Repository: SpaceNetChallenge/SpaceNet_Off_Nadir_Solutions Branch: master Commit: 014c4ca27a70 Files: 228 Total size: 24.8 MB Directory structure: gitextract_z63r5_6p/ ├── .gitignore ├── LICENSE ├── MaksimovKA_solution/ │ ├── .dockerignore │ ├── Dockerfile │ ├── README.md │ ├── augmentations/ │ │ └── transforms.py │ ├── dataset/ │ │ ├── base_dataset.py │ │ └── spacenet_binary_dataset.py │ ├── default_folds_split/ │ │ └── folds_split.csv │ ├── models/ │ │ └── qubvel_segmentation_models/ │ │ ├── __init__.py │ │ ├── backbones/ │ │ │ ├── __init__.py │ │ │ ├── backbones.py │ │ │ ├── classification_models/ │ │ │ │ ├── .gitignore │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── classification_models/ │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── resnet/ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── blocks.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ ├── models.py │ │ │ │ │ │ ├── params.py │ │ │ │ │ │ └── preprocessing.py │ │ │ │ │ ├── resnext/ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── blocks.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ ├── models.py │ │ │ │ │ │ ├── params.py │ │ │ │ │ │ └── preprocessing.py │ │ │ │ │ ├── utils.py │ │ │ │ │ └── weights.py │ │ │ │ └── tests/ │ │ │ │ ├── __init__.py │ │ │ │ └── test_imagenet.py │ │ │ ├── inception_resnet_v2.py │ │ │ └── inception_v3.py │ │ ├── common/ │ │ │ ├── __init__.py │ │ │ ├── blocks.py │ │ │ ├── functions.py │ │ │ └── layers.py │ │ ├── fpn/ │ │ │ ├── __init__.py │ │ │ ├── blocks.py │ │ │ ├── builder.py │ │ │ ├── layers.py │ │ │ └── model.py │ │ ├── linknet/ │ │ │ ├── __init__.py │ │ │ ├── blocks.py │ │ │ ├── builder.py │ │ │ └── model.py │ │ ├── pspnet/ │ │ │ ├── __init__.py │ │ │ ├── blocks.py │ │ │ ├── builder.py │ │ │ └── model.py │ │ ├── unet/ │ │ │ ├── __init__.py │ │ │ ├── blocks.py │ │ │ ├── builder.py │ │ │ └── model.py │ │ └── utils.py │ ├── params/ │ │ └── params.py │ ├── predict/ │ │ └── predict_segmentation.py │ ├── prepare_data/ │ │ ├── convert_data.py │ │ └── create_folds.py │ ├── test.sh │ ├── train/ │ │ ├── model_factory.py │ │ └── train_segmentation.py │ ├── train.sh │ └── utils/ │ ├── losses.py │ └── metrics.py ├── README.md ├── XD_XD/ │ ├── .dockerignore │ ├── Dockerfile │ ├── INSTRUCTION.md │ ├── README.md │ ├── main.py │ ├── test.sh │ ├── train.sh │ └── working/ │ └── cv.txt ├── cannab/ │ ├── Dockerfile │ ├── Instructions.txt │ ├── README.md │ ├── adamw.py │ ├── convert_test.py │ ├── create_masks.py │ ├── create_submission_lgbm.py │ ├── download_models.sh │ ├── losses.py │ ├── merge.py │ ├── merge_oof.py │ ├── predict101_9ch_fold.py │ ├── predict101_9ch_oof.py │ ├── predict154_9ch_fold.py │ ├── predict154_9ch_oof.py │ ├── predict50_9ch_fold.py │ ├── predict50_9ch_oof.py │ ├── predict92_9ch_fold.py │ ├── predict92_9ch_oof.py │ ├── predict_classifier.py │ ├── split_folds.py │ ├── test.sh │ ├── train.sh │ ├── train101_9ch_fold.py │ ├── train154_9ch_fold.py │ ├── train50_9ch_fold.py │ ├── train92_9ch_fold.py │ ├── train_classifier.py │ ├── train_folds.csv │ ├── utils.py │ └── zoo/ │ ├── __init__.py │ ├── dpn.py │ ├── models.py │ └── senet.py ├── number13/ │ ├── README.md │ └── number13/ │ ├── Dockerfile │ ├── README.txt │ └── src/ │ ├── Mask_RCNN/ │ │ ├── LICENSE │ │ ├── MANIFEST.in │ │ ├── README.md │ │ ├── logs/ │ │ │ └── events.out.tfevents.1544436838.ip-172-31-20-204 │ │ ├── mrcnn/ │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── model.py │ │ │ ├── model_mod_mpan.py │ │ │ ├── model_mod_rgb.py │ │ │ ├── parallel_model.py │ │ │ ├── utils.py │ │ │ └── visualize.py │ │ ├── requirements.txt │ │ ├── setup.cfg │ │ └── setup.py │ ├── cocoeval.py │ ├── config.py │ ├── create_patches_all.py │ ├── crowdai_train.py │ ├── crowdai_train.sh │ ├── eval_val.py │ ├── inference.py │ ├── models.py │ ├── patchify.py │ ├── prediction.py │ ├── test.sh │ ├── train.py │ ├── train.sh │ ├── util.py │ └── val_set.pkl └── selim_sef/ ├── .idea/ │ ├── encodings.xml │ ├── misc.xml │ ├── modules.xml │ ├── spacenet.iml │ ├── vcs.xml │ └── workspace.xml ├── Dockerfile ├── README.md ├── configs/ │ ├── d121.json │ ├── d161.json │ ├── r101.json │ ├── r34.json │ └── sc50.json ├── create_folds.py ├── dataset/ │ ├── __init__.py │ ├── dense_data.py │ └── dense_transform.py ├── ensemble.py ├── evaluate_labels.py ├── folds16.csv ├── generate_polygons.py ├── inference/ │ ├── __init__.py │ ├── predict.py │ ├── predict_oof.py │ └── tta.py ├── lgbm_models/ │ ├── gbm_model_0_0.txt │ ├── gbm_model_0_1.txt │ ├── gbm_model_0_10.txt │ ├── gbm_model_0_11.txt │ ├── gbm_model_0_12.txt │ ├── gbm_model_0_13.txt │ ├── gbm_model_0_14.txt │ ├── gbm_model_0_15.txt │ ├── gbm_model_0_16.txt │ ├── gbm_model_0_17.txt │ ├── gbm_model_0_18.txt │ ├── gbm_model_0_19.txt │ ├── gbm_model_0_2.txt │ ├── gbm_model_0_20.txt │ ├── gbm_model_0_21.txt │ ├── gbm_model_0_22.txt │ ├── gbm_model_0_23.txt │ ├── gbm_model_0_24.txt │ ├── gbm_model_0_25.txt │ ├── gbm_model_0_26.txt │ ├── gbm_model_0_27.txt │ ├── gbm_model_0_28.txt │ ├── gbm_model_0_29.txt │ ├── gbm_model_0_3.txt │ ├── gbm_model_0_4.txt │ ├── gbm_model_0_5.txt │ ├── gbm_model_0_6.txt │ ├── gbm_model_0_7.txt │ ├── gbm_model_0_8.txt │ └── gbm_model_0_9.txt ├── logs/ │ └── .gitkeep ├── predict.sh ├── predict_oof.sh ├── predict_trees.py ├── test.sh ├── tools/ │ ├── __init__.py │ ├── adamw.py │ ├── clr.py │ ├── config.py │ ├── lr_policy.py │ ├── mask_from_geo.py │ ├── mask_utils.py │ └── rle.py ├── train.py ├── train.sh ├── train_all.sh ├── train_classifier.py ├── train_labels/ │ └── .gitkeep ├── training/ │ ├── __init__.py │ ├── eval.py │ ├── losses.py │ ├── meters.py │ ├── metric.py │ └── utils.py ├── weights/ │ └── .gitkeep └── zoo/ ├── __init__.py ├── densenet.py ├── dpn.py ├── resnet.py ├── senet.py └── unet.py ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ .DS_Store ================================================ FILE: LICENSE 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See the License for the specific language governing permissions and limitations under the License. ================================================ FILE: MaksimovKA_solution/.dockerignore ================================================ ./Dockerfile ================================================ FILE: MaksimovKA_solution/Dockerfile ================================================ # use with GPU and nvidia-docker2 FROM tensorflow/tensorflow:1.9.0-devel-gpu-py3 RUN add-apt-repository -y ppa:ubuntugis/ppa; \ apt-get update && apt-get -y install mc python-opencv tmux nano python3-tk gdal-bin python3-gdal less; \ pip3 install --upgrade pip RUN pip3 install h5py scikit-image scipy pillow RUN pip3 install opencv-python matplotlib tqdm keras==2.1.6 RUN pip3 install keras-resnet six scipy gdal RUN pip install albumentations RUN pip install keras-resnet scikit-learn pandas RUN pip install jupyter RUN pip install gdal rasterio RUN pip install shapely RUN mkdir /project COPY ./ /project/ RUN chmod +x /project/train.sh RUN chmod +x /project/test.sh WORKDIR /project ENV PYTHONPATH "${PYTHONPATH}:/project" ================================================ FILE: MaksimovKA_solution/README.md ================================================ # MaksimovKA SpaceNet 4 Off-Nadir Buildings Solution Description ## Overview Congrats on winning this marathon match. As part of your final submission and in order to receive payment for this marathon match, please complete the following document. ## Introduction _Tell us a bit about yourself, and why you have decided to participate in the contest._ - MaksimovKA nickname on topcoder - 3rd place - I worked a lot with sattelite data as Computer Vision engineer and decided to try my skill on public statelite images challanges. ## Solution Development _How did you solve the problem? What approaches did you try and what choices did you make, and why? Also, what alternative approaches did you consider?_ - The task was to make binary instance segmentation (building footprints localisation). I treated this task as semantic segmenation task and used some well known tricks in postprocessing t convert the results to instance segmentation result. - The main idea of the approach is to use Unet like architecture and FPN architecture for semantic segmentation but with changes that was used by winning solution in Data Science bowl 2018 – I used two channels as target – one channel for bulding mask and one channel for building contours. - I tried different combination of input channels but finally used only RGB with my custom data normalization using mean and std per channel for training dataset. - I used Unet and FPN from this great repository – https://github.com/qubvel/segmentation_models. I tired all encoders that are available in the repo and choosed the best one using 5-fold validation split. - Also I ahve experimented with different types of data augmentation to prevent overfitting. ## Final Approach _Please provide a bulleted description of your final approach. What ideas/decisions/features have been found to be the most important for your solution performance:_ - Split data in 5 folds - Create binary masks with 2 channels – building body and building contour (using opencv findCountours function) - Train for 200 epochs starting with high learning rate 1e-3 using ADAM optimizer with 0.5 decay after non changing loss after 3 epochs and also with earlystopping for 20 epochs. As loos I used 0.5*bce + 0.5*dice for each of output target channels. - Batch size was 64 using 4 nvidia GPUs of random crop of 320x320 pixels, predict was done on full image padded to 928 pixels (becauce network is fully convolutional). - I trained Unet and FPN with inceptionresnetv2 encoder in both Unet and FPN on 5 folds – and I got 10 models (5 folds Unet and 5 folds FPN) that I used for my ensemble – I just averaged output probabilities for output target. - Used postprocessing to convert result to instances, see code for details. ## Open Source Resources, Frameworks and Libraries _Please specify the name of the open source resource along with a URL to where it’s housed and it’s license type:_ - segmentation-models (https://github.com/qubvel/segmentation_models/), MIT - tqdm ( https://pypi.python.org/pypi/tqdm), MPLv2, MIT - numpy ( https://pypi.python.org/pypi/numpy), BSD - opencv-python ( https://pypi.python.org/pypi/opencv-python), MIT - matplotlib ( https://pypi.python.org/pypi/matplotlib), BSD - scipy ( https://pypi.python.org/pypi/scipy), BSD - scikit-image ( https://pypi.python.org/pypi/scikit-image), Modified BSD - scikit-learn ( https://pypi.python.org/pypi/scikit-learn), BSD - GDAL ( https://anaconda.org/conda-forge/gdal), MIT - Pandas ( https://pypi.python.org/pypi/pandas), BSD - keras (https://github.com/keras-team/keras), MIT - tensorflow ( www.tensorflow.org), Apache - Shapely (https://github.com/Toblerity/Shapely) - albumentations (https://github.com/albu/albumentations), MIT ## Potential Algorithm Improvements _Please specify any potential improvements that can be made to the algorithm:_ - Use deeper encoder like SeNet154 for example. - Use advance postprocessing methods. ## Algorithm Limitations _Please specify any potential limitations with the algorithm:_ - It should not generalize to new kinds of data (big difference in weather conditions, zoom, etc); it is limitation for all machine learning algorithms. ## Deployment Guide _Please provide the exact steps required to build and deploy the code:_ Steps are the same that was described here - https://docs.google.com/document/d/1-J2S6Dm87237Zy3NoXemlj6MVffald02n8mQ_SUVuqc/edit ================================================ FILE: MaksimovKA_solution/augmentations/transforms.py ================================================ from albumentations import ( Compose, HorizontalFlip, ShiftScaleRotate, OneOf, RandomContrast, RandomGamma, RandomBrightness ) def augmentations(prob=0.5): transformer = Compose([ HorizontalFlip(p=prob), ShiftScaleRotate(p=prob, shift_limit=0.1, scale_limit=.1, rotate_limit=10), OneOf([RandomContrast(limit=0.1, p=prob), RandomGamma(gamma_limit=(90, 110), p=prob), RandomBrightness(limit=0.1, p=prob)],p=prob), ], p=prob) return transformer ================================================ FILE: MaksimovKA_solution/dataset/base_dataset.py ================================================ import os import numpy as np from keras.preprocessing.image import Iterator import skimage.io class BaseMaskDatasetIterator(Iterator): def __init__(self, images_dir, masks_dir, image_ids, crop_shape, preprocessing_function, random_transformer=None, batch_size=8, shuffle=True, image_name_template=None, mask_name_template=None, add_contours=True ): self.images_dir = images_dir self.masks_dir = masks_dir self.image_ids = image_ids self.image_name_template = image_name_template self.mask_name_template = mask_name_template self.random_transformer = random_transformer self.crop_shape = crop_shape self.preprocessing_function = preprocessing_function self.add_contours = add_contours super(BaseMaskDatasetIterator, self).__init__(len(self.image_ids), batch_size, shuffle, None) def pad_mask_image(self, mask, image, img_id, crop_shape): # _mask = mask[:, :, 0] return NotImplementedError def transform_batch_y(self, batch_y): return batch_y def _get_batches_of_transformed_samples(self, index_array): batch_x = [] batch_y = [] for batch_index, image_index in enumerate(index_array): _id = self.image_ids[image_index] # print(_id) img_name = self.image_name_template.format(id=_id) mask_name = self.mask_name_template.format(id=_id) image = skimage.io.imread(os.path.join(self.images_dir, img_name), plugin='tifffile') mask = skimage.io.imread(os.path.join(self.masks_dir, mask_name), plugin='tifffile') if self.add_contours: tmp = np.zeros(mask.shape[:2], dtype=mask.dtype) mask = np.dstack([mask, tmp]) else: mask = np.dstack([mask]*3) crop_mask, crop_image = self.pad_mask_image(mask, image, _id, self.crop_shape) if self.random_transformer is not None: data = self.random_transformer(image=crop_image, mask=crop_mask) crop_image, crop_mask = data['image'], data['mask'] if self.add_contours: crop_mask = crop_mask / 255. crop_mask = crop_mask[:, :, :2] else: crop_mask = crop_mask / 255. crop_mask = crop_mask[:, :, 0] crop_mask = np.expand_dims(crop_mask, -1) batch_x.append(crop_image) batch_y.append(crop_mask) batch_x = np.array(batch_x, dtype="float32") batch_y = np.array(batch_y, dtype="float32") if self.preprocessing_function: batch_x = self.preprocess_input(batch_x) return self.transform_batch_x(batch_x), self.transform_batch_y(batch_y) @staticmethod def preprocess_input(batch_x): means = [963.0, 805.0, 666.0] stds = [473.0, 403.0, 395.0] for i in range(batch_x.shape[3]): batch_x[:, :, :, i] = (batch_x[:, :, :, i] - means[i]) / stds[i] return batch_x def transform_batch_x(self, batch_x): return batch_x def next(self): with self.lock: index_array = next(self.index_generator) return self._get_batches_of_transformed_samples(index_array) ================================================ FILE: MaksimovKA_solution/dataset/spacenet_binary_dataset.py ================================================ import numpy as np import pandas as pd from .base_dataset import BaseMaskDatasetIterator from albumentations import RandomCrop, Compose, PadIfNeeded class SpacenetBinaryDataset: def __init__(self, images_dir, masks_dir, folds_file, fold=0, fold_num=5, add_contours=False ): super().__init__() self.fold = fold self.folds_file = folds_file self.fold_num = fold_num self.images_dir = images_dir self.masks_dir = masks_dir self.add_contours = add_contours self.train_ids, self.val_ids = self.generate_ids() print("Found {} train images".format(len(self.train_ids))) print("Found {} val images".format(len(self.val_ids))) def get_generator(self, image_ids, crop_shape, preprocessing_function=1, random_transformer=None, batch_size=16, shuffle=True): return SpacenetDatasetIterator( self.images_dir, self.masks_dir, image_ids, crop_shape, preprocessing_function, random_transformer, batch_size, shuffle=shuffle, image_name_template="{id}.tif", mask_name_template="{id}.tif", add_contours=self.add_contours ) def train_generator(self, crop_shape, preprocessing_function=1, random_transformer=None, batch_size=16): return self.get_generator(self.train_ids, crop_shape, preprocessing_function, random_transformer, batch_size, True) def val_generator(self, preprocessing_function=1, batch_size=1): return self.get_generator(self.val_ids, (928, 928), preprocessing_function, None, batch_size, False) def generate_ids(self): df = pd.read_csv(self.folds_file) df['angle'] = df['img_id'].apply(lambda x: int(x.split('_')[1][5:])) # df = df[(df['angle'] > 25) & (df['angle'] <= 40)] # df = df[df['angle'] > 40] val_ids = df[(df['fold_on_train'] == self.fold)]['img_id'].values train_ids = np.sort(df[(df['fold_on_predict'] != self.fold)]['img_id'].values) return train_ids, val_ids class SpacenetDatasetIterator(BaseMaskDatasetIterator): def __init__(self, images_dir, masks_dir, image_ids, crop_shape, preprocessing_function, random_transformer=None, batch_size=8, shuffle=True, image_name_template=None, mask_name_template=None, add_contours=False): super().__init__(images_dir, masks_dir, image_ids, crop_shape, preprocessing_function, random_transformer, batch_size, shuffle, image_name_template, mask_name_template, add_contours) def pad_mask_image(self, mask, image, img_id, crop_shape): composed = Compose([PadIfNeeded(crop_shape[0], crop_shape[1], p=1), RandomCrop(crop_shape[0], crop_shape[1], p=1)], p=1) if np.sum(mask) != 0: s = 0 tries = 0 while s == 0: # crop = composed(crop_shape[0], crop_shape[1]) croped = composed(image=image, mask=mask) image_padded = croped['image'] mask_padded = croped['mask'] # print(mask_padded.shape) s = np.sum(mask_padded) tries += 1 if tries > 5: break else: croped = composed(image=image, mask=mask) image_padded = croped['image'] mask_padded = croped['mask'] return mask_padded, image_padded ================================================ FILE: MaksimovKA_solution/default_folds_split/folds_split.csv ================================================ fold_on_predict,fold_on_train,img_id 0,0,Atlanta_nadir44_catid_1030010003CCD700_734501_3729639 0,0,Atlanta_nadir7_catid_1030010003D22F00_734501_3729639 0,0,Atlanta_nadir10_catid_1030010003993E00_734501_3729639 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1,-1,Atlanta_nadir10_catid_1030010003993E00_733601_3731889 1,-1,Atlanta_nadir10_catid_1030010003CAF100_733601_3731889 1,-1,Atlanta_nadir27_catid_1030010003472200_733601_3731889 1,-1,Atlanta_nadir21_catid_1030010003127500_733601_3731889 1,-1,Atlanta_nadir47_catid_10300100033C5200_733601_3731889 1,-1,Atlanta_nadir32_catid_103001000392F600_733601_3731889 1,-1,Atlanta_nadir52_catid_1030010003BDDC00_733601_3731889 1,-1,Atlanta_nadir16_catid_1030010002649200_733601_3731889 1,-1,Atlanta_nadir14_catid_10300100039AB000_733601_3731889 1,-1,Atlanta_nadir19_catid_1030010003C92000_733601_3731889 1,-1,Atlanta_nadir42_catid_10300100035D1B00_733601_3731889 1,-1,Atlanta_nadir46_catid_1030010003713C00_733601_3731889 1,-1,Atlanta_nadir49_catid_1030010003492700_733601_3731889 1,-1,Atlanta_nadir13_catid_1030010002B7D800_733601_3731889 1,-1,Atlanta_nadir50_catid_10300100039E6200_733601_3731889 1,-1,Atlanta_nadir30_catid_10300100036D5200_733601_3731889 1,-1,Atlanta_nadir53_catid_1030010003CD4300_733601_3731889 1,-1,Atlanta_nadir23_catid_103001000352C200_733601_3731889 1,-1,Atlanta_nadir36_catid_1030010003895500_733601_3731889 1,-1,Atlanta_nadir29_catid_1030010003315300_733601_3731889 1,-1,Atlanta_nadir53_catid_1030010003193D00_733601_3731889 1,-1,Atlanta_nadir8_catid_10300100023BC100_733601_3731889 1,-1,Atlanta_nadir39_catid_1030010003832800_733601_3731889 1,-1,Atlanta_nadir34_catid_1030010003697400_733601_3731889 1,-1,Atlanta_nadir25_catid_103001000307D800_733601_3731889 ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/__init__.py ================================================ ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/__init__.py ================================================ from .classification_models.classification_models import * from .inception_resnet_v2 import InceptionResNetV2 from .inception_v3 import InceptionV3 from .backbones import get_backbone ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/backbones.py ================================================ from .classification_models.classification_models import ResNet18, ResNet34, ResNet50, ResNet101, ResNet152 from .classification_models.classification_models import ResNeXt50, ResNeXt101 from .inception_resnet_v2 import InceptionResNetV2 from .inception_v3 import InceptionV3 from keras.applications import DenseNet121, DenseNet169, DenseNet201 from keras.applications import VGG16 from keras.applications import VGG19 backbones = { "vgg16": VGG16, "vgg19": VGG19, "resnet18": ResNet18, "resnet34": ResNet34, "resnet50": ResNet50, "resnet101": ResNet101, "resnet152": ResNet152, "resnext50": ResNeXt50, "resnext101": ResNeXt101, "inceptionresnetv2": InceptionResNetV2, "inceptionv3": InceptionV3, "densenet121": DenseNet121, "densenet169": DenseNet169, "densenet201": DenseNet201, } def get_backbone(name, *args, **kwargs): return backbones[name](*args, **kwargs) ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/.gitignore ================================================ # folders .idea/ #files *.pyc ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/README.md ================================================ # Classification models Zoo Pretrained classification models for Keras ### Models: - [ResNet](https://arxiv.org/abs/1512.03385) models converted from MXNet: - [ResNet18](https://github.com/qubvel/classification_models/blob/master/imgs/graphs/resnet18.png) - [ResNet34](https://github.com/qubvel/classification_models/blob/master/imgs/graphs/resnet34.png) - [ResNet50](https://github.com/qubvel/classification_models/blob/master/imgs/graphs/resnet50.png) - ResNet101 - ResNet152 - [ResNeXt](https://arxiv.org/abs/1611.05431) models converted from MXNet: - ResNeXt50 - ResNeXt101 | Model | Classes | Weights | No top | Preprocessing| |-----------|:-------:|:----------------------------:|:------:|:------:| | ResNet18 | 1000 | `imagenet` | + |BGR| | ResNet34 | 1000 | `imagenet` | + |BGR| | ResNet50 | 1000
11586 |`imagenet`
`imagenet11k-place365ch` | + |BGR | | ResNet101 | 1000 | `imagenet` | + |BGR | | ResNet152 | 1000
11221| `imagenet`
`imagenet11k`| + |BGR | | ResNeXt50 | 1000 | `imagenet` | + |- | | ResNeXt101 | 1000 | `imagenet` | + |- | ### Example Imagenet inference example: ```python import numpy as np from skimage.io import imread from keras.applications.imagenet_utils import decode_predictions from classification_models import ResNet18 from classification_models.resnet import preprocess_input # read and prepare image x = imread('./imgs/tests/seagull.jpg') x = preprocess_input(x, size=(224,224)) x = np.expand_dims(x, 0) # load model model = ResNet18(input_shape=(224,224,3), weights='imagenet', classes=1000) # processing image y = model.predict(x) # result print(decode_predictions(y)) ``` Model fine-tuning example: ```python import keras from classification_models import ResNet18 # prepare your data X = ... y = ... n_classes = 10 # build model base_model = ResNet18(input_shape=(224,224,3), weights='imagenet', include_top=False) x = keras.layers.AveragePooling2D((7,7))(base_model.output) x = keras.layers.Dropout(0.3)(x) output = keras.layers.Dense(n_classes)(x) model = keras.models.Model(inputs=[base_model.input], outputs=[output]) # train model.compile(optimizer='SGD', loss='categorical_crossentropy', metrics=['accuracy']) model.fit(X, y) ``` ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/__init__.py ================================================ ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/__init__.py ================================================ from .resnet.models import ResNet18 from .resnet.models import ResNet34 from .resnet.models import ResNet50 from .resnet.models import ResNet101 from .resnet.models import ResNet152 from .resnext.models import ResNeXt50 from .resnext.models import ResNeXt101 __all__ = ['ResNet18', 'ResNet34', 'ResNet50', 'ResNet101', 'ResNet152', 'ResNeXt50', 'ResNeXt101'] ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/__init__.py ================================================ from .preprocessing import preprocess_input __all__ = ['preprocess_input'] ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/blocks.py ================================================ from keras.layers import Conv2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import Add from keras.layers import ZeroPadding2D from .params import get_conv_params from .params import get_bn_params def handle_block_names(stage, block): name_base = 'stage{}_unit{}_'.format(stage + 1, block + 1) conv_name = name_base + 'conv' bn_name = name_base + 'bn' relu_name = name_base + 'relu' sc_name = name_base + 'sc' return conv_name, bn_name, relu_name, sc_name def basic_identity_block(filters, stage, block): """The identity block is the block that has no conv layer at shortcut. # Arguments kernel_size: default 3, the kernel size of middle conv layer at main path filters: list of integers, the filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names # Returns Output tensor for the block. """ def layer(input_tensor): conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = BatchNormalization(name=bn_name + '1', **bn_params)(input_tensor) x = Activation('relu', name=relu_name + '1')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), name=conv_name + '1', **conv_params)(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), name=conv_name + '2', **conv_params)(x) x = Add()([x, input_tensor]) return x return layer def basic_conv_block(filters, stage, block, strides=(2, 2)): """The identity block is the block that has no conv layer at shortcut. # Arguments input_tensor: input tensor kernel_size: default 3, the kernel size of middle conv layer at main path filters: list of integers, the filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names # Returns Output tensor for the block. """ def layer(input_tensor): conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = BatchNormalization(name=bn_name + '1', **bn_params)(input_tensor) x = Activation('relu', name=relu_name + '1')(x) shortcut = x x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), strides=strides, name=conv_name + '1', **conv_params)(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), name=conv_name + '2', **conv_params)(x) shortcut = Conv2D(filters, (1, 1), name=sc_name, strides=strides, **conv_params)(shortcut) x = Add()([x, shortcut]) return x return layer def conv_block(filters, stage, block, strides=(2, 2)): """The identity block is the block that has no conv layer at shortcut. # Arguments input_tensor: input tensor kernel_size: default 3, the kernel size of middle conv layer at main path filters: list of integers, the filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names # Returns Output tensor for the block. """ def layer(input_tensor): conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = BatchNormalization(name=bn_name + '1', **bn_params)(input_tensor) x = Activation('relu', name=relu_name + '1')(x) shortcut = x x = Conv2D(filters, (1, 1), name=conv_name + '1', **conv_params)(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), strides=strides, name=conv_name + '2', **conv_params)(x) x = BatchNormalization(name=bn_name + '3', **bn_params)(x) x = Activation('relu', name=relu_name + '3')(x) x = Conv2D(filters*4, (1, 1), name=conv_name + '3', **conv_params)(x) shortcut = Conv2D(filters*4, (1, 1), name=sc_name, strides=strides, **conv_params)(shortcut) x = Add()([x, shortcut]) return x return layer def identity_block(filters, stage, block): """The identity block is the block that has no conv layer at shortcut. # Arguments kernel_size: default 3, the kernel size of middle conv layer at main path filters: list of integers, the filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names # Returns Output tensor for the block. """ def layer(input_tensor): conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = BatchNormalization(name=bn_name + '1', **bn_params)(input_tensor) x = Activation('relu', name=relu_name + '1')(x) x = Conv2D(filters, (1, 1), name=conv_name + '1', **conv_params)(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = Conv2D(filters, (3, 3), name=conv_name + '2', **conv_params)(x) x = BatchNormalization(name=bn_name + '3', **bn_params)(x) x = Activation('relu', name=relu_name + '3')(x) x = Conv2D(filters*4, (1, 1), name=conv_name + '3', **conv_params)(x) x = Add()([x, input_tensor]) return x return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/builder.py ================================================ import keras.backend as K from keras.layers import Input from keras.layers import Conv2D from keras.layers import MaxPooling2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import GlobalAveragePooling2D from keras.layers import ZeroPadding2D from keras.layers import Dense from keras.models import Model from keras.engine import get_source_inputs import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.0'): from keras.applications.imagenet_utils import _obtain_input_shape else: from keras_applications.imagenet_utils import _obtain_input_shape from .params import get_conv_params from .params import get_bn_params from .blocks import basic_conv_block from .blocks import basic_identity_block from .blocks import conv_block as usual_conv_block from .blocks import identity_block as usual_identity_block def build_resnet( repetitions=(2, 2, 2, 2), include_top=True, input_tensor=None, input_shape=None, classes=1000, block_type='usual'): """ TODO """ # Determine proper input shape input_shape = _obtain_input_shape(input_shape, default_size=224, min_size=197, data_format='channels_last', require_flatten=include_top) if input_tensor is None: img_input = Input(shape=input_shape, name='data') else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor # get parameters for model layers no_scale_bn_params = get_bn_params(scale=False) bn_params = get_bn_params() conv_params = get_conv_params() init_filters = 64 if block_type == 'basic': conv_block = basic_conv_block identity_block = basic_identity_block else: conv_block = usual_conv_block identity_block = usual_identity_block # resnet bottom x = BatchNormalization(name='bn_data', **no_scale_bn_params)(img_input) x = ZeroPadding2D(padding=(3, 3))(x) x = Conv2D(init_filters, (7, 7), strides=(2, 2), name='conv0', **conv_params)(x) x = BatchNormalization(name='bn0', **bn_params)(x) x = Activation('relu', name='relu0')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = MaxPooling2D((3, 3), strides=(2, 2), padding='valid', name='pooling0')(x) # resnet body for stage, rep in enumerate(repetitions): for block in range(rep): filters = init_filters * (2**stage) # first block of first stage without strides because we have maxpooling before if block == 0 and stage == 0: x = conv_block(filters, stage, block, strides=(1, 1))(x) elif block == 0: x = conv_block(filters, stage, block, strides=(2, 2))(x) else: x = identity_block(filters, stage, block)(x) x = BatchNormalization(name='bn1', **bn_params)(x) x = Activation('relu', name='relu1')(x) # resnet top if include_top: x = GlobalAveragePooling2D(name='pool1')(x) x = Dense(classes, name='fc1')(x) x = Activation('softmax', name='softmax')(x) # Ensure that the model takes into account any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/models.py ================================================ from .builder import build_resnet from ..utils import load_model_weights from ..weights import weights_collection def ResNet18(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnet(input_tensor=input_tensor, input_shape=input_shape, repetitions=(2, 2, 2, 2), classes=classes, include_top=include_top, block_type='basic') model.name = 'resnet18' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model def ResNet34(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnet(input_tensor=input_tensor, input_shape=input_shape, repetitions=(3, 4, 6, 3), classes=classes, include_top=include_top, block_type='basic') model.name = 'resnet34' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model def ResNet50(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnet(input_tensor=input_tensor, input_shape=input_shape, repetitions=(3, 4, 6, 3), classes=classes, include_top=include_top) model.name = 'resnet50' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model def ResNet101(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnet(input_tensor=input_tensor, input_shape=input_shape, repetitions=(3, 4, 23, 3), classes=classes, include_top=include_top) model.name = 'resnet101' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model def ResNet152(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnet(input_tensor=input_tensor, input_shape=input_shape, repetitions=(3, 8, 36, 3), classes=classes, include_top=include_top) model.name = 'resnet152' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/params.py ================================================ # default parameters for convolution and batchnorm layers of ResNet models # parameters are obtained from MXNet converted model def get_conv_params(**params): default_conv_params = { 'kernel_initializer': 'glorot_uniform', 'use_bias': False, 'padding': 'valid', } default_conv_params.update(params) return default_conv_params def get_bn_params(**params): default_bn_params = { 'axis': 3, 'momentum': 0.99, 'epsilon': 2e-5, 'center': True, 'scale': True, } default_bn_params.update(params) return default_bn_params ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnet/preprocessing.py ================================================ import numpy as np from skimage.transform import resize def preprocess_input(x, size=None, BGRTranspose=True): """input standardizing function Args: x: numpy.ndarray with shape (H, W, C) size: tuple (H_new, W_new), resized input shape Return: x: numpy.ndarray """ if size: x = resize(x, size) * 255 if BGRTranspose: x = x[..., ::-1] return x ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/__init__.py ================================================ from .preprocessing import preprocess_input ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/blocks.py ================================================ from keras.layers import Conv2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import Add from keras.layers import Lambda from keras.layers import Concatenate from keras.layers import ZeroPadding2D from .params import get_conv_params from .params import get_bn_params def handle_block_names(stage, block): name_base = 'stage{}_unit{}_'.format(stage + 1, block + 1) conv_name = name_base + 'conv' bn_name = name_base + 'bn' relu_name = name_base + 'relu' sc_name = name_base + 'sc' return conv_name, bn_name, relu_name, sc_name def GroupConv2D(filters, kernel_size, conv_params, conv_name, strides=(1,1), cardinality=32): def layer(input_tensor): grouped_channels = int(input_tensor.shape[-1]) // cardinality blocks = [] for c in range(cardinality): x = Lambda(lambda z: z[:, :, :, c * grouped_channels:(c + 1) * grouped_channels])(input_tensor) name = conv_name + '_' + str(c) x = Conv2D(grouped_channels, kernel_size, strides=strides, name=name, **conv_params)(x) blocks.append(x) x = Concatenate(axis=-1)(blocks) return x return layer def conv_block(filters, stage, block, strides=(2, 2)): """The conv block is the block that has conv layer at shortcut. # Arguments filters: integer, used for first and second conv layers, third conv layer double this value strides: tuple of integers, strides for conv (3x3) layer in block stage: integer, current stage label, used for generating layer names block: integer, current block label, used for generating layer names # Returns Output layer for the block. """ def layer(input_tensor): # extracting params and names for layers conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = Conv2D(filters, (1, 1), name=conv_name + '1', **conv_params)(input_tensor) x = BatchNormalization(name=bn_name + '1', **bn_params)(x) x = Activation('relu', name=relu_name + '1')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = GroupConv2D(filters, (3, 3), conv_params, conv_name + '2', strides=strides)(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = Conv2D(filters * 2, (1, 1), name=conv_name + '3', **conv_params)(x) x = BatchNormalization(name=bn_name + '3', **bn_params)(x) shortcut = Conv2D(filters*2, (1, 1), name=sc_name, strides=strides, **conv_params)(input_tensor) shortcut = BatchNormalization(name=sc_name+'_bn', **bn_params)(shortcut) x = Add()([x, shortcut]) x = Activation('relu', name=relu_name)(x) return x return layer def identity_block(filters, stage, block): """The identity block is the block that has no conv layer at shortcut. # Arguments filters: integer, used for first and second conv layers, third conv layer double this value stage: integer, current stage label, used for generating layer names block: integer, current block label, used for generating layer names # Returns Output layer for the block. """ def layer(input_tensor): conv_params = get_conv_params() bn_params = get_bn_params() conv_name, bn_name, relu_name, sc_name = handle_block_names(stage, block) x = Conv2D(filters, (1, 1), name=conv_name + '1', **conv_params)(input_tensor) x = BatchNormalization(name=bn_name + '1', **bn_params)(x) x = Activation('relu', name=relu_name + '1')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = GroupConv2D(filters, (3, 3), conv_params, conv_name + '2')(x) x = BatchNormalization(name=bn_name + '2', **bn_params)(x) x = Activation('relu', name=relu_name + '2')(x) x = Conv2D(filters * 2, (1, 1), name=conv_name + '3', **conv_params)(x) x = BatchNormalization(name=bn_name + '3', **bn_params)(x) x = Add()([x, input_tensor]) x = Activation('relu', name=relu_name)(x) return x return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/builder.py ================================================ import keras.backend as K from keras.layers import Input from keras.layers import Conv2D from keras.layers import MaxPooling2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import GlobalAveragePooling2D from keras.layers import ZeroPadding2D from keras.layers import Dense from keras.models import Model from keras.engine import get_source_inputs import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.0'): from keras.applications.imagenet_utils import _obtain_input_shape else: from keras_applications.imagenet_utils import _obtain_input_shape from .params import get_conv_params from .params import get_bn_params from .blocks import conv_block from .blocks import identity_block def build_resnext( repetitions=(2, 2, 2, 2), include_top=True, input_tensor=None, input_shape=None, classes=1000, first_conv_filters=64, first_block_filters=64): """ TODO """ # Determine proper input shape input_shape = _obtain_input_shape(input_shape, default_size=224, min_size=197, data_format='channels_last', require_flatten=include_top) if input_tensor is None: img_input = Input(shape=input_shape, name='data') else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor # get parameters for model layers no_scale_bn_params = get_bn_params(scale=False) bn_params = get_bn_params() conv_params = get_conv_params() init_filters = first_block_filters # resnext bottom x = BatchNormalization(name='bn_data', **no_scale_bn_params)(img_input) x = ZeroPadding2D(padding=(3, 3))(x) x = Conv2D(first_conv_filters, (7, 7), strides=(2, 2), name='conv0', **conv_params)(x) x = BatchNormalization(name='bn0', **bn_params)(x) x = Activation('relu', name='relu0')(x) x = ZeroPadding2D(padding=(1, 1))(x) x = MaxPooling2D((3, 3), strides=(2, 2), padding='valid', name='pooling0')(x) # resnext body for stage, rep in enumerate(repetitions): for block in range(rep): filters = init_filters * (2**stage) # first block of first stage without strides because we have maxpooling before if stage == 0 and block == 0: x = conv_block(filters, stage, block, strides=(1, 1))(x) elif block == 0: x = conv_block(filters, stage, block, strides=(2, 2))(x) else: x = identity_block(filters, stage, block)(x) # resnext top if include_top: x = GlobalAveragePooling2D(name='pool1')(x) x = Dense(classes, name='fc1')(x) x = Activation('softmax', name='softmax')(x) # Ensure that the model takes into account any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model model = Model(inputs, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/models.py ================================================ from .builder import build_resnext from ..utils import load_model_weights from ..weights import weights_collection def ResNeXt50(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnext(input_tensor=input_tensor, input_shape=input_shape, first_block_filters=128, repetitions=(3, 4, 6, 3), classes=classes, include_top=include_top) model.name = 'resnext50' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model def ResNeXt101(input_shape, input_tensor=None, weights=None, classes=1000, include_top=True): model = build_resnext(input_tensor=input_tensor, input_shape=input_shape, first_block_filters=128, repetitions=(3, 4, 23, 3), classes=classes, include_top=include_top) model.name = 'resnext101' if weights: load_model_weights(weights_collection, model, weights, classes, include_top) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/params.py ================================================ # default parameters for convolution and batchnorm layers of ResNet models # parameters are obtained from MXNet converted model def get_conv_params(**params): default_conv_params = { 'kernel_initializer': 'glorot_uniform', 'use_bias': False, 'padding': 'valid', } default_conv_params.update(params) return default_conv_params def get_bn_params(**params): default_bn_params = { 'axis': 3, 'momentum': 0.99, 'epsilon': 2e-5, 'center': True, 'scale': True, } default_bn_params.update(params) return default_bn_params ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/resnext/preprocessing.py ================================================ import numpy as np from skimage.transform import resize def preprocess_input(x, size=None): """input standardizing function Args: x: numpy.ndarray with shape (H, W, C) size: tuple (H_new, W_new), resized input shape Return: x: numpy.ndarray """ if size: x = resize(x, size) * 255 return x ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/utils.py ================================================ from keras.utils import get_file def find_weights(weights_collection, model_name, dataset, include_top): w = list(filter(lambda x: x['model'] == model_name, weights_collection)) w = list(filter(lambda x: x['dataset'] == dataset, w)) w = list(filter(lambda x: x['include_top'] == include_top, w)) return w def load_model_weights(weights_collection, model, dataset, classes, include_top): weights = find_weights(weights_collection, model.name, dataset, include_top) if weights: weights = weights[0] if include_top and weights['classes'] != classes: raise ValueError('If using `weights` and `include_top`' ' as true, `classes` should be {}'.format(weights['classes'])) weights_path = get_file(weights['name'], weights['url'], cache_subdir='/project/backbones_weights', md5_hash=weights['md5']) model.load_weights(weights_path) else: raise ValueError('There is no weights for such configuration: ' + 'model = {}, dataset = {}, '.format(model.name, dataset) + 'classes = {}, include_top = {}.'.format(classes, include_top)) ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/classification_models/weights.py ================================================ weights_collection = [ # ResNet18 { 'model': 'resnet18', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet18_imagenet_1000.h5', 'name': 'resnet18_imagenet_1000.h5', 'md5': '64da73012bb70e16c901316c201d9803', }, { 'model': 'resnet18', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet18_imagenet_1000_no_top.h5', 'name': 'resnet18_imagenet_1000.h5', 'md5': '318e3ac0cd98d51e917526c9f62f0b50', }, # ResNet34 { 'model': 'resnet34', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet34_imagenet_1000.h5', 'name': 'resnet34_imagenet_1000.h5', 'md5': '2ac8277412f65e5d047f255bcbd10383', }, { 'model': 'resnet34', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet34_imagenet_1000_no_top.h5', 'name': 'resnet34_imagenet_1000_no_top.h5', 'md5': '8caaa0ad39d927cb8ba5385bf945d582', }, # ResNet50 { 'model': 'resnet50', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet50_imagenet_1000.h5', 'name': 'resnet50_imagenet_1000.h5', 'md5': 'd0feba4fc650e68ac8c19166ee1ba87f', }, { 'model': 'resnet50', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet50_imagenet_1000_no_top.h5', 'name': 'resnet50_imagenet_1000_no_top.h5', 'md5': 'db3b217156506944570ac220086f09b6', }, { 'model': 'resnet50', 'dataset': 'imagenet11k-places365ch', 'classes': 11586, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet50_places365_11586.h5', 'name': 'resnet50_places365_11586.h5', 'md5': 'bb8963db145bc9906452b3d9c9917275', }, { 'model': 'resnet50', 'dataset': 'imagenet11k-places365ch', 'classes': 11586, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet50_imagenet_11586_no_top.h5', 'name': 'resnet50_imagenet_11586_no_top.h5', 'md5': 'd8bf4e7ea082d9d43e37644da217324a', }, # ResNet101 { 'model': 'resnet101', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet101_imagenet_1000.h5', 'name': 'resnet101_imagenet_1000.h5', 'md5': '9489ed2d5d0037538134c880167622ad', }, { 'model': 'resnet101', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet101_imagenet_1000_no_top.h5', 'name': 'resnet101_imagenet_1000_no_top.h5', 'md5': '1016e7663980d5597a4e224d915c342d', }, # ResNet152 { 'model': 'resnet152', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet152_imagenet_1000.h5', 'name': 'resnet152_imagenet_1000.h5', 'md5': '1efffbcc0708fb0d46a9d096ae14f905', }, { 'model': 'resnet152', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet152_imagenet_1000_no_top.h5', 'name': 'resnet152_imagenet_1000_no_top.h5', 'md5': '5867b94098df4640918941115db93734', }, { 'model': 'resnet152', 'dataset': 'imagenet11k', 'classes': 11221, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet152_imagenet11k_11221.h5', 'name': 'resnet152_imagenet11k_11221.h5', 'md5': '24791790f6ef32f274430ce4a2ffee5d', }, { 'model': 'resnet152', 'dataset': 'imagenet11k', 'classes': 11221, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnet152_imagenet11k_11221_no_top.h5', 'name': 'resnet152_imagenet11k_11221_no_top.h5', 'md5': '25ab66dec217cb774a27d0f3659cafb3', }, # ResNeXt50 { 'model': 'resnext50', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnext50_imagenet_1000.h5', 'name': 'resnext50_imagenet_1000.h5', 'md5': '7c5c40381efb044a8dea5287ab2c83db', }, { 'model': 'resnext50', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnext50_imagenet_1000_no_top.h5', 'name': 'resnext50_imagenet_1000_no_top.h5', 'md5': '7ade5c8aac9194af79b1724229bdaa50', }, # ResNeXt101 { 'model': 'resnext101', 'dataset': 'imagenet', 'classes': 1000, 'include_top': True, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnext101_imagenet_1000.h5', 'name': 'resnext101_imagenet_1000.h5', 'md5': '432536e85ee811568a0851c328182735', }, { 'model': 'resnext101', 'dataset': 'imagenet', 'classes': 1000, 'include_top': False, 'url': 'https://github.com/qubvel/classification_models/releases/download/0.0.1/resnext101_imagenet_1000_no_top.h5', 'name': 'resnext101_imagenet_1000_no_top.h5', 'md5': '91fe0126320e49f6ee607a0719828c7e', }, ] ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/tests/__init__.py ================================================ ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/classification_models/tests/test_imagenet.py ================================================ import numpy as np from skimage.io import imread from keras.applications.imagenet_utils import decode_predictions import sys sys.path.insert(0, '..') from classification_models import ResNet18, ResNet34, ResNet50, ResNet101, ResNet152 from classification_models import ResNeXt50, ResNeXt101 from classification_models import resnet from classification_models import resnext models_zoo = { 'resnet18': { 'model': ResNet18, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(144, 0.5189058), (23, 0.17232688), (21, 0.098873824), (22, 0.03640686), (315, 0.023893135)], 'preprocessing_function': lambda x:resnet.preprocess_input(x, (224, 224), True), } ] }, 'resnet34': { 'model': ResNet34, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(144, 0.88104683), (23, 0.031556014), (21, 0.024246644), (146, 0.022548646), (94, 0.0057696267)], 'preprocessing_function': lambda x:resnet.preprocess_input(x, (224, 224), True), } ] }, 'resnet50': { 'model': ResNet50, 'params': [ { 'input_shape': (224, 224, 3), 'dataset': 'imagenet', 'ground_truth': [(21, 0.53156805), (144, 0.37913376), (23, 0.057184655), (146, 0.024926249), (22, 0.0015899206)], 'preprocessing_function': lambda x: resnet.preprocess_input(x, (224, 224), True), }, ] }, 'resnet101': { 'model': ResNet101, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(21, 0.96975815), (144, 0.016729029), (146, 0.00535842), (99, 0.0017561398), (22, 0.0010300555)], 'preprocessing_function': lambda x:resnet.preprocess_input(x, (224, 224), True), } ] }, 'resnet152': { 'model': ResNet152, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(21, 0.59152377), (144, 0.2688002), (97, 0.0474935), (146, 0.035076432), (99, 0.014631907)], 'preprocessing_function': lambda x:resnet.preprocess_input(x, (224, 224), True), } ] }, 'resnext50': { 'model': ResNeXt50, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(396, 0.97365075), (398, 0.0096320715), (409, 0.005558599), (438, 0.0028824762), (440, 0.0019731398)], 'preprocessing_function': lambda x:resnext.preprocess_input(x, (224, 224)), } ] }, 'resnext101': { 'model': ResNeXt101, 'params': [ { 'input_shape': (224,224,3), 'dataset': 'imagenet', 'ground_truth': [(396, 0.95073587), (440, 0.016645206), (426, 0.004068849), (398, 0.0032844676), (392, 0.0022560472)], 'preprocessing_function': lambda x:resnext.preprocess_input(x, (224, 224)), } ] }, } def get_top(y, top=5): y = y.squeeze() idx = y.argsort()[::-1] top_idx = idx[:top] top_pred = y[top_idx] return list(zip(top_idx, top_pred)) def is_equal(gt, pr, eps=10e-5): for i in range(len(gt)): idx_gt, prob_gt = gt[i] idx_pr, prob_pr = pr[i] if idx_gt != idx_pr: return False if not np.allclose(prob_gt, prob_pr, atol=eps): return False return True def test_model(model, preprocessing_func, sample, ground_truth): x = preprocessing_func(sample) x = np.expand_dims(x, 0) y = model.predict(x) print('[INFO]', decode_predictions(y)) pred = get_top(y) if is_equal(pred, ground_truth): print('[INFO] Test passed...\n') else: print('[WARN] TEST FAILED...') print('[WARN] PREDICTION', pred) print('[WARN] GROUND TRUTH', ground_truth) print() def main(): path = ('../imgs/tests/seagull.jpg') img = imread(path) for model_type in models_zoo: for params in models_zoo[model_type]['params']: input_shape = params['input_shape'] dataset = params['dataset'] preprocessing_function = params['preprocessing_function'] groud_truth = params['ground_truth'] print('[INFO] Loading model {} with weights {}....'.format(model_type, dataset)) model = models_zoo[model_type]['model'] model = model(input_shape, weights=dataset, classes=1000) test_model(model, preprocessing_function, img, groud_truth) if __name__ == '__main__': main() ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/inception_resnet_v2.py ================================================ # -*- coding: utf-8 -*- """Inception-ResNet V2 model for Keras. Model naming and structure follows TF-slim implementation (which has some additional layers and different number of filters from the original arXiv paper): https://github.com/tensorflow/models/blob/master/research/slim/nets/inception_resnet_v2.py Pre-trained ImageNet weights are also converted from TF-slim, which can be found in: https://github.com/tensorflow/models/tree/master/research/slim#pre-trained-models # Reference - [Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning](https://arxiv.org/abs/1602.07261) """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import os import warnings from keras.models import Model from keras.layers import Activation from keras.layers import AveragePooling2D from keras.layers import BatchNormalization from keras.layers import Conv2D from keras.layers import Concatenate from keras.layers import Dense from keras.layers import GlobalAveragePooling2D from keras.layers import GlobalMaxPooling2D from keras.layers import Input from keras.layers import Lambda from keras.layers import MaxPooling2D from keras.utils.data_utils import get_file from keras.engine.topology import get_source_inputs from keras.applications import imagenet_utils from keras import backend as K import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.0'): from keras.applications.imagenet_utils import _obtain_input_shape else: from keras_applications.imagenet_utils import _obtain_input_shape BASE_WEIGHT_URL = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.7/' def preprocess_input(x): """Preprocesses a numpy array encoding a batch of images. # Arguments x: a 4D numpy array consists of RGB values within [0, 255]. # Returns Preprocessed array. """ return imagenet_utils.preprocess_input(x, mode='tf') def conv2d_bn(x, filters, kernel_size, strides=1, padding='same', activation='relu', use_bias=False, name=None): """Utility function to apply conv + BN. # Arguments x: input tensor. filters: filters in `Conv2D`. kernel_size: kernel size as in `Conv2D`. strides: strides in `Conv2D`. padding: padding mode in `Conv2D`. activation: activation in `Conv2D`. use_bias: whether to use a bias in `Conv2D`. name: name of the ops; will become `name + '_ac'` for the activation and `name + '_bn'` for the batch norm layer. # Returns Output tensor after applying `Conv2D` and `BatchNormalization`. """ x = Conv2D(filters, kernel_size, strides=strides, padding=padding, use_bias=use_bias, name=name)(x) if not use_bias: bn_axis = 1 if K.image_data_format() == 'channels_first' else 3 bn_name = None if name is None else name + '_bn' x = BatchNormalization(axis=bn_axis, scale=False, name=bn_name)(x) if activation is not None: ac_name = None if name is None else name + '_ac' x = Activation(activation, name=ac_name)(x) return x def inception_resnet_block(x, scale, block_type, block_idx, activation='relu'): """Adds a Inception-ResNet block. This function builds 3 types of Inception-ResNet blocks mentioned in the paper, controlled by the `block_type` argument (which is the block name used in the official TF-slim implementation): - Inception-ResNet-A: `block_type='block35'` - Inception-ResNet-B: `block_type='block17'` - Inception-ResNet-C: `block_type='block8'` # Arguments x: input tensor. scale: scaling factor to scale the residuals (i.e., the output of passing `x` through an inception module) before adding them to the shortcut branch. Let `r` be the output from the residual branch, the output of this block will be `x + scale * r`. block_type: `'block35'`, `'block17'` or `'block8'`, determines the network structure in the residual branch. block_idx: an `int` used for generating layer names. The Inception-ResNet blocks are repeated many times in this network. We use `block_idx` to identify each of the repetitions. For example, the first Inception-ResNet-A block will have `block_type='block35', block_idx=0`, ane the layer names will have a common prefix `'block35_0'`. activation: activation function to use at the end of the block (see [activations](../activations.md)). When `activation=None`, no activation is applied (i.e., "linear" activation: `a(x) = x`). # Returns Output tensor for the block. # Raises ValueError: if `block_type` is not one of `'block35'`, `'block17'` or `'block8'`. """ if block_type == 'block35': branch_0 = conv2d_bn(x, 32, 1) branch_1 = conv2d_bn(x, 32, 1) branch_1 = conv2d_bn(branch_1, 32, 3) branch_2 = conv2d_bn(x, 32, 1) branch_2 = conv2d_bn(branch_2, 48, 3) branch_2 = conv2d_bn(branch_2, 64, 3) branches = [branch_0, branch_1, branch_2] elif block_type == 'block17': branch_0 = conv2d_bn(x, 192, 1) branch_1 = conv2d_bn(x, 128, 1) branch_1 = conv2d_bn(branch_1, 160, [1, 7]) branch_1 = conv2d_bn(branch_1, 192, [7, 1]) branches = [branch_0, branch_1] elif block_type == 'block8': branch_0 = conv2d_bn(x, 192, 1) branch_1 = conv2d_bn(x, 192, 1) branch_1 = conv2d_bn(branch_1, 224, [1, 3]) branch_1 = conv2d_bn(branch_1, 256, [3, 1]) branches = [branch_0, branch_1] else: raise ValueError('Unknown Inception-ResNet block type. ' 'Expects "block35", "block17" or "block8", ' 'but got: ' + str(block_type)) block_name = block_type + '_' + str(block_idx) channel_axis = 1 if K.image_data_format() == 'channels_first' else 3 mixed = Concatenate(axis=channel_axis, name=block_name + '_mixed')(branches) up = conv2d_bn(mixed, K.int_shape(x)[channel_axis], 1, activation=None, use_bias=True, name=block_name + '_conv') x = Lambda(lambda inputs, scale: inputs[0] + inputs[1] * scale, output_shape=K.int_shape(x)[1:], arguments={'scale': scale}, name=block_name)([x, up]) if activation is not None: x = Activation(activation, name=block_name + '_ac')(x) return x def InceptionResNetV2(include_top=True, weights='imagenet', input_tensor=None, input_shape=None, pooling=None, classes=1000): """Instantiates the Inception-ResNet v2 architecture. Optionally loads weights pre-trained on ImageNet. Note that when using TensorFlow, for best performance you should set `"image_data_format": "channels_last"` in your Keras config at `~/.keras/keras.json`. The model and the weights are compatible with TensorFlow, Theano and CNTK backends. The data format convention used by the model is the one specified in your Keras config file. Note that the default input image size for this model is 299x299, instead of 224x224 as in the VGG16 and ResNet models. Also, the input preprocessing function is different (i.e., do not use `imagenet_utils.preprocess_input()` with this model. Use `preprocess_input()` defined in this module instead). # Arguments include_top: whether to include the fully-connected layer at the top of the network. weights: one of `None` (random initialization), 'imagenet' (pre-training on ImageNet), or the path to the weights file to be loaded. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. input_shape: optional shape tuple, only to be specified if `include_top` is `False` (otherwise the input shape has to be `(299, 299, 3)` (with `'channels_last'` data format) or `(3, 299, 299)` (with `'channels_first'` data format). It should have exactly 3 inputs channels, and width and height should be no smaller than 139. E.g. `(150, 150, 3)` would be one valid value. pooling: Optional pooling mode for feature extraction when `include_top` is `False`. - `None` means that the output of the model will be the 4D tensor output of the last convolutional layer. - `'avg'` means that global average pooling will be applied to the output of the last convolutional layer, and thus the output of the model will be a 2D tensor. - `'max'` means that global max pooling will be applied. classes: optional number of classes to classify images into, only to be specified if `include_top` is `True`, and if no `weights` argument is specified. # Returns A Keras `Model` instance. # Raises ValueError: in case of invalid argument for `weights`, or invalid input shape. """ if not (weights in {'imagenet', None} or os.path.exists(weights)): raise ValueError('The `weights` argument should be either ' '`None` (random initialization), `imagenet` ' '(pre-training on ImageNet), ' 'or the path to the weights file to be loaded.') if weights == 'imagenet' and include_top and classes != 1000: raise ValueError('If using `weights` as imagenet with `include_top`' ' as true, `classes` should be 1000') # Determine proper input shape input_shape = _obtain_input_shape( input_shape, default_size=299, min_size=139, data_format=K.image_data_format(), require_flatten=False, weights=weights) if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor # Stem block: 35 x 35 x 192 x = conv2d_bn(img_input, 32, 3, strides=2, padding='same') x = conv2d_bn(x, 32, 3, padding='same') x = conv2d_bn(x, 64, 3) x = MaxPooling2D(3, strides=2, padding='same')(x) x = conv2d_bn(x, 80, 1, padding='same') x = conv2d_bn(x, 192, 3, padding='same') x = MaxPooling2D(3, strides=2, padding='same')(x) # Mixed 5b (Inception-A block): 35 x 35 x 320 branch_0 = conv2d_bn(x, 96, 1) branch_1 = conv2d_bn(x, 48, 1) branch_1 = conv2d_bn(branch_1, 64, 5) branch_2 = conv2d_bn(x, 64, 1) branch_2 = conv2d_bn(branch_2, 96, 3) branch_2 = conv2d_bn(branch_2, 96, 3) branch_pool = AveragePooling2D(3, strides=1, padding='same')(x) branch_pool = conv2d_bn(branch_pool, 64, 1) branches = [branch_0, branch_1, branch_2, branch_pool] channel_axis = 1 if K.image_data_format() == 'channels_first' else 3 x = Concatenate(axis=channel_axis, name='mixed_5b')(branches) # 10x block35 (Inception-ResNet-A block): 35 x 35 x 320 for block_idx in range(1, 11): x = inception_resnet_block(x, scale=0.17, block_type='block35', block_idx=block_idx) # Mixed 6a (Reduction-A block): 17 x 17 x 1088 branch_0 = conv2d_bn(x, 384, 3, strides=2, padding='same') branch_1 = conv2d_bn(x, 256, 1) branch_1 = conv2d_bn(branch_1, 256, 3) branch_1 = conv2d_bn(branch_1, 384, 3, strides=2, padding='same') branch_pool = MaxPooling2D(3, strides=2, padding='same')(x) branches = [branch_0, branch_1, branch_pool] x = Concatenate(axis=channel_axis, name='mixed_6a')(branches) # 20x block17 (Inception-ResNet-B block): 17 x 17 x 1088 for block_idx in range(1, 21): x = inception_resnet_block(x, scale=0.1, block_type='block17', block_idx=block_idx) # Mixed 7a (Reduction-B block): 8 x 8 x 2080 branch_0 = conv2d_bn(x, 256, 1) branch_0 = conv2d_bn(branch_0, 384, 3, strides=2, padding='same') branch_1 = conv2d_bn(x, 256, 1) branch_1 = conv2d_bn(branch_1, 288, 3, strides=2, padding='same') branch_2 = conv2d_bn(x, 256, 1) branch_2 = conv2d_bn(branch_2, 288, 3) branch_2 = conv2d_bn(branch_2, 320, 3, strides=2, padding='same') branch_pool = MaxPooling2D(3, strides=2, padding='same')(x) branches = [branch_0, branch_1, branch_2, branch_pool] x = Concatenate(axis=channel_axis, name='mixed_7a')(branches) # 10x block8 (Inception-ResNet-C block): 8 x 8 x 2080 for block_idx in range(1, 10): x = inception_resnet_block(x, scale=0.2, block_type='block8', block_idx=block_idx) x = inception_resnet_block(x, scale=1., activation=None, block_type='block8', block_idx=10) # Final convolution block: 8 x 8 x 1536 x = conv2d_bn(x, 1536, 1, name='conv_7b') if include_top: # Classification block x = GlobalAveragePooling2D(name='avg_pool')(x) x = Dense(classes, activation='softmax', name='predictions')(x) else: if pooling == 'avg': x = GlobalAveragePooling2D()(x) elif pooling == 'max': x = GlobalMaxPooling2D()(x) # Ensure that the model takes into account # any potential predecessors of `input_tensor` if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model model = Model(inputs, x, name='inception_resnet_v2') # Load weights if weights == 'imagenet': if K.image_data_format() == 'channels_first': if K.backend() == 'tensorflow': warnings.warn('You are using the TensorFlow backend, yet you ' 'are using the Theano ' 'image data format convention ' '(`image_data_format="channels_first"`). ' 'For best performance, set ' '`image_data_format="channels_last"` in ' 'your Keras config ' 'at ~/.keras/keras.json.') if include_top: fname = 'inception_resnet_v2_weights_tf_dim_ordering_tf_kernels.h5' weights_path = get_file(fname, BASE_WEIGHT_URL + fname, cache_subdir='/wdata/backbones_weights', file_hash='e693bd0210a403b3192acc6073ad2e96') else: fname = 'inception_resnet_v2_weights_tf_dim_ordering_tf_kernels_notop.h5' weights_path = get_file(fname, BASE_WEIGHT_URL + fname, cache_subdir='/wdata/backbones_weights', file_hash='d19885ff4a710c122648d3b5c3b684e4') model.load_weights(weights_path, skip_mismatch=True) elif weights is not None: model.load_weights(weights) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/backbones/inception_v3.py ================================================ # -*- coding: utf-8 -*- """Inception V3 model for Keras. Note that the input image format for this model is different than for the VGG16 and ResNet models (299x299 instead of 224x224), and that the input preprocessing function is also different (same as Xception). # Reference - [Rethinking the Inception Architecture for Computer Vision](http://arxiv.org/abs/1512.00567) """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import os import warnings from keras.models import Model from keras import layers from keras.layers import Activation from keras.layers import Dense from keras.layers import Input from keras.layers import BatchNormalization from keras.layers import Conv2D from keras.layers import MaxPooling2D from keras.layers import AveragePooling2D from keras.layers import GlobalAveragePooling2D from keras.layers import GlobalMaxPooling2D from keras.engine.topology import get_source_inputs from keras.utils.data_utils import get_file from keras import backend as K from keras.applications import imagenet_utils import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.0'): from keras.applications.imagenet_utils import _obtain_input_shape else: from keras_applications.imagenet_utils import _obtain_input_shape WEIGHTS_PATH = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.5/inception_v3_weights_tf_dim_ordering_tf_kernels.h5' WEIGHTS_PATH_NO_TOP = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.5/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5' def conv2d_bn(x, filters, num_row, num_col, padding='same', strides=(1, 1), name=None): """Utility function to apply conv + BN. # Arguments x: input tensor. filters: filters in `Conv2D`. num_row: height of the convolution kernel. num_col: width of the convolution kernel. padding: padding mode in `Conv2D`. strides: strides in `Conv2D`. name: name of the ops; will become `name + '_conv'` for the convolution and `name + '_bn'` for the batch norm layer. # Returns Output tensor after applying `Conv2D` and `BatchNormalization`. """ if name is not None: bn_name = name + '_bn' conv_name = name + '_conv' else: bn_name = None conv_name = None if K.image_data_format() == 'channels_first': bn_axis = 1 else: bn_axis = 3 x = Conv2D( filters, (num_row, num_col), strides=strides, padding=padding, use_bias=False, name=conv_name)(x) x = BatchNormalization(axis=bn_axis, scale=False, name=bn_name)(x) x = Activation('relu', name=name)(x) return x def InceptionV3(include_top=True, weights='imagenet', input_tensor=None, input_shape=None, pooling=None, classes=1000): """Instantiates the Inception v3 architecture. Optionally loads weights pre-trained on ImageNet. Note that when using TensorFlow, for best performance you should set `image_data_format='channels_last'` in your Keras config at ~/.keras/keras.json. The model and the weights are compatible with both TensorFlow and Theano. The data format convention used by the model is the one specified in your Keras config file. Note that the default input image size for this model is 299x299. # Arguments include_top: whether to include the fully-connected layer at the top of the network. weights: one of `None` (random initialization), 'imagenet' (pre-training on ImageNet), or the path to the weights file to be loaded. input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) to use as image input for the model. input_shape: optional shape tuple, only to be specified if `include_top` is False (otherwise the input shape has to be `(299, 299, 3)` (with `channels_last` data format) or `(3, 299, 299)` (with `channels_first` data format). It should have exactly 3 inputs channels, and width and height should be no smaller than 139. E.g. `(150, 150, 3)` would be one valid value. pooling: Optional pooling mode for feature extraction when `include_top` is `False`. - `None` means that the output of the model will be the 4D tensor output of the last convolutional layer. - `avg` means that global average pooling will be applied to the output of the last convolutional layer, and thus the output of the model will be a 2D tensor. - `max` means that global max pooling will be applied. classes: optional number of classes to classify images into, only to be specified if `include_top` is True, and if no `weights` argument is specified. # Returns A Keras model instance. # Raises ValueError: in case of invalid argument for `weights`, or invalid input shape. """ if not (weights in {'imagenet', None} or os.path.exists(weights)): raise ValueError('The `weights` argument should be either ' '`None` (random initialization), `imagenet` ' '(pre-training on ImageNet), ' 'or the path to the weights file to be loaded.') if weights == 'imagenet' and include_top and classes != 1000: raise ValueError('If using `weights` as imagenet with `include_top`' ' as true, `classes` should be 1000') # Determine proper input shape input_shape = _obtain_input_shape( input_shape, default_size=299, min_size=139, data_format=K.image_data_format(), require_flatten=False, weights=weights) if input_tensor is None: img_input = Input(shape=input_shape) else: if not K.is_keras_tensor(input_tensor): img_input = Input(tensor=input_tensor, shape=input_shape) else: img_input = input_tensor if K.image_data_format() == 'channels_first': channel_axis = 1 else: channel_axis = 3 x = conv2d_bn(img_input, 32, 3, 3, strides=(2, 2), padding='same') x = conv2d_bn(x, 32, 3, 3, padding='same') x = conv2d_bn(x, 64, 3, 3) x = MaxPooling2D((3, 3), strides=(2, 2), padding='same')(x) x = conv2d_bn(x, 80, 1, 1, padding='same') x = conv2d_bn(x, 192, 3, 3, padding='same') x = MaxPooling2D((3, 3), strides=(2, 2), padding='same')(x) # mixed 0, 1, 2: 35 x 35 x 256 branch1x1 = conv2d_bn(x, 64, 1, 1) branch5x5 = conv2d_bn(x, 48, 1, 1) branch5x5 = conv2d_bn(branch5x5, 64, 5, 5) branch3x3dbl = conv2d_bn(x, 64, 1, 1) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch_pool = AveragePooling2D((3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 32, 1, 1) x = layers.concatenate( [branch1x1, branch5x5, branch3x3dbl, branch_pool], axis=channel_axis, name='mixed0') # mixed 1: 35 x 35 x 256 branch1x1 = conv2d_bn(x, 64, 1, 1) branch5x5 = conv2d_bn(x, 48, 1, 1) branch5x5 = conv2d_bn(branch5x5, 64, 5, 5) branch3x3dbl = conv2d_bn(x, 64, 1, 1) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch_pool = AveragePooling2D((3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 64, 1, 1) x = layers.concatenate( [branch1x1, branch5x5, branch3x3dbl, branch_pool], axis=channel_axis, name='mixed1') # mixed 2: 35 x 35 x 256 branch1x1 = conv2d_bn(x, 64, 1, 1) branch5x5 = conv2d_bn(x, 48, 1, 1) branch5x5 = conv2d_bn(branch5x5, 64, 5, 5) branch3x3dbl = conv2d_bn(x, 64, 1, 1) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch_pool = AveragePooling2D((3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 64, 1, 1) x = layers.concatenate( [branch1x1, branch5x5, branch3x3dbl, branch_pool], axis=channel_axis, name='mixed2') # mixed 3: 17 x 17 x 768 branch3x3 = conv2d_bn(x, 384, 3, 3, strides=(2, 2), padding='same') branch3x3dbl = conv2d_bn(x, 64, 1, 1) branch3x3dbl = conv2d_bn(branch3x3dbl, 96, 3, 3) branch3x3dbl = conv2d_bn( branch3x3dbl, 96, 3, 3, strides=(2, 2), padding='same') branch_pool = MaxPooling2D((3, 3), strides=(2, 2), padding='same')(x) x = layers.concatenate( [branch3x3, branch3x3dbl, branch_pool], axis=channel_axis, name='mixed3') # mixed 4: 17 x 17 x 768 branch1x1 = conv2d_bn(x, 192, 1, 1) branch7x7 = conv2d_bn(x, 128, 1, 1) branch7x7 = conv2d_bn(branch7x7, 128, 1, 7) branch7x7 = conv2d_bn(branch7x7, 192, 7, 1) branch7x7dbl = conv2d_bn(x, 128, 1, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 128, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 128, 1, 7) branch7x7dbl = conv2d_bn(branch7x7dbl, 128, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 1, 7) branch_pool = AveragePooling2D((3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 192, 1, 1) x = layers.concatenate( [branch1x1, branch7x7, branch7x7dbl, branch_pool], axis=channel_axis, name='mixed4') # mixed 5, 6: 17 x 17 x 768 for i in range(2): branch1x1 = conv2d_bn(x, 192, 1, 1) branch7x7 = conv2d_bn(x, 160, 1, 1) branch7x7 = conv2d_bn(branch7x7, 160, 1, 7) branch7x7 = conv2d_bn(branch7x7, 192, 7, 1) branch7x7dbl = conv2d_bn(x, 160, 1, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 160, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 160, 1, 7) branch7x7dbl = conv2d_bn(branch7x7dbl, 160, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 1, 7) branch_pool = AveragePooling2D( (3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 192, 1, 1) x = layers.concatenate( [branch1x1, branch7x7, branch7x7dbl, branch_pool], axis=channel_axis, name='mixed' + str(5 + i)) # mixed 7: 17 x 17 x 768 branch1x1 = conv2d_bn(x, 192, 1, 1) branch7x7 = conv2d_bn(x, 192, 1, 1) branch7x7 = conv2d_bn(branch7x7, 192, 1, 7) branch7x7 = conv2d_bn(branch7x7, 192, 7, 1) branch7x7dbl = conv2d_bn(x, 192, 1, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 1, 7) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 7, 1) branch7x7dbl = conv2d_bn(branch7x7dbl, 192, 1, 7) branch_pool = AveragePooling2D((3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 192, 1, 1) x = layers.concatenate( [branch1x1, branch7x7, branch7x7dbl, branch_pool], axis=channel_axis, name='mixed7') # mixed 8: 8 x 8 x 1280 branch3x3 = conv2d_bn(x, 192, 1, 1) branch3x3 = conv2d_bn(branch3x3, 320, 3, 3, strides=(2, 2), padding='same') branch7x7x3 = conv2d_bn(x, 192, 1, 1) branch7x7x3 = conv2d_bn(branch7x7x3, 192, 1, 7) branch7x7x3 = conv2d_bn(branch7x7x3, 192, 7, 1) branch7x7x3 = conv2d_bn( branch7x7x3, 192, 3, 3, strides=(2, 2), padding='same') branch_pool = MaxPooling2D((3, 3), strides=(2, 2), padding='same')(x) x = layers.concatenate( [branch3x3, branch7x7x3, branch_pool], axis=channel_axis, name='mixed8') # mixed 9: 8 x 8 x 2048 for i in range(2): branch1x1 = conv2d_bn(x, 320, 1, 1) branch3x3 = conv2d_bn(x, 384, 1, 1) branch3x3_1 = conv2d_bn(branch3x3, 384, 1, 3) branch3x3_2 = conv2d_bn(branch3x3, 384, 3, 1) branch3x3 = layers.concatenate( [branch3x3_1, branch3x3_2], axis=channel_axis, name='mixed9_' + str(i)) branch3x3dbl = conv2d_bn(x, 448, 1, 1) branch3x3dbl = conv2d_bn(branch3x3dbl, 384, 3, 3) branch3x3dbl_1 = conv2d_bn(branch3x3dbl, 384, 1, 3) branch3x3dbl_2 = conv2d_bn(branch3x3dbl, 384, 3, 1) branch3x3dbl = layers.concatenate( [branch3x3dbl_1, branch3x3dbl_2], axis=channel_axis) branch_pool = AveragePooling2D( (3, 3), strides=(1, 1), padding='same')(x) branch_pool = conv2d_bn(branch_pool, 192, 1, 1) x = layers.concatenate( [branch1x1, branch3x3, branch3x3dbl, branch_pool], axis=channel_axis, name='mixed' + str(9 + i)) if include_top: # Classification block x = GlobalAveragePooling2D(name='avg_pool')(x) x = Dense(classes, activation='softmax', name='predictions')(x) else: if pooling == 'avg': x = GlobalAveragePooling2D()(x) elif pooling == 'max': x = GlobalMaxPooling2D()(x) # Ensure that the model takes into account # any potential predecessors of `input_tensor`. if input_tensor is not None: inputs = get_source_inputs(input_tensor) else: inputs = img_input # Create model. model = Model(inputs, x, name='inception_v3') # load weights if weights == 'imagenet': if K.image_data_format() == 'channels_first': if K.backend() == 'tensorflow': warnings.warn('You are using the TensorFlow backend, yet you ' 'are using the Theano ' 'image data format convention ' '(`image_data_format="channels_first"`). ' 'For best performance, set ' '`image_data_format="channels_last"` in ' 'your Keras config ' 'at ~/.keras/keras.json.') if include_top: weights_path = get_file( 'inception_v3_weights_tf_dim_ordering_tf_kernels.h5', WEIGHTS_PATH, cache_subdir='/project/backbones_weights', file_hash='9a0d58056eeedaa3f26cb7ebd46da564') else: weights_path = get_file( 'inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5', WEIGHTS_PATH_NO_TOP, cache_subdir='/project/backbones_weights', file_hash='bcbd6486424b2319ff4ef7d526e38f63') model.load_weights(weights_path) elif weights is not None: model.load_weights(weights) return model def preprocess_input(x): """Preprocesses a numpy array encoding a batch of images. # Arguments x: a 4D numpy array consists of RGB values within [0, 255]. # Returns Preprocessed array. """ return imagenet_utils.preprocess_input(x, mode='tf') ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/common/__init__.py ================================================ from .blocks import Conv2DBlock from .layers import ResizeImage ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/common/blocks.py ================================================ from keras.layers import Conv2D from keras.layers import Activation from keras.layers import BatchNormalization def Conv2DBlock(n_filters, kernel_size, activation='relu', use_batchnorm=True, name='conv_block', **kwargs): """Extension of Conv2D layer with batchnorm""" def layer(input_tensor): x = Conv2D(n_filters, kernel_size, use_bias=not(use_batchnorm), name=name+'_conv', **kwargs)(input_tensor) if use_batchnorm: x = BatchNormalization(name=name+'_bn',)(x) x = Activation(activation, name=name+'_'+activation)(x) return x return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/common/functions.py ================================================ import numpy as np import tensorflow as tf def transpose_shape(shape, target_format, spatial_axes): """Converts a tuple or a list to the correct `data_format`. It does so by switching the positions of its elements. # Arguments shape: Tuple or list, often representing shape, corresponding to `'channels_last'`. target_format: A string, either `'channels_first'` or `'channels_last'`. spatial_axes: A tuple of integers. Correspond to the indexes of the spatial axes. For example, if you pass a shape representing (batch_size, timesteps, rows, cols, channels), then `spatial_axes=(2, 3)`. # Returns A tuple or list, with the elements permuted according to `target_format`. # Example # Raises ValueError: if `value` or the global `data_format` invalid. """ if target_format == 'channels_first': new_values = shape[:spatial_axes[0]] new_values += (shape[-1],) new_values += tuple(shape[x] for x in spatial_axes) if isinstance(shape, list): return list(new_values) return new_values elif target_format == 'channels_last': return shape else: raise ValueError('The `data_format` argument must be one of ' '"channels_first", "channels_last". Received: ' + str(target_format)) def permute_dimensions(x, pattern): """Permutes axes in a tensor. # Arguments x: Tensor or variable. pattern: A tuple of dimension indices, e.g. `(0, 2, 1)`. # Returns A tensor. """ return tf.transpose(x, perm=pattern) def int_shape(x): """Returns the shape of tensor or variable as a tuple of int or None entries. # Arguments x: Tensor or variable. # Returns A tuple of integers (or None entries). """ if hasattr(x, '_keras_shape'): return x._keras_shape try: return tuple(x.get_shape().as_list()) except ValueError: return None def resize_images(x, height_factor, width_factor, data_format, interpolation='nearest'): """Resizes the images contained in a 4D tensor. # Arguments x: Tensor or variable to resize. height_factor: Positive integer. width_factor: Positive integer. data_format: string, `"channels_last"` or `"channels_first"`. interpolation: A string, one of `nearest` or `bilinear`. # Returns A tensor. # Raises ValueError: if `data_format` is neither `"channels_last"` or `"channels_first"`. """ if data_format == 'channels_first': rows, cols = 2, 3 else: rows, cols = 1, 2 original_shape = int_shape(x) new_shape = tf.shape(x)[rows:cols + 1] new_shape *= tf.constant(np.array([height_factor, width_factor], dtype='int32')) if data_format == 'channels_first': x = permute_dimensions(x, [0, 2, 3, 1]) if interpolation == 'nearest': x = tf.image.resize_nearest_neighbor(x, new_shape) elif interpolation == 'bilinear': x = tf.image.resize_bilinear(x, new_shape) else: raise ValueError('interpolation should be one ' 'of "nearest" or "bilinear".') if data_format == 'channels_first': x = permute_dimensions(x, [0, 3, 1, 2]) if original_shape[rows] is None: new_height = None else: new_height = original_shape[rows] * height_factor if original_shape[cols] is None: new_width = None else: new_width = original_shape[cols] * width_factor output_shape = (None, new_height, new_width, None) x.set_shape(transpose_shape(output_shape, data_format, spatial_axes=(1, 2))) return x ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/common/layers.py ================================================ from keras.engine import Layer from keras.engine import InputSpec from keras.utils import conv_utils from keras.legacy import interfaces from keras.utils.generic_utils import get_custom_objects from .functions import resize_images class ResizeImage(Layer): """ResizeImage layer for 2D inputs. Repeats the rows and columns of the data by factor[0] and factor[1] respectively. # Arguments factor: int, or tuple of 2 integers. The upsampling factors for rows and columns. data_format: A string, one of `"channels_last"` or `"channels_first"`. The ordering of the dimensions in the inputs. `"channels_last"` corresponds to inputs with shape `(batch, height, width, channels)` while `"channels_first"` corresponds to inputs with shape `(batch, channels, height, width)`. It defaults to the `image_data_format` value found in your Keras config file at `~/.keras/keras.json`. If you never set it, then it will be "channels_last". interpolation: A string, one of `nearest` or `bilinear`. Note that CNTK does not support yet the `bilinear` upscaling and that with Theano, only `factor=(2, 2)` is possible. # Input shape 4D tensor with shape: - If `data_format` is `"channels_last"`: `(batch, rows, cols, channels)` - If `data_format` is `"channels_first"`: `(batch, channels, rows, cols)` # Output shape 4D tensor with shape: - If `data_format` is `"channels_last"`: `(batch, upsampled_rows, upsampled_cols, channels)` - If `data_format` is `"channels_first"`: `(batch, channels, upsampled_rows, upsampled_cols)` """ @interfaces.legacy_upsampling2d_support def __init__(self, factor=(2, 2), data_format='channels_last', interpolation='nearest', **kwargs): super(ResizeImage, self).__init__(**kwargs) self.data_format = data_format self.factor = conv_utils.normalize_tuple(factor, 2, 'factor') self.input_spec = InputSpec(ndim=4) if interpolation not in ['nearest', 'bilinear']: raise ValueError('interpolation should be one ' 'of "nearest" or "bilinear".') self.interpolation = interpolation def compute_output_shape(self, input_shape): if self.data_format == 'channels_first': height = self.factor[0] * input_shape[2] if input_shape[2] is not None else None width = self.factor[1] * input_shape[3] if input_shape[3] is not None else None return (input_shape[0], input_shape[1], height, width) elif self.data_format == 'channels_last': height = self.factor[0] * input_shape[1] if input_shape[1] is not None else None width = self.factor[1] * input_shape[2] if input_shape[2] is not None else None return (input_shape[0], height, width, input_shape[3]) def call(self, inputs): return resize_images(inputs, self.factor[0], self.factor[1], self.data_format, self.interpolation) def get_config(self): config = {'factor': self.factor, 'data_format': self.data_format} base_config = super(ResizeImage, self).get_config() return dict(list(base_config.items()) + list(config.items())) get_custom_objects().update({'ResizeImage': ResizeImage}) ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/fpn/__init__.py ================================================ from .model import FPN ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/fpn/blocks.py ================================================ from keras.layers import Conv2D from keras.layers import Add from keras.layers import Activation from keras.layers import BatchNormalization import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.3'): from .layers import UpSampling2D else: from keras.layers import UpSampling2D def Conv(n_filters, kernel_size, activation='relu', use_batchnorm=False, **kwargs): """Extension of Conv2aaD layer with batchnorm""" def layer(input_tensor): x = Conv2D(n_filters, kernel_size, use_bias=not(use_batchnorm), **kwargs)(input_tensor) if use_batchnorm: x = BatchNormalization()(x) x = Activation(activation)(x) return x return layer def pyramid_block(pyramid_filters=256, segmentation_filters=128, upsample_rate=2, use_batchnorm=False): """ Pyramid block according to: http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf This block generate `M` and `P` blocks. Args: pyramid_filters: integer, filters in `M` block of top-down FPN branch segmentation_filters: integer, number of filters in segmentation head, basically filters in convolution layers between `M` and `P` blocks upsample_rate: integer, uspsample rate for `M` block of top-down FPN branch use_batchnorm: bool, include batchnorm in convolution blocks Returns: Pyramid block function (as Keras layers functional API) """ def layer(c, m=None): x = Conv2D(pyramid_filters, (1, 1))(c) if m is not None: up = UpSampling2D((upsample_rate, upsample_rate))(m) x = Add()([x, up]) # segmentation head p = Conv(segmentation_filters, (3, 3), padding='same', use_batchnorm=use_batchnorm)(x) p = Conv(segmentation_filters, (3, 3), padding='same', use_batchnorm=use_batchnorm)(p) m = x return m, p return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/fpn/builder.py ================================================ from keras.layers import Conv2D from keras.layers import Concatenate from keras.layers import Activation from keras.layers import SpatialDropout2D from keras.models import Model from .blocks import pyramid_block from .blocks import Conv from ..utils import extract_outputs, to_tuple import numpy as np import keras from distutils.version import StrictVersion if StrictVersion(keras.__version__) < StrictVersion('2.2.3'): from .layers import UpSampling2D else: from keras.layers import UpSampling2D def build_fpn(backbone, fpn_layers, classes=21, activation='softmax', upsample_rates=(2,2,2), last_upsample=4, pyramid_filters=256, segmentation_filters=128, use_batchnorm=False, dropout=None, interpolation='nearest'): """ Implementation of FPN head for segmentation models according to: http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf Args: backbone: Keras `Model`, some classification model without top layers: list of layer names or indexes, used for pyramid building classes: int, number of output feature maps activation: activation in last layer, e.g. 'sigmoid' or 'softmax' upsample_rates: tuple of integers, scaling rates between pyramid blocks pyramid_filters: int, number of filters in `M` blocks of top-down FPN branch segmentation_filters: int, number of filters in `P` blocks of FPN last_upsample: rate for upsumpling concatenated pyramid predictions to match spatial resolution of input data last_upsampling_type: 'nn' or 'bilinear' dropout: float [0, 1), dropout rate use_batchnorm: bool, include batch normalization to FPN between `conv` and `relu` layers Returns: model: Keras `Model` """ if len(upsample_rates) != len(fpn_layers): raise ValueError('Number of intermediate feature maps and upsample steps should match') # extract model layer outputs outputs = extract_outputs(backbone, fpn_layers, include_top=True) # add upsample rate `1` for first block upsample_rates = [1] + list(upsample_rates) # top - down path, build pyramid m = None pyramid = [] for i, c in enumerate(outputs): m, p = pyramid_block(pyramid_filters=pyramid_filters, segmentation_filters=segmentation_filters, upsample_rate=upsample_rates[i], use_batchnorm=use_batchnorm)(c, m) pyramid.append(p) # upsample and concatenate all pyramid layer upsampled_pyramid = [] for i, p in enumerate(pyramid[::-1]): if upsample_rates[i] > 1: upsample_rate = to_tuple(np.prod(upsample_rates[:i+1])) p = UpSampling2D(size=upsample_rate, interpolation=interpolation)(p) upsampled_pyramid.append(p) x = Concatenate()(upsampled_pyramid) # final convolution n_filters = segmentation_filters * len(pyramid) x = Conv(n_filters, (3, 3), use_batchnorm=use_batchnorm, padding='same')(x) if dropout is not None: x = SpatialDropout2D(dropout)(x) x = Conv2D(classes, (3, 3), padding='same')(x) x = Activation(activation)(x) # upsampling to original spatial resolution x = UpSampling2D(size=to_tuple(last_upsample), interpolation=interpolation)(x) model = Model(backbone.input, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/fpn/layers.py ================================================ from keras.engine import Layer from keras.engine import InputSpec from keras.utils import conv_utils from keras.legacy import interfaces import tensorflow as tf import numpy as np def transpose_shape(shape, target_format, spatial_axes): """Converts a tuple or a list to the correct `data_format`. It does so by switching the positions of its elements. # Arguments shape: Tuple or list, often representing shape, corresponding to `'channels_last'`. target_format: A string, either `'channels_first'` or `'channels_last'`. spatial_axes: A tuple of integers. Correspond to the indexes of the spatial axes. For example, if you pass a shape representing (batch_size, timesteps, rows, cols, channels), then `spatial_axes=(2, 3)`. # Returns A tuple or list, with the elements permuted according to `target_format`. # Example # Raises ValueError: if `value` or the global `data_format` invalid. """ if target_format == 'channels_first': new_values = shape[:spatial_axes[0]] new_values += (shape[-1],) new_values += tuple(shape[x] for x in spatial_axes) if isinstance(shape, list): return list(new_values) return new_values elif target_format == 'channels_last': return shape else: raise ValueError('The `data_format` argument must be one of ' '"channels_first", "channels_last". Received: ' + str(target_format)) def permute_dimensions(x, pattern): """Permutes axes in a tensor. # Arguments x: Tensor or variable. pattern: A tuple of dimension indices, e.g. `(0, 2, 1)`. # Returns A tensor. """ return tf.transpose(x, perm=pattern) def int_shape(x): """Returns the shape of tensor or variable as a tuple of int or None entries. # Arguments x: Tensor or variable. # Returns A tuple of integers (or None entries). """ if hasattr(x, '_keras_shape'): return x._keras_shape try: return tuple(x.get_shape().as_list()) except ValueError: return None def resize_images(x, height_factor, width_factor, data_format, interpolation='nearest'): """Resizes the images contained in a 4D tensor. # Arguments x: Tensor or variable to resize. height_factor: Positive integer. width_factor: Positive integer. data_format: string, `"channels_last"` or `"channels_first"`. interpolation: A string, one of `nearest` or `bilinear`. # Returns A tensor. # Raises ValueError: if `data_format` is neither `"channels_last"` or `"channels_first"`. """ if data_format == 'channels_first': rows, cols = 2, 3 else: rows, cols = 1, 2 original_shape = int_shape(x) new_shape = tf.shape(x)[rows:cols + 1] new_shape *= tf.constant(np.array([height_factor, width_factor], dtype='int32')) if data_format == 'channels_first': x = permute_dimensions(x, [0, 2, 3, 1]) if interpolation == 'nearest': x = tf.image.resize_nearest_neighbor(x, new_shape) elif interpolation == 'bilinear': x = tf.image.resize_bilinear(x, new_shape) else: raise ValueError('interpolation should be one ' 'of "nearest" or "bilinear".') if data_format == 'channels_first': x = permute_dimensions(x, [0, 3, 1, 2]) if original_shape[rows] is None: new_height = None else: new_height = original_shape[rows] * height_factor if original_shape[cols] is None: new_width = None else: new_width = original_shape[cols] * width_factor output_shape = (None, new_height, new_width, None) x.set_shape(transpose_shape(output_shape, data_format, spatial_axes=(1, 2))) return x class UpSampling2D(Layer): """Upsampling layer for 2D inputs. Repeats the rows and columns of the data by size[0] and size[1] respectively. # Arguments size: int, or tuple of 2 integers. The upsampling factors for rows and columns. data_format: A string, one of `"channels_last"` or `"channels_first"`. The ordering of the dimensions in the inputs. `"channels_last"` corresponds to inputs with shape `(batch, height, width, channels)` while `"channels_first"` corresponds to inputs with shape `(batch, channels, height, width)`. It defaults to the `image_data_format` value found in your Keras config file at `~/.keras/keras.json`. If you never set it, then it will be "channels_last". interpolation: A string, one of `nearest` or `bilinear`. Note that CNTK does not support yet the `bilinear` upscaling and that with Theano, only `size=(2, 2)` is possible. # Input shape 4D tensor with shape: - If `data_format` is `"channels_last"`: `(batch, rows, cols, channels)` - If `data_format` is `"channels_first"`: `(batch, channels, rows, cols)` # Output shape 4D tensor with shape: - If `data_format` is `"channels_last"`: `(batch, upsampled_rows, upsampled_cols, channels)` - If `data_format` is `"channels_first"`: `(batch, channels, upsampled_rows, upsampled_cols)` """ @interfaces.legacy_upsampling2d_support def __init__(self, size=(2, 2), data_format='channels_last', interpolation='nearest', **kwargs): super(UpSampling2D, self).__init__(**kwargs) self.data_format = data_format self.size = conv_utils.normalize_tuple(size, 2, 'size') self.input_spec = InputSpec(ndim=4) if interpolation not in ['nearest', 'bilinear']: raise ValueError('interpolation should be one ' 'of "nearest" or "bilinear".') self.interpolation = interpolation def compute_output_shape(self, input_shape): if self.data_format == 'channels_first': height = self.size[0] * input_shape[2] if input_shape[2] is not None else None width = self.size[1] * input_shape[3] if input_shape[3] is not None else None return (input_shape[0], input_shape[1], height, width) elif self.data_format == 'channels_last': height = self.size[0] * input_shape[1] if input_shape[1] is not None else None width = self.size[1] * input_shape[2] if input_shape[2] is not None else None return (input_shape[0], height, width, input_shape[3]) def call(self, inputs): return resize_images(inputs, self.size[0], self.size[1], self.data_format, self.interpolation) def get_config(self): config = {'size': self.size, 'data_format': self.data_format} base_config = super(UpSampling2D, self).get_config() return dict(list(base_config.items()) + list(config.items())) ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/fpn/model.py ================================================ from .builder import build_fpn from ..backbones import get_backbone from ..utils import freeze_model DEFAULT_FEATURE_PYRAMID_LAYERS = { 'vgg16': ('block5_conv3', 'block4_conv3', 'block3_conv3'), 'vgg19': ('block5_conv4', 'block4_conv4', 'block3_conv4'), 'resnet18': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet34': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet152': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnext50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnext101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'inceptionv3': (228, 86, 16), 'inceptionresnetv2': (594, 260, 16), 'densenet121': (311, 139, 51), 'densenet169': (367, 139, 51), 'densenet201': (479, 139, 51), } def FPN(backbone_name='vgg16', classes=1, input_shape=(None, None, 3), input_tensor=None, encoder_weights='imagenet', freeze_encoder=False, fpn_layers='default', pyramid_block_filters=256, segmentation_block_filters=128, upsample_rates=(2, 2, 2), last_upsample=4, interpolation='nearest', use_batchnorm=False, activation='sigmoid', dropout=None): """ Implementation of FPN head for segmentation models according to: http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf Args: backbone_name: (str) see available backbones classes: (int) a number of classes for output input_shape: (tuple) dimensions of input data (H, W, C) input_tensor: keras tensor encoder_weights: one of `None` (random initialization), 'imagenet' (pre-training on ImageNet) freeze_encoder: (bool) Set encoder layers weights as non-trainable. Useful for fine-tuning fpn_layers: (list) of layer names or indexes, used for pyramid pyramid_block_filters: (int) number of filters in `M` blocks of top-down FPN branch segmentation_block_filters: (int) number of filters in `P` blocks of FPN upsample_rates: (tuple) rates for upsampling pyramid blocks last_upsample: (int) rate for upsumpling concatenated pyramid predictions to match spatial resolution of input data interpolation: (str) interpolation type for upsampling layers - 'nearest' or 'bilinear' use_batchnorm: (bool) if True add batch normalisation layer between `Conv2D` ad `Activation` layers activation: (str) one of keras activations dropout: None or float [0, 1), dropout rate Returns: keras.models.Model """ backbone = get_backbone(backbone_name, input_shape=input_shape, input_tensor=input_tensor, weights=encoder_weights, include_top=False) if fpn_layers == 'default': fpn_layers = DEFAULT_FEATURE_PYRAMID_LAYERS[backbone_name] model = build_fpn(backbone, fpn_layers, classes=classes, pyramid_filters=pyramid_block_filters, segmentation_filters=segmentation_block_filters, upsample_rates=upsample_rates, use_batchnorm=use_batchnorm, dropout=dropout, last_upsample=last_upsample, interpolation=interpolation, activation=activation) if freeze_encoder: freeze_model(backbone) model.name = 'fpn-{}'.format(backbone.name) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/linknet/__init__.py ================================================ from .model import Linknet ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/linknet/blocks.py ================================================ import keras.backend as K from keras.layers import Conv2DTranspose as Transpose from keras.layers import UpSampling2D from keras.layers import Conv2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import Add def handle_block_names(stage): conv_name = 'decoder_stage{}_conv'.format(stage) bn_name = 'decoder_stage{}_bn'.format(stage) relu_name = 'decoder_stage{}_relu'.format(stage) up_name = 'decoder_stage{}_upsample'.format(stage) return conv_name, bn_name, relu_name, up_name def ConvRelu(filters, kernel_size, use_batchnorm=False, conv_name='conv', bn_name='bn', relu_name='relu'): def layer(x): x = Conv2D(filters, kernel_size, padding="same", name=conv_name, use_bias=not(use_batchnorm))(x) if use_batchnorm: x = BatchNormalization(name=bn_name)(x) x = Activation('relu', name=relu_name)(x) return x return layer def Conv2DUpsample(filters, upsample_rate, kernel_size=(3,3), up_name='up', conv_name='conv', **kwargs): def layer(input_tensor): x = UpSampling2D(upsample_rate, name=up_name)(input_tensor) x = Conv2D(filters, kernel_size, padding='same', name=conv_name, **kwargs)(x) return x return layer def Conv2DTranspose(filters, upsample_rate, kernel_size=(4,4), up_name='up', **kwargs): #if not tuple(upsample_rate) == (2,2): # raise NotImplementedError( # f'Conv2DTranspose support only upsample_rate=(2, 2), got {upsample_rate}') def layer(input_tensor): x = Transpose(filters, kernel_size=kernel_size, strides=upsample_rate, padding='same', name=up_name)(input_tensor) return x return layer def UpsampleBlock(filters, upsample_rate, kernel_size, use_batchnorm=False, upsample_layer='upsampling', conv_name='conv', bn_name='bn', relu_name='relu', up_name='up', **kwargs): if upsample_layer == 'upsampling': UpBlock = Conv2DUpsample elif upsample_layer == 'transpose': UpBlock = Conv2DTranspose else: print('FUCUUCUCUK') raise ValueError # raise ValueError(f'Not supported up layer type {upsample_layer}') def layer(input_tensor): x = UpBlock(filters, upsample_rate=upsample_rate, kernel_size=kernel_size, use_bias=not(use_batchnorm), conv_name=conv_name, up_name=up_name, **kwargs)(input_tensor) if use_batchnorm: x = BatchNormalization(name=bn_name)(x) x = Activation('relu', name=relu_name)(x) return x return layer def DecoderBlock(stage, filters=None, kernel_size=(3,3), upsample_rate=(2,2), use_batchnorm=False, skip=None, upsample_layer='upsampling'): def layer(input_tensor): conv_name, bn_name, relu_name, up_name = handle_block_names(stage) input_filters = K.int_shape(input_tensor)[-1] if skip is not None: output_filters = K.int_shape(skip)[-1] else: output_filters = filters x = ConvRelu(input_filters // 4, kernel_size=(1, 1), use_batchnorm=use_batchnorm, conv_name=conv_name + '1', bn_name=bn_name + '1', relu_name=relu_name + '1')(input_tensor) x = UpsampleBlock(filters=input_filters // 4, kernel_size=kernel_size, upsample_layer=upsample_layer, upsample_rate=upsample_rate, use_batchnorm=use_batchnorm, conv_name=conv_name + '2', bn_name=bn_name + '2', up_name=up_name + '2', relu_name=relu_name + '2')(x) x = ConvRelu(output_filters, kernel_size=(1, 1), use_batchnorm=use_batchnorm, conv_name=conv_name + '3', bn_name=bn_name + '3', relu_name=relu_name + '3')(x) if skip is not None: x = Add()([x, skip]) return x return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/linknet/builder.py ================================================ from keras.layers import Conv2D from keras.layers import Activation from keras.models import Model from .blocks import DecoderBlock from ..utils import get_layer_number, to_tuple def build_linknet(backbone, classes, skip_connection_layers, decoder_filters=(None, None, None, None, 16), upsample_rates=(2, 2, 2, 2, 2), n_upsample_blocks=5, upsample_kernel_size=(3, 3), upsample_layer='upsampling', activation='sigmoid', use_batchnorm=False): input = backbone.input x = backbone.output # convert layer names to indices skip_connection_idx = ([get_layer_number(backbone, l) if isinstance(l, str) else l for l in skip_connection_layers]) for i in range(n_upsample_blocks): # check if there is a skip connection skip_connection = None if i < len(skip_connection_idx): skip_connection = backbone.layers[skip_connection_idx[i]].output upsample_rate = to_tuple(upsample_rates[i]) print(upsample_rate) x = DecoderBlock(stage=i, filters=decoder_filters[i], kernel_size=upsample_kernel_size, upsample_rate=upsample_rate, use_batchnorm=use_batchnorm, upsample_layer=upsample_layer, skip=skip_connection)(x) x = Conv2D(classes, (3, 3), padding='same', name='final_conv')(x) x = Activation(activation, name=activation)(x) model = Model(input, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/linknet/model.py ================================================ from .builder import build_linknet from ..utils import freeze_model from ..backbones import get_backbone DEFAULT_SKIP_CONNECTIONS = { 'vgg16': ('block5_conv3', 'block4_conv3', 'block3_conv3', 'block2_conv2'), 'vgg19': ('block5_conv4', 'block4_conv4', 'block3_conv4', 'block2_conv2'), 'resnet18': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet34': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet152': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnext50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnext101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'inceptionv3': (228, 86, 16, 9), 'inceptionresnetv2': (594, 260, 16, 9), 'densenet121': (311, 139, 51, 4), 'densenet169': (367, 139, 51, 4), 'densenet201': (479, 139, 51, 4), } def Linknet(backbone_name='vgg16', input_shape=(None, None, 3), input_tensor=None, encoder_weights='imagenet', freeze_encoder=False, skip_connections='default', n_upsample_blocks=5, decoder_filters=(None, None, None, None, 16), decoder_use_batchnorm=False, upsample_layer='upsampling', upsample_kernel_size=(3, 3), classes=1, activation='sigmoid'): """ Version of Linkent model (https://arxiv.org/pdf/1707.03718.pdf) This implementation by default has 4 skip connection links (original - 3). Args: backbone_name: (str) look at list of available backbones. input_shape: (tuple) dimensions of input data (H, W, C) input_tensor: keras tensor encoder_weights: one of `None` (random initialization), 'imagenet' (pre-training on ImageNet) freeze_encoder: (bool) Set encoder layers weights as non-trainable. Useful for fine-tuning skip_connections: if 'default' is used take default skip connections, decoder_filters: (tuple of int) a number of convolution filters in decoder blocks, for block with skip connection a number of filters is equal to number of filters in corresponding encoder block (estimates automatically and can be passed as `None` value). decoder_use_batchnorm: (bool) if True add batch normalisation layer between `Conv2D` ad `Activation` layers n_upsample_blocks: (int) a number of upsampling blocks in decoder upsample_layer: (str) one of 'upsampling' and 'transpose' upsample_kernel_size: (tuple of int) convolution kernel size in upsampling block classes: (int) a number of classes for output activation: (str) one of keras activations Returns: model: instance of Keras Model """ backbone = get_backbone(backbone_name, input_shape=input_shape, input_tensor=input_tensor, weights=encoder_weights, include_top=False) if skip_connections == 'default': skip_connections = DEFAULT_SKIP_CONNECTIONS[backbone_name] model = build_linknet(backbone, classes, skip_connections, decoder_filters=decoder_filters, upsample_layer=upsample_layer, activation=activation, n_upsample_blocks=n_upsample_blocks, upsample_rates=(2, 2, 2, 2, 2), upsample_kernel_size=upsample_kernel_size, use_batchnorm=decoder_use_batchnorm) # lock encoder weights for fine-tuning if freeze_encoder: freeze_model(backbone) model.name = 'link-{}'.format(backbone_name) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/pspnet/__init__.py ================================================ from .model import PSPNet ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/pspnet/blocks.py ================================================ import numpy as np from keras.layers import MaxPool2D from keras.layers import AveragePooling2D from keras.layers import Concatenate from keras.layers import Permute from keras.layers import Reshape from keras.backend import int_shape from ..common import Conv2DBlock from ..common import ResizeImage def InterpBlock(level, feature_map_shape, conv_filters=512, conv_kernel_size=(1,1), conv_padding='same', pooling_type='avg', pool_padding='same', use_batchnorm=True, activation='relu', interpolation='bilinear'): if pooling_type == 'max': Pool2D = MaxPool2D elif pooling_type == 'avg': Pool2D = AveragePooling2D else: raise ValueError('Unsupported pooling type - `{}`.'.format(pooling_type) + 'Use `avg` or `max`.') def layer(input_tensor): # Compute the kernel and stride sizes according to how large the final feature map will be # When the kernel factor and strides are equal, then we can compute the final feature map factor # by simply dividing the current factor by the kernel or stride factor # The final feature map sizes are 1x1, 2x2, 3x3, and 6x6. We round to the closest integer pool_size = [int(np.round(feature_map_shape[0] / level)), int(np.round(feature_map_shape[1] / level))] strides = pool_size x = Pool2D(pool_size, strides=strides, padding=pool_padding)(input_tensor) x = Conv2DBlock(conv_filters, kernel_size=conv_kernel_size, padding=conv_padding, use_batchnorm=use_batchnorm, activation=activation, name='level{}'.format(level))(x) x = ResizeImage(strides, interpolation=interpolation)(x) return x return layer def DUC(factor=(8, 8)): if factor[0] != factor[1]: raise ValueError('DUC upconvolution support only equal factors, ' 'got {}'.format(factor)) factor = factor[0] def layer(input_tensor): h, w, c = int_shape(input_tensor)[1:] H = h * factor W = w * factor x = Conv2DBlock(c*factor**2, (1,1), padding='same', name='duc_{}'.format(factor))(input_tensor) x = Permute((3, 1, 2))(x) x = Reshape((c, factor, factor, h, w))(x) x = Permute((1, 4, 2, 5, 3))(x) x = Reshape((c, H, W))(x) x = Permute((2, 3, 1))(x) return x return layer def PyramidPoolingModule(**params): """ Build the Pyramid Pooling Module. """ _params = { 'conv_filters': 512, 'conv_kernel_size': (1, 1), 'conv_padding': 'same', 'pooling_type': 'avg', 'pool_padding': 'same', 'use_batchnorm': True, 'activation': 'relu', 'interpolation': 'bilinear', } _params.update(params) def module(input_tensor): feature_map_shape = int_shape(input_tensor)[1:3] x1 = InterpBlock(1, feature_map_shape, **_params)(input_tensor) x2 = InterpBlock(2, feature_map_shape, **_params)(input_tensor) x3 = InterpBlock(3, feature_map_shape, **_params)(input_tensor) x6 = InterpBlock(6, feature_map_shape, **_params)(input_tensor) x = Concatenate()([input_tensor, x1, x2, x3, x6]) return x return module ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/pspnet/builder.py ================================================ """ Code is constructed based on following repositories: https://github.com/ykamikawa/PSPNet/ https://github.com/hujh14/PSPNet-Keras/ https://github.com/Vladkryvoruchko/PSPNet-Keras-tensorflow/ And original paper of PSPNet: https://arxiv.org/pdf/1612.01105.pdf """ from keras.layers import Conv2D from keras.layers import Activation from keras.layers import SpatialDropout2D from keras.models import Model from .blocks import PyramidPoolingModule, DUC from ..common import Conv2DBlock from ..common import ResizeImage from ..utils import extract_outputs from ..utils import to_tuple def build_psp(backbone, psp_layer, last_upsampling_factor, classes=21, activation='softmax', conv_filters=512, pooling_type='avg', dropout=None, final_interpolation='bilinear', use_batchnorm=True): input = backbone.input x = extract_outputs(backbone, [psp_layer])[0] x = PyramidPoolingModule( conv_filters=conv_filters, pooling_type=pooling_type, use_batchnorm=use_batchnorm)(x) x = Conv2DBlock(512, (1, 1), activation='relu', padding='same', use_batchnorm=use_batchnorm)(x) if dropout is not None: x = SpatialDropout2D(dropout)(x) x = Conv2D(classes, (3,3), padding='same', name='final_conv')(x) if final_interpolation == 'bilinear': x = ResizeImage(to_tuple(last_upsampling_factor))(x) elif final_interpolation == 'duc': x = DUC(to_tuple(last_upsampling_factor))(x) else: raise ValueError('Unsupported interpolation type {}. '.format(final_interpolation) + 'Use `duc` or `bilinear`.') x = Activation(activation, name=activation)(x) model = Model(input, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/pspnet/model.py ================================================ from .builder import build_psp from ..utils import freeze_model from ..backbones import get_backbone PSP_BASE_LAYERS = { 'vgg16': ('block5_conv3', 'block4_conv3', 'block3_conv3'), 'vgg19': ('block5_conv4', 'block4_conv4', 'block3_conv4'), 'resnet18': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet34': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnet152': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnext50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'resnext101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1'), 'inceptionv3': (228, 86, 16), 'inceptionresnetv2': (594, 260, 16), 'densenet121': (311, 139, 51), 'densenet169': (367, 139, 51), 'densenet201': (479, 139, 51), } def _get_layer_by_factor(backbone_name, factor): if factor == 4: return PSP_BASE_LAYERS[backbone_name][-1] elif factor == 8: return PSP_BASE_LAYERS[backbone_name][-2] elif factor == 16: return PSP_BASE_LAYERS[backbone_name][-3] else: raise ValueError('Unsupported factor - `{}`, Use 4, 8 or 16.'.format(factor)) def _shape_guard(factor, shape): h, w = shape[:2] min_size = factor * 6 res = (h % min_size != 0 or w % min_size != 0 or h < min_size or w < min_size) if res: raise ValueError('Wrong shape {}, input H and W should '.format(shape) + 'be divisible by `{}`'.format(min_size)) def PSPNet(backbone_name='vgg16', input_shape=(384, 384, 3), input_tensor=None, encoder_weights='imagenet', freeze_encoder=False, downsample_factor=8, psp_conv_filters=512, psp_pooling_type='avg', use_batchnorm=False, dropout=None, final_interpolation='bilinear', classes=21, activation='softmax'): """ Exploit the capability of global context information by different-regionbased context aggregation through pyramid pooling module together with the proposed pyramid scene parsing network (PSPNet). https://arxiv.org/pdf/1612.01105.pdf Args: backbone_name: (str) look at list of available backbones. input_shape: (tuple) dimensions of input data (H, W, C). H and W should be divisible by (6 * `downsample_factor`) and **NOT** `None`! input_tensor: keras tensor encoder_weights: one of `None` (random initialization), 'imagenet' (pre- training on ImageNet) freeze_encoder: (bool) Set encoder layers weights as non-trainable. Use- ful for fine-tuning downsample_factor: int, one of 4, 8 and 16. Specify layer of backbone or backbone depth to construct PSP module on it. psp_conv_filters: (int), number of filters in `Conv2D` layer in each psp block psp_pooling_type: 'avg' or 'max', psp block pooling type (maximum or average) use_batchnorm: (bool) if True add batch normalisation layer between `Conv2D` ad `Activation` layers dropout: None or float in range 0-1, if specified add SpatialDropout after PSP module final_interpolation: 'duc' or 'bilinear' - interpolation type for final upsampling layer. classes: (int) a number of classes for output activation: (str) one of keras activations Returns: keras Model instance """ # control image input shape _shape_guard(downsample_factor, input_shape) backbone = get_backbone(backbone_name, input_shape=input_shape, input_tensor=input_tensor, weights=encoder_weights, include_top=False) psp_layer = _get_layer_by_factor(backbone_name, downsample_factor) model = build_psp(backbone, psp_layer, last_upsampling_factor=downsample_factor, classes=classes, conv_filters=psp_conv_filters, pooling_type=psp_pooling_type, activation=activation, use_batchnorm=use_batchnorm, dropout=dropout, final_interpolation=final_interpolation) # lock encoder weights for fine-tuning if freeze_encoder: freeze_model(backbone) model.name = 'psp-{}'.format(backbone_name) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/unet/__init__.py ================================================ from .model import Unet ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/unet/blocks.py ================================================ from keras.layers import Conv2DTranspose from keras.layers import UpSampling2D from keras.layers import Conv2D from keras.layers import BatchNormalization from keras.layers import Activation from keras.layers import Concatenate def handle_block_names(stage): conv_name = 'decoder_stage{}_conv'.format(stage) bn_name = 'decoder_stage{}_bn'.format(stage) relu_name = 'decoder_stage{}_relu'.format(stage) up_name = 'decoder_stage{}_upsample'.format(stage) return conv_name, bn_name, relu_name, up_name def ConvRelu(filters, kernel_size, use_batchnorm=False, conv_name='conv', bn_name='bn', relu_name='relu'): def layer(x): x = Conv2D(filters, kernel_size, padding="same", name=conv_name, use_bias=not(use_batchnorm))(x) if use_batchnorm: x = BatchNormalization(name=bn_name)(x) x = Activation('relu', name=relu_name)(x) return x return layer def Upsample2D_block(filters, stage, kernel_size=(3,3), upsample_rate=(2,2), use_batchnorm=False, skip=None): def layer(input_tensor): conv_name, bn_name, relu_name, up_name = handle_block_names(stage) x = UpSampling2D(size=upsample_rate, name=up_name)(input_tensor) if skip is not None: x = Concatenate()([x, skip]) x = ConvRelu(filters, kernel_size, use_batchnorm=use_batchnorm, conv_name=conv_name + '1', bn_name=bn_name + '1', relu_name=relu_name + '1')(x) x = ConvRelu(filters, kernel_size, use_batchnorm=use_batchnorm, conv_name=conv_name + '2', bn_name=bn_name + '2', relu_name=relu_name + '2')(x) return x return layer def Transpose2D_block(filters, stage, kernel_size=(3,3), upsample_rate=(2,2), transpose_kernel_size=(4,4), use_batchnorm=False, skip=None): def layer(input_tensor): conv_name, bn_name, relu_name, up_name = handle_block_names(stage) x = Conv2DTranspose(filters, transpose_kernel_size, strides=upsample_rate, padding='same', name=up_name, use_bias=not(use_batchnorm))(input_tensor) if use_batchnorm: x = BatchNormalization(name=bn_name+'1')(x) x = Activation('relu', name=relu_name+'1')(x) if skip is not None: x = Concatenate()([x, skip]) x = ConvRelu(filters, kernel_size, use_batchnorm=use_batchnorm, conv_name=conv_name + '2', bn_name=bn_name + '2', relu_name=relu_name + '2')(x) return x return layer ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/unet/builder.py ================================================ from keras.layers import Conv2D from keras.layers import Activation from keras.models import Model from .blocks import Transpose2D_block from .blocks import Upsample2D_block from ..utils import get_layer_number, to_tuple def build_unet(backbone, classes, skip_connection_layers, decoder_filters=(256,128,64,32,16), upsample_rates=(2,2,2,2,2), n_upsample_blocks=5, block_type='upsampling', activation='sigmoid', use_batchnorm=False): input = backbone.input x = backbone.output if block_type == 'transpose': up_block = Transpose2D_block else: up_block = Upsample2D_block # convert layer names to indices skip_connection_idx = ([get_layer_number(backbone, l) if isinstance(l, str) else l for l in skip_connection_layers]) for i in range(n_upsample_blocks): # check if there is a skip connection skip_connection = None if i < len(skip_connection_idx): skip_connection = backbone.layers[skip_connection_idx[i]].output upsample_rate = to_tuple(upsample_rates[i]) x = up_block(decoder_filters[i], i, upsample_rate=upsample_rate, skip=skip_connection, use_batchnorm=use_batchnorm)(x) x = Conv2D(classes, (3,3), padding='same', name='final_conv')(x) x = Activation(activation, name=activation)(x) model = Model(input, x) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/unet/model.py ================================================ from .builder import build_unet from ..utils import freeze_model from ..backbones import get_backbone DEFAULT_SKIP_CONNECTIONS = { 'vgg16': ('block5_conv3', 'block4_conv3', 'block3_conv3', 'block2_conv2', 'block1_conv2'), 'vgg19': ('block5_conv4', 'block4_conv4', 'block3_conv4', 'block2_conv2', 'block1_conv2'), 'resnet18': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), # check 'bn_data' 'resnet34': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnet152': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnext50': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'resnext101': ('stage4_unit1_relu1', 'stage3_unit1_relu1', 'stage2_unit1_relu1', 'relu0'), 'inceptionv3': (228, 86, 16, 9), 'inceptionresnetv2': (594, 260, 16, 9), 'densenet121': (311, 139, 51, 4), 'densenet169': (367, 139, 51, 4), 'densenet201': (479, 139, 51, 4), } def Unet(backbone_name='vgg16', input_shape=(None, None, 3), input_tensor=None, encoder_weights='imagenet', freeze_encoder=False, skip_connections='default', decoder_block_type='upsampling', decoder_filters=(256,128,64,32,16), decoder_use_batchnorm=False, n_upsample_blocks=5, upsample_rates=(2,2,2,2,2), classes=1, activation='sigmoid'): """ Args: backbone_name: (str) look at list of available backbones. input_shape: (tuple) dimensions of input data (H, W, C) input_tensor: keras tensor encoder_weights: one of `None` (random initialization), 'imagenet' (pre-training on ImageNet) freeze_encoder: (bool) Set encoder layers weights as non-trainable. Useful for fine-tuning skip_connections: if 'default' is used take default skip connections, else provide a list of layer numbers or names starting from top of model decoder_block_type: (str) one of 'upsampling' and 'transpose' (look at blocks.py) decoder_filters: (int) number of convolution filters in last upsample block decoder_use_batchnorm: (bool) if True add batch normalisation layer between `Conv2D` ad `Activation` layers n_upsample_blocks: (int) a number of upsampling blocks upsample_rates: (tuple of int) upsampling rates decoder blocks classes: (int) a number of classes for output activation: (str) one of keras activations Returns: keras.models.Model instance """ backbone = get_backbone(backbone_name, input_shape=input_shape, input_tensor=input_tensor, weights=encoder_weights, include_top=False) if skip_connections == 'default': skip_connections = DEFAULT_SKIP_CONNECTIONS[backbone_name] model = build_unet(backbone, classes, skip_connections, decoder_filters=decoder_filters, block_type=decoder_block_type, activation=activation, n_upsample_blocks=n_upsample_blocks, upsample_rates=upsample_rates, use_batchnorm=decoder_use_batchnorm) # lock encoder weights for fine-tuning if freeze_encoder: freeze_model(backbone) model.name = 'u-{}'.format(backbone_name) return model ================================================ FILE: MaksimovKA_solution/models/qubvel_segmentation_models/utils.py ================================================ """ Utility functions for segmentation models """ from functools import wraps import numpy as np def get_layer_number(model, layer_name): """ Help find layer in Keras model by name Args: model: Keras `Model` layer_name: str, name of layer Returns: index of layer Raises: ValueError: if model does not contains layer with such name """ for i, l in enumerate(model.layers): if l.name == layer_name: return i raise ValueError('No layer with name {} in model {}.'.format(layer_name, model.name)) def extract_outputs(model, layers, include_top=False): """ Help extract intermediate layer outputs from model Args: model: Keras `Model` layer: list of integers/str, list of layers indexes or names to extract output include_top: bool, include final model layer output Returns: list of tensors (outputs) """ layers_indexes = ([get_layer_number(model, l) if isinstance(l, str) else l for l in layers]) outputs = [model.layers[i].output for i in layers_indexes] if include_top: outputs.insert(0, model.output) return outputs def reverse(l): """Reverse list""" return list(reversed(l)) # decorator for models aliases, to add doc string def add_docstring(doc_string=None): def decorator(fn): if fn.__doc__: fn.__doc__ += doc_string else: fn.__doc__ = doc_string @wraps(fn) def wrapper(*args, **kwargs): return fn(*args, **kwargs) return wrapper return decorator def recompile(model): model.compile(model.optimizer, model.loss, model.metrics) def freeze_model(model): for layer in model.layers: layer.trainable = False return def set_trainable(model): for layer in model.layers: layer.trainable = True recompile(model) def to_tuple(x): if isinstance(x, tuple): if len(x) == 2: return x elif np.isscalar(x): return (x, x) raise ValueError('Value should be tuple of length 2 or int value, got "{}"'.format(x)) ================================================ FILE: MaksimovKA_solution/params/params.py ================================================ import argparse parser = argparse.ArgumentParser() arg = parser.add_argument arg('--schedule') arg('--seed', type=int, default=769) arg('--gpu', default="0") arg('--fold', default='0') arg('--epochs', type=int, default=100) arg('--training_data', default=' /data/SpaceNet-Off-Nadir_Train') arg('--output_data', default='/wdata') arg('--folds_file', default='/wdata/folds_split.csv') arg('--n_folds', type=int, default=5) arg('--augment', type=int, default=1) arg('--images_dir', default='/wdata/train/images') arg('--masks_dir', default='/wdata/train/masks') arg('--add_contours', type=int, default=1) arg('--default_size', type=int, default=928) arg('--predict_size', type=int, default=900) arg('--crop_size', type=int, default=320) arg('--batch_size', type=int, default=64) arg('--network', default='inceptionresnet_unet_borders') arg('--preprocessing_function', type=int, default=0) arg('--freeze_encoder', type=int, default=0) arg('--alias', default='') arg('--save_period', type=int, default=1) arg('--steps_per_epoch', type=int, default=0) arg('--max_queue_size', type=int, default=10) arg('--verbose', type=int, default=1) arg('--num_workers', type=int, default=20) arg('--optimizer', default="adam") arg('--learning_rate', type=float, default=1e-3) arg('--decay', type=float, default=0.0) arg('--weights') arg('--loss_function', default='double_head') arg('--multi_gpu', action="store_true") arg('--logs', default="/wdata/models_logs") arg('--use_reduce_lr', type=int, default=1) arg('--early_stopping', type=int, default=1) arg('--early_patience', type=int, default=8) arg('--models_dir', default='/wdata/models_weights') arg('--models', nargs='+', default=['best_loss_double_head_inceptionresnet_unet_borders_fold0.h5', 'best_loss_double_head_inceptionresnet_unet_borders_fold1.h5', 'best_loss_double_head_inceptionresnet_unet_borders_fold2.h5', 'best_loss_double_head_inceptionresnet_unet_borders_fold3.h5', 'best_loss_double_head_inceptionresnet_unet_borders_fold4.h5', 'best_loss_double_head_inceptionresnet_fpn_borders_fold0.h5', 'best_loss_double_head_inceptionresnet_fpn_borders_fold1.h5', 'best_loss_double_head_inceptionresnet_fpn_borders_fold2.h5', 'best_loss_double_head_inceptionresnet_fpn_borders_fold3.h5', 'best_loss_double_head_inceptionresnet_fpn_borders_fold4.h5', ]) arg('--test_folder', default='/data/SpaceNet-Off-Nadir_Test') arg('--submit_output_file', default='/wdata/submit.txt') arg('--out_root_dir', default='/wdata') arg('--out_masks_folder', default='test_predictions') args = parser.parse_args() ================================================ FILE: MaksimovKA_solution/predict/predict_segmentation.py ================================================ import os from params.params import args from train.model_factory import make_model from albumentations import PadIfNeeded, CenterCrop, Resize from os import path import numpy as np import timeit import cv2 from tqdm import tqdm import gdal import rasterio.features import shapely.ops import shapely.wkt import shapely.geometry import pandas as pd from scipy import ndimage as ndi from skimage.morphology import watershed import shutil os.environ['CUDA_VISIBLE_DEVICES'] = args.gpu def _remove_interiors(line): if "), (" in line: line_prefix = line.split('), (')[0] line_terminate = line.split('))",')[-1] line = ( line_prefix + '))",' + line_terminate ) return line def my_watershed(what, mask1, mask2): markers = ndi.label(mask2, output=np.uint32)[0] labels = watershed(what, markers, mask=mask1, watershed_line=True) return labels def wsh(mask_img, threshold, border_img, seeds, shift): img_copy = np.copy(mask_img) m = seeds * border_img img_copy[m <= threshold + shift] = 0 img_copy[m > threshold + shift] = 1 img_copy = img_copy.astype(np.bool) mask_img[mask_img <= threshold] = 0 mask_img[mask_img > threshold] = 1 mask_img = mask_img.astype(np.bool) labeled_array = my_watershed(mask_img, mask_img, img_copy) return labeled_array def preprocess_input(batch_x): means = [963.0, 805.0, 666.0] stds = [473.0, 403.0, 395.0] for i in range(batch_x.shape[3]): batch_x[:, :, :, i] = (batch_x[:, :, :, i] - means[i]) / stds[i] return batch_x if __name__ == '__main__': submit_output_file = args.submit_output_file test_folder = args.test_folder prob_trs_nadir = 0.4 shift_nadir = 0.4 prob_trs_off_nadir = 0.4 shift_off_nadir = 0.4 prob_trs_high_nadir = 0.4 shift_high_nadir = 0.4 MIN_POLYGON_AREA = 150 cut_size = args.default_size save_size = args.predict_size t0 = timeit.default_timer() crop_shape = args.crop_size models = [] model_name = 'inceptionresnet_unet_borders' weight = '/wdata/models_weights/best_loss_double_head_inceptionresnet_unet_borders_fold{}.h5' for i in range(5): model = make_model(model_name, predict_flag=1) if not os.path.exists(weight.format(i)): if not os.path.exists('/wdata/models_weights/'): os.mkdir('/wdata/models_weights/') src = os.path.join('/project/default_inference_weights', (weight.split('/')[-1]).format(i)) dst = weight.format(i) shutil.copy(src=src, dst=dst) print("Building model {} from weights {} ".format(model_name, weight.format(i))) model.load_weights(weight.format(i)) models.append(model) model_name = 'inceptionresnet_fpn_borders' weight = '/wdata/models_weights/best_loss_double_head_inceptionresnet_fpn_borders_fold{}.h5' for i in range(5): model = make_model(model_name, predict_flag=1) if not os.path.exists(weight.format(i)): if not os.path.exists('/wdata/models_weights/'): os.mkdir('/wdata/models_weights/') src = os.path.join('/project/default_inference_weights', (weight.split('/')[-1]).format(i)) dst = weight.format(i) shutil.copy(src=src, dst=dst) print("Building model {} from weights {} ".format(model_name, weight.format(i))) model.load_weights(weight.format(i)) models.append(model) all_nadir_ids = sorted(os.listdir(test_folder)) all_nadir_ids = sorted([el for el in all_nadir_ids if el.split('_')[0] == 'Atlanta' and os.path.isdir(os.path.join(test_folder, el))]) n_augs = 1 + 1 n_outputs = 2 f = open(submit_output_file, 'w') f.write('ImageId,BuildingId,PolygonWKT_Pix,Confidence\n') for nadir_type in tqdm(all_nadir_ids[:]): sample_path = os.path.join(test_folder, nadir_type, 'MS') files = os.listdir(sample_path) files = [el for el in files if el.split('.')[-1] == 'tif'] all_ids = sorted(['_'.join(el.split('.')[0].split('_')[-2:]) for el in files]) for _id in tqdm(all_ids[:]): to_concat = [] _type = 'Pan-Sharpen' file_path = os.path.join(test_folder, nadir_type, _type, _type + '_' + nadir_type + '_' + _id + '.tif') tileHdl = gdal.Open(file_path, gdal.GA_ReadOnly) data = tileHdl.ReadAsArray() data = np.swapaxes(data, 0, -1) resize = Resize(save_size, save_size) resized = resize(image=data) data = resized['image'] data = np.swapaxes(data, 0, 1) image = data[:, :, :] image = image[:, :, :3] image = image[:, :, ::-1] pad = PadIfNeeded(cut_size, cut_size, p=1) padded = pad(image=image) image_padded = padded['image'] final_mask = np.zeros((cut_size, cut_size, n_outputs)) mask = np.zeros((image_padded.shape[0], image_padded.shape[1], n_outputs, len(models), n_augs), dtype=np.float64) for model_id, model in enumerate(models): inp0 = [image_padded] inp0 = np.asarray(inp0) inp0 = inp0.astype(np.float32) inp0 = preprocess_input(np.array(inp0, "float32")) pred0 = model.predict(inp0) pred0 = pred0[:, :, :, :n_outputs] mask[:, :, :, model_id, 0] += pred0[0, :, :, :] inp0 = [np.fliplr(image_padded)] inp0 = np.asarray(inp0) inp0 = inp0.astype(np.float32) inp0 = preprocess_input(np.array(inp0, "float32")) pred0 = model.predict(inp0) pred0 = pred0[:, :, :, :n_outputs] mask[:, :, :, model_id, 1] += np.fliplr(pred0[0, :, :, :]) mask = np.mean(mask, axis=(3, 4)) mask = mask[:, :, :n_outputs] final_mask[:, :, :n_outputs] += mask final_mask = final_mask * 255 tmp = np.zeros(final_mask.shape[:2], dtype=final_mask.dtype) tmp = np.expand_dims(tmp, -1) final_mask = np.concatenate([final_mask, tmp], axis=-1) final_mask = final_mask.astype('uint8') aug = CenterCrop(p=1, height=save_size, width=save_size) augmented = aug(image=final_mask) image_center_cropped = augmented['image'] fid = nadir_type + '_' + _id written = 0 angle = int(_id.split('_')[1][5:]) prob_trs = 0 shift = 0 if angle <= 25: prob_trs = prob_trs_nadir shift = shift_nadir elif angle <= 40: prob_trs = prob_trs_off_nadir shift = shift_off_nadir else: prob_trs = prob_trs_high_nadir shift = shift_high_nadir pred_data = image_center_cropped[:, :, :] labels = wsh(pred_data[:, :, 0] / 255., prob_trs, 1 - pred_data[:, :, 1] / 255., pred_data[:, :, 0] / 255., shift) label_numbers = list(np.unique(labels)) all_dfs = [] for label in label_numbers: if label != 0: submask = (labels == label).astype(np.uint8) shapes = rasterio.features.shapes(submask.astype(np.int16), submask > 0) mp = shapely.ops.cascaded_union( shapely.geometry.MultiPolygon([ shapely.geometry.shape(shape) for shape, value in shapes ])) if isinstance(mp, shapely.geometry.Polygon): df = pd.DataFrame({ 'area_size': [mp.area], 'poly': [mp], }) else: df = pd.DataFrame({ 'area_size': [p.area for p in mp], 'poly': [p for p in mp], }) all_dfs.append(df.copy()) if len(all_dfs) > 0: df_poly = pd.concat(all_dfs) df_poly = df_poly.reset_index(drop=True) df_poly = df_poly[df_poly.area_size > MIN_POLYGON_AREA] df_poly = df_poly.reset_index(drop=True) df_poly = df_poly[df_poly.area_size > MIN_POLYGON_AREA].sort_values( by='area_size', ascending=False) df_poly.loc[:, 'wkt'] = df_poly.poly.apply(lambda x: shapely.wkt.dumps( x, rounding_precision=0)) df_poly.loc[:, 'bid'] = list(range(1, len(df_poly) + 1)) df_poly.loc[:, 'area_ratio'] = df_poly.area_size / df_poly.area_size.max() for i, row in df_poly.iterrows(): line = "{},{},\"{}\",{:.6f}\n".format( fid, row.bid, row.wkt, row.area_ratio) line = _remove_interiors(line) f.write(line) else: f.write("{},{},{},0\n".format( fid, -1, "POLYGON EMPTY")) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) f.close() ================================================ FILE: MaksimovKA_solution/prepare_data/convert_data.py ================================================ import sys import os from params.params import args import shutil import gdal from osgeo import ogr import numpy as np from albumentations import Resize from tqdm import tqdm import cv2 gdal.UseExceptions() if __name__ == '__main__': default_path = args.training_data save_path = args.output_data subpath = 'train' path = os.path.join(save_path, subpath) if os.path.exists(path): shutil.rmtree(path) os.mkdir(path) os.mkdir(os.path.join(path, 'images')) os.mkdir(os.path.join(path, 'masks')) path = os.path.join(default_path, 'geojson/spacenet-buildings/') files = os.listdir(path) files = ['_'.join(el.split('.')[0].split('_')[-2:]) for el in files] non_empty_files = [] print('Getting non empty files') for _file in tqdm(files[:]): json_path = os.path.join(default_path, 'geojson/spacenet-buildings/') original_id = '_'.join(_file.split('_')[-2:]) id_json = os.path.join(json_path, 'spacenet-buildings_' + original_id.split('.')[0] + '.geojson') try: Polys_ds = ogr.Open(id_json) Polys = Polys_ds.GetLayer() non_empty_files.append(_file) except: continue files = sorted(non_empty_files[:]) files = files[:] path =default_path all_nadirs = os.listdir(path) all_nadirs = sorted([el for el in all_nadirs if el.split('_')[0] == 'Atlanta' and os.path.isdir(os.path.join(path, el))]) print('Creating masks and contours') for _file in tqdm(files[:]): nadir_name = all_nadirs[0] img_id = '_'.join([nadir_name, _file]) _type = 'Pan-Sharpen' file_path = os.path.join(default_path, nadir_name, _type, _type + '_' + img_id + '.tif') # print(file_path) tileHdl = gdal.Open(file_path, gdal.GA_ReadOnly) tileGeoTransformationParams = tileHdl.GetGeoTransform() projection = tileHdl.GetProjection() json_path = os.path.join(default_path, 'geojson/spacenet-buildings/') original_id = '_'.join(_file.split('_')[-2:]) id_json = os.path.join(json_path, 'spacenet-buildings_' + original_id.split('.')[0] + '.geojson') rasterDriver = gdal.GetDriverByName('MEM') final_mask = rasterDriver.Create('', 900, 900, 1, # missed parameter (band) gdal.GDT_Byte) final_mask.SetGeoTransform(tileGeoTransformationParams) final_mask.SetProjection(projection) tempTile = final_mask.GetRasterBand(1) tempTile.Fill(0) tempTile.SetNoDataValue(0) Polys_ds = ogr.Open(id_json) Polys = Polys_ds.GetLayer() gdal.RasterizeLayer(final_mask, [1], Polys, burn_values=[255]) mask = final_mask.ReadAsArray() # print(np.unique(mask)) # print(mask.shape) final_mask = None out_path = os.path.join(save_path, 'train', 'masks', img_id + '.tif') rasterDriver = gdal.GetDriverByName('GTiff') final_mask = rasterDriver.Create(out_path, 900, 900, 2, # missed parameter (band) gdal.GDT_Byte) final_mask.SetGeoTransform(tileGeoTransformationParams) final_mask.SetProjection(projection) tempTile = final_mask.GetRasterBand(1) tempTile.Fill(0) tempTile.SetNoDataValue(0) tempTile.WriteArray(mask[:, :]) h, w = mask.shape all_contours = np.zeros((h, w), dtype=np.uint8) im2, contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) for cnt in contours: img = np.zeros((h, w), dtype=np.uint8) cv2.drawContours(img, [cnt], 0, 255, 1) contour = img.astype(np.uint8) all_contours += contour tempTile = final_mask.GetRasterBand(2) tempTile.Fill(0) tempTile.SetNoDataValue(0) tempTile.WriteArray(all_contours[:, :]) final_mask = None print('Copying masks') for _file in tqdm(files[:]): for nadir_name in all_nadirs[1:]: main_image_id = '_'.join([all_nadirs[0], _file]) img_id = '_'.join([nadir_name, _file]) src = os.path.join(save_path, 'train', 'masks', main_image_id + '.tif') dst = os.path.join(save_path, 'train', 'masks', img_id + '.tif') shutil.copy(src=src, dst=dst) print('Getting rasters') for _file in tqdm(files[:]): for nadir_name in all_nadirs[:]: img_id = '_'.join([nadir_name, _file]) _type = 'Pan-Sharpen' to_concat = [] file_path = os.path.join(default_path, nadir_name, _type, _type + '_' + img_id + '.tif') # print(file_path) tileHdl = gdal.Open(file_path, gdal.GA_ReadOnly) data = tileHdl.ReadAsArray() tileGeoTransformationParams = tileHdl.GetGeoTransform() projection = tileHdl.GetProjection() tileHdl = None data = np.swapaxes(data, 0, -1) resize = Resize(900, 900) resized = resize(image=data) data = resized['image'] data = np.swapaxes(data, 0, 1) image = data[:, :, :] image = image[:, :, [2, 1, 0]] # take only rgb for baseline rasterDriver = gdal.GetDriverByName('GTiff') out_path = os.path.join(save_path, 'train', 'images', img_id + '.tif') # print(out_path) final_image = rasterDriver.Create(out_path, 900, 900, 3, gdal.GDT_UInt16) final_image.SetGeoTransform(tileGeoTransformationParams) final_image.SetProjection(projection) for band in range(image.shape[2]): output_band = final_image.GetRasterBand(band + 1) output_band.SetNoDataValue(0) output_band.WriteArray(image[:, :, band]) output_band.FlushCache() output_band.ComputeStatistics(False) final_image = None ================================================ FILE: MaksimovKA_solution/prepare_data/create_folds.py ================================================ import os from sklearn.model_selection import KFold import pandas as pd from params.params import args if __name__ == '__main__': path = os.path.join(args.output_data, 'train', 'images') cv_total = args.n_folds seed = args.seed all_files = os.listdir(path) all_ids = list(set(['_'.join(el.split('_')[4:]).split('.')[0] for el in all_files])) all_nadirs = list(set(['_'.join(el.split('_')[:4]) for el in all_files])) target_df = {'img_id': [], 'fold_on_train': [], 'fold_on_predict': []} target_df['img_id'] += all_ids target_df['fold_on_train'] += [-1 for el in all_ids] target_df['fold_on_predict'] += [-1 for el in all_ids] target_df = pd.DataFrame(target_df) kf = KFold(n_splits=cv_total, random_state=seed, shuffle=True) for i, (train_index, evaluate_index) in enumerate(kf.split(target_df.index.values)): target_df['fold_on_predict'].iloc[evaluate_index] = i target_df['fold_on_train'].iloc[evaluate_index[:30]] = i target_df = target_df[['img_id', 'fold_on_train', 'fold_on_predict']] final = {'img_id': [], 'fold_on_train': [], 'fold_on_predict': []} for row in target_df.values: for nadir in all_nadirs: img_id = '_'.join([nadir, row[0]]) final['img_id'].append(img_id) final['fold_on_train'].append(row[1]) final['fold_on_predict'].append(row[2]) # print(img_id) final = pd.DataFrame(final) final.to_csv(args.folds_file, index=False) ================================================ FILE: MaksimovKA_solution/test.sh ================================================ #!/usr/bin/env bash python /project/predict/predict_segmentation.py --test_folder $1 --submit_output_file $2 --gpu "0" ================================================ FILE: MaksimovKA_solution/train/model_factory.py ================================================ from models.qubvel_segmentation_models.unet.model import Unet from models.qubvel_segmentation_models.fpn.model import FPN def make_model(network, freeze_encoder=1, predict_flag=0): if predict_flag: weights = None else: weights = 'imagenet' if network == 'inceptionresnet_unet_borders': return Unet(input_shape=(None, None, 3), activation='sigmoid', backbone_name='inceptionresnetv2', classes=2, encoder_weights=weights, freeze_encoder=bool(freeze_encoder)) elif network == 'inceptionresnet_fpn_borders': return FPN(input_shape=(None, None, 3), activation='sigmoid', backbone_name='inceptionresnetv2', classes=2, encoder_weights=weights, freeze_encoder=bool(freeze_encoder)) else: raise ValueError('unknown network ' + network) ================================================ FILE: MaksimovKA_solution/train/train_segmentation.py ================================================ import gc from params.params import args from dataset.spacenet_binary_dataset import SpacenetBinaryDataset from augmentations.transforms import augmentations from train.model_factory import make_model from keras.utils.training_utils import multi_gpu_model from utils.losses import make_loss, binary_crossentropy from keras.callbacks import ModelCheckpoint, TensorBoard, ReduceLROnPlateau, LearningRateScheduler, EarlyStopping from utils.metrics import hard_dice_coef_border, hard_jacard_coef_border, hard_dice_coef_mask, hard_jacard_coef_mask from keras.optimizers import RMSprop, Adam, SGD import keras.backend as K class ModelCheckpointMGPU(ModelCheckpoint): def __init__(self, original_model, filepath, monitor='val_loss', verbose=0, save_best_only=False, save_weights_only=False, mode='auto', period=1): self.original_model = original_model super().__init__(filepath, monitor, verbose, save_best_only, save_weights_only, mode, period) def on_epoch_end(self, epoch, logs=None): self.model = self.original_model super().on_epoch_end(epoch, logs) def main(): folds = [int(f) for f in args.fold.split(",")] batch_size = args.batch_size if args.augment: transformer = augmentations() else: transformer = None optimizer_type = args.optimizer preprocessor = args.preprocessing_function models_dir = args.models_dir alias = args.alias network = args.network save_period = args.save_period multi_gpu = args.multi_gpu meta_weights_path = args.weights loss_function = args.loss_function logs = args.logs add_contours = args.add_contours freeze = args.freeze_encoder gpus = args.gpu.split(',') for fold in folds: if optimizer_type == 'rmsprop': optimizer = RMSprop(lr=args.learning_rate, decay=float(args.decay)) elif args.optimizer == 'adam': optimizer = Adam(lr=args.learning_rate, decay=float(args.decay)) elif args.optimizer == 'amsgrad': optimizer = Adam(lr=args.learning_rate, decay=float(args.decay), amsgrad=True) elif args.optimizer == 'sgd': optimizer = SGD(lr=args.learning_rate, momentum=0.9, nesterov=True, decay=float(args.decay)) if multi_gpu: with K.tf.device("/cpu:0"): # model = make_model(args.network, (None, None, channels)) model = make_model(args.network, freeze, 0) else: # model = make_model(args.network, (None, None, channels)) model = make_model(args.network, freeze, 0) if args.weights is None: print('No weights passed, training from scratch') else: weights_path = meta_weights_path.format(fold) print('Loading weights from {}'.format(weights_path)) model.load_weights(weights_path, by_name=True) dataset = SpacenetBinaryDataset(args.images_dir, args.masks_dir, args.folds_file, fold, args.n_folds, bool(add_contours)) train_generator = dataset.train_generator( (args.crop_size, args.crop_size), preprocessor, transformer, batch_size=batch_size) val_generator = dataset.val_generator(preprocessor, batch_size=1) callbacks = [] if bool(add_contours): metrics = [hard_dice_coef_mask, hard_jacard_coef_mask, hard_dice_coef_border, hard_jacard_coef_border ] else: metrics = [hard_dice_coef_mask, hard_jacard_coef_mask, binary_crossentropy] best_loss_model_file = '{}/best_loss_{}_{}{}_fold{}.h5'.format(models_dir, loss_function, alias, network, fold) best_loss_model = ModelCheckpointMGPU(model, filepath=best_loss_model_file, verbose=1, monitor='val_loss', mode='min', period=save_period, save_best_only=True, save_weights_only=True) callbacks.append(best_loss_model) def schedule_steps(epoch, steps): for step in steps: if step[1] > epoch: print("Setting learning rate to {}".format(step[0])) return step[0] print("Setting learning rate to {}".format(steps[-1][0])) return steps[-1][0] if args.schedule is not None: steps = [(float(step.split(":")[0]), int(step.split(":")[1])) for step in args.schedule.split(",")] print('Current steps will be perfomed') print(steps) lrSchedule = LearningRateScheduler(lambda epoch: schedule_steps(epoch, steps)) callbacks.insert(0, lrSchedule) tb = TensorBoard("{}/{}_{}_{}".format(logs, network, fold, loss_function)) callbacks.append(tb) use_reduce = args.use_reduce_lr if use_reduce: reducer = ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=3, min_lr=1e-6, epsilon=0.001, verbose=1, mode='min') callbacks.append(reducer) if args.steps_per_epoch > 0: steps_per_epoch = args.steps_per_epoch else: steps_per_epoch = len(dataset.train_ids) / args.batch_size + 1 #elif multi_gpu: # steps_per_epoch = len(dataset.train_ids) / args.batch_size / len(gpus) + 1 use_early = args.early_stopping if use_early: es = EarlyStopping(monitor='val_loss', mode='min', patience=args.early_patience) callbacks.append(es) if args.multi_gpu: model = multi_gpu_model(model, len(gpus)) model.compile(loss=make_loss(loss_function), optimizer=optimizer, metrics=metrics) # model.summary() validation_data = val_generator validation_steps = len(dataset.val_ids) max_queue_size = args.max_queue_size verbose = args.verbose num_workers = args.num_workers model.fit_generator( train_generator, steps_per_epoch=steps_per_epoch, epochs=args.epochs, validation_data=validation_data, validation_steps=validation_steps, callbacks=callbacks, max_queue_size=max_queue_size, verbose=verbose, workers=num_workers) del model K.clear_session() gc.collect() if __name__ == '__main__': main() ================================================ FILE: MaksimovKA_solution/train.sh ================================================ #!/usr/bin/env bash rm -rf /wdata/* mkdir /wdata/models_weights mkdir /wdata/models_logs mkdir /wdata/backbones_weights cp -r /project/default_backbones_weights/* /wdata/backbones_weights python /project/prepare_data/convert_data.py --training_data $1 # below line commented because I code for folds give different results from launch to lauch # and the folds split was generated only once, when I started the research # so instead of this I copy the first one, but you can algorithm in create_folds.py # python /project/prepare_data/create_folds.py cp /project/default_folds_split/folds_split.csv /wdata python /project/train/train_segmentation.py \ --gpu "0,1,2,3" \ --multi_gpu \ --fold "0,1,2,3,4" \ --num_workers 20 \ --network inceptionresnet_fpn_borders \ --loss_function double_head \ --optimizer adam \ --learning_rate 0.001 \ --decay 0.0001 \ --batch_size 64 \ --crop_size 320 \ --epochs 200 \ --augment 1 \ --add_contours 1 \ --preprocessing_function 1 \ --freeze_encoder 0 python /project/train/train_segmentation.py \ --gpu "0,1,2,3" \ --multi_gpu \ --fold "0,1,2,3,4" \ --num_workers 20 \ --network inceptionresnet_unet_borders \ --loss_function double_head \ --optimizer adam \ --learning_rate 0.001 \ --decay 0.0001 \ --batch_size 64 \ --crop_size 320 \ --epochs 200 \ --augment 1 \ --add_contours 1 \ --preprocessing_function 1 \ --freeze_encoder 0 ================================================ FILE: MaksimovKA_solution/utils/losses.py ================================================ import sys; sys.path.append('..') import keras.backend as K def binary_crossentropy(y, p): return K.mean(K.binary_crossentropy(y, p)) def dice_coef(y_true, y_pred, smooth=1): y_true_f = K.flatten(y_true) y_pred_f = K.flatten(y_pred) intersection = K.sum(y_true_f * y_pred_f) return K.mean((2. * intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) + smooth)) def dice_coef_loss(y_true, y_pred): return 1 - dice_coef(y_true, y_pred) def dice_coef_loss_bce(y_true, y_pred, dice=0.5, bce=0.5): return binary_crossentropy(y_true, y_pred) * bce + dice_coef_loss(y_true, y_pred) * dice def jacard_coef(y_true, y_pred, smooth=1e-3): y_true_f = K.flatten(y_true) y_pred_f = K.flatten(y_pred) intersection = K.sum(y_true_f * y_pred_f) return (intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) - intersection + smooth) def jacard_coef_loss(y_true, y_pred): return 1 - jacard_coef(y_true, y_pred) def double_head(y_true, y_pred, instance=1.0, border=1.0): mask_loss = dice_coef_loss_bce(y_true[..., 0], y_pred[..., 0]) * instance contour_loss = dice_coef_loss_bce(y_true[..., 1], y_pred[..., 1]) * border return mask_loss + contour_loss def double_head_changed(y_true, y_pred, instance=1.0, border=1.0): mask_loss = dice_coef_loss_bce(y_true[..., 0], y_pred[..., 0], dice=0.3, bce=0.7) * instance contour_loss = dice_coef_loss_bce(y_true[..., 1], y_pred[..., 1], dice=0.3, bce=0.7) * border return mask_loss + contour_loss def make_loss(loss_name): if loss_name == 'bce': def loss(y, p): return binary_crossentropy(y, p) return loss elif loss_name == 'bce_dice': def loss(y, p): return dice_coef_loss_bce(y, p, dice=0.5, bce=0.5) return loss elif loss_name == 'bce_jaccard': def loss(y, p): return 0.5*binary_crossentropy(y, p) + 0.5*jacard_coef_loss(y, p) return loss elif loss_name == 'double_head': def loss(y, p): return double_head(y, p, instance=1.0, border=1.0) return loss elif loss_name == 'double_head_changed': def loss(y, p): return double_head_changed(y, p, instance=1.0, border=1.0) return loss else: ValueError("Unknown loss.") ================================================ FILE: MaksimovKA_solution/utils/metrics.py ================================================ import keras.backend as K import numpy as np def hard_dice_coef_mask(y_true, y_pred, smooth=1e-3): y_true_f = K.flatten(K.round(y_true[..., 0])) y_pred_f = K.flatten(K.round(y_pred[..., 0])) intersection = K.sum(y_true_f * y_pred_f) return 100. * (2. * intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) + smooth) def hard_jacard_coef_mask(y_true, y_pred, smooth=1e-3): # K.flatten(K.round(y_true[..., 0])) y_true_f = K.flatten(K.round(y_true[..., 0])) y_pred_f =K.flatten(K.round(y_pred[..., 0])) intersection = K.sum(y_true_f * y_pred_f) return 100.0 * (intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) - intersection + smooth) def hard_dice_coef_border(y_true, y_pred, smooth=1e-3): y_true_f = K.flatten(K.round(y_true[..., 1])) y_pred_f = K.flatten(K.round(y_pred[..., 1])) intersection = K.sum(y_true_f * y_pred_f) return 100. * (2. * intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) + smooth) def hard_jacard_coef_border(y_true, y_pred, smooth=1e-3): # K.flatten(K.round(y_true[..., 0])) y_true_f = K.flatten(K.round(y_true[..., 1])) y_pred_f =K.flatten(K.round(y_pred[..., 1])) intersection = K.sum(y_true_f * y_pred_f) return 100.0 * (intersection + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) - intersection + smooth) def calc_iou(gt_masks, predicted_masks, height=768, width=768): true_objects = gt_masks.shape[2] pred_objects = predicted_masks.shape[2] labels = np.zeros((height, width), np.uint16) for index in range(0, true_objects): labels[gt_masks[:, :, index] > 0] = index + 1 y_true = labels.flatten() labels_pred = np.zeros((height, width), np.uint16) for index in range(0, pred_objects): if sum(predicted_masks[:, :, index].shape) == height + width: labels_pred[predicted_masks[:, :, index] > 0] = index + 1 y_pred = labels_pred.flatten() intersection = np.histogram2d(y_true, y_pred, bins=(true_objects + 1, pred_objects + 1))[0] area_true = np.histogram(labels, bins=true_objects + 1)[0] area_pred = np.histogram(y_pred, bins=pred_objects + 1)[0] area_true = np.expand_dims(area_true, -1) area_pred = np.expand_dims(area_pred, 0) # Compute union union = area_true + area_pred - intersection # Exclude background from the analysis intersection = intersection[1:, 1:] union = union[1:, 1:] union[union == 0] = 1e-9 # print(union) # print(intersection) iou = intersection / union return iou def precision_at(threshold, iou): matches = iou > threshold true_positives = np.sum(matches, axis=1) == 1 # Correct objects false_positives = np.sum(matches, axis=0) == 0 # Missed objects false_negatives = np.sum(matches, axis=1) == 0 # Extra objects tp, fp, fn = np.sum(true_positives), np.sum(false_positives), np.sum(false_negatives) return tp, fp, fn ================================================ FILE: README.md ================================================

SpaceNet LLC

SpaceNet Challenge Round 4: Off-Nadir Buildings

Competitor solutions


## Summary The five subdirectories in this repository comprise the code for the winning solutions of SpaceNet 4: Off-Nadir Building Detection hosted by TopCoder. Each subdirectory contains the competitors' written descriptions of their solution to the challenge. See the blog post on CosmiQ Works' blog [The DownlinQ](https://medium.com/the-downlinq/the-spacenet-challenge-off-nadir-buildings-introducing-the-winners-b60f2b700266) for an additional summary. ## Coming soon - Links to download the competitors' trained models Questions about SpaceNet? Check out our website at https://spacenet.ai. ================================================ FILE: XD_XD/.dockerignore ================================================ data working archive *.md *.yml !working/cv.txt !working/models/v12_f0/v12_f0_best !working/models/v12_f1/v12_f1_best !working/models/v12_f2/v12_f2_best !working/models/vgg16-397923af.pth wdata ================================================ FILE: XD_XD/Dockerfile ================================================ # GPU-based system FROM nvidia/cuda:9.0-devel-ubuntu16.04 MAINTAINER Kohei ENV CUDNN_VERSION 7.3.0.29 LABEL com.nvidia.cudnn.version="${CUDNN_VERSION}" RUN apt-get -y update &&\ apt-get --no-install-recommends -y install \ apt-utils \ libcudnn7=$CUDNN_VERSION-1+cuda9.0 \ libcudnn7-dev=$CUDNN_VERSION-1+cuda9.0 \ &&\ apt-mark hold libcudnn7 && \ rm -rf /var/lib/apt/lists/* RUN apt-get -y update &&\ apt-get --no-install-recommends -y install \ bc \ bzip2 \ git \ wget \ unzip \ libblas-dev \ liblapack-dev \ libpng-dev \ libfreetype6-dev \ pkg-config \ ca-certificates \ libhdf5-serial-dev \ curl \ &&\ apt-get clean &&\ rm -rf /var/lib/apt/lists/* RUN ANACONDA_URL="https://repo.continuum.io/archive/Anaconda3-5.2.0-Linux-x86_64.sh" &&\ ANACONDA_FILE="anaconda.sh" &&\ mkdir -p /opt &&\ cd /opt &&\ wget -q --no-check-certificate $ANACONDA_URL -O $ANACONDA_FILE &&\ echo "1046228398cf2e31e4a3b0bf0b9c9fd6282a1d7c ${ANACONDA_FILE}" | sha1sum -c - &&\ bash $ANACONDA_FILE -b -p /opt/conda &&\ rm $ANACONDA_FILE ENV PATH "/opt/conda/bin:$PATH" RUN conda update conda RUN conda create -n sp4 python=3.6.7=h0371630_0 ENV PATH "/opt/conda/envs/sp4/bin:$PATH" RUN apt-get -y update &&\ apt-get --no-install-recommends -y install \ libxrender-dev \ libxext-dev \ libsm6 \ &&\ apt-get clean &&\ rm -rf /var/lib/apt/lists/* RUN conda install -n sp4 -c pytorch \ pytorch=0.4.1=py36_py35_py27__9.0.176_7.1.2_2 \ torchvision=0.2.1=py36_1 \ click=7.0=py36_0 \ tqdm=4.28.1=py36h28b3542_0 \ rasterio=0.36.0=py36h3f37509_2 \ libopencv=3.4.2=hb342d67_1 \ opencv=3.4.2=py36h6fd60c2_1 \ py-opencv=3.4.2=py36hb342d67_1 \ shapely=1.6.4=py36h7ef4460_0 \ geopandas==0.4.0 \ scikit-image=0.14.0=py36hf484d3e_1 \ attrs=18.2.0=py36h28b3542_0 \ scikit-learn=0.20.1=py36hd81dba3_0 RUN pip install \ albumentations==0.1.2 \ imgaug==0.2.6 \ https://github.com/SpaceNetChallenge/utilities/archive/spacenetV3.zip RUN mkdir -p /root/.torch/models &&\ ln -s /root/working/models/vgg16-397923af.pth /root/.torch/models/vgg16-397923af.pth COPY main.py /root/ COPY *.sh /root/ # Models COPY working/cv.txt /root/working/cv.txt COPY working/models/vgg16-397923af.pth /root/working/models/vgg16-397923af.pth COPY working/models/v12_f0/v12_f0_best /root/working/models/v12_f0/v12_f0_best COPY working/models/v12_f1/v12_f1_best /root/working/models/v12_f1/v12_f1_best COPY working/models/v12_f2/v12_f2_best /root/working/models/v12_f2/v12_f2_best RUN chmod a+x /root/train.sh &&\ chmod a+x /root/test.sh ENV PATH $PATH:/root/ ENV LC_ALL C.UTF-8 ENV LANG C.UTF-8 WORKDIR /root/ ================================================ FILE: XD_XD/INSTRUCTION.md ================================================ 1. Build docker image first. ``` $ unzip -d XD_XD_solution xdxd_solution_181229_rev1.zip $ cd XD_XD_solution $ tree . ├── Dockerfile ├── main.py ├── test.sh ├── train.sh └── working ├── cv.txt └── models    ├── vgg16-397923af.pth    ├── v12_f0    │   └── v12_f0_best    ├── v12_f1    │   └── v12_f1_best    └── v12_f2       └── v12_f2_best $ docker build -t xdxd-solution . Sending build context to Docker daemon 913MB Step 1/9 : FROM nvidia/cuda:8.0-devel-ubuntu16.04 . . (snip) . . Successfully built 691ea5072dd3 Successfully tagged xdxd-solution:latest ``` 2. Inference test images. Mount test image directory with `-v` option. * My home built models are stored on `/root/working`. * `--rm` option automatically remove the container exists. * Requied disk space my solution needs: * For testing: * preprocessed files: 1.3GB (/wdata/dataset/test_rgb) * For training: * intermediate models: 60GB (/wdata/models) * preprocessed files: 39GB (/wdata/dataset/train_rgb) & 932M (/wdata/dataset/masks) ``` $ nvidia-docker run \ --rm \ -t \ -i \ -v /data/spacenet4/SpaceNet-Off-Nadir_Test_Public:/data/test \ -v /opt/tmpdir:/wdata \ xdxd-solution \ test.sh /wdata/out.txt ``` 3. Train models from scratch. Mount train data directory with `-v` option. * **WARNINGS**: train.sh updates my home built models. * Use `--shm-size` option since pytorch's DataLoader utilizes shared memory (shm). * Trained models will be stored on `/root/working/models` in the container. ``` $ nvidia-docker run \ --cpuset-cpus 0-15 \ --shm-size=6g \ -t \ -i \ -v /data/spacenet4/SpaceNet-Off-Nadir_Train:/data/training \ -v /opt/tmpdir:/wdata \ xdxd-solution \ train.sh ``` ================================================ FILE: XD_XD/README.md ================================================ # XD_XD’s report ## My approach As already described on the DownLinQ blog[1], my approach is U-Net model with VGG16 encoder. The encoder is pretrained on ImageNet. Pretrained models helps to improve the accuracy. I used 5 folds cross-validation for local validation. Due to the time limitation for training, I used first 4 of 5 folds for averaging models. [1] “The SpaceNet Challenge Off-Nadir Buildings: Introducing the winners” https://medium.com/the-downlinq/the-spacenet-challenge-off-nadir-buildings-introducing-the-winners-b60f2b700266 ## Other things I tried: Other encoders As for the encoder of U-Net, I tried to use DPN and ResNet. Their performance are almost same in my experiment. On the other hand, VGG11 scores significantly worse than VGG16 on the provisional leaderbaord. ## Other information I feel would be useful ### Bug on preprocessing part The baseline code provided by the organizer has a bug to generate incorrect label masks. I fixed it, but it’s no significant impact for improving the evaluation score. See following images. First mask image (train_mask_v1.png) is generated by the original code. Second one (train_mask_v4.png) is generated by the fixed code. ![](train_mask_v1.png) ![](train_mask_v4.png) ### Error analysis: Tall buildings As a result of error analysis, the segmentation result of the tall building was terrible. If the test image contains all off-nadir angles, other interesting approaches might be possible. For example, 3D modeling ![](181205_error_analysis_Atlanta_nadir49_catid_1030010003492700_741251_3737739.png) ### Touching border I tried to use a touching border mask[2], but it doesn’t significantly improve the evaluation score in my experiment. ![](touching_border_after.png) [2] "[ods.ai] topcoders, 1st place solution" https://www.kaggle.com/c/data-science-bowl-2018/discussion/54741 ================================================ FILE: XD_XD/main.py ================================================ """ XD_XD's solution for the SpaceNet Off-Nadir Building Detection Challenge ** Usage $ python main.py [options] sub-commands: - train - inference - filecheck - check """ import warnings from pathlib import Path import tempfile import csv import os import datetime import json import shutil import time import sys import scipy.sparse as ss import numpy as np import pandas as pd import attr import click import tqdm import cv2 import rasterio import skimage.measure from sklearn.utils import Bunch from torch import nn import torch from torch.optim import Adam from torchvision.models import vgg16 from torch.utils.data import DataLoader, Dataset from torch.utils.data.sampler import SequentialSampler, RandomSampler from albumentations.torch.functional import img_to_tensor from albumentations import ( Normalize, Compose, HorizontalFlip, RandomRotate90, RandomCrop, CenterCrop) import spacenetutilities.labeltools.coreLabelTools as cLT from spacenetutilities import geoTools as gT from shapely.geometry import shape from shapely.wkt import dumps import geopandas as gpd warnings.simplefilter(action='ignore', category=FutureWarning) class conv_relu(nn.Module): def __init__(self, in_, out): super().__init__() self.conv = nn.Conv2d(in_, out, 3, padding=1) self.activation = nn.ReLU(inplace=True) def forward(self, x): x = self.conv(x) x = self.activation(x) return x class decoder_block(nn.Module): def __init__(self, in_channels, middle_channels, out_channels): super(decoder_block, self).__init__() self.in_channels = in_channels self.block = nn.Sequential( nn.Upsample(scale_factor=2, mode='bilinear'), conv_relu(in_channels, middle_channels), conv_relu(middle_channels, out_channels), ) def forward(self, x): return self.block(x) class unet_vgg16(nn.Module): def __init__(self, num_filters=32, pretrained=False): super().__init__() self.encoder = vgg16(pretrained=pretrained).features self.pool = nn.MaxPool2d(2, 2) self.relu = nn.ReLU(inplace=True) self.conv1 = nn.Sequential( self.encoder[0], self.relu, self.encoder[2], self.relu) self.conv2 = nn.Sequential( self.encoder[5], self.relu, self.encoder[7], self.relu) self.conv3 = nn.Sequential( self.encoder[10], self.relu, self.encoder[12], self.relu, self.encoder[14], self.relu) self.conv4 = nn.Sequential( self.encoder[17], self.relu, self.encoder[19], self.relu, self.encoder[21], self.relu) self.conv5 = nn.Sequential( self.encoder[24], self.relu, self.encoder[26], self.relu, self.encoder[28], self.relu) self.center = decoder_block(512, num_filters * 8 * 2, num_filters * 8) self.dec5 = decoder_block( 512 + num_filters * 8, num_filters * 8 * 2, num_filters * 8) self.dec4 = decoder_block( 512 + num_filters * 8, num_filters * 8 * 2, num_filters * 8) self.dec3 = decoder_block( 256 + num_filters * 8, num_filters * 4 * 2, num_filters * 2) self.dec2 = decoder_block( 128 + num_filters * 2, num_filters * 2 * 2, num_filters) self.dec1 = conv_relu(64 + num_filters, num_filters) self.final = nn.Conv2d(num_filters, 1, kernel_size=1) def forward(self, x): conv1 = self.conv1(x) conv2 = self.conv2(self.pool(conv1)) conv3 = self.conv3(self.pool(conv2)) conv4 = self.conv4(self.pool(conv3)) conv5 = self.conv5(self.pool(conv4)) center = self.center(self.pool(conv5)) dec5 = self.dec5(torch.cat([center, conv5], 1)) dec4 = self.dec4(torch.cat([dec5, conv4], 1)) dec3 = self.dec3(torch.cat([dec4, conv3], 1)) dec2 = self.dec2(torch.cat([dec3, conv2], 1)) dec1 = self.dec1(torch.cat([dec2, conv1], 1)) x_out = self.final(dec1) return x_out def get_image(imageid, basepath='/wdata/dataset', rgbdir='train_rgb'): fn = f'{basepath}/{rgbdir}/Pan-Sharpen_{imageid}.tif' img = cv2.imread(fn, cv2.IMREAD_COLOR) img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) return img class AtlantaDataset(Dataset): def __init__(self, image_ids, aug=None, basepath='/wdata/dataset'): self.image_ids = image_ids self.aug = aug self.basepath = basepath def __len__(self): return len(self.image_ids) def __getitem__(self, idx): imageid = self.image_ids[idx] im = get_image(imageid, basepath=self.basepath, rgbdir='train_rgb') assert im is not None locid = '_'.join(imageid.split('_')[-2:]) mask = cv2.imread( f'{self.basepath}/masks/mask_{locid}.tif', cv2.IMREAD_GRAYSCALE) assert mask is not None augmented = self.aug(image=im, mask=mask) mask_ = (augmented['mask'] > 0).astype(np.uint8) mask_ = torch.from_numpy(np.expand_dims(mask_, 0)).float() label_ = torch.from_numpy(np.expand_dims(augmented['mask'], 0)).float() return ( img_to_tensor(augmented['image']), mask_, label_, imageid) class AtlantaTestDataset(Dataset): def __init__(self, image_ids, aug=None, basepath='/wdata/dataset'): self.image_ids = image_ids self.aug = aug self.basepath = basepath def __len__(self): return len(self.image_ids) def __getitem__(self, idx): imageid = self.image_ids[idx] im = get_image(imageid, basepath=self.basepath, rgbdir='test_rgb') assert im is not None augmented = self.aug(image=im) return img_to_tensor(augmented['image']), imageid @click.group() def cli(): pass @cli.command() @click.option('--inputs', '-i', default='/data/test', help='input directory') def check(inputs): systemcheck_train() # TODO: check training images @cli.command() @click.option('--inputs', '-i', default='/data/test', help='input directory') @click.option('--working_dir', '-w', default='/wdata', help="working directory") def preproctrain(inputs, working_dir): """ * Making 8bit rgb train images """ # preproc images Path(f'{working_dir}/dataset/train_rgb').mkdir(parents=True, exist_ok=True) catalog_paths = list(sorted(Path(inputs).glob('./Atlanta_nadir*'))) assert len(catalog_paths) > 0 print('Found {} catalog directories'.format(len(catalog_paths))) for catalog_dir in tqdm.tqdm(catalog_paths, total=len(catalog_paths)): src_imgs = list(sorted(catalog_dir.glob('./Pan-Sharpen/Pan-*.tif'))) for src in tqdm.tqdm(src_imgs, total=len(src_imgs)): dst = f'{working_dir}/dataset/train_rgb/{src.name}' if not Path(dst).exists(): pan_to_bgr(str(src), dst) # prerpoc masks (Path(working_dir) / Path('dataset/masks')).mkdir(parents=True, exist_ok=True) geojson_dir = Path(inputs) / Path('geojson/spacenet-buildings') mask_dir = Path(working_dir) / Path('dataset/masks') ref_catalog_name = list(Path(inputs).glob( './Atlanta_nadir*/Pan-Sharpen'))[0].parent.name for geojson_fn in geojson_dir.glob('./spacenet-buildings_*.geojson'): masks_from_geojson(mask_dir, inputs, ref_catalog_name, geojson_fn) def masks_from_geojson(mask_dir, inputs, ref_name, geojson_fn): chip_id = geojson_fn.name.lstrip('spacenet-buildings_').rstrip('.geojson') mask_fn = mask_dir / f'mask_{chip_id}.tif' if mask_fn.exists(): return ref_fn = str(Path(inputs) / Path( f'{ref_name}/Pan-Sharpen/Pan-Sharpen_{ref_name}_{chip_id}.tif')) cLT.createRasterFromGeoJson(str(geojson_fn), ref_fn, str(mask_fn)) def read_cv_splits(inputs): fn = '/root/working/cv.txt' if not Path(fn).exists(): train_imageids = list(sorted( Path(inputs).glob('./*/Pan-Sharpen/Pan-Sharpen_*.tif'))) # split 4 folds df_fold = pd.DataFrame({ 'filename': train_imageids, 'catid': [path.parent.parent.name for path in train_imageids], }) df_fold.loc[:, 'fold_id'] = np.random.randint(0, 4, len(df_fold)) df_fold.loc[:, 'ImageId'] = df_fold.filename.apply( lambda x: x.name[len('Pan-Sharpen_'):-4]) df_fold[[ 'ImageId', 'filename', 'catid', 'fold_id', ]].to_csv(fn, index=False) return pd.read_csv(fn) @cli.command() # noqa: C901 @click.option('--inputs', '-i', default='/data/test', help='input directory') @click.option('--working_dir', '-w', default='./working', help="working directory") @click.option('--fold_id', '-f', default=0, help='fold id') def train(inputs, working_dir, fold_id): start_epoch, step = 0, 0 # TopCoder num_workers, batch_size = 8, 4 * 8 gpus = [0, 1, 2, 3] # My machine # num_workers, batch_size = 8, 2 * 3 # gpus = [0, 1] patience, n_epochs = 8, 150 lr, min_lr, lr_update_rate = 1e-4, 5e-5, 0.5 training_timelimit = 60 * 60 * 24 * 2 # 2 days st_time = time.time() model = unet_vgg16(pretrained=True) model = nn.DataParallel(model, device_ids=gpus).cuda() train_transformer = Compose([ HorizontalFlip(p=0.5), RandomRotate90(p=0.5), RandomCrop(512, 512, p=1.0), Normalize(), ], p=1.0) val_transformer = Compose([ CenterCrop(512, 512, p=1.0), Normalize(), ], p=1.0) # train/val loadrs df_cvfolds = read_cv_splits(inputs) trn_loader, val_loader = make_train_val_loader( train_transformer, val_transformer, df_cvfolds, fold_id, batch_size, num_workers) # train criterion = binary_loss(jaccard_weight=0.25) optimizer = Adam(model.parameters(), lr=lr) report_epoch = 10 model_name = f'v12_f{fold_id}' fh = open_log(model_name) # vers for early stopping best_score = 0 not_improved_count = 0 for epoch in range(start_epoch, n_epochs): model.train() tl = trn_loader # alias trn_metrics = Metrics() try: tq = tqdm.tqdm(total=(len(tl) * trn_loader.batch_size)) tq.set_description(f'Ep{epoch:>3d}') for i, (inputs, targets, labels, names) in enumerate(trn_loader): inputs = inputs.cuda() targets = targets.cuda() outputs = model(inputs) loss = criterion(outputs, targets) optimizer.zero_grad() # Increment step counter batch_size = inputs.size(0) loss.backward() optimizer.step() step += 1 tq.update(batch_size) # Update eval metrics trn_metrics.loss.append(loss.item()) trn_metrics.bce.append(criterion._stash_bce_loss.item()) trn_metrics.jaccard.append(criterion._stash_jaccard.item()) if i > 0 and i % report_epoch == 0: report_metrics = Bunch( epoch=epoch, step=step, trn_loss=np.mean(trn_metrics.loss[-report_epoch:]), trn_bce=np.mean(trn_metrics.bce[-report_epoch:]), trn_jaccard=np.mean( trn_metrics.jaccard[-report_epoch:]), ) write_event(fh, **report_metrics) tq.set_postfix( loss=f'{report_metrics.trn_loss:.5f}', bce=f'{report_metrics.trn_bce:.5f}', jaccard=f'{report_metrics.trn_jaccard:.5f}') # End of epoch report_metrics = Bunch( epoch=epoch, step=step, trn_loss=np.mean(trn_metrics.loss[-report_epoch:]), trn_bce=np.mean(trn_metrics.bce[-report_epoch:]), trn_jaccard=np.mean(trn_metrics.jaccard[-report_epoch:]), ) write_event(fh, **report_metrics) tq.set_postfix( loss=f'{report_metrics.trn_loss:.5f}', bce=f'{report_metrics.trn_bce:.5f}', jaccard=f'{report_metrics.trn_jaccard:.5f}') tq.close() save(model, epoch, step, model_name) # Run validation val_metrics = validation(model, criterion, val_loader, epoch, step, fh) report_val_metrics = Bunch( epoch=epoch, step=step, val_loss=np.mean(val_metrics.loss[-report_epoch:]), val_bce=np.mean(val_metrics.bce[-report_epoch:]), val_jaccard=np.mean(val_metrics.jaccard[-report_epoch:]), ) write_event(fh, **report_val_metrics) if time.time() - st_time > training_timelimit: tq.close() break if best_score < report_val_metrics.val_jaccard: best_score = report_val_metrics.val_jaccard not_improved_count = 0 copy_best(model, epoch, model_name, step) else: not_improved_count += 1 if not_improved_count >= patience: # Update learning rate and optimizer lr *= lr_update_rate # Stop criterion if lr < min_lr: tq.close() break not_improved_count = 0 # Load best weight del model model = unet_vgg16(pretrained=False) path = f'/root/working/models/{model_name}/{model_name}_best' cp = torch.load(path) model = nn.DataParallel(model).cuda() epoch = cp['epoch'] model.load_state_dict(cp['model']) model = model.module model = nn.DataParallel(model, device_ids=gpus).cuda() # Init optimizer optimizer = Adam(model.parameters(), lr=lr) except KeyboardInterrupt: save(model, epoch, step, model_name) tq.close() fh.close() sys.exit(1) except Exception as e: raise e break fh.close() def validation(model, criterion, val_loader, epoch, step, fh): report_epoch = 10 val_metrics = Metrics() with torch.no_grad(): model.eval() vl = val_loader tq = tqdm.tqdm(total=(len(vl) * val_loader.batch_size)) tq.set_description(f'(val) Ep{epoch:>3d}') for i, (inputs, targets, labels, names) in enumerate(val_loader): inputs = inputs.cuda() targets = targets.cuda() outputs = model(inputs) loss = criterion(outputs, targets) tq.update(inputs.size(0)) val_metrics.loss.append(loss.item()) val_metrics.bce.append(criterion._stash_bce_loss.item()) val_metrics.jaccard.append(criterion._stash_jaccard.item()) if i > 0 and i % report_epoch == 0: report_metrics = Bunch( epoch=epoch, step=step, val_loss=np.mean(val_metrics.loss[-report_epoch:]), val_bce=np.mean(val_metrics.bce[-report_epoch:]), val_jaccard=np.mean( val_metrics.jaccard[-report_epoch:]), ) tq.set_postfix( loss=f'{report_metrics.val_loss:.5f}', bce=f'{report_metrics.val_bce:.5f}', jaccard=f'{report_metrics.val_jaccard:.5f}') # End of epoch report_metrics = Bunch( epoch=epoch, step=step, val_loss=np.mean(val_metrics.loss[-report_epoch:]), val_bce=np.mean(val_metrics.bce[-report_epoch:]), val_jaccard=np.mean(val_metrics.jaccard[-report_epoch:]), ) tq.set_postfix( loss=f'{report_metrics.val_loss:.5f}', bce=f'{report_metrics.val_bce:.5f}', jaccard=f'{report_metrics.val_jaccard:.5f}') tq.close() return val_metrics @attr.s class Metrics(object): loss = attr.ib(default=[]) bce = attr.ib(default=[]) jaccard = attr.ib(default=[]) class binary_loss(object): def __init__(self, jaccard_weight=0): self.nll_loss = nn.BCEWithLogitsLoss() self.jaccard_weight = jaccard_weight self._stash_bce_loss = 0 self._stash_jaccard = 0 def __call__(self, outputs, targets): eps = 1e-15 self._stash_bce_loss = self.nll_loss(outputs, targets) loss = (1 - self.jaccard_weight) * self._stash_bce_loss jaccard_target = (targets == 1).float() jaccard_output = torch.sigmoid(outputs) intersection = (jaccard_output * jaccard_target).sum() union = jaccard_output.sum() + jaccard_target.sum() jaccard_score = ( (intersection + eps) / (union - intersection + eps)) self._stash_jaccard = jaccard_score loss += self.jaccard_weight * (1. - jaccard_score) return loss def save(model, epoch, step, model_name): path = f'/wdata/models/{model_name}/{model_name}_ep{epoch}_{step}' Path(path).parent.mkdir(parents=True, exist_ok=True) torch.save({ 'model': model.state_dict(), 'epoch': epoch, 'step': step, }, path) def copy_best(model, epoch, model_name, step): path = f'/wdata/models/{model_name}/{model_name}_ep{epoch}_{step}' best_path = f'/root/working/models/{model_name}/{model_name}_best' shutil.copy(path, best_path) def write_event(log, **data): data['dt'] = datetime.datetime.now().isoformat() log.write(json.dumps(data, sort_keys=True)) log.write('\n') log.flush() def open_log(model_name): time_str = datetime.datetime.now().strftime('%Y%m%d.%H%M%S') path = f'/wdata/models/{model_name}/{model_name}.{time_str}.log' Path(path).parent.mkdir(parents=True, exist_ok=True) fh = open(path, 'at', encoding='utf8') return fh def make_train_val_loader(train_transformer, val_transformer, df_cvfolds, fold_id, batch_size, num_workers): trn_dataset = AtlantaDataset( df_cvfolds[df_cvfolds.fold_id != fold_id].ImageId.tolist(), aug=train_transformer) trn_loader = DataLoader( trn_dataset, sampler=RandomSampler(trn_dataset), batch_size=batch_size, drop_last=True, num_workers=num_workers, pin_memory=torch.cuda.is_available()) val_dataset = AtlantaDataset( df_cvfolds[df_cvfolds.fold_id == fold_id].ImageId.tolist(), aug=val_transformer) val_loader = DataLoader( val_dataset, sampler=SequentialSampler(val_dataset), batch_size=batch_size, drop_last=False, num_workers=num_workers, pin_memory=torch.cuda.is_available()) return trn_loader, val_loader @cli.command() @click.option('--inputs', '-i', default='/data/test', help='input directory') @click.option('--working_dir', '-w', default='/wdata', help="working directory") @click.option('--output', '-o', default='out.txt', help="output filename") def inference(inputs, working_dir, output): print('Collect filenames...') test_collection = [] catalog_paths = list(sorted(Path(inputs).glob('./Atlanta_nadir*'))) assert len(catalog_paths) > 0 print(f'Found {len(catalog_paths)} catalog directories') for catalog_dir in catalog_paths: src_imgs = list(sorted(catalog_dir.glob('./Pan-Sharpen/Pan-*.tif'))) for src in src_imgs: test_collection.append(src.name) print(f'Found {len(test_collection)} test images.') assert len(test_collection) > 0 print(f'Check preprocessed 8bit rgb images') for src_img in test_collection: assert ( Path(working_dir) / Path(f'dataset/test_rgb/{src_img}')).exists() model_names = [ 'v12_f0_best', 'v12_f1_best', 'v12_f2_best', ] for model_name in model_names: inference_by_model(model_name, test_collection) # merge prediction masks and write submission file output_fn = str(Path(working_dir) / output) make_sub(model_names, test_collection, output_fn) def make_sub(model_names, test_collection, output_fn): # noqa: C901 chip_summary_list = [] with tempfile.TemporaryDirectory() as tempdir: tq = tqdm.tqdm(total=(len(test_collection))) tq.set_description(f'(avgfolds)') for name in test_collection: tq.update(1) y_pred_avg = np.zeros((900, 900), dtype=np.float32) imageid = name.lstrip('Pan-Sharpen_').rstrip('.tif') for model_name in model_names: # Prediction mask prefix = '_'.join(model_name.split('_')[:2]) pred_mask_dir = f'/wdata/models/{prefix}/test_{model_name}/' y_pred = np.array(ss.load_npz( str(Path(pred_mask_dir) / Path(f'{imageid}.npz')) ).todense() / 255.0) y_pred_avg += y_pred y_pred_avg /= len(model_names) # Remove small objects y_pred = (y_pred_avg > 0.5) y_pred_label = skimage.measure.label(y_pred) nadir_angle = int(imageid.split('_')[1].lstrip('nadir')) min_area_thresh = 200 if nadir_angle <= 25: min_area_thresh = 150 if nadir_angle <= 40 and nadir_angle > 25: min_area_thresh = 200 if nadir_angle > 40: min_area_thresh = 250 for lbl_idx in np.unique(y_pred_label): if (y_pred_label == lbl_idx).sum() < min_area_thresh: y_pred_label[y_pred_label == lbl_idx] = 0 # to_summary simplification_threshold = 0 preds_test = (y_pred_label > 0).astype('uint8') pred_geojson_path = str(Path(tempdir) / Path(f'{name}.json')) catid = '_'.join(imageid.split('_')[:-2]) geotiff_path = f'/data/test/{catid}/Pan-Sharpen/' im_fname = f'Pan-Sharpen_{imageid}.tif' try: raw_test_im = rasterio.open( os.path.join(geotiff_path, im_fname)) shapes = cLT.polygonize( preds_test, raw_test_im.profile['transform']) geom_list = [] raster_val_list = [] for s in shapes: geom_list.append(shape(s[0]).simplify( tolerance=simplification_threshold, preserve_topology=False)) raster_val_list.append(s[1]) feature_gdf = gpd.GeoDataFrame({ 'geometry': geom_list, 'rasterVal': raster_val_list}) feature_gdf.crs = raw_test_im.profile['crs'] feature_gdf['conf'] = 1 gT.exporttogeojson(pred_geojson_path, feature_gdf) except ValueError: # print(f'Warning: Empty prediction array for {name}') pass chip_summary = { 'chipName': im_fname, 'geoVectorName': pred_geojson_path, 'imageId': imageid, 'geotiffPath': geotiff_path, } chip_summary_list.append(chip_summary) tq.close() __createCSVSummaryFile(chip_summary_list, output_fn, pixPrecision=2) def __createCSVSummaryFile(chipSummaryList, outputFileName, pixPrecision=2): with open(outputFileName, 'w') as csvfile: writerTotal = csv.writer(csvfile, delimiter=',', lineterminator='\n') writerTotal.writerow([ 'ImageId', 'BuildingId', 'PolygonWKT_Pix', 'Confidence']) # TODO: Add description=createCSVSummaryFile for chipSummary in tqdm.tqdm(chipSummaryList, total=len(chipSummaryList), desc='createCSVSummaryFile'): chipName = chipSummary['chipName'] geoVectorName = chipSummary['geoVectorName'] rasterChipDirectory = chipSummary['geotiffPath'] imageId = chipSummary['imageId'] buildingList = gT.geoJsonToPixDF( geoVectorName, rasterName=os.path.join(rasterChipDirectory, chipName), affineObject=[], gdal_geomTransform=[], pixPrecision=pixPrecision) buildingList = gT.explodeGeoPandasFrame(buildingList) if len(buildingList) > 0: for idx, building in buildingList.iterrows(): tmpGeom = dumps(building.geometry, rounding_precision=pixPrecision) writerTotal.writerow([imageId, idx, tmpGeom, 1]) else: imageId = chipSummary['imageId'] writerTotal.writerow([imageId, -1, 'POLYGON EMPTY', 1]) def inference_by_model(model_name, filenames, batch_size=2, num_workers=0, fullsize_mode=False): # TODO: Optimize parameters for p2.xlarge print(f'Inrefernce by {model_name}') prefix = '_'.join(model_name.split('_')[:2]) model_checkpoint_file = f'/root/working/models/{prefix}/{model_name}' pred_mask_dir = f'/wdata/models/{prefix}/test_{model_name}/' Path(pred_mask_dir).mkdir(parents=True, exist_ok=True) model = unet_vgg16(pretrained=False) cp = torch.load(model_checkpoint_file) if 'module.final.weight' in cp['model']: model = nn.DataParallel(model).cuda() epoch = cp['epoch'] model.load_state_dict(cp['model']) model = model.module model = model.cuda() else: epoch = cp['epoch'] model.load_state_dict(cp['model']) model = model.cuda() image_ids = [ Path(path).name.lstrip('Pan-Sharpen_').rstrip('.tif') for path in Path('/wdata/dataset/test_rgb/').glob( 'Pan-Sharpen*.tif')] tst_transformer = Compose([ Normalize(), ], p=1.0) tst_dataset = AtlantaTestDataset(image_ids, aug=tst_transformer) tst_loader = DataLoader( tst_dataset, sampler=SequentialSampler(tst_dataset), batch_size=batch_size, drop_last=False, num_workers=num_workers, pin_memory=torch.cuda.is_available()) with torch.no_grad(): tq = tqdm.tqdm(total=(len(tst_loader) * tst_loader.batch_size)) tq.set_description(f'(test) Ep{epoch:>3d}') for X, names in tst_loader: tq.update(X.size(0)) # TODO if fullsize_mode: pass else: pass for j, name in enumerate(names): # Image level inference # 900 -> 512 crop X_ = torch.stack([ X[j, :, :512, :512], X[j, :, -512:, :512], X[j, :, :512, -512:], X[j, :, -512:, -512:], ]) y_pred = np.zeros((900, 900), dtype=np.float32) y_pred_weight = np.zeros((900, 900), dtype=np.uint8) inputs = X_.cuda() outputs = model(inputs) y_pred_sigmoid = np.clip(torch.sigmoid( torch.squeeze(outputs) ).detach().cpu().numpy(), 0.0, 1.0) y_pred[:512, :512] += y_pred_sigmoid[0] y_pred_weight[:512, :512] += 1 y_pred[-512:, :512] += y_pred_sigmoid[1] y_pred_weight[-512:, :512] += 1 y_pred[:512, -512:] += y_pred_sigmoid[2] y_pred_weight[:512, -512:] += 1 y_pred[-512:, -512:] += y_pred_sigmoid[3] y_pred_weight[-512:, -512:] += 1 y_pred = y_pred / y_pred_weight # Save quanlized values y_pred_mat = ss.csr_matrix( np.round(y_pred * 255).astype(np.uint8)) ss.save_npz( str(Path(pred_mask_dir) / Path(f'{name}.npz')), y_pred_mat) tq.close() @cli.command() @click.option('--inputs', '-i', default='/data/test', help='input directory') @click.option('--working_dir', '-w', default='/wdata', help="working directory") def preproctest(inputs, working_dir): """ * Making 8bit rgb test images """ (Path(working_dir) / Path('dataset/test_rgb')).mkdir(parents=True, exist_ok=True) # rgb images catalog_paths = list(sorted(Path(inputs).glob('./Atlanta_nadir*'))) assert len(catalog_paths) > 0 print('Found {} catalog directories'.format(len(catalog_paths))) for catalog_dir in tqdm.tqdm(catalog_paths, total=len(catalog_paths)): src_imgs = list(sorted(catalog_dir.glob('./Pan-Sharpen/Pan-*.tif'))) for src in tqdm.tqdm(src_imgs, total=len(src_imgs)): dst = f'{working_dir}/dataset/test_rgb/{src.name}' if not Path(dst).exists(): pan_to_bgr(str(src), dst) # TODO: Add assertion check with md5sum # 3126a99e11d8b014630638f63f892c2c # working/dataset/test/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_733151_3735939.tif def pan_to_bgr(src, dst, thresh=3000): with rasterio.open(src, 'r') as reader: img = np.empty((reader.height, reader.width, reader.count)) for band in range(reader.count): img[:, :, band] = reader.read(band+1) img = np.clip(img[:, :, :3], None, thresh) img = np.floor_divide(img, thresh/255).astype('uint8') cv2.imwrite(dst, img) @cli.command() @click.option('--inputs', '-i', default='./test', help="input directory") @click.option('--working_dir', '-w', default='/wdata', help="working directory") def filecheck(inputs, working_dir): # check test images generated by sp4 baseline code filecheck_inference_models(working_dir) systemcheck_inference() # filecheck_inference_images(working_dir) # check train images generated by sp4 baseline code # check train masks generated by sp4 baseline code # print("Something is wrong. Contact with the author.") def filecheck_inference_models(working_dir): checklist = [ '/root/working/models/v12_f0/v12_f0_best', '/root/working/models/v12_f1/v12_f1_best', '/root/working/models/v12_f2/v12_f2_best', ] is_ok = True for path in checklist: is_ok &= __filecheck(Path(path)) is_warn = True cp = torch.load('/root/working/models/v12_f0/v12_f0_best') is_warn &= helper_assertion_check("Check v12_f0_best.step == 80206", cp['step'] == 80206) cp = torch.load('/root/working/models/v12_f1/v12_f1_best') is_warn &= helper_assertion_check("Check v12_f1_best.step == 92874", cp['step'] == 92874) cp = torch.load('/root/working/models/v12_f2/v12_f2_best') is_warn &= helper_assertion_check("Check v12_f2_best.step == 95034", cp['step'] == 95034) def filecheck_inference_images(working_dir): # inputs: dataset directory checklist = [ "dataset/test_rgb/", ] is_ok = True for path_fmt in checklist: path = Path(working_dir) / Path(path_fmt) is_ok &= __filecheck(path) def __filecheck(path, max_length=80): print(path, end='') if len(str(path)) > max_length - 6: print('\t', end='') else: space_size = max_length - 6 - len(str(path)) print(space_size * ' ', end='') if path.exists(): print('[ \x1b[6;32;40m' + 'OK' + '\x1b[0m ]') return True else: print('[ \x1b[6;31;40m' + 'NG' + '\x1b[0m ]') return False def systemcheck_inference(): assert helper_assertion_check("Check CUDA device is available", torch.cuda.is_available()) def systemcheck_train(): assert helper_assertion_check("Check CUDA device is available", torch.cuda.is_available()) assert helper_assertion_check("Check CUDA device count == 4", torch.cuda.device_count() == 4) def helper_assertion_check(msg, res, max_length=80): print(msg, end='') if len(msg) > max_length - 6: print('\t', end='') else: space_size = max_length - 6 - len(msg) print(space_size * ' ', end='') if res: print('[ \x1b[6;32;40m' + 'OK' + '\x1b[0m ]') return True else: print('[ \x1b[6;31;40m' + 'NG' + '\x1b[0m ]') return False if __name__ == "__main__": cli() ================================================ FILE: XD_XD/test.sh ================================================ #!/bin/bash # Usage: test.sh # i.e.) # $ bash test.sh out.txt # # --------------------- source activate sp4 &&\ CUDA_VISIBLE_DEVICES=0 python main.py filecheck \ -i /data/test \ -w /wdata \ &&\ python main.py preproctest \ -i /data/test \ -w /wdata \ &&\ CUDA_VISIBLE_DEVICES=0 python -W ignore main.py inference \ -i /data/test \ -w /wdata \ -o $@ ================================================ FILE: XD_XD/train.sh ================================================ #!/bin/bash # Usage: train.sh source activate sp4 &&\ python main.py check \ -i /data/training \ &&\ python main.py preproctrain \ -i /data/training \ -w /wdata \ &&\ python -W ignore main.py train \ -f 0 \ -i /data/training \ -w /wdata \ &&\ python -W ignore main.py train \ -f 1 \ -i /data/training \ -w /wdata \ &&\ python -W ignore main.py train \ -f 2 \ -i /data/training \ -w /wdata ================================================ FILE: XD_XD/working/cv.txt ================================================ ImageId,filename,catid,fold_id Atlanta_nadir10_catid_1030010003993E00_732701_3720639,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3720639.tif,Atlanta_nadir10_catid_1030010003993E00,0 Atlanta_nadir10_catid_1030010003993E00_732701_3721539,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3721539.tif,Atlanta_nadir10_catid_1030010003993E00,1 Atlanta_nadir10_catid_1030010003993E00_732701_3722439,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3722439.tif,Atlanta_nadir10_catid_1030010003993E00,3 Atlanta_nadir10_catid_1030010003993E00_732701_3725139,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3725139.tif,Atlanta_nadir10_catid_1030010003993E00,0 Atlanta_nadir10_catid_1030010003993E00_732701_3725589,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3725589.tif,Atlanta_nadir10_catid_1030010003993E00,2 Atlanta_nadir10_catid_1030010003993E00_732701_3726039,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir10_catid_1030010003993E00/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir10_catid_1030010003993E00_732701_3726039.tif,Atlanta_nadir10_catid_1030010003993E00,2 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Atlanta_nadir8_catid_10300100023BC100_748001_3741339,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748001_3741339.tif,Atlanta_nadir8_catid_10300100023BC100,0 Atlanta_nadir8_catid_10300100023BC100_748001_3743139,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748001_3743139.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748001_3743589,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748001_3743589.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3720189,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3720189.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748451_3721539,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3721539.tif,Atlanta_nadir8_catid_10300100023BC100,0 Atlanta_nadir8_catid_10300100023BC100_748451_3721989,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3721989.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3722439,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3722439.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748451_3722889,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3722889.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3723339,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3723339.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748451_3726489,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3726489.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3726939,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3726939.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3727389,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3727389.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748451_3730089,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3730089.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3730539,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3730539.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3730989,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3730989.tif,Atlanta_nadir8_catid_10300100023BC100,3 Atlanta_nadir8_catid_10300100023BC100_748451_3731439,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3731439.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3732789,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3732789.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3733239,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3733239.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3733689,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3733689.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3735939,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3735939.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3738189,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3738189.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3738639,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3738639.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3740439,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3740439.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3741789,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3741789.tif,Atlanta_nadir8_catid_10300100023BC100,2 Atlanta_nadir8_catid_10300100023BC100_748451_3742239,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3742239.tif,Atlanta_nadir8_catid_10300100023BC100,1 Atlanta_nadir8_catid_10300100023BC100_748451_3742689,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3742689.tif,Atlanta_nadir8_catid_10300100023BC100,0 Atlanta_nadir8_catid_10300100023BC100_748451_3743589,data/SpaceNet_Off-Nadir_Dataset/SpaceNet-Off-Nadir_Train/Atlanta_nadir8_catid_10300100023BC100/Pan-Sharpen/Pan-Sharpen_Atlanta_nadir8_catid_10300100023BC100_748451_3743589.tif,Atlanta_nadir8_catid_10300100023BC100,3 ================================================ FILE: cannab/Dockerfile ================================================ FROM nvidia/cuda:10.0-cudnn7-runtime-ubuntu16.04 # Use a fixed apt-get repo to stop intermittent failures due to flaky httpredir connections, # as described by Lionel Chan at http://stackoverflow.com/a/37426929/5881346 RUN sed -i "s/httpredir.debian.org/debian.uchicago.edu/" /etc/apt/sources.list && \ apt-get update && apt-get install -y build-essential RUN apt-get update --fix-missing && apt-get install -y wget bzip2 ca-certificates \ libglib2.0-0 libxext6 libsm6 libxrender1 \ git mercurial subversion zip unzip # install Anaconda3 ENV LANG=C.UTF-8 LC_ALL=C.UTF-8 RUN echo 'export PATH=/opt/conda/bin:$PATH' > /etc/profile.d/conda.sh && \ wget --quiet https://repo.continuum.io/archive/Anaconda3-2018.12-Linux-x86_64.sh -O ~/anaconda.sh && \ /bin/bash ~/anaconda.sh -b -p /opt/conda && \ rm ~/anaconda.sh RUN apt-get install -y curl grep sed dpkg && \ TINI_VERSION=`curl https://github.com/krallin/tini/releases/latest | grep -o "/v.*\"" | sed 's:^..\(.*\).$:\1:'` && \ curl -L "https://github.com/krallin/tini/releases/download/v${TINI_VERSION}/tini_${TINI_VERSION}.deb" > tini.deb && \ dpkg -i tini.deb && \ rm tini.deb && \ apt-get clean ENV PATH /opt/conda/bin:$PATH RUN apt-get update && apt-get install -y libglu1 RUN conda install opencv RUN conda install tqdm RUN conda install shapely RUN pip install imgaug RUN pip install lightgbm RUN conda update --all RUN conda install pytorch torchvision cuda100 -c pytorch WORKDIR /work # copy entire directory where docker file is into docker container at /work COPY . /work/ RUN chmod 777 train.sh RUN chmod 777 test.sh RUN chmod 777 download_models.sh ENTRYPOINT [ "/usr/bin/tini", "--" ] CMD [ "/work/download_models.sh" ] ================================================ FILE: cannab/Instructions.txt ================================================ test.sh: takes less 20 hours on p2.xlarge (not sure how much exactly) train.sh: takes ~6days with 4 titan xp (designed to use exactly such system with 4 gpu). On every start docker will download ~8gb zip file with models weights and extract to /wdata. If models already downloaded or you want to check train, you could add /bin/bash to the end of nvidia-docker run command It's necessary that "sudo nvidia-persistenced" command executed before docker run on p2.xlarge instance - without it I've faced with a problem to use GPU inside docker. It's necessary to add '--ipc=host' option to run docker to test train.sh. Otherwise multithreaded pytorch's dataloader will crash. Example: nvidia-docker run -v /spacenet_data_path:/data:ro -v /wdata_path:/wdata --ipc=host -it cannab (/bin/bash - if don't need to download models again) ================================================ FILE: cannab/README.md ================================================ # SpaceNet Building Detector - Solution Description (cannab) ## Overview Congrats on winning this marathon match. As part of your final submission and in order to receive payment for this marathon match, please complete the following document. ## Introduction Tell us a bit about yourself, and why you have decided to participate in the contest. - Name: - Handle: cannab - Placement you achieved in the MM: 1st - About you: I’m independent Software Developer/Data Scientist interested in hard algorithmic challenges and machine learning - Why you participated in the MM: I liked previous SpaceNet challenge a lot ## Solution Development How did you solve the problem? What approaches did you try and what choices did you make, and why? Also, what alternative approaches did you consider? - I’ve participated in similar competitions for one-class instance segmentation (1st place in Data Science Bowl 2018, 2nd place in Airbus Ship Detection Challenge and 3rd place in Urban 3D Challenge). I’ve solved them with the same evolved method using semantic segmentation. So, for this problem I’ve used the same approach with best tricks worked before. - The main part is Neural Networks (NN) for segmentation with encoder-decoder architecture similar to UNet ( https://arxiv.org/pdf/1505.04597.pdf ). Used different pretrained encoder for ensembling (Transfer Learning). - Next part is post-processing with watershed algorithm and LightGBM models to predict True Positives and False Positives. - Tried heavy image augmentations (usually works for satellite imaging data). But realised that satellite made images from certain positions and rotations and flips just make score worse. - Used additional inputs and auxiliary outputs for NN trainings: nadir (output after encoder and input to decoder), catalog id one-hot encoded, x and y coordinates of tile, occluded buildings as auxiliary output (also segmentation). - It was critical to separate folds (train/validation) by tiles to avoid leakage. - Ensemble of 4 models and 8 folds used to achieve best score in competition. But even one fold of single model without LightGBM gives very good performance (660+ on provisional leaderboard and enough for top5 in final for sure). ## Final Approach Please provide a bulleted description of your final approach. What ideas/decisions/features have been found to be the most important for your solution performance: - Finally, I’ve used 4 Neural Network architectures for ensemble with same UNet-like decoder and different pretrained encoders: - Pretrained SE-ResNeXt50 encoder, trained on 8 folds. - Pretrained DPN92 encoder, trained on 8 folds. - Pretrained SE-Net154 encoder, trained on 8 folds. - Pretrained SE-ResNeXt101 encoder, trained on 4 folds. - Neural Network inputs: - Main input is an image with 9 channels: 4 channels from Pan-Sharpen image + 4 other channels from MUL images + 1 PAN channel. - Additional inputs fused with decoder layers: nadir, catalog id one-hot encoded, tile x and y coordinates. - Outputs: - Main targets for segmentation (masks): building bodies, building borders (for better shapes learning and separation), separation area (pixels between neighbor buildings): ![sample mask](Figure1.png) - Additional (auxiliary) outputs with low weight in loss function: nadir (after encoder, to help NN better recognize angles itself); Occluded buildings (building bodies only for occluded images, as additional 4th channel to main mask). - Loss function used for training NN is combination of Dice and Folca losses: (Dice + 10 * Focal) - Predicted Buildings mask separated to instances using predicted borders and separation lines, then watershed algorithms used to extend seeds to original size: Seeds = Building_Body * (1 - Separation_Line) * (1 - 0.1 * Building_Border) - Then for each candidate extracted following features to train LightGBM models: - Area - Is Contour Convex or Not, Convex area - Min Area Rectangle’s features: min side, max side, side’s ratio - Solidity, eccentricity, extent - Perimeter - Major and minor axis length - Mean and std for RGB values, prediction values, nDSM - Neighbor candidates count in distance of 100, 200, 300, 400 meters - Median area of neighbors and it’s ratio to candidate area - LightGBM model used to separate True Positives and False Positives, then threshold selected to get best competitions metric score. ## Open Source Resources, Frameworks and Libraries Please specify the name of the open source resource along with a URL to where it’s housed and it’s license type: - Anaconda as base Python 3 environment, www.anaconda.com - Pytorch, https://pytorch.org - Pretrained models, https://github.com/Cadene/pretrained-models.pytorch - OpenCV, https://opencv.org BSD License - LightGBM, https://github.com/Microsoft/LightGBM The MIT License - Shapely, https://github.com/Toblerity/Shapely ## Potential Algorithm Improvements Please specify any potential improvements that can be made to the algorithm: - More different NN architectures, new decoders like FPN etc. - Mask-RCNN for ensemble ## Algorithm Limitations Please specify any potential limitations with the algorithm: Models rely on catalog id and nadir angle, this gave some score improvement. So for new data from another satellite positions need to retrain with subset of new data. ## Deployment Guide Please provide the exact steps required to build and deploy the code: Dockerized version prepared as requested. For clean installation python 3 required with libraries (all in anaconda3 default installation): numpy, sklearn + install OpenCV, Pytorch, LightGBM, Shapely ================================================ FILE: cannab/adamw.py ================================================ # Based on https://github.com/pytorch/pytorch/pull/3740 import torch import math class AdamW(torch.optim.Optimizer): """Implements AdamW algorithm. It has been proposed in `Fixing Weight Decay Regularization in Adam`_. Arguments: params (iterable): iterable of parameters to optimize or dicts defining parameter groups lr (float, optional): learning rate (default: 1e-3) betas (Tuple[float, float], optional): coefficients used for computing running averages of gradient and its square (default: (0.9, 0.999)) eps (float, optional): term added to the denominator to improve numerical stability (default: 1e-8) weight_decay (float, optional): weight decay (L2 penalty) (default: 0) .. Fixing Weight Decay Regularization in Adam: https://arxiv.org/abs/1711.05101 """ def __init__(self, params, lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=0): defaults = dict(lr=lr, betas=betas, eps=eps, weight_decay=weight_decay) super(AdamW, self).__init__(params, defaults) def step(self, closure=None): """Performs a single optimization step. Arguments: closure (callable, optional): A closure that reevaluates the model and returns the loss. """ loss = None if closure is not None: loss = closure() for group in self.param_groups: for p in group['params']: if p.grad is None: continue grad = p.grad.data if grad.is_sparse: raise RuntimeError('AdamW does not support sparse gradients, please consider SparseAdam instead') state = self.state[p] # State initialization if len(state) == 0: state['step'] = 0 # Exponential moving average of gradient values state['exp_avg'] = torch.zeros_like(p.data) # Exponential moving average of squared gradient values state['exp_avg_sq'] = torch.zeros_like(p.data) exp_avg, exp_avg_sq = state['exp_avg'], state['exp_avg_sq'] beta1, beta2 = group['betas'] state['step'] += 1 # according to the paper, this penalty should come after the bias correction # if group['weight_decay'] != 0: # grad = grad.add(group['weight_decay'], p.data) # Decay the first and second moment running average coefficient exp_avg.mul_(beta1).add_(1 - beta1, grad) exp_avg_sq.mul_(beta2).addcmul_(1 - beta2, grad, grad) denom = exp_avg_sq.sqrt().add_(group['eps']) bias_correction1 = 1 - beta1 ** state['step'] bias_correction2 = 1 - beta2 ** state['step'] step_size = group['lr'] * math.sqrt(bias_correction2) / bias_correction1 # w = w - wd * lr * w if group['weight_decay'] != 0: p.data.add_(-group['weight_decay'] * group['lr'], p.data) # w = w - lr * w.grad p.data.addcdiv_(-step_size, exp_avg, denom) # w = w - wd * lr * w - lr * w.grad # See http://www.fast.ai/2018/07/02/adam-weight-decay/ return loss ================================================ FILE: cannab/convert_test.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" import numpy as np np.random.seed(1) import random random.seed(1) import pandas as pd import cv2 import timeit import gc from os import path, makedirs, listdir import sys sys.setrecursionlimit(10000) from tqdm import tqdm from multiprocessing import Pool from skimage.morphology import square, dilation, watershed, erosion from skimage import measure, io from shapely.wkt import loads test_png = '/wdata/test_png' test_png2 = '/wdata/test_png_5_3_0' test_png3 = '/wdata/test_png_pan_6_7' test_dir = '/data/test' if len(sys.argv) > 0: test_dir = sys.argv[1] threshold = 3000 def process_image(img_id): if 'Pan-Sharpen_' in img_id: img_id = img_id.split('Pan-Sharpen_')[1] img = io.imread(path.join(test_dir, '_'.join(img_id.split('_')[:4]), 'Pan-Sharpen', 'Pan-Sharpen_' + img_id+'.tif')) nir = img[:, :, 3:] img = img[:, :, :3] np.clip(img, None, threshold, out=img) img = np.floor_divide(img, threshold / 255).astype('uint8') cv2.imwrite(path.join(test_png, img_id + '.png'), img, [cv2.IMWRITE_PNG_COMPRESSION, 9]) img2 = io.imread(path.join(test_dir, '_'.join(img_id.split('_')[:4]), 'MS', 'MS_' + img_id+'.tif')) img2 = np.rollaxis(img2, 0, 3) img2 = cv2.resize(img2, (900, 900), interpolation=cv2.INTER_LANCZOS4) img_0_3_5 = (np.clip(img2[..., [0, 3, 5]], None, (2000, 3000, 3000)) / (np.array([2000, 3000, 3000]) / 255)).astype('uint8') cv2.imwrite(path.join(test_png2, img_id + '.png'), img_0_3_5, [cv2.IMWRITE_PNG_COMPRESSION, 9]) pan = io.imread(path.join(test_dir, '_'.join(img_id.split('_')[:4]), 'PAN', 'PAN_' + img_id+'.tif')) pan = pan[..., np.newaxis] img_pan_6_7 = np.concatenate([pan, img2[..., 7:], nir], axis=2) img_pan_6_7 = (np.clip(img_pan_6_7, None, (3000, 5000, 5000)) / (np.array([3000, 5000, 5000]) / 255)).astype('uint8') cv2.imwrite(path.join(test_png3, img_id + '.png'), img_pan_6_7, [cv2.IMWRITE_PNG_COMPRESSION, 9]) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(test_png, exist_ok=True) makedirs(test_png2, exist_ok=True) makedirs(test_png3, exist_ok=True) all_ids0 = [] for d in listdir(test_dir): for f in listdir(path.join(test_dir, d, 'Pan-Sharpen')): if '.tif' in f: all_ids0.append(f.split('.tif')[0]) with Pool() as pool: _ = pool.map(process_image, all_ids0) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/create_masks.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" import numpy as np np.random.seed(1) import random random.seed(1) import pandas as pd import cv2 import timeit from os import path, makedirs, listdir import sys sys.setrecursionlimit(10000) from multiprocessing import Pool from skimage.morphology import square, dilation, watershed, erosion from skimage import io from shapely.wkt import loads labels_dir = '/wdata/labels' masks_dir = '/wdata/masks' occluded_masks_dir = '/wdata/masks_occluded' train_png = '/wdata/train_png' train_png2 = '/wdata/train_png_5_3_0' train_png3 = '/wdata/train_png_pan_6_7' train_dir = '/data/training' if len(sys.argv) > 0: train_dir = sys.argv[1] threshold = 3000 def mask_for_polygon(poly, im_size): img_mask = np.zeros(im_size, np.uint8) int_coords = lambda x: np.array(x).round().astype(np.int32) exteriors = [int_coords(poly.exterior.coords)] interiors = [int_coords(pi.coords) for pi in poly.interiors] cv2.fillPoly(img_mask, exteriors, 1) cv2.fillPoly(img_mask, interiors, 0) return img_mask dfs = {} for f in listdir(path.join(train_dir, 'summaryData')): if '.csv' in f: df = pd.read_csv(path.join(train_dir, 'summaryData', f)) dfs[f.split('_')[3]] = df def process_image(img_id): img_id0 = img_id if 'Pan-Sharpen_' in img_id: img_id = img_id.split('Pan-Sharpen_')[1] img = io.imread(path.join(train_dir, '_'.join(img_id.split('_')[:4]), 'Pan-Sharpen', 'Pan-Sharpen_' + img_id+'.tif')) nir = img[:, :, 3:].copy() img = img[:, :, :3] np.clip(img, None, threshold, out=img) img = np.floor_divide(img, threshold / 255).astype('uint8') cv2.imwrite(path.join(train_png, img_id + '.png'), img, [cv2.IMWRITE_PNG_COMPRESSION, 9]) img2 = io.imread(path.join(train_dir, '_'.join(img_id.split('_')[:4]), 'MS', 'MS_' + img_id+'.tif')) img2 = np.rollaxis(img2, 0, 3) img2 = cv2.resize(img2, (900, 900), interpolation=cv2.INTER_LANCZOS4) img_0_3_5 = (np.clip(img2[..., [0, 3, 5]], None, (2000, 3000, 3000)) / (np.array([2000, 3000, 3000]) / 255)).astype('uint8') cv2.imwrite(path.join(train_png2, img_id + '.png'), img_0_3_5, [cv2.IMWRITE_PNG_COMPRESSION, 9]) pan = io.imread(path.join(train_dir, '_'.join(img_id.split('_')[:4]), 'PAN', 'PAN_' + img_id+'.tif')) pan = pan[..., np.newaxis] img_pan_6_7 = np.concatenate([pan, img2[..., 7:], nir], axis=2) img_pan_6_7 = (np.clip(img_pan_6_7, None, (3000, 5000, 5000)) / (np.array([3000, 5000, 5000]) / 255)).astype('uint8') cv2.imwrite(path.join(train_png3, img_id + '.png'), img_pan_6_7, [cv2.IMWRITE_PNG_COMPRESSION, 9]) df = dfs[img_id.split('_')[3]] vals = df[(df['ImageId'] == img_id0)][['BuildingId', 'PolygonWKT_Pix', 'Occluded']].values labels = np.zeros((900, 900), dtype='uint16') occluded_mask = np.zeros((900, 900), dtype='uint8') cur_lbl = 0 for i in range(vals.shape[0]): if vals[i, 0] >= 0: cur_lbl += 1 msk = mask_for_polygon(loads(vals[i, 1]), (900, 900)) labels[msk > 0] = cur_lbl if vals[i, 2] == 1: occluded_mask[msk > 0] = 255 cv2.imwrite(path.join(labels_dir, img_id + '.tif'), labels) cv2.imwrite(path.join(occluded_masks_dir, img_id + '.png'), occluded_mask, [cv2.IMWRITE_PNG_COMPRESSION, 9]) msk = np.zeros((900, 900), dtype='uint8') if cur_lbl > 0: border_msk = np.zeros_like(labels, dtype='bool') for l in range(1, labels.max() + 1): tmp_lbl = labels == l _k = square(3) tmp = erosion(tmp_lbl, _k) tmp = tmp ^ tmp_lbl border_msk = border_msk | tmp tmp = dilation(labels > 0, square(9)) tmp2 = watershed(tmp, labels, mask=tmp, watershed_line=True) > 0 tmp = tmp ^ tmp2 tmp = tmp | border_msk tmp = dilation(tmp, square(9)) msk0 = labels > 0 msk1 = np.zeros_like(labels, dtype='bool') for y0 in range(labels.shape[0]): for x0 in range(labels.shape[1]): if not tmp[y0, x0]: continue if labels[y0, x0] == 0: sz = 3 else: sz = 1 uniq = np.unique(labels[max(0, y0-sz):min(labels.shape[0], y0+sz+1), max(0, x0-sz):min(labels.shape[1], x0+sz+1)]) if len(uniq[uniq > 0]) > 1: msk1[y0, x0] = True msk1 = 255 * msk1 msk1 = msk1.astype('uint8') msk0 = 255 * msk0 msk0 = msk0.astype('uint8') msk2 = 255 * border_msk msk2 = msk2.astype('uint8') msk = np.stack((msk0, msk1, msk2)) msk = np.rollaxis(msk, 0, 3) cv2.imwrite(path.join(masks_dir, img_id + '.png'), msk, [cv2.IMWRITE_PNG_COMPRESSION, 9]) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(labels_dir, exist_ok=True) makedirs(masks_dir, exist_ok=True) makedirs(occluded_masks_dir, exist_ok=True) makedirs(train_png, exist_ok=True) makedirs(train_png2, exist_ok=True) makedirs(train_png3, exist_ok=True) all_ids0 = [] for k in dfs: all_ids0 += pd.unique(dfs[k]['ImageId']).tolist() with Pool() as pool: _ = pool.map(process_image, all_ids0) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/create_submission_lgbm.py ================================================ import sys from os import path, mkdir, listdir, makedirs import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 from tqdm import tqdm from skimage import measure from skimage.morphology import square, erosion, dilation from skimage.morphology import remove_small_objects, watershed, remove_small_holes from skimage.color import label2rgb from scipy import ndimage import pandas as pd from sklearn.model_selection import KFold from shapely.wkt import dumps from shapely.geometry import shape, Polygon from collections import defaultdict lgbm_pred = '/wdata/lgbm_pred' def mask_to_polygons(mask, min_area=8.): """Convert a mask ndarray (binarized image) to Multipolygons""" # first, find contours with cv2: it's much faster than shapely image, contours, hierarchy = cv2.findContours(mask, cv2.RETR_CCOMP, cv2.CHAIN_APPROX_NONE) if not contours: return Polygon() # now messy stuff to associate parent and child contours cnt_children = defaultdict(list) child_contours = set() assert hierarchy.shape[0] == 1 # http://docs.opencv.org/3.1.0/d9/d8b/tutorial_py_contours_hierarchy.html for idx, (_, _, _, parent_idx) in enumerate(hierarchy[0]): if parent_idx != -1: child_contours.add(idx) cnt_children[parent_idx].append(contours[idx]) # create actual polygons filtering by area (removes artifacts) all_polygons = [] for idx, cnt in enumerate(contours): if idx not in child_contours and cv2.contourArea(cnt) >= min_area: assert cnt.shape[1] == 1 poly = Polygon( shell=cnt[:, 0, :], holes=[c[:, 0, :] for c in cnt_children.get(idx, []) if cv2.contourArea(c) >= min_area]) all_polygons.append(poly) if len(all_polygons) > 1: print('more than one polygon!') wkt = dumps(all_polygons[0], rounding_precision=0) return wkt if __name__ == '__main__': t0 = timeit.default_timer() sub_name = 'submission.csv' if len(sys.argv) > 1: sub_name = sys.argv[2] df = [] for fid in tqdm(listdir(lgbm_pred)): y_pred = cv2.imread(path.join(lgbm_pred, fid), cv2.IMREAD_UNCHANGED) if y_pred.max() > 0: for i in range(1, y_pred.max() + 1): mask = 255 * (y_pred == i) mask = mask.astype('uint8') wkt = mask_to_polygons(mask) df.append({'ImageId': fid.split('.tif')[0], 'BuildingId': i, 'PolygonWKT_Pix': wkt, 'Confidence': 1}) else: df.append({'ImageId': fid.split('.tif')[0], 'BuildingId': -1, 'PolygonWKT_Pix': 'POLYGON EMPTY', 'Confidence': 1}) df = pd.DataFrame(df, columns=['ImageId', 'BuildingId', 'PolygonWKT_Pix', 'Confidence']) df.to_csv('/wdata/' + sub_name, index=False) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/download_models.sh ================================================ wget https://s3.amazonaws.com/vdurnov/models.zip -O /wdata/models.zip unzip -o /wdata/models.zip -d /wdata/ /bin/bash ================================================ FILE: cannab/losses.py ================================================ import numpy as np import torch import torch.nn.functional as F from torch import nn from torch.autograd import Variable try: from itertools import ifilterfalse except ImportError: # py3k from itertools import filterfalse eps = 1e-6 def dice_round(preds, trues): preds = preds.float() return soft_dice_loss(preds, trues) def soft_dice_loss(outputs, targets, per_image=False): batch_size = outputs.size()[0] eps = 1e-5 if not per_image: batch_size = 1 dice_target = targets.contiguous().view(batch_size, -1).float() dice_output = outputs.contiguous().view(batch_size, -1) intersection = torch.sum(dice_output * dice_target, dim=1) union = torch.sum(dice_output, dim=1) + torch.sum(dice_target, dim=1) + eps loss = (1 - (2 * intersection + eps) / union).mean() return loss def jaccard(outputs, targets, per_image=True, non_empty=False, min_pixels=5): batch_size = outputs.size()[0] eps = 1e-3 if not per_image: batch_size = 1 dice_target = targets.contiguous().view(batch_size, -1).float() dice_output = outputs.contiguous().view(batch_size, -1) target_sum = torch.sum(dice_target, dim=1) intersection = torch.sum(dice_output * dice_target, dim=1) losses = 1 - (intersection + eps) / (torch.sum(dice_output + dice_target, dim=1) - intersection + eps) if non_empty: assert per_image == True non_empty_images = 0 sum_loss = 0 for i in range(batch_size): if target_sum[i] > min_pixels: sum_loss += losses[i] non_empty_images += 1 if non_empty_images == 0: return 0 else: return sum_loss / non_empty_images return losses.mean() class DiceLoss(nn.Module): def __init__(self, weight=None, size_average=True, per_image=False): super().__init__() self.size_average = size_average self.register_buffer('weight', weight) self.per_image = per_image def forward(self, input, target): return soft_dice_loss(input, target, per_image=self.per_image) class JaccardLoss(nn.Module): def __init__(self, weight=None, size_average=True, per_image=False, non_empty=False, apply_sigmoid=False, min_pixels=5): super().__init__() self.size_average = size_average self.register_buffer('weight', weight) self.per_image = per_image self.non_empty = non_empty self.apply_sigmoid = apply_sigmoid self.min_pixels = min_pixels def forward(self, input, target): if self.apply_sigmoid: input = torch.sigmoid(input) return jaccard(input, target, per_image=self.per_image, non_empty=self.non_empty, min_pixels=self.min_pixels) class StableBCELoss(nn.Module): def __init__(self): super(StableBCELoss, self).__init__() def forward(self, input, target): input = input.float().view(-1) target = target.float().view(-1) neg_abs = - input.abs() # todo check correctness loss = input.clamp(min=0) - input * target + (1 + neg_abs.exp()).log() return loss.mean() class ComboLoss(nn.Module): def __init__(self, weights, per_image=False): super().__init__() self.weights = weights self.bce = StableBCELoss() self.dice = DiceLoss(per_image=False) self.jaccard = JaccardLoss(per_image=False) self.lovasz = LovaszLoss(per_image=per_image) self.lovasz_sigmoid = LovaszLossSigmoid(per_image=per_image) self.focal = FocalLoss2d() self.mapping = {'bce': self.bce, 'dice': self.dice, 'focal': self.focal, 'jaccard': self.jaccard, 'lovasz': self.lovasz, 'lovasz_sigmoid': self.lovasz_sigmoid} self.expect_sigmoid = {'dice', 'focal', 'jaccard', 'lovasz_sigmoid'} self.values = {} def forward(self, outputs, targets): loss = 0 weights = self.weights sigmoid_input = torch.sigmoid(outputs) for k, v in weights.items(): if not v: continue val = self.mapping[k](sigmoid_input if k in self.expect_sigmoid else outputs, targets) self.values[k] = val loss += self.weights[k] * val return loss def lovasz_grad(gt_sorted): """ Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper """ p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts.float() - gt_sorted.float().cumsum(0) union = gts.float() + (1 - gt_sorted).float().cumsum(0) jaccard = 1. - intersection / union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels, per_image=True, ignore=None): """ Binary Lovasz hinge loss logits: [B, H, W] Variable, logits at each pixel (between -\infty and +\infty) labels: [B, H, W] Tensor, binary ground truth masks (0 or 1) per_image: compute the loss per image instead of per batch ignore: void class id """ if per_image: loss = mean(lovasz_hinge_flat(*flatten_binary_scores(log.unsqueeze(0), lab.unsqueeze(0), ignore)) for log, lab in zip(logits, labels)) else: loss = lovasz_hinge_flat(*flatten_binary_scores(logits, labels, ignore)) return loss def lovasz_hinge_flat(logits, labels): """ Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\infty and +\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) ignore: label to ignore """ if len(labels) == 0: # only void pixels, the gradients should be 0 return logits.sum() * 0. signs = 2. * labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def flatten_binary_scores(scores, labels, ignore=None): """ Flattens predictions in the batch (binary case) Remove labels equal to 'ignore' """ scores = scores.view(-1) labels = labels.view(-1) if ignore is None: return scores, labels valid = (labels != ignore) vscores = scores[valid] vlabels = labels[valid] return vscores, vlabels def lovasz_sigmoid(probas, labels, per_image=False, ignore=None): """ Multi-class Lovasz-Softmax loss probas: [B, C, H, W] Variable, class probabilities at each prediction (between 0 and 1) labels: [B, H, W] Tensor, ground truth labels (between 0 and C - 1) only_present: average only on classes present in ground truth per_image: compute the loss per image instead of per batch ignore: void class labels """ if per_image: loss = mean(lovasz_sigmoid_flat(*flatten_binary_scores(prob.unsqueeze(0), lab.unsqueeze(0), ignore)) for prob, lab in zip(probas, labels)) else: loss = lovasz_sigmoid_flat(*flatten_binary_scores(probas, labels, ignore)) return loss def lovasz_sigmoid_flat(probas, labels): """ Multi-class Lovasz-Softmax loss probas: [P, C] Variable, class probabilities at each prediction (between 0 and 1) labels: [P] Tensor, ground truth labels (between 0 and C - 1) only_present: average only on classes present in ground truth """ fg = labels.float() errors = (Variable(fg) - probas).abs() errors_sorted, perm = torch.sort(errors, 0, descending=True) perm = perm.data fg_sorted = fg[perm] loss = torch.dot(errors_sorted, Variable(lovasz_grad(fg_sorted))) return loss def mean(l, ignore_nan=False, empty=0): """ nanmean compatible with generators. """ l = iter(l) if ignore_nan: l = ifilterfalse(np.isnan, l) try: n = 1 acc = next(l) except StopIteration: if empty == 'raise': raise ValueError('Empty mean') return empty for n, v in enumerate(l, 2): acc += v if n == 1: return acc return acc / n class LovaszLoss(nn.Module): def __init__(self, ignore_index=255, per_image=True): super().__init__() self.ignore_index = ignore_index self.per_image = per_image def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() return lovasz_hinge(outputs, targets, per_image=self.per_image, ignore=self.ignore_index) class LovaszLossSigmoid(nn.Module): def __init__(self, ignore_index=255, per_image=True): super().__init__() self.ignore_index = ignore_index self.per_image = per_image def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() return lovasz_sigmoid(outputs, targets, per_image=self.per_image, ignore=self.ignore_index) class FocalLoss2d(nn.Module): def __init__(self, gamma=2, ignore_index=255): super().__init__() self.gamma = gamma self.ignore_index = ignore_index def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() eps = 1e-8 non_ignored = targets.view(-1) != self.ignore_index targets = targets.view(-1)[non_ignored].float() outputs = outputs.contiguous().view(-1)[non_ignored] outputs = torch.clamp(outputs, eps, 1. - eps) targets = torch.clamp(targets, eps, 1. - eps) pt = (1 - targets) * (1 - outputs) + targets * outputs return (-(1. - pt) ** self.gamma * torch.log(pt)).mean() ================================================ FILE: cannab/merge.py ================================================ from os import path, listdir, makedirs import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 from tqdm import tqdm pred_folders = [ 'pred_50_9ch_fold_0_0', 'pred_50_9ch_fold_1_0', 'pred_50_9ch_fold_2_0', 'pred_50_9ch_fold_3_0', 'pred_50_9ch_fold_4_0', 'pred_50_9ch_fold_5_0', 'pred_50_9ch_fold_6_0', 'pred_50_9ch_fold_7_0', 'pred_92_9ch_fold_0_0', 'pred_92_9ch_fold_1_0', 'pred_92_9ch_fold_2_0', 'pred_92_9ch_fold_3_0', 'pred_92_9ch_fold_4_0', 'pred_92_9ch_fold_5_0', 'pred_92_9ch_fold_6_0', 'pred_92_9ch_fold_7_0', 'pred_154_9ch_fold_0_0', 'pred_154_9ch_fold_1_0', 'pred_154_9ch_fold_2_0', 'pred_154_9ch_fold_3_0', 'pred_154_9ch_fold_4_0', 'pred_154_9ch_fold_5_0', 'pred_154_9ch_fold_6_0', 'pred_154_9ch_fold_7_0', 'pred_101_9ch_fold_0_0', 'pred_101_9ch_fold_1_0', 'pred_101_9ch_fold_2_0', 'pred_101_9ch_fold_3_0' ] if __name__ == '__main__': t0 = timeit.default_timer() makedirs('/wdata/merged_pred', exist_ok=True) for fid in tqdm(listdir(path.join('/wdata', pred_folders[0]))): used_msks = [] for pr_f in pred_folders: msk1 = cv2.imread(path.join('/wdata', pr_f, '{0}.png'.format(fid.split('.')[0])), cv2.IMREAD_UNCHANGED) used_msks.append(msk1) msk = np.zeros_like(used_msks[0], dtype='float') for i in range(len(pred_folders)): p = used_msks[i] msk += p.astype('float') msk /= len(used_msks) cv2.imwrite(path.join('/wdata/merged_pred', fid), msk.astype('uint8'), [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/merge_oof.py ================================================ # -*- coding: utf-8 -*- import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, makedirs import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 import pandas as pd from multiprocessing import Pool cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) df = pd.read_csv('train_folds.csv') pred_folders = [ 'pred_50_9ch_oof_0', 'pred_92_9ch_oof_0', 'pred_154_9ch_oof_0', 'pred_101_9ch_oof_0' ] coefs = [2, 2, 2, 1] def process_image(fid): fid = fid + '.png' used_msks = [] for pr_f in pred_folders: msk1 = cv2.imread(path.join('/wdata/', pr_f, '{0}.png'.format(fid.split('.')[0])), cv2.IMREAD_UNCHANGED) used_msks.append(msk1) msk = np.zeros_like(used_msks[0], dtype='float') for i in range(len(pred_folders)): p = used_msks[i] msk += (coefs[i] * p.astype('float')) msk /= np.sum(coefs) cv2.imwrite(path.join('/wdata/merged_oof', fid), msk.astype('uint8'), [cv2.IMWRITE_PNG_COMPRESSION, 9]) if __name__ == '__main__': t0 = timeit.default_timer() makedirs('/wdata/merged_oof', exist_ok=True) val_files = df[df['fold'] < 8]['id'].values with Pool() as pool: results = pool.map(process_image, val_files) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict101_9ch_fold.py ================================================ import sys from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import ScSeResNext101_9ch_Unet import timeit import cv2 from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/test_png' test_dir2 = '/wdata/test_png_5_3_0' test_dir3 = '/wdata/test_png_pan_6_7' models_folder = '/wdata/weights' if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) pred_folder = '/wdata/pred_101_9ch_fold_{0}_0'.format(fold) makedirs(pred_folder, exist_ok=True) snapshot_name = 'res101_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(ScSeResNext101_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(listdir(test_dir)): if '.png' in f: img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict101_9ch_oof.py ================================================ import sys import os from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import ScSeResNext101_9ch_Unet import timeit import cv2 import pandas as pd from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/train_png' test_dir2 = '/wdata/train_png_5_3_0' test_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev val_files = df[df['fold'].isin([fold, fold+4])]['id'].values pred_folder = '/wdata/pred_101_9ch_oof_0' makedirs(pred_folder, exist_ok=True) snapshot_name = 'res101_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(ScSeResNext101_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(val_files): f = f + '.png' img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict154_9ch_fold.py ================================================ import sys from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import ScSeSenet154_9ch_Unet import timeit import cv2 from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/test_png' test_dir2 = '/wdata/test_png_5_3_0' test_dir3 = '/wdata/test_png_pan_6_7' models_folder = '/wdata/weights' if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) pred_folder = '/wdata/pred_154_9ch_fold_{0}_0'.format(fold) makedirs(pred_folder, exist_ok=True) snapshot_name = 'res154_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(ScSeSenet154_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(listdir(test_dir)): if '.png' in f: img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict154_9ch_oof.py ================================================ import sys import os from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import ScSeSenet154_9ch_Unet import timeit import cv2 import pandas as pd from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/train_png' test_dir2 = '/wdata/train_png_5_3_0' test_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) #hardcoded for training env: vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev val_files = df[df['fold'] == fold]['id'].values pred_folder = '/wdata/pred_154_9ch_oof_0' makedirs(pred_folder, exist_ok=True) snapshot_name = 'res154_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(ScSeSenet154_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(val_files): f = f + '.png' img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict50_9ch_fold.py ================================================ import sys from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import SeResNext50_9ch_Unet import timeit import cv2 from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/test_png' test_dir2 = '/wdata/test_png_5_3_0' test_dir3 = '/wdata/test_png_pan_6_7' models_folder = '/wdata/weights' if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) pred_folder = '/wdata/pred_50_9ch_fold_{0}_0'.format(fold) makedirs(pred_folder, exist_ok=True) snapshot_name = 'res50_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(SeResNext50_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(listdir(test_dir)): if '.png' in f: img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict50_9ch_oof.py ================================================ import sys import os from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import SeResNext50_9ch_Unet import timeit import cv2 import pandas as pd from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/train_png' test_dir2 = '/wdata/train_png_5_3_0' test_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) #hardcoded for training env: vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev val_files = df[df['fold'] == fold]['id'].values pred_folder = '/wdata/pred_50_9ch_oof_0' makedirs(pred_folder, exist_ok=True) snapshot_name = 'res50_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(SeResNext50_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(val_files): f = f + '.png' img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict92_9ch_fold.py ================================================ import sys from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import Dpn92_9ch_Unet import timeit import cv2 from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/test_png' test_dir2 = '/wdata/test_png_5_3_0' test_dir3 = '/wdata/test_png_pan_6_7' models_folder = '/wdata/weights' if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) pred_folder = '/wdata/pred_92_9ch_fold_{0}_0'.format(fold) makedirs(pred_folder, exist_ok=True) snapshot_name = 'dpn92_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(Dpn92_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(listdir(test_dir)): if '.png' in f: img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict92_9ch_oof.py ================================================ import sys import os from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.autograd import Variable from zoo.models import Dpn92_9ch_Unet import timeit import cv2 import pandas as pd from tqdm import tqdm from utils import preprocess_inputs, parse_img_id cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) test_dir = '/wdata/train_png' test_dir2 = '/wdata/train_png_5_3_0' test_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') if __name__ == '__main__': t0 = timeit.default_timer() fold = int(sys.argv[1]) #hardcoded for training env: vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev val_files = df[df['fold'] == fold]['id'].values pred_folder = '/wdata/pred_92_9ch_oof_0' makedirs(pred_folder, exist_ok=True) snapshot_name = 'dpn92_9ch_fold_{0}_best_0'.format(fold) model = nn.DataParallel(Dpn92_9ch_Unet()).cuda() checkpoint = torch.load(path.join(models_folder, snapshot_name)) model.load_state_dict(checkpoint['state_dict']) print("loaded checkpoint '{}' (epoch {}, dice {})" .format(snapshot_name, checkpoint['epoch'], checkpoint['best_score'])) model.eval() other_outputs = [] with torch.no_grad(): for f in tqdm(val_files): f = f + '.png' img = cv2.imread(path.join(test_dir, f), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(test_dir2, f), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(test_dir3, f), cv2.IMREAD_COLOR) img = np.concatenate([img, img2, img3], axis=2) img = cv2.copyMakeBorder(img, 14, 14, 14, 14, cv2.BORDER_REFLECT_101) inp = [] inp.append(img) inp = np.asarray(inp, dtype='float') inp = preprocess_inputs(inp) inp = torch.from_numpy(inp.transpose((0, 3, 1, 2))).float() inp = Variable(inp).cuda() nadir, cat_inp, coord_inp = parse_img_id(f) nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()[np.newaxis, ...]).float() coord_inp = torch.from_numpy(coord_inp.copy()[np.newaxis, ...]).float() msk, _ = model(inp, nadir, cat_inp, coord_inp) msk = torch.sigmoid(msk) msk = msk.cpu().numpy() msk = msk[0] msk = msk * 255 msk = msk.astype('uint8') msk = np.rollaxis(msk, 0, 3) msk = msk[14:-14, 14:-14, ...] cv2.imwrite(path.join(pred_folder, f), msk[..., :3], [cv2.IMWRITE_PNG_COMPRESSION, 9]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/predict_classifier.py ================================================ # -*- coding: utf-8 -*- from os import path, listdir, mkdir, makedirs import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 from skimage.color import label2rgb from tqdm import tqdm from multiprocessing import Pool import lightgbm as lgb from train_classifier import get_inputs import pandas as pd test_pred_folder = '/wdata/merged_pred' lgbm_models_folder = '/wdata/lgbm_models' out_pred = '/wdata/lgbm_pred' DATA_THREADS = 4 #for p2.xlarge instance num_split_iters = 5 folds_count = 5 sep_count = 3 best_thr = [0.25, 0.25, 0.2] if __name__ == '__main__': t0 = timeit.default_timer() makedirs(out_pred, exist_ok=True) all_files = [] inputs = [] outputs = [] inputs2 = [] outputs2 = [] labels = [] labels2 = [] separated_regions = [] fns = [] paramss = [] gbm_models = [] for it in range(num_split_iters): for it2 in range(folds_count): gbm_models.append(lgb.Booster(model_file=path.join(lgbm_models_folder, 'gbm_model_{0}_{1}.txt'.format(it, it2)))) inputs = [] paramss = [] used_ids = [] all_nadir_idxs = [] for f in tqdm(listdir(test_pred_folder)): if '.png' in f and 'nadir' in f: tmp = f.split('_') nadir = int(tmp[1].split('nadir')[1]) nad_idx = 0 if nadir > 40: nad_idx = 2 elif nadir > 25: nad_idx = 1 all_nadir_idxs.append(nad_idx) paramss.append((f, test_pred_folder, [nadir], True, None)) used_ids.append(f) inputs = [] inputs2 = [] labels= [] labels2 = [] separated_regions= [] with Pool(processes=DATA_THREADS) as pool: results = pool.starmap(get_inputs, paramss, len(paramss)//DATA_THREADS) for i in range(len(results)): inp, lbl, inp2, lbl2, sep_regs = results[i] inputs.append(inp) inputs2.append(inp2) labels.append(lbl) labels2.append(lbl2) separated_regions.append(sep_regs) print('Predicting...') new_test_ids = [] rles = [] bst_k = np.zeros((sep_count+1)) removed = 0 replaced = 0 total_cnt = 0 im_idx = 0 non_empty_cnt = 0 for f in tqdm(used_ids): if path.isfile(path.join(test_pred_folder, f)) and '.png' in f: inp = inputs[im_idx] pred = np.zeros((inp.shape[0])) pred2 = [np.zeros((inp2.shape[0])) for inp2 in inputs2[im_idx]] for m in gbm_models: if pred.shape[0] > 0: pred += m.predict(inp) for k in range(len(inputs2[im_idx])): if pred2[k].shape[0] > 0: pred2[k] += m.predict(inputs2[im_idx][k]) if pred.shape[0] > 0: pred /= len(gbm_models) for k in range(len(pred2)): if pred2[k].shape[0] > 0: pred2[k] /= len(gbm_models) pred_labels = np.zeros_like(labels[im_idx], dtype='uint16') clr = 1 for i in range(pred.shape[0]): max_sep = -1 max_pr = pred[i] for k in range(len(separated_regions[im_idx])): if len(separated_regions[im_idx][k][i]) > 0: pred_lvl2 = pred2[k][separated_regions[im_idx][k][i]] if len(pred_lvl2) > 1 and pred_lvl2.mean() > max_pr: max_sep = k max_pr = pred_lvl2.mean() break if len(pred_lvl2) > 1 and pred_lvl2.max() > max_pr: max_sep = k max_pr = pred_lvl2.max() if max_sep >= 0: pred_lvl2 = pred2[max_sep][separated_regions[im_idx][max_sep][i]] replaced += 1 for j in separated_regions[im_idx][max_sep][i]: if pred2[max_sep][j] > best_thr[all_nadir_idxs[im_idx]]: pred_labels[labels2[im_idx][max_sep] == j+1] = clr clr += 1 else: removed += 1 else: if pred[i] > best_thr[all_nadir_idxs[im_idx]]: pred_labels[labels[im_idx] == i+1] = clr clr += 1 else: removed += 1 bst_k[max_sep+1] += 1 total_cnt += pred_labels.max() cv2.imwrite(path.join(out_pred, f.replace('.png', '.tif')), pred_labels) im_idx += 1 print('total_cnt', total_cnt, 'removed', removed, 'replaced', replaced, 'not empty:', non_empty_cnt) print(bst_k) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/split_folds.py ================================================ from os import path, makedirs, listdir import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 import pandas as pd from tqdm import tqdm from sklearn.model_selection import KFold, StratifiedKFold import time #import matplotlib.pyplot as plt #import seaborn as sns train_dir = 'train_png' df = [] for f in sorted(listdir(train_dir)): if '.png' in f and 'catid' in f: img_id = f.split('.png')[0] tmp = f.split('_') df.append({'id': img_id, 'nadir': int(tmp[1].split('nadir')[1]), 'catid': tmp[3], 'x': int(tmp[4]), 'y': int(tmp[5].split('.png')[0]) }) df = pd.DataFrame(df, columns=['id', 'nadir', 'catid', 'x', 'y']) df['tile_id'] = df['x'].astype(str) + '_' + df['y'].astype(str) tiles = df.groupby('tile_id')['x'].first().index.values tiles_x = df.groupby('tile_id')['x'].first().values df['fold'] = -1 kf = StratifiedKFold(n_splits=16, shuffle=True, random_state=111) it = -1 for train_idx, val_idx in kf.split(tiles, tiles_x): it += 1 df.loc[df['tile_id'].isin(tiles[val_idx]), 'fold'] = it df.to_csv('train_folds.csv', index=False) ================================================ FILE: cannab/test.sh ================================================ mkdir -p foo /wdata/logs echo "Preparing test files..." rm /wdata/test_png -r -f rm /wdata/test_png_5_3_0 -r -f rm /wdata/test_png_pan_6_7 -r -f nohup python convert_test.py "$@" > /wdata/logs/convert_test.out & wait rm /wdata/pred_50_9ch_fold_* -r -f echo "Predicting seresnext50 fold 0" nohup python predict50_9ch_fold.py 0 > /wdata/logs/predict50_0.out & wait echo "Predicting seresnext50 fold 1" nohup python predict50_9ch_fold.py 1 > /wdata/logs/predict50_1.out & wait echo "Predicting seresnext50 fold 2" nohup python predict50_9ch_fold.py 2 > /wdata/logs/predict50_2.out & wait echo "Predicting seresnext50 fold 3" nohup python predict50_9ch_fold.py 3 > /wdata/logs/predict50_3.out & wait echo "Predicting seresnext50 fold 4" nohup python predict50_9ch_fold.py 4 > /wdata/logs/predict50_4.out & wait echo "Predicting seresnext50 fold 5" nohup python predict50_9ch_fold.py 5 > /wdata/logs/predict50_5.out & wait echo "Predicting seresnext50 fold 6" nohup python predict50_9ch_fold.py 6 > /wdata/logs/predict50_6.out & wait echo "Predicting seresnext50 fold 7" nohup python predict50_9ch_fold.py 7 > /wdata/logs/predict50_7.out & wait rm /wdata/pred_92_9ch_fold_* -r -f echo "Predicting dpn92 fold 0" nohup python predict92_9ch_fold.py 0 > /wdata/logs/predict92_0.out & wait echo "Predicting dpn92 fold 1" nohup python predict92_9ch_fold.py 1 > /wdata/logs/predict92_1.out & wait echo "Predicting dpn92 fold 2" nohup python predict92_9ch_fold.py 2 > /wdata/logs/predict92_2.out & wait echo "Predicting dpn92 fold 3" nohup python predict92_9ch_fold.py 3 > /wdata/logs/predict92_3.out & wait echo "Predicting dpn92 fold 4" nohup python predict92_9ch_fold.py 4 > /wdata/logs/predict92_4.out & wait echo "Predicting dpn92 fold 5" nohup python predict92_9ch_fold.py 5 > /wdata/logs/predict92_5.out & wait echo "Predicting dpn92 fold 6" nohup python predict92_9ch_fold.py 6 > /wdata/logs/predict92_6.out & wait echo "Predicting dpn92 fold 7" nohup python predict92_9ch_fold.py 7 > /wdata/logs/predict92_7.out & wait rm /wdata/pred_154_9ch_fold_* -r -f echo "Predicting senet154 fold 0" nohup python predict154_9ch_fold.py 0 > /wdata/logs/predict154_0.out & wait echo "Predicting senet154 fold 1" nohup python predict154_9ch_fold.py 1 > /wdata/logs/predict154_1.out & wait echo "Predicting senet154 fold 2" nohup python predict154_9ch_fold.py 2 > /wdata/logs/predict154_2.out & wait echo "Predicting senet154 fold 3" nohup python predict154_9ch_fold.py 3 > /wdata/logs/predict154_3.out & wait echo "Predicting senet154 fold 4" nohup python predict154_9ch_fold.py 4 > /wdata/logs/predict154_4.out & wait echo "Predicting senet154 fold 5" nohup python predict154_9ch_fold.py 5 > /wdata/logs/predict154_5.out & wait echo "Predicting senet154 fold 6" nohup python predict154_9ch_fold.py 6 > /wdata/logs/predict154_6.out & wait echo "Predicting senet154 fold 7" nohup python predict154_9ch_fold.py 7 > /wdata/logs/predict154_7.out & wait rm /wdata/pred_101_9ch_fold_* -r -f echo "Predicting seresnext101 fold 0" nohup python predict101_9ch_fold.py 0 > /wdata/logs/predict101_0.out & wait echo "Predicting seresnext101 fold 1" nohup python predict101_9ch_fold.py 1 > /wdata/logs/predict101_1.out & wait echo "Predicting seresnext101 fold 2" nohup python predict101_9ch_fold.py 2 > /wdata/logs/predict101_2.out & wait echo "Predicting seresnext101 fold 3" nohup python predict101_9ch_fold.py 3 > /wdata/logs/predict101_3.out & wait rm /wdata/merged_pred -r -f echo "merging predicitons..." python merge.py echo "predicting LightGBM" nohup python predict_classifier.py > /wdata/logs/lgbm_prediction.out & wait echo "creating submission" python create_submission_lgbm.py "$@" ================================================ FILE: cannab/train.sh ================================================ mkdir -p foo /wdata/logs echo "Creating masks..." nohup python create_masks.py "$@" > /wdata/logs/create_masks.out & wait echo "Masks created" echo "training seresnext50 folds 0-3" nohup python train50_9ch_fold.py 0 > /wdata/logs/train50_0.out & nohup python train50_9ch_fold.py 1 > /wdata/logs/train50_1.out & nohup python train50_9ch_fold.py 2 > /wdata/logs/train50_2.out & nohup python train50_9ch_fold.py 3 > /wdata/logs/train50_3.out & wait echo "training seresnext50 folds 4-7" nohup python train50_9ch_fold.py 4 > /wdata/logs/train50_4.out & nohup python train50_9ch_fold.py 5 > /wdata/logs/train50_5.out & nohup python train50_9ch_fold.py 6 > /wdata/logs/train50_6.out & nohup python train50_9ch_fold.py 7 > /wdata/logs/train50_7.out & wait echo "training dpn92 folds 0-3" nohup python train92_9ch_fold.py 0 > /wdata/logs/train92_0.out & nohup python train92_9ch_fold.py 1 > /wdata/logs/train92_1.out & nohup python train92_9ch_fold.py 2 > /wdata/logs/train92_2.out & nohup python train92_9ch_fold.py 3 > /wdata/logs/train92_3.out & wait echo "training dpn92 folds 4-7" nohup python train92_9ch_fold.py 4 > /wdata/logs/train92_4.out & nohup python train92_9ch_fold.py 5 > /wdata/logs/train92_5.out & nohup python train92_9ch_fold.py 6 > /wdata/logs/train92_6.out & nohup python train92_9ch_fold.py 7 > /wdata/logs/train92_7.out & wait echo "training senet154 folds 0-3" nohup python train154_9ch_fold.py 0 > /wdata/logs/train154_0.out & nohup python train154_9ch_fold.py 1 > /wdata/logs/train154_1.out & nohup python train154_9ch_fold.py 2 > /wdata/logs/train154_2.out & nohup python train154_9ch_fold.py 3 > /wdata/logs/train154_3.out & wait echo "training senet154 folds 4-7" nohup python train154_9ch_fold.py 4 > /wdata/logs/train154_4.out & nohup python train154_9ch_fold.py 5 > /wdata/logs/train154_5.out & nohup python train154_9ch_fold.py 6 > /wdata/logs/train154_6.out & nohup python train154_9ch_fold.py 7 > /wdata/logs/train154_7.out & wait echo "training seresnext101 folds 0-3" nohup python train101_9ch_fold.py 0 > /wdata/logs/train101_0.out & nohup python train101_9ch_fold.py 1 > /wdata/logs/train101_1.out & nohup python train101_9ch_fold.py 2 > /wdata/logs/train101_2.out & nohup python train101_9ch_fold.py 3 > /wdata/logs/train101_3.out & wait echo "All NNs trained!" rm /wdata/pred_50_9ch_oof_0 -r -f echo "predicting seresnext50 out-of-fold 0-3" nohup python predict50_9ch_oof.py 0 > /wdata/logs/oof50_0.out & nohup python predict50_9ch_oof.py 1 > /wdata/logs/oof50_1.out & nohup python predict50_9ch_oof.py 2 > /wdata/logs/oof50_2.out & nohup python predict50_9ch_oof.py 3 > /wdata/logs/oof50_3.out & wait echo "predicting seresnext50 out-of-fold 4-7" nohup python predict50_9ch_oof.py 4 > /wdata/logs/oof50_4.out & nohup python predict50_9ch_oof.py 5 > /wdata/logs/oof50_5.out & nohup python predict50_9ch_oof.py 6 > /wdata/logs/oof50_6.out & nohup python predict50_9ch_oof.py 7 > /wdata/logs/oof50_7.out & wait rm /wdata/pred_92_9ch_oof_0 -r -f echo "predicting dpn92 out-of-fold 0-3" nohup python predict92_9ch_oof.py 0 > /wdata/logs/oof92_0.out & nohup python predict92_9ch_oof.py 1 > /wdata/logs/oof92_1.out & nohup python predict92_9ch_oof.py 2 > /wdata/logs/oof92_2.out & nohup python predict92_9ch_oof.py 3 > /wdata/logs/oof92_3.out & wait echo "predicting dpn92 out-of-fold 4-7" nohup python predict92_9ch_oof.py 4 > /wdata/logs/oof92_4.out & nohup python predict92_9ch_oof.py 5 > /wdata/logs/oof92_5.out & nohup python predict92_9ch_oof.py 6 > /wdata/logs/oof92_6.out & nohup python predict92_9ch_oof.py 7 > /wdata/logs/oof92_7.out & wait rm /wdata/pred_154_9ch_oof_0 -r -f echo "predicting senet154 out-of-fold 0-3" nohup python predict154_9ch_oof.py 0 > /wdata/logs/oof154_0.out & nohup python predict154_9ch_oof.py 1 > /wdata/logs/oof154_1.out & nohup python predict154_9ch_oof.py 2 > /wdata/logs/oof154_2.out & nohup python predict154_9ch_oof.py 3 > /wdata/logs/oof154_3.out & wait echo "predicting senet154 out-of-fold 4-7" nohup python predict154_9ch_oof.py 4 > /wdata/logs/oof154_4.out & nohup python predict154_9ch_oof.py 5 > /wdata/logs/oof154_5.out & nohup python predict154_9ch_oof.py 6 > /wdata/logs/oof154_6.out & nohup python predict154_9ch_oof.py 7 > /wdata/logs/oof154_7.out & wait rm /wdata/pred_101_9ch_oof_0 -r -f echo "predicting seresnext101 out-of-fold 0-3" nohup python predict101_9ch_oof.py 0 > /wdata/logs/oof101_0.out & nohup python predict101_9ch_oof.py 1 > /wdata/logs/oof101_1.out & nohup python predict101_9ch_oof.py 2 > /wdata/logs/oof101_2.out & nohup python predict101_9ch_oof.py 3 > /wdata/logs/oof101_3.out & wait rm /wdata/merged_oof -r -f echo "merging oof predicitons..." python merge_oof.py echo "training LightGBM models..." nohup python train_classifier.py > /wdata/logs/lgbm_train.out & wait echo "All models trained!" ================================================ FILE: cannab/train101_9ch_fold.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, makedirs, listdir import sys import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.backends import cudnn from torch.utils.data import Dataset from torch.utils.data import DataLoader import torch.optim.lr_scheduler as lr_scheduler from adamw import AdamW from losses import dice_round, ComboLoss import pandas as pd from tqdm import tqdm import timeit import cv2 from zoo.models import ScSeResNext101_9ch_Unet from imgaug import augmenters as iaa from utils import preprocess_inputs, parse_img_id, dice cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) masks_folder = '/wdata/masks' occluded_masks_dir = '/wdata/masks_occluded' train_dir = '/wdata/train_png' train_dir2 = '/wdata/train_png_5_3_0' train_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') input_shape = (448, 448) def shift_image(img, shift_pnt): M = np.float32([[1, 0, shift_pnt[0]], [0, 1, shift_pnt[1]]]) res = cv2.warpAffine(img, M, (img.shape[1], img.shape[0]), borderMode=cv2.BORDER_REFLECT_101) return res def rotate_image(image, angle, scale, rot_pnt): rot_mat = cv2.getRotationMatrix2D(rot_pnt, angle, scale) result = cv2.warpAffine(image, rot_mat, image.shape[:2], flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_REFLECT_101) return result def gauss_noise(img, var=30): row, col, ch = img.shape mean = var sigma = var**0.5 gauss = np.random.normal(mean,sigma,(row,col,ch)) gauss = gauss.reshape(row,col,ch) gauss = (gauss - np.min(gauss)).astype(np.uint8) return np.clip(img.astype(np.int32) + gauss, 0, 255).astype('uint8') def clahe(img, clipLimit=2.0, tileGridSize=(5,5)): img_yuv = cv2.cvtColor(img, cv2.COLOR_RGB2LAB) clahe = cv2.createCLAHE(clipLimit=clipLimit, tileGridSize=tileGridSize) img_yuv[:, :, 0] = clahe.apply(img_yuv[:, :, 0]) img_output = cv2.cvtColor(img_yuv, cv2.COLOR_LAB2RGB) return img_output def _blend(img1, img2, alpha): return np.clip(img1 * alpha + (1 - alpha) * img2, 0, 255).astype('uint8') _alpha = np.asarray([0.114, 0.587, 0.299]).reshape((1, 1, 3)) def _grayscale(img): return np.sum(_alpha * img, axis=2, keepdims=True) def saturation(img, alpha): gs = _grayscale(img) return _blend(img, gs, alpha) def brightness(img, alpha): gs = np.zeros_like(img) return _blend(img, gs, alpha) def contrast(img, alpha): gs = _grayscale(img) gs = np.repeat(gs.mean(), 3) return _blend(img, gs, alpha) class TrainData(Dataset): def __init__(self, image_ids, epoch_size): super().__init__() self.image_ids = image_ids self.epoch_size = epoch_size self.elastic = iaa.ElasticTransformation(alpha=(0.25, 1.2), sigma=0.2) def __len__(self): return self.epoch_size def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) if img2 is None: print('Error!', fn) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) occluded_msk = cv2.imread(path.join(occluded_masks_dir, fn), cv2.IMREAD_UNCHANGED) if random.random() > 0.9: shift_pnt = (random.randint(-400, 400), random.randint(-400, 400)) img = shift_image(img, shift_pnt) img2 = shift_image(img2, shift_pnt) img3 = shift_image(img3, shift_pnt) msk = shift_image(msk, shift_pnt) occluded_msk = shift_image(occluded_msk, shift_pnt) if random.random() > 0.95: rot_pnt = (img.shape[0] // 2 + random.randint(-150, 150), img.shape[1] // 2 + random.randint(-150, 150)) scale = 1 angle = random.randint(0, 8) - 4 if (angle != 0) or (scale != 1): img = rotate_image(img, angle, scale, rot_pnt) img2 = rotate_image(img2, angle, scale, rot_pnt) img3 = rotate_image(img3, angle, scale, rot_pnt) msk = rotate_image(msk, angle, scale, rot_pnt) occluded_msk = rotate_image(occluded_msk, angle, scale, rot_pnt) crop_size = input_shape[0] if random.random() > 0.9: crop_size = random.randint(int(input_shape[0] / 1.2), int(input_shape[0] / 0.8)) x0 = random.randint(0, img.shape[1] - crop_size) y0 = random.randint(0, img.shape[0] - crop_size) img = img[y0:y0+crop_size, x0:x0+crop_size, :] img2 = img2[y0:y0+crop_size, x0:x0+crop_size, :] img3 = img3[y0:y0+crop_size, x0:x0+crop_size, :] msk = msk[y0:y0+crop_size, x0:x0+crop_size, :] occluded_msk = occluded_msk[y0:y0+crop_size, x0:x0+crop_size, ...] if crop_size != input_shape[0]: img = cv2.resize(img, input_shape, interpolation=cv2.INTER_LINEAR) img2 = cv2.resize(img2, input_shape, interpolation=cv2.INTER_LINEAR) img3 = cv2.resize(img3, input_shape, interpolation=cv2.INTER_LINEAR) msk = cv2.resize(msk, input_shape, interpolation=cv2.INTER_LINEAR) occluded_msk = cv2.resize(occluded_msk, input_shape, interpolation=cv2.INTER_LINEAR) if random.random() > 0.5: if random.random() > 0.95: img = clahe(img) img2 = clahe(img2) img3 = clahe(img3) elif random.random() > 0.95: img = gauss_noise(img) img2 = gauss_noise(img2) img3 = gauss_noise(img3) elif random.random() > 0.95: img = cv2.blur(img, (3, 3)) img2 = cv2.blur(img2, (3, 3)) img3 = cv2.blur(img3, (3, 3)) else: if random.random() > 0.95: img = saturation(img, 0.9 + random.random() * 0.2) img2 = saturation(img2, 0.9 + random.random() * 0.2) img3 = saturation(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.95: img = brightness(img, 0.9 + random.random() * 0.2) img2 = brightness(img2, 0.9 + random.random() * 0.2) img3 = brightness(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.95: img = contrast(img, 0.9 + random.random() * 0.2) img2 = contrast(img2, 0.9 + random.random() * 0.2) img3 = contrast(img3, 0.9 + random.random() * 0.2) if random.random() > 0.98: el_det = self.elastic.to_deterministic() img = el_det.augment_image(img) img2 = el_det.augment_image(img2) img3 = el_det.augment_image(img3) msk = (msk > 127) * 1 occluded_msk = (occluded_msk > 127) * 1 occluded_msk = occluded_msk[..., np.newaxis] msk = np.concatenate([msk, occluded_msk], axis=2) img = np.concatenate([img, img2, img3], axis=2) img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class ValData(Dataset): def __init__(self, image_ids): super().__init__() self.image_ids = image_ids def __len__(self): return len(self.image_ids) def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) msk = (msk > 127) * 1 msk = msk[..., :2] img = np.concatenate([img, img2, img3], axis=2) img = img[98:-98, 98:-98, ...] msk = msk[98:-98, 98:-98, ...] img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count def validate(net, data_loader): dices = [] with torch.no_grad(): for i, sample in enumerate(tqdm(data_loader)): mask = sample["mask"].numpy() imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) probs = torch.sigmoid(out) pred = probs.cpu().numpy() > 0.5 for j in range(mask.shape[0]): dices.append(dice(mask[j, 0], pred[j, 0])) d = np.mean(dices) print("Val Dice: {0}".format(d)) return d def evaluate_val(data_val, best_score, model, snapshot_name, current_epoch): model = model.eval() d = validate(model, data_loader=data_val) d = np.mean(d) if d > best_score: torch.save({ 'epoch': current_epoch + 1, 'state_dict': model.state_dict(), 'best_score': d, }, path.join(models_folder, snapshot_name)) best_score = d print("dice: {}\tdice_best: {}".format(d, best_score)) return best_score def train_epoch(current_epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader): losses = AverageMeter() losses2 = AverageMeter() losses3 = AverageMeter() losses4 = AverageMeter() nadir_losses = AverageMeter() dices = AverageMeter() iterator = tqdm(train_data_loader) model.train() scheduler.step(current_epoch) for i, sample in enumerate(iterator): imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) masks = sample["mask"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) loss1 = loss_function(out[:, 0, ...], masks[:, 0, ...]) loss2 = loss_function(out[:, 1, ...], masks[:, 1, ...]) loss3 = loss_function(out[:, 2, ...], masks[:, 2, ...]) loss4 = loss_function(out[:, 3, ...], masks[:, 3, ...]) nadir_loss = l1_loss(nadir_pred, nadir) loss = loss1 + 0.2 * loss2 + 0.02 * loss3 + 0.002 * loss4 + 0.0002 * nadir_loss # with torch.no_grad(): _probs = torch.sigmoid(out[:, 0, ...]) dice_sc = 1 - dice_round(_probs, masks[:, 0, ...]) losses.update(loss1.item(), imgs.size(0)) losses2.update(loss2.item(), imgs.size(0)) losses3.update(loss3.item(), imgs.size(0)) losses4.update(loss4.item(), imgs.size(0)) nadir_losses.update(nadir_loss.item(), imgs.size(0)) dices.update(dice_sc, imgs.size(0)) iterator.set_description( "epoch: {}; lr {:.7f}; Loss {loss.val:.4f} ({loss.avg:.4f}); Loss2 {loss2.val:.4f} ({loss2.avg:.4f}); Loss3 {loss3.val:.4f} ({loss3.avg:.4f}); Loss4 {loss4.val:.4f} ({loss4.avg:.4f}); Dice {dice.val:.4f} ({dice.avg:.4f}); Nadir {nadir_loss.val:.4f} ({nadir_loss.avg:.4f})".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) optimizer.zero_grad() loss.backward() optimizer.step() print("epoch: {}; lr {:.7f}; Loss {loss.avg:.4f}; Loss2 {loss2.avg:.4f}; Loss3 {loss3.avg:.4f}; Loss4 {loss4.avg:.4f}; Dice {dice.avg:.4f}; Nadir {nadir_loss.avg:.4f}".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(models_folder, exist_ok=True) fold = int(sys.argv[1]) vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev cudnn.benchmark = True all_files = sorted(listdir(train_dir)) batch_size = 4 val_batch = 2 best_snapshot_name = 'res101_9ch_fold_{0}_best_0'.format(fold) last_snapshot_name = 'res101_9ch_fold_{0}_last_0'.format(fold) np.random.seed(1) random.seed(1) train_files = df[~df['fold'].isin([fold, fold+4])]['id'].values val_files = df[df['fold'].isin([fold, fold+4])]['id'].values steps_per_epoch = len(train_files) // batch_size validation_steps = len(val_files) // val_batch print('steps_per_epoch', steps_per_epoch, 'validation_steps', validation_steps) data_train = TrainData(train_files, len(train_files)) val_train = ValData(val_files) train_data_loader = DataLoader(data_train, batch_size=batch_size, num_workers=4, shuffle=True, pin_memory=True) val_data_loader = DataLoader(val_train, batch_size=batch_size, num_workers=2, shuffle=False, pin_memory=True) model = nn.DataParallel(ScSeResNext101_9ch_Unet()).cuda() params = model.parameters() optimizer = AdamW(params, lr=2e-4, weight_decay=1e-5) scheduler = lr_scheduler.MultiStepLR(optimizer, milestones=[2, 7, 17, 23, 28, 32], gamma=0.5) loss_function = ComboLoss({'dice': 1.0, 'focal': 10.0}, per_image=True).cuda() #dice l1_loss = torch.nn.SmoothL1Loss().cuda() best_score = 0 for epoch in range(25): if epoch < 1: for p in model.module.conv1.parameters(): p.requires_grad = False for p in model.module.conv2.parameters(): p.requires_grad = False for p in model.module.conv3.parameters(): p.requires_grad = False for p in model.module.conv4.parameters(): p.requires_grad = False for p in model.module.conv5.parameters(): p.requires_grad = False else: for p in model.module.conv1.parameters(): p.requires_grad = True for p in model.module.conv2.parameters(): p.requires_grad = True for p in model.module.conv3.parameters(): p.requires_grad = True for p in model.module.conv4.parameters(): p.requires_grad = True for p in model.module.conv5.parameters(): p.requires_grad = True train_epoch(epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader) torch.save({ 'epoch': epoch + 1, 'state_dict': model.state_dict(), 'best_score': best_score, }, path.join(models_folder, last_snapshot_name)) torch.cuda.empty_cache() best_score = evaluate_val(val_data_loader, best_score, model, best_snapshot_name, epoch) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/train154_9ch_fold.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, makedirs, listdir import sys import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.backends import cudnn from torch.utils.data import Dataset from torch.utils.data import DataLoader import torch.optim.lr_scheduler as lr_scheduler from adamw import AdamW from losses import dice_round, ComboLoss import pandas as pd from tqdm import tqdm import timeit import cv2 from zoo.models import ScSeSenet154_9ch_Unet from imgaug import augmenters as iaa from utils import preprocess_inputs, parse_img_id, dice cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) masks_folder = '/wdata/masks' occluded_masks_dir = '/wdata/masks_occluded' train_dir = '/wdata/train_png' train_dir2 = '/wdata/train_png_5_3_0' train_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') input_shape = (448, 448) def shift_image(img, shift_pnt): M = np.float32([[1, 0, shift_pnt[0]], [0, 1, shift_pnt[1]]]) res = cv2.warpAffine(img, M, (img.shape[1], img.shape[0]), borderMode=cv2.BORDER_REFLECT_101) return res def rotate_image(image, angle, scale, rot_pnt): rot_mat = cv2.getRotationMatrix2D(rot_pnt, angle, scale) result = cv2.warpAffine(image, rot_mat, image.shape[:2], flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_REFLECT_101) return result def gauss_noise(img, var=30): row, col, ch = img.shape mean = var sigma = var**0.5 gauss = np.random.normal(mean,sigma,(row,col,ch)) gauss = gauss.reshape(row,col,ch) gauss = (gauss - np.min(gauss)).astype(np.uint8) return np.clip(img.astype(np.int32) + gauss, 0, 255).astype('uint8') def clahe(img, clipLimit=2.0, tileGridSize=(5,5)): img_yuv = cv2.cvtColor(img, cv2.COLOR_RGB2LAB) clahe = cv2.createCLAHE(clipLimit=clipLimit, tileGridSize=tileGridSize) img_yuv[:, :, 0] = clahe.apply(img_yuv[:, :, 0]) img_output = cv2.cvtColor(img_yuv, cv2.COLOR_LAB2RGB) return img_output def _blend(img1, img2, alpha): return np.clip(img1 * alpha + (1 - alpha) * img2, 0, 255).astype('uint8') _alpha = np.asarray([0.114, 0.587, 0.299]).reshape((1, 1, 3)) def _grayscale(img): return np.sum(_alpha * img, axis=2, keepdims=True) def saturation(img, alpha): gs = _grayscale(img) return _blend(img, gs, alpha) def brightness(img, alpha): gs = np.zeros_like(img) return _blend(img, gs, alpha) def contrast(img, alpha): gs = _grayscale(img) gs = np.repeat(gs.mean(), 3) return _blend(img, gs, alpha) class TrainData(Dataset): def __init__(self, image_ids, epoch_size): super().__init__() self.image_ids = image_ids self.epoch_size = epoch_size self.elastic = iaa.ElasticTransformation(alpha=(0.25, 1.2), sigma=0.2) #self.piecewiseAffine = iaa.PiecewiseAffine(scale=(0.01, 0.05)) def __len__(self): return self.epoch_size def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) if img2 is None: print('Error!', fn) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) occluded_msk = cv2.imread(path.join(occluded_masks_dir, fn), cv2.IMREAD_UNCHANGED) #plt.imshow(img[..., ::-1]) if random.random() > 0.8: shift_pnt = (random.randint(-400, 400), random.randint(-400, 400)) img = shift_image(img, shift_pnt) img2 = shift_image(img2, shift_pnt) img3 = shift_image(img3, shift_pnt) msk = shift_image(msk, shift_pnt) occluded_msk = shift_image(occluded_msk, shift_pnt) if random.random() > 0.9: rot_pnt = (img.shape[0] // 2 + random.randint(-150, 150), img.shape[1] // 2 + random.randint(-150, 150)) scale = 1 angle = random.randint(0, 8) - 4 if (angle != 0) or (scale != 1): img = rotate_image(img, angle, scale, rot_pnt) img2 = rotate_image(img2, angle, scale, rot_pnt) img3 = rotate_image(img3, angle, scale, rot_pnt) msk = rotate_image(msk, angle, scale, rot_pnt) occluded_msk = rotate_image(occluded_msk, angle, scale, rot_pnt) crop_size = input_shape[0] if random.random() > 0.85: crop_size = random.randint(int(input_shape[0] / 1.2), int(input_shape[0] / 0.8)) x0 = random.randint(0, img.shape[1] - crop_size) y0 = random.randint(0, img.shape[0] - crop_size) img = img[y0:y0+crop_size, x0:x0+crop_size, :] img2 = img2[y0:y0+crop_size, x0:x0+crop_size, :] img3 = img3[y0:y0+crop_size, x0:x0+crop_size, :] msk = msk[y0:y0+crop_size, x0:x0+crop_size, :] occluded_msk = occluded_msk[y0:y0+crop_size, x0:x0+crop_size, ...] if crop_size != input_shape[0]: img = cv2.resize(img, input_shape, interpolation=cv2.INTER_LINEAR) img2 = cv2.resize(img2, input_shape, interpolation=cv2.INTER_LINEAR) img3 = cv2.resize(img3, input_shape, interpolation=cv2.INTER_LINEAR) msk = cv2.resize(msk, input_shape, interpolation=cv2.INTER_LINEAR) occluded_msk = cv2.resize(occluded_msk, input_shape, interpolation=cv2.INTER_LINEAR) if random.random() > 0.5: if random.random() > 0.91: img = clahe(img) img2 = clahe(img2) img3 = clahe(img3) elif random.random() > 0.91: img = gauss_noise(img) img2 = gauss_noise(img2) img3 = gauss_noise(img3) elif random.random() > 0.91: img = cv2.blur(img, (3, 3)) img2 = cv2.blur(img2, (3, 3)) img3 = cv2.blur(img3, (3, 3)) else: if random.random() > 0.91: img = saturation(img, 0.9 + random.random() * 0.2) img2 = saturation(img2, 0.9 + random.random() * 0.2) img3 = saturation(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = brightness(img, 0.9 + random.random() * 0.2) img2 = brightness(img2, 0.9 + random.random() * 0.2) img3 = brightness(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = contrast(img, 0.9 + random.random() * 0.2) img2 = contrast(img2, 0.9 + random.random() * 0.2) img3 = contrast(img3, 0.9 + random.random() * 0.2) if random.random() > 0.96: el_det = self.elastic.to_deterministic() img = el_det.augment_image(img) img2 = el_det.augment_image(img2) img3 = el_det.augment_image(img3) msk = (msk > 127) * 1 # msk = msk[..., :2] occluded_msk = (occluded_msk > 127) * 1 occluded_msk = occluded_msk[..., np.newaxis] msk = np.concatenate([msk, occluded_msk], axis=2) img = np.concatenate([img, img2, img3], axis=2) img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class ValData(Dataset): def __init__(self, image_ids): super().__init__() self.image_ids = image_ids def __len__(self): return len(self.image_ids) def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) msk = (msk > 127) * 1 msk = msk[..., :2] img = np.concatenate([img, img2, img3], axis=2) img = img[98:-98, 98:-98, ...] msk = msk[98:-98, 98:-98, ...] img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count def validate(net, data_loader): dices = [] with torch.no_grad(): for i, sample in enumerate(tqdm(data_loader)): mask = sample["mask"].numpy() imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) probs = torch.sigmoid(out) pred = probs.cpu().numpy() > 0.5 for j in range(mask.shape[0]): dices.append(dice(mask[j, 0], pred[j, 0])) d = np.mean(dices) print("Val Dice: {0}".format(d)) return d def evaluate_val(data_val, best_score, model, snapshot_name, current_epoch): model = model.eval() d = validate(model, data_loader=data_val) d = np.mean(d) if d > best_score: torch.save({ 'epoch': current_epoch + 1, 'state_dict': model.state_dict(), 'best_score': d, }, path.join(models_folder, snapshot_name)) best_score = d print("dice: {}\tdice_best: {}".format(d, best_score)) return best_score def train_epoch(current_epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader): losses = AverageMeter() losses2 = AverageMeter() losses3 = AverageMeter() losses4 = AverageMeter() nadir_losses = AverageMeter() dices = AverageMeter() iterator = tqdm(train_data_loader) model.train() scheduler.step(current_epoch) for i, sample in enumerate(iterator): imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) masks = sample["mask"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) loss1 = loss_function(out[:, 0, ...], masks[:, 0, ...]) loss2 = loss_function(out[:, 1, ...], masks[:, 1, ...]) loss3 = loss_function(out[:, 2, ...], masks[:, 2, ...]) loss4 = loss_function(out[:, 3, ...], masks[:, 3, ...]) nadir_loss = l1_loss(nadir_pred, nadir) loss = loss1 + 0.5 * loss2 + 0.1 * loss3 + 0.001 * loss4 + 0.0005 * nadir_loss # with torch.no_grad(): _probs = torch.sigmoid(out[:, 0, ...]) dice_sc = 1 - dice_round(_probs, masks[:, 0, ...]) losses.update(loss1.item(), imgs.size(0)) losses2.update(loss2.item(), imgs.size(0)) losses3.update(loss3.item(), imgs.size(0)) losses4.update(loss4.item(), imgs.size(0)) nadir_losses.update(nadir_loss.item(), imgs.size(0)) dices.update(dice_sc, imgs.size(0)) iterator.set_description( "epoch: {}; lr {:.7f}; Loss {loss.val:.4f} ({loss.avg:.4f}); Loss2 {loss2.val:.4f} ({loss2.avg:.4f}); Loss3 {loss3.val:.4f} ({loss3.avg:.4f}); Loss4 {loss4.val:.4f} ({loss4.avg:.4f}); Dice {dice.val:.4f} ({dice.avg:.4f}); Nadir {nadir_loss.val:.4f} ({nadir_loss.avg:.4f})".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) optimizer.zero_grad() loss.backward() optimizer.step() print("epoch: {}; lr {:.7f}; Loss {loss.avg:.4f}; Loss2 {loss2.avg:.4f}; Loss3 {loss3.avg:.4f}; Loss4 {loss4.avg:.4f}; Dice {dice.avg:.4f}; Nadir {nadir_loss.avg:.4f}".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(models_folder, exist_ok=True) fold = int(sys.argv[1]) vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev cudnn.benchmark = True all_files = sorted(listdir(train_dir)) batch_size = 3 val_batch = 2 best_snapshot_name = 'res154_9ch_fold_{0}_best_0'.format(fold) last_snapshot_name = 'res154_9ch_fold_{0}_last_0'.format(fold) np.random.seed(321) random.seed(321) train_files = df[df['fold'] != fold]['id'].values val_files = df[df['fold'] == fold]['id'].values steps_per_epoch = len(train_files) // batch_size validation_steps = len(val_files) // val_batch print('steps_per_epoch', steps_per_epoch, 'validation_steps', validation_steps) data_train = TrainData(train_files, len(train_files)) val_train = ValData(val_files) train_data_loader = DataLoader(data_train, batch_size=batch_size, num_workers=4, shuffle=True, pin_memory=True) val_data_loader = DataLoader(val_train, batch_size=batch_size, num_workers=2, shuffle=False, pin_memory=True) model = nn.DataParallel(ScSeSenet154_9ch_Unet()).cuda() params = model.parameters() optimizer = AdamW(params, lr=2e-4, weight_decay=1e-5) scheduler = lr_scheduler.MultiStepLR(optimizer, milestones=[1, 3, 10, 17, 20], gamma=0.5) loss_function = ComboLoss({'dice': 1.0, 'focal': 10.0}, per_image=True).cuda() l1_loss = torch.nn.SmoothL1Loss().cuda() best_score = 0 for epoch in range(15): if epoch < 1: for p in model.module.conv1.parameters(): p.requires_grad = False for p in model.module.conv2.parameters(): p.requires_grad = False for p in model.module.conv3.parameters(): p.requires_grad = False for p in model.module.conv4.parameters(): p.requires_grad = False for p in model.module.conv5.parameters(): p.requires_grad = False else: for p in model.module.conv1.parameters(): p.requires_grad = True for p in model.module.conv2.parameters(): p.requires_grad = True for p in model.module.conv3.parameters(): p.requires_grad = True for p in model.module.conv4.parameters(): p.requires_grad = True for p in model.module.conv5.parameters(): p.requires_grad = True train_epoch(epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader) torch.save({ 'epoch': epoch + 1, 'state_dict': model.state_dict(), 'best_score': best_score, }, path.join(models_folder, last_snapshot_name)) torch.cuda.empty_cache() best_score = evaluate_val(val_data_loader, best_score, model, best_snapshot_name, epoch) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/train50_9ch_fold.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, makedirs, listdir import sys import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.backends import cudnn from torch.utils.data import Dataset from torch.utils.data import DataLoader import torch.optim.lr_scheduler as lr_scheduler from adamw import AdamW from losses import dice_round, ComboLoss import pandas as pd from tqdm import tqdm import timeit import cv2 from zoo.models import SeResNext50_9ch_Unet from imgaug import augmenters as iaa from utils import preprocess_inputs, parse_img_id, dice cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) masks_folder = '/wdata/masks' occluded_masks_dir = '/wdata/masks_occluded' train_dir = '/wdata/train_png' train_dir2 = '/wdata/train_png_5_3_0' train_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') input_shape = (448, 448) def shift_image(img, shift_pnt): M = np.float32([[1, 0, shift_pnt[0]], [0, 1, shift_pnt[1]]]) res = cv2.warpAffine(img, M, (img.shape[1], img.shape[0]), borderMode=cv2.BORDER_REFLECT_101) return res def rotate_image(image, angle, scale, rot_pnt): rot_mat = cv2.getRotationMatrix2D(rot_pnt, angle, scale) result = cv2.warpAffine(image, rot_mat, image.shape[:2], flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_REFLECT_101) return result def gauss_noise(img, var=30): row, col, ch = img.shape mean = var sigma = var**0.5 gauss = np.random.normal(mean,sigma,(row,col,ch)) gauss = gauss.reshape(row,col,ch) gauss = (gauss - np.min(gauss)).astype(np.uint8) return np.clip(img.astype(np.int32) + gauss, 0, 255).astype('uint8') def clahe(img, clipLimit=2.0, tileGridSize=(5,5)): img_yuv = cv2.cvtColor(img, cv2.COLOR_RGB2LAB) clahe = cv2.createCLAHE(clipLimit=clipLimit, tileGridSize=tileGridSize) img_yuv[:, :, 0] = clahe.apply(img_yuv[:, :, 0]) img_output = cv2.cvtColor(img_yuv, cv2.COLOR_LAB2RGB) return img_output def _blend(img1, img2, alpha): return np.clip(img1 * alpha + (1 - alpha) * img2, 0, 255).astype('uint8') _alpha = np.asarray([0.114, 0.587, 0.299]).reshape((1, 1, 3)) def _grayscale(img): return np.sum(_alpha * img, axis=2, keepdims=True) def saturation(img, alpha): gs = _grayscale(img) return _blend(img, gs, alpha) def brightness(img, alpha): gs = np.zeros_like(img) return _blend(img, gs, alpha) def contrast(img, alpha): gs = _grayscale(img) gs = np.repeat(gs.mean(), 3) return _blend(img, gs, alpha) class TrainData(Dataset): def __init__(self, image_ids, epoch_size): super().__init__() self.image_ids = image_ids self.epoch_size = epoch_size self.elastic = iaa.ElasticTransformation(alpha=(0.25, 1.2), sigma=0.2) def __len__(self): return self.epoch_size def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) if img2 is None: print('Error!', fn) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) occluded_msk = cv2.imread(path.join(occluded_masks_dir, fn), cv2.IMREAD_UNCHANGED) if random.random() > 0.6: shift_pnt = (random.randint(-400, 400), random.randint(-400, 400)) img = shift_image(img, shift_pnt) img2 = shift_image(img2, shift_pnt) img3 = shift_image(img3, shift_pnt) msk = shift_image(msk, shift_pnt) occluded_msk = shift_image(occluded_msk, shift_pnt) if random.random() > 0.96: rot_pnt = (img.shape[0] // 2 + random.randint(-150, 150), img.shape[1] // 2 + random.randint(-150, 150)) scale = 1 angle = random.randint(0, 8) - 4 if (angle != 0) or (scale != 1): img = rotate_image(img, angle, scale, rot_pnt) img2 = rotate_image(img2, angle, scale, rot_pnt) img3 = rotate_image(img3, angle, scale, rot_pnt) msk = rotate_image(msk, angle, scale, rot_pnt) occluded_msk = rotate_image(occluded_msk, angle, scale, rot_pnt) crop_size = input_shape[0] if random.random() > 0.8: crop_size = random.randint(int(input_shape[0] / 1.2), int(input_shape[0] / 0.8)) x0 = random.randint(0, img.shape[1] - crop_size) y0 = random.randint(0, img.shape[0] - crop_size) img = img[y0:y0+crop_size, x0:x0+crop_size, :] img2 = img2[y0:y0+crop_size, x0:x0+crop_size, :] img3 = img3[y0:y0+crop_size, x0:x0+crop_size, :] msk = msk[y0:y0+crop_size, x0:x0+crop_size, :] occluded_msk = occluded_msk[y0:y0+crop_size, x0:x0+crop_size, ...] if crop_size != input_shape[0]: img = cv2.resize(img, input_shape, interpolation=cv2.INTER_LINEAR) img2 = cv2.resize(img2, input_shape, interpolation=cv2.INTER_LINEAR) img3 = cv2.resize(img3, input_shape, interpolation=cv2.INTER_LINEAR) msk = cv2.resize(msk, input_shape, interpolation=cv2.INTER_LINEAR) occluded_msk = cv2.resize(occluded_msk, input_shape, interpolation=cv2.INTER_LINEAR) if random.random() > 0.5: if random.random() > 0.91: img = clahe(img) img2 = clahe(img2) img3 = clahe(img3) elif random.random() > 0.91: img = gauss_noise(img) img2 = gauss_noise(img2) img3 = gauss_noise(img3) elif random.random() > 0.91: img = cv2.blur(img, (3, 3)) img2 = cv2.blur(img2, (3, 3)) img3 = cv2.blur(img3, (3, 3)) else: if random.random() > 0.91: img = saturation(img, 0.9 + random.random() * 0.2) img2 = saturation(img2, 0.9 + random.random() * 0.2) img3 = saturation(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = brightness(img, 0.9 + random.random() * 0.2) img2 = brightness(img2, 0.9 + random.random() * 0.2) img3 = brightness(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = contrast(img, 0.9 + random.random() * 0.2) img2 = contrast(img2, 0.9 + random.random() * 0.2) img3 = contrast(img3, 0.9 + random.random() * 0.2) if random.random() > 0.96: el_det = self.elastic.to_deterministic() img = el_det.augment_image(img) img2 = el_det.augment_image(img2) img3 = el_det.augment_image(img3) msk = (msk > 127) * 1 occluded_msk = (occluded_msk > 127) * 1 occluded_msk = occluded_msk[..., np.newaxis] msk = np.concatenate([msk, occluded_msk], axis=2) img = np.concatenate([img, img2, img3], axis=2) img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class ValData(Dataset): def __init__(self, image_ids): super().__init__() self.image_ids = image_ids def __len__(self): return len(self.image_ids) def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) msk = (msk > 127) * 1 msk = msk[..., :2] img = np.concatenate([img, img2, img3], axis=2) img = img[98:-98, 98:-98, ...] msk = msk[98:-98, 98:-98, ...] img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count def validate(net, data_loader): dices = [] with torch.no_grad(): for i, sample in enumerate(tqdm(data_loader)): mask = sample["mask"].numpy() imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) probs = torch.sigmoid(out) pred = probs.cpu().numpy() > 0.5 for j in range(mask.shape[0]): dices.append(dice(mask[j, 0], pred[j, 0])) d = np.mean(dices) print("Val Dice: {0}".format(d)) return d def evaluate_val(data_val, best_score, model, snapshot_name, current_epoch): model = model.eval() d = validate(model, data_loader=data_val) d = np.mean(d) if d > best_score: torch.save({ 'epoch': current_epoch + 1, 'state_dict': model.state_dict(), 'best_score': d, }, path.join(models_folder, snapshot_name)) best_score = d print("dice: {}\tdice_best: {}".format(d, best_score)) return best_score def train_epoch(current_epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader): losses = AverageMeter() losses2 = AverageMeter() losses3 = AverageMeter() losses4 = AverageMeter() nadir_losses = AverageMeter() dices = AverageMeter() iterator = tqdm(train_data_loader) model.train() scheduler.step(current_epoch) for i, sample in enumerate(iterator): imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) masks = sample["mask"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) loss1 = loss_function(out[:, 0, ...], masks[:, 0, ...]) loss2 = loss_function(out[:, 1, ...], masks[:, 1, ...]) loss3 = loss_function(out[:, 2, ...], masks[:, 2, ...]) loss4 = loss_function(out[:, 3, ...], masks[:, 3, ...]) nadir_loss = l1_loss(nadir_pred, nadir) loss = loss1 + 0.4 * loss2 + 0.05 * loss3 + 0.005 * loss4 + 0.002 * nadir_loss # with torch.no_grad(): _probs = torch.sigmoid(out[:, 0, ...]) dice_sc = 1 - dice_round(_probs, masks[:, 0, ...]) losses.update(loss1.item(), imgs.size(0)) losses2.update(loss2.item(), imgs.size(0)) losses3.update(loss3.item(), imgs.size(0)) losses4.update(loss4.item(), imgs.size(0)) nadir_losses.update(nadir_loss.item(), imgs.size(0)) dices.update(dice_sc, imgs.size(0)) iterator.set_description( "epoch: {}; lr {:.7f}; Loss {loss.val:.4f} ({loss.avg:.4f}); Loss2 {loss2.val:.4f} ({loss2.avg:.4f}); Loss3 {loss3.val:.4f} ({loss3.avg:.4f}); Loss4 {loss4.val:.4f} ({loss4.avg:.4f}); Dice {dice.val:.4f} ({dice.avg:.4f}); Nadir {nadir_loss.val:.4f} ({nadir_loss.avg:.4f})".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) optimizer.zero_grad() loss.backward() optimizer.step() print("epoch: {}; lr {:.7f}; Loss {loss.avg:.4f}; Loss2 {loss2.avg:.4f}; Loss3 {loss3.avg:.4f}; Loss4 {loss4.avg:.4f}; Dice {dice.avg:.4f}; Nadir {nadir_loss.avg:.4f}".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(models_folder, exist_ok=True) fold = int(sys.argv[1]) #hardcoded for training env: vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev cudnn.benchmark = True all_files = sorted(listdir(train_dir)) batch_size = 5 val_batch = 2 best_snapshot_name = 'res50_9ch_fold_{0}_best_0'.format(fold) last_snapshot_name = 'res50_9ch_fold_{0}_last_0'.format(fold) np.random.seed(1) random.seed(1) train_files = df[df['fold'] != fold]['id'].values val_files = df[df['fold'] == fold]['id'].values steps_per_epoch = len(train_files) // batch_size validation_steps = len(val_files) // val_batch print('steps_per_epoch', steps_per_epoch, 'validation_steps', validation_steps) data_train = TrainData(train_files, len(train_files)) val_train = ValData(val_files) train_data_loader = DataLoader(data_train, batch_size=batch_size, num_workers=4, shuffle=True, pin_memory=True) val_data_loader = DataLoader(val_train, batch_size=batch_size, num_workers=2, shuffle=False, pin_memory=True) model = nn.DataParallel(SeResNext50_9ch_Unet()).cuda() params = model.parameters() optimizer = AdamW(params, lr=1e-4, weight_decay=1e-4) scheduler = lr_scheduler.MultiStepLR(optimizer, milestones=[4, 12, 22], gamma=0.5) loss_function = ComboLoss({'dice': 1.0, 'focal': 10.0}, per_image=True).cuda() l1_loss = torch.nn.SmoothL1Loss().cuda() best_score = 0 for epoch in range(25): train_epoch(epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader) torch.save({ 'epoch': epoch + 1, 'state_dict': model.state_dict(), 'best_score': best_score, }, path.join(models_folder, last_snapshot_name)) torch.cuda.empty_cache() best_score = evaluate_val(val_data_loader, best_score, model, best_snapshot_name, epoch) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/train92_9ch_fold.py ================================================ import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, makedirs, listdir import sys import numpy as np np.random.seed(1) import random random.seed(1) import torch from torch import nn from torch.backends import cudnn from torch.utils.data import Dataset from torch.utils.data import DataLoader import torch.optim.lr_scheduler as lr_scheduler from adamw import AdamW from losses import dice_round, ComboLoss import pandas as pd from tqdm import tqdm import timeit import cv2 from zoo.models import Dpn92_9ch_Unet from imgaug import augmenters as iaa from utils import preprocess_inputs, parse_img_id, dice cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) masks_folder = '/wdata/masks' occluded_masks_dir = '/wdata/masks_occluded' train_dir = '/wdata/train_png' train_dir2 = '/wdata/train_png_5_3_0' train_dir3 = '/wdata/train_png_pan_6_7' models_folder = '/wdata/weights' df = pd.read_csv('train_folds.csv') input_shape = (448, 448) def shift_image(img, shift_pnt): M = np.float32([[1, 0, shift_pnt[0]], [0, 1, shift_pnt[1]]]) res = cv2.warpAffine(img, M, (img.shape[1], img.shape[0]), borderMode=cv2.BORDER_REFLECT_101) return res def rotate_image(image, angle, scale, rot_pnt): rot_mat = cv2.getRotationMatrix2D(rot_pnt, angle, scale) result = cv2.warpAffine(image, rot_mat, image.shape[:2], flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_REFLECT_101) return result def gauss_noise(img, var=30): row, col, ch = img.shape mean = var sigma = var**0.5 gauss = np.random.normal(mean,sigma,(row,col,ch)) gauss = gauss.reshape(row,col,ch) gauss = (gauss - np.min(gauss)).astype(np.uint8) return np.clip(img.astype(np.int32) + gauss, 0, 255).astype('uint8') def clahe(img, clipLimit=2.0, tileGridSize=(5,5)): img_yuv = cv2.cvtColor(img, cv2.COLOR_RGB2LAB) clahe = cv2.createCLAHE(clipLimit=clipLimit, tileGridSize=tileGridSize) img_yuv[:, :, 0] = clahe.apply(img_yuv[:, :, 0]) img_output = cv2.cvtColor(img_yuv, cv2.COLOR_LAB2RGB) return img_output def _blend(img1, img2, alpha): return np.clip(img1 * alpha + (1 - alpha) * img2, 0, 255).astype('uint8') _alpha = np.asarray([0.114, 0.587, 0.299]).reshape((1, 1, 3)) def _grayscale(img): return np.sum(_alpha * img, axis=2, keepdims=True) def saturation(img, alpha): gs = _grayscale(img) return _blend(img, gs, alpha) def brightness(img, alpha): gs = np.zeros_like(img) return _blend(img, gs, alpha) def contrast(img, alpha): gs = _grayscale(img) gs = np.repeat(gs.mean(), 3) return _blend(img, gs, alpha) class TrainData(Dataset): def __init__(self, image_ids, epoch_size): super().__init__() self.image_ids = image_ids self.epoch_size = epoch_size self.elastic = iaa.ElasticTransformation(alpha=(0.25, 1.2), sigma=0.2) def __len__(self): return self.epoch_size def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) if img2 is None: print('Error!', fn) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) occluded_msk = cv2.imread(path.join(occluded_masks_dir, fn), cv2.IMREAD_UNCHANGED) if random.random() > 0.6: shift_pnt = (random.randint(-400, 400), random.randint(-400, 400)) img = shift_image(img, shift_pnt) img2 = shift_image(img2, shift_pnt) img3 = shift_image(img3, shift_pnt) msk = shift_image(msk, shift_pnt) occluded_msk = shift_image(occluded_msk, shift_pnt) if random.random() > 0.96: rot_pnt = (img.shape[0] // 2 + random.randint(-150, 150), img.shape[1] // 2 + random.randint(-150, 150)) scale = 1 angle = random.randint(0, 8) - 4 if (angle != 0) or (scale != 1): img = rotate_image(img, angle, scale, rot_pnt) img2 = rotate_image(img2, angle, scale, rot_pnt) img3 = rotate_image(img3, angle, scale, rot_pnt) msk = rotate_image(msk, angle, scale, rot_pnt) occluded_msk = rotate_image(occluded_msk, angle, scale, rot_pnt) crop_size = input_shape[0] if random.random() > 0.8: crop_size = random.randint(int(input_shape[0] / 1.2), int(input_shape[0] / 0.8)) x0 = random.randint(0, img.shape[1] - crop_size) y0 = random.randint(0, img.shape[0] - crop_size) img = img[y0:y0+crop_size, x0:x0+crop_size, :] img2 = img2[y0:y0+crop_size, x0:x0+crop_size, :] img3 = img3[y0:y0+crop_size, x0:x0+crop_size, :] msk = msk[y0:y0+crop_size, x0:x0+crop_size, :] occluded_msk = occluded_msk[y0:y0+crop_size, x0:x0+crop_size, ...] if crop_size != input_shape[0]: img = cv2.resize(img, input_shape, interpolation=cv2.INTER_LINEAR) img2 = cv2.resize(img2, input_shape, interpolation=cv2.INTER_LINEAR) img3 = cv2.resize(img3, input_shape, interpolation=cv2.INTER_LINEAR) msk = cv2.resize(msk, input_shape, interpolation=cv2.INTER_LINEAR) occluded_msk = cv2.resize(occluded_msk, input_shape, interpolation=cv2.INTER_LINEAR) if random.random() > 0.5: if random.random() > 0.91: img = clahe(img) img2 = clahe(img2) img3 = clahe(img3) elif random.random() > 0.91: img = gauss_noise(img) img2 = gauss_noise(img2) img3 = gauss_noise(img3) elif random.random() > 0.91: img = cv2.blur(img, (3, 3)) img2 = cv2.blur(img2, (3, 3)) img3 = cv2.blur(img3, (3, 3)) else: if random.random() > 0.91: img = saturation(img, 0.9 + random.random() * 0.2) img2 = saturation(img2, 0.9 + random.random() * 0.2) img3 = saturation(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = brightness(img, 0.9 + random.random() * 0.2) img2 = brightness(img2, 0.9 + random.random() * 0.2) img3 = brightness(img3, 0.9 + random.random() * 0.2) elif random.random() > 0.91: img = contrast(img, 0.9 + random.random() * 0.2) img2 = contrast(img2, 0.9 + random.random() * 0.2) img3 = contrast(img3, 0.9 + random.random() * 0.2) if random.random() > 0.96: el_det = self.elastic.to_deterministic() img = el_det.augment_image(img) img2 = el_det.augment_image(img2) img3 = el_det.augment_image(img3) msk = (msk > 127) * 1 occluded_msk = (occluded_msk > 127) * 1 occluded_msk = occluded_msk[..., np.newaxis] msk = np.concatenate([msk, occluded_msk], axis=2) img = np.concatenate([img, img2, img3], axis=2) img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class ValData(Dataset): def __init__(self, image_ids): super().__init__() self.image_ids = image_ids def __len__(self): return len(self.image_ids) def __getitem__(self, idx): fn = self.image_ids[idx] + '.png' img = cv2.imread(path.join(train_dir, fn), cv2.IMREAD_COLOR) img2 = cv2.imread(path.join(train_dir2, fn), cv2.IMREAD_COLOR) img3 = cv2.imread(path.join(train_dir3, fn), cv2.IMREAD_COLOR) msk = cv2.imread(path.join(masks_folder, fn), cv2.IMREAD_COLOR) msk = (msk > 127) * 1 msk = msk[..., :2] img = np.concatenate([img, img2, img3], axis=2) img = img[98:-98, 98:-98, ...] msk = msk[98:-98, 98:-98, ...] img = preprocess_inputs(img) nadir, cat_inp, coord_inp = parse_img_id(fn) img = torch.from_numpy(img.transpose((2, 0, 1))).float() msk = torch.from_numpy(msk.transpose((2, 0, 1)).copy()).long() nadir = torch.from_numpy(np.asarray([nadir / 60.0]).copy()).float() cat_inp = torch.from_numpy(cat_inp.copy()).float() coord_inp = torch.from_numpy(coord_inp.copy()).float() sample = {"img": img, "mask": msk, 'nadir': nadir, 'cat_inp':cat_inp, 'coord_inp': coord_inp, 'img_name': fn} return sample class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count def validate(net, data_loader): dices = [] with torch.no_grad(): for i, sample in enumerate(tqdm(data_loader)): mask = sample["mask"].numpy() imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) probs = torch.sigmoid(out) pred = probs.cpu().numpy() > 0.5 for j in range(mask.shape[0]): dices.append(dice(mask[j, 0], pred[j, 0])) d = np.mean(dices) print("Val Dice: {0}".format(d)) return d def evaluate_val(data_val, best_score, model, snapshot_name, current_epoch): model = model.eval() d = validate(model, data_loader=data_val) d = np.mean(d) if d > best_score: torch.save({ 'epoch': current_epoch + 1, 'state_dict': model.state_dict(), 'best_score': d, }, path.join(models_folder, snapshot_name)) best_score = d print("dice: {}\tdice_best: {}".format(d, best_score)) return best_score def train_epoch(current_epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader): losses = AverageMeter() losses2 = AverageMeter() losses3 = AverageMeter() losses4 = AverageMeter() nadir_losses = AverageMeter() dices = AverageMeter() iterator = tqdm(train_data_loader) model.train() scheduler.step(current_epoch) for i, sample in enumerate(iterator): imgs = sample["img"].cuda(non_blocking=True) cat_inp = sample["cat_inp"].cuda(non_blocking=True) coord_inp = sample["coord_inp"].cuda(non_blocking=True) masks = sample["mask"].cuda(non_blocking=True) nadir = sample["nadir"].cuda(non_blocking=True) out, nadir_pred = model(imgs, nadir, cat_inp, coord_inp) loss1 = loss_function(out[:, 0, ...], masks[:, 0, ...]) loss2 = loss_function(out[:, 1, ...], masks[:, 1, ...]) loss3 = loss_function(out[:, 2, ...], masks[:, 2, ...]) loss4 = loss_function(out[:, 3, ...], masks[:, 3, ...]) nadir_loss = l1_loss(nadir_pred, nadir) loss = loss1 + 0.4 * loss2 + 0.05 * loss3 + 0.005 * loss4 + 0.002 * nadir_loss # with torch.no_grad(): _probs = torch.sigmoid(out[:, 0, ...]) dice_sc = 1 - dice_round(_probs, masks[:, 0, ...]) losses.update(loss1.item(), imgs.size(0)) losses2.update(loss2.item(), imgs.size(0)) losses3.update(loss3.item(), imgs.size(0)) losses4.update(loss4.item(), imgs.size(0)) nadir_losses.update(nadir_loss.item(), imgs.size(0)) dices.update(dice_sc, imgs.size(0)) iterator.set_description( "epoch: {}; lr {:.7f}; Loss {loss.val:.4f} ({loss.avg:.4f}); Loss2 {loss2.val:.4f} ({loss2.avg:.4f}); Loss3 {loss3.val:.4f} ({loss3.avg:.4f}); Loss4 {loss4.val:.4f} ({loss4.avg:.4f}); Dice {dice.val:.4f} ({dice.avg:.4f}); Nadir {nadir_loss.val:.4f} ({nadir_loss.avg:.4f})".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) optimizer.zero_grad() loss.backward() optimizer.step() print("epoch: {}; lr {:.7f}; Loss {loss.avg:.4f}; Loss2 {loss2.avg:.4f}; Loss3 {loss3.avg:.4f}; Loss4 {loss4.avg:.4f}; Dice {dice.avg:.4f}; Nadir {nadir_loss.avg:.4f}".format( current_epoch, scheduler.get_lr()[-1], loss=losses, loss2=losses2, loss3=losses3, loss4=losses4, dice=dices, nadir_loss=nadir_losses)) if __name__ == '__main__': t0 = timeit.default_timer() makedirs(models_folder, exist_ok=True) fold = int(sys.argv[1]) #hardcoded for training env: vis_dev = str(fold) if fold > 3: vis_dev = str(fold - 4) os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = vis_dev cudnn.benchmark = True all_files = sorted(listdir(train_dir)) batch_size = 5 val_batch = 2 best_snapshot_name = 'dpn92_9ch_fold_{0}_best_0'.format(fold) last_snapshot_name = 'dpn92_9ch_fold_{0}_last_0'.format(fold) np.random.seed(34) random.seed(34) train_files = df[df['fold'] != fold]['id'].values val_files = df[df['fold'] == fold]['id'].values steps_per_epoch = len(train_files) // batch_size validation_steps = len(val_files) // val_batch print('steps_per_epoch', steps_per_epoch, 'validation_steps', validation_steps) data_train = TrainData(train_files, len(train_files)) val_train = ValData(val_files) train_data_loader = DataLoader(data_train, batch_size=batch_size, num_workers=4, shuffle=True, pin_memory=True) val_data_loader = DataLoader(val_train, batch_size=batch_size, num_workers=2, shuffle=False, pin_memory=True) model = nn.DataParallel(Dpn92_9ch_Unet()).cuda() params = model.parameters() optimizer = AdamW(params, lr=1e-4, weight_decay=1e-4) scheduler = lr_scheduler.MultiStepLR(optimizer, milestones=[4, 12, 22], gamma=0.5) loss_function = ComboLoss({'dice': 1.0, 'focal': 10.0}, per_image=True).cuda() l1_loss = torch.nn.SmoothL1Loss().cuda() best_score = 0 for epoch in range(25): train_epoch(epoch, loss_function, l1_loss, model, optimizer, scheduler, train_data_loader) torch.save({ 'epoch': epoch + 1, 'state_dict': model.state_dict(), 'best_score': best_score, }, path.join(models_folder, last_snapshot_name)) torch.cuda.empty_cache() best_score = evaluate_val(val_data_loader, best_score, model, best_snapshot_name, epoch) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/train_classifier.py ================================================ # -*- coding: utf-8 -*- import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from os import path, mkdir import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 from tqdm import tqdm from skimage import measure from multiprocessing import Pool import lightgbm as lgb from sklearn.model_selection import KFold from sklearn.neighbors import KDTree from skimage.morphology import watershed from skimage.morphology import square, dilation import pandas as pd import math cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) masks_folder = '/wdata/labels' train_pred_folder = '/wdata/merged_oof' lgbm_models_folder = '/wdata/lgbm_models' DATA_THREADS = 32 #16cores * 2 threads LGBM_THREADS = 16 num_split_iters = 5 folds_count = 5 df = pd.read_csv('train_folds.csv') pixels_threshold = 115 sep_count = 3 sep_thresholds = [0.65, 0.75, 0.85] def get_inputs(filename, pred_folder, add_features=[], return_labels=False, truth_folder=None): inputs = [] pred = cv2.imread(path.join(pred_folder, filename), cv2.IMREAD_UNCHANGED) pred_msk = pred / 255. pred_msk = pred_msk[..., 0] * (1 - pred_msk[..., 1]) * (1 - 0.1 * pred_msk[..., 2]) pred_msk = 1 * (pred_msk > 0.55) pred_msk = pred_msk.astype(np.uint8) y_pred = measure.label(pred_msk, neighbors=8, background=0) props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < 10: y_pred[y_pred == i+1] = 0 y_pred = measure.label(y_pred, neighbors=8, background=0) nucl_msk = (255 - pred[..., 0]) nucl_msk = nucl_msk.astype('uint8') y_pred = watershed(nucl_msk, y_pred, mask=((pred[..., 0] > pixels_threshold)), watershed_line=True) if y_pred.max() > 0: mean_pred = pred[..., 0][y_pred > 0].mean() else: mean_pred = 0 ext_pred = pred props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < 10: y_pred[y_pred == i+1] = 0 pred_labels = measure.label(y_pred, neighbors=8, background=0).astype('uint16') pred_props = measure.regionprops(pred_labels) init_count = len(pred_props) coords = [pr.centroid for pr in pred_props] if len(coords) > 0: t = KDTree(coords) neighbors100 = t.query_radius(coords, r=50) neighbors200 = t.query_radius(coords, r=100) neighbors300 = t.query_radius(coords, r=150) neighbors400 = t.query_radius(coords, r=200) med_area = np.median(np.asarray([pr.area for pr in pred_props])) lvl2_labels = [np.zeros_like(pred_labels, dtype='uint16') for i in range(sep_count)] separated_regions = [[] for i in range(sep_count)] main_regions = [[] for i in range(sep_count)] for i in range(len(pred_props)): is_on_border = 1 * ((pred_props[i].bbox[0] <= 1) | (pred_props[i].bbox[1] <= 1) | (pred_props[i].bbox[2] >= pred.shape[0] - 1) | (pred_props[i].bbox[3] >= pred.shape[1] - 1)) msk_reg = pred_labels[pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] == i+1 pred_reg = pred[pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] ext_pred_reg = ext_pred[pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] ext_pred_reg = ext_pred_reg * 0.5 + pred_reg * 0.5 ext_pred_reg = ext_pred_reg.astype('uint8') contours = cv2.findContours((msk_reg * 255).astype(dtype=np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) if len(contours[1]) > 0: cnt = contours[1][0] min_area_rect = cv2.minAreaRect(cnt) inp = [] inp.extend(add_features) inp.append(pred_props[i].area) inp.append(0) if len(contours[1]) > 0: inp.append(cv2.isContourConvex(cnt) * 1.0) inp.append(min(min_area_rect[1])) inp.append(max(min_area_rect[1])) if max(min_area_rect[1]) > 0: inp.append(min(min_area_rect[1]) / max(min_area_rect[1])) else: inp.append(0) inp.append(min_area_rect[2]) else: inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(pred_props[i].convex_area) inp.append(pred_props[i].solidity) inp.append(pred_props[i].eccentricity) inp.append(pred_props[i].extent) inp.append(pred_props[i].perimeter) inp.append(pred_props[i].major_axis_length) inp.append(pred_props[i].minor_axis_length) if (pred_props[i].minor_axis_length > 0): inp.append(pred_props[i].minor_axis_length / pred_props[i].major_axis_length) else: inp.append(0) pred_values = ext_pred_reg[..., 0][msk_reg] inp.append(pred_values.mean()) inp.append(pred_values.std()) inp.append(pred_props[i].euler_number) inp.append(pred_props[i].equivalent_diameter) inp.append(pred_props[i].perimeter ** 2 / (4 * pred_props[i].area * math.pi)) inp.append(mean_pred) inp.append(is_on_border) inp.append(init_count) inp.append(med_area) inp.append(pred_props[i].area / med_area) inp.append(neighbors100[i].shape[0]) median_area = med_area if neighbors100[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors100[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors200[i].shape[0]) median_area = med_area if neighbors200[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors200[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors300[i].shape[0]) median_area = med_area if neighbors300[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors300[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors400[i].shape[0]) median_area = med_area if neighbors400[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors400[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) bst_j = 0 pred_reg[~msk_reg] = 0 pred_reg0 = pred_reg / 255. pred_reg0 = pred_reg0[..., 0] * (1 - pred_reg0[..., 1]) max_regs = 1 for j in range(1, sep_count+1): sep_regs = [] if bst_j > 0: separated_regions[j-1].append(sep_regs) continue if j > sep_count-1: pred_reg[~msk_reg] = 0 pred_reg0 = pred_reg / 255. pred_reg0 = pred_reg0[..., 0] * (1 - pred_reg0[..., 1]) * (1 - 0.2 * pred_reg0[..., 2]) pred_reg2 = 255 * (pred_reg0 > sep_thresholds[j-1]) pred_reg2 = pred_reg2.astype(np.uint8) lbls = measure.label(pred_reg2, neighbors=4, background=False) num_regs = lbls.max() if (j > sep_count-1) and (num_regs < 2): kernel = np.ones((3, 3), np.uint8) its = 2 pred_reg2 = cv2.erode(pred_reg2, kernel, iterations = its) lbls = measure.label(pred_reg2, neighbors=4, background=False) num_regs = lbls.max() if num_regs > 1: bst_j = j max_regs = num_regs if num_regs > 1 or (j < sep_count and num_regs > 0): lbls = lbls.astype(np.int32) labels_ws = watershed((255 - ext_pred_reg[..., 0]), lbls, mask=msk_reg) start_num = len(main_regions[j-1]) labels_ws += start_num labels_ws[labels_ws == start_num] = 0 for k in range(num_regs): sep_regs.append(k+start_num) main_regions[j-1].append(i) labels_ws = labels_ws.astype('uint16') lvl2_labels[j-1][pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] += labels_ws separated_regions[j-1].append(sep_regs) inp.append(bst_j) inp.append(max_regs) inp.append(1) inp.append(0) inputs.append(np.asarray(inp)) inputs = np.asarray(inputs) all_sep_props = [] all_sep_inputs = [] for j in range(sep_count): inputs_lvl2 = [] pred_props2 = measure.regionprops(lvl2_labels[j]) for i in range(len(pred_props2)): is_on_border = 1 * ((pred_props2[i].bbox[0] <= 1) | (pred_props2[i].bbox[1] <= 1) | (pred_props2[i].bbox[2] >= pred.shape[0] - 1) | (pred_props2[i].bbox[3] >= pred.shape[1] - 1)) msk_reg = lvl2_labels[j][pred_props2[i].bbox[0]:pred_props2[i].bbox[2], pred_props2[i].bbox[1]:pred_props2[i].bbox[3]] == i+1 pred_reg = pred[pred_props2[i].bbox[0]:pred_props2[i].bbox[2], pred_props2[i].bbox[1]:pred_props2[i].bbox[3]] ext_pred_reg = ext_pred[pred_props2[i].bbox[0]:pred_props2[i].bbox[2], pred_props2[i].bbox[1]:pred_props2[i].bbox[3]] ext_pred_reg = ext_pred_reg * 0.5 + pred_reg * 0.5 ext_pred_reg = ext_pred_reg.astype('uint8') contours = cv2.findContours((msk_reg * 255).astype(dtype=np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) if len(contours[1]) > 0: cnt = contours[1][0] min_area_rect = cv2.minAreaRect(cnt) inp = [] inp.extend(add_features) inp.append(pred_props2[i].area) main_area = inputs[main_regions[j][i]][0] inp.append(pred_props2[i].area / main_area) if len(contours[1]) > 0: inp.append(cv2.isContourConvex(cnt) * 1.0) inp.append(min(min_area_rect[1])) inp.append(max(min_area_rect[1])) if max(min_area_rect[1]) > 0: inp.append(min(min_area_rect[1]) / max(min_area_rect[1])) else: inp.append(0) inp.append(min_area_rect[2]) else: inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(pred_props2[i].convex_area) inp.append(pred_props2[i].solidity) inp.append(pred_props2[i].eccentricity) inp.append(pred_props2[i].extent) inp.append(pred_props2[i].perimeter) inp.append(pred_props2[i].major_axis_length) inp.append(pred_props2[i].minor_axis_length) if(pred_props2[i].minor_axis_length > 0): inp.append(pred_props2[i].minor_axis_length / pred_props2[i].major_axis_length) else: inp.append(0) pred_values = ext_pred_reg[..., 0][msk_reg] inp.append(pred_values.mean()) inp.append(pred_values.std()) inp.append(pred_props2[i].euler_number) inp.append(pred_props2[i].equivalent_diameter) inp.append(pred_props2[i].perimeter ** 2 / (4 * pred_props2[i].area * math.pi)) inp.append(mean_pred) inp.append(is_on_border) inp.append(init_count) inp.append(med_area) inp.append(pred_props2[i].area / med_area) inp.append(inputs[main_regions[j][i]][-16]) median_area = inputs[main_regions[j][i]][-15] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-13]) median_area = inputs[main_regions[j][i]][-12] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-10]) median_area = inputs[main_regions[j][i]][-9] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-7]) median_area = inputs[main_regions[j][i]][-6] inp.append(median_area) inp.append(pred_props2[i].area / median_area) bst_j = inputs[main_regions[j][i]][-4] max_regs = inputs[main_regions[j][i]][-3] inp.append(bst_j) inp.append(max_regs) inp.append(len(separated_regions[j][main_regions[j][i]])) inp.append(j+1) inputs_lvl2.append(np.asarray(inp)) all_sep_props.append(pred_props2) inputs_lvl2 = np.asarray(inputs_lvl2) all_sep_inputs.append(inputs_lvl2) if truth_folder is None: return inputs, (pred_labels if return_labels else None), all_sep_inputs, (lvl2_labels if return_labels else None), separated_regions else: outputs = [] truth_labels = cv2.imread(path.join(truth_folder, filename.replace('.png', '.tif')), cv2.IMREAD_UNCHANGED) truth_labels = measure.label(truth_labels, neighbors=8, background=0) truth_props = measure.regionprops(truth_labels) m = np.zeros((len(pred_props), len(truth_props))) for x in range(pred_labels.shape[1]): for y in range(pred_labels.shape[0]): if pred_labels[y, x] > 0 and truth_labels[y, x] > 0: m[pred_labels[y, x]-1, truth_labels[y, x]-1] += 1 truth_used = set([]) for i in range(len(pred_props)): max_iou = 0 for j in range(len(truth_props)): if m[i, j] > 0: iou = m[i, j] / (pred_props[i].area + truth_props[j].area - m[i, j]) if iou > max_iou: max_iou = iou if iou > 0.5: truth_used.add(j) if max_iou <= 0.5: max_iou = 0 outputs.append(max_iou) outputs = np.asarray(outputs) fn = len(truth_props) - len(truth_used) all_sep_outputs = [] for k in range(sep_count): pred_props2 = all_sep_props[k] outputs_lvl2 = [] m2 = np.zeros((len(pred_props2), len(truth_props))) for x in range(lvl2_labels[k].shape[1]): for y in range(lvl2_labels[k].shape[0]): if lvl2_labels[k][y, x] > 0 and truth_labels[y, x] > 0: m2[lvl2_labels[k][y, x]-1, truth_labels[y, x]-1] += 1 truth_used2 = set([]) for i in range(len(pred_props2)): max_iou = 0 for j in range(len(truth_props)): if m2[i, j] > 0: iou = m2[i, j] / (pred_props2[i].area + truth_props[j].area - m2[i, j]) if iou > max_iou: max_iou = iou if iou > 0.5: # tp = 1 truth_used2.add(j) if max_iou <= 0.5: max_iou = 0 outputs_lvl2.append(max_iou) outputs_lvl2 = np.asarray(outputs_lvl2) all_sep_outputs.append(outputs_lvl2) return inputs, (pred_labels if return_labels else None), all_sep_inputs, (lvl2_labels if return_labels else None), separated_regions, outputs, all_sep_outputs, fn if __name__ == '__main__': t0 = timeit.default_timer() all_ids = df[df['fold'] < 8]['id'].values # < 8 tile_ids = df[df['fold'] < 8]['tile_id'].values tiles_uniq = np.unique(tile_ids) if not path.isdir(lgbm_models_folder): mkdir(lgbm_models_folder) all_files = [] inputs = [] outputs = [] inputs2 = [] outputs2 = [] separated_regions = [] fns = [] paramss = [] all_nadir_idxs = [] for _i in tqdm(range(len(all_ids))): f = all_ids[_i] + '.png' if path.isfile(path.join(train_pred_folder, f)): tmp = f.split('_') nadir = int(tmp[1].split('nadir')[1]) nad_idx = 0 if nadir > 40: nad_idx = 2 elif nadir > 25: nad_idx = 1 all_nadir_idxs.append(nad_idx) all_files.append(path.join(train_pred_folder, f)) paramss.append((f, train_pred_folder, [nadir], False, masks_folder)) with Pool(processes=DATA_THREADS) as pool: results = pool.starmap(get_inputs, paramss, chunksize=len(paramss)//DATA_THREADS) for i in range(len(results)): inp, _, inp2, _, sep_regs, otp, otp2, fn = results[i] inputs.append(inp) outputs.append(otp) inputs2.append(inp2) outputs2.append(otp2) separated_regions.append(sep_regs) fns.append(fn) gbm_models = [] for it in range(num_split_iters): kf = KFold(n_splits=folds_count, random_state=it+1, shuffle=True) it2 = -1 for train_idxs0, test_idxs0 in kf.split(tiles_uniq): train_tiles = tiles_uniq[train_idxs0] test_tiles = tiles_uniq[test_idxs0] train_idxs = np.where(np.isin(tile_ids, train_tiles))[0] test_idxs = np.where(np.isin(tile_ids, test_tiles))[0] it2 += 1 random.seed(it*1000+it2) np.random.seed(it*1000+it2) lr = random.random()*0.05 + 0.02 ff = random.random()*0.4 + 0.4 nl = random.randint(6, 16) print('training lgb', it, it2, 'lr:', lr, 'ff:', ff, 'nl:', nl) train_inp = [] train_otp = [] test_inp = [] test_otp = [] for i in train_idxs: if inputs[i].shape[0] > 0: train_inp.append(inputs[i]) train_otp.append(outputs[i]) for j in range(len(inputs2[i])): if inputs2[i][j].shape[0] > 0: train_inp.append(inputs2[i][j]) train_otp.append(outputs2[i][j]) for i in test_idxs: if inputs[i].shape[0] > 0: test_inp.append(inputs[i]) test_otp.append(outputs[i]) for j in range(len(inputs2[i])): if inputs2[i][j].shape[0] > 0: test_inp.append(inputs2[i][j]) test_otp.append(outputs2[i][j]) train_inp = np.concatenate(train_inp, axis=0) train_otp = np.concatenate(train_otp, axis=0) test_inp = np.concatenate(test_inp, axis=0) test_otp = np.concatenate(test_otp, axis=0) lgb_train = lgb.Dataset(train_inp, train_otp) lgb_eval = lgb.Dataset(test_inp, test_otp, reference=lgb_train) params = { 'task': 'train', 'boosting_type': 'gbdt', 'objective': 'regression', 'metric': {'l2'}, #l2 'num_leaves': nl, 'learning_rate': lr, 'feature_fraction': ff, 'bagging_fraction': 0.85, 'bagging_freq': 1, 'verbosity': 0, 'seed': it*1000+it2, 'num_threads': LGBM_THREADS } gbm = lgb.train(params, lgb_train, num_boost_round=2000, valid_sets=lgb_eval, early_stopping_rounds=5) gbm.free_dataset() gbm_models.append(gbm) gbm.save_model(path.join(lgbm_models_folder, 'gbm_model_{0}_{1}.txt'.format(it, it2))) print('LightGBM models trained') elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: cannab/train_folds.csv ================================================ id,nadir,catid,x,y,tile_id,fold Atlanta_nadir10_catid_1030010003993E00_732701_3720639,10,1030010003993E00,732701,3720639,732701_3720639,5 Atlanta_nadir10_catid_1030010003993E00_732701_3721539,10,1030010003993E00,732701,3721539,732701_3721539,6 Atlanta_nadir10_catid_1030010003993E00_732701_3722439,10,1030010003993E00,732701,3722439,732701_3722439,13 Atlanta_nadir10_catid_1030010003993E00_732701_3725139,10,1030010003993E00,732701,3725139,732701_3725139,0 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Atlanta_nadir10_catid_1030010003993E00_742151_3738189,10,1030010003993E00,742151,3738189,742151_3738189,6 Atlanta_nadir10_catid_1030010003993E00_742151_3739089,10,1030010003993E00,742151,3739089,742151_3739089,2 Atlanta_nadir10_catid_1030010003993E00_742151_3739539,10,1030010003993E00,742151,3739539,742151_3739539,6 Atlanta_nadir10_catid_1030010003993E00_742151_3740439,10,1030010003993E00,742151,3740439,742151_3740439,11 Atlanta_nadir10_catid_1030010003993E00_742151_3741339,10,1030010003993E00,742151,3741339,742151_3741339,1 Atlanta_nadir10_catid_1030010003993E00_742151_3742239,10,1030010003993E00,742151,3742239,742151_3742239,14 Atlanta_nadir10_catid_1030010003993E00_742151_3742689,10,1030010003993E00,742151,3742689,742151_3742689,9 Atlanta_nadir10_catid_1030010003993E00_742151_3743589,10,1030010003993E00,742151,3743589,742151_3743589,14 Atlanta_nadir10_catid_1030010003993E00_742601_3720639,10,1030010003993E00,742601,3720639,742601_3720639,7 Atlanta_nadir10_catid_1030010003993E00_742601_3722439,10,1030010003993E00,742601,3722439,742601_3722439,7 Atlanta_nadir10_catid_1030010003993E00_742601_3722889,10,1030010003993E00,742601,3722889,742601_3722889,11 Atlanta_nadir10_catid_1030010003993E00_742601_3724689,10,1030010003993E00,742601,3724689,742601_3724689,1 Atlanta_nadir10_catid_1030010003993E00_742601_3726489,10,1030010003993E00,742601,3726489,742601_3726489,3 Atlanta_nadir10_catid_1030010003993E00_742601_3726939,10,1030010003993E00,742601,3726939,742601_3726939,5 Atlanta_nadir10_catid_1030010003993E00_742601_3727389,10,1030010003993E00,742601,3727389,742601_3727389,4 Atlanta_nadir10_catid_1030010003993E00_742601_3727839,10,1030010003993E00,742601,3727839,742601_3727839,9 Atlanta_nadir10_catid_1030010003993E00_742601_3728739,10,1030010003993E00,742601,3728739,742601_3728739,10 Atlanta_nadir10_catid_1030010003993E00_742601_3729639,10,1030010003993E00,742601,3729639,742601_3729639,11 Atlanta_nadir10_catid_1030010003993E00_742601_3730089,10,1030010003993E00,742601,3730089,742601_3730089,8 Atlanta_nadir10_catid_1030010003993E00_742601_3730539,10,1030010003993E00,742601,3730539,742601_3730539,2 Atlanta_nadir10_catid_1030010003993E00_742601_3730989,10,1030010003993E00,742601,3730989,742601_3730989,14 Atlanta_nadir10_catid_1030010003993E00_742601_3732339,10,1030010003993E00,742601,3732339,742601_3732339,4 Atlanta_nadir10_catid_1030010003993E00_742601_3732789,10,1030010003993E00,742601,3732789,742601_3732789,0 Atlanta_nadir10_catid_1030010003993E00_742601_3733239,10,1030010003993E00,742601,3733239,742601_3733239,1 Atlanta_nadir10_catid_1030010003993E00_742601_3734139,10,1030010003993E00,742601,3734139,742601_3734139,3 Atlanta_nadir10_catid_1030010003993E00_742601_3735039,10,1030010003993E00,742601,3735039,742601_3735039,6 Atlanta_nadir10_catid_1030010003993E00_742601_3735489,10,1030010003993E00,742601,3735489,742601_3735489,10 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Atlanta_nadir10_catid_1030010003993E00_743951_3728289,10,1030010003993E00,743951,3728289,743951_3728289,14 Atlanta_nadir10_catid_1030010003993E00_743951_3729189,10,1030010003993E00,743951,3729189,743951_3729189,0 Atlanta_nadir10_catid_1030010003993E00_743951_3731439,10,1030010003993E00,743951,3731439,743951_3731439,1 Atlanta_nadir10_catid_1030010003993E00_743951_3732789,10,1030010003993E00,743951,3732789,743951_3732789,3 Atlanta_nadir10_catid_1030010003993E00_743951_3733239,10,1030010003993E00,743951,3733239,743951_3733239,4 Atlanta_nadir10_catid_1030010003993E00_743951_3733689,10,1030010003993E00,743951,3733689,743951_3733689,0 Atlanta_nadir10_catid_1030010003993E00_743951_3734139,10,1030010003993E00,743951,3734139,743951_3734139,10 Atlanta_nadir10_catid_1030010003993E00_743951_3734589,10,1030010003993E00,743951,3734589,743951_3734589,11 Atlanta_nadir10_catid_1030010003993E00_743951_3735489,10,1030010003993E00,743951,3735489,743951_3735489,15 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Atlanta_nadir21_catid_1030010003127500_740801_3731439,21,1030010003127500,740801,3731439,740801_3731439,3 Atlanta_nadir21_catid_1030010003127500_740801_3731889,21,1030010003127500,740801,3731889,740801_3731889,12 Atlanta_nadir21_catid_1030010003127500_740801_3732339,21,1030010003127500,740801,3732339,740801_3732339,13 Atlanta_nadir21_catid_1030010003127500_740801_3732789,21,1030010003127500,740801,3732789,740801_3732789,15 Atlanta_nadir21_catid_1030010003127500_740801_3733239,21,1030010003127500,740801,3733239,740801_3733239,7 Atlanta_nadir21_catid_1030010003127500_740801_3733689,21,1030010003127500,740801,3733689,740801_3733689,14 Atlanta_nadir21_catid_1030010003127500_740801_3734589,21,1030010003127500,740801,3734589,740801_3734589,3 Atlanta_nadir21_catid_1030010003127500_740801_3735039,21,1030010003127500,740801,3735039,740801_3735039,8 Atlanta_nadir21_catid_1030010003127500_740801_3735489,21,1030010003127500,740801,3735489,740801_3735489,11 Atlanta_nadir21_catid_1030010003127500_740801_3735939,21,1030010003127500,740801,3735939,740801_3735939,1 Atlanta_nadir21_catid_1030010003127500_740801_3736389,21,1030010003127500,740801,3736389,740801_3736389,2 Atlanta_nadir21_catid_1030010003127500_740801_3736839,21,1030010003127500,740801,3736839,740801_3736839,1 Atlanta_nadir21_catid_1030010003127500_740801_3737289,21,1030010003127500,740801,3737289,740801_3737289,6 Atlanta_nadir21_catid_1030010003127500_740801_3737739,21,1030010003127500,740801,3737739,740801_3737739,0 Atlanta_nadir21_catid_1030010003127500_740801_3738189,21,1030010003127500,740801,3738189,740801_3738189,4 Atlanta_nadir21_catid_1030010003127500_740801_3738639,21,1030010003127500,740801,3738639,740801_3738639,11 Atlanta_nadir21_catid_1030010003127500_740801_3739089,21,1030010003127500,740801,3739089,740801_3739089,4 Atlanta_nadir21_catid_1030010003127500_740801_3739989,21,1030010003127500,740801,3739989,740801_3739989,7 Atlanta_nadir21_catid_1030010003127500_740801_3740889,21,1030010003127500,740801,3740889,740801_3740889,5 Atlanta_nadir21_catid_1030010003127500_740801_3741339,21,1030010003127500,740801,3741339,740801_3741339,4 Atlanta_nadir21_catid_1030010003127500_740801_3741789,21,1030010003127500,740801,3741789,740801_3741789,5 Atlanta_nadir21_catid_1030010003127500_740801_3742689,21,1030010003127500,740801,3742689,740801_3742689,14 Atlanta_nadir21_catid_1030010003127500_740801_3743589,21,1030010003127500,740801,3743589,740801_3743589,15 Atlanta_nadir21_catid_1030010003127500_741251_3721089,21,1030010003127500,741251,3721089,741251_3721089,7 Atlanta_nadir21_catid_1030010003127500_741251_3721539,21,1030010003127500,741251,3721539,741251_3721539,7 Atlanta_nadir21_catid_1030010003127500_741251_3721989,21,1030010003127500,741251,3721989,741251_3721989,11 Atlanta_nadir21_catid_1030010003127500_741251_3723339,21,1030010003127500,741251,3723339,741251_3723339,1 Atlanta_nadir21_catid_1030010003127500_741251_3723789,21,1030010003127500,741251,3723789,741251_3723789,3 Atlanta_nadir21_catid_1030010003127500_741251_3724239,21,1030010003127500,741251,3724239,741251_3724239,5 Atlanta_nadir21_catid_1030010003127500_741251_3724689,21,1030010003127500,741251,3724689,741251_3724689,4 Atlanta_nadir21_catid_1030010003127500_741251_3726939,21,1030010003127500,741251,3726939,741251_3726939,9 Atlanta_nadir21_catid_1030010003127500_741251_3727389,21,1030010003127500,741251,3727389,741251_3727389,10 Atlanta_nadir21_catid_1030010003127500_741251_3727839,21,1030010003127500,741251,3727839,741251_3727839,11 Atlanta_nadir21_catid_1030010003127500_741251_3728289,21,1030010003127500,741251,3728289,741251_3728289,8 Atlanta_nadir21_catid_1030010003127500_741251_3728739,21,1030010003127500,741251,3728739,741251_3728739,2 Atlanta_nadir21_catid_1030010003127500_741251_3730089,21,1030010003127500,741251,3730089,741251_3730089,14 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Atlanta_nadir21_catid_1030010003127500_741701_3739989,21,1030010003127500,741701,3739989,741701_3739989,11 Atlanta_nadir21_catid_1030010003127500_741701_3740889,21,1030010003127500,741701,3740889,741701_3740889,15 Atlanta_nadir21_catid_1030010003127500_741701_3741789,21,1030010003127500,741701,3741789,741701_3741789,12 Atlanta_nadir21_catid_1030010003127500_741701_3742689,21,1030010003127500,741701,3742689,741701_3742689,6 Atlanta_nadir21_catid_1030010003127500_741701_3743139,21,1030010003127500,741701,3743139,741701_3743139,13 Atlanta_nadir21_catid_1030010003127500_742151_3720189,21,1030010003127500,742151,3720189,742151_3720189,1 Atlanta_nadir21_catid_1030010003127500_742151_3720639,21,1030010003127500,742151,3720639,742151_3720639,8 Atlanta_nadir21_catid_1030010003127500_742151_3721089,21,1030010003127500,742151,3721089,742151_3721089,12 Atlanta_nadir21_catid_1030010003127500_742151_3721989,21,1030010003127500,742151,3721989,742151_3721989,0 Atlanta_nadir21_catid_1030010003127500_742151_3722439,21,1030010003127500,742151,3722439,742151_3722439,2 Atlanta_nadir21_catid_1030010003127500_742151_3722889,21,1030010003127500,742151,3722889,742151_3722889,5 Atlanta_nadir21_catid_1030010003127500_742151_3723339,21,1030010003127500,742151,3723339,742151_3723339,5 Atlanta_nadir21_catid_1030010003127500_742151_3724239,21,1030010003127500,742151,3724239,742151_3724239,10 Atlanta_nadir21_catid_1030010003127500_742151_3725139,21,1030010003127500,742151,3725139,742151_3725139,10 Atlanta_nadir21_catid_1030010003127500_742151_3726489,21,1030010003127500,742151,3726489,742151_3726489,12 Atlanta_nadir21_catid_1030010003127500_742151_3726939,21,1030010003127500,742151,3726939,742151_3726939,8 Atlanta_nadir21_catid_1030010003127500_742151_3727839,21,1030010003127500,742151,3727839,742151_3727839,3 Atlanta_nadir21_catid_1030010003127500_742151_3728289,21,1030010003127500,742151,3728289,742151_3728289,15 Atlanta_nadir21_catid_1030010003127500_742151_3728739,21,1030010003127500,742151,3728739,742151_3728739,3 Atlanta_nadir21_catid_1030010003127500_742151_3729189,21,1030010003127500,742151,3729189,742151_3729189,4 Atlanta_nadir21_catid_1030010003127500_742151_3731439,21,1030010003127500,742151,3731439,742151_3731439,4 Atlanta_nadir21_catid_1030010003127500_742151_3732789,21,1030010003127500,742151,3732789,742151_3732789,7 Atlanta_nadir21_catid_1030010003127500_742151_3733239,21,1030010003127500,742151,3733239,742151_3733239,0 Atlanta_nadir21_catid_1030010003127500_742151_3733689,21,1030010003127500,742151,3733689,742151_3733689,11 Atlanta_nadir21_catid_1030010003127500_742151_3734139,21,1030010003127500,742151,3734139,742151_3734139,13 Atlanta_nadir21_catid_1030010003127500_742151_3734589,21,1030010003127500,742151,3734589,742151_3734589,15 Atlanta_nadir21_catid_1030010003127500_742151_3735489,21,1030010003127500,742151,3735489,742151_3735489,9 Atlanta_nadir21_catid_1030010003127500_742151_3735939,21,1030010003127500,742151,3735939,742151_3735939,13 Atlanta_nadir21_catid_1030010003127500_742151_3736389,21,1030010003127500,742151,3736389,742151_3736389,0 Atlanta_nadir21_catid_1030010003127500_742151_3737739,21,1030010003127500,742151,3737739,742151_3737739,7 Atlanta_nadir21_catid_1030010003127500_742151_3738189,21,1030010003127500,742151,3738189,742151_3738189,6 Atlanta_nadir21_catid_1030010003127500_742151_3739089,21,1030010003127500,742151,3739089,742151_3739089,2 Atlanta_nadir21_catid_1030010003127500_742151_3739539,21,1030010003127500,742151,3739539,742151_3739539,6 Atlanta_nadir21_catid_1030010003127500_742151_3740439,21,1030010003127500,742151,3740439,742151_3740439,11 Atlanta_nadir21_catid_1030010003127500_742151_3741339,21,1030010003127500,742151,3741339,742151_3741339,1 Atlanta_nadir21_catid_1030010003127500_742151_3742239,21,1030010003127500,742151,3742239,742151_3742239,14 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Atlanta_nadir21_catid_1030010003127500_742601_3727839,21,1030010003127500,742601,3727839,742601_3727839,9 Atlanta_nadir21_catid_1030010003127500_742601_3728739,21,1030010003127500,742601,3728739,742601_3728739,10 Atlanta_nadir21_catid_1030010003127500_742601_3729639,21,1030010003127500,742601,3729639,742601_3729639,11 Atlanta_nadir21_catid_1030010003127500_742601_3730089,21,1030010003127500,742601,3730089,742601_3730089,8 Atlanta_nadir21_catid_1030010003127500_742601_3730539,21,1030010003127500,742601,3730539,742601_3730539,2 Atlanta_nadir21_catid_1030010003127500_742601_3730989,21,1030010003127500,742601,3730989,742601_3730989,14 Atlanta_nadir21_catid_1030010003127500_742601_3732339,21,1030010003127500,742601,3732339,742601_3732339,4 Atlanta_nadir21_catid_1030010003127500_742601_3732789,21,1030010003127500,742601,3732789,742601_3732789,0 Atlanta_nadir21_catid_1030010003127500_742601_3733239,21,1030010003127500,742601,3733239,742601_3733239,1 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Atlanta_nadir32_catid_103001000392F600_740801_3738639,32,103001000392F600,740801,3738639,740801_3738639,11 Atlanta_nadir32_catid_103001000392F600_740801_3739089,32,103001000392F600,740801,3739089,740801_3739089,4 Atlanta_nadir32_catid_103001000392F600_740801_3739989,32,103001000392F600,740801,3739989,740801_3739989,7 Atlanta_nadir32_catid_103001000392F600_740801_3740889,32,103001000392F600,740801,3740889,740801_3740889,5 Atlanta_nadir32_catid_103001000392F600_740801_3741339,32,103001000392F600,740801,3741339,740801_3741339,4 Atlanta_nadir32_catid_103001000392F600_740801_3741789,32,103001000392F600,740801,3741789,740801_3741789,5 Atlanta_nadir32_catid_103001000392F600_740801_3742689,32,103001000392F600,740801,3742689,740801_3742689,14 Atlanta_nadir32_catid_103001000392F600_740801_3743589,32,103001000392F600,740801,3743589,740801_3743589,15 Atlanta_nadir32_catid_103001000392F600_741251_3721089,32,103001000392F600,741251,3721089,741251_3721089,7 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Atlanta_nadir32_catid_103001000392F600_741251_3728289,32,103001000392F600,741251,3728289,741251_3728289,8 Atlanta_nadir32_catid_103001000392F600_741251_3728739,32,103001000392F600,741251,3728739,741251_3728739,2 Atlanta_nadir32_catid_103001000392F600_741251_3730089,32,103001000392F600,741251,3730089,741251_3730089,14 Atlanta_nadir32_catid_103001000392F600_741251_3730989,32,103001000392F600,741251,3730989,741251_3730989,4 Atlanta_nadir32_catid_103001000392F600_741251_3731439,32,103001000392F600,741251,3731439,741251_3731439,0 Atlanta_nadir32_catid_103001000392F600_741251_3732789,32,103001000392F600,741251,3732789,741251_3732789,1 Atlanta_nadir32_catid_103001000392F600_741251_3733689,32,103001000392F600,741251,3733689,741251_3733689,3 Atlanta_nadir32_catid_103001000392F600_741251_3734589,32,103001000392F600,741251,3734589,741251_3734589,6 Atlanta_nadir32_catid_103001000392F600_741251_3735489,32,103001000392F600,741251,3735489,741251_3735489,10 Atlanta_nadir32_catid_103001000392F600_741251_3735939,32,103001000392F600,741251,3735939,741251_3735939,12 Atlanta_nadir32_catid_103001000392F600_741251_3737289,32,103001000392F600,741251,3737289,741251_3737289,15 Atlanta_nadir32_catid_103001000392F600_741251_3738189,32,103001000392F600,741251,3738189,741251_3738189,0 Atlanta_nadir32_catid_103001000392F600_741251_3739539,32,103001000392F600,741251,3739539,741251_3739539,12 Atlanta_nadir32_catid_103001000392F600_741251_3740439,32,103001000392F600,741251,3740439,741251_3740439,2 Atlanta_nadir32_catid_103001000392F600_741251_3741339,32,103001000392F600,741251,3741339,741251_3741339,9 Atlanta_nadir32_catid_103001000392F600_741251_3741789,32,103001000392F600,741251,3741789,741251_3741789,5 Atlanta_nadir32_catid_103001000392F600_741251_3742239,32,103001000392F600,741251,3742239,741251_3742239,6 Atlanta_nadir32_catid_103001000392F600_741251_3742689,32,103001000392F600,741251,3742689,741251_3742689,13 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Atlanta_nadir32_catid_103001000392F600_741701_3729639,32,103001000392F600,741701,3729639,741701_3729639,7 Atlanta_nadir32_catid_103001000392F600_741701_3730539,32,103001000392F600,741701,3730539,741701_3730539,8 Atlanta_nadir32_catid_103001000392F600_741701_3731889,32,103001000392F600,741701,3731889,741701_3731889,10 Atlanta_nadir32_catid_103001000392F600_741701_3732339,32,103001000392F600,741701,3732339,741701_3732339,5 Atlanta_nadir32_catid_103001000392F600_741701_3732789,32,103001000392F600,741701,3732789,741701_3732789,1 Atlanta_nadir32_catid_103001000392F600_741701_3733689,32,103001000392F600,741701,3733689,741701_3733689,14 Atlanta_nadir32_catid_103001000392F600_741701_3734139,32,103001000392F600,741701,3734139,741701_3734139,1 Atlanta_nadir32_catid_103001000392F600_741701_3735489,32,103001000392F600,741701,3735489,741701_3735489,2 Atlanta_nadir32_catid_103001000392F600_741701_3735939,32,103001000392F600,741701,3735939,741701_3735939,6 Atlanta_nadir32_catid_103001000392F600_741701_3736389,32,103001000392F600,741701,3736389,741701_3736389,4 Atlanta_nadir32_catid_103001000392F600_741701_3737289,32,103001000392F600,741701,3737289,741701_3737289,2 Atlanta_nadir32_catid_103001000392F600_741701_3738189,32,103001000392F600,741701,3738189,741701_3738189,7 Atlanta_nadir32_catid_103001000392F600_741701_3739989,32,103001000392F600,741701,3739989,741701_3739989,11 Atlanta_nadir32_catid_103001000392F600_741701_3740889,32,103001000392F600,741701,3740889,741701_3740889,15 Atlanta_nadir32_catid_103001000392F600_741701_3741789,32,103001000392F600,741701,3741789,741701_3741789,12 Atlanta_nadir32_catid_103001000392F600_741701_3742689,32,103001000392F600,741701,3742689,741701_3742689,6 Atlanta_nadir32_catid_103001000392F600_741701_3743139,32,103001000392F600,741701,3743139,741701_3743139,13 Atlanta_nadir32_catid_103001000392F600_742151_3720189,32,103001000392F600,742151,3720189,742151_3720189,1 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Atlanta_nadir32_catid_103001000392F600_742151_3726939,32,103001000392F600,742151,3726939,742151_3726939,8 Atlanta_nadir32_catid_103001000392F600_742151_3727839,32,103001000392F600,742151,3727839,742151_3727839,3 Atlanta_nadir32_catid_103001000392F600_742151_3728289,32,103001000392F600,742151,3728289,742151_3728289,15 Atlanta_nadir32_catid_103001000392F600_742151_3728739,32,103001000392F600,742151,3728739,742151_3728739,3 Atlanta_nadir32_catid_103001000392F600_742151_3729189,32,103001000392F600,742151,3729189,742151_3729189,4 Atlanta_nadir32_catid_103001000392F600_742151_3731439,32,103001000392F600,742151,3731439,742151_3731439,4 Atlanta_nadir32_catid_103001000392F600_742151_3732789,32,103001000392F600,742151,3732789,742151_3732789,7 Atlanta_nadir32_catid_103001000392F600_742151_3733239,32,103001000392F600,742151,3733239,742151_3733239,0 Atlanta_nadir32_catid_103001000392F600_742151_3733689,32,103001000392F600,742151,3733689,742151_3733689,11 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Atlanta_nadir32_catid_103001000392F600_742151_3740439,32,103001000392F600,742151,3740439,742151_3740439,11 Atlanta_nadir32_catid_103001000392F600_742151_3741339,32,103001000392F600,742151,3741339,742151_3741339,1 Atlanta_nadir32_catid_103001000392F600_742151_3742239,32,103001000392F600,742151,3742239,742151_3742239,14 Atlanta_nadir32_catid_103001000392F600_742151_3742689,32,103001000392F600,742151,3742689,742151_3742689,9 Atlanta_nadir32_catid_103001000392F600_742151_3743589,32,103001000392F600,742151,3743589,742151_3743589,14 Atlanta_nadir32_catid_103001000392F600_742601_3720639,32,103001000392F600,742601,3720639,742601_3720639,7 Atlanta_nadir32_catid_103001000392F600_742601_3722439,32,103001000392F600,742601,3722439,742601_3722439,7 Atlanta_nadir32_catid_103001000392F600_742601_3722889,32,103001000392F600,742601,3722889,742601_3722889,11 Atlanta_nadir32_catid_103001000392F600_742601_3724689,32,103001000392F600,742601,3724689,742601_3724689,1 Atlanta_nadir32_catid_103001000392F600_742601_3726489,32,103001000392F600,742601,3726489,742601_3726489,3 Atlanta_nadir32_catid_103001000392F600_742601_3726939,32,103001000392F600,742601,3726939,742601_3726939,5 Atlanta_nadir32_catid_103001000392F600_742601_3727389,32,103001000392F600,742601,3727389,742601_3727389,4 Atlanta_nadir32_catid_103001000392F600_742601_3727839,32,103001000392F600,742601,3727839,742601_3727839,9 Atlanta_nadir32_catid_103001000392F600_742601_3728739,32,103001000392F600,742601,3728739,742601_3728739,10 Atlanta_nadir32_catid_103001000392F600_742601_3729639,32,103001000392F600,742601,3729639,742601_3729639,11 Atlanta_nadir32_catid_103001000392F600_742601_3730089,32,103001000392F600,742601,3730089,742601_3730089,8 Atlanta_nadir32_catid_103001000392F600_742601_3730539,32,103001000392F600,742601,3730539,742601_3730539,2 Atlanta_nadir32_catid_103001000392F600_742601_3730989,32,103001000392F600,742601,3730989,742601_3730989,14 Atlanta_nadir32_catid_103001000392F600_742601_3732339,32,103001000392F600,742601,3732339,742601_3732339,4 Atlanta_nadir32_catid_103001000392F600_742601_3732789,32,103001000392F600,742601,3732789,742601_3732789,0 Atlanta_nadir32_catid_103001000392F600_742601_3733239,32,103001000392F600,742601,3733239,742601_3733239,1 Atlanta_nadir32_catid_103001000392F600_742601_3734139,32,103001000392F600,742601,3734139,742601_3734139,3 Atlanta_nadir32_catid_103001000392F600_742601_3735039,32,103001000392F600,742601,3735039,742601_3735039,6 Atlanta_nadir32_catid_103001000392F600_742601_3735489,32,103001000392F600,742601,3735489,742601_3735489,10 Atlanta_nadir32_catid_103001000392F600_742601_3735939,32,103001000392F600,742601,3735939,742601_3735939,12 Atlanta_nadir32_catid_103001000392F600_742601_3736839,32,103001000392F600,742601,3736839,742601_3736839,15 Atlanta_nadir32_catid_103001000392F600_742601_3737739,32,103001000392F600,742601,3737739,742601_3737739,0 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Atlanta_nadir52_catid_1030010003BDDC00_733151_3742689,52,1030010003BDDC00,733151,3742689,733151_3742689,13 Atlanta_nadir52_catid_1030010003BDDC00_733601_3721089,52,1030010003BDDC00,733601,3721089,733601_3721089,7 Atlanta_nadir52_catid_1030010003BDDC00_733601_3721539,52,1030010003BDDC00,733601,3721539,733601_3721539,7 Atlanta_nadir52_catid_1030010003BDDC00_733601_3721989,52,1030010003BDDC00,733601,3721989,733601_3721989,11 Atlanta_nadir52_catid_1030010003BDDC00_733601_3722439,52,1030010003BDDC00,733601,3722439,733601_3722439,1 Atlanta_nadir52_catid_1030010003BDDC00_733601_3724239,52,1030010003BDDC00,733601,3724239,733601_3724239,3 Atlanta_nadir52_catid_1030010003BDDC00_733601_3724689,52,1030010003BDDC00,733601,3724689,733601_3724689,5 Atlanta_nadir52_catid_1030010003BDDC00_733601_3725139,52,1030010003BDDC00,733601,3725139,733601_3725139,4 Atlanta_nadir52_catid_1030010003BDDC00_733601_3725589,52,1030010003BDDC00,733601,3725589,733601_3725589,9 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Atlanta_nadir52_catid_1030010003BDDC00_733601_3731889,52,1030010003BDDC00,733601,3731889,733601_3731889,6 Atlanta_nadir52_catid_1030010003BDDC00_733601_3732789,52,1030010003BDDC00,733601,3732789,733601_3732789,10 Atlanta_nadir52_catid_1030010003BDDC00_733601_3733239,52,1030010003BDDC00,733601,3733239,733601_3733239,12 Atlanta_nadir52_catid_1030010003BDDC00_733601_3733689,52,1030010003BDDC00,733601,3733689,733601_3733689,15 Atlanta_nadir52_catid_1030010003BDDC00_733601_3735489,52,1030010003BDDC00,733601,3735489,733601_3735489,0 Atlanta_nadir52_catid_1030010003BDDC00_733601_3735939,52,1030010003BDDC00,733601,3735939,733601_3735939,12 Atlanta_nadir52_catid_1030010003BDDC00_733601_3736389,52,1030010003BDDC00,733601,3736389,733601_3736389,2 Atlanta_nadir52_catid_1030010003BDDC00_733601_3736839,52,1030010003BDDC00,733601,3736839,733601_3736839,9 Atlanta_nadir52_catid_1030010003BDDC00_733601_3737739,52,1030010003BDDC00,733601,3737739,733601_3737739,5 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Atlanta_nadir52_catid_1030010003BDDC00_742151_3725139,52,1030010003BDDC00,742151,3725139,742151_3725139,10 Atlanta_nadir52_catid_1030010003BDDC00_742151_3726489,52,1030010003BDDC00,742151,3726489,742151_3726489,12 Atlanta_nadir52_catid_1030010003BDDC00_742151_3726939,52,1030010003BDDC00,742151,3726939,742151_3726939,8 Atlanta_nadir52_catid_1030010003BDDC00_742151_3727839,52,1030010003BDDC00,742151,3727839,742151_3727839,3 Atlanta_nadir52_catid_1030010003BDDC00_742151_3728289,52,1030010003BDDC00,742151,3728289,742151_3728289,15 Atlanta_nadir52_catid_1030010003BDDC00_742151_3728739,52,1030010003BDDC00,742151,3728739,742151_3728739,3 Atlanta_nadir52_catid_1030010003BDDC00_742151_3729189,52,1030010003BDDC00,742151,3729189,742151_3729189,4 Atlanta_nadir52_catid_1030010003BDDC00_742151_3731439,52,1030010003BDDC00,742151,3731439,742151_3731439,4 Atlanta_nadir52_catid_1030010003BDDC00_742151_3732789,52,1030010003BDDC00,742151,3732789,742151_3732789,7 Atlanta_nadir52_catid_1030010003BDDC00_742151_3733239,52,1030010003BDDC00,742151,3733239,742151_3733239,0 Atlanta_nadir52_catid_1030010003BDDC00_742151_3733689,52,1030010003BDDC00,742151,3733689,742151_3733689,11 Atlanta_nadir52_catid_1030010003BDDC00_742151_3734139,52,1030010003BDDC00,742151,3734139,742151_3734139,13 Atlanta_nadir52_catid_1030010003BDDC00_742151_3734589,52,1030010003BDDC00,742151,3734589,742151_3734589,15 Atlanta_nadir52_catid_1030010003BDDC00_742151_3735489,52,1030010003BDDC00,742151,3735489,742151_3735489,9 Atlanta_nadir52_catid_1030010003BDDC00_742151_3735939,52,1030010003BDDC00,742151,3735939,742151_3735939,13 Atlanta_nadir52_catid_1030010003BDDC00_742151_3736389,52,1030010003BDDC00,742151,3736389,742151_3736389,0 Atlanta_nadir52_catid_1030010003BDDC00_742151_3737739,52,1030010003BDDC00,742151,3737739,742151_3737739,7 Atlanta_nadir52_catid_1030010003BDDC00_742151_3738189,52,1030010003BDDC00,742151,3738189,742151_3738189,6 Atlanta_nadir52_catid_1030010003BDDC00_742151_3739089,52,1030010003BDDC00,742151,3739089,742151_3739089,2 Atlanta_nadir52_catid_1030010003BDDC00_742151_3739539,52,1030010003BDDC00,742151,3739539,742151_3739539,6 Atlanta_nadir52_catid_1030010003BDDC00_742151_3740439,52,1030010003BDDC00,742151,3740439,742151_3740439,11 Atlanta_nadir52_catid_1030010003BDDC00_742151_3741339,52,1030010003BDDC00,742151,3741339,742151_3741339,1 Atlanta_nadir52_catid_1030010003BDDC00_742151_3742239,52,1030010003BDDC00,742151,3742239,742151_3742239,14 Atlanta_nadir52_catid_1030010003BDDC00_742151_3742689,52,1030010003BDDC00,742151,3742689,742151_3742689,9 Atlanta_nadir52_catid_1030010003BDDC00_742151_3743589,52,1030010003BDDC00,742151,3743589,742151_3743589,14 Atlanta_nadir52_catid_1030010003BDDC00_742601_3720639,52,1030010003BDDC00,742601,3720639,742601_3720639,7 Atlanta_nadir52_catid_1030010003BDDC00_742601_3722439,52,1030010003BDDC00,742601,3722439,742601_3722439,7 Atlanta_nadir52_catid_1030010003BDDC00_742601_3722889,52,1030010003BDDC00,742601,3722889,742601_3722889,11 Atlanta_nadir52_catid_1030010003BDDC00_742601_3724689,52,1030010003BDDC00,742601,3724689,742601_3724689,1 Atlanta_nadir52_catid_1030010003BDDC00_742601_3726489,52,1030010003BDDC00,742601,3726489,742601_3726489,3 Atlanta_nadir52_catid_1030010003BDDC00_742601_3726939,52,1030010003BDDC00,742601,3726939,742601_3726939,5 Atlanta_nadir52_catid_1030010003BDDC00_742601_3727389,52,1030010003BDDC00,742601,3727389,742601_3727389,4 Atlanta_nadir52_catid_1030010003BDDC00_742601_3727839,52,1030010003BDDC00,742601,3727839,742601_3727839,9 Atlanta_nadir52_catid_1030010003BDDC00_742601_3728739,52,1030010003BDDC00,742601,3728739,742601_3728739,10 Atlanta_nadir52_catid_1030010003BDDC00_742601_3729639,52,1030010003BDDC00,742601,3729639,742601_3729639,11 Atlanta_nadir52_catid_1030010003BDDC00_742601_3730089,52,1030010003BDDC00,742601,3730089,742601_3730089,8 Atlanta_nadir52_catid_1030010003BDDC00_742601_3730539,52,1030010003BDDC00,742601,3730539,742601_3730539,2 Atlanta_nadir52_catid_1030010003BDDC00_742601_3730989,52,1030010003BDDC00,742601,3730989,742601_3730989,14 Atlanta_nadir52_catid_1030010003BDDC00_742601_3732339,52,1030010003BDDC00,742601,3732339,742601_3732339,4 Atlanta_nadir52_catid_1030010003BDDC00_742601_3732789,52,1030010003BDDC00,742601,3732789,742601_3732789,0 Atlanta_nadir52_catid_1030010003BDDC00_742601_3733239,52,1030010003BDDC00,742601,3733239,742601_3733239,1 Atlanta_nadir52_catid_1030010003BDDC00_742601_3734139,52,1030010003BDDC00,742601,3734139,742601_3734139,3 Atlanta_nadir52_catid_1030010003BDDC00_742601_3735039,52,1030010003BDDC00,742601,3735039,742601_3735039,6 Atlanta_nadir52_catid_1030010003BDDC00_742601_3735489,52,1030010003BDDC00,742601,3735489,742601_3735489,10 Atlanta_nadir52_catid_1030010003BDDC00_742601_3735939,52,1030010003BDDC00,742601,3735939,742601_3735939,12 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Atlanta_nadir52_catid_1030010003BDDC00_743501_3726489,52,1030010003BDDC00,743501,3726489,743501_3726489,8 Atlanta_nadir52_catid_1030010003BDDC00_743501_3727839,52,1030010003BDDC00,743501,3727839,743501_3727839,3 Atlanta_nadir52_catid_1030010003BDDC00_743501_3728739,52,1030010003BDDC00,743501,3728739,743501_3728739,15 Atlanta_nadir52_catid_1030010003BDDC00_743501_3729189,52,1030010003BDDC00,743501,3729189,743501_3729189,3 Atlanta_nadir52_catid_1030010003BDDC00_743501_3729639,52,1030010003BDDC00,743501,3729639,743501_3729639,4 Atlanta_nadir52_catid_1030010003BDDC00_743501_3730089,52,1030010003BDDC00,743501,3730089,743501_3730089,4 Atlanta_nadir52_catid_1030010003BDDC00_743501_3730539,52,1030010003BDDC00,743501,3730539,743501_3730539,7 Atlanta_nadir52_catid_1030010003BDDC00_743501_3731439,52,1030010003BDDC00,743501,3731439,743501_3731439,0 Atlanta_nadir52_catid_1030010003BDDC00_743501_3732339,52,1030010003BDDC00,743501,3732339,743501_3732339,11 Atlanta_nadir52_catid_1030010003BDDC00_743501_3733239,52,1030010003BDDC00,743501,3733239,743501_3733239,13 Atlanta_nadir52_catid_1030010003BDDC00_743501_3734139,52,1030010003BDDC00,743501,3734139,743501_3734139,15 Atlanta_nadir52_catid_1030010003BDDC00_743501_3734589,52,1030010003BDDC00,743501,3734589,743501_3734589,9 Atlanta_nadir52_catid_1030010003BDDC00_743501_3735489,52,1030010003BDDC00,743501,3735489,743501_3735489,13 Atlanta_nadir52_catid_1030010003BDDC00_743501_3736839,52,1030010003BDDC00,743501,3736839,743501_3736839,0 Atlanta_nadir52_catid_1030010003BDDC00_743501_3737289,52,1030010003BDDC00,743501,3737289,743501_3737289,7 Atlanta_nadir52_catid_1030010003BDDC00_743501_3738639,52,1030010003BDDC00,743501,3738639,743501_3738639,6 Atlanta_nadir52_catid_1030010003BDDC00_743501_3739089,52,1030010003BDDC00,743501,3739089,743501_3739089,2 Atlanta_nadir52_catid_1030010003BDDC00_743501_3739539,52,1030010003BDDC00,743501,3739539,743501_3739539,6 Atlanta_nadir52_catid_1030010003BDDC00_743501_3739989,52,1030010003BDDC00,743501,3739989,743501_3739989,11 Atlanta_nadir52_catid_1030010003BDDC00_743501_3740439,52,1030010003BDDC00,743501,3740439,743501_3740439,1 Atlanta_nadir52_catid_1030010003BDDC00_743501_3741789,52,1030010003BDDC00,743501,3741789,743501_3741789,14 Atlanta_nadir52_catid_1030010003BDDC00_743501_3742689,52,1030010003BDDC00,743501,3742689,743501_3742689,9 Atlanta_nadir52_catid_1030010003BDDC00_743501_3743139,52,1030010003BDDC00,743501,3743139,743501_3743139,14 Atlanta_nadir52_catid_1030010003BDDC00_743951_3720189,52,1030010003BDDC00,743951,3720189,743951_3720189,6 Atlanta_nadir52_catid_1030010003BDDC00_743951_3720639,52,1030010003BDDC00,743951,3720639,743951_3720639,7 Atlanta_nadir52_catid_1030010003BDDC00_743951_3721089,52,1030010003BDDC00,743951,3721089,743951_3721089,10 Atlanta_nadir52_catid_1030010003BDDC00_743951_3721539,52,1030010003BDDC00,743951,3721539,743951_3721539,1 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Atlanta_nadir53_catid_1030010003CD4300_734051_3722439,53,1030010003CD4300,734051,3722439,734051_3722439,8 Atlanta_nadir53_catid_1030010003CD4300_734051_3722889,53,1030010003CD4300,734051,3722889,734051_3722889,12 Atlanta_nadir53_catid_1030010003CD4300_734051_3724239,53,1030010003CD4300,734051,3724239,734051_3724239,0 Atlanta_nadir53_catid_1030010003CD4300_734051_3725589,53,1030010003CD4300,734051,3725589,734051_3725589,2 Atlanta_nadir53_catid_1030010003CD4300_734051_3726039,53,1030010003CD4300,734051,3726039,734051_3726039,5 Atlanta_nadir53_catid_1030010003CD4300_734051_3726489,53,1030010003CD4300,734051,3726489,734051_3726489,5 Atlanta_nadir53_catid_1030010003CD4300_734051_3727389,53,1030010003CD4300,734051,3727389,734051_3727389,10 Atlanta_nadir53_catid_1030010003CD4300_734051_3727839,53,1030010003CD4300,734051,3727839,734051_3727839,10 Atlanta_nadir53_catid_1030010003CD4300_734051_3728289,53,1030010003CD4300,734051,3728289,734051_3728289,12 Atlanta_nadir53_catid_1030010003CD4300_734051_3728739,53,1030010003CD4300,734051,3728739,734051_3728739,8 Atlanta_nadir53_catid_1030010003CD4300_734051_3729639,53,1030010003CD4300,734051,3729639,734051_3729639,3 Atlanta_nadir53_catid_1030010003CD4300_734051_3730089,53,1030010003CD4300,734051,3730089,734051_3730089,15 Atlanta_nadir53_catid_1030010003CD4300_734051_3730539,53,1030010003CD4300,734051,3730539,734051_3730539,3 Atlanta_nadir53_catid_1030010003CD4300_734051_3730989,53,1030010003CD4300,734051,3730989,734051_3730989,4 Atlanta_nadir53_catid_1030010003CD4300_734051_3731439,53,1030010003CD4300,734051,3731439,734051_3731439,4 Atlanta_nadir53_catid_1030010003CD4300_734051_3732339,53,1030010003CD4300,734051,3732339,734051_3732339,7 Atlanta_nadir53_catid_1030010003CD4300_734051_3732789,53,1030010003CD4300,734051,3732789,734051_3732789,0 Atlanta_nadir53_catid_1030010003CD4300_734051_3733239,53,1030010003CD4300,734051,3733239,734051_3733239,11 Atlanta_nadir53_catid_1030010003CD4300_734051_3734139,53,1030010003CD4300,734051,3734139,734051_3734139,13 Atlanta_nadir53_catid_1030010003CD4300_734051_3734589,53,1030010003CD4300,734051,3734589,734051_3734589,15 Atlanta_nadir53_catid_1030010003CD4300_734051_3736389,53,1030010003CD4300,734051,3736389,734051_3736389,9 Atlanta_nadir53_catid_1030010003CD4300_734051_3736839,53,1030010003CD4300,734051,3736839,734051_3736839,13 Atlanta_nadir53_catid_1030010003CD4300_734051_3737289,53,1030010003CD4300,734051,3737289,734051_3737289,0 Atlanta_nadir53_catid_1030010003CD4300_734051_3737739,53,1030010003CD4300,734051,3737739,734051_3737739,7 Atlanta_nadir53_catid_1030010003CD4300_734051_3738189,53,1030010003CD4300,734051,3738189,734051_3738189,6 Atlanta_nadir53_catid_1030010003CD4300_734051_3738639,53,1030010003CD4300,734051,3738639,734051_3738639,2 Atlanta_nadir53_catid_1030010003CD4300_734051_3739089,53,1030010003CD4300,734051,3739089,734051_3739089,6 Atlanta_nadir53_catid_1030010003CD4300_734051_3740889,53,1030010003CD4300,734051,3740889,734051_3740889,11 Atlanta_nadir53_catid_1030010003CD4300_734051_3741339,53,1030010003CD4300,734051,3741339,734051_3741339,1 Atlanta_nadir53_catid_1030010003CD4300_734051_3741789,53,1030010003CD4300,734051,3741789,734051_3741789,14 Atlanta_nadir53_catid_1030010003CD4300_734051_3742689,53,1030010003CD4300,734051,3742689,734051_3742689,9 Atlanta_nadir53_catid_1030010003CD4300_734051_3743589,53,1030010003CD4300,734051,3743589,734051_3743589,14 Atlanta_nadir53_catid_1030010003CD4300_734501_3720639,53,1030010003CD4300,734501,3720639,734501_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_734501_3721089,53,1030010003CD4300,734501,3721089,734501_3721089,7 Atlanta_nadir53_catid_1030010003CD4300_734501_3721539,53,1030010003CD4300,734501,3721539,734501_3721539,11 Atlanta_nadir53_catid_1030010003CD4300_734501_3722889,53,1030010003CD4300,734501,3722889,734501_3722889,1 Atlanta_nadir53_catid_1030010003CD4300_734501_3725139,53,1030010003CD4300,734501,3725139,734501_3725139,3 Atlanta_nadir53_catid_1030010003CD4300_734501_3726489,53,1030010003CD4300,734501,3726489,734501_3726489,5 Atlanta_nadir53_catid_1030010003CD4300_734501_3726939,53,1030010003CD4300,734501,3726939,734501_3726939,4 Atlanta_nadir53_catid_1030010003CD4300_734501_3727389,53,1030010003CD4300,734501,3727389,734501_3727389,9 Atlanta_nadir53_catid_1030010003CD4300_734501_3727839,53,1030010003CD4300,734501,3727839,734501_3727839,10 Atlanta_nadir53_catid_1030010003CD4300_734501_3728739,53,1030010003CD4300,734501,3728739,734501_3728739,12 Atlanta_nadir53_catid_1030010003CD4300_734501_3729189,53,1030010003CD4300,734501,3729189,734501_3729189,8 Atlanta_nadir53_catid_1030010003CD4300_734501_3729639,53,1030010003CD4300,734501,3729639,734501_3729639,2 Atlanta_nadir53_catid_1030010003CD4300_734501_3730089,53,1030010003CD4300,734501,3730089,734501_3730089,14 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Atlanta_nadir53_catid_1030010003CD4300_734951_3720639,53,1030010003CD4300,734951,3720639,734951_3720639,6 Atlanta_nadir53_catid_1030010003CD4300_734951_3721989,53,1030010003CD4300,734951,3721989,734951_3721989,6 Atlanta_nadir53_catid_1030010003CD4300_734951_3722439,53,1030010003CD4300,734951,3722439,734951_3722439,10 Atlanta_nadir53_catid_1030010003CD4300_734951_3722889,53,1030010003CD4300,734951,3722889,734951_3722889,0 Atlanta_nadir53_catid_1030010003CD4300_734951_3723339,53,1030010003CD4300,734951,3723339,734951_3723339,2 Atlanta_nadir53_catid_1030010003CD4300_734951_3723789,53,1030010003CD4300,734951,3723789,734951_3723789,4 Atlanta_nadir53_catid_1030010003CD4300_734951_3724239,53,1030010003CD4300,734951,3724239,734951_3724239,4 Atlanta_nadir53_catid_1030010003CD4300_734951_3724689,53,1030010003CD4300,734951,3724689,734951_3724689,8 Atlanta_nadir53_catid_1030010003CD4300_734951_3725139,53,1030010003CD4300,734951,3725139,734951_3725139,9 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Atlanta_nadir53_catid_1030010003CD4300_735401_3743589,53,1030010003CD4300,735401,3743589,735401_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_735851_3720189,53,1030010003CD4300,735851,3720189,735851_3720189,6 Atlanta_nadir53_catid_1030010003CD4300_735851_3720639,53,1030010003CD4300,735851,3720639,735851_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_735851_3721539,53,1030010003CD4300,735851,3721539,735851_3721539,10 Atlanta_nadir53_catid_1030010003CD4300_735851_3721989,53,1030010003CD4300,735851,3721989,735851_3721989,1 Atlanta_nadir53_catid_1030010003CD4300_735851_3722439,53,1030010003CD4300,735851,3722439,735851_3722439,3 Atlanta_nadir53_catid_1030010003CD4300_735851_3723339,53,1030010003CD4300,735851,3723339,735851_3723339,5 Atlanta_nadir53_catid_1030010003CD4300_735851_3724239,53,1030010003CD4300,735851,3724239,735851_3724239,4 Atlanta_nadir53_catid_1030010003CD4300_735851_3725139,53,1030010003CD4300,735851,3725139,735851_3725139,9 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Atlanta_nadir53_catid_1030010003CD4300_738101_3731439,53,1030010003CD4300,738101,3731439,738101_3731439,0 Atlanta_nadir53_catid_1030010003CD4300_738101_3731889,53,1030010003CD4300,738101,3731889,738101_3731889,1 Atlanta_nadir53_catid_1030010003CD4300_738101_3732339,53,1030010003CD4300,738101,3732339,738101_3732339,7 Atlanta_nadir53_catid_1030010003CD4300_738101_3734139,53,1030010003CD4300,738101,3734139,738101_3734139,4 Atlanta_nadir53_catid_1030010003CD4300_738101_3735039,53,1030010003CD4300,738101,3735039,738101_3735039,9 Atlanta_nadir53_catid_1030010003CD4300_738101_3737289,53,1030010003CD4300,738101,3737289,738101_3737289,11 Atlanta_nadir53_catid_1030010003CD4300_738101_3738639,53,1030010003CD4300,738101,3738639,738101_3738639,15 Atlanta_nadir53_catid_1030010003CD4300_738101_3741339,53,1030010003CD4300,738101,3741339,738101_3741339,4 Atlanta_nadir53_catid_1030010003CD4300_738101_3741789,53,1030010003CD4300,738101,3741789,738101_3741789,7 Atlanta_nadir53_catid_1030010003CD4300_738101_3742239,53,1030010003CD4300,738101,3742239,738101_3742239,12 Atlanta_nadir53_catid_1030010003CD4300_738101_3743139,53,1030010003CD4300,738101,3743139,738101_3743139,6 Atlanta_nadir53_catid_1030010003CD4300_738101_3743589,53,1030010003CD4300,738101,3743589,738101_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_738551_3721989,53,1030010003CD4300,738551,3721989,738551_3721989,7 Atlanta_nadir53_catid_1030010003CD4300_738551_3722439,53,1030010003CD4300,738551,3722439,738551_3722439,7 Atlanta_nadir53_catid_1030010003CD4300_738551_3722889,53,1030010003CD4300,738551,3722889,738551_3722889,11 Atlanta_nadir53_catid_1030010003CD4300_738551_3723339,53,1030010003CD4300,738551,3723339,738551_3723339,1 Atlanta_nadir53_catid_1030010003CD4300_738551_3724689,53,1030010003CD4300,738551,3724689,738551_3724689,3 Atlanta_nadir53_catid_1030010003CD4300_738551_3725139,53,1030010003CD4300,738551,3725139,738551_3725139,5 Atlanta_nadir53_catid_1030010003CD4300_738551_3725589,53,1030010003CD4300,738551,3725589,738551_3725589,4 Atlanta_nadir53_catid_1030010003CD4300_738551_3727839,53,1030010003CD4300,738551,3727839,738551_3727839,9 Atlanta_nadir53_catid_1030010003CD4300_738551_3728739,53,1030010003CD4300,738551,3728739,738551_3728739,10 Atlanta_nadir53_catid_1030010003CD4300_738551_3729639,53,1030010003CD4300,738551,3729639,738551_3729639,11 Atlanta_nadir53_catid_1030010003CD4300_738551_3730539,53,1030010003CD4300,738551,3730539,738551_3730539,8 Atlanta_nadir53_catid_1030010003CD4300_738551_3731439,53,1030010003CD4300,738551,3731439,738551_3731439,2 Atlanta_nadir53_catid_1030010003CD4300_738551_3731889,53,1030010003CD4300,738551,3731889,738551_3731889,14 Atlanta_nadir53_catid_1030010003CD4300_738551_3732789,53,1030010003CD4300,738551,3732789,738551_3732789,4 Atlanta_nadir53_catid_1030010003CD4300_738551_3733239,53,1030010003CD4300,738551,3733239,738551_3733239,0 Atlanta_nadir53_catid_1030010003CD4300_738551_3734139,53,1030010003CD4300,738551,3734139,738551_3734139,1 Atlanta_nadir53_catid_1030010003CD4300_738551_3734589,53,1030010003CD4300,738551,3734589,738551_3734589,3 Atlanta_nadir53_catid_1030010003CD4300_738551_3735489,53,1030010003CD4300,738551,3735489,738551_3735489,6 Atlanta_nadir53_catid_1030010003CD4300_738551_3735939,53,1030010003CD4300,738551,3735939,738551_3735939,10 Atlanta_nadir53_catid_1030010003CD4300_738551_3736389,53,1030010003CD4300,738551,3736389,738551_3736389,12 Atlanta_nadir53_catid_1030010003CD4300_738551_3736839,53,1030010003CD4300,738551,3736839,738551_3736839,15 Atlanta_nadir53_catid_1030010003CD4300_738551_3737289,53,1030010003CD4300,738551,3737289,738551_3737289,0 Atlanta_nadir53_catid_1030010003CD4300_738551_3737739,53,1030010003CD4300,738551,3737739,738551_3737739,12 Atlanta_nadir53_catid_1030010003CD4300_738551_3738189,53,1030010003CD4300,738551,3738189,738551_3738189,2 Atlanta_nadir53_catid_1030010003CD4300_738551_3739089,53,1030010003CD4300,738551,3739089,738551_3739089,9 Atlanta_nadir53_catid_1030010003CD4300_738551_3739989,53,1030010003CD4300,738551,3739989,738551_3739989,5 Atlanta_nadir53_catid_1030010003CD4300_738551_3741789,53,1030010003CD4300,738551,3741789,738551_3741789,6 Atlanta_nadir53_catid_1030010003CD4300_738551_3742239,53,1030010003CD4300,738551,3742239,738551_3742239,13 Atlanta_nadir53_catid_1030010003CD4300_738551_3742689,53,1030010003CD4300,738551,3742689,738551_3742689,8 Atlanta_nadir53_catid_1030010003CD4300_738551_3743589,53,1030010003CD4300,738551,3743589,738551_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_739001_3721539,53,1030010003CD4300,739001,3721539,739001_3721539,6 Atlanta_nadir53_catid_1030010003CD4300_739001_3722439,53,1030010003CD4300,739001,3722439,739001_3722439,6 Atlanta_nadir53_catid_1030010003CD4300_739001_3722889,53,1030010003CD4300,739001,3722889,739001_3722889,10 Atlanta_nadir53_catid_1030010003CD4300_739001_3723339,53,1030010003CD4300,739001,3723339,739001_3723339,0 Atlanta_nadir53_catid_1030010003CD4300_739001_3723789,53,1030010003CD4300,739001,3723789,739001_3723789,2 Atlanta_nadir53_catid_1030010003CD4300_739001_3724239,53,1030010003CD4300,739001,3724239,739001_3724239,4 Atlanta_nadir53_catid_1030010003CD4300_739001_3724689,53,1030010003CD4300,739001,3724689,739001_3724689,4 Atlanta_nadir53_catid_1030010003CD4300_739001_3725139,53,1030010003CD4300,739001,3725139,739001_3725139,8 Atlanta_nadir53_catid_1030010003CD4300_739001_3726039,53,1030010003CD4300,739001,3726039,739001_3726039,9 Atlanta_nadir53_catid_1030010003CD4300_739001_3726489,53,1030010003CD4300,739001,3726489,739001_3726489,10 Atlanta_nadir53_catid_1030010003CD4300_739001_3727389,53,1030010003CD4300,739001,3727389,739001_3727389,7 Atlanta_nadir53_catid_1030010003CD4300_739001_3729639,53,1030010003CD4300,739001,3729639,739001_3729639,0 Atlanta_nadir53_catid_1030010003CD4300_739001_3730089,53,1030010003CD4300,739001,3730089,739001_3730089,14 Atlanta_nadir53_catid_1030010003CD4300_739001_3730539,53,1030010003CD4300,739001,3730539,739001_3730539,1 Atlanta_nadir53_catid_1030010003CD4300_739001_3731439,53,1030010003CD4300,739001,3731439,739001_3731439,2 Atlanta_nadir53_catid_1030010003CD4300_739001_3733689,53,1030010003CD4300,739001,3733689,739001_3733689,3 Atlanta_nadir53_catid_1030010003CD4300_739001_3734139,53,1030010003CD4300,739001,3734139,739001_3734139,1 Atlanta_nadir53_catid_1030010003CD4300_739001_3735039,53,1030010003CD4300,739001,3735039,739001_3735039,8 Atlanta_nadir53_catid_1030010003CD4300_739001_3735489,53,1030010003CD4300,739001,3735489,739001_3735489,9 Atlanta_nadir53_catid_1030010003CD4300_739001_3735939,53,1030010003CD4300,739001,3735939,739001_3735939,11 Atlanta_nadir53_catid_1030010003CD4300_739001_3736839,53,1030010003CD4300,739001,3736839,739001_3736839,15 Atlanta_nadir53_catid_1030010003CD4300_739001_3737289,53,1030010003CD4300,739001,3737289,739001_3737289,3 Atlanta_nadir53_catid_1030010003CD4300_739001_3738189,53,1030010003CD4300,739001,3738189,739001_3738189,11 Atlanta_nadir53_catid_1030010003CD4300_739001_3739089,53,1030010003CD4300,739001,3739089,739001_3739089,5 Atlanta_nadir53_catid_1030010003CD4300_739001_3740439,53,1030010003CD4300,739001,3740439,739001_3740439,5 Atlanta_nadir53_catid_1030010003CD4300_739001_3740889,53,1030010003CD4300,739001,3740889,739001_3740889,12 Atlanta_nadir53_catid_1030010003CD4300_739001_3741789,53,1030010003CD4300,739001,3741789,739001_3741789,7 Atlanta_nadir53_catid_1030010003CD4300_739001_3743589,53,1030010003CD4300,739001,3743589,739001_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_739451_3720189,53,1030010003CD4300,739451,3720189,739451_3720189,0 Atlanta_nadir53_catid_1030010003CD4300_739451_3720639,53,1030010003CD4300,739451,3720639,739451_3720639,8 Atlanta_nadir53_catid_1030010003CD4300_739451_3721089,53,1030010003CD4300,739451,3721089,739451_3721089,12 Atlanta_nadir53_catid_1030010003CD4300_739451_3721539,53,1030010003CD4300,739451,3721539,739451_3721539,2 Atlanta_nadir53_catid_1030010003CD4300_739451_3721989,53,1030010003CD4300,739451,3721989,739451_3721989,1 Atlanta_nadir53_catid_1030010003CD4300_739451_3722439,53,1030010003CD4300,739451,3722439,739451_3722439,6 Atlanta_nadir53_catid_1030010003CD4300_739451_3723339,53,1030010003CD4300,739451,3723339,739451_3723339,5 Atlanta_nadir53_catid_1030010003CD4300_739451_3723789,53,1030010003CD4300,739451,3723789,739451_3723789,10 Atlanta_nadir53_catid_1030010003CD4300_739451_3725139,53,1030010003CD4300,739451,3725139,739451_3725139,11 Atlanta_nadir53_catid_1030010003CD4300_739451_3726039,53,1030010003CD4300,739451,3726039,739451_3726039,13 Atlanta_nadir53_catid_1030010003CD4300_739451_3726489,53,1030010003CD4300,739451,3726489,739451_3726489,9 Atlanta_nadir53_catid_1030010003CD4300_739451_3726939,53,1030010003CD4300,739451,3726939,739451_3726939,0 Atlanta_nadir53_catid_1030010003CD4300_739451_3727389,53,1030010003CD4300,739451,3727389,739451_3727389,9 Atlanta_nadir53_catid_1030010003CD4300_739451_3728739,53,1030010003CD4300,739451,3728739,739451_3728739,3 Atlanta_nadir53_catid_1030010003CD4300_739451_3729189,53,1030010003CD4300,739451,3729189,739451_3729189,7 Atlanta_nadir53_catid_1030010003CD4300_739451_3729639,53,1030010003CD4300,739451,3729639,739451_3729639,4 Atlanta_nadir53_catid_1030010003CD4300_739451_3730539,53,1030010003CD4300,739451,3730539,739451_3730539,8 Atlanta_nadir53_catid_1030010003CD4300_739451_3730989,53,1030010003CD4300,739451,3730989,739451_3730989,2 Atlanta_nadir53_catid_1030010003CD4300_739451_3731889,53,1030010003CD4300,739451,3731889,739451_3731889,11 Atlanta_nadir53_catid_1030010003CD4300_739451_3732339,53,1030010003CD4300,739451,3732339,739451_3732339,13 Atlanta_nadir53_catid_1030010003CD4300_739451_3733239,53,1030010003CD4300,739451,3733239,739451_3733239,15 Atlanta_nadir53_catid_1030010003CD4300_739451_3734589,53,1030010003CD4300,739451,3734589,739451_3734589,4 Atlanta_nadir53_catid_1030010003CD4300_739451_3735039,53,1030010003CD4300,739451,3735039,739451_3735039,14 Atlanta_nadir53_catid_1030010003CD4300_739451_3735939,53,1030010003CD4300,739451,3735939,739451_3735939,1 Atlanta_nadir53_catid_1030010003CD4300_739451_3736839,53,1030010003CD4300,739451,3736839,739451_3736839,10 Atlanta_nadir53_catid_1030010003CD4300_739451_3737289,53,1030010003CD4300,739451,3737289,739451_3737289,6 Atlanta_nadir53_catid_1030010003CD4300_739451_3737739,53,1030010003CD4300,739451,3737739,739451_3737739,0 Atlanta_nadir53_catid_1030010003CD4300_739451_3738189,53,1030010003CD4300,739451,3738189,739451_3738189,5 Atlanta_nadir53_catid_1030010003CD4300_739451_3739089,53,1030010003CD4300,739451,3739089,739451_3739089,7 Atlanta_nadir53_catid_1030010003CD4300_739451_3740439,53,1030010003CD4300,739451,3740439,739451_3740439,2 Atlanta_nadir53_catid_1030010003CD4300_739451_3740889,53,1030010003CD4300,739451,3740889,739451_3740889,3 Atlanta_nadir53_catid_1030010003CD4300_739451_3741339,53,1030010003CD4300,739451,3741339,739451_3741339,12 Atlanta_nadir53_catid_1030010003CD4300_739451_3741789,53,1030010003CD4300,739451,3741789,739451_3741789,1 Atlanta_nadir53_catid_1030010003CD4300_739451_3743139,53,1030010003CD4300,739451,3743139,739451_3743139,14 Atlanta_nadir53_catid_1030010003CD4300_739451_3743589,53,1030010003CD4300,739451,3743589,739451_3743589,15 Atlanta_nadir53_catid_1030010003CD4300_739901_3720639,53,1030010003CD4300,739901,3720639,739901_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_739901_3721539,53,1030010003CD4300,739901,3721539,739901_3721539,8 Atlanta_nadir53_catid_1030010003CD4300_739901_3722439,53,1030010003CD4300,739901,3722439,739901_3722439,12 Atlanta_nadir53_catid_1030010003CD4300_739901_3722889,53,1030010003CD4300,739901,3722889,739901_3722889,1 Atlanta_nadir53_catid_1030010003CD4300_739901_3723339,53,1030010003CD4300,739901,3723339,739901_3723339,3 Atlanta_nadir53_catid_1030010003CD4300_739901_3723789,53,1030010003CD4300,739901,3723789,739901_3723789,5 Atlanta_nadir53_catid_1030010003CD4300_739901_3724689,53,1030010003CD4300,739901,3724689,739901_3724689,5 Atlanta_nadir53_catid_1030010003CD4300_739901_3725139,53,1030010003CD4300,739901,3725139,739901_3725139,10 Atlanta_nadir53_catid_1030010003CD4300_739901_3725589,53,1030010003CD4300,739901,3725589,739901_3725589,10 Atlanta_nadir53_catid_1030010003CD4300_739901_3726039,53,1030010003CD4300,739901,3726039,739901_3726039,12 Atlanta_nadir53_catid_1030010003CD4300_739901_3727389,53,1030010003CD4300,739901,3727389,739901_3727389,8 Atlanta_nadir53_catid_1030010003CD4300_739901_3727839,53,1030010003CD4300,739901,3727839,739901_3727839,4 Atlanta_nadir53_catid_1030010003CD4300_739901_3729639,53,1030010003CD4300,739901,3729639,739901_3729639,15 Atlanta_nadir53_catid_1030010003CD4300_739901_3732339,53,1030010003CD4300,739901,3732339,739901_3732339,2 Atlanta_nadir53_catid_1030010003CD4300_739901_3732789,53,1030010003CD4300,739901,3732789,739901_3732789,4 Atlanta_nadir53_catid_1030010003CD4300_739901_3733689,53,1030010003CD4300,739901,3733689,739901_3733689,0 Atlanta_nadir53_catid_1030010003CD4300_739901_3734589,53,1030010003CD4300,739901,3734589,739901_3734589,1 Atlanta_nadir53_catid_1030010003CD4300_739901_3735039,53,1030010003CD4300,739901,3735039,739901_3735039,3 Atlanta_nadir53_catid_1030010003CD4300_739901_3735489,53,1030010003CD4300,739901,3735489,739901_3735489,11 Atlanta_nadir53_catid_1030010003CD4300_739901_3735939,53,1030010003CD4300,739901,3735939,739901_3735939,13 Atlanta_nadir53_catid_1030010003CD4300_739901_3736389,53,1030010003CD4300,739901,3736389,739901_3736389,15 Atlanta_nadir53_catid_1030010003CD4300_739901_3736839,53,1030010003CD4300,739901,3736839,739901_3736839,7 Atlanta_nadir53_catid_1030010003CD4300_739901_3737289,53,1030010003CD4300,739901,3737289,739901_3737289,13 Atlanta_nadir53_catid_1030010003CD4300_739901_3737739,53,1030010003CD4300,739901,3737739,739901_3737739,6 Atlanta_nadir53_catid_1030010003CD4300_739901_3738189,53,1030010003CD4300,739901,3738189,739901_3738189,6 Atlanta_nadir53_catid_1030010003CD4300_739901_3739089,53,1030010003CD4300,739901,3739089,739901_3739089,0 Atlanta_nadir53_catid_1030010003CD4300_739901_3739539,53,1030010003CD4300,739901,3739539,739901_3739539,2 Atlanta_nadir53_catid_1030010003CD4300_739901_3740439,53,1030010003CD4300,739901,3740439,739901_3740439,11 Atlanta_nadir53_catid_1030010003CD4300_739901_3740889,53,1030010003CD4300,739901,3740889,739901_3740889,9 Atlanta_nadir53_catid_1030010003CD4300_739901_3741789,53,1030010003CD4300,739901,3741789,739901_3741789,14 Atlanta_nadir53_catid_1030010003CD4300_739901_3742239,53,1030010003CD4300,739901,3742239,739901_3742239,9 Atlanta_nadir53_catid_1030010003CD4300_739901_3743589,53,1030010003CD4300,739901,3743589,739901_3743589,14 Atlanta_nadir53_catid_1030010003CD4300_740351_3720189,53,1030010003CD4300,740351,3720189,740351_3720189,5 Atlanta_nadir53_catid_1030010003CD4300_740351_3720639,53,1030010003CD4300,740351,3720639,740351_3720639,5 Atlanta_nadir53_catid_1030010003CD4300_740351_3721089,53,1030010003CD4300,740351,3721089,740351_3721089,9 Atlanta_nadir53_catid_1030010003CD4300_740351_3721989,53,1030010003CD4300,740351,3721989,740351_3721989,1 Atlanta_nadir53_catid_1030010003CD4300_740351_3722439,53,1030010003CD4300,740351,3722439,740351_3722439,2 Atlanta_nadir53_catid_1030010003CD4300_740351_3723339,53,1030010003CD4300,740351,3723339,740351_3723339,3 Atlanta_nadir53_catid_1030010003CD4300_740351_3723789,53,1030010003CD4300,740351,3723789,740351_3723789,3 Atlanta_nadir53_catid_1030010003CD4300_740351_3724239,53,1030010003CD4300,740351,3724239,740351_3724239,8 Atlanta_nadir53_catid_1030010003CD4300_740351_3724689,53,1030010003CD4300,740351,3724689,740351_3724689,8 Atlanta_nadir53_catid_1030010003CD4300_740351_3725589,53,1030010003CD4300,740351,3725589,740351_3725589,10 Atlanta_nadir53_catid_1030010003CD4300_740351_3726489,53,1030010003CD4300,740351,3726489,740351_3726489,6 Atlanta_nadir53_catid_1030010003CD4300_740351_3726939,53,1030010003CD4300,740351,3726939,740351_3726939,0 Atlanta_nadir53_catid_1030010003CD4300_740351_3727389,53,1030010003CD4300,740351,3727389,740351_3727389,14 Atlanta_nadir53_catid_1030010003CD4300_740351_3727839,53,1030010003CD4300,740351,3727839,740351_3727839,2 Atlanta_nadir53_catid_1030010003CD4300_740351_3729189,53,1030010003CD4300,740351,3729189,740351_3729189,0 Atlanta_nadir53_catid_1030010003CD4300_740351_3731439,53,1030010003CD4300,740351,3731439,740351_3731439,1 Atlanta_nadir53_catid_1030010003CD4300_740351_3733689,53,1030010003CD4300,740351,3733689,740351_3733689,7 Atlanta_nadir53_catid_1030010003CD4300_740351_3734139,53,1030010003CD4300,740351,3734139,740351_3734139,4 Atlanta_nadir53_catid_1030010003CD4300_740351_3734589,53,1030010003CD4300,740351,3734589,740351_3734589,9 Atlanta_nadir53_catid_1030010003CD4300_740351_3735039,53,1030010003CD4300,740351,3735039,740351_3735039,11 Atlanta_nadir53_catid_1030010003CD4300_740351_3736389,53,1030010003CD4300,740351,3736389,740351_3736389,15 Atlanta_nadir53_catid_1030010003CD4300_740351_3738639,53,1030010003CD4300,740351,3738639,740351_3738639,4 Atlanta_nadir53_catid_1030010003CD4300_740351_3739539,53,1030010003CD4300,740351,3739539,740351_3739539,7 Atlanta_nadir53_catid_1030010003CD4300_740351_3742239,53,1030010003CD4300,740351,3742239,740351_3742239,12 Atlanta_nadir53_catid_1030010003CD4300_740351_3742689,53,1030010003CD4300,740351,3742689,740351_3742689,6 Atlanta_nadir53_catid_1030010003CD4300_740351_3743589,53,1030010003CD4300,740351,3743589,740351_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_740801_3720639,53,1030010003CD4300,740801,3720639,740801_3720639,0 Atlanta_nadir53_catid_1030010003CD4300_740801_3721089,53,1030010003CD4300,740801,3721089,740801_3721089,9 Atlanta_nadir53_catid_1030010003CD4300_740801_3721539,53,1030010003CD4300,740801,3721539,740801_3721539,13 Atlanta_nadir53_catid_1030010003CD4300_740801_3721989,53,1030010003CD4300,740801,3721989,740801_3721989,2 Atlanta_nadir53_catid_1030010003CD4300_740801_3722439,53,1030010003CD4300,740801,3722439,740801_3722439,3 Atlanta_nadir53_catid_1030010003CD4300_740801_3723339,53,1030010003CD4300,740801,3723339,740801_3723339,6 Atlanta_nadir53_catid_1030010003CD4300_740801_3724689,53,1030010003CD4300,740801,3724689,740801_3724689,6 Atlanta_nadir53_catid_1030010003CD4300_740801_3725139,53,1030010003CD4300,740801,3725139,740801_3725139,12 Atlanta_nadir53_catid_1030010003CD4300_740801_3726489,53,1030010003CD4300,740801,3726489,740801_3726489,7 Atlanta_nadir53_catid_1030010003CD4300_740801_3726939,53,1030010003CD4300,740801,3726939,740801_3726939,0 Atlanta_nadir53_catid_1030010003CD4300_740801_3727389,53,1030010003CD4300,740801,3727389,740801_3727389,10 Atlanta_nadir53_catid_1030010003CD4300_740801_3727839,53,1030010003CD4300,740801,3727839,740801_3727839,1 Atlanta_nadir53_catid_1030010003CD4300_740801_3728289,53,1030010003CD4300,740801,3728289,740801_3728289,10 Atlanta_nadir53_catid_1030010003CD4300_740801_3728739,53,1030010003CD4300,740801,3728739,740801_3728739,5 Atlanta_nadir53_catid_1030010003CD4300_740801_3730089,53,1030010003CD4300,740801,3730089,740801_3730089,8 Atlanta_nadir53_catid_1030010003CD4300_740801_3730539,53,1030010003CD4300,740801,3730539,740801_3730539,2 Atlanta_nadir53_catid_1030010003CD4300_740801_3730989,53,1030010003CD4300,740801,3730989,740801_3730989,9 Atlanta_nadir53_catid_1030010003CD4300_740801_3731439,53,1030010003CD4300,740801,3731439,740801_3731439,3 Atlanta_nadir53_catid_1030010003CD4300_740801_3731889,53,1030010003CD4300,740801,3731889,740801_3731889,12 Atlanta_nadir53_catid_1030010003CD4300_740801_3732339,53,1030010003CD4300,740801,3732339,740801_3732339,13 Atlanta_nadir53_catid_1030010003CD4300_740801_3732789,53,1030010003CD4300,740801,3732789,740801_3732789,15 Atlanta_nadir53_catid_1030010003CD4300_740801_3733239,53,1030010003CD4300,740801,3733239,740801_3733239,7 Atlanta_nadir53_catid_1030010003CD4300_740801_3733689,53,1030010003CD4300,740801,3733689,740801_3733689,14 Atlanta_nadir53_catid_1030010003CD4300_740801_3734589,53,1030010003CD4300,740801,3734589,740801_3734589,3 Atlanta_nadir53_catid_1030010003CD4300_740801_3735039,53,1030010003CD4300,740801,3735039,740801_3735039,8 Atlanta_nadir53_catid_1030010003CD4300_740801_3735489,53,1030010003CD4300,740801,3735489,740801_3735489,11 Atlanta_nadir53_catid_1030010003CD4300_740801_3735939,53,1030010003CD4300,740801,3735939,740801_3735939,1 Atlanta_nadir53_catid_1030010003CD4300_740801_3736389,53,1030010003CD4300,740801,3736389,740801_3736389,2 Atlanta_nadir53_catid_1030010003CD4300_740801_3736839,53,1030010003CD4300,740801,3736839,740801_3736839,1 Atlanta_nadir53_catid_1030010003CD4300_740801_3737289,53,1030010003CD4300,740801,3737289,740801_3737289,6 Atlanta_nadir53_catid_1030010003CD4300_740801_3737739,53,1030010003CD4300,740801,3737739,740801_3737739,0 Atlanta_nadir53_catid_1030010003CD4300_740801_3738189,53,1030010003CD4300,740801,3738189,740801_3738189,4 Atlanta_nadir53_catid_1030010003CD4300_740801_3738639,53,1030010003CD4300,740801,3738639,740801_3738639,11 Atlanta_nadir53_catid_1030010003CD4300_740801_3739089,53,1030010003CD4300,740801,3739089,740801_3739089,4 Atlanta_nadir53_catid_1030010003CD4300_740801_3739989,53,1030010003CD4300,740801,3739989,740801_3739989,7 Atlanta_nadir53_catid_1030010003CD4300_740801_3740889,53,1030010003CD4300,740801,3740889,740801_3740889,5 Atlanta_nadir53_catid_1030010003CD4300_740801_3741339,53,1030010003CD4300,740801,3741339,740801_3741339,4 Atlanta_nadir53_catid_1030010003CD4300_740801_3741789,53,1030010003CD4300,740801,3741789,740801_3741789,5 Atlanta_nadir53_catid_1030010003CD4300_740801_3742689,53,1030010003CD4300,740801,3742689,740801_3742689,14 Atlanta_nadir53_catid_1030010003CD4300_740801_3743589,53,1030010003CD4300,740801,3743589,740801_3743589,15 Atlanta_nadir53_catid_1030010003CD4300_741251_3721089,53,1030010003CD4300,741251,3721089,741251_3721089,7 Atlanta_nadir53_catid_1030010003CD4300_741251_3721539,53,1030010003CD4300,741251,3721539,741251_3721539,7 Atlanta_nadir53_catid_1030010003CD4300_741251_3721989,53,1030010003CD4300,741251,3721989,741251_3721989,11 Atlanta_nadir53_catid_1030010003CD4300_741251_3723339,53,1030010003CD4300,741251,3723339,741251_3723339,1 Atlanta_nadir53_catid_1030010003CD4300_741251_3723789,53,1030010003CD4300,741251,3723789,741251_3723789,3 Atlanta_nadir53_catid_1030010003CD4300_741251_3724239,53,1030010003CD4300,741251,3724239,741251_3724239,5 Atlanta_nadir53_catid_1030010003CD4300_741251_3724689,53,1030010003CD4300,741251,3724689,741251_3724689,4 Atlanta_nadir53_catid_1030010003CD4300_741251_3726939,53,1030010003CD4300,741251,3726939,741251_3726939,9 Atlanta_nadir53_catid_1030010003CD4300_741251_3727389,53,1030010003CD4300,741251,3727389,741251_3727389,10 Atlanta_nadir53_catid_1030010003CD4300_741251_3727839,53,1030010003CD4300,741251,3727839,741251_3727839,11 Atlanta_nadir53_catid_1030010003CD4300_741251_3728289,53,1030010003CD4300,741251,3728289,741251_3728289,8 Atlanta_nadir53_catid_1030010003CD4300_741251_3728739,53,1030010003CD4300,741251,3728739,741251_3728739,2 Atlanta_nadir53_catid_1030010003CD4300_741251_3730089,53,1030010003CD4300,741251,3730089,741251_3730089,14 Atlanta_nadir53_catid_1030010003CD4300_741251_3730989,53,1030010003CD4300,741251,3730989,741251_3730989,4 Atlanta_nadir53_catid_1030010003CD4300_741251_3731439,53,1030010003CD4300,741251,3731439,741251_3731439,0 Atlanta_nadir53_catid_1030010003CD4300_741251_3732789,53,1030010003CD4300,741251,3732789,741251_3732789,1 Atlanta_nadir53_catid_1030010003CD4300_741251_3733689,53,1030010003CD4300,741251,3733689,741251_3733689,3 Atlanta_nadir53_catid_1030010003CD4300_741251_3734589,53,1030010003CD4300,741251,3734589,741251_3734589,6 Atlanta_nadir53_catid_1030010003CD4300_741251_3735489,53,1030010003CD4300,741251,3735489,741251_3735489,10 Atlanta_nadir53_catid_1030010003CD4300_741251_3735939,53,1030010003CD4300,741251,3735939,741251_3735939,12 Atlanta_nadir53_catid_1030010003CD4300_741251_3737289,53,1030010003CD4300,741251,3737289,741251_3737289,15 Atlanta_nadir53_catid_1030010003CD4300_741251_3738189,53,1030010003CD4300,741251,3738189,741251_3738189,0 Atlanta_nadir53_catid_1030010003CD4300_741251_3739539,53,1030010003CD4300,741251,3739539,741251_3739539,12 Atlanta_nadir53_catid_1030010003CD4300_741251_3740439,53,1030010003CD4300,741251,3740439,741251_3740439,2 Atlanta_nadir53_catid_1030010003CD4300_741251_3741339,53,1030010003CD4300,741251,3741339,741251_3741339,9 Atlanta_nadir53_catid_1030010003CD4300_741251_3741789,53,1030010003CD4300,741251,3741789,741251_3741789,5 Atlanta_nadir53_catid_1030010003CD4300_741251_3742239,53,1030010003CD4300,741251,3742239,741251_3742239,6 Atlanta_nadir53_catid_1030010003CD4300_741251_3742689,53,1030010003CD4300,741251,3742689,741251_3742689,13 Atlanta_nadir53_catid_1030010003CD4300_741251_3743139,53,1030010003CD4300,741251,3743139,741251_3743139,8 Atlanta_nadir53_catid_1030010003CD4300_741251_3743589,53,1030010003CD4300,741251,3743589,741251_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_741701_3721089,53,1030010003CD4300,741701,3721089,741701_3721089,4 Atlanta_nadir53_catid_1030010003CD4300_741701_3722889,53,1030010003CD4300,741701,3722889,741701_3722889,5 Atlanta_nadir53_catid_1030010003CD4300_741701_3723339,53,1030010003CD4300,741701,3723339,741701_3723339,9 Atlanta_nadir53_catid_1030010003CD4300_741701_3726039,53,1030010003CD4300,741701,3726039,741701_3726039,0 Atlanta_nadir53_catid_1030010003CD4300_741701_3726939,53,1030010003CD4300,741701,3726939,741701_3726939,3 Atlanta_nadir53_catid_1030010003CD4300_741701_3727389,53,1030010003CD4300,741701,3727389,741701_3727389,0 Atlanta_nadir53_catid_1030010003CD4300_741701_3728289,53,1030010003CD4300,741701,3728289,741701_3728289,3 Atlanta_nadir53_catid_1030010003CD4300_741701_3729639,53,1030010003CD4300,741701,3729639,741701_3729639,7 Atlanta_nadir53_catid_1030010003CD4300_741701_3730539,53,1030010003CD4300,741701,3730539,741701_3730539,8 Atlanta_nadir53_catid_1030010003CD4300_741701_3731889,53,1030010003CD4300,741701,3731889,741701_3731889,10 Atlanta_nadir53_catid_1030010003CD4300_741701_3732339,53,1030010003CD4300,741701,3732339,741701_3732339,5 Atlanta_nadir53_catid_1030010003CD4300_741701_3732789,53,1030010003CD4300,741701,3732789,741701_3732789,1 Atlanta_nadir53_catid_1030010003CD4300_741701_3733689,53,1030010003CD4300,741701,3733689,741701_3733689,14 Atlanta_nadir53_catid_1030010003CD4300_741701_3734139,53,1030010003CD4300,741701,3734139,741701_3734139,1 Atlanta_nadir53_catid_1030010003CD4300_741701_3735489,53,1030010003CD4300,741701,3735489,741701_3735489,2 Atlanta_nadir53_catid_1030010003CD4300_741701_3735939,53,1030010003CD4300,741701,3735939,741701_3735939,6 Atlanta_nadir53_catid_1030010003CD4300_741701_3736389,53,1030010003CD4300,741701,3736389,741701_3736389,4 Atlanta_nadir53_catid_1030010003CD4300_741701_3737289,53,1030010003CD4300,741701,3737289,741701_3737289,2 Atlanta_nadir53_catid_1030010003CD4300_741701_3738189,53,1030010003CD4300,741701,3738189,741701_3738189,7 Atlanta_nadir53_catid_1030010003CD4300_741701_3739989,53,1030010003CD4300,741701,3739989,741701_3739989,11 Atlanta_nadir53_catid_1030010003CD4300_741701_3740889,53,1030010003CD4300,741701,3740889,741701_3740889,15 Atlanta_nadir53_catid_1030010003CD4300_741701_3741789,53,1030010003CD4300,741701,3741789,741701_3741789,12 Atlanta_nadir53_catid_1030010003CD4300_741701_3742689,53,1030010003CD4300,741701,3742689,741701_3742689,6 Atlanta_nadir53_catid_1030010003CD4300_741701_3743139,53,1030010003CD4300,741701,3743139,741701_3743139,13 Atlanta_nadir53_catid_1030010003CD4300_742151_3720189,53,1030010003CD4300,742151,3720189,742151_3720189,1 Atlanta_nadir53_catid_1030010003CD4300_742151_3720639,53,1030010003CD4300,742151,3720639,742151_3720639,8 Atlanta_nadir53_catid_1030010003CD4300_742151_3721089,53,1030010003CD4300,742151,3721089,742151_3721089,12 Atlanta_nadir53_catid_1030010003CD4300_742151_3721989,53,1030010003CD4300,742151,3721989,742151_3721989,0 Atlanta_nadir53_catid_1030010003CD4300_742151_3722439,53,1030010003CD4300,742151,3722439,742151_3722439,2 Atlanta_nadir53_catid_1030010003CD4300_742151_3722889,53,1030010003CD4300,742151,3722889,742151_3722889,5 Atlanta_nadir53_catid_1030010003CD4300_742151_3723339,53,1030010003CD4300,742151,3723339,742151_3723339,5 Atlanta_nadir53_catid_1030010003CD4300_742151_3724239,53,1030010003CD4300,742151,3724239,742151_3724239,10 Atlanta_nadir53_catid_1030010003CD4300_742151_3725139,53,1030010003CD4300,742151,3725139,742151_3725139,10 Atlanta_nadir53_catid_1030010003CD4300_742151_3726489,53,1030010003CD4300,742151,3726489,742151_3726489,12 Atlanta_nadir53_catid_1030010003CD4300_742151_3726939,53,1030010003CD4300,742151,3726939,742151_3726939,8 Atlanta_nadir53_catid_1030010003CD4300_742151_3727839,53,1030010003CD4300,742151,3727839,742151_3727839,3 Atlanta_nadir53_catid_1030010003CD4300_742151_3728289,53,1030010003CD4300,742151,3728289,742151_3728289,15 Atlanta_nadir53_catid_1030010003CD4300_742151_3728739,53,1030010003CD4300,742151,3728739,742151_3728739,3 Atlanta_nadir53_catid_1030010003CD4300_742151_3729189,53,1030010003CD4300,742151,3729189,742151_3729189,4 Atlanta_nadir53_catid_1030010003CD4300_742151_3731439,53,1030010003CD4300,742151,3731439,742151_3731439,4 Atlanta_nadir53_catid_1030010003CD4300_742151_3732789,53,1030010003CD4300,742151,3732789,742151_3732789,7 Atlanta_nadir53_catid_1030010003CD4300_742151_3733239,53,1030010003CD4300,742151,3733239,742151_3733239,0 Atlanta_nadir53_catid_1030010003CD4300_742151_3733689,53,1030010003CD4300,742151,3733689,742151_3733689,11 Atlanta_nadir53_catid_1030010003CD4300_742151_3734139,53,1030010003CD4300,742151,3734139,742151_3734139,13 Atlanta_nadir53_catid_1030010003CD4300_742151_3734589,53,1030010003CD4300,742151,3734589,742151_3734589,15 Atlanta_nadir53_catid_1030010003CD4300_742151_3735489,53,1030010003CD4300,742151,3735489,742151_3735489,9 Atlanta_nadir53_catid_1030010003CD4300_742151_3735939,53,1030010003CD4300,742151,3735939,742151_3735939,13 Atlanta_nadir53_catid_1030010003CD4300_742151_3736389,53,1030010003CD4300,742151,3736389,742151_3736389,0 Atlanta_nadir53_catid_1030010003CD4300_742151_3737739,53,1030010003CD4300,742151,3737739,742151_3737739,7 Atlanta_nadir53_catid_1030010003CD4300_742151_3738189,53,1030010003CD4300,742151,3738189,742151_3738189,6 Atlanta_nadir53_catid_1030010003CD4300_742151_3739089,53,1030010003CD4300,742151,3739089,742151_3739089,2 Atlanta_nadir53_catid_1030010003CD4300_742151_3739539,53,1030010003CD4300,742151,3739539,742151_3739539,6 Atlanta_nadir53_catid_1030010003CD4300_742151_3740439,53,1030010003CD4300,742151,3740439,742151_3740439,11 Atlanta_nadir53_catid_1030010003CD4300_742151_3741339,53,1030010003CD4300,742151,3741339,742151_3741339,1 Atlanta_nadir53_catid_1030010003CD4300_742151_3742239,53,1030010003CD4300,742151,3742239,742151_3742239,14 Atlanta_nadir53_catid_1030010003CD4300_742151_3742689,53,1030010003CD4300,742151,3742689,742151_3742689,9 Atlanta_nadir53_catid_1030010003CD4300_742151_3743589,53,1030010003CD4300,742151,3743589,742151_3743589,14 Atlanta_nadir53_catid_1030010003CD4300_742601_3720639,53,1030010003CD4300,742601,3720639,742601_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_742601_3722439,53,1030010003CD4300,742601,3722439,742601_3722439,7 Atlanta_nadir53_catid_1030010003CD4300_742601_3722889,53,1030010003CD4300,742601,3722889,742601_3722889,11 Atlanta_nadir53_catid_1030010003CD4300_742601_3724689,53,1030010003CD4300,742601,3724689,742601_3724689,1 Atlanta_nadir53_catid_1030010003CD4300_742601_3726489,53,1030010003CD4300,742601,3726489,742601_3726489,3 Atlanta_nadir53_catid_1030010003CD4300_742601_3726939,53,1030010003CD4300,742601,3726939,742601_3726939,5 Atlanta_nadir53_catid_1030010003CD4300_742601_3727389,53,1030010003CD4300,742601,3727389,742601_3727389,4 Atlanta_nadir53_catid_1030010003CD4300_742601_3727839,53,1030010003CD4300,742601,3727839,742601_3727839,9 Atlanta_nadir53_catid_1030010003CD4300_742601_3728739,53,1030010003CD4300,742601,3728739,742601_3728739,10 Atlanta_nadir53_catid_1030010003CD4300_742601_3729639,53,1030010003CD4300,742601,3729639,742601_3729639,11 Atlanta_nadir53_catid_1030010003CD4300_742601_3730089,53,1030010003CD4300,742601,3730089,742601_3730089,8 Atlanta_nadir53_catid_1030010003CD4300_742601_3730539,53,1030010003CD4300,742601,3730539,742601_3730539,2 Atlanta_nadir53_catid_1030010003CD4300_742601_3730989,53,1030010003CD4300,742601,3730989,742601_3730989,14 Atlanta_nadir53_catid_1030010003CD4300_742601_3732339,53,1030010003CD4300,742601,3732339,742601_3732339,4 Atlanta_nadir53_catid_1030010003CD4300_742601_3732789,53,1030010003CD4300,742601,3732789,742601_3732789,0 Atlanta_nadir53_catid_1030010003CD4300_742601_3733239,53,1030010003CD4300,742601,3733239,742601_3733239,1 Atlanta_nadir53_catid_1030010003CD4300_742601_3734139,53,1030010003CD4300,742601,3734139,742601_3734139,3 Atlanta_nadir53_catid_1030010003CD4300_742601_3735039,53,1030010003CD4300,742601,3735039,742601_3735039,6 Atlanta_nadir53_catid_1030010003CD4300_742601_3735489,53,1030010003CD4300,742601,3735489,742601_3735489,10 Atlanta_nadir53_catid_1030010003CD4300_742601_3735939,53,1030010003CD4300,742601,3735939,742601_3735939,12 Atlanta_nadir53_catid_1030010003CD4300_742601_3736839,53,1030010003CD4300,742601,3736839,742601_3736839,15 Atlanta_nadir53_catid_1030010003CD4300_742601_3737739,53,1030010003CD4300,742601,3737739,742601_3737739,0 Atlanta_nadir53_catid_1030010003CD4300_742601_3738189,53,1030010003CD4300,742601,3738189,742601_3738189,12 Atlanta_nadir53_catid_1030010003CD4300_742601_3738639,53,1030010003CD4300,742601,3738639,742601_3738639,2 Atlanta_nadir53_catid_1030010003CD4300_742601_3739089,53,1030010003CD4300,742601,3739089,742601_3739089,9 Atlanta_nadir53_catid_1030010003CD4300_742601_3739989,53,1030010003CD4300,742601,3739989,742601_3739989,5 Atlanta_nadir53_catid_1030010003CD4300_742601_3741789,53,1030010003CD4300,742601,3741789,742601_3741789,6 Atlanta_nadir53_catid_1030010003CD4300_742601_3742239,53,1030010003CD4300,742601,3742239,742601_3742239,13 Atlanta_nadir53_catid_1030010003CD4300_742601_3742689,53,1030010003CD4300,742601,3742689,742601_3742689,8 Atlanta_nadir53_catid_1030010003CD4300_742601_3743589,53,1030010003CD4300,742601,3743589,742601_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_743051_3720189,53,1030010003CD4300,743051,3720189,743051_3720189,5 Atlanta_nadir53_catid_1030010003CD4300_743051_3721539,53,1030010003CD4300,743051,3721539,743051_3721539,5 Atlanta_nadir53_catid_1030010003CD4300_743051_3723339,53,1030010003CD4300,743051,3723339,743051_3723339,9 Atlanta_nadir53_catid_1030010003CD4300_743051_3724689,53,1030010003CD4300,743051,3724689,743051_3724689,1 Atlanta_nadir53_catid_1030010003CD4300_743051_3725589,53,1030010003CD4300,743051,3725589,743051_3725589,2 Atlanta_nadir53_catid_1030010003CD4300_743051_3727389,53,1030010003CD4300,743051,3727389,743051_3727389,3 Atlanta_nadir53_catid_1030010003CD4300_743051_3727839,53,1030010003CD4300,743051,3727839,743051_3727839,3 Atlanta_nadir53_catid_1030010003CD4300_743051_3728289,53,1030010003CD4300,743051,3728289,743051_3728289,8 Atlanta_nadir53_catid_1030010003CD4300_743051_3729189,53,1030010003CD4300,743051,3729189,743051_3729189,8 Atlanta_nadir53_catid_1030010003CD4300_743051_3732339,53,1030010003CD4300,743051,3732339,743051_3732339,10 Atlanta_nadir53_catid_1030010003CD4300_743051_3732789,53,1030010003CD4300,743051,3732789,743051_3732789,6 Atlanta_nadir53_catid_1030010003CD4300_743051_3733239,53,1030010003CD4300,743051,3733239,743051_3733239,0 Atlanta_nadir53_catid_1030010003CD4300_743051_3735489,53,1030010003CD4300,743051,3735489,743051_3735489,14 Atlanta_nadir53_catid_1030010003CD4300_743051_3735939,53,1030010003CD4300,743051,3735939,743051_3735939,2 Atlanta_nadir53_catid_1030010003CD4300_743051_3736389,53,1030010003CD4300,743051,3736389,743051_3736389,0 Atlanta_nadir53_catid_1030010003CD4300_743051_3736839,53,1030010003CD4300,743051,3736839,743051_3736839,1 Atlanta_nadir53_catid_1030010003CD4300_743051_3737289,53,1030010003CD4300,743051,3737289,743051_3737289,7 Atlanta_nadir53_catid_1030010003CD4300_743051_3738189,53,1030010003CD4300,743051,3738189,743051_3738189,4 Atlanta_nadir53_catid_1030010003CD4300_743051_3740439,53,1030010003CD4300,743051,3740439,743051_3740439,4 Atlanta_nadir53_catid_1030010003CD4300_743051_3740889,53,1030010003CD4300,743051,3740889,743051_3740889,11 Atlanta_nadir53_catid_1030010003CD4300_743051_3741339,53,1030010003CD4300,743051,3741339,743051_3741339,15 Atlanta_nadir53_catid_1030010003CD4300_743051_3742239,53,1030010003CD4300,743051,3742239,743051_3742239,7 Atlanta_nadir53_catid_1030010003CD4300_743051_3742689,53,1030010003CD4300,743051,3742689,743051_3742689,12 Atlanta_nadir53_catid_1030010003CD4300_743051_3743139,53,1030010003CD4300,743051,3743139,743051_3743139,6 Atlanta_nadir53_catid_1030010003CD4300_743051_3743589,53,1030010003CD4300,743051,3743589,743051_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_743501_3721089,53,1030010003CD4300,743501,3721089,743501_3721089,1 Atlanta_nadir53_catid_1030010003CD4300_743501_3721539,53,1030010003CD4300,743501,3721539,743501_3721539,8 Atlanta_nadir53_catid_1030010003CD4300_743501_3722439,53,1030010003CD4300,743501,3722439,743501_3722439,12 Atlanta_nadir53_catid_1030010003CD4300_743501_3722889,53,1030010003CD4300,743501,3722889,743501_3722889,0 Atlanta_nadir53_catid_1030010003CD4300_743501_3723789,53,1030010003CD4300,743501,3723789,743501_3723789,2 Atlanta_nadir53_catid_1030010003CD4300_743501_3724239,53,1030010003CD4300,743501,3724239,743501_3724239,5 Atlanta_nadir53_catid_1030010003CD4300_743501_3724689,53,1030010003CD4300,743501,3724689,743501_3724689,5 Atlanta_nadir53_catid_1030010003CD4300_743501_3725139,53,1030010003CD4300,743501,3725139,743501_3725139,10 Atlanta_nadir53_catid_1030010003CD4300_743501_3725589,53,1030010003CD4300,743501,3725589,743501_3725589,10 Atlanta_nadir53_catid_1030010003CD4300_743501_3726039,53,1030010003CD4300,743501,3726039,743501_3726039,12 Atlanta_nadir53_catid_1030010003CD4300_743501_3726489,53,1030010003CD4300,743501,3726489,743501_3726489,8 Atlanta_nadir53_catid_1030010003CD4300_743501_3727839,53,1030010003CD4300,743501,3727839,743501_3727839,3 Atlanta_nadir53_catid_1030010003CD4300_743501_3728739,53,1030010003CD4300,743501,3728739,743501_3728739,15 Atlanta_nadir53_catid_1030010003CD4300_743501_3729189,53,1030010003CD4300,743501,3729189,743501_3729189,3 Atlanta_nadir53_catid_1030010003CD4300_743501_3729639,53,1030010003CD4300,743501,3729639,743501_3729639,4 Atlanta_nadir53_catid_1030010003CD4300_743501_3730089,53,1030010003CD4300,743501,3730089,743501_3730089,4 Atlanta_nadir53_catid_1030010003CD4300_743501_3730539,53,1030010003CD4300,743501,3730539,743501_3730539,7 Atlanta_nadir53_catid_1030010003CD4300_743501_3731439,53,1030010003CD4300,743501,3731439,743501_3731439,0 Atlanta_nadir53_catid_1030010003CD4300_743501_3732339,53,1030010003CD4300,743501,3732339,743501_3732339,11 Atlanta_nadir53_catid_1030010003CD4300_743501_3733239,53,1030010003CD4300,743501,3733239,743501_3733239,13 Atlanta_nadir53_catid_1030010003CD4300_743501_3734139,53,1030010003CD4300,743501,3734139,743501_3734139,15 Atlanta_nadir53_catid_1030010003CD4300_743501_3734589,53,1030010003CD4300,743501,3734589,743501_3734589,9 Atlanta_nadir53_catid_1030010003CD4300_743501_3735489,53,1030010003CD4300,743501,3735489,743501_3735489,13 Atlanta_nadir53_catid_1030010003CD4300_743501_3736839,53,1030010003CD4300,743501,3736839,743501_3736839,0 Atlanta_nadir53_catid_1030010003CD4300_743501_3737289,53,1030010003CD4300,743501,3737289,743501_3737289,7 Atlanta_nadir53_catid_1030010003CD4300_743501_3738639,53,1030010003CD4300,743501,3738639,743501_3738639,6 Atlanta_nadir53_catid_1030010003CD4300_743501_3739089,53,1030010003CD4300,743501,3739089,743501_3739089,2 Atlanta_nadir53_catid_1030010003CD4300_743501_3739539,53,1030010003CD4300,743501,3739539,743501_3739539,6 Atlanta_nadir53_catid_1030010003CD4300_743501_3739989,53,1030010003CD4300,743501,3739989,743501_3739989,11 Atlanta_nadir53_catid_1030010003CD4300_743501_3740439,53,1030010003CD4300,743501,3740439,743501_3740439,1 Atlanta_nadir53_catid_1030010003CD4300_743501_3741789,53,1030010003CD4300,743501,3741789,743501_3741789,14 Atlanta_nadir53_catid_1030010003CD4300_743501_3742689,53,1030010003CD4300,743501,3742689,743501_3742689,9 Atlanta_nadir53_catid_1030010003CD4300_743501_3743139,53,1030010003CD4300,743501,3743139,743501_3743139,14 Atlanta_nadir53_catid_1030010003CD4300_743951_3720189,53,1030010003CD4300,743951,3720189,743951_3720189,6 Atlanta_nadir53_catid_1030010003CD4300_743951_3720639,53,1030010003CD4300,743951,3720639,743951_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_743951_3721089,53,1030010003CD4300,743951,3721089,743951_3721089,10 Atlanta_nadir53_catid_1030010003CD4300_743951_3721539,53,1030010003CD4300,743951,3721539,743951_3721539,1 Atlanta_nadir53_catid_1030010003CD4300_743951_3722439,53,1030010003CD4300,743951,3722439,743951_3722439,3 Atlanta_nadir53_catid_1030010003CD4300_743951_3723339,53,1030010003CD4300,743951,3723339,743951_3723339,5 Atlanta_nadir53_catid_1030010003CD4300_743951_3724689,53,1030010003CD4300,743951,3724689,743951_3724689,4 Atlanta_nadir53_catid_1030010003CD4300_743951_3725139,53,1030010003CD4300,743951,3725139,743951_3725139,9 Atlanta_nadir53_catid_1030010003CD4300_743951_3725589,53,1030010003CD4300,743951,3725589,743951_3725589,9 Atlanta_nadir53_catid_1030010003CD4300_743951_3726039,53,1030010003CD4300,743951,3726039,743951_3726039,11 Atlanta_nadir53_catid_1030010003CD4300_743951_3726489,53,1030010003CD4300,743951,3726489,743951_3726489,7 Atlanta_nadir53_catid_1030010003CD4300_743951_3727839,53,1030010003CD4300,743951,3727839,743951_3727839,2 Atlanta_nadir53_catid_1030010003CD4300_743951_3728289,53,1030010003CD4300,743951,3728289,743951_3728289,14 Atlanta_nadir53_catid_1030010003CD4300_743951_3729189,53,1030010003CD4300,743951,3729189,743951_3729189,0 Atlanta_nadir53_catid_1030010003CD4300_743951_3731439,53,1030010003CD4300,743951,3731439,743951_3731439,1 Atlanta_nadir53_catid_1030010003CD4300_743951_3732789,53,1030010003CD4300,743951,3732789,743951_3732789,3 Atlanta_nadir53_catid_1030010003CD4300_743951_3733239,53,1030010003CD4300,743951,3733239,743951_3733239,4 Atlanta_nadir53_catid_1030010003CD4300_743951_3733689,53,1030010003CD4300,743951,3733689,743951_3733689,0 Atlanta_nadir53_catid_1030010003CD4300_743951_3734139,53,1030010003CD4300,743951,3734139,743951_3734139,10 Atlanta_nadir53_catid_1030010003CD4300_743951_3734589,53,1030010003CD4300,743951,3734589,743951_3734589,11 Atlanta_nadir53_catid_1030010003CD4300_743951_3735489,53,1030010003CD4300,743951,3735489,743951_3735489,15 Atlanta_nadir53_catid_1030010003CD4300_743951_3735939,53,1030010003CD4300,743951,3735939,743951_3735939,5 Atlanta_nadir53_catid_1030010003CD4300_743951_3736839,53,1030010003CD4300,743951,3736839,743951_3736839,12 Atlanta_nadir53_catid_1030010003CD4300_743951_3737289,53,1030010003CD4300,743951,3737289,743951_3737289,6 Atlanta_nadir53_catid_1030010003CD4300_743951_3738189,53,1030010003CD4300,743951,3738189,743951_3738189,2 Atlanta_nadir53_catid_1030010003CD4300_743951_3738639,53,1030010003CD4300,743951,3738639,743951_3738639,8 Atlanta_nadir53_catid_1030010003CD4300_743951_3739089,53,1030010003CD4300,743951,3739089,743951_3739089,12 Atlanta_nadir53_catid_1030010003CD4300_743951_3740439,53,1030010003CD4300,743951,3740439,743951_3740439,8 Atlanta_nadir53_catid_1030010003CD4300_743951_3741789,53,1030010003CD4300,743951,3741789,743951_3741789,13 Atlanta_nadir53_catid_1030010003CD4300_744401_3720639,53,1030010003CD4300,744401,3720639,744401_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_744401_3722439,53,1030010003CD4300,744401,3722439,744401_3722439,7 Atlanta_nadir53_catid_1030010003CD4300_744401_3722889,53,1030010003CD4300,744401,3722889,744401_3722889,11 Atlanta_nadir53_catid_1030010003CD4300_744401_3723339,53,1030010003CD4300,744401,3723339,744401_3723339,1 Atlanta_nadir53_catid_1030010003CD4300_744401_3724239,53,1030010003CD4300,744401,3724239,744401_3724239,3 Atlanta_nadir53_catid_1030010003CD4300_744401_3725139,53,1030010003CD4300,744401,3725139,744401_3725139,5 Atlanta_nadir53_catid_1030010003CD4300_744401_3725589,53,1030010003CD4300,744401,3725589,744401_3725589,4 Atlanta_nadir53_catid_1030010003CD4300_744401_3726039,53,1030010003CD4300,744401,3726039,744401_3726039,9 Atlanta_nadir53_catid_1030010003CD4300_744401_3726489,53,1030010003CD4300,744401,3726489,744401_3726489,10 Atlanta_nadir53_catid_1030010003CD4300_744401_3727389,53,1030010003CD4300,744401,3727389,744401_3727389,11 Atlanta_nadir53_catid_1030010003CD4300_744401_3728289,53,1030010003CD4300,744401,3728289,744401_3728289,8 Atlanta_nadir53_catid_1030010003CD4300_744401_3730539,53,1030010003CD4300,744401,3730539,744401_3730539,2 Atlanta_nadir53_catid_1030010003CD4300_744401_3730989,53,1030010003CD4300,744401,3730989,744401_3730989,14 Atlanta_nadir53_catid_1030010003CD4300_744401_3731439,53,1030010003CD4300,744401,3731439,744401_3731439,4 Atlanta_nadir53_catid_1030010003CD4300_744401_3731889,53,1030010003CD4300,744401,3731889,744401_3731889,0 Atlanta_nadir53_catid_1030010003CD4300_744401_3732789,53,1030010003CD4300,744401,3732789,744401_3732789,1 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Atlanta_nadir53_catid_1030010003CD4300_746651_3729189,53,1030010003CD4300,746651,3729189,746651_3729189,4 Atlanta_nadir53_catid_1030010003CD4300_746651_3729639,53,1030010003CD4300,746651,3729639,746651_3729639,8 Atlanta_nadir53_catid_1030010003CD4300_746651_3730089,53,1030010003CD4300,746651,3730089,746651_3730089,3 Atlanta_nadir53_catid_1030010003CD4300_746651_3730989,53,1030010003CD4300,746651,3730989,746651_3730989,11 Atlanta_nadir53_catid_1030010003CD4300_746651_3731439,53,1030010003CD4300,746651,3731439,746651_3731439,13 Atlanta_nadir53_catid_1030010003CD4300_746651_3731889,53,1030010003CD4300,746651,3731889,746651_3731889,15 Atlanta_nadir53_catid_1030010003CD4300_746651_3732789,53,1030010003CD4300,746651,3732789,746651_3732789,1 Atlanta_nadir53_catid_1030010003CD4300_746651_3734139,53,1030010003CD4300,746651,3734139,746651_3734139,14 Atlanta_nadir53_catid_1030010003CD4300_746651_3734589,53,1030010003CD4300,746651,3734589,746651_3734589,5 Atlanta_nadir53_catid_1030010003CD4300_746651_3735489,53,1030010003CD4300,746651,3735489,746651_3735489,1 Atlanta_nadir53_catid_1030010003CD4300_746651_3736389,53,1030010003CD4300,746651,3736389,746651_3736389,10 Atlanta_nadir53_catid_1030010003CD4300_746651_3736839,53,1030010003CD4300,746651,3736839,746651_3736839,6 Atlanta_nadir53_catid_1030010003CD4300_746651_3737289,53,1030010003CD4300,746651,3737289,746651_3737289,2 Atlanta_nadir53_catid_1030010003CD4300_746651_3738189,53,1030010003CD4300,746651,3738189,746651_3738189,4 Atlanta_nadir53_catid_1030010003CD4300_746651_3738639,53,1030010003CD4300,746651,3738639,746651_3738639,7 Atlanta_nadir53_catid_1030010003CD4300_746651_3740439,53,1030010003CD4300,746651,3740439,746651_3740439,2 Atlanta_nadir53_catid_1030010003CD4300_746651_3741339,53,1030010003CD4300,746651,3741339,746651_3741339,3 Atlanta_nadir53_catid_1030010003CD4300_746651_3742239,53,1030010003CD4300,746651,3742239,746651_3742239,12 Atlanta_nadir53_catid_1030010003CD4300_746651_3742689,53,1030010003CD4300,746651,3742689,746651_3742689,3 Atlanta_nadir53_catid_1030010003CD4300_746651_3743139,53,1030010003CD4300,746651,3743139,746651_3743139,14 Atlanta_nadir53_catid_1030010003CD4300_746651_3743589,53,1030010003CD4300,746651,3743589,746651_3743589,15 Atlanta_nadir53_catid_1030010003CD4300_747101_3720189,53,1030010003CD4300,747101,3720189,747101_3720189,6 Atlanta_nadir53_catid_1030010003CD4300_747101_3720639,53,1030010003CD4300,747101,3720639,747101_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_747101_3721089,53,1030010003CD4300,747101,3721089,747101_3721089,10 Atlanta_nadir53_catid_1030010003CD4300_747101_3721989,53,1030010003CD4300,747101,3721989,747101_3721989,1 Atlanta_nadir53_catid_1030010003CD4300_747101_3722439,53,1030010003CD4300,747101,3722439,747101_3722439,3 Atlanta_nadir53_catid_1030010003CD4300_747101_3723339,53,1030010003CD4300,747101,3723339,747101_3723339,5 Atlanta_nadir53_catid_1030010003CD4300_747101_3723789,53,1030010003CD4300,747101,3723789,747101_3723789,4 Atlanta_nadir53_catid_1030010003CD4300_747101_3725589,53,1030010003CD4300,747101,3725589,747101_3725589,9 Atlanta_nadir53_catid_1030010003CD4300_747101_3726039,53,1030010003CD4300,747101,3726039,747101_3726039,9 Atlanta_nadir53_catid_1030010003CD4300_747101_3726489,53,1030010003CD4300,747101,3726489,747101_3726489,11 Atlanta_nadir53_catid_1030010003CD4300_747101_3727839,53,1030010003CD4300,747101,3727839,747101_3727839,7 Atlanta_nadir53_catid_1030010003CD4300_747101_3728289,53,1030010003CD4300,747101,3728289,747101_3728289,2 Atlanta_nadir53_catid_1030010003CD4300_747101_3728739,53,1030010003CD4300,747101,3728739,747101_3728739,14 Atlanta_nadir53_catid_1030010003CD4300_747101_3730089,53,1030010003CD4300,747101,3730089,747101_3730089,0 Atlanta_nadir53_catid_1030010003CD4300_747101_3730539,53,1030010003CD4300,747101,3730539,747101_3730539,1 Atlanta_nadir53_catid_1030010003CD4300_747101_3730989,53,1030010003CD4300,747101,3730989,747101_3730989,3 Atlanta_nadir53_catid_1030010003CD4300_747101_3731439,53,1030010003CD4300,747101,3731439,747101_3731439,4 Atlanta_nadir53_catid_1030010003CD4300_747101_3732339,53,1030010003CD4300,747101,3732339,747101_3732339,0 Atlanta_nadir53_catid_1030010003CD4300_747101_3735039,53,1030010003CD4300,747101,3735039,747101_3735039,10 Atlanta_nadir53_catid_1030010003CD4300_747101_3735939,53,1030010003CD4300,747101,3735939,747101_3735939,11 Atlanta_nadir53_catid_1030010003CD4300_747101_3737289,53,1030010003CD4300,747101,3737289,747101_3737289,15 Atlanta_nadir53_catid_1030010003CD4300_747101_3737739,53,1030010003CD4300,747101,3737739,747101_3737739,5 Atlanta_nadir53_catid_1030010003CD4300_747101_3738189,53,1030010003CD4300,747101,3738189,747101_3738189,12 Atlanta_nadir53_catid_1030010003CD4300_747101_3739989,53,1030010003CD4300,747101,3739989,747101_3739989,6 Atlanta_nadir53_catid_1030010003CD4300_747101_3740439,53,1030010003CD4300,747101,3740439,747101_3740439,2 Atlanta_nadir53_catid_1030010003CD4300_747101_3740889,53,1030010003CD4300,747101,3740889,747101_3740889,8 Atlanta_nadir53_catid_1030010003CD4300_747101_3741339,53,1030010003CD4300,747101,3741339,747101_3741339,12 Atlanta_nadir53_catid_1030010003CD4300_747101_3741789,53,1030010003CD4300,747101,3741789,747101_3741789,8 Atlanta_nadir53_catid_1030010003CD4300_747101_3743589,53,1030010003CD4300,747101,3743589,747101_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_747551_3720639,53,1030010003CD4300,747551,3720639,747551_3720639,7 Atlanta_nadir53_catid_1030010003CD4300_747551_3721089,53,1030010003CD4300,747551,3721089,747551_3721089,8 Atlanta_nadir53_catid_1030010003CD4300_747551_3721989,53,1030010003CD4300,747551,3721989,747551_3721989,12 Atlanta_nadir53_catid_1030010003CD4300_747551_3722439,53,1030010003CD4300,747551,3722439,747551_3722439,1 Atlanta_nadir53_catid_1030010003CD4300_747551_3723339,53,1030010003CD4300,747551,3723339,747551_3723339,3 Atlanta_nadir53_catid_1030010003CD4300_747551_3723789,53,1030010003CD4300,747551,3723789,747551_3723789,5 Atlanta_nadir53_catid_1030010003CD4300_747551_3724689,53,1030010003CD4300,747551,3724689,747551_3724689,5 Atlanta_nadir53_catid_1030010003CD4300_747551_3725589,53,1030010003CD4300,747551,3725589,747551_3725589,10 Atlanta_nadir53_catid_1030010003CD4300_747551_3729639,53,1030010003CD4300,747551,3729639,747551_3729639,10 Atlanta_nadir53_catid_1030010003CD4300_747551_3730089,53,1030010003CD4300,747551,3730089,747551_3730089,12 Atlanta_nadir53_catid_1030010003CD4300_747551_3730539,53,1030010003CD4300,747551,3730539,747551_3730539,8 Atlanta_nadir53_catid_1030010003CD4300_747551_3730989,53,1030010003CD4300,747551,3730989,747551_3730989,4 Atlanta_nadir53_catid_1030010003CD4300_747551_3731439,53,1030010003CD4300,747551,3731439,747551_3731439,15 Atlanta_nadir53_catid_1030010003CD4300_747551_3732789,53,1030010003CD4300,747551,3732789,747551_3732789,2 Atlanta_nadir53_catid_1030010003CD4300_747551_3734139,53,1030010003CD4300,747551,3734139,747551_3734139,4 Atlanta_nadir53_catid_1030010003CD4300_747551_3734589,53,1030010003CD4300,747551,3734589,747551_3734589,0 Atlanta_nadir53_catid_1030010003CD4300_747551_3735039,53,1030010003CD4300,747551,3735039,747551_3735039,1 Atlanta_nadir53_catid_1030010003CD4300_747551_3735939,53,1030010003CD4300,747551,3735939,747551_3735939,3 Atlanta_nadir53_catid_1030010003CD4300_747551_3736839,53,1030010003CD4300,747551,3736839,747551_3736839,11 Atlanta_nadir53_catid_1030010003CD4300_747551_3737289,53,1030010003CD4300,747551,3737289,747551_3737289,13 Atlanta_nadir53_catid_1030010003CD4300_747551_3737739,53,1030010003CD4300,747551,3737739,747551_3737739,15 Atlanta_nadir53_catid_1030010003CD4300_747551_3738189,53,1030010003CD4300,747551,3738189,747551_3738189,7 Atlanta_nadir53_catid_1030010003CD4300_747551_3738639,53,1030010003CD4300,747551,3738639,747551_3738639,13 Atlanta_nadir53_catid_1030010003CD4300_747551_3739089,53,1030010003CD4300,747551,3739089,747551_3739089,6 Atlanta_nadir53_catid_1030010003CD4300_747551_3739539,53,1030010003CD4300,747551,3739539,747551_3739539,6 Atlanta_nadir53_catid_1030010003CD4300_747551_3739989,53,1030010003CD4300,747551,3739989,747551_3739989,0 Atlanta_nadir53_catid_1030010003CD4300_747551_3740439,53,1030010003CD4300,747551,3740439,747551_3740439,2 Atlanta_nadir53_catid_1030010003CD4300_747551_3740889,53,1030010003CD4300,747551,3740889,747551_3740889,11 Atlanta_nadir53_catid_1030010003CD4300_747551_3741339,53,1030010003CD4300,747551,3741339,747551_3741339,9 Atlanta_nadir53_catid_1030010003CD4300_747551_3741789,53,1030010003CD4300,747551,3741789,747551_3741789,14 Atlanta_nadir53_catid_1030010003CD4300_747551_3742689,53,1030010003CD4300,747551,3742689,747551_3742689,9 Atlanta_nadir53_catid_1030010003CD4300_747551_3743139,53,1030010003CD4300,747551,3743139,747551_3743139,14 Atlanta_nadir53_catid_1030010003CD4300_748001_3721089,53,1030010003CD4300,748001,3721089,748001_3721089,7 Atlanta_nadir53_catid_1030010003CD4300_748001_3721539,53,1030010003CD4300,748001,3721539,748001_3721539,7 Atlanta_nadir53_catid_1030010003CD4300_748001_3721989,53,1030010003CD4300,748001,3721989,748001_3721989,11 Atlanta_nadir53_catid_1030010003CD4300_748001_3722889,53,1030010003CD4300,748001,3722889,748001_3722889,1 Atlanta_nadir53_catid_1030010003CD4300_748001_3724239,53,1030010003CD4300,748001,3724239,748001_3724239,3 Atlanta_nadir53_catid_1030010003CD4300_748001_3724689,53,1030010003CD4300,748001,3724689,748001_3724689,5 Atlanta_nadir53_catid_1030010003CD4300_748001_3726039,53,1030010003CD4300,748001,3726039,748001_3726039,4 Atlanta_nadir53_catid_1030010003CD4300_748001_3726939,53,1030010003CD4300,748001,3726939,748001_3726939,9 Atlanta_nadir53_catid_1030010003CD4300_748001_3727389,53,1030010003CD4300,748001,3727389,748001_3727389,10 Atlanta_nadir53_catid_1030010003CD4300_748001_3727839,53,1030010003CD4300,748001,3727839,748001_3727839,11 Atlanta_nadir53_catid_1030010003CD4300_748001_3728739,53,1030010003CD4300,748001,3728739,748001_3728739,8 Atlanta_nadir53_catid_1030010003CD4300_748001_3729189,53,1030010003CD4300,748001,3729189,748001_3729189,2 Atlanta_nadir53_catid_1030010003CD4300_748001_3729639,53,1030010003CD4300,748001,3729639,748001_3729639,14 Atlanta_nadir53_catid_1030010003CD4300_748001_3730089,53,1030010003CD4300,748001,3730089,748001_3730089,4 Atlanta_nadir53_catid_1030010003CD4300_748001_3730539,53,1030010003CD4300,748001,3730539,748001_3730539,0 Atlanta_nadir53_catid_1030010003CD4300_748001_3730989,53,1030010003CD4300,748001,3730989,748001_3730989,1 Atlanta_nadir53_catid_1030010003CD4300_748001_3731889,53,1030010003CD4300,748001,3731889,748001_3731889,3 Atlanta_nadir53_catid_1030010003CD4300_748001_3733239,53,1030010003CD4300,748001,3733239,748001_3733239,6 Atlanta_nadir53_catid_1030010003CD4300_748001_3733689,53,1030010003CD4300,748001,3733689,748001_3733689,10 Atlanta_nadir53_catid_1030010003CD4300_748001_3734139,53,1030010003CD4300,748001,3734139,748001_3734139,12 Atlanta_nadir53_catid_1030010003CD4300_748001_3734589,53,1030010003CD4300,748001,3734589,748001_3734589,15 Atlanta_nadir53_catid_1030010003CD4300_748001_3735489,53,1030010003CD4300,748001,3735489,748001_3735489,0 Atlanta_nadir53_catid_1030010003CD4300_748001_3735939,53,1030010003CD4300,748001,3735939,748001_3735939,12 Atlanta_nadir53_catid_1030010003CD4300_748001_3736839,53,1030010003CD4300,748001,3736839,748001_3736839,2 Atlanta_nadir53_catid_1030010003CD4300_748001_3737739,53,1030010003CD4300,748001,3737739,748001_3737739,9 Atlanta_nadir53_catid_1030010003CD4300_748001_3739089,53,1030010003CD4300,748001,3739089,748001_3739089,5 Atlanta_nadir53_catid_1030010003CD4300_748001_3739539,53,1030010003CD4300,748001,3739539,748001_3739539,6 Atlanta_nadir53_catid_1030010003CD4300_748001_3741339,53,1030010003CD4300,748001,3741339,748001_3741339,13 Atlanta_nadir53_catid_1030010003CD4300_748001_3743139,53,1030010003CD4300,748001,3743139,748001_3743139,8 Atlanta_nadir53_catid_1030010003CD4300_748001_3743589,53,1030010003CD4300,748001,3743589,748001_3743589,13 Atlanta_nadir53_catid_1030010003CD4300_748451_3720189,53,1030010003CD4300,748451,3720189,748451_3720189,4 Atlanta_nadir53_catid_1030010003CD4300_748451_3721539,53,1030010003CD4300,748451,3721539,748451_3721539,5 Atlanta_nadir53_catid_1030010003CD4300_748451_3721989,53,1030010003CD4300,748451,3721989,748451_3721989,9 Atlanta_nadir53_catid_1030010003CD4300_748451_3722439,53,1030010003CD4300,748451,3722439,748451_3722439,0 Atlanta_nadir53_catid_1030010003CD4300_748451_3722889,53,1030010003CD4300,748451,3722889,748451_3722889,3 Atlanta_nadir53_catid_1030010003CD4300_748451_3723339,53,1030010003CD4300,748451,3723339,748451_3723339,0 Atlanta_nadir53_catid_1030010003CD4300_748451_3726489,53,1030010003CD4300,748451,3726489,748451_3726489,3 Atlanta_nadir53_catid_1030010003CD4300_748451_3726939,53,1030010003CD4300,748451,3726939,748451_3726939,7 Atlanta_nadir53_catid_1030010003CD4300_748451_3727389,53,1030010003CD4300,748451,3727389,748451_3727389,8 Atlanta_nadir53_catid_1030010003CD4300_748451_3730089,53,1030010003CD4300,748451,3730089,748451_3730089,10 Atlanta_nadir53_catid_1030010003CD4300_748451_3730539,53,1030010003CD4300,748451,3730539,748451_3730539,5 Atlanta_nadir53_catid_1030010003CD4300_748451_3730989,53,1030010003CD4300,748451,3730989,748451_3730989,1 Atlanta_nadir53_catid_1030010003CD4300_748451_3731439,53,1030010003CD4300,748451,3731439,748451_3731439,14 Atlanta_nadir53_catid_1030010003CD4300_748451_3732789,53,1030010003CD4300,748451,3732789,748451_3732789,1 Atlanta_nadir53_catid_1030010003CD4300_748451_3733239,53,1030010003CD4300,748451,3733239,748451_3733239,2 Atlanta_nadir53_catid_1030010003CD4300_748451_3733689,53,1030010003CD4300,748451,3733689,748451_3733689,6 Atlanta_nadir53_catid_1030010003CD4300_748451_3735939,53,1030010003CD4300,748451,3735939,748451_3735939,4 Atlanta_nadir53_catid_1030010003CD4300_748451_3738189,53,1030010003CD4300,748451,3738189,748451_3738189,2 Atlanta_nadir53_catid_1030010003CD4300_748451_3738639,53,1030010003CD4300,748451,3738639,748451_3738639,7 Atlanta_nadir53_catid_1030010003CD4300_748451_3740439,53,1030010003CD4300,748451,3740439,748451_3740439,11 Atlanta_nadir53_catid_1030010003CD4300_748451_3741789,53,1030010003CD4300,748451,3741789,748451_3741789,15 Atlanta_nadir53_catid_1030010003CD4300_748451_3742239,53,1030010003CD4300,748451,3742239,748451_3742239,12 Atlanta_nadir53_catid_1030010003CD4300_748451_3742689,53,1030010003CD4300,748451,3742689,748451_3742689,6 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Atlanta_nadir8_catid_10300100023BC100_748451_3721539,8,10300100023BC100,748451,3721539,748451_3721539,5 Atlanta_nadir8_catid_10300100023BC100_748451_3721989,8,10300100023BC100,748451,3721989,748451_3721989,9 Atlanta_nadir8_catid_10300100023BC100_748451_3722439,8,10300100023BC100,748451,3722439,748451_3722439,0 Atlanta_nadir8_catid_10300100023BC100_748451_3722889,8,10300100023BC100,748451,3722889,748451_3722889,3 Atlanta_nadir8_catid_10300100023BC100_748451_3723339,8,10300100023BC100,748451,3723339,748451_3723339,0 Atlanta_nadir8_catid_10300100023BC100_748451_3726489,8,10300100023BC100,748451,3726489,748451_3726489,3 Atlanta_nadir8_catid_10300100023BC100_748451_3726939,8,10300100023BC100,748451,3726939,748451_3726939,7 Atlanta_nadir8_catid_10300100023BC100_748451_3727389,8,10300100023BC100,748451,3727389,748451_3727389,8 Atlanta_nadir8_catid_10300100023BC100_748451_3730089,8,10300100023BC100,748451,3730089,748451_3730089,10 Atlanta_nadir8_catid_10300100023BC100_748451_3730539,8,10300100023BC100,748451,3730539,748451_3730539,5 Atlanta_nadir8_catid_10300100023BC100_748451_3730989,8,10300100023BC100,748451,3730989,748451_3730989,1 Atlanta_nadir8_catid_10300100023BC100_748451_3731439,8,10300100023BC100,748451,3731439,748451_3731439,14 Atlanta_nadir8_catid_10300100023BC100_748451_3732789,8,10300100023BC100,748451,3732789,748451_3732789,1 Atlanta_nadir8_catid_10300100023BC100_748451_3733239,8,10300100023BC100,748451,3733239,748451_3733239,2 Atlanta_nadir8_catid_10300100023BC100_748451_3733689,8,10300100023BC100,748451,3733689,748451_3733689,6 Atlanta_nadir8_catid_10300100023BC100_748451_3735939,8,10300100023BC100,748451,3735939,748451_3735939,4 Atlanta_nadir8_catid_10300100023BC100_748451_3738189,8,10300100023BC100,748451,3738189,748451_3738189,2 Atlanta_nadir8_catid_10300100023BC100_748451_3738639,8,10300100023BC100,748451,3738639,748451_3738639,7 Atlanta_nadir8_catid_10300100023BC100_748451_3740439,8,10300100023BC100,748451,3740439,748451_3740439,11 Atlanta_nadir8_catid_10300100023BC100_748451_3741789,8,10300100023BC100,748451,3741789,748451_3741789,15 Atlanta_nadir8_catid_10300100023BC100_748451_3742239,8,10300100023BC100,748451,3742239,748451_3742239,12 Atlanta_nadir8_catid_10300100023BC100_748451_3742689,8,10300100023BC100,748451,3742689,748451_3742689,6 Atlanta_nadir8_catid_10300100023BC100_748451_3743589,8,10300100023BC100,748451,3743589,748451_3743589,13 ================================================ FILE: cannab/utils.py ================================================ import numpy as np cat_ids = ['10300100023BC100', '1030010002649200', '1030010002B7D800', '103001000307D800', '1030010003127500', '1030010003193D00', '1030010003315300', '10300100033C5200', '1030010003472200', '1030010003492700', '103001000352C200', '10300100035D1B00', '1030010003697400', '10300100036D5200', '1030010003713C00', '1030010003832800', '1030010003895500', '103001000392F600', '1030010003993E00', '10300100039AB000', '10300100039E6200', '1030010003BDDC00', '1030010003C92000', '1030010003CAF100', '1030010003CCD700', '1030010003CD4300', '1030010003D22F00'] cat_nadirs = [8, 16, 13, 25, 21, 53, 29, 47, 27, 49, 23, 42, 34, 30, 46, 39, 36, 32, 10, 14, 50, 52, 19, 10, 44, 53, 7] def parse_img_id(img_id): tmp = img_id.split('_') nadir = int(tmp[1].split('nadir')[1]) cid = 0 try: cid = cat_ids.index(tmp[3]) except: bst_dif = 10000 for i in range(len(cat_nadirs)): if abs(cat_nadirs[i] - nadir) < bst_dif: bst_dif = abs(cat_nadirs[i] - nadir) cid = i cat_inp = np.zeros((27,), dtype='float') cat_inp[cid] = 1 x_coord = 740801 try: x_coord = int(tmp[4]) except: x_coord = 740801 if x_coord < 732701: x_coord = 732701 if x_coord > 748451: x_coord = 748451 y_coord = 3731889 try: y_coord = int(tmp[5].split('.png')[0]) except: y_coord = 3731889 if y_coord < 3720189: y_coord = 3720189 if y_coord > 3743589: y_coord = 3743589 y_coord -= 3710000 y_coord /= 40000 x_coord -= 720000 x_coord /= 40000 return nadir, cat_inp, np.asarray([x_coord, y_coord]) def preprocess_inputs(x): x = np.asarray(x, dtype='float32') x /= 127 x -= 1 return x def dice(im1, im2, empty_score=1.0): """ Computes the Dice coefficient, a measure of set similarity. Parameters ---------- im1 : array-like, bool Any array of arbitrary size. If not boolean, will be converted. im2 : array-like, bool Any other array of identical size. If not boolean, will be converted. Returns ------- dice : float Dice coefficient as a float on range [0,1]. Maximum similarity = 1 No similarity = 0 Both are empty (sum eq to zero) = empty_score Notes ----- The order of inputs for `dice` is irrelevant. The result will be identical if `im1` and `im2` are switched. """ im1 = np.asarray(im1).astype(np.bool) im2 = np.asarray(im2).astype(np.bool) if im1.shape != im2.shape: raise ValueError("Shape mismatch: im1 and im2 must have the same shape.") im_sum = im1.sum() + im2.sum() if im_sum == 0: return empty_score # Compute Dice coefficient intersection = np.logical_and(im1, im2) return 2. * intersection.sum() / im_sum ================================================ FILE: cannab/zoo/__init__.py ================================================ ================================================ FILE: cannab/zoo/dpn.py ================================================ """ PyTorch implementation of DualPathNetworks Ported to PyTorch by [Ross Wightman](https://github.com/rwightman/pytorch-dpn-pretrained) Based on original MXNet implementation https://github.com/cypw/DPNs with many ideas from another PyTorch implementation https://github.com/oyam/pytorch-DPNs. This implementation is compatible with the pretrained weights from cypw's MXNet implementation. """ import os import torch import torch.nn as nn import torch.nn.functional as F import torch.utils.model_zoo as model_zoo from collections import OrderedDict __all__ = ['DPN', 'dpn68', 'dpn68b', 'dpn92', 'dpn98', 'dpn131', 'dpn107'] pretrained_settings = { 'dpn68': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68-66bebafa7.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn68b': { 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68b_extra-84854c156.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn92': { # 'imagenet': { # 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68-66bebafa7.pth', # 'input_space': 'RGB', # 'input_size': [3, 224, 224], # 'input_range': [0, 1], # 'mean': [124 / 255, 117 / 255, 104 / 255], # 'std': [1 / (.0167 * 255)] * 3, # 'num_classes': 1000 # }, 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn92_extra-b040e4a9b.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn98': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn98-5b90dec4d.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn131': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn131-71dfe43e0.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn107': { 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn107_extra-1ac7121e2.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } } } def dpn68(num_classes=1000, pretrained='imagenet'): model = DPN( small=True, num_init_features=10, k_r=128, groups=32, k_sec=(3, 4, 12, 3), inc_sec=(16, 32, 32, 64), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn68'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn68b(num_classes=1000, pretrained='imagenet+5k'): model = DPN( small=True, num_init_features=10, k_r=128, groups=32, b=True, k_sec=(3, 4, 12, 3), inc_sec=(16, 32, 32, 64), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn68b'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn92(num_classes=1000, pretrained='imagenet+5k'): model = DPN( num_init_features=64, k_r=96, groups=32, k_sec=(3, 4, 20, 3), inc_sec=(16, 32, 24, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn92'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn98(num_classes=1000, pretrained='imagenet'): model = DPN( num_init_features=96, k_r=160, groups=40, k_sec=(3, 6, 20, 3), inc_sec=(16, 32, 32, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn98'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn131(num_classes=1000, pretrained='imagenet'): model = DPN( num_init_features=128, k_r=160, groups=40, k_sec=(4, 8, 28, 3), inc_sec=(16, 32, 32, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn131'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn107(num_classes=1000, pretrained='imagenet+5k'): model = DPN( num_init_features=128, k_r=200, groups=50, k_sec=(4, 8, 20, 3), inc_sec=(20, 64, 64, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn107'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model class CatBnAct(nn.Module): def __init__(self, in_chs, activation_fn=nn.ReLU(inplace=True)): super(CatBnAct, self).__init__() self.bn = nn.BatchNorm2d(in_chs, eps=0.001) self.act = activation_fn def forward(self, x): x = torch.cat(x, dim=1) if isinstance(x, tuple) else x return self.act(self.bn(x)) class BnActConv2d(nn.Module): def __init__(self, in_chs, out_chs, kernel_size, stride, padding=0, groups=1, activation_fn=nn.ReLU(inplace=True)): super(BnActConv2d, self).__init__() self.bn = nn.BatchNorm2d(in_chs, eps=0.001) self.act = activation_fn self.conv = nn.Conv2d(in_chs, out_chs, kernel_size, stride, padding, groups=groups, bias=False) def forward(self, x): return self.conv(self.act(self.bn(x))) class InputBlock(nn.Module): def __init__(self, num_init_features, kernel_size=7, padding=3, activation_fn=nn.ReLU(inplace=True)): super(InputBlock, self).__init__() self.conv = nn.Conv2d( 3, num_init_features, kernel_size=kernel_size, stride=2, padding=padding, bias=False) self.bn = nn.BatchNorm2d(num_init_features, eps=0.001) self.act = activation_fn self.pool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1) def forward(self, x): x = self.conv(x) x = self.bn(x) x = self.act(x) x = self.pool(x) return x class DualPathBlock(nn.Module): def __init__( self, in_chs, num_1x1_a, num_3x3_b, num_1x1_c, inc, groups, block_type='normal', b=False): super(DualPathBlock, self).__init__() self.num_1x1_c = num_1x1_c self.inc = inc self.b = b if block_type is 'proj': self.key_stride = 1 self.has_proj = True elif block_type is 'down': self.key_stride = 2 self.has_proj = True else: assert block_type is 'normal' self.key_stride = 1 self.has_proj = False if self.has_proj: # Using different member names here to allow easier parameter key matching for conversion if self.key_stride == 2: self.c1x1_w_s2 = BnActConv2d( in_chs=in_chs, out_chs=num_1x1_c + 2 * inc, kernel_size=1, stride=2) else: self.c1x1_w_s1 = BnActConv2d( in_chs=in_chs, out_chs=num_1x1_c + 2 * inc, kernel_size=1, stride=1) self.c1x1_a = BnActConv2d(in_chs=in_chs, out_chs=num_1x1_a, kernel_size=1, stride=1) self.c3x3_b = BnActConv2d( in_chs=num_1x1_a, out_chs=num_3x3_b, kernel_size=3, stride=self.key_stride, padding=1, groups=groups) if b: self.c1x1_c = CatBnAct(in_chs=num_3x3_b) self.c1x1_c1 = nn.Conv2d(num_3x3_b, num_1x1_c, kernel_size=1, bias=False) self.c1x1_c2 = nn.Conv2d(num_3x3_b, inc, kernel_size=1, bias=False) else: self.c1x1_c = BnActConv2d(in_chs=num_3x3_b, out_chs=num_1x1_c + inc, kernel_size=1, stride=1) def forward(self, x): x_in = torch.cat(x, dim=1) if isinstance(x, tuple) else x if self.has_proj: if self.key_stride == 2: x_s = self.c1x1_w_s2(x_in) else: x_s = self.c1x1_w_s1(x_in) x_s1 = x_s[:, :self.num_1x1_c, :, :] x_s2 = x_s[:, self.num_1x1_c:, :, :] else: x_s1 = x[0] x_s2 = x[1] x_in = self.c1x1_a(x_in) x_in = self.c3x3_b(x_in) if self.b: x_in = self.c1x1_c(x_in) out1 = self.c1x1_c1(x_in) out2 = self.c1x1_c2(x_in) else: x_in = self.c1x1_c(x_in) out1 = x_in[:, :self.num_1x1_c, :, :] out2 = x_in[:, self.num_1x1_c:, :, :] resid = x_s1 + out1 dense = torch.cat([x_s2, out2], dim=1) return resid, dense class DPN(nn.Module): def __init__(self, small=False, num_init_features=64, k_r=96, groups=32, b=False, k_sec=(3, 4, 20, 3), inc_sec=(16, 32, 24, 128), num_classes=1000, test_time_pool=False): super(DPN, self).__init__() self.test_time_pool = test_time_pool self.b = b bw_factor = 1 if small else 4 self.k_sec = k_sec self.out_channels = [] self.blocks = OrderedDict() # conv1 if small: self.blocks['conv1_1'] = InputBlock(num_init_features, kernel_size=3, padding=1) else: self.blocks['conv1_1'] = InputBlock(num_init_features, kernel_size=7, padding=3) self.out_channels.append(num_init_features) # conv2 bw = 64 * bw_factor inc = inc_sec[0] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv2_1'] = DualPathBlock(num_init_features, r, r, bw, inc, groups, 'proj', b) in_chs = bw + 3 * inc for i in range(2, k_sec[0] + 1): self.blocks['conv2_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv3 bw = 128 * bw_factor inc = inc_sec[1] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv3_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[1] + 1): self.blocks['conv3_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv4 bw = 256 * bw_factor inc = inc_sec[2] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv4_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[2] + 1): self.blocks['conv4_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv5 bw = 512 * bw_factor inc = inc_sec[3] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv5_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[3] + 1): self.blocks['conv5_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.blocks['conv5_bn_ac'] = CatBnAct(in_chs) self.out_channels.append(in_chs) self.features = nn.Sequential(self.blocks) # Using 1x1 conv for the FC layer to allow the extra pooling scheme self.classifier = nn.Conv2d(in_chs, num_classes, kernel_size=1, bias=True) def logits(self, features): if not self.training and self.test_time_pool: x = F.avg_pool2d(features, kernel_size=7, stride=1) out = self.classifier(x) # The extra test time pool should be pooling an img_size//32 - 6 size patch out = adaptive_avgmax_pool2d(out, pool_type='avgmax') else: x = adaptive_avgmax_pool2d(features, pool_type='avg') out = self.classifier(x) return out.view(out.size(0), -1) def forward(self, input): x = self.features(input) x = self.logits(x) return x """ PyTorch selectable adaptive pooling Adaptive pooling with the ability to select the type of pooling from: * 'avg' - Average pooling * 'max' - Max pooling * 'avgmax' - Sum of average and max pooling re-scaled by 0.5 * 'avgmaxc' - Concatenation of average and max pooling along feature dim, doubles feature dim Both a functional and a nn.Module version of the pooling is provided. Author: Ross Wightman (rwightman) """ def pooling_factor(pool_type='avg'): return 2 if pool_type == 'avgmaxc' else 1 def adaptive_avgmax_pool2d(x, pool_type='avg', padding=0, count_include_pad=False): """Selectable global pooling function with dynamic input kernel size """ if pool_type == 'avgmaxc': x = torch.cat([ F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad), F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) ], dim=1) elif pool_type == 'avgmax': x_avg = F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad) x_max = F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) x = 0.5 * (x_avg + x_max) elif pool_type == 'max': x = F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) else: if pool_type != 'avg': print('Invalid pool type %s specified. Defaulting to average pooling.' % pool_type) x = F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad) return x class AdaptiveAvgMaxPool2d(torch.nn.Module): """Selectable global pooling layer with dynamic input kernel size """ def __init__(self, output_size=1, pool_type='avg'): super(AdaptiveAvgMaxPool2d, self).__init__() self.output_size = output_size self.pool_type = pool_type if pool_type == 'avgmaxc' or pool_type == 'avgmax': self.pool = nn.ModuleList([nn.AdaptiveAvgPool2d(output_size), nn.AdaptiveMaxPool2d(output_size)]) elif pool_type == 'max': self.pool = nn.AdaptiveMaxPool2d(output_size) else: if pool_type != 'avg': print('Invalid pool type %s specified. Defaulting to average pooling.' % pool_type) self.pool = nn.AdaptiveAvgPool2d(output_size) def forward(self, x): if self.pool_type == 'avgmaxc': x = torch.cat([p(x) for p in self.pool], dim=1) elif self.pool_type == 'avgmax': x = 0.5 * torch.sum(torch.stack([p(x) for p in self.pool]), 0).squeeze(dim=0) else: x = self.pool(x) return x def factor(self): return pooling_factor(self.pool_type) def __repr__(self): return self.__class__.__name__ + ' (' \ + 'output_size=' + str(self.output_size) \ + ', pool_type=' + self.pool_type + ')' if __name__ == "__main__": model = dpn131() print(model.features, len(model.features)) print(model.features[2]) ================================================ FILE: cannab/zoo/models.py ================================================ import torch from torch import nn import torch.nn.functional as F from .senet import se_resnext50_32x4d, senet154, se_resnext101_32x4d from .dpn import dpn92 class ConvReluBN(nn.Module): def __init__(self, in_channels, out_channels, kernel_size=3): super(ConvReluBN, self).__init__() self.layer = nn.Sequential( nn.Conv2d(in_channels=in_channels, out_channels=out_channels, kernel_size=kernel_size, padding=1), nn.BatchNorm2d(out_channels), nn.ReLU(inplace=True) ) def forward(self, x): return self.layer(x) class ConvRelu(nn.Module): def __init__(self, in_channels, out_channels, kernel_size=3): super(ConvRelu, self).__init__() self.layer = nn.Sequential( nn.Conv2d(in_channels=in_channels, out_channels=out_channels, kernel_size=kernel_size, padding=1), nn.ReLU(inplace=True) ) def forward(self, x): return self.layer(x) class SCSEModule(nn.Module): # according to https://arxiv.org/pdf/1808.08127.pdf concat is better def __init__(self, channels, reduction=16, concat=False): super(SCSEModule, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc1 = nn.Conv2d(channels, channels // reduction, kernel_size=1, padding=0) self.relu = nn.ReLU(inplace=True) self.fc2 = nn.Conv2d(channels // reduction, channels, kernel_size=1, padding=0) self.sigmoid = nn.Sigmoid() self.spatial_se = nn.Sequential(nn.Conv2d(channels, 1, kernel_size=1, stride=1, padding=0, bias=False), nn.Sigmoid()) self.concat = concat def forward(self, x): module_input = x x = self.avg_pool(x) x = self.fc1(x) x = self.relu(x) x = self.fc2(x) chn_se = self.sigmoid(x) chn_se = chn_se * module_input spa_se = self.spatial_se(module_input) spa_se = module_input * spa_se if self.concat: return torch.cat([chn_se, spa_se], dim=1) else: return chn_se + spa_se class SeResNext50_9ch_Unet(nn.Module): def __init__(self, pretrained='imagenet', **kwargs): super(SeResNext50_9ch_Unet, self).__init__() encoder_filters = [64, 256, 512, 1024, 2048] decoder_filters = [64, 96, 128, 256, 512] self.conv6 = ConvRelu(encoder_filters[-1], decoder_filters[-1]) self.conv6_2 = nn.Sequential(ConvRelu(decoder_filters[-1]+encoder_filters[-2] + 2 + 27 + 2, decoder_filters[-1]), SCSEModule(decoder_filters[-1], reduction=16, concat=True)) self.conv7 = ConvRelu(decoder_filters[-1] * 2, decoder_filters[-2]) self.conv7_2 = nn.Sequential(ConvRelu(decoder_filters[-2]+encoder_filters[-3] + 2 + 27 + 2, decoder_filters[-2]), SCSEModule(decoder_filters[-2], reduction=16, concat=True)) self.conv8 = ConvRelu(decoder_filters[-2] * 2, decoder_filters[-3]) self.conv8_2 = nn.Sequential(ConvRelu(decoder_filters[-3]+encoder_filters[-4] + 2 + 27 + 2, decoder_filters[-3]), SCSEModule(decoder_filters[-3], reduction=16, concat=True)) self.conv9 = ConvRelu(decoder_filters[-3] * 2, decoder_filters[-4]) self.conv9_2 = nn.Sequential(ConvRelu(decoder_filters[-4]+encoder_filters[-5] + 2 + 27 + 2, decoder_filters[-4]), SCSEModule(decoder_filters[-4], reduction=16, concat=True)) self.conv10 = ConvRelu(decoder_filters[-4] * 2 + 2 + 2 + 27, decoder_filters[-5]) # + 27 self.res = nn.Conv2d(decoder_filters[-5] + 2 + 2, 4, 1, stride=1, padding=0) #+ decoder_filters[-1] + decoder_filters[-2] + decoder_filters[-3] + 27 self.off_nadir = nn.Sequential(nn.Linear(encoder_filters[-1], 64), nn.ReLU(inplace=True), nn.Linear(64, 1)) self._initialize_weights() encoder = se_resnext50_32x4d(pretrained=pretrained) conv1_new = nn.Conv2d(9, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) _w = encoder.layer0.conv1.state_dict() _w['weight'] = torch.cat([0.8 * _w['weight'], 0.1 * _w['weight'], 0.1 * _w['weight']], 1) conv1_new.load_state_dict(_w) self.conv1 = nn.Sequential(conv1_new, encoder.layer0.bn1, encoder.layer0.relu1) self.conv2 = nn.Sequential(encoder.pool, encoder.layer1) self.conv3 = encoder.layer2 self.conv4 = encoder.layer3 self.conv5 = encoder.layer4 def forward(self, x, y, cat_inp, coord_inp): batch_size, C, H, W = x.shape enc1 = self.conv1(x) enc2 = self.conv2(enc1) enc3 = self.conv3(enc2) enc4 = self.conv4(enc3) enc5 = self.conv5(enc4) x1 = F.adaptive_avg_pool2d(enc5, output_size=1).view(batch_size, -1) x1 = F.dropout(x1, p=0.05, training=self.training) x1 = self.off_nadir(x1) dec6 = self.conv6(F.interpolate(enc5, scale_factor=2)) dec6 = self.conv6_2(torch.cat([dec6, enc4, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest') ], 1)) dec7 = self.conv7(F.interpolate(dec6, scale_factor=2)) dec7 = self.conv7_2(torch.cat([dec7, enc3, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest') ], 1)) dec8 = self.conv8(F.interpolate(dec7, scale_factor=2)) dec8 = self.conv8_2(torch.cat([dec8, enc2, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest') ], 1)) dec9 = self.conv9(F.interpolate(dec8, scale_factor=2)) dec9 = self.conv9_2(torch.cat([dec9, enc1, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest') ], 1)) dec10 = self.conv10(torch.cat([F.interpolate(dec9, scale_factor=2), F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1)) dec10 = torch.cat([dec10, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), # F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1) return self.res(dec10), x1 def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Linear): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() class Dpn92_9ch_Unet(nn.Module): def __init__(self, pretrained='imagenet+5k', **kwargs): super(Dpn92_9ch_Unet, self).__init__() encoder_filters = [64, 336, 704, 1552, 2688] decoder_filters = [64, 96, 128, 256, 512] self.conv6 = ConvRelu(encoder_filters[-1], decoder_filters[-1]) self.conv6_2 = nn.Sequential(ConvRelu(decoder_filters[-1]+encoder_filters[-2] + 2 + 27 + 2, decoder_filters[-1]), SCSEModule(decoder_filters[-1], reduction=16, concat=True)) self.conv7 = ConvRelu(decoder_filters[-1] * 2, decoder_filters[-2]) self.conv7_2 = nn.Sequential(ConvRelu(decoder_filters[-2]+encoder_filters[-3] + 2 + 27 + 2, decoder_filters[-2]), SCSEModule(decoder_filters[-2], reduction=16, concat=True)) self.conv8 = ConvRelu(decoder_filters[-2] * 2, decoder_filters[-3]) self.conv8_2 = nn.Sequential(ConvRelu(decoder_filters[-3]+encoder_filters[-4] + 2 + 27 + 2, decoder_filters[-3]), SCSEModule(decoder_filters[-3], reduction=16, concat=True)) self.conv9 = ConvRelu(decoder_filters[-3] * 2, decoder_filters[-4]) self.conv9_2 = nn.Sequential(ConvRelu(decoder_filters[-4]+encoder_filters[-5] + 2 + 27 + 2, decoder_filters[-4]), SCSEModule(decoder_filters[-4], reduction=16, concat=True)) self.conv10 = ConvRelu(decoder_filters[-4] * 2 + 2 + 2 + 27, decoder_filters[-5]) # + 27 self.res = nn.Conv2d(decoder_filters[-5] + 2 + 2, 4, 1, stride=1, padding=0) #+ decoder_filters[-1] + decoder_filters[-2] + decoder_filters[-3] + 27 self.off_nadir = nn.Sequential(nn.Linear(encoder_filters[-1], 64), nn.ReLU(inplace=True), nn.Linear(64, 1)) self._initialize_weights() encoder = dpn92(pretrained=pretrained) conv1_new = nn.Conv2d(9, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) _w = encoder.blocks['conv1_1'].conv.state_dict() _w['weight'] = torch.cat([0.8 * _w['weight'], 0.1 * _w['weight'], 0.1 * _w['weight']], 1) conv1_new.load_state_dict(_w) self.conv1 = nn.Sequential( conv1_new, # conv encoder.blocks['conv1_1'].bn, # bn encoder.blocks['conv1_1'].act, # relu ) self.conv2 = nn.Sequential( encoder.blocks['conv1_1'].pool, # maxpool *[b for k, b in encoder.blocks.items() if k.startswith('conv2_')] ) self.conv3 = nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv3_')]) self.conv4 = nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv4_')]) self.conv5 = nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv5_')]) def forward(self, x, y, cat_inp, coord_inp): batch_size, C, H, W = x.shape enc1 = self.conv1(x) enc2 = self.conv2(enc1) enc3 = self.conv3(enc2) enc4 = self.conv4(enc3) enc5 = self.conv5(enc4) enc1 = (torch.cat(enc1, dim=1) if isinstance(enc1, tuple) else enc1) enc2 = (torch.cat(enc2, dim=1) if isinstance(enc2, tuple) else enc2) enc3 = (torch.cat(enc3, dim=1) if isinstance(enc3, tuple) else enc3) enc4 = (torch.cat(enc4, dim=1) if isinstance(enc4, tuple) else enc4) enc5 = (torch.cat(enc5, dim=1) if isinstance(enc5, tuple) else enc5) x1 = F.adaptive_avg_pool2d(enc5, output_size=1).view(batch_size, -1) x1 = F.dropout(x1, p=0.05, training=self.training) x1 = self.off_nadir(x1) dec6 = self.conv6(F.interpolate(enc5, scale_factor=2)) dec6 = self.conv6_2(torch.cat([dec6, enc4, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest') ], 1)) dec7 = self.conv7(F.interpolate(dec6, scale_factor=2)) dec7 = self.conv7_2(torch.cat([dec7, enc3, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest') ], 1)) dec8 = self.conv8(F.interpolate(dec7, scale_factor=2)) dec8 = self.conv8_2(torch.cat([dec8, enc2, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest') ], 1)) dec9 = self.conv9(F.interpolate(dec8, scale_factor=2)) dec9 = self.conv9_2(torch.cat([dec9, enc1, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest') ], 1)) dec10 = self.conv10(torch.cat([F.interpolate(dec9, scale_factor=2), F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1)) dec10 = torch.cat([dec10, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), # F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1) return self.res(dec10), x1 def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Linear): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() class ScSeSenet154_9ch_Unet(nn.Module): def __init__(self, pretrained='imagenet', **kwargs): super(ScSeSenet154_9ch_Unet, self).__init__() encoder_filters = [128, 256, 512, 1024, 2048] decoder_filters = [96, 128, 160, 256, 512] self.conv6 = ConvRelu(encoder_filters[-1], decoder_filters[-1]) self.conv6_2 = ConvRelu(decoder_filters[-1]+encoder_filters[-2] + 2 + 27 + 2, decoder_filters[-1]) self.conv7 = ConvRelu(decoder_filters[-1], decoder_filters[-2]) self.conv7_2 = ConvRelu(decoder_filters[-2]+encoder_filters[-3] + 2 + 27 + 2, decoder_filters[-2]) self.conv8 = ConvRelu(decoder_filters[-2], decoder_filters[-3]) self.conv8_2 = ConvRelu(decoder_filters[-3]+encoder_filters[-4] + 2 + 27 + 2, decoder_filters[-3]) self.conv9 = ConvRelu(decoder_filters[-3], decoder_filters[-4]) self.conv9_2 = ConvRelu(decoder_filters[-4]+encoder_filters[-5] + 2 + 27 + 2, decoder_filters[-4]) self.conv10 = ConvRelu(decoder_filters[-4] + 2 + 2 + 27, decoder_filters[-5]) # + 27 * 2 self.res = nn.Conv2d(decoder_filters[-5] + 2 + 2, 4, 1, stride=1, padding=0) #+ decoder_filters[-1] + decoder_filters[-2] + decoder_filters[-3] + 27 self.off_nadir = nn.Sequential(nn.Linear(encoder_filters[-1], 64), nn.ReLU(inplace=True), nn.Linear(64, 1)) self._initialize_weights() encoder = senet154(pretrained=pretrained) conv1_new = nn.Conv2d(9, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) _w = encoder.layer0.conv1.state_dict() _w['weight'] = torch.cat([0.8 * _w['weight'], 0.1 * _w['weight'], 0.1 * _w['weight']], 1) conv1_new.load_state_dict(_w) self.conv1 = nn.Sequential(conv1_new, encoder.layer0.bn1, encoder.layer0.relu1, encoder.layer0.conv2, encoder.layer0.bn2, encoder.layer0.relu2, encoder.layer0.conv3, encoder.layer0.bn3, encoder.layer0.relu3) self.conv2 = nn.Sequential(encoder.pool, encoder.layer1) self.conv3 = encoder.layer2 self.conv4 = encoder.layer3 self.conv5 = encoder.layer4 def forward(self, x, y, cat_inp, coord_inp): batch_size, C, H, W = x.shape enc1 = self.conv1(x) enc2 = self.conv2(enc1) enc3 = self.conv3(enc2) enc4 = self.conv4(enc3) enc5 = self.conv5(enc4) x1 = F.adaptive_avg_pool2d(enc5, output_size=1).view(batch_size, -1) x1 = F.dropout(x1, p=0.05, training=self.training) x1 = self.off_nadir(x1) dec6 = self.conv6(F.interpolate(enc5, scale_factor=2)) dec6 = self.conv6_2(torch.cat([dec6, enc4, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest') ], 1)) dec7 = self.conv7(F.interpolate(dec6, scale_factor=2)) dec7 = self.conv7_2(torch.cat([dec7, enc3, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest') ], 1)) dec8 = self.conv8(F.interpolate(dec7, scale_factor=2)) dec8 = self.conv8_2(torch.cat([dec8, enc2, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest') ], 1)) dec9 = self.conv9(F.interpolate(dec8, scale_factor=2)) dec9 = self.conv9_2(torch.cat([dec9, enc1, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest') ], 1)) dec10 = self.conv10(torch.cat([F.interpolate(dec9, scale_factor=2), F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1)) dec10 = torch.cat([dec10, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), # F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1) return self.res(dec10), x1 def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Linear): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() class ScSeResNext101_9ch_Unet(nn.Module): def __init__(self, pretrained='imagenet', **kwargs): super(ScSeResNext101_9ch_Unet, self).__init__() encoder_filters = [64, 256, 512, 1024, 2048] decoder_filters = [64, 96, 128, 256, 512] self.conv6 = ConvRelu(encoder_filters[-1], decoder_filters[-1]) self.conv6_2 = nn.Sequential(ConvRelu(decoder_filters[-1]+encoder_filters[-2] + 2 + 27 + 2, decoder_filters[-1]), SCSEModule(decoder_filters[-1], reduction=16, concat=True)) self.conv7 = ConvRelu(decoder_filters[-1] * 2, decoder_filters[-2]) self.conv7_2 = nn.Sequential(ConvRelu(decoder_filters[-2]+encoder_filters[-3] + 2 + 27 + 2, decoder_filters[-2]), SCSEModule(decoder_filters[-2], reduction=16, concat=True)) self.conv8 = ConvRelu(decoder_filters[-2] * 2, decoder_filters[-3]) self.conv8_2 = nn.Sequential(ConvRelu(decoder_filters[-3]+encoder_filters[-4] + 2 + 27 + 2, decoder_filters[-3]), SCSEModule(decoder_filters[-3], reduction=16, concat=True)) self.conv9 = ConvRelu(decoder_filters[-3] * 2, decoder_filters[-4]) self.conv9_2 = nn.Sequential(ConvRelu(decoder_filters[-4]+encoder_filters[-5] + 2 + 27 + 2, decoder_filters[-4]), SCSEModule(decoder_filters[-4], reduction=16, concat=True)) self.conv10 = ConvRelu(decoder_filters[-4] * 2 + 2 + 2 + 27, decoder_filters[-5]) # + 27 self.res = nn.Conv2d(decoder_filters[-5] + 2 + 2, 4, 1, stride=1, padding=0) #+ decoder_filters[-1] + decoder_filters[-2] + decoder_filters[-3] + 27 self.off_nadir = nn.Sequential(nn.Linear(encoder_filters[-1], 64), nn.ReLU(inplace=True), nn.Linear(64, 1)) self._initialize_weights() encoder = se_resnext101_32x4d(pretrained=pretrained) conv1_new = nn.Conv2d(9, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False) _w = encoder.layer0.conv1.state_dict() _w['weight'] = torch.cat([0.8 * _w['weight'], 0.1 * _w['weight'], 0.1 * _w['weight']], 1) conv1_new.load_state_dict(_w) self.conv1 = nn.Sequential(conv1_new, encoder.layer0.bn1, encoder.layer0.relu1) self.conv2 = nn.Sequential(encoder.pool, encoder.layer1) self.conv3 = encoder.layer2 self.conv4 = encoder.layer3 self.conv5 = encoder.layer4 def forward(self, x, y, cat_inp, coord_inp): batch_size, C, H, W = x.shape enc1 = self.conv1(x) enc2 = self.conv2(enc1) enc3 = self.conv3(enc2) enc4 = self.conv4(enc3) enc5 = self.conv5(enc4) x1 = F.adaptive_avg_pool2d(enc5, output_size=1).view(batch_size, -1) x1 = F.dropout(x1, p=0.05, training=self.training) x1 = self.off_nadir(x1) dec6 = self.conv6(F.interpolate(enc5, scale_factor=2)) dec6 = self.conv6_2(torch.cat([dec6, enc4, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//16, mode='nearest') ], 1)) dec7 = self.conv7(F.interpolate(dec6, scale_factor=2)) dec7 = self.conv7_2(torch.cat([dec7, enc3, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//8, mode='nearest') ], 1)) dec8 = self.conv8(F.interpolate(dec7, scale_factor=2)) dec8 = self.conv8_2(torch.cat([dec8, enc2, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//4, mode='nearest') ], 1)) dec9 = self.conv9(F.interpolate(dec8, scale_factor=2)) dec9 = self.conv9_2(torch.cat([dec9, enc1, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H//2, mode='nearest') ], 1)) dec10 = self.conv10(torch.cat([F.interpolate(dec9, scale_factor=2), F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1)) dec10 = torch.cat([dec10, F.upsample(y.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(x1.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), # F.upsample(cat_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest'), F.upsample(coord_inp.view(batch_size, -1, 1, 1,), scale_factor=H, mode='nearest') ], 1) return self.res(dec10), x1 def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Linear): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() ================================================ FILE: cannab/zoo/senet.py ================================================ """ ResNet code gently borrowed from https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py """ from collections import OrderedDict import math import torch import torch.nn as nn from torch.utils import model_zoo __all__ = ['SENet', 'senet154', 'se_resnet50', 'se_resnet101', 'se_resnet152', 'se_resnext50_32x4d', 'se_resnext101_32x4d'] pretrained_settings = { 'senet154': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/senet154-c7b49a05.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet50': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet50-ce0d4300.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet101': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet101-7e38fcc6.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet152': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet152-d17c99b7.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnext50_32x4d': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext50_32x4d-a260b3a4.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnext101_32x4d': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext101_32x4d-3b2fe3d8.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, } class SEModule(nn.Module): def __init__(self, channels, reduction, concat=False): super(SEModule, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc1 = nn.Conv2d(channels, channels // reduction, kernel_size=1, padding=0) self.relu = nn.ReLU(inplace=True) self.fc2 = nn.Conv2d(channels // reduction, channels, kernel_size=1, padding=0) self.sigmoid = nn.Sigmoid() def forward(self, x): module_input = x x = self.avg_pool(x) x = self.fc1(x) x = self.relu(x) x = self.fc2(x) x = self.sigmoid(x) return module_input * x class SCSEModule(nn.Module): # according to https://arxiv.org/pdf/1808.08127.pdf concat is better def __init__(self, channels, reduction=16, concat=False): super(SCSEModule, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc1 = nn.Conv2d(channels, channels // reduction, kernel_size=1, padding=0) self.relu = nn.ReLU(inplace=True) self.fc2 = nn.Conv2d(channels // reduction, channels, kernel_size=1, padding=0) self.sigmoid = nn.Sigmoid() self.spatial_se = nn.Sequential(nn.Conv2d(channels, 1, kernel_size=1, stride=1, padding=0, bias=False), nn.Sigmoid()) self.concat = concat def forward(self, x): module_input = x x = self.avg_pool(x) x = self.fc1(x) x = self.relu(x) x = self.fc2(x) chn_se = self.sigmoid(x) chn_se = chn_se * module_input spa_se = self.spatial_se(module_input) spa_se = module_input * spa_se if self.concat: return torch.cat([chn_se, spa_se], dim=1) else: return chn_se + spa_se class Bottleneck(nn.Module): """ Base class for bottlenecks that implements `forward()` method. """ def forward(self, x): residual = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) out = self.relu(out) out = self.conv3(out) out = self.bn3(out) if self.downsample is not None: residual = self.downsample(x) out = self.se_module(out) + residual out = self.relu(out) return out class SEBottleneck(Bottleneck): """ Bottleneck for SENet154. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SEBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes * 2, kernel_size=1, bias=False) self.bn1 = nn.BatchNorm2d(planes * 2) self.conv2 = nn.Conv2d(planes * 2, planes * 4, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = nn.BatchNorm2d(planes * 4) self.conv3 = nn.Conv2d(planes * 4, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SCSEBottleneck(Bottleneck): """ Bottleneck for SENet154. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SCSEBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes * 2, kernel_size=1, bias=False) self.bn1 = nn.BatchNorm2d(planes * 2) self.conv2 = nn.Conv2d(planes * 2, planes * 4, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = nn.BatchNorm2d(planes * 4) self.conv3 = nn.Conv2d(planes * 4, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SCSEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SEResNetBottleneck(Bottleneck): """ ResNet bottleneck with a Squeeze-and-Excitation module. It follows Caffe implementation and uses `stride=stride` in `conv1` and not in `conv2` (the latter is used in the torchvision implementation of ResNet). """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SEResNetBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False, stride=stride) self.bn1 = nn.BatchNorm2d(planes) self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, padding=1, groups=groups, bias=False) self.bn2 = nn.BatchNorm2d(planes) self.conv3 = nn.Conv2d(planes, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SEResNeXtBottleneck(Bottleneck): """ ResNeXt bottleneck type C with a Squeeze-and-Excitation module. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None, base_width=4): super(SEResNeXtBottleneck, self).__init__() width = math.floor(planes * (base_width / 64)) * groups self.conv1 = nn.Conv2d(inplanes, width, kernel_size=1, bias=False, stride=1) self.bn1 = nn.BatchNorm2d(width) self.conv2 = nn.Conv2d(width, width, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = nn.BatchNorm2d(width) self.conv3 = nn.Conv2d(width, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SCSEResNeXtBottleneck(Bottleneck): """ ResNeXt bottleneck type C with a Concurrent Spatial Squeeze-and-Excitation module. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None, base_width=4, final=False): super(SCSEResNeXtBottleneck, self).__init__() width = math.floor(planes * (base_width / 64)) * groups self.conv1 = nn.Conv2d(inplanes, width, kernel_size=1, bias=False, stride=1) self.bn1 = nn.BatchNorm2d(width) self.conv2 = nn.Conv2d(width, width, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = nn.BatchNorm2d(width) self.conv3 = nn.Conv2d(width, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SCSEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SENet(nn.Module): def __init__(self, block, layers, groups, reduction, dropout_p=0.2, inplanes=128, input_3x3=True, downsample_kernel_size=3, downsample_padding=1, num_classes=1000): """ Parameters ---------- block (nn.Module): Bottleneck class. - For SENet154: SEBottleneck - For SE-ResNet models: SEResNetBottleneck - For SE-ResNeXt models: SEResNeXtBottleneck layers (list of ints): Number of residual blocks for 4 layers of the network (layer1...layer4). groups (int): Number of groups for the 3x3 convolution in each bottleneck block. - For SENet154: 64 - For SE-ResNet models: 1 - For SE-ResNeXt models: 32 reduction (int): Reduction ratio for Squeeze-and-Excitation modules. - For all models: 16 dropout_p (float or None): Drop probability for the Dropout layer. If `None` the Dropout layer is not used. - For SENet154: 0.2 - For SE-ResNet models: None - For SE-ResNeXt models: None inplanes (int): Number of input channels for layer1. - For SENet154: 128 - For SE-ResNet models: 64 - For SE-ResNeXt models: 64 input_3x3 (bool): If `True`, use three 3x3 convolutions instead of a single 7x7 convolution in layer0. - For SENet154: True - For SE-ResNet models: False - For SE-ResNeXt models: False downsample_kernel_size (int): Kernel size for downsampling convolutions in layer2, layer3 and layer4. - For SENet154: 3 - For SE-ResNet models: 1 - For SE-ResNeXt models: 1 downsample_padding (int): Padding for downsampling convolutions in layer2, layer3 and layer4. - For SENet154: 1 - For SE-ResNet models: 0 - For SE-ResNeXt models: 0 num_classes (int): Number of outputs in `last_linear` layer. - For all models: 1000 """ super(SENet, self).__init__() self.inplanes = inplanes if input_3x3: layer0_modules = [ ('conv1', nn.Conv2d(3, 64, 3, stride=2, padding=1, bias=False)), ('bn1', nn.BatchNorm2d(64)), ('relu1', nn.ReLU(inplace=True)), ('conv2', nn.Conv2d(64, 64, 3, stride=1, padding=1, bias=False)), ('bn2', nn.BatchNorm2d(64)), ('relu2', nn.ReLU(inplace=True)), ('conv3', nn.Conv2d(64, inplanes, 3, stride=1, padding=1, bias=False)), ('bn3', nn.BatchNorm2d(inplanes)), ('relu3', nn.ReLU(inplace=True)), ] else: layer0_modules = [ ('conv1', nn.Conv2d(3, inplanes, kernel_size=7, stride=2, padding=3, bias=False)), ('bn1', nn.BatchNorm2d(inplanes)), ('relu1', nn.ReLU(inplace=True)), ] # To preserve compatibility with Caffe weights `ceil_mode=True` # is used instead of `padding=1`. self.pool = nn.MaxPool2d(3, stride=2, ceil_mode=True) self.layer0 = nn.Sequential(OrderedDict(layer0_modules)) self.layer1 = self._make_layer( block, planes=64, blocks=layers[0], groups=groups, reduction=reduction, downsample_kernel_size=1, downsample_padding=0 ) self.layer2 = self._make_layer( block, planes=128, blocks=layers[1], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.layer3 = self._make_layer( block, planes=256, blocks=layers[2], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.layer4 = self._make_layer( block, planes=512, blocks=layers[3], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.avg_pool = nn.AvgPool2d(7, stride=1) self.dropout = nn.Dropout(dropout_p) if dropout_p is not None else None self.last_linear = nn.Linear(512 * block.expansion, num_classes) self._initialize_weights() def _make_layer(self, block, planes, blocks, groups, reduction, stride=1, downsample_kernel_size=1, downsample_padding=0): downsample = None if stride != 1 or self.inplanes != planes * block.expansion: downsample = nn.Sequential( nn.Conv2d(self.inplanes, planes * block.expansion, kernel_size=downsample_kernel_size, stride=stride, padding=downsample_padding, bias=False), nn.BatchNorm2d(planes * block.expansion), ) layers = [] layers.append(block(self.inplanes, planes, groups, reduction, stride, downsample)) self.inplanes = planes * block.expansion for i in range(1, blocks): layers.append(block(self.inplanes, planes, groups, reduction)) return nn.Sequential(*layers) def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() def features(self, x): x = self.layer0(x) x = self.pool(x) x = self.layer1(x) x = self.layer2(x) x = self.layer3(x) x = self.layer4(x) return x def logits(self, x): x = self.avg_pool(x) if self.dropout is not None: x = self.dropout(x) x = x.view(x.size(0), -1) x = self.last_linear(x) return x def forward(self, x): x = self.features(x) x = self.logits(x) return x def initialize_pretrained_model(model, num_classes, settings): assert num_classes == settings['num_classes'], \ 'num_classes should be {}, but is {}'.format( settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url']), strict=False) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] def senet154(num_classes=1000, pretrained='imagenet'): model = SENet(SEBottleneck, [3, 8, 36, 3], groups=64, reduction=16, dropout_p=0.2, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['senet154'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def scsenet154(num_classes=1000, pretrained='imagenet'): print("scsenet154") model = SENet(SCSEBottleneck, [3, 8, 36, 3], groups=64, reduction=16, dropout_p=0.2, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['senet154'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet50(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 4, 6, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet50'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet101(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 4, 23, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet101'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet152(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 8, 36, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet152'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnext50_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNeXtBottleneck, [3, 4, 6, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext50_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def scse_resnext50_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SCSEResNeXtBottleneck, [3, 4, 6, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext50_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnext101_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNeXtBottleneck, [3, 4, 23, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext101_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model if __name__ == '__main__': print(se_resnext50_32x4d()) ================================================ FILE: number13/README.md ================================================ **SpaceNet Off-Nadir Challenge - Solution Description** **Overview** 1. **1.**** Introduction** **●●** Handle: number13 **●●** Author: 1. **2.**** Solution Development** I used Mask R-CNN, implemented by Matterport, a two-stage object detection architecture to detect the buildings footprints. Although only a single class was required to be detected, I felt this approach would be competitive against other semantic approaches such as U-Net, specifically given that the evaluation was done at IoU 0.5. The specific challenge of this dataset was the footprint detection at off and very nadir angles. As the angle increases from 7 degrees, the resolution decreases and the footprint becomes relatively misalighned, making the detection task progressively difficult. I also used pre-trained weights from crowdai mapping challenge dataset, which also involved building detection. ![](sample_preds.png) *Sample prediction vs ground-truth at nadir, off-nadir and very-nadir angles, using given visualization tools* 1. **3.**** Final Approach** **●●** Change of anchor scales from the default of 32, 64, 128, 256, 512 to 8, 16, 32, 64, 128 is key. **●●** The change of stride in the first stage of the Resnet-101 backbone from 1 to 2 is also necessary, since we are dealing with small objects, as is usual in remote sensing imageries. **●●** I started with 512x512 uint8, RGB image patches. Model weights trained on these images are transfered to train the final models which uses uint16 512x512 patches. I found (InfraRed 1, Red, Green ,Blue) to be best suited for Nadir and Off-Nadir, while a simple pan-sharpened images from (InfraRed 2, InfraRed 1, Red) to be better for Very-Nadir. For each angle, a single model was trained as I found fine-tuning each angle gave the best result. There are no further ensembles, so the inference exectution time on the public testset is **1 hour 45 minutes**. **●●** The given image dimension was 900x900, so merging the 512x512 patches for the final result required the development of patch-border objects handling routine. The Training steps are summarized below: | Step | Train Procedure | dtype | band | Load weights| | ------ |:-----------------:|:------:|:----:|:-----------:| | Step 1 | Train on Nadir 7 only for 4 epoch | uint8 | RGB | crowdAI pretrained | | Step 2 | Train on All Dataset for 1 epoch | uint8 | RGB | From step 1 | | Step 3 | Train on OFF-NADIR angle ranges | uint8 | (7,6 4) urban bands | From step 2 | | Step 4 | Train on OFF-NADIR angle range | uint16 | (7,6 4) urban bands | From step 3 | | Step 5 | Train on NADIR angle range | uint16 | (7,6 4) urban bands | From step 4 | | Step 6 | Train on VERY-NADIR angle range | uint16 | (7,6 4) urban bands | From step 4 | | Step 7 | Cascade VERY-NADIR angles | uint16 | (7,6 4) urban bands | Start From step 6 | | Step 8 | Fine tune each VERY-NADIR | uint16 | (7,6 4) urban bands | | | Step 9 | Train NADIR angle ranges | uint16 | IRGB, 4 channel | From step 4 | | Step 10| Train OFF-NADIR angle range | uint16 | IRGB, 4 channel | From step 9 | | Step 11| Cascade NADIR angles | uint16 | IRGB, 4 channel | Start From step 9 | | Step 12| Fine tune each NADIR angle | uint16 | IRGB, 4 channel | | | Step 13| Cascade OFF_NADIR angles | uint16 | IRGB, 4 channel | Start From step 10 | | Step 14| Fine tune each OFF_NADIR | uint16 | IRGB, 4 channel | | 1.4.** Open Source Resources, Frameworks and Libraries** Docker, https://www.docker.com, (Apache License 2.0) Nvidia-docker, https://github.com/NVIDIA/nvidia-docker, ( BSD 3-clause) Shapely, https://github.com/Toblerity/Shapely, ( BSD 3-clause) Tqdm, https://github.com/noamraph/tqdm, ( The MIT License) Tensorflow, https://github.com/tensorflow/tensorflow, (Apache License 2.0) Keras, https://keras.io/, ( The MIT License) Matterport: https://github.com/matterport/Mask_RCNN, ( The MIT License) CrowdAI: https://www.crowdai.org/challenges/mapping-challenge (Creative Commons Attribution-NonCommercial- ShareAlike 4.0 International]) Imgaug: https://github.com/aleju/imgaug ( The MIT License) 1.5.** Potential Algorithm Improvements** We had nadir, off-nadir and very-nadir images of the same area. So I tried super-resolution using generative adversarial network (srgan). This did not work too well for me. The image misalignment and a large number of epochs required for super-resolution to work made me avoid this avenue further. But Getting super-resolution to work for this dataset, especially for the off and very-nadir images will yield a big improvement. 1.6.** Algorithm Limitations** Currently, my solution does not handle buildings with holes. I avoided it since there were very few buildings with holes in the dataset and my score decreased when I did take it into account. Also, the way I handled patch-border objects means there is a clipping artifact if a building is extremely long. 1.7.** Deployment Guide** This is a dockerized solution. The Shell train.sh and test.sh scripts are provided to fulfill the competition requirements. Better handling of unique cases should be done using the python train and inference scripts which takes command line arguments. ================================================ FILE: number13/number13/Dockerfile ================================================ FROM nvidia/cuda:9.0-cudnn7-runtime-ubuntu16.04 RUN apt-get update && apt-get install -y \ build-essential \ bzip2 \ cmake \ curl \ git \ g++ \ libboost-all-dev \ pkg-config \ rsync \ software-properties-common \ sudo \ tar \ timidity \ unzip \ wget \ locales \ zlib1g-dev \ python3-dev \ python3 \ python3-pip \ python3-tk \ libjpeg-dev \ libpng-dev # Python3 RUN pip3 install pip --upgrade RUN pip3 install cython \ numpy \ matplotlib RUN pip3 install git+https://github.com/crowdai/coco.git#subdirectory=PythonAPI RUN pip3 install tensorflow-gpu RUN pip3 install scikit-image RUN pip3 install keras==2.1.6 RUN pip3 install opencv-python RUN pip3 install imgaug RUN pip3 install shapely RUN pip3 install tifffile RUN pip3 install tqdm RUN pip3 install pandas RUN pip3 install pycocotools # Unicode support: RUN locale-gen en_US.UTF-8 ENV LANG en_US.UTF-8 ENV LANGUAGE en_US:en ENV LC_ALL en_US.UTF-8 COPY src /root/src RUN chmod a+x /root/src/train.sh && \ chmod a+x /root/src/test.sh ENV PATH $PATH:/root/ #ENV ENV WORKDIR /root/ COPY spacenet_models.zip /root/ COPY crowdai_data.zip /root/ ================================================ FILE: number13/number13/README.txt ================================================ __author__ Saket Kunwar __handle__ number13 This is the docker version of my solution to the Spacenet off-nadir building detection challenge. The code should be executed using nvidia-docker. A Mask-Rcnn model(Keras Matterport) with a modified Resnet-101 backbone is used. For each angle, there is a seperate single model as I found fine-tuning each angle gave the best result, so 27 models, one for each anngle plus 3 that are trained on whole ranges, ie nadir, off-nadir, very_nadir. The ziped model files, which is 6.9 Gb is unzipped first time inference is run. For inference a single p2.xlarge will take approximately 1 hour 45 minutes on the given public test set. I found (InfraRed 1, Red, Green ,Blue) to be best suited for Nadir and Off-Nadir, while a simple pan-sharpened images from (InfraRed 2, InfraRed 1, Red) to be better for Very-Nadir. So during inference the right bands and model is loaded. There is no other ensembles. The training part on this dataset starts from a pre-trained Mask-RCNN model, trained on CrowdAI dataset. The CrowdAI dataset was in turn trained from MS-COCO weights from Matterport which is also publicly available. My model configuration for both CrowdAI and Spacenet dataset are similar except for image dimension where in crowdai dataset it is 300x300 and on this dataset I created patches of 512x512 with 4 channel for (InfraRed, Red, Green, Blue) and 512x512 with 3 channel for (InfraRed2, InfraRed1, Red). The pacthes are created and stored in /wdata/irgbdata (203 Gb) and /wdata/mpandata (152 Gb). The CrowdAI dataset is uint8 and RGB only and already comes in 300x300 dimension, and it was according to crowdai created from spacenet catalog. I started training on this dataset from a uint8 converted image patches. Later I found uint16 to yield better results and trained on it by loading the weights already trained on uint8. The final model all use uint16 patches. The training steps is summarized below: At each steps model weight from the previous step is used. 1. Train on Nadir 7 only for 4 epoch at learning rate of 0.001 and 1 epcoh at learning rate of 0.0001 (uint8 , RGB, 3 channel)<- load crowdai pretrained weights 2. Train on All Dataset for 1 epoch (uint8, RGB, 3 channel) <- load weight from step 1 3. Train on OFF-NADIR angle ranges only ( uint8, (7,6 4) urban bands, 3 channel) denoted as mpan in code <- load weights from step 2 4. Train on OFF-NADIR angle range only (uint16, (7,6 4) urban bands, 3 channel) <- load weights from step 3 5. Train on NADIR angle range only (uint16, (7,6 4) urban bands, 3 channel) <- load weights from step 4 6. Train on VERY-NADIR angle range only (uint16, (7,6 4) urban bands, 3 channel) <- load weights from step 4 7. Fine-tune VERY-NADIR where each angle is trained seperately(only data from its folder) with model weight from previous angle loaded (i..e for nadir44 load weight trained on nadir42, for nadir46 load weight trained for 44) 8. Fine tune each VERY-NADIR angle at lr=0.0001 for two more epochs 9. Train NADIR angle ranges (uint16, IRGB, 4 channel)<- load weights from 4 10 Train OFF-NADIR angle ranges (uint16, IRGB, 4 channel)<- load weights from 9 11. Fine-tune NADIR where each angle is trained seperately(only data from its folder), similar to step 7 12. Fine tune each NADIR angle at lr=0.0001 for two more epochs, similar to step 8 13. Fine-tune OFF_NADIR where each angle is trained seperately(only data from its folder), similar to step 7 14. Fine tune each OFF_NADIR angle at lr=0.0001 for two more epochs, similar to step 8 This training procedure is the one followed in the given code for maximum reproducability. Although ideally better results might be obtained by using uint16 throughout. All epoch are saved which takes (33 Gb) of space. There is a slight overhead as tensorflow also saves the event files. Only some sparts of the above training were done using multi-gpu, p3.8xlarge (aws) which uses 4 Nvidia v100 gpu (16mb gpu ram). Compared to Nvidia Titan xp, the training time should be similar. With my resnet-101 changes batch size of 2 is used for spacenet dataset. So training on a 4-gpu system I estimate that total training time on the spacenet off-nadir dataset , should take 2 days. The code for training on the CrowdAI dataset is provided as (crowdai_train.py or crowdai_train.sh) seperately. As mentioned I used pretrained-weights trained on it and not the dataset directly. So when (train.sh) is executed, weights trained on the crowdai data is loaded, all spacenet models are deleted. Training on the crowdai dataset on a 4 multi-gpu system, will also take roughly 2 days, totalling 4 days. The train.sh script has one line of code which when uncommented will also remove the crowdai pretrained weights as well, and re-train on the crowdai dataset starting from Matterports coco weights, producing the crowdai_final.h5 weights. I can provide a docker with that line uncommented if the organizers want to reproduce the crowdai model weights also. Most of the training and evaluation was done and monitored using coco style annotation and coco style metrics. The spacenet visualizer was used to visualize and validate F1-score, used for this compitition. The ground truth in summaryData was first converted to coco style annotation. Only annotation for Atlanta_nadir7 was created as rest have the same annotation. During training and my local evaluation annotation specific 'image_ids' are infered from this one annotation file rather than creating seperate annotation for each angle. Summary of expected execution time and disk usage: Inference on public test set = 1 hour 45 minutes on p2.xlarge (aws) Train only on spacenet off-nadir dataset = 2 days (4 Gpu with 16Gb gpu ram minimum) Total patches data stored in /wdata = 360 Gb Final spacenet models for inference (stored in /wdata) = 7 Gb Crowdai dataset (stored in /wdata = 5 Gb Models weights saved during Training /wdata (all epochs) = 35 Gb ================================================ FILE: number13/number13/src/Mask_RCNN/LICENSE ================================================ Mask R-CNN The MIT License (MIT) Copyright (c) 2017 Matterport, Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: number13/number13/src/Mask_RCNN/MANIFEST.in ================================================ include README.md include LICENSE include requirements.txt ================================================ FILE: number13/number13/src/Mask_RCNN/README.md ================================================ # Mask R-CNN for Object Detection and Segmentation This is an implementation of [Mask R-CNN](https://arxiv.org/abs/1703.06870) on Python 3, Keras, and TensorFlow. The model generates bounding boxes and segmentation masks for each instance of an object in the image. It's based on Feature Pyramid Network (FPN) and a ResNet101 backbone. ![Instance Segmentation Sample](assets/street.png) The repository includes: * Source code of Mask R-CNN built on FPN and ResNet101. * Training code for MS COCO * Pre-trained weights for MS COCO * Jupyter notebooks to visualize the detection pipeline at every step * ParallelModel class for multi-GPU training * Evaluation on MS COCO metrics (AP) * Example of training on your own dataset The code is documented and designed to be easy to extend. If you use it in your research, please consider referencing this repository. If you work on 3D vision, you might find our recently released [Matterport3D](https://matterport.com/blog/2017/09/20/announcing-matterport3d-research-dataset/) dataset useful as well. This dataset was created from 3D-reconstructed spaces captured by our customers who agreed to make them publicly available for academic use. You can see more examples [here](https://matterport.com/gallery/). # Getting Started * [demo.ipynb](samples/demo.ipynb) Is the easiest way to start. It shows an example of using a model pre-trained on MS COCO to segment objects in your own images. It includes code to run object detection and instance segmentation on arbitrary images. * [train_shapes.ipynb](samples/shapes/train_shapes.ipynb) shows how to train Mask R-CNN on your own dataset. This notebook introduces a toy dataset (Shapes) to demonstrate training on a new dataset. * ([model.py](mrcnn/model.py), [utils.py](mrcnn/utils.py), [config.py](mrcnn/config.py)): These files contain the main Mask RCNN implementation. * [inspect_data.ipynb](samples/coco/inspect_data.ipynb). This notebook visualizes the different pre-processing steps to prepare the training data. * [inspect_model.ipynb](samples/coco/inspect_model.ipynb) This notebook goes in depth into the steps performed to detect and segment objects. It provides visualizations of every step of the pipeline. * [inspect_weights.ipynb](samples/coco/inspect_weights.ipynb) This notebooks inspects the weights of a trained model and looks for anomalies and odd patterns. # Step by Step Detection To help with debugging and understanding the model, there are 3 notebooks ([inspect_data.ipynb](samples/inspect_data.ipynb), [inspect_model.ipynb](samples/inspect_model.ipynb), [inspect_weights.ipynb](samples/inspect_weights.ipynb)) that provide a lot of visualizations and allow running the model step by step to inspect the output at each point. Here are a few examples: ## 1. Anchor sorting and filtering Visualizes every step of the first stage Region Proposal Network and displays positive and negative anchors along with anchor box refinement. ![](assets/detection_anchors.png) ## 2. Bounding Box Refinement This is an example of final detection boxes (dotted lines) and the refinement applied to them (solid lines) in the second stage. ![](assets/detection_refinement.png) ## 3. Mask Generation Examples of generated masks. These then get scaled and placed on the image in the right location. ![](assets/detection_masks.png) ## 4.Layer activations Often it's useful to inspect the activations at different layers to look for signs of trouble (all zeros or random noise). ![](assets/detection_activations.png) ## 5. Weight Histograms Another useful debugging tool is to inspect the weight histograms. These are included in the inspect_weights.ipynb notebook. ![](assets/detection_histograms.png) ## 6. Logging to TensorBoard TensorBoard is another great debugging and visualization tool. The model is configured to log losses and save weights at the end of every epoch. ![](assets/detection_tensorboard.png) ## 6. Composing the different pieces into a final result ![](assets/detection_final.png) # Training on MS COCO We're providing pre-trained weights for MS COCO to make it easier to start. You can use those weights as a starting point to train your own variation on the network. Training and evaluation code is in `samples/coco/coco.py`. You can import this module in Jupyter notebook (see the provided notebooks for examples) or you can run it directly from the command line as such: ``` # Train a new model starting from pre-trained COCO weights python3 samples/coco/coco.py train --dataset=/path/to/coco/ --model=coco # Train a new model starting from ImageNet weights python3 samples/coco/coco.py train --dataset=/path/to/coco/ --model=imagenet # Continue training a model that you had trained earlier python3 samples/coco/coco.py train --dataset=/path/to/coco/ --model=/path/to/weights.h5 # Continue training the last model you trained. This will find # the last trained weights in the model directory. python3 samples/coco/coco.py train --dataset=/path/to/coco/ --model=last ``` You can also run the COCO evaluation code with: ``` # Run COCO evaluation on the last trained model python3 samples/coco/coco.py evaluate --dataset=/path/to/coco/ --model=last ``` The training schedule, learning rate, and other parameters should be set in `samples/coco/coco.py`. # Training on Your Own Dataset Start by reading this [blog post about the balloon color splash sample](https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46). It covers the process starting from annotating images to training to using the results in a sample application. In summary, to train the model on your own dataset you'll need to extend two classes: ```Config``` This class contains the default configuration. Subclass it and modify the attributes you need to change. ```Dataset``` This class provides a consistent way to work with any dataset. It allows you to use new datasets for training without having to change the code of the model. It also supports loading multiple datasets at the same time, which is useful if the objects you want to detect are not all available in one dataset. See examples in `samples/shapes/train_shapes.ipynb`, `samples/coco/coco.py`, `samples/balloon/balloon.py`, and `samples/nucleus/nucleus.py`. ## Differences from the Official Paper This implementation follows the Mask RCNN paper for the most part, but there are a few cases where we deviated in favor of code simplicity and generalization. These are some of the differences we're aware of. If you encounter other differences, please do let us know. * **Image Resizing:** To support training multiple images per batch we resize all images to the same size. For example, 1024x1024px on MS COCO. We preserve the aspect ratio, so if an image is not square we pad it with zeros. In the paper the resizing is done such that the smallest side is 800px and the largest is trimmed at 1000px. * **Bounding Boxes**: Some datasets provide bounding boxes and some provide masks only. To support training on multiple datasets we opted to ignore the bounding boxes that come with the dataset and generate them on the fly instead. We pick the smallest box that encapsulates all the pixels of the mask as the bounding box. This simplifies the implementation and also makes it easy to apply image augmentations that would otherwise be harder to apply to bounding boxes, such as image rotation. To validate this approach, we compared our computed bounding boxes to those provided by the COCO dataset. We found that ~2% of bounding boxes differed by 1px or more, ~0.05% differed by 5px or more, and only 0.01% differed by 10px or more. * **Learning Rate:** The paper uses a learning rate of 0.02, but we found that to be too high, and often causes the weights to explode, especially when using a small batch size. It might be related to differences between how Caffe and TensorFlow compute gradients (sum vs mean across batches and GPUs). Or, maybe the official model uses gradient clipping to avoid this issue. We do use gradient clipping, but don't set it too aggressively. We found that smaller learning rates converge faster anyway so we go with that. ## Contributing Contributions to this repository are welcome. Examples of things you can contribute: * Speed Improvements. Like re-writing some Python code in TensorFlow or Cython. * Training on other datasets. * Accuracy Improvements. * Visualizations and examples. You can also [join our team](https://matterport.com/careers/) and help us build even more projects like this one. ## Requirements Python 3.4, TensorFlow 1.3, Keras 2.0.8 and other common packages listed in `requirements.txt`. ### MS COCO Requirements: To train or test on MS COCO, you'll also need: * pycocotools (installation instructions below) * [MS COCO Dataset](http://cocodataset.org/#home) * Download the 5K [minival](https://dl.dropboxusercontent.com/s/o43o90bna78omob/instances_minival2014.json.zip?dl=0) and the 35K [validation-minus-minival](https://dl.dropboxusercontent.com/s/s3tw5zcg7395368/instances_valminusminival2014.json.zip?dl=0) subsets. More details in the original [Faster R-CNN implementation](https://github.com/rbgirshick/py-faster-rcnn/blob/master/data/README.md). If you use Docker, the code has been verified to work on [this Docker container](https://hub.docker.com/r/waleedka/modern-deep-learning/). ## Installation 1. Install dependencies ```bash pip3 install -r requirements.txt ``` 2. Clone this repository 3. Run setup from the repository root directory ```bash python3 setup.py install ``` 3. Download pre-trained COCO weights (mask_rcnn_coco.h5) from the [releases page](https://github.com/matterport/Mask_RCNN/releases). 4. (Optional) To train or test on MS COCO install `pycocotools` from one of these repos. They are forks of the original pycocotools with fixes for Python3 and Windows (the official repo doesn't seem to be active anymore). * Linux: https://github.com/waleedka/coco * Windows: https://github.com/philferriere/cocoapi. You must have the Visual C++ 2015 build tools on your path (see the repo for additional details) # Projects Using this Model If you extend this model to other datasets or build projects that use it, we'd love to hear from you. ### [4K Video Demo](https://www.youtube.com/watch?v=OOT3UIXZztE) by Karol Majek. [![Mask RCNN on 4K Video](assets/4k_video.gif)](https://www.youtube.com/watch?v=OOT3UIXZztE) ### [Images to OSM](https://github.com/jremillard/images-to-osm): Improve OpenStreetMap by adding baseball, soccer, tennis, football, and basketball fields. ![Identify sport fields in satellite images](assets/images_to_osm.png) ### [Splash of Color](https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46). A blog post explaining how to train this model from scratch and use it to implement a color splash effect. ![Balloon Color Splash](assets/balloon_color_splash.gif) ### [Segmenting Nuclei in Microscopy Images](samples/nucleus). Built for the [2018 Data Science Bowl](https://www.kaggle.com/c/data-science-bowl-2018) Code is in the `samples/nucleus` directory. ![Nucleus Segmentation](assets/nucleus_segmentation.png) ### [Mapping Challenge](https://github.com/crowdAI/crowdai-mapping-challenge-mask-rcnn): Convert satellite imagery to maps for use by humanitarian organisations. ![Mapping Challenge](assets/mapping_challenge.png) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/__init__.py ================================================ ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/config.py ================================================ """ Mask R-CNN Base Configurations class. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import math import numpy as np # Base Configuration Class # Don't use this class directly. Instead, sub-class it and override # the configurations you need to change. class Config(object): """Base configuration class. For custom configurations, create a sub-class that inherits from this one and override properties that need to be changed. """ # Name the configurations. For example, 'COCO', 'Experiment 3', ...etc. # Useful if your code needs to do things differently depending on which # experiment is running. NAME = None # Override in sub-classes # NUMBER OF GPUs to use. For CPU training, use 1 GPU_COUNT = 1 # Number of images to train with on each GPU. A 12GB GPU can typically # handle 2 images of 1024x1024px. # Adjust based on your GPU memory and image sizes. Use the highest # number that your GPU can handle for best performance. IMAGES_PER_GPU = 2 # Number of training steps per epoch # This doesn't need to match the size of the training set. Tensorboard # updates are saved at the end of each epoch, so setting this to a # smaller number means getting more frequent TensorBoard updates. # Validation stats are also calculated at each epoch end and they # might take a while, so don't set this too small to avoid spending # a lot of time on validation stats. STEPS_PER_EPOCH = 1000 # Number of validation steps to run at the end of every training epoch. # A bigger number improves accuracy of validation stats, but slows # down the training. VALIDATION_STEPS = 50 # Backbone network architecture # Supported values are: resnet50, resnet101 BACKBONE = "resnet101" # The strides of each layer of the FPN Pyramid. These values # are based on a Resnet101 backbone. BACKBONE_STRIDES = [4, 8, 16, 32, 64] # Number of classification classes (including background) NUM_CLASSES = 1 # Override in sub-classes # Length of square anchor side in pixels RPN_ANCHOR_SCALES = (32, 64, 128, 256, 512) # Ratios of anchors at each cell (width/height) # A value of 1 represents a square anchor, and 0.5 is a wide anchor RPN_ANCHOR_RATIOS = [0.5, 1, 2] # Anchor stride # If 1 then anchors are created for each cell in the backbone feature map. # If 2, then anchors are created for every other cell, and so on. RPN_ANCHOR_STRIDE = 1 # Non-max suppression threshold to filter RPN proposals. # You can increase this during training to generate more propsals. RPN_NMS_THRESHOLD = 0.7 # How many anchors per image to use for RPN training RPN_TRAIN_ANCHORS_PER_IMAGE = 256 # ROIs kept after non-maximum supression (training and inference) POST_NMS_ROIS_TRAINING = 2000 POST_NMS_ROIS_INFERENCE = 1000 # If enabled, resizes instance masks to a smaller size to reduce # memory load. Recommended when using high-resolution images. USE_MINI_MASK = True MINI_MASK_SHAPE = (56, 56) # (height, width) of the mini-mask # Input image resizing # Generally, use the "square" resizing mode for training and inferencing # and it should work well in most cases. In this mode, images are scaled # up such that the small side is = IMAGE_MIN_DIM, but ensuring that the # scaling doesn't make the long side > IMAGE_MAX_DIM. Then the image is # padded with zeros to make it a square so multiple images can be put # in one batch. # Available resizing modes: # none: No resizing or padding. Return the image unchanged. # square: Resize and pad with zeros to get a square image # of size [max_dim, max_dim]. # pad64: Pads width and height with zeros to make them multiples of 64. # If IMAGE_MIN_DIM or IMAGE_MIN_SCALE are not None, then it scales # up before padding. IMAGE_MAX_DIM is ignored in this mode. # The multiple of 64 is needed to ensure smooth scaling of feature # maps up and down the 6 levels of the FPN pyramid (2**6=64). # crop: Picks random crops from the image. First, scales the image based # on IMAGE_MIN_DIM and IMAGE_MIN_SCALE, then picks a random crop of # size IMAGE_MIN_DIM x IMAGE_MIN_DIM. Can be used in training only. # IMAGE_MAX_DIM is not used in this mode. IMAGE_RESIZE_MODE = "square" IMAGE_MIN_DIM = 800 IMAGE_MAX_DIM = 1024 # Minimum scaling ratio. Checked after MIN_IMAGE_DIM and can force further # up scaling. For example, if set to 2 then images are scaled up to double # the width and height, or more, even if MIN_IMAGE_DIM doesn't require it. # Howver, in 'square' mode, it can be overruled by IMAGE_MAX_DIM. IMAGE_MIN_SCALE = 0 # Image mean (RGB) MEAN_PIXEL = np.array([123.7, 116.8, 103.9]) # Number of ROIs per image to feed to classifier/mask heads # The Mask RCNN paper uses 512 but often the RPN doesn't generate # enough positive proposals to fill this and keep a positive:negative # ratio of 1:3. You can increase the number of proposals by adjusting # the RPN NMS threshold. TRAIN_ROIS_PER_IMAGE = 200 # Percent of positive ROIs used to train classifier/mask heads ROI_POSITIVE_RATIO = 0.33 # Pooled ROIs POOL_SIZE = 7 MASK_POOL_SIZE = 14 # Shape of output mask # To change this you also need to change the neural network mask branch MASK_SHAPE = [28, 28] # Maximum number of ground truth instances to use in one image MAX_GT_INSTANCES = 100 # Bounding box refinement standard deviation for RPN and final detections. RPN_BBOX_STD_DEV = np.array([0.1, 0.1, 0.2, 0.2]) BBOX_STD_DEV = np.array([0.1, 0.1, 0.2, 0.2]) # Max number of final detections DETECTION_MAX_INSTANCES = 100 # Minimum probability value to accept a detected instance # ROIs below this threshold are skipped DETECTION_MIN_CONFIDENCE = 0.7 # Non-maximum suppression threshold for detection DETECTION_NMS_THRESHOLD = 0.3 # Learning rate and momentum # The Mask RCNN paper uses lr=0.02, but on TensorFlow it causes # weights to explode. Likely due to differences in optimzer # implementation. LEARNING_RATE = 0.001 LEARNING_MOMENTUM = 0.9 # Weight decay regularization WEIGHT_DECAY = 0.0001 # Loss weights for more precise optimization. # Can be used for R-CNN training setup. LOSS_WEIGHTS = { "rpn_class_loss": 1., "rpn_bbox_loss": 1., "mrcnn_class_loss": 1., "mrcnn_bbox_loss": 1., "mrcnn_mask_loss": 1. } # Use RPN ROIs or externally generated ROIs for training # Keep this True for most situations. Set to False if you want to train # the head branches on ROI generated by code rather than the ROIs from # the RPN. For example, to debug the classifier head without having to # train the RPN. USE_RPN_ROIS = True # Train or freeze batch normalization layers # None: Train BN layers. This is the normal mode # False: Freeze BN layers. Good when using a small batch size # True: (don't use). Set layer in training mode even when inferencing TRAIN_BN = False # Defaulting to False since batch size is often small # Gradient norm clipping GRADIENT_CLIP_NORM = 5.0 def __init__(self): """Set values of computed attributes.""" # Effective batch size self.BATCH_SIZE = self.IMAGES_PER_GPU * self.GPU_COUNT # Input image size if self.IMAGE_RESIZE_MODE == "crop": self.IMAGE_SHAPE = np.array([self.IMAGE_MIN_DIM, self.IMAGE_MIN_DIM, 3]) else: self.IMAGE_SHAPE = np.array([self.IMAGE_MAX_DIM, self.IMAGE_MAX_DIM, 3]) # Image meta data length # See compose_image_meta() for details self.IMAGE_META_SIZE = 1 + 3 + 3 + 4 + 1 + self.NUM_CLASSES def display(self): """Display Configuration values.""" print("\nConfigurations:") for a in dir(self): if not a.startswith("__") and not callable(getattr(self, a)): print("{:30} {}".format(a, getattr(self, a))) print("\n") ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/model.py ================================================ """ Mask R-CNN The main Mask R-CNN model implemenetation. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import os import random import datetime import re import math import logging from collections import OrderedDict import multiprocessing import numpy as np import skimage.transform import tensorflow as tf import keras import keras.backend as K import keras.layers as KL import keras.engine as KE import keras.models as KM from mrcnn import utils # Requires TensorFlow 1.3+ and Keras 2.0.8+. from distutils.version import LooseVersion assert LooseVersion(tf.__version__) >= LooseVersion("1.3") assert LooseVersion(keras.__version__) >= LooseVersion('2.0.8') ############################################################ # Utility Functions ############################################################ def log(text, array=None): """Prints a text message. And, optionally, if a Numpy array is provided it prints it's shape, min, and max values. """ if array is not None: text = text.ljust(25) text += ("shape: {:20} min: {:10.5f} max: {:10.5f} {}".format( str(array.shape), array.min() if array.size else "", array.max() if array.size else "", array.dtype)) print(text) class BatchNorm(KL.BatchNormalization): """Extends the Keras BatchNormalization class to allow a central place to make changes if needed. Batch normalization has a negative effect on training if batches are small so this layer is often frozen (via setting in Config class) and functions as linear layer. """ def call(self, inputs, training=None): """ Note about training values: None: Train BN layers. This is the normal mode False: Freeze BN layers. Good when batch size is small True: (don't use). Set layer in training mode even when inferencing """ return super(self.__class__, self).call(inputs, training=training) def compute_backbone_shapes(config, image_shape): """Computes the width and height of each stage of the backbone network. Returns: [N, (height, width)]. Where N is the number of stages """ # Currently supports ResNet only assert config.BACKBONE in ["resnet50", "resnet101"] return np.array( [[int(math.ceil(image_shape[0] / stride)), int(math.ceil(image_shape[1] / stride))] for stride in config.BACKBONE_STRIDES]) ############################################################ # Resnet Graph ############################################################ # Code adopted from: # https://github.com/fchollet/deep-learning-models/blob/master/resnet50.py def identity_block(input_tensor, kernel_size, filters, stage, block, use_bias=True, train_bn=True): """The identity_block is the block that has no conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) x = KL.Add()([x, input_tensor]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2), use_bias=True, train_bn=True): """conv_block is the block that has a conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres Note that from stage 3, the first conv layer at main path is with subsample=(2,2) And the shortcut should have subsample=(2,2) as well """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), strides=strides, name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) shortcut = KL.Conv2D(nb_filter3, (1, 1), strides=strides, name=conv_name_base + '1', use_bias=use_bias)(input_tensor) shortcut = BatchNorm(name=bn_name_base + '1')(shortcut, training=train_bn) x = KL.Add()([x, shortcut]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def resnet_graph(input_image, architecture, stage5=False, train_bn=True): """Build a ResNet graph. architecture: Can be resnet50 or resnet101 stage5: Boolean. If False, stage5 of the network is not created train_bn: Boolean. Train or freeze Batch Norm layres """ assert architecture in ["resnet50", "resnet101"] # Stage 1 x = KL.ZeroPadding2D((3, 3))(input_image) x = KL.Conv2D(64, (7, 7), strides=(2, 2), name='conv1', use_bias=True)(x) x = BatchNorm(name='bn_conv1')(x, training=train_bn) x = KL.Activation('relu')(x) C1 = x = KL.MaxPooling2D((3, 3), strides=(2, 2), padding="same")(x) # Stage 2 x = conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1), train_bn=train_bn) x = identity_block(x, 3, [64, 64, 256], stage=2, block='b', train_bn=train_bn) C2 = x = identity_block(x, 3, [64, 64, 256], stage=2, block='c', train_bn=train_bn) # Stage 3 x = conv_block(x, 3, [128, 128, 512], stage=3, block='a', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='b', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='c', train_bn=train_bn) C3 = x = identity_block(x, 3, [128, 128, 512], stage=3, block='d', train_bn=train_bn) # Stage 4 x = conv_block(x, 3, [256, 256, 1024], stage=4, block='a', train_bn=train_bn) block_count = {"resnet50": 5, "resnet101": 22}[architecture] for i in range(block_count): x = identity_block(x, 3, [256, 256, 1024], stage=4, block=chr(98 + i), train_bn=train_bn) C4 = x # Stage 5 if stage5: x = conv_block(x, 3, [512, 512, 2048], stage=5, block='a', train_bn=train_bn) x = identity_block(x, 3, [512, 512, 2048], stage=5, block='b', train_bn=train_bn) C5 = x = identity_block(x, 3, [512, 512, 2048], stage=5, block='c', train_bn=train_bn) else: C5 = None return [C1, C2, C3, C4, C5] ############################################################ # Proposal Layer ############################################################ def apply_box_deltas_graph(boxes, deltas): """Applies the given deltas to the given boxes. boxes: [N, (y1, x1, y2, x2)] boxes to update deltas: [N, (dy, dx, log(dh), log(dw))] refinements to apply """ # Convert to y, x, h, w height = boxes[:, 2] - boxes[:, 0] width = boxes[:, 3] - boxes[:, 1] center_y = boxes[:, 0] + 0.5 * height center_x = boxes[:, 1] + 0.5 * width # Apply deltas center_y += deltas[:, 0] * height center_x += deltas[:, 1] * width height *= tf.exp(deltas[:, 2]) width *= tf.exp(deltas[:, 3]) # Convert back to y1, x1, y2, x2 y1 = center_y - 0.5 * height x1 = center_x - 0.5 * width y2 = y1 + height x2 = x1 + width result = tf.stack([y1, x1, y2, x2], axis=1, name="apply_box_deltas_out") return result def clip_boxes_graph(boxes, window): """ boxes: [N, (y1, x1, y2, x2)] window: [4] in the form y1, x1, y2, x2 """ # Split wy1, wx1, wy2, wx2 = tf.split(window, 4) y1, x1, y2, x2 = tf.split(boxes, 4, axis=1) # Clip y1 = tf.maximum(tf.minimum(y1, wy2), wy1) x1 = tf.maximum(tf.minimum(x1, wx2), wx1) y2 = tf.maximum(tf.minimum(y2, wy2), wy1) x2 = tf.maximum(tf.minimum(x2, wx2), wx1) clipped = tf.concat([y1, x1, y2, x2], axis=1, name="clipped_boxes") clipped.set_shape((clipped.shape[0], 4)) return clipped class ProposalLayer(KE.Layer): """Receives anchor scores and selects a subset to pass as proposals to the second stage. Filtering is done based on anchor scores and non-max suppression to remove overlaps. It also applies bounding box refinement deltas to anchors. Inputs: rpn_probs: [batch, anchors, (bg prob, fg prob)] rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] anchors: [batch, (y1, x1, y2, x2)] anchors in normalized coordinates Returns: Proposals in normalized coordinates [batch, rois, (y1, x1, y2, x2)] """ def __init__(self, proposal_count, nms_threshold, config=None, **kwargs): super(ProposalLayer, self).__init__(**kwargs) self.config = config self.proposal_count = proposal_count self.nms_threshold = nms_threshold def call(self, inputs): # Box Scores. Use the foreground class confidence. [Batch, num_rois, 1] scores = inputs[0][:, :, 1] # Box deltas [batch, num_rois, 4] deltas = inputs[1] deltas = deltas * np.reshape(self.config.RPN_BBOX_STD_DEV, [1, 1, 4]) # Anchors anchors = inputs[2] # Improve performance by trimming to top anchors by score # and doing the rest on the smaller subset. pre_nms_limit = tf.minimum(6000, tf.shape(anchors)[1]) ix = tf.nn.top_k(scores, pre_nms_limit, sorted=True, name="top_anchors").indices scores = utils.batch_slice([scores, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) deltas = utils.batch_slice([deltas, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) pre_nms_anchors = utils.batch_slice([anchors, ix], lambda a, x: tf.gather(a, x), self.config.IMAGES_PER_GPU, names=["pre_nms_anchors"]) # Apply deltas to anchors to get refined anchors. # [batch, N, (y1, x1, y2, x2)] boxes = utils.batch_slice([pre_nms_anchors, deltas], lambda x, y: apply_box_deltas_graph(x, y), self.config.IMAGES_PER_GPU, names=["refined_anchors"]) # Clip to image boundaries. Since we're in normalized coordinates, # clip to 0..1 range. [batch, N, (y1, x1, y2, x2)] window = np.array([0, 0, 1, 1], dtype=np.float32) boxes = utils.batch_slice(boxes, lambda x: clip_boxes_graph(x, window), self.config.IMAGES_PER_GPU, names=["refined_anchors_clipped"]) # Filter out small boxes # According to Xinlei Chen's paper, this reduces detection accuracy # for small objects, so we're skipping it. # Non-max suppression def nms(boxes, scores): indices = tf.image.non_max_suppression( boxes, scores, self.proposal_count, self.nms_threshold, name="rpn_non_max_suppression") proposals = tf.gather(boxes, indices) # Pad if needed padding = tf.maximum(self.proposal_count - tf.shape(proposals)[0], 0) proposals = tf.pad(proposals, [(0, padding), (0, 0)]) return proposals proposals = utils.batch_slice([boxes, scores], nms, self.config.IMAGES_PER_GPU) return proposals def compute_output_shape(self, input_shape): return (None, self.proposal_count, 4) ############################################################ # ROIAlign Layer ############################################################ def log2_graph(x): """Implementatin of Log2. TF doesn't have a native implemenation.""" return tf.log(x) / tf.log(2.0) class PyramidROIAlign(KE.Layer): """Implements ROI Pooling on multiple levels of the feature pyramid. Params: - pool_shape: [height, width] of the output pooled regions. Usually [7, 7] Inputs: - boxes: [batch, num_boxes, (y1, x1, y2, x2)] in normalized coordinates. Possibly padded with zeros if not enough boxes to fill the array. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - Feature maps: List of feature maps from different levels of the pyramid. Each is [batch, height, width, channels] Output: Pooled regions in the shape: [batch, num_boxes, height, width, channels]. The width and height are those specific in the pool_shape in the layer constructor. """ def __init__(self, pool_shape, **kwargs): super(PyramidROIAlign, self).__init__(**kwargs) self.pool_shape = tuple(pool_shape) def call(self, inputs): # Crop boxes [batch, num_boxes, (y1, x1, y2, x2)] in normalized coords boxes = inputs[0] # Image meta # Holds details about the image. See compose_image_meta() image_meta = inputs[1] # Feature Maps. List of feature maps from different level of the # feature pyramid. Each is [batch, height, width, channels] feature_maps = inputs[2:] # Assign each ROI to a level in the pyramid based on the ROI area. y1, x1, y2, x2 = tf.split(boxes, 4, axis=2) h = y2 - y1 w = x2 - x1 # Use shape of first image. Images in a batch must have the same size. image_shape = parse_image_meta_graph(image_meta)['image_shape'][0] # Equation 1 in the Feature Pyramid Networks paper. Account for # the fact that our coordinates are normalized here. # e.g. a 224x224 ROI (in pixels) maps to P4 image_area = tf.cast(image_shape[0] * image_shape[1], tf.float32) roi_level = log2_graph(tf.sqrt(h * w) / (224.0 / tf.sqrt(image_area))) roi_level = tf.minimum(5, tf.maximum( 2, 4 + tf.cast(tf.round(roi_level), tf.int32))) roi_level = tf.squeeze(roi_level, 2) # Loop through levels and apply ROI pooling to each. P2 to P5. pooled = [] box_to_level = [] for i, level in enumerate(range(2, 6)): ix = tf.where(tf.equal(roi_level, level)) level_boxes = tf.gather_nd(boxes, ix) # Box indicies for crop_and_resize. box_indices = tf.cast(ix[:, 0], tf.int32) # Keep track of which box is mapped to which level box_to_level.append(ix) # Stop gradient propogation to ROI proposals level_boxes = tf.stop_gradient(level_boxes) box_indices = tf.stop_gradient(box_indices) # Crop and Resize # From Mask R-CNN paper: "We sample four regular locations, so # that we can evaluate either max or average pooling. In fact, # interpolating only a single value at each bin center (without # pooling) is nearly as effective." # # Here we use the simplified approach of a single value per bin, # which is how it's done in tf.crop_and_resize() # Result: [batch * num_boxes, pool_height, pool_width, channels] pooled.append(tf.image.crop_and_resize( feature_maps[i], level_boxes, box_indices, self.pool_shape, method="bilinear")) # Pack pooled features into one tensor pooled = tf.concat(pooled, axis=0) # Pack box_to_level mapping into one array and add another # column representing the order of pooled boxes box_to_level = tf.concat(box_to_level, axis=0) box_range = tf.expand_dims(tf.range(tf.shape(box_to_level)[0]), 1) box_to_level = tf.concat([tf.cast(box_to_level, tf.int32), box_range], axis=1) # Rearrange pooled features to match the order of the original boxes # Sort box_to_level by batch then box index # TF doesn't have a way to sort by two columns, so merge them and sort. sorting_tensor = box_to_level[:, 0] * 100000 + box_to_level[:, 1] ix = tf.nn.top_k(sorting_tensor, k=tf.shape( box_to_level)[0]).indices[::-1] ix = tf.gather(box_to_level[:, 2], ix) pooled = tf.gather(pooled, ix) # Re-add the batch dimension pooled = tf.expand_dims(pooled, 0) return pooled def compute_output_shape(self, input_shape): return input_shape[0][:2] + self.pool_shape + (input_shape[2][-1], ) ############################################################ # Detection Target Layer ############################################################ def overlaps_graph(boxes1, boxes2): """Computes IoU overlaps between two sets of boxes. boxes1, boxes2: [N, (y1, x1, y2, x2)]. """ # 1. Tile boxes2 and repeate boxes1. This allows us to compare # every boxes1 against every boxes2 without loops. # TF doesn't have an equivalent to np.repeate() so simulate it # using tf.tile() and tf.reshape. b1 = tf.reshape(tf.tile(tf.expand_dims(boxes1, 1), [1, 1, tf.shape(boxes2)[0]]), [-1, 4]) b2 = tf.tile(boxes2, [tf.shape(boxes1)[0], 1]) # 2. Compute intersections b1_y1, b1_x1, b1_y2, b1_x2 = tf.split(b1, 4, axis=1) b2_y1, b2_x1, b2_y2, b2_x2 = tf.split(b2, 4, axis=1) y1 = tf.maximum(b1_y1, b2_y1) x1 = tf.maximum(b1_x1, b2_x1) y2 = tf.minimum(b1_y2, b2_y2) x2 = tf.minimum(b1_x2, b2_x2) intersection = tf.maximum(x2 - x1, 0) * tf.maximum(y2 - y1, 0) # 3. Compute unions b1_area = (b1_y2 - b1_y1) * (b1_x2 - b1_x1) b2_area = (b2_y2 - b2_y1) * (b2_x2 - b2_x1) union = b1_area + b2_area - intersection # 4. Compute IoU and reshape to [boxes1, boxes2] iou = intersection / union overlaps = tf.reshape(iou, [tf.shape(boxes1)[0], tf.shape(boxes2)[0]]) return overlaps def detection_targets_graph(proposals, gt_class_ids, gt_boxes, gt_masks, config): """Generates detection targets for one image. Subsamples proposals and generates target class IDs, bounding box deltas, and masks for each. Inputs: proposals: [N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [MAX_GT_INSTANCES] int class IDs gt_boxes: [MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [height, width, MAX_GT_INSTANCES] of boolean type. Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. Zero padded. deltas: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw))] Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width). Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ # Assertions asserts = [ tf.Assert(tf.greater(tf.shape(proposals)[0], 0), [proposals], name="roi_assertion"), ] with tf.control_dependencies(asserts): proposals = tf.identity(proposals) # Remove zero padding proposals, _ = trim_zeros_graph(proposals, name="trim_proposals") gt_boxes, non_zeros = trim_zeros_graph(gt_boxes, name="trim_gt_boxes") gt_class_ids = tf.boolean_mask(gt_class_ids, non_zeros, name="trim_gt_class_ids") gt_masks = tf.gather(gt_masks, tf.where(non_zeros)[:, 0], axis=2, name="trim_gt_masks") # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = tf.where(gt_class_ids < 0)[:, 0] non_crowd_ix = tf.where(gt_class_ids > 0)[:, 0] crowd_boxes = tf.gather(gt_boxes, crowd_ix) crowd_masks = tf.gather(gt_masks, crowd_ix, axis=2) gt_class_ids = tf.gather(gt_class_ids, non_crowd_ix) gt_boxes = tf.gather(gt_boxes, non_crowd_ix) gt_masks = tf.gather(gt_masks, non_crowd_ix, axis=2) # Compute overlaps matrix [proposals, gt_boxes] overlaps = overlaps_graph(proposals, gt_boxes) # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = overlaps_graph(proposals, crowd_boxes) crowd_iou_max = tf.reduce_max(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) # Determine postive and negative ROIs roi_iou_max = tf.reduce_max(overlaps, axis=1) # 1. Positive ROIs are those with >= 0.5 IoU with a GT box positive_roi_bool = (roi_iou_max >= 0.5) positive_indices = tf.where(positive_roi_bool)[:, 0] # 2. Negative ROIs are those with < 0.5 with every GT box. Skip crowds. negative_indices = tf.where(tf.logical_and(roi_iou_max < 0.5, no_crowd_bool))[:, 0] # Subsample ROIs. Aim for 33% positive # Positive ROIs positive_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) positive_indices = tf.random_shuffle(positive_indices)[:positive_count] positive_count = tf.shape(positive_indices)[0] # Negative ROIs. Add enough to maintain positive:negative ratio. r = 1.0 / config.ROI_POSITIVE_RATIO negative_count = tf.cast(r * tf.cast(positive_count, tf.float32), tf.int32) - positive_count negative_indices = tf.random_shuffle(negative_indices)[:negative_count] # Gather selected ROIs positive_rois = tf.gather(proposals, positive_indices) negative_rois = tf.gather(proposals, negative_indices) # Assign positive ROIs to GT boxes. positive_overlaps = tf.gather(overlaps, positive_indices) roi_gt_box_assignment = tf.argmax(positive_overlaps, axis=1) roi_gt_boxes = tf.gather(gt_boxes, roi_gt_box_assignment) roi_gt_class_ids = tf.gather(gt_class_ids, roi_gt_box_assignment) # Compute bbox refinement for positive ROIs deltas = utils.box_refinement_graph(positive_rois, roi_gt_boxes) deltas /= config.BBOX_STD_DEV # Assign positive ROIs to GT masks # Permute masks to [N, height, width, 1] transposed_masks = tf.expand_dims(tf.transpose(gt_masks, [2, 0, 1]), -1) # Pick the right mask for each ROI roi_masks = tf.gather(transposed_masks, roi_gt_box_assignment) # Compute mask targets boxes = positive_rois if config.USE_MINI_MASK: # Transform ROI corrdinates from normalized image space # to normalized mini-mask space. y1, x1, y2, x2 = tf.split(positive_rois, 4, axis=1) gt_y1, gt_x1, gt_y2, gt_x2 = tf.split(roi_gt_boxes, 4, axis=1) gt_h = gt_y2 - gt_y1 gt_w = gt_x2 - gt_x1 y1 = (y1 - gt_y1) / gt_h x1 = (x1 - gt_x1) / gt_w y2 = (y2 - gt_y1) / gt_h x2 = (x2 - gt_x1) / gt_w boxes = tf.concat([y1, x1, y2, x2], 1) box_ids = tf.range(0, tf.shape(roi_masks)[0]) masks = tf.image.crop_and_resize(tf.cast(roi_masks, tf.float32), boxes, box_ids, config.MASK_SHAPE) # Remove the extra dimension from masks. masks = tf.squeeze(masks, axis=3) # Threshold mask pixels at 0.5 to have GT masks be 0 or 1 to use with # binary cross entropy loss. masks = tf.round(masks) # Append negative ROIs and pad bbox deltas and masks that # are not used for negative ROIs with zeros. rois = tf.concat([positive_rois, negative_rois], axis=0) N = tf.shape(negative_rois)[0] P = tf.maximum(config.TRAIN_ROIS_PER_IMAGE - tf.shape(rois)[0], 0) rois = tf.pad(rois, [(0, P), (0, 0)]) roi_gt_boxes = tf.pad(roi_gt_boxes, [(0, N + P), (0, 0)]) roi_gt_class_ids = tf.pad(roi_gt_class_ids, [(0, N + P)]) deltas = tf.pad(deltas, [(0, N + P), (0, 0)]) masks = tf.pad(masks, [[0, N + P], (0, 0), (0, 0)]) return rois, roi_gt_class_ids, deltas, masks class DetectionTargetLayer(KE.Layer): """Subsamples proposals and generates target box refinement, class_ids, and masks for each. Inputs: proposals: [batch, N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs. gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [batch, height, width, MAX_GT_INSTANCES] of boolean type Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [batch, TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates target_class_ids: [batch, TRAIN_ROIS_PER_IMAGE]. Integer class IDs. target_deltas: [batch, TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw), class_id)] Class-specific bbox refinements. target_mask: [batch, TRAIN_ROIS_PER_IMAGE, height, width) Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ def __init__(self, config, **kwargs): super(DetectionTargetLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): proposals = inputs[0] gt_class_ids = inputs[1] gt_boxes = inputs[2] gt_masks = inputs[3] # Slice the batch and run a graph for each slice # TODO: Rename target_bbox to target_deltas for clarity names = ["rois", "target_class_ids", "target_bbox", "target_mask"] outputs = utils.batch_slice( [proposals, gt_class_ids, gt_boxes, gt_masks], lambda w, x, y, z: detection_targets_graph( w, x, y, z, self.config), self.config.IMAGES_PER_GPU, names=names) return outputs def compute_output_shape(self, input_shape): return [ (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # rois (None, 1), # class_ids (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # deltas (None, self.config.TRAIN_ROIS_PER_IMAGE, self.config.MASK_SHAPE[0], self.config.MASK_SHAPE[1]) # masks ] def compute_mask(self, inputs, mask=None): return [None, None, None, None] ############################################################ # Detection Layer ############################################################ def refine_detections_graph(rois, probs, deltas, window, config): """Refine classified proposals and filter overlaps and return final detections. Inputs: rois: [N, (y1, x1, y2, x2)] in normalized coordinates probs: [N, num_classes]. Class probabilities. deltas: [N, num_classes, (dy, dx, log(dh), log(dw))]. Class-specific bounding box deltas. window: (y1, x1, y2, x2) in image coordinates. The part of the image that contains the image excluding the padding. Returns detections shaped: [N, (y1, x1, y2, x2, class_id, score)] where coordinates are normalized. """ # Class IDs per ROI class_ids = tf.argmax(probs, axis=1, output_type=tf.int32) # Class probability of the top class of each ROI indices = tf.stack([tf.range(probs.shape[0]), class_ids], axis=1) class_scores = tf.gather_nd(probs, indices) # Class-specific bounding box deltas deltas_specific = tf.gather_nd(deltas, indices) # Apply bounding box deltas # Shape: [boxes, (y1, x1, y2, x2)] in normalized coordinates refined_rois = apply_box_deltas_graph( rois, deltas_specific * config.BBOX_STD_DEV) # Clip boxes to image window refined_rois = clip_boxes_graph(refined_rois, window) # TODO: Filter out boxes with zero area # Filter out background boxes keep = tf.where(class_ids > 0)[:, 0] # Filter out low confidence boxes if config.DETECTION_MIN_CONFIDENCE: conf_keep = tf.where(class_scores >= config.DETECTION_MIN_CONFIDENCE)[:, 0] keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(conf_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Apply per-class NMS # 1. Prepare variables pre_nms_class_ids = tf.gather(class_ids, keep) pre_nms_scores = tf.gather(class_scores, keep) pre_nms_rois = tf.gather(refined_rois, keep) unique_pre_nms_class_ids = tf.unique(pre_nms_class_ids)[0] def nms_keep_map(class_id): """Apply Non-Maximum Suppression on ROIs of the given class.""" # Indices of ROIs of the given class ixs = tf.where(tf.equal(pre_nms_class_ids, class_id))[:, 0] # Apply NMS class_keep = tf.image.non_max_suppression( tf.gather(pre_nms_rois, ixs), tf.gather(pre_nms_scores, ixs), max_output_size=config.DETECTION_MAX_INSTANCES, iou_threshold=config.DETECTION_NMS_THRESHOLD) # Map indicies class_keep = tf.gather(keep, tf.gather(ixs, class_keep)) # Pad with -1 so returned tensors have the same shape gap = config.DETECTION_MAX_INSTANCES - tf.shape(class_keep)[0] class_keep = tf.pad(class_keep, [(0, gap)], mode='CONSTANT', constant_values=-1) # Set shape so map_fn() can infer result shape class_keep.set_shape([config.DETECTION_MAX_INSTANCES]) return class_keep # 2. Map over class IDs nms_keep = tf.map_fn(nms_keep_map, unique_pre_nms_class_ids, dtype=tf.int64) # 3. Merge results into one list, and remove -1 padding nms_keep = tf.reshape(nms_keep, [-1]) nms_keep = tf.gather(nms_keep, tf.where(nms_keep > -1)[:, 0]) # 4. Compute intersection between keep and nms_keep keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(nms_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Keep top detections roi_count = config.DETECTION_MAX_INSTANCES class_scores_keep = tf.gather(class_scores, keep) num_keep = tf.minimum(tf.shape(class_scores_keep)[0], roi_count) top_ids = tf.nn.top_k(class_scores_keep, k=num_keep, sorted=True)[1] keep = tf.gather(keep, top_ids) # Arrange output as [N, (y1, x1, y2, x2, class_id, score)] # Coordinates are normalized. detections = tf.concat([ tf.gather(refined_rois, keep), tf.to_float(tf.gather(class_ids, keep))[..., tf.newaxis], tf.gather(class_scores, keep)[..., tf.newaxis] ], axis=1) # Pad with zeros if detections < DETECTION_MAX_INSTANCES gap = config.DETECTION_MAX_INSTANCES - tf.shape(detections)[0] detections = tf.pad(detections, [(0, gap), (0, 0)], "CONSTANT") return detections class DetectionLayer(KE.Layer): """Takes classified proposal boxes and their bounding box deltas and returns the final detection boxes. Returns: [batch, num_detections, (y1, x1, y2, x2, class_id, class_score)] where coordinates are normalized. """ def __init__(self, config=None, **kwargs): super(DetectionLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): rois = inputs[0] mrcnn_class = inputs[1] mrcnn_bbox = inputs[2] image_meta = inputs[3] # Get windows of images in normalized coordinates. Windows are the area # in the image that excludes the padding. # Use the shape of the first image in the batch to normalize the window # because we know that all images get resized to the same size. m = parse_image_meta_graph(image_meta) image_shape = m['image_shape'][0] window = norm_boxes_graph(m['window'], image_shape[:2]) # Run detection refinement graph on each item in the batch detections_batch = utils.batch_slice( [rois, mrcnn_class, mrcnn_bbox, window], lambda x, y, w, z: refine_detections_graph(x, y, w, z, self.config), self.config.IMAGES_PER_GPU) # Reshape output # [batch, num_detections, (y1, x1, y2, x2, class_score)] in # normalized coordinates return tf.reshape( detections_batch, [self.config.BATCH_SIZE, self.config.DETECTION_MAX_INSTANCES, 6]) def compute_output_shape(self, input_shape): return (None, self.config.DETECTION_MAX_INSTANCES, 6) ############################################################ # Region Proposal Network (RPN) ############################################################ def rpn_graph(feature_map, anchors_per_location, anchor_stride): """Builds the computation graph of Region Proposal Network. feature_map: backbone features [batch, height, width, depth] anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). Returns: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, H, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ # TODO: check if stride of 2 causes alignment issues if the featuremap # is not even. # Shared convolutional base of the RPN shared = KL.Conv2D(512, (3, 3), padding='same', activation='relu', strides=anchor_stride, name='rpn_conv_shared')(feature_map) # Anchor Score. [batch, height, width, anchors per location * 2]. x = KL.Conv2D(2 * anchors_per_location, (1, 1), padding='valid', activation='linear', name='rpn_class_raw')(shared) # Reshape to [batch, anchors, 2] rpn_class_logits = KL.Lambda( lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 2]))(x) # Softmax on last dimension of BG/FG. rpn_probs = KL.Activation( "softmax", name="rpn_class_xxx")(rpn_class_logits) # Bounding box refinement. [batch, H, W, anchors per location, depth] # where depth is [x, y, log(w), log(h)] x = KL.Conv2D(anchors_per_location * 4, (1, 1), padding="valid", activation='linear', name='rpn_bbox_pred')(shared) # Reshape to [batch, anchors, 4] rpn_bbox = KL.Lambda(lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 4]))(x) return [rpn_class_logits, rpn_probs, rpn_bbox] def build_rpn_model(anchor_stride, anchors_per_location, depth): """Builds a Keras model of the Region Proposal Network. It wraps the RPN graph so it can be used multiple times with shared weights. anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). depth: Depth of the backbone feature map. Returns a Keras Model object. The model outputs, when called, are: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, W, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ input_feature_map = KL.Input(shape=[None, None, depth], name="input_rpn_feature_map") outputs = rpn_graph(input_feature_map, anchors_per_location, anchor_stride) return KM.Model([input_feature_map], outputs, name="rpn_model") ############################################################ # Feature Pyramid Network Heads ############################################################ def fpn_classifier_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the feature pyramid network classifier and regressor heads. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: logits: [N, NUM_CLASSES] classifier logits (before softmax) probs: [N, NUM_CLASSES] classifier probabilities bbox_deltas: [N, (dy, dx, log(dh), log(dw))] Deltas to apply to proposal boxes """ # ROI Pooling # Shape: [batch, num_boxes, pool_height, pool_width, channels] x = PyramidROIAlign([pool_size, pool_size], name="roi_align_classifier")([rois, image_meta] + feature_maps) # Two 1024 FC layers (implemented with Conv2D for consistency) x = KL.TimeDistributed(KL.Conv2D(1024, (pool_size, pool_size), padding="valid"), name="mrcnn_class_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(1024, (1, 1)), name="mrcnn_class_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) shared = KL.Lambda(lambda x: K.squeeze(K.squeeze(x, 3), 2), name="pool_squeeze")(x) # Classifier head mrcnn_class_logits = KL.TimeDistributed(KL.Dense(num_classes), name='mrcnn_class_logits')(shared) mrcnn_probs = KL.TimeDistributed(KL.Activation("softmax"), name="mrcnn_class")(mrcnn_class_logits) # BBox head # [batch, boxes, num_classes * (dy, dx, log(dh), log(dw))] x = KL.TimeDistributed(KL.Dense(num_classes * 4, activation='linear'), name='mrcnn_bbox_fc')(shared) # Reshape to [batch, boxes, num_classes, (dy, dx, log(dh), log(dw))] s = K.int_shape(x) mrcnn_bbox = KL.Reshape((s[1], num_classes, 4), name="mrcnn_bbox")(x) return mrcnn_class_logits, mrcnn_probs, mrcnn_bbox def build_fpn_mask_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the mask head of Feature Pyramid Network. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: Masks [batch, roi_count, height, width, num_classes] """ # ROI Pooling # Shape: [batch, boxes, pool_height, pool_width, channels] x = PyramidROIAlign([pool_size, pool_size], name="roi_align_mask")([rois, image_meta] + feature_maps) # Conv layers x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv3")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn3')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv4")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn4')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2DTranspose(256, (2, 2), strides=2, activation="relu"), name="mrcnn_mask_deconv")(x) x = KL.TimeDistributed(KL.Conv2D(num_classes, (1, 1), strides=1, activation="sigmoid"), name="mrcnn_mask")(x) return x ############################################################ # Loss Functions ############################################################ def smooth_l1_loss(y_true, y_pred): """Implements Smooth-L1 loss. y_true and y_pred are typicallly: [N, 4], but could be any shape. """ diff = K.abs(y_true - y_pred) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) return loss def rpn_class_loss_graph(rpn_match, rpn_class_logits): """RPN anchor classifier loss. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_class_logits: [batch, anchors, 2]. RPN classifier logits for FG/BG. """ # Squeeze last dim to simplify rpn_match = tf.squeeze(rpn_match, -1) # Get anchor classes. Convert the -1/+1 match to 0/1 values. anchor_class = K.cast(K.equal(rpn_match, 1), tf.int32) # Positive and Negative anchors contribute to the loss, # but neutral anchors (match value = 0) don't. indices = tf.where(K.not_equal(rpn_match, 0)) # Pick rows that contribute to the loss and filter out the rest. rpn_class_logits = tf.gather_nd(rpn_class_logits, indices) anchor_class = tf.gather_nd(anchor_class, indices) # Crossentropy loss loss = K.sparse_categorical_crossentropy(target=anchor_class, output=rpn_class_logits, from_logits=True) loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def rpn_bbox_loss_graph(config, target_bbox, rpn_match, rpn_bbox): """Return the RPN bounding box loss graph. config: the model config object. target_bbox: [batch, max positive anchors, (dy, dx, log(dh), log(dw))]. Uses 0 padding to fill in unsed bbox deltas. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] """ # Positive anchors contribute to the loss, but negative and # neutral anchors (match value of 0 or -1) don't. rpn_match = K.squeeze(rpn_match, -1) indices = tf.where(K.equal(rpn_match, 1)) # Pick bbox deltas that contribute to the loss rpn_bbox = tf.gather_nd(rpn_bbox, indices) # Trim target bounding box deltas to the same length as rpn_bbox. batch_counts = K.sum(K.cast(K.equal(rpn_match, 1), tf.int32), axis=1) target_bbox = batch_pack_graph(target_bbox, batch_counts, config.IMAGES_PER_GPU) # TODO: use smooth_l1_loss() rather than reimplementing here # to reduce code duplication diff = K.abs(target_bbox - rpn_bbox) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def mrcnn_class_loss_graph(target_class_ids, pred_class_logits, active_class_ids): """Loss for the classifier head of Mask RCNN. target_class_ids: [batch, num_rois]. Integer class IDs. Uses zero padding to fill in the array. pred_class_logits: [batch, num_rois, num_classes] active_class_ids: [batch, num_classes]. Has a value of 1 for classes that are in the dataset of the image, and 0 for classes that are not in the dataset. """ # During model building, Keras calls this function with # target_class_ids of type float32. Unclear why. Cast it # to int to get around it. target_class_ids = tf.cast(target_class_ids, 'int64') # Find predictions of classes that are not in the dataset. pred_class_ids = tf.argmax(pred_class_logits, axis=2) # TODO: Update this line to work with batch > 1. Right now it assumes all # images in a batch have the same active_class_ids pred_active = tf.gather(active_class_ids[0], pred_class_ids) # Loss loss = tf.nn.sparse_softmax_cross_entropy_with_logits( labels=target_class_ids, logits=pred_class_logits) # Erase losses of predictions of classes that are not in the active # classes of the image. loss = loss * pred_active # Computer loss mean. Use only predictions that contribute # to the loss to get a correct mean. loss = tf.reduce_sum(loss) / tf.reduce_sum(pred_active) return loss def mrcnn_bbox_loss_graph(target_bbox, target_class_ids, pred_bbox): """Loss for Mask R-CNN bounding box refinement. target_bbox: [batch, num_rois, (dy, dx, log(dh), log(dw))] target_class_ids: [batch, num_rois]. Integer class IDs. pred_bbox: [batch, num_rois, num_classes, (dy, dx, log(dh), log(dw))] """ # Reshape to merge batch and roi dimensions for simplicity. target_class_ids = K.reshape(target_class_ids, (-1,)) target_bbox = K.reshape(target_bbox, (-1, 4)) pred_bbox = K.reshape(pred_bbox, (-1, K.int_shape(pred_bbox)[2], 4)) # Only positive ROIs contribute to the loss. And only # the right class_id of each ROI. Get their indicies. positive_roi_ix = tf.where(target_class_ids > 0)[:, 0] positive_roi_class_ids = tf.cast( tf.gather(target_class_ids, positive_roi_ix), tf.int64) indices = tf.stack([positive_roi_ix, positive_roi_class_ids], axis=1) # Gather the deltas (predicted and true) that contribute to loss target_bbox = tf.gather(target_bbox, positive_roi_ix) pred_bbox = tf.gather_nd(pred_bbox, indices) # Smooth-L1 Loss loss = K.switch(tf.size(target_bbox) > 0, smooth_l1_loss(y_true=target_bbox, y_pred=pred_bbox), tf.constant(0.0)) loss = K.mean(loss) return loss def mrcnn_mask_loss_graph(target_masks, target_class_ids, pred_masks): """Mask binary cross-entropy loss for the masks head. target_masks: [batch, num_rois, height, width]. A float32 tensor of values 0 or 1. Uses zero padding to fill array. target_class_ids: [batch, num_rois]. Integer class IDs. Zero padded. pred_masks: [batch, proposals, height, width, num_classes] float32 tensor with values from 0 to 1. """ # Reshape for simplicity. Merge first two dimensions into one. target_class_ids = K.reshape(target_class_ids, (-1,)) mask_shape = tf.shape(target_masks) target_masks = K.reshape(target_masks, (-1, mask_shape[2], mask_shape[3])) pred_shape = tf.shape(pred_masks) pred_masks = K.reshape(pred_masks, (-1, pred_shape[2], pred_shape[3], pred_shape[4])) # Permute predicted masks to [N, num_classes, height, width] pred_masks = tf.transpose(pred_masks, [0, 3, 1, 2]) # Only positive ROIs contribute to the loss. And only # the class specific mask of each ROI. positive_ix = tf.where(target_class_ids > 0)[:, 0] positive_class_ids = tf.cast( tf.gather(target_class_ids, positive_ix), tf.int64) indices = tf.stack([positive_ix, positive_class_ids], axis=1) # Gather the masks (predicted and true) that contribute to loss y_true = tf.gather(target_masks, positive_ix) y_pred = tf.gather_nd(pred_masks, indices) # Compute binary cross entropy. If no positive ROIs, then return 0. # shape: [batch, roi, num_classes] loss = K.switch(tf.size(y_true) > 0, K.binary_crossentropy(target=y_true, output=y_pred), tf.constant(0.0)) loss = K.mean(loss) return loss ############################################################ # Data Generator ############################################################ def load_image_gt(dataset, config, image_id, augment=False, augmentation=None, use_mini_mask=False): """Load and return ground truth data for an image (image, mask, bounding boxes). augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. use_mini_mask: If False, returns full-size masks that are the same height and width as the original image. These can be big, for example 1024x1024x100 (for 100 instances). Mini masks are smaller, typically, 224x224 and are generated by extracting the bounding box of the object and resizing it to MINI_MASK_SHAPE. Returns: image: [height, width, 3] shape: the original shape of the image before resizing and cropping. class_ids: [instance_count] Integer class IDs bbox: [instance_count, (y1, x1, y2, x2)] mask: [height, width, instance_count]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. """ # Load image and mask image = dataset.load_image(image_id) mask, class_ids = dataset.load_mask(image_id) original_shape = image.shape image, window, scale, padding, crop = utils.resize_image( image, min_dim=config.IMAGE_MIN_DIM, min_scale=config.IMAGE_MIN_SCALE, max_dim=config.IMAGE_MAX_DIM, mode=config.IMAGE_RESIZE_MODE) mask = utils.resize_mask(mask, scale, padding, crop) # Random horizontal flips. # TODO: will be removed in a future update in favor of augmentation if augment: logging.warning("'augment' is depricated. Use 'augmentation' instead.") if random.randint(0, 1): image = np.fliplr(image) mask = np.fliplr(mask) # Augmentation # This requires the imgaug lib (https://github.com/aleju/imgaug) if augmentation: import imgaug # Augmentors that are safe to apply to masks # Some, such as Affine, have settings that make them unsafe, so always # test your augmentation on masks MASK_AUGMENTERS = ["Sequential", "SomeOf", "OneOf", "Sometimes", "Fliplr", "Flipud", "CropAndPad", "Affine", "PiecewiseAffine"] def hook(images, augmenter, parents, default): """Determines which augmenters to apply to masks.""" return (augmenter.__class__.__name__ in MASK_AUGMENTERS) # Store shapes before augmentation to compare image_shape = image.shape mask_shape = mask.shape # Make augmenters deterministic to apply similarly to images and masks det = augmentation.to_deterministic() image = det.augment_image(image) # Change mask to np.uint8 because imgaug doesn't support np.bool mask = det.augment_image(mask.astype(np.uint8), hooks=imgaug.HooksImages(activator=hook)) # Verify that shapes didn't change assert image.shape == image_shape, "Augmentation shouldn't change image size" assert mask.shape == mask_shape, "Augmentation shouldn't change mask size" # Change mask back to bool mask = mask.astype(np.bool) # Note that some boxes might be all zeros if the corresponding mask got cropped out. # and here is to filter them out _idx = np.sum(mask, axis=(0, 1)) > 0 mask = mask[:, :, _idx] class_ids = class_ids[_idx] # Bounding boxes. Note that some boxes might be all zeros # if the corresponding mask got cropped out. # bbox: [num_instances, (y1, x1, y2, x2)] bbox = utils.extract_bboxes(mask) # Active classes # Different datasets have different classes, so track the # classes supported in the dataset of this image. active_class_ids = np.zeros([dataset.num_classes], dtype=np.int32) source_class_ids = dataset.source_class_ids[dataset.image_info[image_id]["source"]] active_class_ids[source_class_ids] = 1 # Resize masks to smaller size to reduce memory usage if use_mini_mask: mask = utils.minimize_mask(bbox, mask, config.MINI_MASK_SHAPE) # Image meta data image_meta = compose_image_meta(image_id, original_shape, image.shape, window, scale, active_class_ids) return image, image_meta, class_ids, bbox, mask def build_detection_targets(rpn_rois, gt_class_ids, gt_boxes, gt_masks, config): """Generate targets for training Stage 2 classifier and mask heads. This is not used in normal training. It's useful for debugging or to train the Mask RCNN heads without using the RPN head. Inputs: rpn_rois: [N, (y1, x1, y2, x2)] proposal boxes. gt_class_ids: [instance count] Integer class IDs gt_boxes: [instance count, (y1, x1, y2, x2)] gt_masks: [height, width, instance count] Grund truth masks. Can be full size or mini-masks. Returns: rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. bboxes: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (y, x, log(h), log(w))]. Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width, NUM_CLASSES). Class specific masks cropped to bbox boundaries and resized to neural network output size. """ assert rpn_rois.shape[0] > 0 assert gt_class_ids.dtype == np.int32, "Expected int but got {}".format( gt_class_ids.dtype) assert gt_boxes.dtype == np.int32, "Expected int but got {}".format( gt_boxes.dtype) assert gt_masks.dtype == np.bool_, "Expected bool but got {}".format( gt_masks.dtype) # It's common to add GT Boxes to ROIs but we don't do that here because # according to XinLei Chen's paper, it doesn't help. # Trim empty padding in gt_boxes and gt_masks parts instance_ids = np.where(gt_class_ids > 0)[0] assert instance_ids.shape[0] > 0, "Image must contain instances." gt_class_ids = gt_class_ids[instance_ids] gt_boxes = gt_boxes[instance_ids] gt_masks = gt_masks[:, :, instance_ids] # Compute areas of ROIs and ground truth boxes. rpn_roi_area = (rpn_rois[:, 2] - rpn_rois[:, 0]) * \ (rpn_rois[:, 3] - rpn_rois[:, 1]) gt_box_area = (gt_boxes[:, 2] - gt_boxes[:, 0]) * \ (gt_boxes[:, 3] - gt_boxes[:, 1]) # Compute overlaps [rpn_rois, gt_boxes] overlaps = np.zeros((rpn_rois.shape[0], gt_boxes.shape[0])) for i in range(overlaps.shape[1]): gt = gt_boxes[i] overlaps[:, i] = utils.compute_iou( gt, rpn_rois, gt_box_area[i], rpn_roi_area) # Assign ROIs to GT boxes rpn_roi_iou_argmax = np.argmax(overlaps, axis=1) rpn_roi_iou_max = overlaps[np.arange( overlaps.shape[0]), rpn_roi_iou_argmax] # GT box assigned to each ROI rpn_roi_gt_boxes = gt_boxes[rpn_roi_iou_argmax] rpn_roi_gt_class_ids = gt_class_ids[rpn_roi_iou_argmax] # Positive ROIs are those with >= 0.5 IoU with a GT box. fg_ids = np.where(rpn_roi_iou_max > 0.5)[0] # Negative ROIs are those with max IoU 0.1-0.5 (hard example mining) # TODO: To hard example mine or not to hard example mine, that's the question # bg_ids = np.where((rpn_roi_iou_max >= 0.1) & (rpn_roi_iou_max < 0.5))[0] bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] # Subsample ROIs. Aim for 33% foreground. # FG fg_roi_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) if fg_ids.shape[0] > fg_roi_count: keep_fg_ids = np.random.choice(fg_ids, fg_roi_count, replace=False) else: keep_fg_ids = fg_ids # BG remaining = config.TRAIN_ROIS_PER_IMAGE - keep_fg_ids.shape[0] if bg_ids.shape[0] > remaining: keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) else: keep_bg_ids = bg_ids # Combine indicies of ROIs to keep keep = np.concatenate([keep_fg_ids, keep_bg_ids]) # Need more? remaining = config.TRAIN_ROIS_PER_IMAGE - keep.shape[0] if remaining > 0: # Looks like we don't have enough samples to maintain the desired # balance. Reduce requirements and fill in the rest. This is # likely different from the Mask RCNN paper. # There is a small chance we have neither fg nor bg samples. if keep.shape[0] == 0: # Pick bg regions with easier IoU threshold bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] assert bg_ids.shape[0] >= remaining keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) assert keep_bg_ids.shape[0] == remaining keep = np.concatenate([keep, keep_bg_ids]) else: # Fill the rest with repeated bg rois. keep_extra_ids = np.random.choice( keep_bg_ids, remaining, replace=True) keep = np.concatenate([keep, keep_extra_ids]) assert keep.shape[0] == config.TRAIN_ROIS_PER_IMAGE, \ "keep doesn't match ROI batch size {}, {}".format( keep.shape[0], config.TRAIN_ROIS_PER_IMAGE) # Reset the gt boxes assigned to BG ROIs. rpn_roi_gt_boxes[keep_bg_ids, :] = 0 rpn_roi_gt_class_ids[keep_bg_ids] = 0 # For each kept ROI, assign a class_id, and for FG ROIs also add bbox refinement. rois = rpn_rois[keep] roi_gt_boxes = rpn_roi_gt_boxes[keep] roi_gt_class_ids = rpn_roi_gt_class_ids[keep] roi_gt_assignment = rpn_roi_iou_argmax[keep] # Class-aware bbox deltas. [y, x, log(h), log(w)] bboxes = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.NUM_CLASSES, 4), dtype=np.float32) pos_ids = np.where(roi_gt_class_ids > 0)[0] bboxes[pos_ids, roi_gt_class_ids[pos_ids]] = utils.box_refinement( rois[pos_ids], roi_gt_boxes[pos_ids, :4]) # Normalize bbox refinements bboxes /= config.BBOX_STD_DEV # Generate class-specific target masks masks = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.MASK_SHAPE[0], config.MASK_SHAPE[1], config.NUM_CLASSES), dtype=np.float32) for i in pos_ids: class_id = roi_gt_class_ids[i] assert class_id > 0, "class id must be greater than 0" gt_id = roi_gt_assignment[i] class_mask = gt_masks[:, :, gt_id] if config.USE_MINI_MASK: # Create a mask placeholder, the size of the image placeholder = np.zeros(config.IMAGE_SHAPE[:2], dtype=bool) # GT box gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[gt_id] gt_w = gt_x2 - gt_x1 gt_h = gt_y2 - gt_y1 # Resize mini mask to size of GT box placeholder[gt_y1:gt_y2, gt_x1:gt_x2] = \ np.round(skimage.transform.resize( class_mask, (gt_h, gt_w), order=1, mode="constant")).astype(bool) # Place the mini batch in the placeholder class_mask = placeholder # Pick part of the mask and resize it y1, x1, y2, x2 = rois[i].astype(np.int32) m = class_mask[y1:y2, x1:x2] mask = skimage.transform.resize(m, config.MASK_SHAPE, order=1, mode="constant") masks[i, :, :, class_id] = mask return rois, roi_gt_class_ids, bboxes, masks def build_rpn_targets(image_shape, anchors, gt_class_ids, gt_boxes, config): """Given the anchors and GT boxes, compute overlaps and identify positive anchors and deltas to refine them to match their corresponding GT boxes. anchors: [num_anchors, (y1, x1, y2, x2)] gt_class_ids: [num_gt_boxes] Integer class IDs. gt_boxes: [num_gt_boxes, (y1, x1, y2, x2)] Returns: rpn_match: [N] (int32) matches between anchors and GT boxes. 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_bbox: [N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. """ # RPN Match: 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_match = np.zeros([anchors.shape[0]], dtype=np.int32) # RPN bounding boxes: [max anchors per image, (dy, dx, log(dh), log(dw))] rpn_bbox = np.zeros((config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4)) # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = np.where(gt_class_ids < 0)[0] if crowd_ix.shape[0] > 0: # Filter out crowds from ground truth class IDs and boxes non_crowd_ix = np.where(gt_class_ids > 0)[0] crowd_boxes = gt_boxes[crowd_ix] gt_class_ids = gt_class_ids[non_crowd_ix] gt_boxes = gt_boxes[non_crowd_ix] # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = utils.compute_overlaps(anchors, crowd_boxes) crowd_iou_max = np.amax(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) else: # All anchors don't intersect a crowd no_crowd_bool = np.ones([anchors.shape[0]], dtype=bool) # Compute overlaps [num_anchors, num_gt_boxes] overlaps = utils.compute_overlaps(anchors, gt_boxes) # Match anchors to GT Boxes # If an anchor overlaps a GT box with IoU >= 0.7 then it's positive. # If an anchor overlaps a GT box with IoU < 0.3 then it's negative. # Neutral anchors are those that don't match the conditions above, # and they don't influence the loss function. # However, don't keep any GT box unmatched (rare, but happens). Instead, # match it to the closest anchor (even if its max IoU is < 0.3). # # 1. Set negative anchors first. They get overwritten below if a GT box is # matched to them. Skip boxes in crowd areas. anchor_iou_argmax = np.argmax(overlaps, axis=1) anchor_iou_max = overlaps[np.arange(overlaps.shape[0]), anchor_iou_argmax] rpn_match[(anchor_iou_max < 0.3) & (no_crowd_bool)] = -1 # 2. Set an anchor for each GT box (regardless of IoU value). # TODO: If multiple anchors have the same IoU match all of them gt_iou_argmax = np.argmax(overlaps, axis=0) rpn_match[gt_iou_argmax] = 1 # 3. Set anchors with high overlap as positive. rpn_match[anchor_iou_max >= 0.7] = 1 # Subsample to balance positive and negative anchors # Don't let positives be more than half the anchors ids = np.where(rpn_match == 1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE // 2) if extra > 0: # Reset the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # Same for negative proposals ids = np.where(rpn_match == -1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE - np.sum(rpn_match == 1)) if extra > 0: # Rest the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # For positive anchors, compute shift and scale needed to transform them # to match the corresponding GT boxes. ids = np.where(rpn_match == 1)[0] ix = 0 # index into rpn_bbox # TODO: use box_refinement() rather than duplicating the code here for i, a in zip(ids, anchors[ids]): # Closest gt box (it might have IoU < 0.7) gt = gt_boxes[anchor_iou_argmax[i]] # Convert coordinates to center plus width/height. # GT Box gt_h = gt[2] - gt[0] gt_w = gt[3] - gt[1] gt_center_y = gt[0] + 0.5 * gt_h gt_center_x = gt[1] + 0.5 * gt_w # Anchor a_h = a[2] - a[0] a_w = a[3] - a[1] a_center_y = a[0] + 0.5 * a_h a_center_x = a[1] + 0.5 * a_w # Compute the bbox refinement that the RPN should predict. rpn_bbox[ix] = [ (gt_center_y - a_center_y) / a_h, (gt_center_x - a_center_x) / a_w, np.log(gt_h / a_h), np.log(gt_w / a_w), ] # Normalize rpn_bbox[ix] /= config.RPN_BBOX_STD_DEV ix += 1 return rpn_match, rpn_bbox def generate_random_rois(image_shape, count, gt_class_ids, gt_boxes): """Generates ROI proposals similar to what a region proposal network would generate. image_shape: [Height, Width, Depth] count: Number of ROIs to generate gt_class_ids: [N] Integer ground truth class IDs gt_boxes: [N, (y1, x1, y2, x2)] Ground truth boxes in pixels. Returns: [count, (y1, x1, y2, x2)] ROI boxes in pixels. """ # placeholder rois = np.zeros((count, 4), dtype=np.int32) # Generate random ROIs around GT boxes (90% of count) rois_per_box = int(0.9 * count / gt_boxes.shape[0]) for i in range(gt_boxes.shape[0]): gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[i] h = gt_y2 - gt_y1 w = gt_x2 - gt_x1 # random boundaries r_y1 = max(gt_y1 - h, 0) r_y2 = min(gt_y2 + h, image_shape[0]) r_x1 = max(gt_x1 - w, 0) r_x2 = min(gt_x2 + w, image_shape[1]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(r_y1, r_y2, (rois_per_box * 2, 2)) x1x2 = np.random.randint(r_x1, r_x2, (rois_per_box * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:rois_per_box] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:rois_per_box] if y1y2.shape[0] == rois_per_box and x1x2.shape[0] == rois_per_box: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) box_rois = np.hstack([y1, x1, y2, x2]) rois[rois_per_box * i:rois_per_box * (i + 1)] = box_rois # Generate random ROIs anywhere in the image (10% of count) remaining_count = count - (rois_per_box * gt_boxes.shape[0]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(0, image_shape[0], (remaining_count * 2, 2)) x1x2 = np.random.randint(0, image_shape[1], (remaining_count * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:remaining_count] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:remaining_count] if y1y2.shape[0] == remaining_count and x1x2.shape[0] == remaining_count: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) global_rois = np.hstack([y1, x1, y2, x2]) rois[-remaining_count:] = global_rois return rois def data_generator(dataset, config, shuffle=True, augment=False, augmentation=None, random_rois=0, batch_size=1, detection_targets=False): """A generator that returns images and corresponding target class ids, bounding box deltas, and masks. dataset: The Dataset object to pick data from config: The model config object shuffle: If True, shuffles the samples before every epoch augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. random_rois: If > 0 then generate proposals to be used to train the network classifier and mask heads. Useful if training the Mask RCNN part without the RPN. batch_size: How many images to return in each call detection_targets: If True, generate detection targets (class IDs, bbox deltas, and masks). Typically for debugging or visualizations because in trainig detection targets are generated by DetectionTargetLayer. Returns a Python generator. Upon calling next() on it, the generator returns two lists, inputs and outputs. The containtes of the lists differs depending on the received arguments: inputs list: - images: [batch, H, W, C] - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - rpn_match: [batch, N] Integer (1=positive anchor, -1=negative, 0=neutral) - rpn_bbox: [batch, N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. - gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs - gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] - gt_masks: [batch, height, width, MAX_GT_INSTANCES]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. outputs list: Usually empty in regular training. But if detection_targets is True then the outputs list contains target class_ids, bbox deltas, and masks. """ b = 0 # batch item index image_index = -1 image_ids = np.copy(dataset.image_ids) error_count = 0 # Anchors # [anchor_count, (y1, x1, y2, x2)] backbone_shapes = compute_backbone_shapes(config, config.IMAGE_SHAPE) anchors = utils.generate_pyramid_anchors(config.RPN_ANCHOR_SCALES, config.RPN_ANCHOR_RATIOS, backbone_shapes, config.BACKBONE_STRIDES, config.RPN_ANCHOR_STRIDE) # Keras requires a generator to run indefinately. while True: try: # Increment index to pick next image. Shuffle if at the start of an epoch. image_index = (image_index + 1) % len(image_ids) if shuffle and image_index == 0: np.random.shuffle(image_ids) # Get GT bounding boxes and masks for image. image_id = image_ids[image_index] image, image_meta, gt_class_ids, gt_boxes, gt_masks = \ load_image_gt(dataset, config, image_id, augment=augment, augmentation=augmentation, use_mini_mask=config.USE_MINI_MASK) # Skip images that have no instances. This can happen in cases # where we train on a subset of classes and the image doesn't # have any of the classes we care about. if not np.any(gt_class_ids > 0): continue # RPN Targets rpn_match, rpn_bbox = build_rpn_targets(image.shape, anchors, gt_class_ids, gt_boxes, config) # Mask R-CNN Targets if random_rois: rpn_rois = generate_random_rois( image.shape, random_rois, gt_class_ids, gt_boxes) if detection_targets: rois, mrcnn_class_ids, mrcnn_bbox, mrcnn_mask =\ build_detection_targets( rpn_rois, gt_class_ids, gt_boxes, gt_masks, config) # Init batch arrays if b == 0: batch_image_meta = np.zeros( (batch_size,) + image_meta.shape, dtype=image_meta.dtype) batch_rpn_match = np.zeros( [batch_size, anchors.shape[0], 1], dtype=rpn_match.dtype) batch_rpn_bbox = np.zeros( [batch_size, config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4], dtype=rpn_bbox.dtype) batch_images = np.zeros( (batch_size,) + image.shape, dtype=np.float32) batch_gt_class_ids = np.zeros( (batch_size, config.MAX_GT_INSTANCES), dtype=np.int32) batch_gt_boxes = np.zeros( (batch_size, config.MAX_GT_INSTANCES, 4), dtype=np.int32) batch_gt_masks = np.zeros( (batch_size, gt_masks.shape[0], gt_masks.shape[1], config.MAX_GT_INSTANCES), dtype=gt_masks.dtype) if random_rois: batch_rpn_rois = np.zeros( (batch_size, rpn_rois.shape[0], 4), dtype=rpn_rois.dtype) if detection_targets: batch_rois = np.zeros( (batch_size,) + rois.shape, dtype=rois.dtype) batch_mrcnn_class_ids = np.zeros( (batch_size,) + mrcnn_class_ids.shape, dtype=mrcnn_class_ids.dtype) batch_mrcnn_bbox = np.zeros( (batch_size,) + mrcnn_bbox.shape, dtype=mrcnn_bbox.dtype) batch_mrcnn_mask = np.zeros( (batch_size,) + mrcnn_mask.shape, dtype=mrcnn_mask.dtype) # If more instances than fits in the array, sub-sample from them. if gt_boxes.shape[0] > config.MAX_GT_INSTANCES: ids = np.random.choice( np.arange(gt_boxes.shape[0]), config.MAX_GT_INSTANCES, replace=False) gt_class_ids = gt_class_ids[ids] gt_boxes = gt_boxes[ids] gt_masks = gt_masks[:, :, ids] # Add to batch batch_image_meta[b] = image_meta batch_rpn_match[b] = rpn_match[:, np.newaxis] batch_rpn_bbox[b] = rpn_bbox batch_images[b] = mold_image(image.astype(np.float32), config) batch_gt_class_ids[b, :gt_class_ids.shape[0]] = gt_class_ids batch_gt_boxes[b, :gt_boxes.shape[0]] = gt_boxes batch_gt_masks[b, :, :, :gt_masks.shape[-1]] = gt_masks if random_rois: batch_rpn_rois[b] = rpn_rois if detection_targets: batch_rois[b] = rois batch_mrcnn_class_ids[b] = mrcnn_class_ids batch_mrcnn_bbox[b] = mrcnn_bbox batch_mrcnn_mask[b] = mrcnn_mask b += 1 # Batch full? if b >= batch_size: inputs = [batch_images, batch_image_meta, batch_rpn_match, batch_rpn_bbox, batch_gt_class_ids, batch_gt_boxes, batch_gt_masks] outputs = [] if random_rois: inputs.extend([batch_rpn_rois]) if detection_targets: inputs.extend([batch_rois]) # Keras requires that output and targets have the same number of dimensions batch_mrcnn_class_ids = np.expand_dims( batch_mrcnn_class_ids, -1) outputs.extend( [batch_mrcnn_class_ids, batch_mrcnn_bbox, batch_mrcnn_mask]) yield inputs, outputs # start a new batch b = 0 except (GeneratorExit, KeyboardInterrupt): raise except: # Log it and skip the image logging.exception("Error processing image {}".format( dataset.image_info[image_id])) error_count += 1 if error_count > 5: raise ############################################################ # MaskRCNN Class ############################################################ class MaskRCNN(): """Encapsulates the Mask RCNN model functionality. The actual Keras model is in the keras_model property. """ def __init__(self, mode, config, model_dir): """ mode: Either "training" or "inference" config: A Sub-class of the Config class model_dir: Directory to save training logs and trained weights """ assert mode in ['training', 'inference'] self.mode = mode self.config = config self.model_dir = model_dir self.set_log_dir() self.keras_model = self.build(mode=mode, config=config) def build(self, mode, config): """Build Mask R-CNN architecture. input_shape: The shape of the input image. mode: Either "training" or "inference". The inputs and outputs of the model differ accordingly. """ assert mode in ['training', 'inference'] # Image size must be dividable by 2 multiple times h, w = config.IMAGE_SHAPE[:2] if h / 2**6 != int(h / 2**6) or w / 2**6 != int(w / 2**6): raise Exception("Image size must be dividable by 2 at least 6 times " "to avoid fractions when downscaling and upscaling." "For example, use 256, 320, 384, 448, 512, ... etc. ") # Inputs input_image = KL.Input( shape=[None, None, 3], name="input_image") input_image_meta = KL.Input(shape=[config.IMAGE_META_SIZE], name="input_image_meta") if mode == "training": # RPN GT input_rpn_match = KL.Input( shape=[None, 1], name="input_rpn_match", dtype=tf.int32) input_rpn_bbox = KL.Input( shape=[None, 4], name="input_rpn_bbox", dtype=tf.float32) # Detection GT (class IDs, bounding boxes, and masks) # 1. GT Class IDs (zero padded) input_gt_class_ids = KL.Input( shape=[None], name="input_gt_class_ids", dtype=tf.int32) # 2. GT Boxes in pixels (zero padded) # [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in image coordinates input_gt_boxes = KL.Input( shape=[None, 4], name="input_gt_boxes", dtype=tf.float32) # Normalize coordinates gt_boxes = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_gt_boxes) # 3. GT Masks (zero padded) # [batch, height, width, MAX_GT_INSTANCES] if config.USE_MINI_MASK: input_gt_masks = KL.Input( shape=[config.MINI_MASK_SHAPE[0], config.MINI_MASK_SHAPE[1], None], name="input_gt_masks", dtype=bool) else: input_gt_masks = KL.Input( shape=[config.IMAGE_SHAPE[0], config.IMAGE_SHAPE[1], None], name="input_gt_masks", dtype=bool) elif mode == "inference": # Anchors in normalized coordinates input_anchors = KL.Input(shape=[None, 4], name="input_anchors") # Build the shared convolutional layers. # Bottom-up Layers # Returns a list of the last layers of each stage, 5 in total. # Don't create the thead (stage 5), so we pick the 4th item in the list. _, C2, C3, C4, C5 = resnet_graph(input_image, config.BACKBONE, stage5=True, train_bn=config.TRAIN_BN) # Top-down Layers # TODO: add assert to varify feature map sizes match what's in config P5 = KL.Conv2D(256, (1, 1), name='fpn_c5p5')(C5) P4 = KL.Add(name="fpn_p4add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p5upsampled")(P5), KL.Conv2D(256, (1, 1), name='fpn_c4p4')(C4)]) P3 = KL.Add(name="fpn_p3add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p4upsampled")(P4), KL.Conv2D(256, (1, 1), name='fpn_c3p3')(C3)]) P2 = KL.Add(name="fpn_p2add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p3upsampled")(P3), KL.Conv2D(256, (1, 1), name='fpn_c2p2')(C2)]) # Attach 3x3 conv to all P layers to get the final feature maps. P2 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p2")(P2) P3 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p3")(P3) P4 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p4")(P4) P5 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p5")(P5) # P6 is used for the 5th anchor scale in RPN. Generated by # subsampling from P5 with stride of 2. P6 = KL.MaxPooling2D(pool_size=(1, 1), strides=2, name="fpn_p6")(P5) # Note that P6 is used in RPN, but not in the classifier heads. rpn_feature_maps = [P2, P3, P4, P5, P6] mrcnn_feature_maps = [P2, P3, P4, P5] # Anchors if mode == "training": anchors = self.get_anchors(config.IMAGE_SHAPE) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (config.BATCH_SIZE,) + anchors.shape) # A hack to get around Keras's bad support for constants anchors = KL.Lambda(lambda x: tf.Variable(anchors), name="anchors")(input_image) else: anchors = input_anchors # RPN Model rpn = build_rpn_model(config.RPN_ANCHOR_STRIDE, len(config.RPN_ANCHOR_RATIOS), 256) # Loop through pyramid layers layer_outputs = [] # list of lists for p in rpn_feature_maps: layer_outputs.append(rpn([p])) # Concatenate layer outputs # Convert from list of lists of level outputs to list of lists # of outputs across levels. # e.g. [[a1, b1, c1], [a2, b2, c2]] => [[a1, a2], [b1, b2], [c1, c2]] output_names = ["rpn_class_logits", "rpn_class", "rpn_bbox"] outputs = list(zip(*layer_outputs)) outputs = [KL.Concatenate(axis=1, name=n)(list(o)) for o, n in zip(outputs, output_names)] rpn_class_logits, rpn_class, rpn_bbox = outputs # Generate proposals # Proposals are [batch, N, (y1, x1, y2, x2)] in normalized coordinates # and zero padded. proposal_count = config.POST_NMS_ROIS_TRAINING if mode == "training"\ else config.POST_NMS_ROIS_INFERENCE rpn_rois = ProposalLayer( proposal_count=proposal_count, nms_threshold=config.RPN_NMS_THRESHOLD, name="ROI", config=config)([rpn_class, rpn_bbox, anchors]) if mode == "training": # Class ID mask to mark class IDs supported by the dataset the image # came from. active_class_ids = KL.Lambda( lambda x: parse_image_meta_graph(x)["active_class_ids"] )(input_image_meta) if not config.USE_RPN_ROIS: # Ignore predicted ROIs and use ROIs provided as an input. input_rois = KL.Input(shape=[config.POST_NMS_ROIS_TRAINING, 4], name="input_roi", dtype=np.int32) # Normalize coordinates target_rois = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_rois) else: target_rois = rpn_rois # Generate detection targets # Subsamples proposals and generates target outputs for training # Note that proposal class IDs, gt_boxes, and gt_masks are zero # padded. Equally, returned rois and targets are zero padded. rois, target_class_ids, target_bbox, target_mask =\ DetectionTargetLayer(config, name="proposal_targets")([ target_rois, input_gt_class_ids, gt_boxes, input_gt_masks]) # Network Heads # TODO: verify that this handles zero padded ROIs mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) mrcnn_mask = build_fpn_mask_graph(rois, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # TODO: clean up (use tf.identify if necessary) output_rois = KL.Lambda(lambda x: x * 1, name="output_rois")(rois) # Losses rpn_class_loss = KL.Lambda(lambda x: rpn_class_loss_graph(*x), name="rpn_class_loss")( [input_rpn_match, rpn_class_logits]) rpn_bbox_loss = KL.Lambda(lambda x: rpn_bbox_loss_graph(config, *x), name="rpn_bbox_loss")( [input_rpn_bbox, input_rpn_match, rpn_bbox]) class_loss = KL.Lambda(lambda x: mrcnn_class_loss_graph(*x), name="mrcnn_class_loss")( [target_class_ids, mrcnn_class_logits, active_class_ids]) bbox_loss = KL.Lambda(lambda x: mrcnn_bbox_loss_graph(*x), name="mrcnn_bbox_loss")( [target_bbox, target_class_ids, mrcnn_bbox]) mask_loss = KL.Lambda(lambda x: mrcnn_mask_loss_graph(*x), name="mrcnn_mask_loss")( [target_mask, target_class_ids, mrcnn_mask]) # Model inputs = [input_image, input_image_meta, input_rpn_match, input_rpn_bbox, input_gt_class_ids, input_gt_boxes, input_gt_masks] if not config.USE_RPN_ROIS: inputs.append(input_rois) outputs = [rpn_class_logits, rpn_class, rpn_bbox, mrcnn_class_logits, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, output_rois, rpn_class_loss, rpn_bbox_loss, class_loss, bbox_loss, mask_loss] model = KM.Model(inputs, outputs, name='mask_rcnn') else: # Network Heads # Proposal classifier and BBox regressor heads mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rpn_rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # Detections # output is [batch, num_detections, (y1, x1, y2, x2, class_id, score)] in # normalized coordinates detections = DetectionLayer(config, name="mrcnn_detection")( [rpn_rois, mrcnn_class, mrcnn_bbox, input_image_meta]) # Create masks for detections detection_boxes = KL.Lambda(lambda x: x[..., :4])(detections) mrcnn_mask = build_fpn_mask_graph(detection_boxes, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) model = KM.Model([input_image, input_image_meta, input_anchors], [detections, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, rpn_class, rpn_bbox], name='mask_rcnn') # Add multi-GPU support. if config.GPU_COUNT > 1: from mrcnn.parallel_model import ParallelModel model = ParallelModel(model, config.GPU_COUNT) return model def find_last(self): """Finds the last checkpoint file of the last trained model in the model directory. Returns: log_dir: The directory where events and weights are saved checkpoint_path: the path to the last checkpoint file """ # Get directory names. Each directory corresponds to a model dir_names = next(os.walk(self.model_dir))[1] key = self.config.NAME.lower() dir_names = filter(lambda f: f.startswith(key), dir_names) dir_names = sorted(dir_names) if not dir_names: return None, None # Pick last directory dir_name = os.path.join(self.model_dir, dir_names[-1]) # Find the last checkpoint checkpoints = next(os.walk(dir_name))[2] checkpoints = filter(lambda f: f.startswith("mask_rcnn"), checkpoints) checkpoints = sorted(checkpoints) if not checkpoints: return dir_name, None checkpoint = os.path.join(dir_name, checkpoints[-1]) return dir_name, checkpoint def load_weights(self, filepath, by_name=False, exclude=None): """Modified version of the correspoding Keras function with the addition of multi-GPU support and the ability to exclude some layers from loading. exlude: list of layer names to excluce """ import h5py from keras.engine import topology if exclude: by_name = True if h5py is None: raise ImportError('`load_weights` requires h5py.') f = h5py.File(filepath, mode='r') if 'layer_names' not in f.attrs and 'model_weights' in f: f = f['model_weights'] # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. keras_model = self.keras_model layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers # Exclude some layers if exclude: layers = filter(lambda l: l.name not in exclude, layers) if by_name: topology.load_weights_from_hdf5_group_by_name(f, layers) else: topology.load_weights_from_hdf5_group(f, layers) if hasattr(f, 'close'): f.close() # Update the log directory self.set_log_dir(filepath) def get_imagenet_weights(self): """Downloads ImageNet trained weights from Keras. Returns path to weights file. """ from keras.utils.data_utils import get_file TF_WEIGHTS_PATH_NO_TOP = 'https://github.com/fchollet/deep-learning-models/'\ 'releases/download/v0.2/'\ 'resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5' weights_path = get_file('resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', TF_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='a268eb855778b3df3c7506639542a6af') return weights_path def compile(self, learning_rate, momentum): """Gets the model ready for training. Adds losses, regularization, and metrics. Then calls the Keras compile() function. """ # Optimizer object optimizer = keras.optimizers.SGD( lr=learning_rate, momentum=momentum, clipnorm=self.config.GRADIENT_CLIP_NORM) # Add Losses # First, clear previously set losses to avoid duplication self.keras_model._losses = [] self.keras_model._per_input_losses = {} loss_names = [ "rpn_class_loss", "rpn_bbox_loss", "mrcnn_class_loss", "mrcnn_bbox_loss", "mrcnn_mask_loss"] for name in loss_names: layer = self.keras_model.get_layer(name) if layer.output in self.keras_model.losses: continue loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.add_loss(loss) # Add L2 Regularization # Skip gamma and beta weights of batch normalization layers. reg_losses = [ keras.regularizers.l2(self.config.WEIGHT_DECAY)(w) / tf.cast(tf.size(w), tf.float32) for w in self.keras_model.trainable_weights if 'gamma' not in w.name and 'beta' not in w.name] self.keras_model.add_loss(tf.add_n(reg_losses)) # Compile self.keras_model.compile( optimizer=optimizer, loss=[None] * len(self.keras_model.outputs)) # Add metrics for losses for name in loss_names: if name in self.keras_model.metrics_names: continue layer = self.keras_model.get_layer(name) self.keras_model.metrics_names.append(name) loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.metrics_tensors.append(loss) def set_trainable(self, layer_regex, keras_model=None, indent=0, verbose=1): """Sets model layers as trainable if their names match the given regular expression. """ # Print message on the first call (but not on recursive calls) if verbose > 0 and keras_model is None: log("Selecting layers to train") keras_model = keras_model or self.keras_model # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers for layer in layers: # Is the layer a model? if layer.__class__.__name__ == 'Model': print("In model: ", layer.name) self.set_trainable( layer_regex, keras_model=layer, indent=indent + 4) continue if not layer.weights: continue # Is it trainable? trainable = bool(re.fullmatch(layer_regex, layer.name)) # Update layer. If layer is a container, update inner layer. if layer.__class__.__name__ == 'TimeDistributed': layer.layer.trainable = trainable else: layer.trainable = trainable # Print trainble layer names if trainable and verbose > 0: log("{}{:20} ({})".format(" " * indent, layer.name, layer.__class__.__name__)) def set_log_dir(self, model_path=None): """Sets the model log directory and epoch counter. model_path: If None, or a format different from what this code uses then set a new log directory and start epochs from 0. Otherwise, extract the log directory and the epoch counter from the file name. """ # Set date and epoch counter as if starting a new model self.epoch = 0 now = datetime.datetime.now() # If we have a model path with date and epochs use them if model_path: # Continue from we left of. Get epoch and date from the file name # A sample model path might look like: # /path/to/logs/coco20171029T2315/mask_rcnn_coco_0001.h5 regex = r".*/\w+(\d{4})(\d{2})(\d{2})T(\d{2})(\d{2})/mask\_rcnn\_\w+(\d{4})\.h5" m = re.match(regex, model_path) if m: now = datetime.datetime(int(m.group(1)), int(m.group(2)), int(m.group(3)), int(m.group(4)), int(m.group(5))) # Epoch number in file is 1-based, and in Keras code it's 0-based. # So, adjust for that then increment by one to start from the next epoch self.epoch = int(m.group(6)) - 1 + 1 # Directory for training logs self.log_dir = os.path.join(self.model_dir, "{}{:%Y%m%dT%H%M}".format( self.config.NAME.lower(), now)) # Path to save after each epoch. Include placeholders that get filled by Keras. self.checkpoint_path = os.path.join(self.log_dir, "mask_rcnn_{}_*epoch*.h5".format( self.config.NAME.lower())) self.checkpoint_path = self.checkpoint_path.replace( "*epoch*", "{epoch:04d}") def train(self, train_dataset, val_dataset, learning_rate, epochs, layers, augmentation=None): """Train the model. train_dataset, val_dataset: Training and validation Dataset objects. learning_rate: The learning rate to train with epochs: Number of training epochs. Note that previous training epochs are considered to be done alreay, so this actually determines the epochs to train in total rather than in this particaular call. layers: Allows selecting wich layers to train. It can be: - A regular expression to match layer names to train - One of these predefined values: heaads: The RPN, classifier and mask heads of the network all: All the layers 3+: Train Resnet stage 3 and up 4+: Train Resnet stage 4 and up 5+: Train Resnet stage 5 and up augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. You can pass complex augmentations as well. This augmentation applies 50% of the time, and when it does it flips images right/left half the time and adds a Gausssian blur with a random sigma in range 0 to 5. augmentation = imgaug.augmenters.Sometimes(0.5, [ imgaug.augmenters.Fliplr(0.5), imgaug.augmenters.GaussianBlur(sigma=(0.0, 5.0)) ]) """ assert self.mode == "training", "Create model in training mode." # Pre-defined layer regular expressions layer_regex = { # all layers but the backbone "heads": r"(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # From a specific Resnet stage and up "3+": r"(res3.*)|(bn3.*)|(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "4+": r"(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "5+": r"(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # All layers "all": ".*", } if layers in layer_regex.keys(): layers = layer_regex[layers] # Data generators train_generator = data_generator(train_dataset, self.config, shuffle=True, augmentation=augmentation, batch_size=self.config.BATCH_SIZE) val_generator = data_generator(val_dataset, self.config, shuffle=True, batch_size=self.config.BATCH_SIZE) # Callbacks callbacks = [ keras.callbacks.TensorBoard(log_dir=self.log_dir, histogram_freq=0, write_graph=True, write_images=False), keras.callbacks.ModelCheckpoint(self.checkpoint_path, verbose=0, save_weights_only=True), ] # Train log("\nStarting at epoch {}. LR={}\n".format(self.epoch, learning_rate)) log("Checkpoint Path: {}".format(self.checkpoint_path)) self.set_trainable(layers) self.compile(learning_rate, self.config.LEARNING_MOMENTUM) # Work-around for Windows: Keras fails on Windows when using # multiprocessing workers. See discussion here: # https://github.com/matterport/Mask_RCNN/issues/13#issuecomment-353124009 if os.name is 'nt': workers = 0 else: workers = multiprocessing.cpu_count() self.keras_model.fit_generator( train_generator, initial_epoch=self.epoch, epochs=epochs, steps_per_epoch=self.config.STEPS_PER_EPOCH, callbacks=callbacks, validation_data=val_generator, validation_steps=self.config.VALIDATION_STEPS, max_queue_size=100, workers=workers, use_multiprocessing=True, ) self.epoch = max(self.epoch, epochs) def mold_inputs(self, images): """Takes a list of images and modifies them to the format expected as an input to the neural network. images: List of image matricies [height,width,depth]. Images can have different sizes. Returns 3 Numpy matricies: molded_images: [N, h, w, 3]. Images resized and normalized. image_metas: [N, length of meta data]. Details about each image. windows: [N, (y1, x1, y2, x2)]. The portion of the image that has the original image (padding excluded). """ molded_images = [] image_metas = [] windows = [] for image in images: # Resize image # TODO: move resizing to mold_image() molded_image, window, scale, padding, crop = utils.resize_image( image, min_dim=self.config.IMAGE_MIN_DIM, min_scale=self.config.IMAGE_MIN_SCALE, max_dim=self.config.IMAGE_MAX_DIM, mode=self.config.IMAGE_RESIZE_MODE) molded_image = mold_image(molded_image, self.config) # Build image_meta image_meta = compose_image_meta( 0, image.shape, molded_image.shape, window, scale, np.zeros([self.config.NUM_CLASSES], dtype=np.int32)) # Append molded_images.append(molded_image) windows.append(window) image_metas.append(image_meta) # Pack into arrays molded_images = np.stack(molded_images) image_metas = np.stack(image_metas) windows = np.stack(windows) return molded_images, image_metas, windows def unmold_detections(self, detections, mrcnn_mask, original_image_shape, image_shape, window): """Reformats the detections of one image from the format of the neural network output to a format suitable for use in the rest of the application. detections: [N, (y1, x1, y2, x2, class_id, score)] in normalized coordinates mrcnn_mask: [N, height, width, num_classes] original_image_shape: [H, W, C] Original image shape before resizing image_shape: [H, W, C] Shape of the image after resizing and padding window: [y1, x1, y2, x2] Pixel coordinates of box in the image where the real image is excluding the padding. Returns: boxes: [N, (y1, x1, y2, x2)] Bounding boxes in pixels class_ids: [N] Integer class IDs for each bounding box scores: [N] Float probability scores of the class_id masks: [height, width, num_instances] Instance masks """ # How many detections do we have? # Detections array is padded with zeros. Find the first class_id == 0. zero_ix = np.where(detections[:, 4] == 0)[0] N = zero_ix[0] if zero_ix.shape[0] > 0 else detections.shape[0] # Extract boxes, class_ids, scores, and class-specific masks boxes = detections[:N, :4] class_ids = detections[:N, 4].astype(np.int32) scores = detections[:N, 5] masks = mrcnn_mask[np.arange(N), :, :, class_ids] # Translate normalized coordinates in the resized image to pixel # coordinates in the original image before resizing window = utils.norm_boxes(window, image_shape[:2]) wy1, wx1, wy2, wx2 = window shift = np.array([wy1, wx1, wy1, wx1]) wh = wy2 - wy1 # window height ww = wx2 - wx1 # window width scale = np.array([wh, ww, wh, ww]) # Convert boxes to normalized coordinates on the window boxes = np.divide(boxes - shift, scale) # Convert boxes to pixel coordinates on the original image boxes = utils.denorm_boxes(boxes, original_image_shape[:2]) # Filter out detections with zero area. Happens in early training when # network weights are still random exclude_ix = np.where( (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) <= 0)[0] if exclude_ix.shape[0] > 0: boxes = np.delete(boxes, exclude_ix, axis=0) class_ids = np.delete(class_ids, exclude_ix, axis=0) scores = np.delete(scores, exclude_ix, axis=0) masks = np.delete(masks, exclude_ix, axis=0) N = class_ids.shape[0] # Resize masks to original image size and set boundary threshold. full_masks = [] for i in range(N): # Convert neural network mask to full size mask full_mask = utils.unmold_mask(masks[i], boxes[i], original_image_shape) full_masks.append(full_mask) full_masks = np.stack(full_masks, axis=-1)\ if full_masks else np.empty(masks.shape[1:3] + (0,)) return boxes, class_ids, scores, full_masks def detect(self, images, verbose=0): """Runs the detection pipeline. images: List of images, potentially of different sizes. Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len( images) == self.config.BATCH_SIZE, "len(images) must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(images))) for image in images: log("image", image) # Mold inputs to format expected by the neural network molded_images, image_metas, windows = self.mold_inputs(images) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape,\ "After resizing, all images must have the same size. Check IMAGE_RESIZE_MODE and image sizes." # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(images): final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, windows[i]) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def detect_molded(self, molded_images, image_metas, verbose=0): """Runs the detection pipeline, but expect inputs that are molded already. Used mostly for debugging and inspecting the model. molded_images: List of images loaded using load_image_gt() image_metas: image meta data, also retruned by load_image_gt() Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len(molded_images) == self.config.BATCH_SIZE,\ "Number of images must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(molded_images))) for image in molded_images: log("image", image) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape, "Images must have the same size" # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(molded_images): window = [0, 0, image.shape[0], image.shape[1]] final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, window) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def get_anchors(self, image_shape): """Returns anchor pyramid for the given image size.""" backbone_shapes = compute_backbone_shapes(self.config, image_shape) # Cache anchors and reuse if image shape is the same if not hasattr(self, "_anchor_cache"): self._anchor_cache = {} if not tuple(image_shape) in self._anchor_cache: # Generate Anchors a = utils.generate_pyramid_anchors( self.config.RPN_ANCHOR_SCALES, self.config.RPN_ANCHOR_RATIOS, backbone_shapes, self.config.BACKBONE_STRIDES, self.config.RPN_ANCHOR_STRIDE) # Keep a copy of the latest anchors in pixel coordinates because # it's used in inspect_model notebooks. # TODO: Remove this after the notebook are refactored to not use it self.anchors = a # Normalize coordinates self._anchor_cache[tuple(image_shape)] = utils.norm_boxes(a, image_shape[:2]) return self._anchor_cache[tuple(image_shape)] def ancestor(self, tensor, name, checked=None): """Finds the ancestor of a TF tensor in the computation graph. tensor: TensorFlow symbolic tensor. name: Name of ancestor tensor to find checked: For internal use. A list of tensors that were already searched to avoid loops in traversing the graph. """ checked = checked if checked is not None else [] # Put a limit on how deep we go to avoid very long loops if len(checked) > 500: return None # Convert name to a regex and allow matching a number prefix # because Keras adds them automatically if isinstance(name, str): name = re.compile(name.replace("/", r"(\_\d+)*/")) parents = tensor.op.inputs for p in parents: if p in checked: continue if bool(re.fullmatch(name, p.name)): return p checked.append(p) a = self.ancestor(p, name, checked) if a is not None: return a return None def find_trainable_layer(self, layer): """If a layer is encapsulated by another layer, this function digs through the encapsulation and returns the layer that holds the weights. """ if layer.__class__.__name__ == 'TimeDistributed': return self.find_trainable_layer(layer.layer) return layer def get_trainable_layers(self): """Returns a list of layers that have weights.""" layers = [] # Loop through all layers for l in self.keras_model.layers: # If layer is a wrapper, find inner trainable layer l = self.find_trainable_layer(l) # Include layer if it has weights if l.get_weights(): layers.append(l) return layers def run_graph(self, images, outputs, image_metas=None): """Runs a sub-set of the computation graph that computes the given outputs. image_metas: If provided, the images are assumed to be already molded (i.e. resized, padded, and noramlized) outputs: List of tuples (name, tensor) to compute. The tensors are symbolic TensorFlow tensors and the names are for easy tracking. Returns an ordered dict of results. Keys are the names received in the input and values are Numpy arrays. """ model = self.keras_model # Organize desired outputs into an ordered dict outputs = OrderedDict(outputs) for o in outputs.values(): assert o is not None # Build a Keras function to run parts of the computation graph inputs = model.inputs if model.uses_learning_phase and not isinstance(K.learning_phase(), int): inputs += [K.learning_phase()] kf = K.function(model.inputs, list(outputs.values())) # Prepare inputs if image_metas is None: molded_images, image_metas, _ = self.mold_inputs(images) else: molded_images = images image_shape = molded_images[0].shape # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) model_in = [molded_images, image_metas, anchors] # Run inference if model.uses_learning_phase and not isinstance(K.learning_phase(), int): model_in.append(0.) outputs_np = kf(model_in) # Pack the generated Numpy arrays into a a dict and log the results. outputs_np = OrderedDict([(k, v) for k, v in zip(outputs.keys(), outputs_np)]) for k, v in outputs_np.items(): log(k, v) return outputs_np ############################################################ # Data Formatting ############################################################ def compose_image_meta(image_id, original_image_shape, image_shape, window, scale, active_class_ids): """Takes attributes of an image and puts them in one 1D array. image_id: An int ID of the image. Useful for debugging. original_image_shape: [H, W, C] before resizing or padding. image_shape: [H, W, C] after resizing and padding window: (y1, x1, y2, x2) in pixels. The area of the image where the real image is (excluding the padding) scale: The scaling factor applied to the original image (float32) active_class_ids: List of class_ids available in the dataset from which the image came. Useful if training on images from multiple datasets where not all classes are present in all datasets. """ meta = np.array( [image_id] + # size=1 list(original_image_shape) + # size=3 list(image_shape) + # size=3 list(window) + # size=4 (y1, x1, y2, x2) in image cooredinates [scale] + # size=1 list(active_class_ids) # size=num_classes ) return meta def parse_image_meta(meta): """Parses an array that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed values. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id.astype(np.int32), "original_image_shape": original_image_shape.astype(np.int32), "image_shape": image_shape.astype(np.int32), "window": window.astype(np.int32), "scale": scale.astype(np.float32), "active_class_ids": active_class_ids.astype(np.int32), } def parse_image_meta_graph(meta): """Parses a tensor that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed tensors. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id, "original_image_shape": original_image_shape, "image_shape": image_shape, "window": window, "scale": scale, "active_class_ids": active_class_ids, } def mold_image(images, config): """Expects an RGB image (or array of images) and subtraces the mean pixel and converts it to float. Expects image colors in RGB order. """ return images.astype(np.float32) - config.MEAN_PIXEL def unmold_image(normalized_images, config): """Takes a image normalized with mold() and returns the original.""" return (normalized_images + config.MEAN_PIXEL).astype(np.uint8) ############################################################ # Miscellenous Graph Functions ############################################################ def trim_zeros_graph(boxes, name=None): """Often boxes are represented with matricies of shape [N, 4] and are padded with zeros. This removes zero boxes. boxes: [N, 4] matrix of boxes. non_zeros: [N] a 1D boolean mask identifying the rows to keep """ non_zeros = tf.cast(tf.reduce_sum(tf.abs(boxes), axis=1), tf.bool) boxes = tf.boolean_mask(boxes, non_zeros, name=name) return boxes, non_zeros def batch_pack_graph(x, counts, num_rows): """Picks different number of values from each row in x depending on the values in counts. """ outputs = [] for i in range(num_rows): outputs.append(x[i, :counts[i]]) return tf.concat(outputs, axis=0) def norm_boxes_graph(boxes, shape): """Converts boxes from pixel coordinates to normalized coordinates. boxes: [..., (y1, x1, y2, x2)] in pixel coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in normalized coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.divide(boxes - shift, scale) def denorm_boxes_graph(boxes, shape): """Converts boxes from normalized coordinates to pixel coordinates. boxes: [..., (y1, x1, y2, x2)] in normalized coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in pixel coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.cast(tf.round(tf.multiply(boxes, scale) + shift), tf.int32) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/model_mod_mpan.py ================================================ """ Mask R-CNN The main Mask R-CNN model implemenetation. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import os import random import datetime import re import math import logging from collections import OrderedDict import multiprocessing import numpy as np import skimage.transform import tensorflow as tf import keras import keras.backend as K import keras.layers as KL import keras.engine as KE import keras.models as KM from keras.callbacks import Callback from mrcnn import utils # Requires TensorFlow 1.3+ and Keras 2.0.8+. from distutils.version import LooseVersion assert LooseVersion(tf.__version__) >= LooseVersion("1.3") assert LooseVersion(keras.__version__) >= LooseVersion('2.0.8') ############################################################ # Utility Functions ############################################################ def log(text, array=None): """Prints a text message. And, optionally, if a Numpy array is provided it prints it's shape, min, and max values. """ if array is not None: text = text.ljust(25) text += ("shape: {:20} min: {:10.5f} max: {:10.5f} {}".format( str(array.shape), array.min() if array.size else "", array.max() if array.size else "", array.dtype)) print(text) class WeightsSaver(Callback): def __init__(self,snapshot_path, model, N): self.model = model self.N = N self.batch = 0 self.snapshot_path=snapshot_path def on_batch_end(self, batch, logs={}): if self.batch % self.N == 0: name = self.snapshot_path+'snap%08d.h5' % self.batch self.model.save_weights(name) lr = K.get_value(self.model.optimizer.lr) print ('current lr:', lr) with open('learning_rate.txt','a') as f: f.write('learning_rate, %f, %f \n'%(self.batch,lr)) self.batch += 1 class BatchNorm(KL.BatchNormalization): """Extends the Keras BatchNormalization class to allow a central place to make changes if needed. Batch normalization has a negative effect on training if batches are small so this layer is often frozen (via setting in Config class) and functions as linear layer. """ def call(self, inputs, training=None): """ Note about training values: None: Train BN layers. This is the normal mode False: Freeze BN layers. Good when batch size is small True: (don't use). Set layer in training mode even when inferencing """ return super(self.__class__, self).call(inputs, training=training) def compute_backbone_shapes(config, image_shape): """Computes the width and height of each stage of the backbone network. Returns: [N, (height, width)]. Where N is the number of stages """ # Currently supports ResNet only assert config.BACKBONE in ["resnet50", "resnet101"] return np.array( [[int(math.ceil(image_shape[0] / stride)), int(math.ceil(image_shape[1] / stride))] for stride in config.BACKBONE_STRIDES]) def bottom_up_agg(Ps): P2,P3,P4,P5=Ps N2=P2 N3=KL.Add()([P3,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N2)]) N3=KL.Conv2D(256, (3, 3), padding="SAME")(N3) N4=KL.Add()([P4,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N3)]) N4=KL.Conv2D(256, (3, 3), padding="SAME")(N4) N5= KL.Add()([P5,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N4)]) N5 = KL.Conv2D(256, (3, 3), padding="SAME")(N5) return [N2,N3,N4,N5] ############################################################ # Resnet Graph ############################################################ # Code adopted from: # https://github.com/fchollet/deep-learning-models/blob/master/resnet50.py def identity_block(input_tensor, kernel_size, filters, stage, block, use_bias=True, train_bn=True): """The identity_block is the block that has no conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) x = KL.Add()([x, input_tensor]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2), use_bias=True, train_bn=True): """conv_block is the block that has a conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres Note that from stage 3, the first conv layer at main path is with subsample=(2,2) And the shortcut should have subsample=(2,2) as well """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), strides=strides, name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) shortcut = KL.Conv2D(nb_filter3, (1, 1), strides=strides, name=conv_name_base + '1', use_bias=use_bias)(input_tensor) shortcut = BatchNorm(name=bn_name_base + '1')(shortcut, training=train_bn) x = KL.Add()([x, shortcut]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def det_conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2), use_bias=True, train_bn=True): """conv_block is the block that has a conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names Note that from stage 3, the first conv layer at main path is with subsample=(2,2) And the shortcut should have subsample=(2,2) as well """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), strides=strides, name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(axis=3, name=bn_name_base + '2a')(x) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias, dilation_rate=2)(x) x = BatchNorm(axis=3, name=bn_name_base + '2b')(x) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(axis=3, name=bn_name_base + '2c')(x) shortcut = KL.Conv2D(nb_filter3, (1, 1), strides=strides, name=conv_name_base + '1', use_bias=use_bias)(input_tensor) shortcut = BatchNorm(axis=3, name=bn_name_base + '1')(shortcut) x = KL.Add()([x, shortcut]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def resnet_graph(input_image, architecture, stage5=False, train_bn=True,dilation=[]): """Build a ResNet graph. architecture: Can be resnet50 or resnet101 stage5: Boolean. If False, stage5 of the network is not created train_bn: Boolean. Train or freeze Batch Norm layres """ assert architecture in ["resnet50", "resnet101"] # Stage 1 x = KL.ZeroPadding2D((3, 3))(input_image) x = KL.Conv2D(64, (7, 7), strides=(1, 1), name='conv1', use_bias=True)(x) x = BatchNorm(name='bn_conv1')(x, training=train_bn) x = KL.Activation('relu')(x) C1 = x = KL.MaxPooling2D((3, 3), strides=(2, 2), padding="same")(x) # Stage 2 if 2 in dilation: x = det_conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1), train_bn=train_bn) print ('stage 2 dilated') else: x = conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1), train_bn=train_bn) x = identity_block(x, 3, [64, 64, 256], stage=2, block='b', train_bn=train_bn) C2 = x = identity_block(x, 3, [64, 64, 256], stage=2, block='c', train_bn=train_bn) # Stage 3 if 3 in dilation: x = det_conv_block(x, 3, [128, 128, 512], stage=3, block='a', train_bn=train_bn) print ('stage 3 dilated') else: x = conv_block(x, 3, [128, 128, 512], stage=3, block='a', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='b', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='c', train_bn=train_bn) C3 = x = identity_block(x, 3, [128, 128, 512], stage=3, block='d', train_bn=train_bn) # Stage 4 if 4 in dilation: x = det_conv_block(x, 3, [256, 256, 1024], stage=4, block='a', train_bn=train_bn) print ('stage 4 dilated') else: x = conv_block(x, 3, [256, 256, 1024], stage=4, block='a', train_bn=train_bn) block_count = {"resnet50": 5, "resnet101": 22}[architecture] for i in range(block_count): x = identity_block(x, 3, [256, 256, 1024], stage=4, block=chr(98 + i), train_bn=train_bn) C4 = x # Stage 5 if stage5: if 5 in dilation: x = det_conv_block(x, 3, [512, 512, 2048], stage=5, block='a', train_bn=train_bn) print ('stage 5 dilated') else: x = conv_block(x, 3, [512, 512, 2048], stage=5, block='a', train_bn=train_bn) x = identity_block(x, 3, [512, 512, 2048], stage=5, block='b', train_bn=train_bn) C5 = x = identity_block(x, 3, [512, 512, 2048], stage=5, block='c', train_bn=train_bn) else: C5 = None return [C1, C2, C3, C4, C5] ############################################################ # Proposal Layer ############################################################ def apply_box_deltas_graph(boxes, deltas): """Applies the given deltas to the given boxes. boxes: [N, (y1, x1, y2, x2)] boxes to update deltas: [N, (dy, dx, log(dh), log(dw))] refinements to apply """ # Convert to y, x, h, w height = boxes[:, 2] - boxes[:, 0] width = boxes[:, 3] - boxes[:, 1] center_y = boxes[:, 0] + 0.5 * height center_x = boxes[:, 1] + 0.5 * width # Apply deltas center_y += deltas[:, 0] * height center_x += deltas[:, 1] * width height *= tf.exp(deltas[:, 2]) width *= tf.exp(deltas[:, 3]) # Convert back to y1, x1, y2, x2 y1 = center_y - 0.5 * height x1 = center_x - 0.5 * width y2 = y1 + height x2 = x1 + width result = tf.stack([y1, x1, y2, x2], axis=1, name="apply_box_deltas_out") return result def clip_boxes_graph(boxes, window): """ boxes: [N, (y1, x1, y2, x2)] window: [4] in the form y1, x1, y2, x2 """ # Split wy1, wx1, wy2, wx2 = tf.split(window, 4) y1, x1, y2, x2 = tf.split(boxes, 4, axis=1) # Clip y1 = tf.maximum(tf.minimum(y1, wy2), wy1) x1 = tf.maximum(tf.minimum(x1, wx2), wx1) y2 = tf.maximum(tf.minimum(y2, wy2), wy1) x2 = tf.maximum(tf.minimum(x2, wx2), wx1) clipped = tf.concat([y1, x1, y2, x2], axis=1, name="clipped_boxes") clipped.set_shape((clipped.shape[0], 4)) return clipped class ProposalLayer(KE.Layer): """Receives anchor scores and selects a subset to pass as proposals to the second stage. Filtering is done based on anchor scores and non-max suppression to remove overlaps. It also applies bounding box refinement deltas to anchors. Inputs: rpn_probs: [batch, anchors, (bg prob, fg prob)] rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] anchors: [batch, (y1, x1, y2, x2)] anchors in normalized coordinates Returns: Proposals in normalized coordinates [batch, rois, (y1, x1, y2, x2)] """ def __init__(self, proposal_count, nms_threshold, config=None, **kwargs): super(ProposalLayer, self).__init__(**kwargs) self.config = config self.proposal_count = proposal_count self.nms_threshold = nms_threshold def call(self, inputs): # Box Scores. Use the foreground class confidence. [Batch, num_rois, 1] scores = inputs[0][:, :, 1] # Box deltas [batch, num_rois, 4] deltas = inputs[1] deltas = deltas * np.reshape(self.config.RPN_BBOX_STD_DEV, [1, 1, 4]) # Anchors anchors = inputs[2] # Improve performance by trimming to top anchors by score # and doing the rest on the smaller subset. pre_nms_limit = tf.minimum(6000, tf.shape(anchors)[1]) ix = tf.nn.top_k(scores, pre_nms_limit, sorted=True, name="top_anchors").indices scores = utils.batch_slice([scores, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) deltas = utils.batch_slice([deltas, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) pre_nms_anchors = utils.batch_slice([anchors, ix], lambda a, x: tf.gather(a, x), self.config.IMAGES_PER_GPU, names=["pre_nms_anchors"]) # Apply deltas to anchors to get refined anchors. # [batch, N, (y1, x1, y2, x2)] boxes = utils.batch_slice([pre_nms_anchors, deltas], lambda x, y: apply_box_deltas_graph(x, y), self.config.IMAGES_PER_GPU, names=["refined_anchors"]) # Clip to image boundaries. Since we're in normalized coordinates, # clip to 0..1 range. [batch, N, (y1, x1, y2, x2)] window = np.array([0, 0, 1, 1], dtype=np.float32) boxes = utils.batch_slice(boxes, lambda x: clip_boxes_graph(x, window), self.config.IMAGES_PER_GPU, names=["refined_anchors_clipped"]) # Filter out small boxes # According to Xinlei Chen's paper, this reduces detection accuracy # for small objects, so we're skipping it. # boost all # Non-max suppression def nms(boxes, scores): indices = tf.image.non_max_suppression( boxes, scores, self.proposal_count, self.nms_threshold, name="rpn_non_max_suppression") proposals = tf.gather(boxes, indices) # Pad if needed padding = tf.maximum(self.proposal_count - tf.shape(proposals)[0], 0) proposals = tf.pad(proposals, [(0, padding), (0, 0)]) return proposals proposals = utils.batch_slice([boxes, scores], nms, self.config.IMAGES_PER_GPU) return proposals def compute_output_shape(self, input_shape): return (None, self.proposal_count, 4) ############################################################ # ROIAlign Layer ############################################################ def log2_graph(x): """Implementatin of Log2. TF doesn't have a native implemenation.""" return tf.log(x) / tf.log(2.0) class PyramidROIAlign(KE.Layer): """Implements ROI Pooling on multiple levels of the feature pyramid. Params: - pool_shape: [height, width] of the output pooled regions. Usually [7, 7] Inputs: - boxes: [batch, num_boxes, (y1, x1, y2, x2)] in normalized coordinates. Possibly padded with zeros if not enough boxes to fill the array. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - Feature maps: List of feature maps from different levels of the pyramid. Each is [batch, height, width, channels] Output: Pooled regions in the shape: [batch, num_boxes, height, width, channels]. The width and height are those specific in the pool_shape in the layer constructor. """ def __init__(self, pool_shape, **kwargs): super(PyramidROIAlign, self).__init__(**kwargs) self.pool_shape = tuple(pool_shape) def call(self, inputs): # Crop boxes [batch, num_boxes, (y1, x1, y2, x2)] in normalized coords boxes = inputs[0] # Image meta # Holds details about the image. See compose_image_meta() image_meta = inputs[1] # Feature Maps. List of feature maps from different level of the # feature pyramid. Each is [batch, height, width, channels] feature_maps = inputs[2:] # Assign each ROI to a level in the pyramid based on the ROI area. y1, x1, y2, x2 = tf.split(boxes, 4, axis=2) h = y2 - y1 w = x2 - x1 # Use shape of first image. Images in a batch must have the same size. image_shape = parse_image_meta_graph(image_meta)['image_shape'][0] # Equation 1 in the Feature Pyramid Networks paper. Account for # the fact that our coordinates are normalized here. # e.g. a 224x224 ROI (in pixels) maps to P4 image_area = tf.cast(image_shape[0] * image_shape[1], tf.float32) roi_level = log2_graph(tf.sqrt(h * w) / (224.0 / tf.sqrt(image_area))) roi_level = tf.minimum(5, tf.maximum( 2, 4 + tf.cast(tf.round(roi_level), tf.int32))) roi_level = tf.squeeze(roi_level, 2) # Loop through levels and apply ROI pooling to each. P2 to P5. pooled = [] box_to_level = [] for i, level in enumerate(range(2, 6)): ix = tf.where(tf.equal(roi_level, level)) level_boxes = tf.gather_nd(boxes, ix) # Box indicies for crop_and_resize. box_indices = tf.cast(ix[:, 0], tf.int32) # Keep track of which box is mapped to which level box_to_level.append(ix) # Stop gradient propogation to ROI proposals level_boxes = tf.stop_gradient(level_boxes) box_indices = tf.stop_gradient(box_indices) # Crop and Resize # From Mask R-CNN paper: "We sample four regular locations, so # that we can evaluate either max or average pooling. In fact, # interpolating only a single value at each bin center (without # pooling) is nearly as effective." # # Here we use the simplified approach of a single value per bin, # which is how it's done in tf.crop_and_resize() # Result: [batch * num_boxes, pool_height, pool_width, channels] pooled.append(tf.image.crop_and_resize( feature_maps[i], level_boxes, box_indices, self.pool_shape, method="bilinear")) # Pack pooled features into one tensor pooled = tf.concat(pooled, axis=0) # Pack box_to_level mapping into one array and add another # column representing the order of pooled boxes box_to_level = tf.concat(box_to_level, axis=0) box_range = tf.expand_dims(tf.range(tf.shape(box_to_level)[0]), 1) box_to_level = tf.concat([tf.cast(box_to_level, tf.int32), box_range], axis=1) # Rearrange pooled features to match the order of the original boxes # Sort box_to_level by batch then box index # TF doesn't have a way to sort by two columns, so merge them and sort. sorting_tensor = box_to_level[:, 0] * 100000 + box_to_level[:, 1] ix = tf.nn.top_k(sorting_tensor, k=tf.shape( box_to_level)[0]).indices[::-1] ix = tf.gather(box_to_level[:, 2], ix) pooled = tf.gather(pooled, ix) # Re-add the batch dimension pooled = tf.expand_dims(pooled, 0) return pooled def compute_output_shape(self, input_shape): return input_shape[0][:2] + self.pool_shape + (input_shape[2][-1], ) ############################################################ # Detection Target Layer ############################################################ def overlaps_graph(boxes1, boxes2): """Computes IoU overlaps between two sets of boxes. boxes1, boxes2: [N, (y1, x1, y2, x2)]. """ # 1. Tile boxes2 and repeate boxes1. This allows us to compare # every boxes1 against every boxes2 without loops. # TF doesn't have an equivalent to np.repeate() so simulate it # using tf.tile() and tf.reshape. b1 = tf.reshape(tf.tile(tf.expand_dims(boxes1, 1), [1, 1, tf.shape(boxes2)[0]]), [-1, 4]) b2 = tf.tile(boxes2, [tf.shape(boxes1)[0], 1]) # 2. Compute intersections b1_y1, b1_x1, b1_y2, b1_x2 = tf.split(b1, 4, axis=1) b2_y1, b2_x1, b2_y2, b2_x2 = tf.split(b2, 4, axis=1) y1 = tf.maximum(b1_y1, b2_y1) x1 = tf.maximum(b1_x1, b2_x1) y2 = tf.minimum(b1_y2, b2_y2) x2 = tf.minimum(b1_x2, b2_x2) intersection = tf.maximum(x2 - x1, 0) * tf.maximum(y2 - y1, 0) # 3. Compute unions b1_area = (b1_y2 - b1_y1) * (b1_x2 - b1_x1) b2_area = (b2_y2 - b2_y1) * (b2_x2 - b2_x1) union = b1_area + b2_area - intersection # 4. Compute IoU and reshape to [boxes1, boxes2] iou = intersection / union overlaps = tf.reshape(iou, [tf.shape(boxes1)[0], tf.shape(boxes2)[0]]) return overlaps def detection_targets_graph(proposals, gt_class_ids, gt_boxes, gt_masks, config): """Generates detection targets for one image. Subsamples proposals and generates target class IDs, bounding box deltas, and masks for each. Inputs: proposals: [N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [MAX_GT_INSTANCES] int class IDs gt_boxes: [MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [height, width, MAX_GT_INSTANCES] of boolean type. Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. Zero padded. deltas: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw))] Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width). Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ # Assertions asserts = [ tf.Assert(tf.greater(tf.shape(proposals)[0], 0), [proposals], name="roi_assertion"), ] with tf.control_dependencies(asserts): proposals = tf.identity(proposals) # Remove zero padding proposals, _ = trim_zeros_graph(proposals, name="trim_proposals") gt_boxes, non_zeros = trim_zeros_graph(gt_boxes, name="trim_gt_boxes") gt_class_ids = tf.boolean_mask(gt_class_ids, non_zeros, name="trim_gt_class_ids") gt_masks = tf.gather(gt_masks, tf.where(non_zeros)[:, 0], axis=2, name="trim_gt_masks") # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = tf.where(gt_class_ids < 0)[:, 0] non_crowd_ix = tf.where(gt_class_ids > 0)[:, 0] crowd_boxes = tf.gather(gt_boxes, crowd_ix) crowd_masks = tf.gather(gt_masks, crowd_ix, axis=2) gt_class_ids = tf.gather(gt_class_ids, non_crowd_ix) gt_boxes = tf.gather(gt_boxes, non_crowd_ix) gt_masks = tf.gather(gt_masks, non_crowd_ix, axis=2) # Compute overlaps matrix [proposals, gt_boxes] overlaps = overlaps_graph(proposals, gt_boxes) # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = overlaps_graph(proposals, crowd_boxes) crowd_iou_max = tf.reduce_max(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) # Determine postive and negative ROIs roi_iou_max = tf.reduce_max(overlaps, axis=1) # 1. Positive ROIs are those with >= 0.5 IoU with a GT box positive_roi_bool = (roi_iou_max >= 0.5) positive_indices = tf.where(positive_roi_bool)[:, 0] # 2. Negative ROIs are those with < 0.5 with every GT box. Skip crowds. negative_indices = tf.where(tf.logical_and(roi_iou_max < 0.5, no_crowd_bool))[:, 0] # Subsample ROIs. Aim for 33% positive # Positive ROIs positive_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) if config.POSITIVE_TYPE=='sort': pos_rois_all = tf.gather(proposals,positive_indices) area = (pos_rois_all[:, 2] - pos_rois_all[:, 0]) * (pos_rois_all[:, 3] - pos_rois_all[:, 1]) idx = tf.py_func(np.argsort,[area],tf.int64) #idx = tf.where(area<256)[:,0] positive_indices = tf.gather(positive_indices,idx[:positive_count]) positive_indices = tf.random_shuffle(positive_indices) #print ('doing..',config.POSITIVE_TYPE) else: #print ('doing..',config.POSITIVE_TYPE) positive_indices = tf.random_shuffle(positive_indices)[:positive_count] positive_count = tf.shape(positive_indices)[0] # Negative ROIs. Add enough to maintain positive:negative ratio. r = 1.0 / config.ROI_POSITIVE_RATIO negative_count = tf.cast(r * tf.cast(positive_count, tf.float32), tf.int32) - positive_count negative_indices = tf.random_shuffle(negative_indices)[:negative_count] # Gather selected ROIs positive_rois = tf.gather(proposals, positive_indices) #boost positive with small area ''' area = (positive_rois[:, 2] - positive_rois[:, 0]) * (positive_rois[:, 3] - positive_rois[:, 1]) idx = tf.where(area < 0.0025)[0] def boost(positive_rois,idx): c = 0.015625 positive_small = tf.gather(positive_rois, idx) p0 = positive_small[:, 0] - c p1 = positive_small[:, 1] - c p2 = positive_small[:, 2] + c p3 = positive_small[:, 3] + c positive_small = tf.stack([p0, p1, p2, p3], axis=1) positive_rois[idx]=positive_small return positive_rois #positive_rois = K.switch(tf.size(idx)>0,boost(positive_rois,idx) ,positive_rois) ''' #boost all ''' c = 0.015625 p0 = positive_rois[:, 0] - c p1 = positive_rois[:, 1] - c p2 = positive_rois[:, 2] + c p3 = positive_rois[:, 3] + c positive_rois = tf.stack([p0, p1, p2, p3], axis=1) ''' negative_rois = tf.gather(proposals, negative_indices) # Assign positive ROIs to GT boxes. positive_overlaps = tf.gather(overlaps, positive_indices) #fix roi_gt_box_assignment = tf.cond(tf.greater(tf.shape(positive_overlaps)[1],0), true_fn= lambda: tf.argmax(positive_overlaps, axis=1), false_fn =lambda: tf.cast(tf.constant([]),tf.int64)) #old error tensorflow.python.framework.errors_impl.InvalidArgumentError: Reduction axis 1 is empty in shape [0,0] #roi_gt_box_assignment = tf.argmax(positive_overlaps, axis=1) roi_gt_boxes = tf.gather(gt_boxes, roi_gt_box_assignment) roi_gt_class_ids = tf.gather(gt_class_ids, roi_gt_box_assignment) # Compute bbox refinement for positive ROIs deltas = utils.box_refinement_graph(positive_rois, roi_gt_boxes) deltas /= config.BBOX_STD_DEV # Assign positive ROIs to GT masks # Permute masks to [N, height, width, 1] transposed_masks = tf.expand_dims(tf.transpose(gt_masks, [2, 0, 1]), -1) # Pick the right mask for each ROI roi_masks = tf.gather(transposed_masks, roi_gt_box_assignment) # Compute mask targets boxes = positive_rois if config.USE_MINI_MASK: # Transform ROI corrdinates from normalized image space # to normalized mini-mask space. y1, x1, y2, x2 = tf.split(positive_rois, 4, axis=1) gt_y1, gt_x1, gt_y2, gt_x2 = tf.split(roi_gt_boxes, 4, axis=1) gt_h = gt_y2 - gt_y1 gt_w = gt_x2 - gt_x1 y1 = (y1 - gt_y1) / gt_h x1 = (x1 - gt_x1) / gt_w y2 = (y2 - gt_y1) / gt_h x2 = (x2 - gt_x1) / gt_w boxes = tf.concat([y1, x1, y2, x2], 1) box_ids = tf.range(0, tf.shape(roi_masks)[0]) masks = tf.image.crop_and_resize(tf.cast(roi_masks, tf.float32), boxes, box_ids, config.MASK_SHAPE) # Remove the extra dimension from masks. masks = tf.squeeze(masks, axis=3) # Threshold mask pixels at 0.5 to have GT masks be 0 or 1 to use with # binary cross entropy loss. masks = tf.round(masks) # Append negative ROIs and pad bbox deltas and masks that # are not used for negative ROIs with zeros. rois = tf.concat([positive_rois, negative_rois], axis=0) N = tf.shape(negative_rois)[0] P = tf.maximum(config.TRAIN_ROIS_PER_IMAGE - tf.shape(rois)[0], 0) rois = tf.pad(rois, [(0, P), (0, 0)]) roi_gt_boxes = tf.pad(roi_gt_boxes, [(0, N + P), (0, 0)]) roi_gt_class_ids = tf.pad(roi_gt_class_ids, [(0, N + P)]) deltas = tf.pad(deltas, [(0, N + P), (0, 0)]) masks = tf.pad(masks, [[0, N + P], (0, 0), (0, 0)]) return rois, roi_gt_class_ids, deltas, masks class DetectionTargetLayer(KE.Layer): """Subsamples proposals and generates target box refinement, class_ids, and masks for each. Inputs: proposals: [batch, N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs. gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [batch, height, width, MAX_GT_INSTANCES] of boolean type Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [batch, TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates target_class_ids: [batch, TRAIN_ROIS_PER_IMAGE]. Integer class IDs. target_deltas: [batch, TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw), class_id)] Class-specific bbox refinements. target_mask: [batch, TRAIN_ROIS_PER_IMAGE, height, width) Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ def __init__(self, config, **kwargs): super(DetectionTargetLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): proposals = inputs[0] gt_class_ids = inputs[1] gt_boxes = inputs[2] gt_masks = inputs[3] # Slice the batch and run a graph for each slice # TODO: Rename target_bbox to target_deltas for clarity names = ["rois", "target_class_ids", "target_bbox", "target_mask"] outputs = utils.batch_slice( [proposals, gt_class_ids, gt_boxes, gt_masks], lambda w, x, y, z: detection_targets_graph( w, x, y, z, self.config), self.config.IMAGES_PER_GPU, names=names) return outputs def compute_output_shape(self, input_shape): return [ (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # rois (None, 1), # class_ids (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # deltas (None, self.config.TRAIN_ROIS_PER_IMAGE, self.config.MASK_SHAPE[0], self.config.MASK_SHAPE[1]) # masks ] def compute_mask(self, inputs, mask=None): return [None, None, None, None] ############################################################ # Detection Layer ############################################################ def refine_detections_graph(rois, probs, deltas, window, config): """Refine classified proposals and filter overlaps and return final detections. Inputs: rois: [N, (y1, x1, y2, x2)] in normalized coordinates probs: [N, num_classes]. Class probabilities. deltas: [N, num_classes, (dy, dx, log(dh), log(dw))]. Class-specific bounding box deltas. window: (y1, x1, y2, x2) in image coordinates. The part of the image that contains the image excluding the padding. Returns detections shaped: [N, (y1, x1, y2, x2, class_id, score)] where coordinates are normalized. """ # Class IDs per ROI class_ids = tf.argmax(probs, axis=1, output_type=tf.int32) # Class probability of the top class of each ROI indices = tf.stack([tf.range(probs.shape[0]), class_ids], axis=1) class_scores = tf.gather_nd(probs, indices) # Class-specific bounding box deltas deltas_specific = tf.gather_nd(deltas, indices) # Apply bounding box deltas # Shape: [boxes, (y1, x1, y2, x2)] in normalized coordinates refined_rois = apply_box_deltas_graph( rois, deltas_specific * config.BBOX_STD_DEV) # Clip boxes to image window refined_rois = clip_boxes_graph(refined_rois, window) # TODO: Filter out boxes with zero area # Filter out background boxes keep = tf.where(class_ids > 0)[:, 0] # Filter out low confidence boxes if config.DETECTION_MIN_CONFIDENCE: conf_keep = tf.where(class_scores >= config.DETECTION_MIN_CONFIDENCE)[:, 0] keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(conf_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Apply per-class NMS # 1. Prepare variables pre_nms_class_ids = tf.gather(class_ids, keep) pre_nms_scores = tf.gather(class_scores, keep) pre_nms_rois = tf.gather(refined_rois, keep) unique_pre_nms_class_ids = tf.unique(pre_nms_class_ids)[0] def nms_keep_map(class_id): """Apply Non-Maximum Suppression on ROIs of the given class.""" # Indices of ROIs of the given class ixs = tf.where(tf.equal(pre_nms_class_ids, class_id))[:, 0] # Apply NMS class_keep = tf.image.non_max_suppression( tf.gather(pre_nms_rois, ixs), tf.gather(pre_nms_scores, ixs), max_output_size=config.DETECTION_MAX_INSTANCES, iou_threshold=config.DETECTION_NMS_THRESHOLD) # Map indicies class_keep = tf.gather(keep, tf.gather(ixs, class_keep)) # Pad with -1 so returned tensors have the same shape gap = config.DETECTION_MAX_INSTANCES - tf.shape(class_keep)[0] class_keep = tf.pad(class_keep, [(0, gap)], mode='CONSTANT', constant_values=-1) # Set shape so map_fn() can infer result shape class_keep.set_shape([config.DETECTION_MAX_INSTANCES]) return class_keep # 2. Map over class IDs nms_keep = tf.map_fn(nms_keep_map, unique_pre_nms_class_ids, dtype=tf.int64) # 3. Merge results into one list, and remove -1 padding nms_keep = tf.reshape(nms_keep, [-1]) nms_keep = tf.gather(nms_keep, tf.where(nms_keep > -1)[:, 0]) # 4. Compute intersection between keep and nms_keep keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(nms_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Keep top detections roi_count = config.DETECTION_MAX_INSTANCES class_scores_keep = tf.gather(class_scores, keep) num_keep = tf.minimum(tf.shape(class_scores_keep)[0], roi_count) top_ids = tf.nn.top_k(class_scores_keep, k=num_keep, sorted=True)[1] keep = tf.gather(keep, top_ids) # Arrange output as [N, (y1, x1, y2, x2, class_id, score)] # Coordinates are normalized. detections = tf.concat([ tf.gather(refined_rois, keep), tf.to_float(tf.gather(class_ids, keep))[..., tf.newaxis], tf.gather(class_scores, keep)[..., tf.newaxis] ], axis=1) # Pad with zeros if detections < DETECTION_MAX_INSTANCES gap = config.DETECTION_MAX_INSTANCES - tf.shape(detections)[0] detections = tf.pad(detections, [(0, gap), (0, 0)], "CONSTANT") return detections class DetectionLayer(KE.Layer): """Takes classified proposal boxes and their bounding box deltas and returns the final detection boxes. Returns: [batch, num_detections, (y1, x1, y2, x2, class_id, class_score)] where coordinates are normalized. """ def __init__(self, config=None, **kwargs): super(DetectionLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): rois = inputs[0] mrcnn_class = inputs[1] mrcnn_bbox = inputs[2] image_meta = inputs[3] # Get windows of images in normalized coordinates. Windows are the area # in the image that excludes the padding. # Use the shape of the first image in the batch to normalize the window # because we know that all images get resized to the same size. m = parse_image_meta_graph(image_meta) image_shape = m['image_shape'][0] window = norm_boxes_graph(m['window'], image_shape[:2]) # Run detection refinement graph on each item in the batch detections_batch = utils.batch_slice( [rois, mrcnn_class, mrcnn_bbox, window], lambda x, y, w, z: refine_detections_graph(x, y, w, z, self.config), self.config.IMAGES_PER_GPU) # Reshape output # [batch, num_detections, (y1, x1, y2, x2, class_score)] in # normalized coordinates return tf.reshape( detections_batch, [self.config.BATCH_SIZE, self.config.DETECTION_MAX_INSTANCES, 6]) def compute_output_shape(self, input_shape): return (None, self.config.DETECTION_MAX_INSTANCES, 6) ############################################################ # Region Proposal Network (RPN) ############################################################ def rpn_graph(feature_map, anchors_per_location, anchor_stride): """Builds the computation graph of Region Proposal Network. feature_map: backbone features [batch, height, width, depth] anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). Returns: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, H, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ # TODO: check if stride of 2 causes alignment issues if the featuremap # is not even. # Shared convolutional base of the RPN shared = KL.Conv2D(512, (3, 3), padding='same', activation='relu', strides=anchor_stride, name='rpn_conv_shared')(feature_map) # Anchor Score. [batch, height, width, anchors per location * 2]. x = KL.Conv2D(2 * anchors_per_location, (1, 1), padding='valid', activation='linear', name='rpn_class_raw')(shared) # Reshape to [batch, anchors, 2] rpn_class_logits = KL.Lambda( lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 2]))(x) # Softmax on last dimension of BG/FG. rpn_probs = KL.Activation( "softmax", name="rpn_class_xxx")(rpn_class_logits) # Bounding box refinement. [batch, H, W, anchors per location, depth] # where depth is [x, y, log(w), log(h)] x = KL.Conv2D(anchors_per_location * 4, (1, 1), padding="valid", activation='linear', name='rpn_bbox_pred')(shared) # Reshape to [batch, anchors, 4] rpn_bbox = KL.Lambda(lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 4]))(x) return [rpn_class_logits, rpn_probs, rpn_bbox] def build_rpn_model(anchor_stride, anchors_per_location, depth): """Builds a Keras model of the Region Proposal Network. It wraps the RPN graph so it can be used multiple times with shared weights. anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). depth: Depth of the backbone feature map. Returns a Keras Model object. The model outputs, when called, are: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, W, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ input_feature_map = KL.Input(shape=[None, None, depth], name="input_rpn_feature_map") outputs = rpn_graph(input_feature_map, anchors_per_location, anchor_stride) return KM.Model([input_feature_map], outputs, name="rpn_model") ############################################################ # Feature Pyramid Network Heads ############################################################ def fpn_classifier_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the feature pyramid network classifier and regressor heads. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: logits: [N, NUM_CLASSES] classifier logits (before softmax) probs: [N, NUM_CLASSES] classifier probabilities bbox_deltas: [N, (dy, dx, log(dh), log(dw))] Deltas to apply to proposal boxes """ # ROI Pooling # Shape: [batch, num_boxes, pool_height, pool_width, channels] #print ('rois before',rois.shape) #rois_exp = KL.Lambda(lambda x: boost_boxes_graph(x))(rois) #print ('rois_exp after',rois_exp.shape) x = PyramidROIAlign([pool_size, pool_size], name="roi_align_classifier")([rois, image_meta] + feature_maps) #print (x1.shape) #x2 = PyramidROIAlign([pool_size, pool_size], # name="roi_align_classifier2")([rois_exp, image_meta] + feature_maps) #print (x2.shape) #x = KL.Merge(mode='ave')([x1,x2]) #print (x.shape) # Two 1024 FC layers (implemented with Conv2D for consistency) x = KL.TimeDistributed(KL.Conv2D(1024, (pool_size, pool_size), padding="valid"), name="mrcnn_class_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(1024, (1, 1)), name="mrcnn_class_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) shared = KL.Lambda(lambda x: K.squeeze(K.squeeze(x, 3), 2), name="pool_squeeze")(x) # Classifier head mrcnn_class_logits = KL.TimeDistributed(KL.Dense(num_classes), name='mrcnn_class_logits')(shared) mrcnn_probs = KL.TimeDistributed(KL.Activation("softmax"), name="mrcnn_class")(mrcnn_class_logits) # BBox head # [batch, boxes, num_classes * (dy, dx, log(dh), log(dw))] x = KL.TimeDistributed(KL.Dense(num_classes * 4, activation='linear'), name='mrcnn_bbox_fc')(shared) # Reshape to [batch, boxes, num_classes, (dy, dx, log(dh), log(dw))] s = K.int_shape(x) mrcnn_bbox = KL.Reshape((s[1], num_classes, 4), name="mrcnn_bbox")(x) return mrcnn_class_logits, mrcnn_probs, mrcnn_bbox def build_fpn_mask_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the mask head of Feature Pyramid Network. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: Masks [batch, roi_count, height, width, num_classes] """ # ROI Pooling # Shape: [batch, boxes, pool_height, pool_width, channels] x = PyramidROIAlign([pool_size, pool_size], name="roi_align_mask")([rois, image_meta] + feature_maps) # Conv layers x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv3")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn3')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv4")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn4')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2DTranspose(256, (2, 2), strides=2, activation="relu"), name="mrcnn_mask_deconv")(x) x = KL.TimeDistributed(KL.Conv2D(num_classes, (1, 1), strides=1, activation="sigmoid"), name="mrcnn_mask")(x) return x ############################################################ # Loss Functions ############################################################ def smooth_l1_loss(y_true, y_pred): """Implements Smooth-L1 loss. y_true and y_pred are typicallly: [N, 4], but could be any shape. """ diff = K.abs(y_true - y_pred) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) return loss def rpn_class_loss_graph(rpn_match, rpn_class_logits): """RPN anchor classifier loss. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_class_logits: [batch, anchors, 2]. RPN classifier logits for FG/BG. """ # Squeeze last dim to simplify rpn_match = tf.squeeze(rpn_match, -1) # Get anchor classes. Convert the -1/+1 match to 0/1 values. anchor_class = K.cast(K.equal(rpn_match, 1), tf.int32) # Positive and Negative anchors contribute to the loss, # but neutral anchors (match value = 0) don't. indices = tf.where(K.not_equal(rpn_match, 0)) # Pick rows that contribute to the loss and filter out the rest. rpn_class_logits = tf.gather_nd(rpn_class_logits, indices) anchor_class = tf.gather_nd(anchor_class, indices) # Crossentropy loss loss = K.sparse_categorical_crossentropy(target=anchor_class, output=rpn_class_logits, from_logits=True) #loss = tf.py_func(np.sort,[loss],tf.float32) #keep =tf.cast(tf.divide(tf.size(loss),2),tf.int32) #loss = loss[0:keep] loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def rpn_bbox_loss_graph(config, target_bbox, rpn_match, rpn_bbox): """Return the RPN bounding box loss graph. config: the model config object. target_bbox: [batch, max positive anchors, (dy, dx, log(dh), log(dw))]. Uses 0 padding to fill in unsed bbox deltas. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] """ # Positive anchors contribute to the loss, but negative and # neutral anchors (match value of 0 or -1) don't. rpn_match = K.squeeze(rpn_match, -1) indices = tf.where(K.equal(rpn_match, 1)) # Pick bbox deltas that contribute to the loss rpn_bbox = tf.gather_nd(rpn_bbox, indices) # Trim target bounding box deltas to the same length as rpn_bbox. batch_counts = K.sum(K.cast(K.equal(rpn_match, 1), tf.int32), axis=1) target_bbox = batch_pack_graph(target_bbox, batch_counts, config.IMAGES_PER_GPU) # TODO: use smooth_l1_loss() rather than reimplementing here # to reduce code duplication diff = K.abs(target_bbox - rpn_bbox) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def mrcnn_class_loss_graph(target_class_ids, pred_class_logits, active_class_ids): """Loss for the classifier head of Mask RCNN. target_class_ids: [batch, num_rois]. Integer class IDs. Uses zero padding to fill in the array. pred_class_logits: [batch, num_rois, num_classes] active_class_ids: [batch, num_classes]. Has a value of 1 for classes that are in the dataset of the image, and 0 for classes that are not in the dataset. """ # During model building, Keras calls this function with # target_class_ids of type float32. Unclear why. Cast it # to int to get around it. target_class_ids = tf.cast(target_class_ids, 'int64') # Find predictions of classes that are not in the dataset. pred_class_ids = tf.argmax(pred_class_logits, axis=2) # TODO: Update this line to work with batch > 1. Right now it assumes all # images in a batch have the same active_class_ids pred_active = tf.gather(active_class_ids[0], pred_class_ids) # Loss loss = tf.nn.sparse_softmax_cross_entropy_with_logits( labels=target_class_ids, logits=pred_class_logits) # Erase losses of predictions of classes that are not in the active # classes of the image. loss = loss * pred_active # Computer loss mean. Use only predictions that contribute # to the loss to get a correct mean. loss = tf.reduce_sum(loss) / tf.reduce_sum(pred_active) return loss def mrcnn_bbox_loss_graph(target_bbox, target_class_ids, pred_bbox): """Loss for Mask R-CNN bounding box refinement. target_bbox: [batch, num_rois, (dy, dx, log(dh), log(dw))] target_class_ids: [batch, num_rois]. Integer class IDs. pred_bbox: [batch, num_rois, num_classes, (dy, dx, log(dh), log(dw))] """ # Reshape to merge batch and roi dimensions for simplicity. target_class_ids = K.reshape(target_class_ids, (-1,)) target_bbox = K.reshape(target_bbox, (-1, 4)) pred_bbox = K.reshape(pred_bbox, (-1, K.int_shape(pred_bbox)[2], 4)) # Only positive ROIs contribute to the loss. And only # the right class_id of each ROI. Get their indicies. positive_roi_ix = tf.where(target_class_ids > 0)[:, 0] positive_roi_class_ids = tf.cast( tf.gather(target_class_ids, positive_roi_ix), tf.int64) indices = tf.stack([positive_roi_ix, positive_roi_class_ids], axis=1) # Gather the deltas (predicted and true) that contribute to loss target_bbox = tf.gather(target_bbox, positive_roi_ix) pred_bbox = tf.gather_nd(pred_bbox, indices) # Smooth-L1 Loss loss = K.switch(tf.size(target_bbox) > 0, smooth_l1_loss(y_true=target_bbox, y_pred=pred_bbox), tf.constant(0.0)) loss = K.mean(loss) return loss def mrcnn_mask_loss_graph(target_masks, target_class_ids, pred_masks): """Mask binary cross-entropy loss for the masks head. target_masks: [batch, num_rois, height, width]. A float32 tensor of values 0 or 1. Uses zero padding to fill array. target_class_ids: [batch, num_rois]. Integer class IDs. Zero padded. pred_masks: [batch, proposals, height, width, num_classes] float32 tensor with values from 0 to 1. """ # Reshape for simplicity. Merge first two dimensions into one. target_class_ids = K.reshape(target_class_ids, (-1,)) mask_shape = tf.shape(target_masks) target_masks = K.reshape(target_masks, (-1, mask_shape[2], mask_shape[3])) pred_shape = tf.shape(pred_masks) pred_masks = K.reshape(pred_masks, (-1, pred_shape[2], pred_shape[3], pred_shape[4])) # Permute predicted masks to [N, num_classes, height, width] pred_masks = tf.transpose(pred_masks, [0, 3, 1, 2]) # Only positive ROIs contribute to the loss. And only # the class specific mask of each ROI. positive_ix = tf.where(target_class_ids > 0)[:, 0] positive_class_ids = tf.cast( tf.gather(target_class_ids, positive_ix), tf.int64) indices = tf.stack([positive_ix, positive_class_ids], axis=1) # Gather the masks (predicted and true) that contribute to loss y_true = tf.gather(target_masks, positive_ix) y_pred = tf.gather_nd(pred_masks, indices) # Compute binary cross entropy. If no positive ROIs, then return 0. # shape: [batch, roi, num_classes] loss = K.switch(tf.size(y_true) > 0, K.binary_crossentropy(target=y_true, output=y_pred), tf.constant(0.0)) loss = K.mean(loss) return loss ############################################################ # Data Generator ############################################################ def load_image_gt(dataset, config, image_id, augment=False, augmentation=None, use_mini_mask=False): """Load and return ground truth data for an image (image, mask, bounding boxes). augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. use_mini_mask: If False, returns full-size masks that are the same height and width as the original image. These can be big, for example 1024x1024x100 (for 100 instances). Mini masks are smaller, typically, 224x224 and are generated by extracting the bounding box of the object and resizing it to MINI_MASK_SHAPE. Returns: image: [height, width, 3] shape: the original shape of the image before resizing and cropping. class_ids: [instance_count] Integer class IDs bbox: [instance_count, (y1, x1, y2, x2)] mask: [height, width, instance_count]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. """ # Load image and mask image = dataset.load_image(image_id) mask, class_ids = dataset.load_mask(image_id) original_shape = image.shape image, window, scale, padding, crop = utils.resize_image( image, min_dim=config.IMAGE_MIN_DIM, min_scale=config.IMAGE_MIN_SCALE, max_dim=config.IMAGE_MAX_DIM, mode=config.IMAGE_RESIZE_MODE) mask = utils.resize_mask(mask, scale, padding, crop) # Random horizontal flips. # TODO: will be removed in a future update in favor of augmentation if augment: logging.warning("'augment' is depricated. Use 'augmentation' instead.") if random.randint(0, 1): image = np.fliplr(image) mask = np.fliplr(mask) # Augmentation # This requires the imgaug lib (https://github.com/aleju/imgaug) if augmentation: import imgaug # Augmentors that are safe to apply to masks # Some, such as Affine, have settings that make them unsafe, so always # test your augmentation on masks MASK_AUGMENTERS = ["Sequential", "SomeOf", "OneOf", "Sometimes", "Fliplr", "Flipud", "CropAndPad", "Affine", "PiecewiseAffine"] def hook(images, augmenter, parents, default): """Determines which augmenters to apply to masks.""" return (augmenter.__class__.__name__ in MASK_AUGMENTERS) # Store shapes before augmentation to compare image_shape = image.shape mask_shape = mask.shape # Make augmenters deterministic to apply similarly to images and masks det = augmentation.to_deterministic() image = det.augment_image(image) # Change mask to np.uint8 because imgaug doesn't support np.bool mask = det.augment_image(mask.astype(np.uint8), hooks=imgaug.HooksImages(activator=hook)) # Verify that shapes didn't change assert image.shape == image_shape, "Augmentation shouldn't change image size" assert mask.shape == mask_shape, "Augmentation shouldn't change mask size" # Change mask back to bool mask = mask.astype(np.bool) # Note that some boxes might be all zeros if the corresponding mask got cropped out. # and here is to filter them out _idx = np.sum(mask, axis=(0, 1)) > 0 mask = mask[:, :, _idx] class_ids = class_ids[_idx] # Bounding boxes. Note that some boxes might be all zeros # if the corresponding mask got cropped out. # bbox: [num_instances, (y1, x1, y2, x2)] bbox = utils.extract_bboxes(mask) # Active classes # Different datasets have different classes, so track the # classes supported in the dataset of this image. active_class_ids = np.zeros([dataset.num_classes], dtype=np.int32) source_class_ids = dataset.source_class_ids[dataset.image_info[image_id]["source"]] active_class_ids[source_class_ids] = 1 # Resize masks to smaller size to reduce memory usage if use_mini_mask: mask = utils.minimize_mask(bbox, mask, config.MINI_MASK_SHAPE) # Image meta data image_meta = compose_image_meta(image_id, original_shape, image.shape, window, scale, active_class_ids) return image, image_meta, class_ids, bbox, mask def build_detection_targets(rpn_rois, gt_class_ids, gt_boxes, gt_masks, config): """Generate targets for training Stage 2 classifier and mask heads. This is not used in normal training. It's useful for debugging or to train the Mask RCNN heads without using the RPN head. Inputs: rpn_rois: [N, (y1, x1, y2, x2)] proposal boxes. gt_class_ids: [instance count] Integer class IDs gt_boxes: [instance count, (y1, x1, y2, x2)] gt_masks: [height, width, instance count] Grund truth masks. Can be full size or mini-masks. Returns: rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. bboxes: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (y, x, log(h), log(w))]. Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width, NUM_CLASSES). Class specific masks cropped to bbox boundaries and resized to neural network output size. """ assert rpn_rois.shape[0] > 0 assert gt_class_ids.dtype == np.int32, "Expected int but got {}".format( gt_class_ids.dtype) assert gt_boxes.dtype == np.int32, "Expected int but got {}".format( gt_boxes.dtype) assert gt_masks.dtype == np.bool_, "Expected bool but got {}".format( gt_masks.dtype) # It's common to add GT Boxes to ROIs but we don't do that here because # according to XinLei Chen's paper, it doesn't help. # Trim empty padding in gt_boxes and gt_masks parts instance_ids = np.where(gt_class_ids > 0)[0] assert instance_ids.shape[0] > 0, "Image must contain instances." gt_class_ids = gt_class_ids[instance_ids] gt_boxes = gt_boxes[instance_ids] gt_masks = gt_masks[:, :, instance_ids] # Compute areas of ROIs and ground truth boxes. rpn_roi_area = (rpn_rois[:, 2] - rpn_rois[:, 0]) * \ (rpn_rois[:, 3] - rpn_rois[:, 1]) gt_box_area = (gt_boxes[:, 2] - gt_boxes[:, 0]) * \ (gt_boxes[:, 3] - gt_boxes[:, 1]) # Compute overlaps [rpn_rois, gt_boxes] overlaps = np.zeros((rpn_rois.shape[0], gt_boxes.shape[0])) for i in range(overlaps.shape[1]): gt = gt_boxes[i] overlaps[:, i] = utils.compute_iou( gt, rpn_rois, gt_box_area[i], rpn_roi_area) # Assign ROIs to GT boxes rpn_roi_iou_argmax = np.argmax(overlaps, axis=1) rpn_roi_iou_max = overlaps[np.arange( overlaps.shape[0]), rpn_roi_iou_argmax] # GT box assigned to each ROI rpn_roi_gt_boxes = gt_boxes[rpn_roi_iou_argmax] rpn_roi_gt_class_ids = gt_class_ids[rpn_roi_iou_argmax] # Positive ROIs are those with >= 0.5 IoU with a GT box. fg_ids = np.where(rpn_roi_iou_max > 0.5)[0] # Negative ROIs are those with max IoU 0.1-0.5 (hard example mining) # TODO: To hard example mine or not to hard example mine, that's the question bg_ids = np.where((rpn_roi_iou_max >= 0.1) & (rpn_roi_iou_max < 0.5))[0] #bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] # Subsample ROIs. Aim for 33% foreground. # FG fg_roi_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) if fg_ids.shape[0] > fg_roi_count: keep_fg_ids = np.random.choice(fg_ids, fg_roi_count, replace=False) else: keep_fg_ids = fg_ids # BG remaining = config.TRAIN_ROIS_PER_IMAGE - keep_fg_ids.shape[0] if bg_ids.shape[0] > remaining: keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) else: keep_bg_ids = bg_ids # Combine indicies of ROIs to keep keep = np.concatenate([keep_fg_ids, keep_bg_ids]) # Need more? remaining = config.TRAIN_ROIS_PER_IMAGE - keep.shape[0] if remaining > 0: # Looks like we don't have enough samples to maintain the desired # balance. Reduce requirements and fill in the rest. This is # likely different from the Mask RCNN paper. # There is a small chance we have neither fg nor bg samples. if keep.shape[0] == 0: # Pick bg regions with easier IoU threshold bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] assert bg_ids.shape[0] >= remaining keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) assert keep_bg_ids.shape[0] == remaining keep = np.concatenate([keep, keep_bg_ids]) else: # Fill the rest with repeated bg rois. keep_extra_ids = np.random.choice( keep_bg_ids, remaining, replace=True) keep = np.concatenate([keep, keep_extra_ids]) assert keep.shape[0] == config.TRAIN_ROIS_PER_IMAGE, \ "keep doesn't match ROI batch size {}, {}".format( keep.shape[0], config.TRAIN_ROIS_PER_IMAGE) # Reset the gt boxes assigned to BG ROIs. rpn_roi_gt_boxes[keep_bg_ids, :] = 0 rpn_roi_gt_class_ids[keep_bg_ids] = 0 # For each kept ROI, assign a class_id, and for FG ROIs also add bbox refinement. rois = rpn_rois[keep] roi_gt_boxes = rpn_roi_gt_boxes[keep] roi_gt_class_ids = rpn_roi_gt_class_ids[keep] roi_gt_assignment = rpn_roi_iou_argmax[keep] # Class-aware bbox deltas. [y, x, log(h), log(w)] bboxes = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.NUM_CLASSES, 4), dtype=np.float32) pos_ids = np.where(roi_gt_class_ids > 0)[0] bboxes[pos_ids, roi_gt_class_ids[pos_ids]] = utils.box_refinement( rois[pos_ids], roi_gt_boxes[pos_ids, :4]) # Normalize bbox refinements bboxes /= config.BBOX_STD_DEV # Generate class-specific target masks masks = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.MASK_SHAPE[0], config.MASK_SHAPE[1], config.NUM_CLASSES), dtype=np.float32) for i in pos_ids: class_id = roi_gt_class_ids[i] assert class_id > 0, "class id must be greater than 0" gt_id = roi_gt_assignment[i] class_mask = gt_masks[:, :, gt_id] if config.USE_MINI_MASK: # Create a mask placeholder, the size of the image placeholder = np.zeros(config.IMAGE_SHAPE[:2], dtype=bool) # GT box gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[gt_id] gt_w = gt_x2 - gt_x1 gt_h = gt_y2 - gt_y1 # Resize mini mask to size of GT box placeholder[gt_y1:gt_y2, gt_x1:gt_x2] = \ np.round(skimage.transform.resize( class_mask, (gt_h, gt_w), order=1, mode="constant")).astype(bool) # Place the mini batch in the placeholder class_mask = placeholder # Pick part of the mask and resize it y1, x1, y2, x2 = rois[i].astype(np.int32) m = class_mask[y1:y2, x1:x2] mask = skimage.transform.resize(m, config.MASK_SHAPE, order=1, mode="constant") masks[i, :, :, class_id] = mask return rois, roi_gt_class_ids, bboxes, masks def build_rpn_targets(image_shape, anchors, gt_class_ids, gt_boxes, config): """Given the anchors and GT boxes, compute overlaps and identify positive anchors and deltas to refine them to match their corresponding GT boxes. anchors: [num_anchors, (y1, x1, y2, x2)] gt_class_ids: [num_gt_boxes] Integer class IDs. gt_boxes: [num_gt_boxes, (y1, x1, y2, x2)] Returns: rpn_match: [N] (int32) matches between anchors and GT boxes. 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_bbox: [N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. """ # RPN Match: 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_match = np.zeros([anchors.shape[0]], dtype=np.int32) # RPN bounding boxes: [max anchors per image, (dy, dx, log(dh), log(dw))] rpn_bbox = np.zeros((config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4)) # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = np.where(gt_class_ids < 0)[0] if crowd_ix.shape[0] > 0: # Filter out crowds from ground truth class IDs and boxes non_crowd_ix = np.where(gt_class_ids > 0)[0] crowd_boxes = gt_boxes[crowd_ix] gt_class_ids = gt_class_ids[non_crowd_ix] gt_boxes = gt_boxes[non_crowd_ix] # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = utils.compute_overlaps(anchors, crowd_boxes) crowd_iou_max = np.amax(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) else: # All anchors don't intersect a crowd no_crowd_bool = np.ones([anchors.shape[0]], dtype=bool) # Compute overlaps [num_anchors, num_gt_boxes] overlaps = utils.compute_overlaps(anchors, gt_boxes) # Match anchors to GT Boxes # If an anchor overlaps a GT box with IoU >= 0.7 then it's positive. # If an anchor overlaps a GT box with IoU < 0.3 then it's negative. # Neutral anchors are those that don't match the conditions above, # and they don't influence the loss function. # However, don't keep any GT box unmatched (rare, but happens). Instead, # match it to the closest anchor (even if its max IoU is < 0.3). # # 1. Set negative anchors first. They get overwritten below if a GT box is # matched to them. Skip boxes in crowd areas. anchor_iou_argmax = np.argmax(overlaps, axis=1) anchor_iou_max = overlaps[np.arange(overlaps.shape[0]), anchor_iou_argmax] rpn_match[(anchor_iou_max < 0.3) & (no_crowd_bool)] = -1 # 2. Set an anchor for each GT box (regardless of IoU value). # TODO: If multiple anchors have the same IoU match all of them gt_iou_argmax = np.argmax(overlaps, axis=0) rpn_match[gt_iou_argmax] = 1 # 3. Set anchors with high overlap as positive. rpn_match[anchor_iou_max >= 0.7] = 1 # Subsample to balance positive and negative anchors # Don't let positives be more than half the anchors ids = np.where(rpn_match == 1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE // 2) if extra > 0: # Reset the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # Same for negative proposals ids = np.where(rpn_match == -1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE - np.sum(rpn_match == 1)) if extra > 0: # Rest the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # For positive anchors, compute shift and scale needed to transform them # to match the corresponding GT boxes. ids = np.where(rpn_match == 1)[0] ix = 0 # index into rpn_bbox # TODO: use box_refinement() rather than duplicating the code here for i, a in zip(ids, anchors[ids]): # Closest gt box (it might have IoU < 0.7) gt = gt_boxes[anchor_iou_argmax[i]] # Convert coordinates to center plus width/height. # GT Box gt_h = gt[2] - gt[0] gt_w = gt[3] - gt[1] gt_center_y = gt[0] + 0.5 * gt_h gt_center_x = gt[1] + 0.5 * gt_w # Anchor a_h = a[2] - a[0] a_w = a[3] - a[1] a_center_y = a[0] + 0.5 * a_h a_center_x = a[1] + 0.5 * a_w # Compute the bbox refinement that the RPN should predict. rpn_bbox[ix] = [ (gt_center_y - a_center_y) / a_h, (gt_center_x - a_center_x) / a_w, np.log(gt_h / a_h), np.log(gt_w / a_w), ] # Normalize rpn_bbox[ix] /= config.RPN_BBOX_STD_DEV ix += 1 return rpn_match, rpn_bbox def generate_random_rois(image_shape, count, gt_class_ids, gt_boxes): """Generates ROI proposals similar to what a region proposal network would generate. image_shape: [Height, Width, Depth] count: Number of ROIs to generate gt_class_ids: [N] Integer ground truth class IDs gt_boxes: [N, (y1, x1, y2, x2)] Ground truth boxes in pixels. Returns: [count, (y1, x1, y2, x2)] ROI boxes in pixels. """ # placeholder rois = np.zeros((count, 4), dtype=np.int32) # Generate random ROIs around GT boxes (90% of count) rois_per_box = int(0.9 * count / gt_boxes.shape[0]) for i in range(gt_boxes.shape[0]): gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[i] h = gt_y2 - gt_y1 w = gt_x2 - gt_x1 # random boundaries r_y1 = max(gt_y1 - h, 0) r_y2 = min(gt_y2 + h, image_shape[0]) r_x1 = max(gt_x1 - w, 0) r_x2 = min(gt_x2 + w, image_shape[1]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(r_y1, r_y2, (rois_per_box * 2, 2)) x1x2 = np.random.randint(r_x1, r_x2, (rois_per_box * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:rois_per_box] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:rois_per_box] if y1y2.shape[0] == rois_per_box and x1x2.shape[0] == rois_per_box: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) box_rois = np.hstack([y1, x1, y2, x2]) rois[rois_per_box * i:rois_per_box * (i + 1)] = box_rois # Generate random ROIs anywhere in the image (10% of count) remaining_count = count - (rois_per_box * gt_boxes.shape[0]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(0, image_shape[0], (remaining_count * 2, 2)) x1x2 = np.random.randint(0, image_shape[1], (remaining_count * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:remaining_count] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:remaining_count] if y1y2.shape[0] == remaining_count and x1x2.shape[0] == remaining_count: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) global_rois = np.hstack([y1, x1, y2, x2]) rois[-remaining_count:] = global_rois return rois def data_generator(dataset, config, shuffle=True, augment=False, augmentation=None, random_rois=0, batch_size=1, detection_targets=False): """A generator that returns images and corresponding target class ids, bounding box deltas, and masks. dataset: The Dataset object to pick data from config: The model config object shuffle: If True, shuffles the samples before every epoch augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. random_rois: If > 0 then generate proposals to be used to train the network classifier and mask heads. Useful if training the Mask RCNN part without the RPN. batch_size: How many images to return in each call detection_targets: If True, generate detection targets (class IDs, bbox deltas, and masks). Typically for debugging or visualizations because in trainig detection targets are generated by DetectionTargetLayer. Returns a Python generator. Upon calling next() on it, the generator returns two lists, inputs and outputs. The containtes of the lists differs depending on the received arguments: inputs list: - images: [batch, H, W, C] - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - rpn_match: [batch, N] Integer (1=positive anchor, -1=negative, 0=neutral) - rpn_bbox: [batch, N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. - gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs - gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] - gt_masks: [batch, height, width, MAX_GT_INSTANCES]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. outputs list: Usually empty in regular training. But if detection_targets is True then the outputs list contains target class_ids, bbox deltas, and masks. """ b = 0 # batch item index image_index = -1 image_ids = np.copy(dataset.image_ids) error_count = 0 # Anchors # [anchor_count, (y1, x1, y2, x2)] backbone_shapes = compute_backbone_shapes(config, config.IMAGE_SHAPE) anchors = utils.generate_pyramid_anchors(config.RPN_ANCHOR_SCALES, config.RPN_ANCHOR_RATIOS, backbone_shapes, config.BACKBONE_STRIDES, config.RPN_ANCHOR_STRIDE) # Keras requires a generator to run indefinately. while True: try: # Increment index to pick next image. Shuffle if at the start of an epoch. image_index = (image_index + 1) % len(image_ids) if shuffle and image_index == 0: np.random.shuffle(image_ids) # Get GT bounding boxes and masks for image. image_id = image_ids[image_index] image, image_meta, gt_class_ids, gt_boxes, gt_masks = \ load_image_gt(dataset, config, image_id, augment=augment, augmentation=augmentation, use_mini_mask=config.USE_MINI_MASK) # Skip images that have no instances. This can happen in cases # where we train on a subset of classes and the image doesn't # have any of the classes we care about. if not np.any(gt_class_ids > 0): continue # RPN Targets rpn_match, rpn_bbox = build_rpn_targets(image.shape, anchors, gt_class_ids, gt_boxes, config) # Mask R-CNN Targets if random_rois: rpn_rois = generate_random_rois( image.shape, random_rois, gt_class_ids, gt_boxes) if detection_targets: rois, mrcnn_class_ids, mrcnn_bbox, mrcnn_mask =\ build_detection_targets( rpn_rois, gt_class_ids, gt_boxes, gt_masks, config) # Init batch arrays if b == 0: batch_image_meta = np.zeros( (batch_size,) + image_meta.shape, dtype=image_meta.dtype) batch_rpn_match = np.zeros( [batch_size, anchors.shape[0], 1], dtype=rpn_match.dtype) batch_rpn_bbox = np.zeros( [batch_size, config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4], dtype=rpn_bbox.dtype) batch_images = np.zeros( (batch_size,) + image.shape, dtype=np.float32) batch_gt_class_ids = np.zeros( (batch_size, config.MAX_GT_INSTANCES), dtype=np.int32) batch_gt_boxes = np.zeros( (batch_size, config.MAX_GT_INSTANCES, 4), dtype=np.int32) batch_gt_masks = np.zeros( (batch_size, gt_masks.shape[0], gt_masks.shape[1], config.MAX_GT_INSTANCES), dtype=gt_masks.dtype) if random_rois: batch_rpn_rois = np.zeros( (batch_size, rpn_rois.shape[0], 4), dtype=rpn_rois.dtype) if detection_targets: batch_rois = np.zeros( (batch_size,) + rois.shape, dtype=rois.dtype) batch_mrcnn_class_ids = np.zeros( (batch_size,) + mrcnn_class_ids.shape, dtype=mrcnn_class_ids.dtype) batch_mrcnn_bbox = np.zeros( (batch_size,) + mrcnn_bbox.shape, dtype=mrcnn_bbox.dtype) batch_mrcnn_mask = np.zeros( (batch_size,) + mrcnn_mask.shape, dtype=mrcnn_mask.dtype) # If more instances than fits in the array, sub-sample from them. if gt_boxes.shape[0] > config.MAX_GT_INSTANCES: ids = np.random.choice( np.arange(gt_boxes.shape[0]), config.MAX_GT_INSTANCES, replace=False) gt_class_ids = gt_class_ids[ids] gt_boxes = gt_boxes[ids] gt_masks = gt_masks[:, :, ids] # Add to batch batch_image_meta[b] = image_meta batch_rpn_match[b] = rpn_match[:, np.newaxis] batch_rpn_bbox[b] = rpn_bbox batch_images[b] = mold_image(image.astype(np.float32), config) batch_gt_class_ids[b, :gt_class_ids.shape[0]] = gt_class_ids batch_gt_boxes[b, :gt_boxes.shape[0]] = gt_boxes batch_gt_masks[b, :, :, :gt_masks.shape[-1]] = gt_masks if random_rois: batch_rpn_rois[b] = rpn_rois if detection_targets: batch_rois[b] = rois batch_mrcnn_class_ids[b] = mrcnn_class_ids batch_mrcnn_bbox[b] = mrcnn_bbox batch_mrcnn_mask[b] = mrcnn_mask b += 1 # Batch full? if b >= batch_size: inputs = [batch_images, batch_image_meta, batch_rpn_match, batch_rpn_bbox, batch_gt_class_ids, batch_gt_boxes, batch_gt_masks] outputs = [] if random_rois: inputs.extend([batch_rpn_rois]) if detection_targets: inputs.extend([batch_rois]) # Keras requires that output and targets have the same number of dimensions batch_mrcnn_class_ids = np.expand_dims( batch_mrcnn_class_ids, -1) outputs.extend( [batch_mrcnn_class_ids, batch_mrcnn_bbox, batch_mrcnn_mask]) yield inputs, outputs # start a new batch b = 0 except (GeneratorExit, KeyboardInterrupt): raise except: # Log it and skip the image logging.exception("Error processing image {}".format( dataset.image_info[image_id])) error_count += 1 if error_count > 5: raise ############################################################ # MaskRCNN Class ############################################################ class MaskRCNN(): """Encapsulates the Mask RCNN model functionality. The actual Keras model is in the keras_model property. """ def __init__(self, mode, config, model_dir): """ mode: Either "training" or "inference" config: A Sub-class of the Config class model_dir: Directory to save training logs and trained weights """ assert mode in ['training', 'inference'] self.mode = mode self.config = config self.model_dir = model_dir self.set_log_dir() self.keras_model = self.build(mode=mode, config=config) def build(self, mode, config): """Build Mask R-CNN architecture. input_shape: The shape of the input image. mode: Either "training" or "inference". The inputs and outputs of the model differ accordingly. """ assert mode in ['training', 'inference'] # Image size must be dividable by 2 multiple times h, w = config.IMAGE_SHAPE[:2] if h / 2**6 != int(h / 2**6) or w / 2**6 != int(w / 2**6): raise Exception("Image size must be dividable by 2 at least 6 times " "to avoid fractions when downscaling and upscaling." "For example, use 256, 320, 384, 448, 512, ... etc. ") # Inputs input_image = KL.Input( shape=[None, None, 3], name="input_image") input_image_meta = KL.Input(shape=[config.IMAGE_META_SIZE], name="input_image_meta") if mode == "training": # RPN GT input_rpn_match = KL.Input( shape=[None, 1], name="input_rpn_match", dtype=tf.int32) input_rpn_bbox = KL.Input( shape=[None, 4], name="input_rpn_bbox", dtype=tf.float32) # Detection GT (class IDs, bounding boxes, and masks) # 1. GT Class IDs (zero padded) input_gt_class_ids = KL.Input( shape=[None], name="input_gt_class_ids", dtype=tf.int32) # 2. GT Boxes in pixels (zero padded) # [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in image coordinates input_gt_boxes = KL.Input( shape=[None, 4], name="input_gt_boxes", dtype=tf.float32) # Normalize coordinates gt_boxes = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_gt_boxes) #gt_boxes = KL.Lambda(lambda x: boost_boxes_graph(x))(gt_boxes) # 3. GT Masks (zero padded) # [batch, height, width, MAX_GT_INSTANCES] if config.USE_MINI_MASK: input_gt_masks = KL.Input( shape=[config.MINI_MASK_SHAPE[0], config.MINI_MASK_SHAPE[1], None], name="input_gt_masks", dtype=bool) else: input_gt_masks = KL.Input( shape=[config.IMAGE_SHAPE[0], config.IMAGE_SHAPE[1], None], name="input_gt_masks", dtype=bool) elif mode == "inference": # Anchors in normalized coordinates input_anchors = KL.Input(shape=[None, 4], name="input_anchors") # Build the shared convolutional layers. # Bottom-up Layers # Returns a list of the last layers of each stage, 5 in total. # Don't create the thead (stage 5), so we pick the 4th item in the list. _, C2, C3, C4, C5 = resnet_graph(input_image, config.BACKBONE, stage5=True, train_bn=config.TRAIN_BN,dilation=config.DILATION) # Top-down Layers # TODO: add assert to varify feature map sizes match what's in config P5 = KL.Conv2D(256, (1, 1), name='fpn_c5p5')(C5) P4 = KL.Add(name="fpn_p4add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p5upsampled")(P5), KL.Conv2D(256, (1, 1), name='fpn_c4p4')(C4)]) P3 = KL.Add(name="fpn_p3add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p4upsampled")(P4), KL.Conv2D(256, (1, 1), name='fpn_c3p3')(C3)]) P2 = KL.Add(name="fpn_p2add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p3upsampled")(P3), KL.Conv2D(256, (1, 1), name='fpn_c2p2')(C2)]) # Attach 3x3 conv to all P layers to get the final feature maps. P2 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p2")(P2) P3 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p3")(P3) P4 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p4")(P4) P5 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p5")(P5) # P6 is used for the 5th anchor scale in RPN. Generated by # subsampling from P5 with stride of 2. P6 = KL.MaxPooling2D(pool_size=(1, 1), strides=2, name="fpn_p6")(P5) # Note that P6 is used in RPN, but not in the classifier heads. rpn_feature_maps = [P2, P3, P4, P5, P6] mrcnn_feature_maps = [P2, P3, P4, P5] # Anchors if mode == "training": anchors = self.get_anchors(config.IMAGE_SHAPE) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (config.BATCH_SIZE,) + anchors.shape) # A hack to get around Keras's bad support for constants anchors = KL.Lambda(lambda x: tf.Variable(anchors), name="anchors")(input_image) else: anchors = input_anchors # RPN Model rpn = build_rpn_model(config.RPN_ANCHOR_STRIDE, len(config.RPN_ANCHOR_RATIOS), 256) # Loop through pyramid layers layer_outputs = [] # list of lists for p in rpn_feature_maps: layer_outputs.append(rpn([p])) # Concatenate layer outputs # Convert from list of lists of level outputs to list of lists # of outputs across levels. # e.g. [[a1, b1, c1], [a2, b2, c2]] => [[a1, a2], [b1, b2], [c1, c2]] output_names = ["rpn_class_logits", "rpn_class", "rpn_bbox"] outputs = list(zip(*layer_outputs)) outputs = [KL.Concatenate(axis=1, name=n)(list(o)) for o, n in zip(outputs, output_names)] rpn_class_logits, rpn_class, rpn_bbox = outputs # Generate proposals # Proposals are [batch, N, (y1, x1, y2, x2)] in normalized coordinates # and zero padded. proposal_count = config.POST_NMS_ROIS_TRAINING if mode == "training"\ else config.POST_NMS_ROIS_INFERENCE rpn_rois = ProposalLayer( proposal_count=proposal_count, nms_threshold=config.RPN_NMS_THRESHOLD, name="ROI", config=config)([rpn_class, rpn_bbox, anchors]) if mode == "training": # Class ID mask to mark class IDs supported by the dataset the image # came from. active_class_ids = KL.Lambda( lambda x: parse_image_meta_graph(x)["active_class_ids"] )(input_image_meta) if not config.USE_RPN_ROIS: # Ignore predicted ROIs and use ROIs provided as an input. input_rois = KL.Input(shape=[config.POST_NMS_ROIS_TRAINING, 4], name="input_roi", dtype=np.int32) # Normalize coordinates target_rois = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_rois) else: target_rois = rpn_rois # Generate detection targets # Subsamples proposals and generates target outputs for training # Note that proposal class IDs, gt_boxes, and gt_masks are zero # padded. Equally, returned rois and targets are zero padded. rois, target_class_ids, target_bbox, target_mask =\ DetectionTargetLayer(config, name="proposal_targets")([ target_rois, input_gt_class_ids, gt_boxes, input_gt_masks]) # Network Heads # TODO: verify that this handles zero padded ROIs mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) mrcnn_mask = build_fpn_mask_graph(rois, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # TODO: clean up (use tf.identify if necessary) output_rois = KL.Lambda(lambda x: x * 1, name="output_rois")(rois) # Losses rpn_class_loss = KL.Lambda(lambda x: rpn_class_loss_graph(*x), name="rpn_class_loss")( [input_rpn_match, rpn_class_logits]) rpn_bbox_loss = KL.Lambda(lambda x: rpn_bbox_loss_graph(config, *x), name="rpn_bbox_loss")( [input_rpn_bbox, input_rpn_match, rpn_bbox]) class_loss = KL.Lambda(lambda x: mrcnn_class_loss_graph(*x), name="mrcnn_class_loss")( [target_class_ids, mrcnn_class_logits, active_class_ids]) bbox_loss = KL.Lambda(lambda x: mrcnn_bbox_loss_graph(*x), name="mrcnn_bbox_loss")( [target_bbox, target_class_ids, mrcnn_bbox]) mask_loss = KL.Lambda(lambda x: mrcnn_mask_loss_graph(*x), name="mrcnn_mask_loss")( [target_mask, target_class_ids, mrcnn_mask]) # Model inputs = [input_image, input_image_meta, input_rpn_match, input_rpn_bbox, input_gt_class_ids, input_gt_boxes, input_gt_masks] if not config.USE_RPN_ROIS: inputs.append(input_rois) outputs = [rpn_class_logits, rpn_class, rpn_bbox, mrcnn_class_logits, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, output_rois, rpn_class_loss, rpn_bbox_loss, class_loss, bbox_loss, mask_loss] model = KM.Model(inputs, outputs, name='mask_rcnn') else: # Network Heads # Proposal classifier and BBox regressor heads # boost all mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rpn_rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # Detections # output is [batch, num_detections, (y1, x1, y2, x2, class_id, score)] in # normalized coordinates detections = DetectionLayer(config, name="mrcnn_detection")( [rpn_rois, mrcnn_class, mrcnn_bbox, input_image_meta]) # Create masks for detections detection_boxes = KL.Lambda(lambda x: x[..., :4])(detections) mrcnn_mask = build_fpn_mask_graph(detection_boxes, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) model = KM.Model([input_image, input_image_meta, input_anchors], [detections, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, rpn_class, rpn_bbox], name='mask_rcnn') # Add multi-GPU support. if config.GPU_COUNT > 1: from mrcnn.parallel_model import ParallelModel model = ParallelModel(model, config.GPU_COUNT) return model def find_last(self): """Finds the last checkpoint file of the last trained model in the model directory. Returns: log_dir: The directory where events and weights are saved checkpoint_path: the path to the last checkpoint file """ # Get directory names. Each directory corresponds to a model dir_names = next(os.walk(self.model_dir))[1] key = self.config.NAME.lower() dir_names = filter(lambda f: f.startswith(key), dir_names) dir_names = sorted(dir_names) if not dir_names: return None, None # Pick last directory dir_name = os.path.join(self.model_dir, dir_names[-1]) # Find the last checkpoint checkpoints = next(os.walk(dir_name))[2] checkpoints = filter(lambda f: f.startswith("mask_rcnn"), checkpoints) checkpoints = sorted(checkpoints) if not checkpoints: return dir_name, None checkpoint = os.path.join(dir_name, checkpoints[-1]) return dir_name, checkpoint def load_weights(self, filepath, by_name=False, exclude=None): """Modified version of the correspoding Keras function with the addition of multi-GPU support and the ability to exclude some layers from loading. exlude: list of layer names to excluce """ import h5py from keras.engine import topology if exclude: by_name = True if h5py is None: raise ImportError('`load_weights` requires h5py.') f = h5py.File(filepath, mode='r') if 'layer_names' not in f.attrs and 'model_weights' in f: f = f['model_weights'] # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. keras_model = self.keras_model layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers # Exclude some layers if exclude: layers = filter(lambda l: l.name not in exclude, layers) if by_name: topology.load_weights_from_hdf5_group_by_name(f, layers) else: topology.load_weights_from_hdf5_group(f, layers) if hasattr(f, 'close'): f.close() # Update the log directory self.set_log_dir(filepath) def get_imagenet_weights(self): """Downloads ImageNet trained weights from Keras. Returns path to weights file. """ from keras.utils.data_utils import get_file TF_WEIGHTS_PATH_NO_TOP = 'https://github.com/fchollet/deep-learning-models/'\ 'releases/download/v0.2/'\ 'resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5' weights_path = get_file('resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', TF_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='a268eb855778b3df3c7506639542a6af') return weights_path def compile(self, learning_rate, momentum): """Gets the model ready for training. Adds losses, regularization, and metrics. Then calls the Keras compile() function. """ # Optimizer object optimizer = keras.optimizers.SGD( lr=learning_rate, momentum=momentum, clipnorm=self.config.GRADIENT_CLIP_NORM) # Add Losses # First, clear previously set losses to avoid duplication self.keras_model._losses = [] self.keras_model._per_input_losses = {} loss_names = [ "rpn_class_loss", "rpn_bbox_loss", "mrcnn_class_loss", "mrcnn_bbox_loss", "mrcnn_mask_loss"] for name in loss_names: layer = self.keras_model.get_layer(name) if layer.output in self.keras_model.losses: continue loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.add_loss(loss) # Add L2 Regularization # Skip gamma and beta weights of batch normalization layers. reg_losses = [ keras.regularizers.l2(self.config.WEIGHT_DECAY)(w) / tf.cast(tf.size(w), tf.float32) for w in self.keras_model.trainable_weights if 'gamma' not in w.name and 'beta' not in w.name] self.keras_model.add_loss(tf.add_n(reg_losses)) # Compile self.keras_model.compile( optimizer=optimizer, loss=[None] * len(self.keras_model.outputs)) # Add metrics for losses for name in loss_names: if name in self.keras_model.metrics_names: continue layer = self.keras_model.get_layer(name) self.keras_model.metrics_names.append(name) loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.metrics_tensors.append(loss) def set_trainable(self, layer_regex, keras_model=None, indent=0, verbose=0): """Sets model layers as trainable if their names match the given regular expression. """ # Print message on the first call (but not on recursive calls) if verbose > 0 and keras_model is None: log("Selecting layers to train") keras_model = keras_model or self.keras_model # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers for layer in layers: # Is the layer a model? if layer.__class__.__name__ == 'Model': print("In model: ", layer.name) self.set_trainable( layer_regex, keras_model=layer, indent=indent + 4) continue if not layer.weights: continue # Is it trainable? trainable = bool(re.fullmatch(layer_regex, layer.name)) # Update layer. If layer is a container, update inner layer. if layer.__class__.__name__ == 'TimeDistributed': layer.layer.trainable = trainable else: layer.trainable = trainable # Print trainble layer names if trainable and verbose > 0: log("{}{:20} ({})".format(" " * indent, layer.name, layer.__class__.__name__)) def set_log_dir(self, model_path=None): """Sets the model log directory and epoch counter. model_path: If None, or a format different from what this code uses then set a new log directory and start epochs from 0. Otherwise, extract the log directory and the epoch counter from the file name. """ # Set date and epoch counter as if starting a new model self.epoch = 0 now = datetime.datetime.now() # If we have a model path with date and epochs use them if model_path: # Continue from we left of. Get epoch and date from the file name # A sample model path might look like: # /path/to/logs/coco20171029T2315/mask_rcnn_coco_0001.h5 regex = r".*/\w+(\d{4})(\d{2})(\d{2})T(\d{2})(\d{2})/mask\_rcnn\_\w+(\d{4})\.h5" m = re.match(regex, model_path) if m: now = datetime.datetime(int(m.group(1)), int(m.group(2)), int(m.group(3)), int(m.group(4)), int(m.group(5))) # Epoch number in file is 1-based, and in Keras code it's 0-based. # So, adjust for that then increment by one to start from the next epoch self.epoch = int(m.group(6)) - 1 + 1 # Directory for training logs self.log_dir = os.path.join(self.model_dir, "{}{:%Y%m%dT%H%M}".format( self.config.NAME.lower(), now)) # Path to save after each epoch. Include placeholders that get filled by Keras. self.checkpoint_path = os.path.join(self.log_dir, "mask_rcnn_{}_*epoch*.h5".format( self.config.NAME.lower())) self.checkpoint_path = self.checkpoint_path.replace( "*epoch*", "{epoch:04d}") def train(self, train_dataset, val_dataset, learning_rate, epochs, layers, augmentation=None): """Train the model. train_dataset, val_dataset: Training and validation Dataset objects. learning_rate: The learning rate to train with epochs: Number of training epochs. Note that previous training epochs are considered to be done alreay, so this actually determines the epochs to train in total rather than in this particaular call. layers: Allows selecting wich layers to train. It can be: - A regular expression to match layer names to train - One of these predefined values: heaads: The RPN, classifier and mask heads of the network all: All the layers 3+: Train Resnet stage 3 and up 4+: Train Resnet stage 4 and up 5+: Train Resnet stage 5 and up augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. You can pass complex augmentations as well. This augmentation applies 50% of the time, and when it does it flips images right/left half the time and adds a Gausssian blur with a random sigma in range 0 to 5. augmentation = imgaug.augmenters.Sometimes(0.5, [ imgaug.augmenters.Fliplr(0.5), imgaug.augmenters.GaussianBlur(sigma=(0.0, 5.0)) ]) """ assert self.mode == "training", "Create model in training mode." # Pre-defined layer regular expressions layer_regex = { # all layers but the backbone "heads": r"(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # From a specific Resnet stage and up "3+": r"(res3.*)|(bn3.*)|(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "4+": r"(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "5+": r"(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # All layers "all": ".*", } if layers in layer_regex.keys(): layers = layer_regex[layers] # Data generators train_generator = data_generator(train_dataset, self.config, shuffle=True, augmentation=augmentation, batch_size=self.config.BATCH_SIZE) val_generator = data_generator(val_dataset, self.config, shuffle=True, batch_size=self.config.BATCH_SIZE) # Callbacks callbacks = [ keras.callbacks.TensorBoard(log_dir=self.log_dir, histogram_freq=0, write_graph=True, write_images=False), keras.callbacks.ModelCheckpoint(self.checkpoint_path, verbose=0, save_weights_only=True), ] #WeightsSaver(self.log_dir,self.keras_model, 9037) # Train log("\nStarting at epoch {}. LR={}\n".format(self.epoch, learning_rate)) log("Checkpoint Path: {}".format(self.checkpoint_path)) self.set_trainable(layers) self.compile(learning_rate, self.config.LEARNING_MOMENTUM) # Work-around for Windows: Keras fails on Windows when using # multiprocessing workers. See discussion here: # https://github.com/matterport/Mask_RCNN/issues/13#issuecomment-353124009 if os.name is 'nt': workers = 0 else: workers = multiprocessing.cpu_count() self.keras_model.fit_generator( train_generator, initial_epoch=self.epoch, epochs=epochs, steps_per_epoch=self.config.STEPS_PER_EPOCH, callbacks=callbacks, validation_data=val_generator, validation_steps=self.config.VALIDATION_STEPS, max_queue_size=100, workers=workers, use_multiprocessing=True, ) self.epoch = max(self.epoch, epochs) def mold_inputs(self, images): """Takes a list of images and modifies them to the format expected as an input to the neural network. images: List of image matricies [height,width,depth]. Images can have different sizes. Returns 3 Numpy matricies: molded_images: [N, h, w, 3]. Images resized and normalized. image_metas: [N, length of meta data]. Details about each image. windows: [N, (y1, x1, y2, x2)]. The portion of the image that has the original image (padding excluded). """ molded_images = [] image_metas = [] windows = [] for image in images: # Resize image # TODO: move resizing to mold_image() molded_image, window, scale, padding, crop = utils.resize_image( image, min_dim=self.config.IMAGE_MIN_DIM, min_scale=self.config.IMAGE_MIN_SCALE, max_dim=self.config.IMAGE_MAX_DIM, mode=self.config.IMAGE_RESIZE_MODE) molded_image = mold_image(molded_image, self.config) # Build image_meta image_meta = compose_image_meta( 0, image.shape, molded_image.shape, window, scale, np.zeros([self.config.NUM_CLASSES], dtype=np.int32)) # Append molded_images.append(molded_image) windows.append(window) image_metas.append(image_meta) # Pack into arrays molded_images = np.stack(molded_images) image_metas = np.stack(image_metas) windows = np.stack(windows) return molded_images, image_metas, windows def unmold_detections(self, detections, mrcnn_mask, original_image_shape, image_shape, window): """Reformats the detections of one image from the format of the neural network output to a format suitable for use in the rest of the application. detections: [N, (y1, x1, y2, x2, class_id, score)] in normalized coordinates mrcnn_mask: [N, height, width, num_classes] original_image_shape: [H, W, C] Original image shape before resizing image_shape: [H, W, C] Shape of the image after resizing and padding window: [y1, x1, y2, x2] Pixel coordinates of box in the image where the real image is excluding the padding. Returns: boxes: [N, (y1, x1, y2, x2)] Bounding boxes in pixels class_ids: [N] Integer class IDs for each bounding box scores: [N] Float probability scores of the class_id masks: [height, width, num_instances] Instance masks """ # How many detections do we have? # Detections array is padded with zeros. Find the first class_id == 0. zero_ix = np.where(detections[:, 4] == 0)[0] N = zero_ix[0] if zero_ix.shape[0] > 0 else detections.shape[0] # Extract boxes, class_ids, scores, and class-specific masks boxes = detections[:N, :4] class_ids = detections[:N, 4].astype(np.int32) scores = detections[:N, 5] masks = mrcnn_mask[np.arange(N), :, :, class_ids] # Translate normalized coordinates in the resized image to pixel # coordinates in the original image before resizing window = utils.norm_boxes(window, image_shape[:2]) wy1, wx1, wy2, wx2 = window shift = np.array([wy1, wx1, wy1, wx1]) wh = wy2 - wy1 # window height ww = wx2 - wx1 # window width scale = np.array([wh, ww, wh, ww]) # Convert boxes to normalized coordinates on the window boxes = np.divide(boxes - shift, scale) # Convert boxes to pixel coordinates on the original image boxes = utils.denorm_boxes(boxes, original_image_shape[:2]) # Filter out detections with zero area. Happens in early training when # network weights are still random exclude_ix = np.where( (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) <= 0)[0] if exclude_ix.shape[0] > 0: boxes = np.delete(boxes, exclude_ix, axis=0) class_ids = np.delete(class_ids, exclude_ix, axis=0) scores = np.delete(scores, exclude_ix, axis=0) masks = np.delete(masks, exclude_ix, axis=0) N = class_ids.shape[0] # Resize masks to original image size and set boundary threshold. full_masks = [] for i in range(N): # Convert neural network mask to full size mask full_mask = utils.unmold_mask(masks[i], boxes[i], original_image_shape) full_masks.append(full_mask) full_masks = np.stack(full_masks, axis=-1)\ if full_masks else np.empty(masks.shape[1:3] + (0,)) return boxes, class_ids, scores, full_masks def detect(self, images, verbose=0): """Runs the detection pipeline. images: List of images, potentially of different sizes. Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len( images) == self.config.BATCH_SIZE, "len(images) must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(images))) for image in images: log("image", image) # Mold inputs to format expected by the neural network molded_images, image_metas, windows = self.mold_inputs(images) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape,\ "After resizing, all images must have the same size. Check IMAGE_RESIZE_MODE and image sizes." # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(images): final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, windows[i]) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def detect_molded(self, molded_images, image_metas, verbose=0): """Runs the detection pipeline, but expect inputs that are molded already. Used mostly for debugging and inspecting the model. molded_images: List of images loaded using load_image_gt() image_metas: image meta data, also retruned by load_image_gt() Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len(molded_images) == self.config.BATCH_SIZE,\ "Number of images must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(molded_images))) for image in molded_images: log("image", image) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape, "Images must have the same size" # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(molded_images): window = [0, 0, image.shape[0], image.shape[1]] final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, window) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def get_anchors(self, image_shape): """Returns anchor pyramid for the given image size.""" backbone_shapes = compute_backbone_shapes(self.config, image_shape) # Cache anchors and reuse if image shape is the same if not hasattr(self, "_anchor_cache"): self._anchor_cache = {} if not tuple(image_shape) in self._anchor_cache: # Generate Anchors a = utils.generate_pyramid_anchors( self.config.RPN_ANCHOR_SCALES, self.config.RPN_ANCHOR_RATIOS, backbone_shapes, self.config.BACKBONE_STRIDES, self.config.RPN_ANCHOR_STRIDE) # Keep a copy of the latest anchors in pixel coordinates because # it's used in inspect_model notebooks. # TODO: Remove this after the notebook are refactored to not use it self.anchors = a # Normalize coordinates self._anchor_cache[tuple(image_shape)] = utils.norm_boxes(a, image_shape[:2]) return self._anchor_cache[tuple(image_shape)] def ancestor(self, tensor, name, checked=None): """Finds the ancestor of a TF tensor in the computation graph. tensor: TensorFlow symbolic tensor. name: Name of ancestor tensor to find checked: For internal use. A list of tensors that were already searched to avoid loops in traversing the graph. """ checked = checked if checked is not None else [] # Put a limit on how deep we go to avoid very long loops if len(checked) > 500: return None # Convert name to a regex and allow matching a number prefix # because Keras adds them automatically if isinstance(name, str): name = re.compile(name.replace("/", r"(\_\d+)*/")) parents = tensor.op.inputs for p in parents: if p in checked: continue if bool(re.fullmatch(name, p.name)): return p checked.append(p) a = self.ancestor(p, name, checked) if a is not None: return a return None def find_trainable_layer(self, layer): """If a layer is encapsulated by another layer, this function digs through the encapsulation and returns the layer that holds the weights. """ if layer.__class__.__name__ == 'TimeDistributed': return self.find_trainable_layer(layer.layer) return layer def get_trainable_layers(self): """Returns a list of layers that have weights.""" layers = [] # Loop through all layers for l in self.keras_model.layers: # If layer is a wrapper, find inner trainable layer l = self.find_trainable_layer(l) # Include layer if it has weights if l.get_weights(): layers.append(l) return layers def run_graph(self, images, outputs, image_metas=None): """Runs a sub-set of the computation graph that computes the given outputs. image_metas: If provided, the images are assumed to be already molded (i.e. resized, padded, and noramlized) outputs: List of tuples (name, tensor) to compute. The tensors are symbolic TensorFlow tensors and the names are for easy tracking. Returns an ordered dict of results. Keys are the names received in the input and values are Numpy arrays. """ model = self.keras_model # Organize desired outputs into an ordered dict outputs = OrderedDict(outputs) for o in outputs.values(): assert o is not None # Build a Keras function to run parts of the computation graph inputs = model.inputs if model.uses_learning_phase and not isinstance(K.learning_phase(), int): inputs += [K.learning_phase()] kf = K.function(model.inputs, list(outputs.values())) # Prepare inputs if image_metas is None: molded_images, image_metas, _ = self.mold_inputs(images) else: molded_images = images image_shape = molded_images[0].shape # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) model_in = [molded_images, image_metas, anchors] # Run inference if model.uses_learning_phase and not isinstance(K.learning_phase(), int): model_in.append(0.) outputs_np = kf(model_in) # Pack the generated Numpy arrays into a a dict and log the results. outputs_np = OrderedDict([(k, v) for k, v in zip(outputs.keys(), outputs_np)]) for k, v in outputs_np.items(): log(k, v) return outputs_np ############################################################ # Data Formatting ############################################################ def compose_image_meta(image_id, original_image_shape, image_shape, window, scale, active_class_ids): """Takes attributes of an image and puts them in one 1D array. image_id: An int ID of the image. Useful for debugging. original_image_shape: [H, W, C] before resizing or padding. image_shape: [H, W, C] after resizing and padding window: (y1, x1, y2, x2) in pixels. The area of the image where the real image is (excluding the padding) scale: The scaling factor applied to the original image (float32) active_class_ids: List of class_ids available in the dataset from which the image came. Useful if training on images from multiple datasets where not all classes are present in all datasets. """ meta = np.array( [image_id] + # size=1 list(original_image_shape) + # size=3 list(image_shape) + # size=3 list(window) + # size=4 (y1, x1, y2, x2) in image cooredinates [scale] + # size=1 list(active_class_ids) # size=num_classes ) return meta def parse_image_meta(meta): """Parses an array that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed values. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id.astype(np.int32), "original_image_shape": original_image_shape.astype(np.int32), "image_shape": image_shape.astype(np.int32), "window": window.astype(np.int32), "scale": scale.astype(np.float32), "active_class_ids": active_class_ids.astype(np.int32), } def parse_image_meta_graph(meta): """Parses a tensor that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed tensors. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id, "original_image_shape": original_image_shape, "image_shape": image_shape, "window": window, "scale": scale, "active_class_ids": active_class_ids, } def mold_image(images, config): """Expects an RGB image (or array of images) and subtraces the mean pixel and converts it to float. Expects image colors in RGB order. """ return images.astype(np.float32) - config.MEAN_PIXEL def unmold_image(normalized_images, config): """Takes a image normalized with mold() and returns the original.""" return (normalized_images + config.MEAN_PIXEL).astype(np.uint8) ############################################################ # Miscellenous Graph Functions ############################################################ def trim_zeros_graph(boxes, name=None): """Often boxes are represented with matricies of shape [N, 4] and are padded with zeros. This removes zero boxes. boxes: [N, 4] matrix of boxes. non_zeros: [N] a 1D boolean mask identifying the rows to keep """ non_zeros = tf.cast(tf.reduce_sum(tf.abs(boxes), axis=1), tf.bool) boxes = tf.boolean_mask(boxes, non_zeros, name=name) return boxes, non_zeros def batch_pack_graph(x, counts, num_rows): """Picks different number of values from each row in x depending on the values in counts. """ outputs = [] for i in range(num_rows): outputs.append(x[i, :counts[i]]) return tf.concat(outputs, axis=0) def norm_boxes_graph(boxes, shape): """Converts boxes from pixel coordinates to normalized coordinates. boxes: [..., (y1, x1, y2, x2)] in pixel coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in normalized coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.divide(boxes - shift, scale) def boost_boxes_graph(boxes): c = 0.015625 p0 = boxes[:,:,0] - c p1 = boxes[:,:,1] - c p2 = boxes[:,:,2] + c p3 = boxes[:,:,3] + c boxes = tf.stack([p0, p1, p2, p3], axis=2) return boxes def denorm_boxes_graph(boxes, shape): """Converts boxes from normalized coordinates to pixel coordinates. boxes: [..., (y1, x1, y2, x2)] in normalized coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in pixel coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.cast(tf.round(tf.multiply(boxes, scale) + shift), tf.int32) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/model_mod_rgb.py ================================================ """ Mask R-CNN The main Mask R-CNN model implemenetation. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import os import random import datetime import re import math import logging from collections import OrderedDict import multiprocessing import numpy as np import skimage.transform import tensorflow as tf import keras import keras.backend as K import keras.layers as KL import keras.engine as KE import keras.models as KM from keras.callbacks import Callback from mrcnn import utils # Requires TensorFlow 1.3+ and Keras 2.0.8+. from distutils.version import LooseVersion assert LooseVersion(tf.__version__) >= LooseVersion("1.3") assert LooseVersion(keras.__version__) >= LooseVersion('2.0.8') ############################################################ # Utility Functions ############################################################ def log(text, array=None): """Prints a text message. And, optionally, if a Numpy array is provided it prints it's shape, min, and max values. """ if array is not None: text = text.ljust(25) text += ("shape: {:20} min: {:10.5f} max: {:10.5f} {}".format( str(array.shape), array.min() if array.size else "", array.max() if array.size else "", array.dtype)) print(text) class WeightsSaver(Callback): def __init__(self,snapshot_path, model, N): self.model = model self.N = N self.batch = 0 self.snapshot_path=snapshot_path def on_batch_end(self, batch, logs={}): if self.batch % self.N == 0: name = self.snapshot_path+'snap%08d.h5' % self.batch self.model.save_weights(name) lr = K.get_value(self.model.optimizer.lr) print ('current lr:', lr) with open('learning_rate.txt','a') as f: f.write('learning_rate, %f, %f \n'%(self.batch,lr)) self.batch += 1 class BatchNorm(KL.BatchNormalization): """Extends the Keras BatchNormalization class to allow a central place to make changes if needed. Batch normalization has a negative effect on training if batches are small so this layer is often frozen (via setting in Config class) and functions as linear layer. """ def call(self, inputs, training=None): """ Note about training values: None: Train BN layers. This is the normal mode False: Freeze BN layers. Good when batch size is small True: (don't use). Set layer in training mode even when inferencing """ return super(self.__class__, self).call(inputs, training=training) def compute_backbone_shapes(config, image_shape): """Computes the width and height of each stage of the backbone network. Returns: [N, (height, width)]. Where N is the number of stages """ # Currently supports ResNet only assert config.BACKBONE in ["resnet50", "resnet101"] return np.array( [[int(math.ceil(image_shape[0] / stride)), int(math.ceil(image_shape[1] / stride))] for stride in config.BACKBONE_STRIDES]) def bottom_up_agg(Ps): P2,P3,P4,P5=Ps N2=P2 N3=KL.Add()([P3,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N2)]) N3=KL.Conv2D(256, (3, 3), padding="SAME")(N3) N4=KL.Add()([P4,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N3)]) N4=KL.Conv2D(256, (3, 3), padding="SAME")(N4) N5= KL.Add()([P5,KL.Conv2D(256,(3, 3),strides=(2,2),padding='SAME')(N4)]) N5 = KL.Conv2D(256, (3, 3), padding="SAME")(N5) return [N2,N3,N4,N5] ############################################################ # Resnet Graph ############################################################ # Code adopted from: # https://github.com/fchollet/deep-learning-models/blob/master/resnet50.py def identity_block(input_tensor, kernel_size, filters, stage, block, use_bias=True, train_bn=True): """The identity_block is the block that has no conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) x = KL.Add()([x, input_tensor]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2), use_bias=True, train_bn=True): """conv_block is the block that has a conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names use_bias: Boolean. To use or not use a bias in conv layers. train_bn: Boolean. Train or freeze Batch Norm layres Note that from stage 3, the first conv layer at main path is with subsample=(2,2) And the shortcut should have subsample=(2,2) as well """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), strides=strides, name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(name=bn_name_base + '2a')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2b')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(name=bn_name_base + '2c')(x, training=train_bn) shortcut = KL.Conv2D(nb_filter3, (1, 1), strides=strides, name=conv_name_base + '1', use_bias=use_bias)(input_tensor) shortcut = BatchNorm(name=bn_name_base + '1')(shortcut, training=train_bn) x = KL.Add()([x, shortcut]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def det_conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2), use_bias=True, train_bn=True): """conv_block is the block that has a conv layer at shortcut # Arguments input_tensor: input tensor kernel_size: defualt 3, the kernel size of middle conv layer at main path filters: list of integers, the nb_filters of 3 conv layer at main path stage: integer, current stage label, used for generating layer names block: 'a','b'..., current block label, used for generating layer names Note that from stage 3, the first conv layer at main path is with subsample=(2,2) And the shortcut should have subsample=(2,2) as well """ nb_filter1, nb_filter2, nb_filter3 = filters conv_name_base = 'res' + str(stage) + block + '_branch' bn_name_base = 'bn' + str(stage) + block + '_branch' x = KL.Conv2D(nb_filter1, (1, 1), strides=strides, name=conv_name_base + '2a', use_bias=use_bias)(input_tensor) x = BatchNorm(axis=3, name=bn_name_base + '2a')(x) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter2, (kernel_size, kernel_size), padding='same', name=conv_name_base + '2b', use_bias=use_bias, dilation_rate=2)(x) x = BatchNorm(axis=3, name=bn_name_base + '2b')(x) x = KL.Activation('relu')(x) x = KL.Conv2D(nb_filter3, (1, 1), name=conv_name_base + '2c', use_bias=use_bias)(x) x = BatchNorm(axis=3, name=bn_name_base + '2c')(x) shortcut = KL.Conv2D(nb_filter3, (1, 1), strides=strides, name=conv_name_base + '1', use_bias=use_bias)(input_tensor) shortcut = BatchNorm(axis=3, name=bn_name_base + '1')(shortcut) x = KL.Add()([x, shortcut]) x = KL.Activation('relu', name='res' + str(stage) + block + '_out')(x) return x def resnet_graph(input_image, architecture, stage5=False, train_bn=True,dilation=[]): """Build a ResNet graph. architecture: Can be resnet50 or resnet101 stage5: Boolean. If False, stage5 of the network is not created train_bn: Boolean. Train or freeze Batch Norm layres """ assert architecture in ["resnet50", "resnet101"] # Stage 1 x = KL.ZeroPadding2D((3, 3))(input_image) x = KL.Conv2D(64, (7, 7), strides=(1, 1), name='conv1', use_bias=True)(x) x = BatchNorm(name='bn_conv1')(x, training=train_bn) x = KL.Activation('relu')(x) C1 = x = KL.MaxPooling2D((3, 3), strides=(2, 2), padding="same")(x) # Stage 2 if 2 in dilation: x = det_conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1), train_bn=train_bn) print ('stage 2 dilated') else: x = conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1), train_bn=train_bn) x = identity_block(x, 3, [64, 64, 256], stage=2, block='b', train_bn=train_bn) C2 = x = identity_block(x, 3, [64, 64, 256], stage=2, block='c', train_bn=train_bn) # Stage 3 if 3 in dilation: x = det_conv_block(x, 3, [128, 128, 512], stage=3, block='a', train_bn=train_bn) print ('stage 3 dilated') else: x = conv_block(x, 3, [128, 128, 512], stage=3, block='a', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='b', train_bn=train_bn) x = identity_block(x, 3, [128, 128, 512], stage=3, block='c', train_bn=train_bn) C3 = x = identity_block(x, 3, [128, 128, 512], stage=3, block='d', train_bn=train_bn) # Stage 4 if 4 in dilation: x = det_conv_block(x, 3, [256, 256, 1024], stage=4, block='a', train_bn=train_bn) print ('stage 4 dilated') else: x = conv_block(x, 3, [256, 256, 1024], stage=4, block='a', train_bn=train_bn) block_count = {"resnet50": 5, "resnet101": 22}[architecture] for i in range(block_count): x = identity_block(x, 3, [256, 256, 1024], stage=4, block=chr(98 + i), train_bn=train_bn) C4 = x # Stage 5 if stage5: if 5 in dilation: x = det_conv_block(x, 3, [512, 512, 2048], stage=5, block='a', train_bn=train_bn) print ('stage 5 dilated') else: x = conv_block(x, 3, [512, 512, 2048], stage=5, block='a', train_bn=train_bn) x = identity_block(x, 3, [512, 512, 2048], stage=5, block='b', train_bn=train_bn) C5 = x = identity_block(x, 3, [512, 512, 2048], stage=5, block='c', train_bn=train_bn) else: C5 = None return [C1, C2, C3, C4, C5] ############################################################ # Proposal Layer ############################################################ def apply_box_deltas_graph(boxes, deltas): """Applies the given deltas to the given boxes. boxes: [N, (y1, x1, y2, x2)] boxes to update deltas: [N, (dy, dx, log(dh), log(dw))] refinements to apply """ # Convert to y, x, h, w height = boxes[:, 2] - boxes[:, 0] width = boxes[:, 3] - boxes[:, 1] center_y = boxes[:, 0] + 0.5 * height center_x = boxes[:, 1] + 0.5 * width # Apply deltas center_y += deltas[:, 0] * height center_x += deltas[:, 1] * width height *= tf.exp(deltas[:, 2]) width *= tf.exp(deltas[:, 3]) # Convert back to y1, x1, y2, x2 y1 = center_y - 0.5 * height x1 = center_x - 0.5 * width y2 = y1 + height x2 = x1 + width result = tf.stack([y1, x1, y2, x2], axis=1, name="apply_box_deltas_out") return result def clip_boxes_graph(boxes, window): """ boxes: [N, (y1, x1, y2, x2)] window: [4] in the form y1, x1, y2, x2 """ # Split wy1, wx1, wy2, wx2 = tf.split(window, 4) y1, x1, y2, x2 = tf.split(boxes, 4, axis=1) # Clip y1 = tf.maximum(tf.minimum(y1, wy2), wy1) x1 = tf.maximum(tf.minimum(x1, wx2), wx1) y2 = tf.maximum(tf.minimum(y2, wy2), wy1) x2 = tf.maximum(tf.minimum(x2, wx2), wx1) clipped = tf.concat([y1, x1, y2, x2], axis=1, name="clipped_boxes") clipped.set_shape((clipped.shape[0], 4)) return clipped class ProposalLayer(KE.Layer): """Receives anchor scores and selects a subset to pass as proposals to the second stage. Filtering is done based on anchor scores and non-max suppression to remove overlaps. It also applies bounding box refinement deltas to anchors. Inputs: rpn_probs: [batch, anchors, (bg prob, fg prob)] rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] anchors: [batch, (y1, x1, y2, x2)] anchors in normalized coordinates Returns: Proposals in normalized coordinates [batch, rois, (y1, x1, y2, x2)] """ def __init__(self, proposal_count, nms_threshold, config=None, **kwargs): super(ProposalLayer, self).__init__(**kwargs) self.config = config self.proposal_count = proposal_count self.nms_threshold = nms_threshold def call(self, inputs): # Box Scores. Use the foreground class confidence. [Batch, num_rois, 1] scores = inputs[0][:, :, 1] # Box deltas [batch, num_rois, 4] deltas = inputs[1] deltas = deltas * np.reshape(self.config.RPN_BBOX_STD_DEV, [1, 1, 4]) # Anchors anchors = inputs[2] # Improve performance by trimming to top anchors by score # and doing the rest on the smaller subset. pre_nms_limit = tf.minimum(6000, tf.shape(anchors)[1]) ix = tf.nn.top_k(scores, pre_nms_limit, sorted=True, name="top_anchors").indices scores = utils.batch_slice([scores, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) deltas = utils.batch_slice([deltas, ix], lambda x, y: tf.gather(x, y), self.config.IMAGES_PER_GPU) pre_nms_anchors = utils.batch_slice([anchors, ix], lambda a, x: tf.gather(a, x), self.config.IMAGES_PER_GPU, names=["pre_nms_anchors"]) # Apply deltas to anchors to get refined anchors. # [batch, N, (y1, x1, y2, x2)] boxes = utils.batch_slice([pre_nms_anchors, deltas], lambda x, y: apply_box_deltas_graph(x, y), self.config.IMAGES_PER_GPU, names=["refined_anchors"]) # Clip to image boundaries. Since we're in normalized coordinates, # clip to 0..1 range. [batch, N, (y1, x1, y2, x2)] window = np.array([0, 0, 1, 1], dtype=np.float32) boxes = utils.batch_slice(boxes, lambda x: clip_boxes_graph(x, window), self.config.IMAGES_PER_GPU, names=["refined_anchors_clipped"]) # Filter out small boxes # According to Xinlei Chen's paper, this reduces detection accuracy # for small objects, so we're skipping it. # boost all # Non-max suppression def nms(boxes, scores): indices = tf.image.non_max_suppression( boxes, scores, self.proposal_count, self.nms_threshold, name="rpn_non_max_suppression") proposals = tf.gather(boxes, indices) # Pad if needed padding = tf.maximum(self.proposal_count - tf.shape(proposals)[0], 0) proposals = tf.pad(proposals, [(0, padding), (0, 0)]) return proposals proposals = utils.batch_slice([boxes, scores], nms, self.config.IMAGES_PER_GPU) return proposals def compute_output_shape(self, input_shape): return (None, self.proposal_count, 4) ############################################################ # ROIAlign Layer ############################################################ def log2_graph(x): """Implementatin of Log2. TF doesn't have a native implemenation.""" return tf.log(x) / tf.log(2.0) class PyramidROIAlign(KE.Layer): """Implements ROI Pooling on multiple levels of the feature pyramid. Params: - pool_shape: [height, width] of the output pooled regions. Usually [7, 7] Inputs: - boxes: [batch, num_boxes, (y1, x1, y2, x2)] in normalized coordinates. Possibly padded with zeros if not enough boxes to fill the array. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - Feature maps: List of feature maps from different levels of the pyramid. Each is [batch, height, width, channels] Output: Pooled regions in the shape: [batch, num_boxes, height, width, channels]. The width and height are those specific in the pool_shape in the layer constructor. """ def __init__(self, pool_shape, **kwargs): super(PyramidROIAlign, self).__init__(**kwargs) self.pool_shape = tuple(pool_shape) def call(self, inputs): # Crop boxes [batch, num_boxes, (y1, x1, y2, x2)] in normalized coords boxes = inputs[0] # Image meta # Holds details about the image. See compose_image_meta() image_meta = inputs[1] # Feature Maps. List of feature maps from different level of the # feature pyramid. Each is [batch, height, width, channels] feature_maps = inputs[2:] # Assign each ROI to a level in the pyramid based on the ROI area. y1, x1, y2, x2 = tf.split(boxes, 4, axis=2) h = y2 - y1 w = x2 - x1 # Use shape of first image. Images in a batch must have the same size. image_shape = parse_image_meta_graph(image_meta)['image_shape'][0] # Equation 1 in the Feature Pyramid Networks paper. Account for # the fact that our coordinates are normalized here. # e.g. a 224x224 ROI (in pixels) maps to P4 image_area = tf.cast(image_shape[0] * image_shape[1], tf.float32) roi_level = log2_graph(tf.sqrt(h * w) / (224.0 / tf.sqrt(image_area))) roi_level = tf.minimum(5, tf.maximum( 2, 4 + tf.cast(tf.round(roi_level), tf.int32))) roi_level = tf.squeeze(roi_level, 2) # Loop through levels and apply ROI pooling to each. P2 to P5. pooled = [] box_to_level = [] for i, level in enumerate(range(2, 6)): ix = tf.where(tf.equal(roi_level, level)) level_boxes = tf.gather_nd(boxes, ix) # Box indicies for crop_and_resize. box_indices = tf.cast(ix[:, 0], tf.int32) # Keep track of which box is mapped to which level box_to_level.append(ix) # Stop gradient propogation to ROI proposals level_boxes = tf.stop_gradient(level_boxes) box_indices = tf.stop_gradient(box_indices) # Crop and Resize # From Mask R-CNN paper: "We sample four regular locations, so # that we can evaluate either max or average pooling. In fact, # interpolating only a single value at each bin center (without # pooling) is nearly as effective." # # Here we use the simplified approach of a single value per bin, # which is how it's done in tf.crop_and_resize() # Result: [batch * num_boxes, pool_height, pool_width, channels] pooled.append(tf.image.crop_and_resize( feature_maps[i], level_boxes, box_indices, self.pool_shape, method="bilinear")) # Pack pooled features into one tensor pooled = tf.concat(pooled, axis=0) # Pack box_to_level mapping into one array and add another # column representing the order of pooled boxes box_to_level = tf.concat(box_to_level, axis=0) box_range = tf.expand_dims(tf.range(tf.shape(box_to_level)[0]), 1) box_to_level = tf.concat([tf.cast(box_to_level, tf.int32), box_range], axis=1) # Rearrange pooled features to match the order of the original boxes # Sort box_to_level by batch then box index # TF doesn't have a way to sort by two columns, so merge them and sort. sorting_tensor = box_to_level[:, 0] * 100000 + box_to_level[:, 1] ix = tf.nn.top_k(sorting_tensor, k=tf.shape( box_to_level)[0]).indices[::-1] ix = tf.gather(box_to_level[:, 2], ix) pooled = tf.gather(pooled, ix) # Re-add the batch dimension pooled = tf.expand_dims(pooled, 0) return pooled def compute_output_shape(self, input_shape): return input_shape[0][:2] + self.pool_shape + (input_shape[2][-1], ) ############################################################ # Detection Target Layer ############################################################ def overlaps_graph(boxes1, boxes2): """Computes IoU overlaps between two sets of boxes. boxes1, boxes2: [N, (y1, x1, y2, x2)]. """ # 1. Tile boxes2 and repeate boxes1. This allows us to compare # every boxes1 against every boxes2 without loops. # TF doesn't have an equivalent to np.repeate() so simulate it # using tf.tile() and tf.reshape. b1 = tf.reshape(tf.tile(tf.expand_dims(boxes1, 1), [1, 1, tf.shape(boxes2)[0]]), [-1, 4]) b2 = tf.tile(boxes2, [tf.shape(boxes1)[0], 1]) # 2. Compute intersections b1_y1, b1_x1, b1_y2, b1_x2 = tf.split(b1, 4, axis=1) b2_y1, b2_x1, b2_y2, b2_x2 = tf.split(b2, 4, axis=1) y1 = tf.maximum(b1_y1, b2_y1) x1 = tf.maximum(b1_x1, b2_x1) y2 = tf.minimum(b1_y2, b2_y2) x2 = tf.minimum(b1_x2, b2_x2) intersection = tf.maximum(x2 - x1, 0) * tf.maximum(y2 - y1, 0) # 3. Compute unions b1_area = (b1_y2 - b1_y1) * (b1_x2 - b1_x1) b2_area = (b2_y2 - b2_y1) * (b2_x2 - b2_x1) union = b1_area + b2_area - intersection # 4. Compute IoU and reshape to [boxes1, boxes2] iou = intersection / union overlaps = tf.reshape(iou, [tf.shape(boxes1)[0], tf.shape(boxes2)[0]]) return overlaps def detection_targets_graph(proposals, gt_class_ids, gt_boxes, gt_masks, config): """Generates detection targets for one image. Subsamples proposals and generates target class IDs, bounding box deltas, and masks for each. Inputs: proposals: [N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [MAX_GT_INSTANCES] int class IDs gt_boxes: [MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [height, width, MAX_GT_INSTANCES] of boolean type. Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. Zero padded. deltas: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw))] Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width). Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ # Assertions asserts = [ tf.Assert(tf.greater(tf.shape(proposals)[0], 0), [proposals], name="roi_assertion"), ] with tf.control_dependencies(asserts): proposals = tf.identity(proposals) # Remove zero padding proposals, _ = trim_zeros_graph(proposals, name="trim_proposals") gt_boxes, non_zeros = trim_zeros_graph(gt_boxes, name="trim_gt_boxes") gt_class_ids = tf.boolean_mask(gt_class_ids, non_zeros, name="trim_gt_class_ids") gt_masks = tf.gather(gt_masks, tf.where(non_zeros)[:, 0], axis=2, name="trim_gt_masks") # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = tf.where(gt_class_ids < 0)[:, 0] non_crowd_ix = tf.where(gt_class_ids > 0)[:, 0] crowd_boxes = tf.gather(gt_boxes, crowd_ix) crowd_masks = tf.gather(gt_masks, crowd_ix, axis=2) gt_class_ids = tf.gather(gt_class_ids, non_crowd_ix) gt_boxes = tf.gather(gt_boxes, non_crowd_ix) gt_masks = tf.gather(gt_masks, non_crowd_ix, axis=2) # Compute overlaps matrix [proposals, gt_boxes] overlaps = overlaps_graph(proposals, gt_boxes) # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = overlaps_graph(proposals, crowd_boxes) crowd_iou_max = tf.reduce_max(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) # Determine postive and negative ROIs roi_iou_max = tf.reduce_max(overlaps, axis=1) # 1. Positive ROIs are those with >= 0.5 IoU with a GT box positive_roi_bool = (roi_iou_max >= 0.5) positive_indices = tf.where(positive_roi_bool)[:, 0] # 2. Negative ROIs are those with < 0.5 with every GT box. Skip crowds. negative_indices = tf.where(tf.logical_and(roi_iou_max < 0.5, no_crowd_bool))[:, 0] # Subsample ROIs. Aim for 33% positive # Positive ROIs positive_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) if config.POSITIVE_TYPE=='sort': pos_rois_all = tf.gather(proposals,positive_indices) area = (pos_rois_all[:, 2] - pos_rois_all[:, 0]) * (pos_rois_all[:, 3] - pos_rois_all[:, 1]) idx = tf.py_func(np.argsort,[area],tf.int64) #idx = tf.where(area<256)[:,0] positive_indices = tf.gather(positive_indices,idx[:positive_count]) positive_indices = tf.random_shuffle(positive_indices) #print ('doing..',config.POSITIVE_TYPE) else: #print ('doing..',config.POSITIVE_TYPE) positive_indices = tf.random_shuffle(positive_indices)[:positive_count] positive_count = tf.shape(positive_indices)[0] # Negative ROIs. Add enough to maintain positive:negative ratio. r = 1.0 / config.ROI_POSITIVE_RATIO negative_count = tf.cast(r * tf.cast(positive_count, tf.float32), tf.int32) - positive_count negative_indices = tf.random_shuffle(negative_indices)[:negative_count] # Gather selected ROIs positive_rois = tf.gather(proposals, positive_indices) #boost positive with small area ''' area = (positive_rois[:, 2] - positive_rois[:, 0]) * (positive_rois[:, 3] - positive_rois[:, 1]) idx = tf.where(area < 0.0025)[0] def boost(positive_rois,idx): c = 0.015625 positive_small = tf.gather(positive_rois, idx) p0 = positive_small[:, 0] - c p1 = positive_small[:, 1] - c p2 = positive_small[:, 2] + c p3 = positive_small[:, 3] + c positive_small = tf.stack([p0, p1, p2, p3], axis=1) positive_rois[idx]=positive_small return positive_rois #positive_rois = K.switch(tf.size(idx)>0,boost(positive_rois,idx) ,positive_rois) ''' #boost all ''' c = 0.015625 p0 = positive_rois[:, 0] - c p1 = positive_rois[:, 1] - c p2 = positive_rois[:, 2] + c p3 = positive_rois[:, 3] + c positive_rois = tf.stack([p0, p1, p2, p3], axis=1) ''' negative_rois = tf.gather(proposals, negative_indices) # Assign positive ROIs to GT boxes. positive_overlaps = tf.gather(overlaps, positive_indices) #fix roi_gt_box_assignment = tf.cond(tf.greater(tf.shape(positive_overlaps)[1],0), true_fn= lambda: tf.argmax(positive_overlaps, axis=1), false_fn =lambda: tf.cast(tf.constant([]),tf.int64)) #old error tensorflow.python.framework.errors_impl.InvalidArgumentError: Reduction axis 1 is empty in shape [0,0] #roi_gt_box_assignment = tf.argmax(positive_overlaps, axis=1) roi_gt_boxes = tf.gather(gt_boxes, roi_gt_box_assignment) roi_gt_class_ids = tf.gather(gt_class_ids, roi_gt_box_assignment) # Compute bbox refinement for positive ROIs deltas = utils.box_refinement_graph(positive_rois, roi_gt_boxes) deltas /= config.BBOX_STD_DEV # Assign positive ROIs to GT masks # Permute masks to [N, height, width, 1] transposed_masks = tf.expand_dims(tf.transpose(gt_masks, [2, 0, 1]), -1) # Pick the right mask for each ROI roi_masks = tf.gather(transposed_masks, roi_gt_box_assignment) # Compute mask targets boxes = positive_rois if config.USE_MINI_MASK: # Transform ROI corrdinates from normalized image space # to normalized mini-mask space. y1, x1, y2, x2 = tf.split(positive_rois, 4, axis=1) gt_y1, gt_x1, gt_y2, gt_x2 = tf.split(roi_gt_boxes, 4, axis=1) gt_h = gt_y2 - gt_y1 gt_w = gt_x2 - gt_x1 y1 = (y1 - gt_y1) / gt_h x1 = (x1 - gt_x1) / gt_w y2 = (y2 - gt_y1) / gt_h x2 = (x2 - gt_x1) / gt_w boxes = tf.concat([y1, x1, y2, x2], 1) box_ids = tf.range(0, tf.shape(roi_masks)[0]) masks = tf.image.crop_and_resize(tf.cast(roi_masks, tf.float32), boxes, box_ids, config.MASK_SHAPE) # Remove the extra dimension from masks. masks = tf.squeeze(masks, axis=3) # Threshold mask pixels at 0.5 to have GT masks be 0 or 1 to use with # binary cross entropy loss. masks = tf.round(masks) # Append negative ROIs and pad bbox deltas and masks that # are not used for negative ROIs with zeros. rois = tf.concat([positive_rois, negative_rois], axis=0) N = tf.shape(negative_rois)[0] P = tf.maximum(config.TRAIN_ROIS_PER_IMAGE - tf.shape(rois)[0], 0) rois = tf.pad(rois, [(0, P), (0, 0)]) roi_gt_boxes = tf.pad(roi_gt_boxes, [(0, N + P), (0, 0)]) roi_gt_class_ids = tf.pad(roi_gt_class_ids, [(0, N + P)]) deltas = tf.pad(deltas, [(0, N + P), (0, 0)]) masks = tf.pad(masks, [[0, N + P], (0, 0), (0, 0)]) return rois, roi_gt_class_ids, deltas, masks class DetectionTargetLayer(KE.Layer): """Subsamples proposals and generates target box refinement, class_ids, and masks for each. Inputs: proposals: [batch, N, (y1, x1, y2, x2)] in normalized coordinates. Might be zero padded if there are not enough proposals. gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs. gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in normalized coordinates. gt_masks: [batch, height, width, MAX_GT_INSTANCES] of boolean type Returns: Target ROIs and corresponding class IDs, bounding box shifts, and masks. rois: [batch, TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] in normalized coordinates target_class_ids: [batch, TRAIN_ROIS_PER_IMAGE]. Integer class IDs. target_deltas: [batch, TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (dy, dx, log(dh), log(dw), class_id)] Class-specific bbox refinements. target_mask: [batch, TRAIN_ROIS_PER_IMAGE, height, width) Masks cropped to bbox boundaries and resized to neural network output size. Note: Returned arrays might be zero padded if not enough target ROIs. """ def __init__(self, config, **kwargs): super(DetectionTargetLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): proposals = inputs[0] gt_class_ids = inputs[1] gt_boxes = inputs[2] gt_masks = inputs[3] # Slice the batch and run a graph for each slice # TODO: Rename target_bbox to target_deltas for clarity names = ["rois", "target_class_ids", "target_bbox", "target_mask"] outputs = utils.batch_slice( [proposals, gt_class_ids, gt_boxes, gt_masks], lambda w, x, y, z: detection_targets_graph( w, x, y, z, self.config), self.config.IMAGES_PER_GPU, names=names) return outputs def compute_output_shape(self, input_shape): return [ (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # rois (None, 1), # class_ids (None, self.config.TRAIN_ROIS_PER_IMAGE, 4), # deltas (None, self.config.TRAIN_ROIS_PER_IMAGE, self.config.MASK_SHAPE[0], self.config.MASK_SHAPE[1]) # masks ] def compute_mask(self, inputs, mask=None): return [None, None, None, None] ############################################################ # Detection Layer ############################################################ def refine_detections_graph(rois, probs, deltas, window, config): """Refine classified proposals and filter overlaps and return final detections. Inputs: rois: [N, (y1, x1, y2, x2)] in normalized coordinates probs: [N, num_classes]. Class probabilities. deltas: [N, num_classes, (dy, dx, log(dh), log(dw))]. Class-specific bounding box deltas. window: (y1, x1, y2, x2) in image coordinates. The part of the image that contains the image excluding the padding. Returns detections shaped: [N, (y1, x1, y2, x2, class_id, score)] where coordinates are normalized. """ # Class IDs per ROI class_ids = tf.argmax(probs, axis=1, output_type=tf.int32) # Class probability of the top class of each ROI indices = tf.stack([tf.range(probs.shape[0]), class_ids], axis=1) class_scores = tf.gather_nd(probs, indices) # Class-specific bounding box deltas deltas_specific = tf.gather_nd(deltas, indices) # Apply bounding box deltas # Shape: [boxes, (y1, x1, y2, x2)] in normalized coordinates refined_rois = apply_box_deltas_graph( rois, deltas_specific * config.BBOX_STD_DEV) # Clip boxes to image window refined_rois = clip_boxes_graph(refined_rois, window) # TODO: Filter out boxes with zero area # Filter out background boxes keep = tf.where(class_ids > 0)[:, 0] # Filter out low confidence boxes if config.DETECTION_MIN_CONFIDENCE: conf_keep = tf.where(class_scores >= config.DETECTION_MIN_CONFIDENCE)[:, 0] keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(conf_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Apply per-class NMS # 1. Prepare variables pre_nms_class_ids = tf.gather(class_ids, keep) pre_nms_scores = tf.gather(class_scores, keep) pre_nms_rois = tf.gather(refined_rois, keep) unique_pre_nms_class_ids = tf.unique(pre_nms_class_ids)[0] def nms_keep_map(class_id): """Apply Non-Maximum Suppression on ROIs of the given class.""" # Indices of ROIs of the given class ixs = tf.where(tf.equal(pre_nms_class_ids, class_id))[:, 0] # Apply NMS class_keep = tf.image.non_max_suppression( tf.gather(pre_nms_rois, ixs), tf.gather(pre_nms_scores, ixs), max_output_size=config.DETECTION_MAX_INSTANCES, iou_threshold=config.DETECTION_NMS_THRESHOLD) # Map indicies class_keep = tf.gather(keep, tf.gather(ixs, class_keep)) # Pad with -1 so returned tensors have the same shape gap = config.DETECTION_MAX_INSTANCES - tf.shape(class_keep)[0] class_keep = tf.pad(class_keep, [(0, gap)], mode='CONSTANT', constant_values=-1) # Set shape so map_fn() can infer result shape class_keep.set_shape([config.DETECTION_MAX_INSTANCES]) return class_keep # 2. Map over class IDs nms_keep = tf.map_fn(nms_keep_map, unique_pre_nms_class_ids, dtype=tf.int64) # 3. Merge results into one list, and remove -1 padding nms_keep = tf.reshape(nms_keep, [-1]) nms_keep = tf.gather(nms_keep, tf.where(nms_keep > -1)[:, 0]) # 4. Compute intersection between keep and nms_keep keep = tf.sets.set_intersection(tf.expand_dims(keep, 0), tf.expand_dims(nms_keep, 0)) keep = tf.sparse_tensor_to_dense(keep)[0] # Keep top detections roi_count = config.DETECTION_MAX_INSTANCES class_scores_keep = tf.gather(class_scores, keep) num_keep = tf.minimum(tf.shape(class_scores_keep)[0], roi_count) top_ids = tf.nn.top_k(class_scores_keep, k=num_keep, sorted=True)[1] keep = tf.gather(keep, top_ids) # Arrange output as [N, (y1, x1, y2, x2, class_id, score)] # Coordinates are normalized. detections = tf.concat([ tf.gather(refined_rois, keep), tf.to_float(tf.gather(class_ids, keep))[..., tf.newaxis], tf.gather(class_scores, keep)[..., tf.newaxis] ], axis=1) # Pad with zeros if detections < DETECTION_MAX_INSTANCES gap = config.DETECTION_MAX_INSTANCES - tf.shape(detections)[0] detections = tf.pad(detections, [(0, gap), (0, 0)], "CONSTANT") return detections class DetectionLayer(KE.Layer): """Takes classified proposal boxes and their bounding box deltas and returns the final detection boxes. Returns: [batch, num_detections, (y1, x1, y2, x2, class_id, class_score)] where coordinates are normalized. """ def __init__(self, config=None, **kwargs): super(DetectionLayer, self).__init__(**kwargs) self.config = config def call(self, inputs): rois = inputs[0] mrcnn_class = inputs[1] mrcnn_bbox = inputs[2] image_meta = inputs[3] # Get windows of images in normalized coordinates. Windows are the area # in the image that excludes the padding. # Use the shape of the first image in the batch to normalize the window # because we know that all images get resized to the same size. m = parse_image_meta_graph(image_meta) image_shape = m['image_shape'][0] window = norm_boxes_graph(m['window'], image_shape[:2]) # Run detection refinement graph on each item in the batch detections_batch = utils.batch_slice( [rois, mrcnn_class, mrcnn_bbox, window], lambda x, y, w, z: refine_detections_graph(x, y, w, z, self.config), self.config.IMAGES_PER_GPU) # Reshape output # [batch, num_detections, (y1, x1, y2, x2, class_score)] in # normalized coordinates return tf.reshape( detections_batch, [self.config.BATCH_SIZE, self.config.DETECTION_MAX_INSTANCES, 6]) def compute_output_shape(self, input_shape): return (None, self.config.DETECTION_MAX_INSTANCES, 6) ############################################################ # Region Proposal Network (RPN) ############################################################ def rpn_graph(feature_map, anchors_per_location, anchor_stride): """Builds the computation graph of Region Proposal Network. feature_map: backbone features [batch, height, width, depth] anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). Returns: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, H, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ # TODO: check if stride of 2 causes alignment issues if the featuremap # is not even. # Shared convolutional base of the RPN shared = KL.Conv2D(512, (3, 3), padding='same', activation='relu', strides=anchor_stride, name='rpn_conv_shared')(feature_map) # Anchor Score. [batch, height, width, anchors per location * 2]. x = KL.Conv2D(2 * anchors_per_location, (1, 1), padding='valid', activation='linear', name='rpn_class_raw')(shared) # Reshape to [batch, anchors, 2] rpn_class_logits = KL.Lambda( lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 2]))(x) # Softmax on last dimension of BG/FG. rpn_probs = KL.Activation( "softmax", name="rpn_class_xxx")(rpn_class_logits) # Bounding box refinement. [batch, H, W, anchors per location, depth] # where depth is [x, y, log(w), log(h)] x = KL.Conv2D(anchors_per_location * 4, (1, 1), padding="valid", activation='linear', name='rpn_bbox_pred')(shared) # Reshape to [batch, anchors, 4] rpn_bbox = KL.Lambda(lambda t: tf.reshape(t, [tf.shape(t)[0], -1, 4]))(x) return [rpn_class_logits, rpn_probs, rpn_bbox] def build_rpn_model(anchor_stride, anchors_per_location, depth): """Builds a Keras model of the Region Proposal Network. It wraps the RPN graph so it can be used multiple times with shared weights. anchors_per_location: number of anchors per pixel in the feature map anchor_stride: Controls the density of anchors. Typically 1 (anchors for every pixel in the feature map), or 2 (every other pixel). depth: Depth of the backbone feature map. Returns a Keras Model object. The model outputs, when called, are: rpn_logits: [batch, H, W, 2] Anchor classifier logits (before softmax) rpn_probs: [batch, W, W, 2] Anchor classifier probabilities. rpn_bbox: [batch, H, W, (dy, dx, log(dh), log(dw))] Deltas to be applied to anchors. """ input_feature_map = KL.Input(shape=[None, None, depth], name="input_rpn_feature_map") outputs = rpn_graph(input_feature_map, anchors_per_location, anchor_stride) return KM.Model([input_feature_map], outputs, name="rpn_model") ############################################################ # Feature Pyramid Network Heads ############################################################ def fpn_classifier_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the feature pyramid network classifier and regressor heads. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. - image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: logits: [N, NUM_CLASSES] classifier logits (before softmax) probs: [N, NUM_CLASSES] classifier probabilities bbox_deltas: [N, (dy, dx, log(dh), log(dw))] Deltas to apply to proposal boxes """ # ROI Pooling # Shape: [batch, num_boxes, pool_height, pool_width, channels] #print ('rois before',rois.shape) #rois_exp = KL.Lambda(lambda x: boost_boxes_graph(x))(rois) #print ('rois_exp after',rois_exp.shape) x = PyramidROIAlign([pool_size, pool_size], name="roi_align_classifier")([rois, image_meta] + feature_maps) #print (x1.shape) #x2 = PyramidROIAlign([pool_size, pool_size], # name="roi_align_classifier2")([rois_exp, image_meta] + feature_maps) #print (x2.shape) #x = KL.Merge(mode='ave')([x1,x2]) #print (x.shape) # Two 1024 FC layers (implemented with Conv2D for consistency) x = KL.TimeDistributed(KL.Conv2D(1024, (pool_size, pool_size), padding="valid"), name="mrcnn_class_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(1024, (1, 1)), name="mrcnn_class_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_class_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) shared = KL.Lambda(lambda x: K.squeeze(K.squeeze(x, 3), 2), name="pool_squeeze")(x) # Classifier head mrcnn_class_logits = KL.TimeDistributed(KL.Dense(num_classes), name='mrcnn_class_logits')(shared) mrcnn_probs = KL.TimeDistributed(KL.Activation("softmax"), name="mrcnn_class")(mrcnn_class_logits) # BBox head # [batch, boxes, num_classes * (dy, dx, log(dh), log(dw))] x = KL.TimeDistributed(KL.Dense(num_classes * 4, activation='linear'), name='mrcnn_bbox_fc')(shared) # Reshape to [batch, boxes, num_classes, (dy, dx, log(dh), log(dw))] s = K.int_shape(x) mrcnn_bbox = KL.Reshape((s[1], num_classes, 4), name="mrcnn_bbox")(x) return mrcnn_class_logits, mrcnn_probs, mrcnn_bbox def build_fpn_mask_graph(rois, feature_maps, image_meta, pool_size, num_classes, train_bn=True): """Builds the computation graph of the mask head of Feature Pyramid Network. rois: [batch, num_rois, (y1, x1, y2, x2)] Proposal boxes in normalized coordinates. feature_maps: List of feature maps from diffent layers of the pyramid, [P2, P3, P4, P5]. Each has a different resolution. image_meta: [batch, (meta data)] Image details. See compose_image_meta() pool_size: The width of the square feature map generated from ROI Pooling. num_classes: number of classes, which determines the depth of the results train_bn: Boolean. Train or freeze Batch Norm layres Returns: Masks [batch, roi_count, height, width, num_classes] """ # ROI Pooling # Shape: [batch, boxes, pool_height, pool_width, channels] x = PyramidROIAlign([pool_size, pool_size], name="roi_align_mask")([rois, image_meta] + feature_maps) # Conv layers x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv1")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn1')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv2")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn2')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv3")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn3')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2D(256, (3, 3), padding="same"), name="mrcnn_mask_conv4")(x) x = KL.TimeDistributed(BatchNorm(), name='mrcnn_mask_bn4')(x, training=train_bn) x = KL.Activation('relu')(x) x = KL.TimeDistributed(KL.Conv2DTranspose(256, (2, 2), strides=2, activation="relu"), name="mrcnn_mask_deconv")(x) x = KL.TimeDistributed(KL.Conv2D(num_classes, (1, 1), strides=1, activation="sigmoid"), name="mrcnn_mask")(x) return x ############################################################ # Loss Functions ############################################################ def smooth_l1_loss(y_true, y_pred): """Implements Smooth-L1 loss. y_true and y_pred are typicallly: [N, 4], but could be any shape. """ diff = K.abs(y_true - y_pred) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) return loss def rpn_class_loss_graph(rpn_match, rpn_class_logits): """RPN anchor classifier loss. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_class_logits: [batch, anchors, 2]. RPN classifier logits for FG/BG. """ # Squeeze last dim to simplify rpn_match = tf.squeeze(rpn_match, -1) # Get anchor classes. Convert the -1/+1 match to 0/1 values. anchor_class = K.cast(K.equal(rpn_match, 1), tf.int32) # Positive and Negative anchors contribute to the loss, # but neutral anchors (match value = 0) don't. indices = tf.where(K.not_equal(rpn_match, 0)) # Pick rows that contribute to the loss and filter out the rest. rpn_class_logits = tf.gather_nd(rpn_class_logits, indices) anchor_class = tf.gather_nd(anchor_class, indices) # Crossentropy loss loss = K.sparse_categorical_crossentropy(target=anchor_class, output=rpn_class_logits, from_logits=True) #loss = tf.py_func(np.sort,[loss],tf.float32) #keep =tf.cast(tf.divide(tf.size(loss),2),tf.int32) #loss = loss[0:keep] loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def rpn_bbox_loss_graph(config, target_bbox, rpn_match, rpn_bbox): """Return the RPN bounding box loss graph. config: the model config object. target_bbox: [batch, max positive anchors, (dy, dx, log(dh), log(dw))]. Uses 0 padding to fill in unsed bbox deltas. rpn_match: [batch, anchors, 1]. Anchor match type. 1=positive, -1=negative, 0=neutral anchor. rpn_bbox: [batch, anchors, (dy, dx, log(dh), log(dw))] """ # Positive anchors contribute to the loss, but negative and # neutral anchors (match value of 0 or -1) don't. rpn_match = K.squeeze(rpn_match, -1) indices = tf.where(K.equal(rpn_match, 1)) # Pick bbox deltas that contribute to the loss rpn_bbox = tf.gather_nd(rpn_bbox, indices) # Trim target bounding box deltas to the same length as rpn_bbox. batch_counts = K.sum(K.cast(K.equal(rpn_match, 1), tf.int32), axis=1) target_bbox = batch_pack_graph(target_bbox, batch_counts, config.IMAGES_PER_GPU) # TODO: use smooth_l1_loss() rather than reimplementing here # to reduce code duplication diff = K.abs(target_bbox - rpn_bbox) less_than_one = K.cast(K.less(diff, 1.0), "float32") loss = (less_than_one * 0.5 * diff**2) + (1 - less_than_one) * (diff - 0.5) loss = K.switch(tf.size(loss) > 0, K.mean(loss), tf.constant(0.0)) return loss def mrcnn_class_loss_graph(target_class_ids, pred_class_logits, active_class_ids): """Loss for the classifier head of Mask RCNN. target_class_ids: [batch, num_rois]. Integer class IDs. Uses zero padding to fill in the array. pred_class_logits: [batch, num_rois, num_classes] active_class_ids: [batch, num_classes]. Has a value of 1 for classes that are in the dataset of the image, and 0 for classes that are not in the dataset. """ # During model building, Keras calls this function with # target_class_ids of type float32. Unclear why. Cast it # to int to get around it. target_class_ids = tf.cast(target_class_ids, 'int64') # Find predictions of classes that are not in the dataset. pred_class_ids = tf.argmax(pred_class_logits, axis=2) # TODO: Update this line to work with batch > 1. Right now it assumes all # images in a batch have the same active_class_ids pred_active = tf.gather(active_class_ids[0], pred_class_ids) # Loss loss = tf.nn.sparse_softmax_cross_entropy_with_logits( labels=target_class_ids, logits=pred_class_logits) # Erase losses of predictions of classes that are not in the active # classes of the image. loss = loss * pred_active # Computer loss mean. Use only predictions that contribute # to the loss to get a correct mean. loss = tf.reduce_sum(loss) / tf.reduce_sum(pred_active) return loss def mrcnn_bbox_loss_graph(target_bbox, target_class_ids, pred_bbox): """Loss for Mask R-CNN bounding box refinement. target_bbox: [batch, num_rois, (dy, dx, log(dh), log(dw))] target_class_ids: [batch, num_rois]. Integer class IDs. pred_bbox: [batch, num_rois, num_classes, (dy, dx, log(dh), log(dw))] """ # Reshape to merge batch and roi dimensions for simplicity. target_class_ids = K.reshape(target_class_ids, (-1,)) target_bbox = K.reshape(target_bbox, (-1, 4)) pred_bbox = K.reshape(pred_bbox, (-1, K.int_shape(pred_bbox)[2], 4)) # Only positive ROIs contribute to the loss. And only # the right class_id of each ROI. Get their indicies. positive_roi_ix = tf.where(target_class_ids > 0)[:, 0] positive_roi_class_ids = tf.cast( tf.gather(target_class_ids, positive_roi_ix), tf.int64) indices = tf.stack([positive_roi_ix, positive_roi_class_ids], axis=1) # Gather the deltas (predicted and true) that contribute to loss target_bbox = tf.gather(target_bbox, positive_roi_ix) pred_bbox = tf.gather_nd(pred_bbox, indices) # Smooth-L1 Loss loss = K.switch(tf.size(target_bbox) > 0, smooth_l1_loss(y_true=target_bbox, y_pred=pred_bbox), tf.constant(0.0)) loss = K.mean(loss) return loss def mrcnn_mask_loss_graph(target_masks, target_class_ids, pred_masks): """Mask binary cross-entropy loss for the masks head. target_masks: [batch, num_rois, height, width]. A float32 tensor of values 0 or 1. Uses zero padding to fill array. target_class_ids: [batch, num_rois]. Integer class IDs. Zero padded. pred_masks: [batch, proposals, height, width, num_classes] float32 tensor with values from 0 to 1. """ # Reshape for simplicity. Merge first two dimensions into one. target_class_ids = K.reshape(target_class_ids, (-1,)) mask_shape = tf.shape(target_masks) target_masks = K.reshape(target_masks, (-1, mask_shape[2], mask_shape[3])) pred_shape = tf.shape(pred_masks) pred_masks = K.reshape(pred_masks, (-1, pred_shape[2], pred_shape[3], pred_shape[4])) # Permute predicted masks to [N, num_classes, height, width] pred_masks = tf.transpose(pred_masks, [0, 3, 1, 2]) # Only positive ROIs contribute to the loss. And only # the class specific mask of each ROI. positive_ix = tf.where(target_class_ids > 0)[:, 0] positive_class_ids = tf.cast( tf.gather(target_class_ids, positive_ix), tf.int64) indices = tf.stack([positive_ix, positive_class_ids], axis=1) # Gather the masks (predicted and true) that contribute to loss y_true = tf.gather(target_masks, positive_ix) y_pred = tf.gather_nd(pred_masks, indices) # Compute binary cross entropy. If no positive ROIs, then return 0. # shape: [batch, roi, num_classes] loss = K.switch(tf.size(y_true) > 0, K.binary_crossentropy(target=y_true, output=y_pred), tf.constant(0.0)) loss = K.mean(loss) return loss ############################################################ # Data Generator ############################################################ def load_image_gt(dataset, config, image_id, augment=False, augmentation=None, use_mini_mask=False): """Load and return ground truth data for an image (image, mask, bounding boxes). augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. use_mini_mask: If False, returns full-size masks that are the same height and width as the original image. These can be big, for example 1024x1024x100 (for 100 instances). Mini masks are smaller, typically, 224x224 and are generated by extracting the bounding box of the object and resizing it to MINI_MASK_SHAPE. Returns: image: [height, width, 3] shape: the original shape of the image before resizing and cropping. class_ids: [instance_count] Integer class IDs bbox: [instance_count, (y1, x1, y2, x2)] mask: [height, width, instance_count]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. """ # Load image and mask image = dataset.load_image(image_id) mask, class_ids = dataset.load_mask(image_id) original_shape = image.shape image, window, scale, padding, crop = utils.resize_image( image, min_dim=config.IMAGE_MIN_DIM, min_scale=config.IMAGE_MIN_SCALE, max_dim=config.IMAGE_MAX_DIM, mode=config.IMAGE_RESIZE_MODE) mask = utils.resize_mask(mask, scale, padding, crop) # Random horizontal flips. # TODO: will be removed in a future update in favor of augmentation if augment: logging.warning("'augment' is depricated. Use 'augmentation' instead.") if random.randint(0, 1): image = np.fliplr(image) mask = np.fliplr(mask) # Augmentation # This requires the imgaug lib (https://github.com/aleju/imgaug) if augmentation: import imgaug # Augmentors that are safe to apply to masks # Some, such as Affine, have settings that make them unsafe, so always # test your augmentation on masks MASK_AUGMENTERS = ["Sequential", "SomeOf", "OneOf", "Sometimes", "Fliplr", "Flipud", "CropAndPad", "Affine", "PiecewiseAffine"] def hook(images, augmenter, parents, default): """Determines which augmenters to apply to masks.""" return (augmenter.__class__.__name__ in MASK_AUGMENTERS) # Store shapes before augmentation to compare image_shape = image.shape mask_shape = mask.shape # Make augmenters deterministic to apply similarly to images and masks det = augmentation.to_deterministic() image = det.augment_image(image) # Change mask to np.uint8 because imgaug doesn't support np.bool mask = det.augment_image(mask.astype(np.uint8), hooks=imgaug.HooksImages(activator=hook)) # Verify that shapes didn't change assert image.shape == image_shape, "Augmentation shouldn't change image size" assert mask.shape == mask_shape, "Augmentation shouldn't change mask size" # Change mask back to bool mask = mask.astype(np.bool) # Note that some boxes might be all zeros if the corresponding mask got cropped out. # and here is to filter them out _idx = np.sum(mask, axis=(0, 1)) > 0 mask = mask[:, :, _idx] class_ids = class_ids[_idx] # Bounding boxes. Note that some boxes might be all zeros # if the corresponding mask got cropped out. # bbox: [num_instances, (y1, x1, y2, x2)] bbox = utils.extract_bboxes(mask) # Active classes # Different datasets have different classes, so track the # classes supported in the dataset of this image. active_class_ids = np.zeros([dataset.num_classes], dtype=np.int32) source_class_ids = dataset.source_class_ids[dataset.image_info[image_id]["source"]] active_class_ids[source_class_ids] = 1 # Resize masks to smaller size to reduce memory usage if use_mini_mask: mask = utils.minimize_mask(bbox, mask, config.MINI_MASK_SHAPE) # Image meta data image_meta = compose_image_meta(image_id, original_shape, image.shape, window, scale, active_class_ids) return image, image_meta, class_ids, bbox, mask def build_detection_targets(rpn_rois, gt_class_ids, gt_boxes, gt_masks, config): """Generate targets for training Stage 2 classifier and mask heads. This is not used in normal training. It's useful for debugging or to train the Mask RCNN heads without using the RPN head. Inputs: rpn_rois: [N, (y1, x1, y2, x2)] proposal boxes. gt_class_ids: [instance count] Integer class IDs gt_boxes: [instance count, (y1, x1, y2, x2)] gt_masks: [height, width, instance count] Grund truth masks. Can be full size or mini-masks. Returns: rois: [TRAIN_ROIS_PER_IMAGE, (y1, x1, y2, x2)] class_ids: [TRAIN_ROIS_PER_IMAGE]. Integer class IDs. bboxes: [TRAIN_ROIS_PER_IMAGE, NUM_CLASSES, (y, x, log(h), log(w))]. Class-specific bbox refinements. masks: [TRAIN_ROIS_PER_IMAGE, height, width, NUM_CLASSES). Class specific masks cropped to bbox boundaries and resized to neural network output size. """ assert rpn_rois.shape[0] > 0 assert gt_class_ids.dtype == np.int32, "Expected int but got {}".format( gt_class_ids.dtype) assert gt_boxes.dtype == np.int32, "Expected int but got {}".format( gt_boxes.dtype) assert gt_masks.dtype == np.bool_, "Expected bool but got {}".format( gt_masks.dtype) # It's common to add GT Boxes to ROIs but we don't do that here because # according to XinLei Chen's paper, it doesn't help. # Trim empty padding in gt_boxes and gt_masks parts instance_ids = np.where(gt_class_ids > 0)[0] assert instance_ids.shape[0] > 0, "Image must contain instances." gt_class_ids = gt_class_ids[instance_ids] gt_boxes = gt_boxes[instance_ids] gt_masks = gt_masks[:, :, instance_ids] # Compute areas of ROIs and ground truth boxes. rpn_roi_area = (rpn_rois[:, 2] - rpn_rois[:, 0]) * \ (rpn_rois[:, 3] - rpn_rois[:, 1]) gt_box_area = (gt_boxes[:, 2] - gt_boxes[:, 0]) * \ (gt_boxes[:, 3] - gt_boxes[:, 1]) # Compute overlaps [rpn_rois, gt_boxes] overlaps = np.zeros((rpn_rois.shape[0], gt_boxes.shape[0])) for i in range(overlaps.shape[1]): gt = gt_boxes[i] overlaps[:, i] = utils.compute_iou( gt, rpn_rois, gt_box_area[i], rpn_roi_area) # Assign ROIs to GT boxes rpn_roi_iou_argmax = np.argmax(overlaps, axis=1) rpn_roi_iou_max = overlaps[np.arange( overlaps.shape[0]), rpn_roi_iou_argmax] # GT box assigned to each ROI rpn_roi_gt_boxes = gt_boxes[rpn_roi_iou_argmax] rpn_roi_gt_class_ids = gt_class_ids[rpn_roi_iou_argmax] # Positive ROIs are those with >= 0.5 IoU with a GT box. fg_ids = np.where(rpn_roi_iou_max > 0.5)[0] # Negative ROIs are those with max IoU 0.1-0.5 (hard example mining) # TODO: To hard example mine or not to hard example mine, that's the question bg_ids = np.where((rpn_roi_iou_max >= 0.1) & (rpn_roi_iou_max < 0.5))[0] #bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] # Subsample ROIs. Aim for 33% foreground. # FG fg_roi_count = int(config.TRAIN_ROIS_PER_IMAGE * config.ROI_POSITIVE_RATIO) if fg_ids.shape[0] > fg_roi_count: keep_fg_ids = np.random.choice(fg_ids, fg_roi_count, replace=False) else: keep_fg_ids = fg_ids # BG remaining = config.TRAIN_ROIS_PER_IMAGE - keep_fg_ids.shape[0] if bg_ids.shape[0] > remaining: keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) else: keep_bg_ids = bg_ids # Combine indicies of ROIs to keep keep = np.concatenate([keep_fg_ids, keep_bg_ids]) # Need more? remaining = config.TRAIN_ROIS_PER_IMAGE - keep.shape[0] if remaining > 0: # Looks like we don't have enough samples to maintain the desired # balance. Reduce requirements and fill in the rest. This is # likely different from the Mask RCNN paper. # There is a small chance we have neither fg nor bg samples. if keep.shape[0] == 0: # Pick bg regions with easier IoU threshold bg_ids = np.where(rpn_roi_iou_max < 0.5)[0] assert bg_ids.shape[0] >= remaining keep_bg_ids = np.random.choice(bg_ids, remaining, replace=False) assert keep_bg_ids.shape[0] == remaining keep = np.concatenate([keep, keep_bg_ids]) else: # Fill the rest with repeated bg rois. keep_extra_ids = np.random.choice( keep_bg_ids, remaining, replace=True) keep = np.concatenate([keep, keep_extra_ids]) assert keep.shape[0] == config.TRAIN_ROIS_PER_IMAGE, \ "keep doesn't match ROI batch size {}, {}".format( keep.shape[0], config.TRAIN_ROIS_PER_IMAGE) # Reset the gt boxes assigned to BG ROIs. rpn_roi_gt_boxes[keep_bg_ids, :] = 0 rpn_roi_gt_class_ids[keep_bg_ids] = 0 # For each kept ROI, assign a class_id, and for FG ROIs also add bbox refinement. rois = rpn_rois[keep] roi_gt_boxes = rpn_roi_gt_boxes[keep] roi_gt_class_ids = rpn_roi_gt_class_ids[keep] roi_gt_assignment = rpn_roi_iou_argmax[keep] # Class-aware bbox deltas. [y, x, log(h), log(w)] bboxes = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.NUM_CLASSES, 4), dtype=np.float32) pos_ids = np.where(roi_gt_class_ids > 0)[0] bboxes[pos_ids, roi_gt_class_ids[pos_ids]] = utils.box_refinement( rois[pos_ids], roi_gt_boxes[pos_ids, :4]) # Normalize bbox refinements bboxes /= config.BBOX_STD_DEV # Generate class-specific target masks masks = np.zeros((config.TRAIN_ROIS_PER_IMAGE, config.MASK_SHAPE[0], config.MASK_SHAPE[1], config.NUM_CLASSES), dtype=np.float32) for i in pos_ids: class_id = roi_gt_class_ids[i] assert class_id > 0, "class id must be greater than 0" gt_id = roi_gt_assignment[i] class_mask = gt_masks[:, :, gt_id] if config.USE_MINI_MASK: # Create a mask placeholder, the size of the image placeholder = np.zeros(config.IMAGE_SHAPE[:2], dtype=bool) # GT box gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[gt_id] gt_w = gt_x2 - gt_x1 gt_h = gt_y2 - gt_y1 # Resize mini mask to size of GT box placeholder[gt_y1:gt_y2, gt_x1:gt_x2] = \ np.round(skimage.transform.resize( class_mask, (gt_h, gt_w), order=1, mode="constant")).astype(bool) # Place the mini batch in the placeholder class_mask = placeholder # Pick part of the mask and resize it y1, x1, y2, x2 = rois[i].astype(np.int32) m = class_mask[y1:y2, x1:x2] mask = skimage.transform.resize(m, config.MASK_SHAPE, order=1, mode="constant") masks[i, :, :, class_id] = mask return rois, roi_gt_class_ids, bboxes, masks def build_rpn_targets(image_shape, anchors, gt_class_ids, gt_boxes, config): """Given the anchors and GT boxes, compute overlaps and identify positive anchors and deltas to refine them to match their corresponding GT boxes. anchors: [num_anchors, (y1, x1, y2, x2)] gt_class_ids: [num_gt_boxes] Integer class IDs. gt_boxes: [num_gt_boxes, (y1, x1, y2, x2)] Returns: rpn_match: [N] (int32) matches between anchors and GT boxes. 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_bbox: [N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. """ # RPN Match: 1 = positive anchor, -1 = negative anchor, 0 = neutral rpn_match = np.zeros([anchors.shape[0]], dtype=np.int32) # RPN bounding boxes: [max anchors per image, (dy, dx, log(dh), log(dw))] rpn_bbox = np.zeros((config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4)) # Handle COCO crowds # A crowd box in COCO is a bounding box around several instances. Exclude # them from training. A crowd box is given a negative class ID. crowd_ix = np.where(gt_class_ids < 0)[0] if crowd_ix.shape[0] > 0: # Filter out crowds from ground truth class IDs and boxes non_crowd_ix = np.where(gt_class_ids > 0)[0] crowd_boxes = gt_boxes[crowd_ix] gt_class_ids = gt_class_ids[non_crowd_ix] gt_boxes = gt_boxes[non_crowd_ix] # Compute overlaps with crowd boxes [anchors, crowds] crowd_overlaps = utils.compute_overlaps(anchors, crowd_boxes) crowd_iou_max = np.amax(crowd_overlaps, axis=1) no_crowd_bool = (crowd_iou_max < 0.001) else: # All anchors don't intersect a crowd no_crowd_bool = np.ones([anchors.shape[0]], dtype=bool) # Compute overlaps [num_anchors, num_gt_boxes] overlaps = utils.compute_overlaps(anchors, gt_boxes) # Match anchors to GT Boxes # If an anchor overlaps a GT box with IoU >= 0.7 then it's positive. # If an anchor overlaps a GT box with IoU < 0.3 then it's negative. # Neutral anchors are those that don't match the conditions above, # and they don't influence the loss function. # However, don't keep any GT box unmatched (rare, but happens). Instead, # match it to the closest anchor (even if its max IoU is < 0.3). # # 1. Set negative anchors first. They get overwritten below if a GT box is # matched to them. Skip boxes in crowd areas. anchor_iou_argmax = np.argmax(overlaps, axis=1) anchor_iou_max = overlaps[np.arange(overlaps.shape[0]), anchor_iou_argmax] rpn_match[(anchor_iou_max < 0.3) & (no_crowd_bool)] = -1 # 2. Set an anchor for each GT box (regardless of IoU value). # TODO: If multiple anchors have the same IoU match all of them gt_iou_argmax = np.argmax(overlaps, axis=0) rpn_match[gt_iou_argmax] = 1 # 3. Set anchors with high overlap as positive. rpn_match[anchor_iou_max >= 0.7] = 1 # Subsample to balance positive and negative anchors # Don't let positives be more than half the anchors ids = np.where(rpn_match == 1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE // 2) if extra > 0: # Reset the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # Same for negative proposals ids = np.where(rpn_match == -1)[0] extra = len(ids) - (config.RPN_TRAIN_ANCHORS_PER_IMAGE - np.sum(rpn_match == 1)) if extra > 0: # Rest the extra ones to neutral ids = np.random.choice(ids, extra, replace=False) rpn_match[ids] = 0 # For positive anchors, compute shift and scale needed to transform them # to match the corresponding GT boxes. ids = np.where(rpn_match == 1)[0] ix = 0 # index into rpn_bbox # TODO: use box_refinement() rather than duplicating the code here for i, a in zip(ids, anchors[ids]): # Closest gt box (it might have IoU < 0.7) gt = gt_boxes[anchor_iou_argmax[i]] # Convert coordinates to center plus width/height. # GT Box gt_h = gt[2] - gt[0] gt_w = gt[3] - gt[1] gt_center_y = gt[0] + 0.5 * gt_h gt_center_x = gt[1] + 0.5 * gt_w # Anchor a_h = a[2] - a[0] a_w = a[3] - a[1] a_center_y = a[0] + 0.5 * a_h a_center_x = a[1] + 0.5 * a_w # Compute the bbox refinement that the RPN should predict. rpn_bbox[ix] = [ (gt_center_y - a_center_y) / a_h, (gt_center_x - a_center_x) / a_w, np.log(gt_h / a_h), np.log(gt_w / a_w), ] # Normalize rpn_bbox[ix] /= config.RPN_BBOX_STD_DEV ix += 1 return rpn_match, rpn_bbox def generate_random_rois(image_shape, count, gt_class_ids, gt_boxes): """Generates ROI proposals similar to what a region proposal network would generate. image_shape: [Height, Width, Depth] count: Number of ROIs to generate gt_class_ids: [N] Integer ground truth class IDs gt_boxes: [N, (y1, x1, y2, x2)] Ground truth boxes in pixels. Returns: [count, (y1, x1, y2, x2)] ROI boxes in pixels. """ # placeholder rois = np.zeros((count, 4), dtype=np.int32) # Generate random ROIs around GT boxes (90% of count) rois_per_box = int(0.9 * count / gt_boxes.shape[0]) for i in range(gt_boxes.shape[0]): gt_y1, gt_x1, gt_y2, gt_x2 = gt_boxes[i] h = gt_y2 - gt_y1 w = gt_x2 - gt_x1 # random boundaries r_y1 = max(gt_y1 - h, 0) r_y2 = min(gt_y2 + h, image_shape[0]) r_x1 = max(gt_x1 - w, 0) r_x2 = min(gt_x2 + w, image_shape[1]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(r_y1, r_y2, (rois_per_box * 2, 2)) x1x2 = np.random.randint(r_x1, r_x2, (rois_per_box * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:rois_per_box] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:rois_per_box] if y1y2.shape[0] == rois_per_box and x1x2.shape[0] == rois_per_box: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) box_rois = np.hstack([y1, x1, y2, x2]) rois[rois_per_box * i:rois_per_box * (i + 1)] = box_rois # Generate random ROIs anywhere in the image (10% of count) remaining_count = count - (rois_per_box * gt_boxes.shape[0]) # To avoid generating boxes with zero area, we generate double what # we need and filter out the extra. If we get fewer valid boxes # than we need, we loop and try again. while True: y1y2 = np.random.randint(0, image_shape[0], (remaining_count * 2, 2)) x1x2 = np.random.randint(0, image_shape[1], (remaining_count * 2, 2)) # Filter out zero area boxes threshold = 1 y1y2 = y1y2[np.abs(y1y2[:, 0] - y1y2[:, 1]) >= threshold][:remaining_count] x1x2 = x1x2[np.abs(x1x2[:, 0] - x1x2[:, 1]) >= threshold][:remaining_count] if y1y2.shape[0] == remaining_count and x1x2.shape[0] == remaining_count: break # Sort on axis 1 to ensure x1 <= x2 and y1 <= y2 and then reshape # into x1, y1, x2, y2 order x1, x2 = np.split(np.sort(x1x2, axis=1), 2, axis=1) y1, y2 = np.split(np.sort(y1y2, axis=1), 2, axis=1) global_rois = np.hstack([y1, x1, y2, x2]) rois[-remaining_count:] = global_rois return rois def data_generator(dataset, config, shuffle=True, augment=False, augmentation=None, random_rois=0, batch_size=1, detection_targets=False): """A generator that returns images and corresponding target class ids, bounding box deltas, and masks. dataset: The Dataset object to pick data from config: The model config object shuffle: If True, shuffles the samples before every epoch augment: (Depricated. Use augmentation instead). If true, apply random image augmentation. Currently, only horizontal flipping is offered. augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. random_rois: If > 0 then generate proposals to be used to train the network classifier and mask heads. Useful if training the Mask RCNN part without the RPN. batch_size: How many images to return in each call detection_targets: If True, generate detection targets (class IDs, bbox deltas, and masks). Typically for debugging or visualizations because in trainig detection targets are generated by DetectionTargetLayer. Returns a Python generator. Upon calling next() on it, the generator returns two lists, inputs and outputs. The containtes of the lists differs depending on the received arguments: inputs list: - images: [batch, H, W, C] - image_meta: [batch, (meta data)] Image details. See compose_image_meta() - rpn_match: [batch, N] Integer (1=positive anchor, -1=negative, 0=neutral) - rpn_bbox: [batch, N, (dy, dx, log(dh), log(dw))] Anchor bbox deltas. - gt_class_ids: [batch, MAX_GT_INSTANCES] Integer class IDs - gt_boxes: [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] - gt_masks: [batch, height, width, MAX_GT_INSTANCES]. The height and width are those of the image unless use_mini_mask is True, in which case they are defined in MINI_MASK_SHAPE. outputs list: Usually empty in regular training. But if detection_targets is True then the outputs list contains target class_ids, bbox deltas, and masks. """ b = 0 # batch item index image_index = -1 image_ids = np.copy(dataset.image_ids) error_count = 0 # Anchors # [anchor_count, (y1, x1, y2, x2)] backbone_shapes = compute_backbone_shapes(config, config.IMAGE_SHAPE) anchors = utils.generate_pyramid_anchors(config.RPN_ANCHOR_SCALES, config.RPN_ANCHOR_RATIOS, backbone_shapes, config.BACKBONE_STRIDES, config.RPN_ANCHOR_STRIDE) # Keras requires a generator to run indefinately. while True: try: # Increment index to pick next image. Shuffle if at the start of an epoch. image_index = (image_index + 1) % len(image_ids) if shuffle and image_index == 0: np.random.shuffle(image_ids) # Get GT bounding boxes and masks for image. image_id = image_ids[image_index] image, image_meta, gt_class_ids, gt_boxes, gt_masks = \ load_image_gt(dataset, config, image_id, augment=augment, augmentation=augmentation, use_mini_mask=config.USE_MINI_MASK) # Skip images that have no instances. This can happen in cases # where we train on a subset of classes and the image doesn't # have any of the classes we care about. if not np.any(gt_class_ids > 0): continue # RPN Targets rpn_match, rpn_bbox = build_rpn_targets(image.shape, anchors, gt_class_ids, gt_boxes, config) # Mask R-CNN Targets if random_rois: rpn_rois = generate_random_rois( image.shape, random_rois, gt_class_ids, gt_boxes) if detection_targets: rois, mrcnn_class_ids, mrcnn_bbox, mrcnn_mask =\ build_detection_targets( rpn_rois, gt_class_ids, gt_boxes, gt_masks, config) # Init batch arrays if b == 0: batch_image_meta = np.zeros( (batch_size,) + image_meta.shape, dtype=image_meta.dtype) batch_rpn_match = np.zeros( [batch_size, anchors.shape[0], 1], dtype=rpn_match.dtype) batch_rpn_bbox = np.zeros( [batch_size, config.RPN_TRAIN_ANCHORS_PER_IMAGE, 4], dtype=rpn_bbox.dtype) batch_images = np.zeros( (batch_size,) + image.shape, dtype=np.float32) batch_gt_class_ids = np.zeros( (batch_size, config.MAX_GT_INSTANCES), dtype=np.int32) batch_gt_boxes = np.zeros( (batch_size, config.MAX_GT_INSTANCES, 4), dtype=np.int32) batch_gt_masks = np.zeros( (batch_size, gt_masks.shape[0], gt_masks.shape[1], config.MAX_GT_INSTANCES), dtype=gt_masks.dtype) if random_rois: batch_rpn_rois = np.zeros( (batch_size, rpn_rois.shape[0], 4), dtype=rpn_rois.dtype) if detection_targets: batch_rois = np.zeros( (batch_size,) + rois.shape, dtype=rois.dtype) batch_mrcnn_class_ids = np.zeros( (batch_size,) + mrcnn_class_ids.shape, dtype=mrcnn_class_ids.dtype) batch_mrcnn_bbox = np.zeros( (batch_size,) + mrcnn_bbox.shape, dtype=mrcnn_bbox.dtype) batch_mrcnn_mask = np.zeros( (batch_size,) + mrcnn_mask.shape, dtype=mrcnn_mask.dtype) # If more instances than fits in the array, sub-sample from them. if gt_boxes.shape[0] > config.MAX_GT_INSTANCES: ids = np.random.choice( np.arange(gt_boxes.shape[0]), config.MAX_GT_INSTANCES, replace=False) gt_class_ids = gt_class_ids[ids] gt_boxes = gt_boxes[ids] gt_masks = gt_masks[:, :, ids] # Add to batch batch_image_meta[b] = image_meta batch_rpn_match[b] = rpn_match[:, np.newaxis] batch_rpn_bbox[b] = rpn_bbox batch_images[b] = mold_image(image.astype(np.float32), config) batch_gt_class_ids[b, :gt_class_ids.shape[0]] = gt_class_ids batch_gt_boxes[b, :gt_boxes.shape[0]] = gt_boxes batch_gt_masks[b, :, :, :gt_masks.shape[-1]] = gt_masks if random_rois: batch_rpn_rois[b] = rpn_rois if detection_targets: batch_rois[b] = rois batch_mrcnn_class_ids[b] = mrcnn_class_ids batch_mrcnn_bbox[b] = mrcnn_bbox batch_mrcnn_mask[b] = mrcnn_mask b += 1 # Batch full? if b >= batch_size: inputs = [batch_images, batch_image_meta, batch_rpn_match, batch_rpn_bbox, batch_gt_class_ids, batch_gt_boxes, batch_gt_masks] outputs = [] if random_rois: inputs.extend([batch_rpn_rois]) if detection_targets: inputs.extend([batch_rois]) # Keras requires that output and targets have the same number of dimensions batch_mrcnn_class_ids = np.expand_dims( batch_mrcnn_class_ids, -1) outputs.extend( [batch_mrcnn_class_ids, batch_mrcnn_bbox, batch_mrcnn_mask]) yield inputs, outputs # start a new batch b = 0 except (GeneratorExit, KeyboardInterrupt): raise except: # Log it and skip the image logging.exception("Error processing image {}".format( dataset.image_info[image_id])) error_count += 1 if error_count > 5: raise ############################################################ # MaskRCNN Class ############################################################ class MaskRCNN(): """Encapsulates the Mask RCNN model functionality. The actual Keras model is in the keras_model property. """ def __init__(self, mode, config, model_dir): """ mode: Either "training" or "inference" config: A Sub-class of the Config class model_dir: Directory to save training logs and trained weights """ assert mode in ['training', 'inference'] self.mode = mode self.config = config self.model_dir = model_dir self.set_log_dir() self.keras_model = self.build(mode=mode, config=config) def build(self, mode, config): """Build Mask R-CNN architecture. input_shape: The shape of the input image. mode: Either "training" or "inference". The inputs and outputs of the model differ accordingly. """ assert mode in ['training', 'inference'] # Image size must be dividable by 2 multiple times h, w = config.IMAGE_SHAPE[:2] if h / 2**6 != int(h / 2**6) or w / 2**6 != int(w / 2**6): raise Exception("Image size must be dividable by 2 at least 6 times " "to avoid fractions when downscaling and upscaling." "For example, use 256, 320, 384, 448, 512, ... etc. ") chan = config.IMAGE_CHANNEL_COUNT # Inputs input_image = KL.Input( shape=[None, None, chan], name="input_image") input_image_meta = KL.Input(shape=[config.IMAGE_META_SIZE], name="input_image_meta") if mode == "training": # RPN GT input_rpn_match = KL.Input( shape=[None, 1], name="input_rpn_match", dtype=tf.int32) input_rpn_bbox = KL.Input( shape=[None, 4], name="input_rpn_bbox", dtype=tf.float32) # Detection GT (class IDs, bounding boxes, and masks) # 1. GT Class IDs (zero padded) input_gt_class_ids = KL.Input( shape=[None], name="input_gt_class_ids", dtype=tf.int32) # 2. GT Boxes in pixels (zero padded) # [batch, MAX_GT_INSTANCES, (y1, x1, y2, x2)] in image coordinates input_gt_boxes = KL.Input( shape=[None, 4], name="input_gt_boxes", dtype=tf.float32) # Normalize coordinates gt_boxes = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_gt_boxes) #gt_boxes = KL.Lambda(lambda x: boost_boxes_graph(x))(gt_boxes) # 3. GT Masks (zero padded) # [batch, height, width, MAX_GT_INSTANCES] if config.USE_MINI_MASK: input_gt_masks = KL.Input( shape=[config.MINI_MASK_SHAPE[0], config.MINI_MASK_SHAPE[1], None], name="input_gt_masks", dtype=bool) else: input_gt_masks = KL.Input( shape=[config.IMAGE_SHAPE[0], config.IMAGE_SHAPE[1], None], name="input_gt_masks", dtype=bool) elif mode == "inference": # Anchors in normalized coordinates input_anchors = KL.Input(shape=[None, 4], name="input_anchors") # Build the shared convolutional layers. # Bottom-up Layers # Returns a list of the last layers of each stage, 5 in total. # Don't create the thead (stage 5), so we pick the 4th item in the list. _, C2, C3, C4, C5 = resnet_graph(input_image, config.BACKBONE, stage5=True, train_bn=config.TRAIN_BN,dilation=config.DILATION) # Top-down Layers # TODO: add assert to varify feature map sizes match what's in config P5 = KL.Conv2D(256, (1, 1), name='fpn_c5p5')(C5) P4 = KL.Add(name="fpn_p4add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p5upsampled")(P5), KL.Conv2D(256, (1, 1), name='fpn_c4p4')(C4)]) P3 = KL.Add(name="fpn_p3add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p4upsampled")(P4), KL.Conv2D(256, (1, 1), name='fpn_c3p3')(C3)]) P2 = KL.Add(name="fpn_p2add")([ KL.UpSampling2D(size=(2, 2), name="fpn_p3upsampled")(P3), KL.Conv2D(256, (1, 1), name='fpn_c2p2')(C2)]) # Attach 3x3 conv to all P layers to get the final feature maps. P2 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p2")(P2) P3 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p3")(P3) P4 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p4")(P4) P5 = KL.Conv2D(256, (3, 3), padding="SAME", name="fpn_p5")(P5) # P6 is used for the 5th anchor scale in RPN. Generated by # subsampling from P5 with stride of 2. P6 = KL.MaxPooling2D(pool_size=(1, 1), strides=2, name="fpn_p6")(P5) # Note that P6 is used in RPN, but not in the classifier heads. rpn_feature_maps = [P2, P3, P4, P5, P6] mrcnn_feature_maps = [P2, P3, P4, P5] # Anchors if mode == "training": anchors = self.get_anchors(config.IMAGE_SHAPE) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (config.BATCH_SIZE,) + anchors.shape) # A hack to get around Keras's bad support for constants anchors = KL.Lambda(lambda x: tf.Variable(anchors), name="anchors")(input_image) else: anchors = input_anchors # RPN Model rpn = build_rpn_model(config.RPN_ANCHOR_STRIDE, len(config.RPN_ANCHOR_RATIOS), 256) # Loop through pyramid layers layer_outputs = [] # list of lists for p in rpn_feature_maps: layer_outputs.append(rpn([p])) # Concatenate layer outputs # Convert from list of lists of level outputs to list of lists # of outputs across levels. # e.g. [[a1, b1, c1], [a2, b2, c2]] => [[a1, a2], [b1, b2], [c1, c2]] output_names = ["rpn_class_logits", "rpn_class", "rpn_bbox"] outputs = list(zip(*layer_outputs)) outputs = [KL.Concatenate(axis=1, name=n)(list(o)) for o, n in zip(outputs, output_names)] rpn_class_logits, rpn_class, rpn_bbox = outputs # Generate proposals # Proposals are [batch, N, (y1, x1, y2, x2)] in normalized coordinates # and zero padded. proposal_count = config.POST_NMS_ROIS_TRAINING if mode == "training"\ else config.POST_NMS_ROIS_INFERENCE rpn_rois = ProposalLayer( proposal_count=proposal_count, nms_threshold=config.RPN_NMS_THRESHOLD, name="ROI", config=config)([rpn_class, rpn_bbox, anchors]) if mode == "training": # Class ID mask to mark class IDs supported by the dataset the image # came from. active_class_ids = KL.Lambda( lambda x: parse_image_meta_graph(x)["active_class_ids"] )(input_image_meta) if not config.USE_RPN_ROIS: # Ignore predicted ROIs and use ROIs provided as an input. input_rois = KL.Input(shape=[config.POST_NMS_ROIS_TRAINING, 4], name="input_roi", dtype=np.int32) # Normalize coordinates target_rois = KL.Lambda(lambda x: norm_boxes_graph( x, K.shape(input_image)[1:3]))(input_rois) else: target_rois = rpn_rois # Generate detection targets # Subsamples proposals and generates target outputs for training # Note that proposal class IDs, gt_boxes, and gt_masks are zero # padded. Equally, returned rois and targets are zero padded. rois, target_class_ids, target_bbox, target_mask =\ DetectionTargetLayer(config, name="proposal_targets")([ target_rois, input_gt_class_ids, gt_boxes, input_gt_masks]) # Network Heads # TODO: verify that this handles zero padded ROIs mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) mrcnn_mask = build_fpn_mask_graph(rois, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # TODO: clean up (use tf.identify if necessary) output_rois = KL.Lambda(lambda x: x * 1, name="output_rois")(rois) # Losses rpn_class_loss = KL.Lambda(lambda x: rpn_class_loss_graph(*x), name="rpn_class_loss")( [input_rpn_match, rpn_class_logits]) rpn_bbox_loss = KL.Lambda(lambda x: rpn_bbox_loss_graph(config, *x), name="rpn_bbox_loss")( [input_rpn_bbox, input_rpn_match, rpn_bbox]) class_loss = KL.Lambda(lambda x: mrcnn_class_loss_graph(*x), name="mrcnn_class_loss")( [target_class_ids, mrcnn_class_logits, active_class_ids]) bbox_loss = KL.Lambda(lambda x: mrcnn_bbox_loss_graph(*x), name="mrcnn_bbox_loss")( [target_bbox, target_class_ids, mrcnn_bbox]) mask_loss = KL.Lambda(lambda x: mrcnn_mask_loss_graph(*x), name="mrcnn_mask_loss")( [target_mask, target_class_ids, mrcnn_mask]) # Model inputs = [input_image, input_image_meta, input_rpn_match, input_rpn_bbox, input_gt_class_ids, input_gt_boxes, input_gt_masks] if not config.USE_RPN_ROIS: inputs.append(input_rois) outputs = [rpn_class_logits, rpn_class, rpn_bbox, mrcnn_class_logits, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, output_rois, rpn_class_loss, rpn_bbox_loss, class_loss, bbox_loss, mask_loss] model = KM.Model(inputs, outputs, name='mask_rcnn') else: # Network Heads # Proposal classifier and BBox regressor heads # boost all mrcnn_class_logits, mrcnn_class, mrcnn_bbox =\ fpn_classifier_graph(rpn_rois, mrcnn_feature_maps, input_image_meta, config.POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) # Detections # output is [batch, num_detections, (y1, x1, y2, x2, class_id, score)] in # normalized coordinates detections = DetectionLayer(config, name="mrcnn_detection")( [rpn_rois, mrcnn_class, mrcnn_bbox, input_image_meta]) # Create masks for detections detection_boxes = KL.Lambda(lambda x: x[..., :4])(detections) mrcnn_mask = build_fpn_mask_graph(detection_boxes, mrcnn_feature_maps, input_image_meta, config.MASK_POOL_SIZE, config.NUM_CLASSES, train_bn=config.TRAIN_BN) model = KM.Model([input_image, input_image_meta, input_anchors], [detections, mrcnn_class, mrcnn_bbox, mrcnn_mask, rpn_rois, rpn_class, rpn_bbox], name='mask_rcnn') # Add multi-GPU support. if config.GPU_COUNT > 1: from mrcnn.parallel_model import ParallelModel model = ParallelModel(model, config.GPU_COUNT) return model def find_last(self): """Finds the last checkpoint file of the last trained model in the model directory. Returns: log_dir: The directory where events and weights are saved checkpoint_path: the path to the last checkpoint file """ # Get directory names. Each directory corresponds to a model dir_names = next(os.walk(self.model_dir))[1] key = self.config.NAME.lower() dir_names = filter(lambda f: f.startswith(key), dir_names) dir_names = sorted(dir_names) if not dir_names: return None, None # Pick last directory dir_name = os.path.join(self.model_dir, dir_names[-1]) # Find the last checkpoint checkpoints = next(os.walk(dir_name))[2] checkpoints = filter(lambda f: f.startswith("mask_rcnn"), checkpoints) checkpoints = sorted(checkpoints) if not checkpoints: return dir_name, None checkpoint = os.path.join(dir_name, checkpoints[-1]) return dir_name, checkpoint def load_weights(self, filepath, by_name=False, exclude=None): """Modified version of the correspoding Keras function with the addition of multi-GPU support and the ability to exclude some layers from loading. exlude: list of layer names to excluce """ import h5py from keras.engine import topology if exclude: by_name = True if h5py is None: raise ImportError('`load_weights` requires h5py.') f = h5py.File(filepath, mode='r') if 'layer_names' not in f.attrs and 'model_weights' in f: f = f['model_weights'] # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. keras_model = self.keras_model layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers # Exclude some layers if exclude: layers = filter(lambda l: l.name not in exclude, layers) if by_name: topology.load_weights_from_hdf5_group_by_name(f, layers) else: topology.load_weights_from_hdf5_group(f, layers) if hasattr(f, 'close'): f.close() # Update the log directory self.set_log_dir(filepath) def get_imagenet_weights(self): """Downloads ImageNet trained weights from Keras. Returns path to weights file. """ from keras.utils.data_utils import get_file TF_WEIGHTS_PATH_NO_TOP = 'https://github.com/fchollet/deep-learning-models/'\ 'releases/download/v0.2/'\ 'resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5' weights_path = get_file('resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5', TF_WEIGHTS_PATH_NO_TOP, cache_subdir='models', md5_hash='a268eb855778b3df3c7506639542a6af') return weights_path def compile(self, learning_rate, momentum): """Gets the model ready for training. Adds losses, regularization, and metrics. Then calls the Keras compile() function. """ # Optimizer object optimizer = keras.optimizers.SGD( lr=learning_rate, momentum=momentum, clipnorm=self.config.GRADIENT_CLIP_NORM) # Add Losses # First, clear previously set losses to avoid duplication self.keras_model._losses = [] self.keras_model._per_input_losses = {} loss_names = [ "rpn_class_loss", "rpn_bbox_loss", "mrcnn_class_loss", "mrcnn_bbox_loss", "mrcnn_mask_loss"] for name in loss_names: layer = self.keras_model.get_layer(name) if layer.output in self.keras_model.losses: continue loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.add_loss(loss) # Add L2 Regularization # Skip gamma and beta weights of batch normalization layers. reg_losses = [ keras.regularizers.l2(self.config.WEIGHT_DECAY)(w) / tf.cast(tf.size(w), tf.float32) for w in self.keras_model.trainable_weights if 'gamma' not in w.name and 'beta' not in w.name] self.keras_model.add_loss(tf.add_n(reg_losses)) # Compile self.keras_model.compile( optimizer=optimizer, loss=[None] * len(self.keras_model.outputs)) # Add metrics for losses for name in loss_names: if name in self.keras_model.metrics_names: continue layer = self.keras_model.get_layer(name) self.keras_model.metrics_names.append(name) loss = ( tf.reduce_mean(layer.output, keepdims=True) * self.config.LOSS_WEIGHTS.get(name, 1.)) self.keras_model.metrics_tensors.append(loss) def set_trainable(self, layer_regex, keras_model=None, indent=0, verbose=0): """Sets model layers as trainable if their names match the given regular expression. """ # Print message on the first call (but not on recursive calls) if verbose > 0 and keras_model is None: log("Selecting layers to train") keras_model = keras_model or self.keras_model # In multi-GPU training, we wrap the model. Get layers # of the inner model because they have the weights. layers = keras_model.inner_model.layers if hasattr(keras_model, "inner_model")\ else keras_model.layers for layer in layers: # Is the layer a model? if layer.__class__.__name__ == 'Model': print("In model: ", layer.name) self.set_trainable( layer_regex, keras_model=layer, indent=indent + 4) continue if not layer.weights: continue # Is it trainable? trainable = bool(re.fullmatch(layer_regex, layer.name)) # Update layer. If layer is a container, update inner layer. if layer.__class__.__name__ == 'TimeDistributed': layer.layer.trainable = trainable else: layer.trainable = trainable # Print trainble layer names if trainable and verbose > 0: log("{}{:20} ({})".format(" " * indent, layer.name, layer.__class__.__name__)) def set_log_dir(self, model_path=None): """Sets the model log directory and epoch counter. model_path: If None, or a format different from what this code uses then set a new log directory and start epochs from 0. Otherwise, extract the log directory and the epoch counter from the file name. """ # Set date and epoch counter as if starting a new model self.epoch = 0 now = datetime.datetime.now() # If we have a model path with date and epochs use them if model_path: # Continue from we left of. Get epoch and date from the file name # A sample model path might look like: # /path/to/logs/coco20171029T2315/mask_rcnn_coco_0001.h5 regex = r".*/\w+(\d{4})(\d{2})(\d{2})T(\d{2})(\d{2})/mask\_rcnn\_\w+(\d{4})\.h5" m = re.match(regex, model_path) if m: now = datetime.datetime(int(m.group(1)), int(m.group(2)), int(m.group(3)), int(m.group(4)), int(m.group(5))) # Epoch number in file is 1-based, and in Keras code it's 0-based. # So, adjust for that then increment by one to start from the next epoch self.epoch = int(m.group(6)) - 1 + 1 # Directory for training logs self.log_dir = os.path.join(self.model_dir, "{}{:%Y%m%dT%H%M}".format( self.config.NAME.lower(), now)) # Path to save after each epoch. Include placeholders that get filled by Keras. self.checkpoint_path = os.path.join(self.log_dir, "mask_rcnn_{}_*epoch*.h5".format( self.config.NAME.lower())) self.checkpoint_path = self.checkpoint_path.replace( "*epoch*", "{epoch:04d}") def train(self, train_dataset, val_dataset, learning_rate, epochs, layers, augmentation=None): """Train the model. train_dataset, val_dataset: Training and validation Dataset objects. learning_rate: The learning rate to train with epochs: Number of training epochs. Note that previous training epochs are considered to be done alreay, so this actually determines the epochs to train in total rather than in this particaular call. layers: Allows selecting wich layers to train. It can be: - A regular expression to match layer names to train - One of these predefined values: heaads: The RPN, classifier and mask heads of the network all: All the layers 3+: Train Resnet stage 3 and up 4+: Train Resnet stage 4 and up 5+: Train Resnet stage 5 and up augmentation: Optional. An imgaug (https://github.com/aleju/imgaug) augmentation. For example, passing imgaug.augmenters.Fliplr(0.5) flips images right/left 50% of the time. You can pass complex augmentations as well. This augmentation applies 50% of the time, and when it does it flips images right/left half the time and adds a Gausssian blur with a random sigma in range 0 to 5. augmentation = imgaug.augmenters.Sometimes(0.5, [ imgaug.augmenters.Fliplr(0.5), imgaug.augmenters.GaussianBlur(sigma=(0.0, 5.0)) ]) """ assert self.mode == "training", "Create model in training mode." # Pre-defined layer regular expressions layer_regex = { # all layers but the backbone "heads": r"(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # From a specific Resnet stage and up "3+": r"(res3.*)|(bn3.*)|(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "4+": r"(res4.*)|(bn4.*)|(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", "5+": r"(res5.*)|(bn5.*)|(mrcnn\_.*)|(rpn\_.*)|(fpn\_.*)", # All layers "all": ".*", } if layers in layer_regex.keys(): layers = layer_regex[layers] # Data generators train_generator = data_generator(train_dataset, self.config, shuffle=True, augmentation=augmentation, batch_size=self.config.BATCH_SIZE) val_generator = data_generator(val_dataset, self.config, shuffle=True, batch_size=self.config.BATCH_SIZE) # Callbacks callbacks = [ keras.callbacks.TensorBoard(log_dir=self.log_dir, histogram_freq=0, write_graph=True, write_images=False), keras.callbacks.ModelCheckpoint(self.checkpoint_path, verbose=0, save_weights_only=True), ] #WeightsSaver(self.log_dir,self.keras_model, 9037) # Train log("\nStarting at epoch {}. LR={}\n".format(self.epoch, learning_rate)) log("Checkpoint Path: {}".format(self.checkpoint_path)) self.set_trainable(layers) self.compile(learning_rate, self.config.LEARNING_MOMENTUM) # Work-around for Windows: Keras fails on Windows when using # multiprocessing workers. See discussion here: # https://github.com/matterport/Mask_RCNN/issues/13#issuecomment-353124009 if os.name is 'nt': workers = 0 else: workers = multiprocessing.cpu_count() self.keras_model.fit_generator( train_generator, initial_epoch=self.epoch, epochs=epochs, steps_per_epoch=self.config.STEPS_PER_EPOCH, callbacks=callbacks, validation_data=val_generator, validation_steps=self.config.VALIDATION_STEPS, max_queue_size=100, workers=workers, use_multiprocessing=True, ) self.epoch = max(self.epoch, epochs) def mold_inputs(self, images): """Takes a list of images and modifies them to the format expected as an input to the neural network. images: List of image matricies [height,width,depth]. Images can have different sizes. Returns 3 Numpy matricies: molded_images: [N, h, w, 3]. Images resized and normalized. image_metas: [N, length of meta data]. Details about each image. windows: [N, (y1, x1, y2, x2)]. The portion of the image that has the original image (padding excluded). """ molded_images = [] image_metas = [] windows = [] for image in images: # Resize image # TODO: move resizing to mold_image() molded_image, window, scale, padding, crop = utils.resize_image( image, min_dim=self.config.IMAGE_MIN_DIM, min_scale=self.config.IMAGE_MIN_SCALE, max_dim=self.config.IMAGE_MAX_DIM, mode=self.config.IMAGE_RESIZE_MODE) molded_image = mold_image(molded_image, self.config) # Build image_meta image_meta = compose_image_meta( 0, image.shape, molded_image.shape, window, scale, np.zeros([self.config.NUM_CLASSES], dtype=np.int32)) # Append molded_images.append(molded_image) windows.append(window) image_metas.append(image_meta) # Pack into arrays molded_images = np.stack(molded_images) image_metas = np.stack(image_metas) windows = np.stack(windows) return molded_images, image_metas, windows def unmold_detections(self, detections, mrcnn_mask, original_image_shape, image_shape, window): """Reformats the detections of one image from the format of the neural network output to a format suitable for use in the rest of the application. detections: [N, (y1, x1, y2, x2, class_id, score)] in normalized coordinates mrcnn_mask: [N, height, width, num_classes] original_image_shape: [H, W, C] Original image shape before resizing image_shape: [H, W, C] Shape of the image after resizing and padding window: [y1, x1, y2, x2] Pixel coordinates of box in the image where the real image is excluding the padding. Returns: boxes: [N, (y1, x1, y2, x2)] Bounding boxes in pixels class_ids: [N] Integer class IDs for each bounding box scores: [N] Float probability scores of the class_id masks: [height, width, num_instances] Instance masks """ # How many detections do we have? # Detections array is padded with zeros. Find the first class_id == 0. zero_ix = np.where(detections[:, 4] == 0)[0] N = zero_ix[0] if zero_ix.shape[0] > 0 else detections.shape[0] # Extract boxes, class_ids, scores, and class-specific masks boxes = detections[:N, :4] class_ids = detections[:N, 4].astype(np.int32) scores = detections[:N, 5] masks = mrcnn_mask[np.arange(N), :, :, class_ids] # Translate normalized coordinates in the resized image to pixel # coordinates in the original image before resizing window = utils.norm_boxes(window, image_shape[:2]) wy1, wx1, wy2, wx2 = window shift = np.array([wy1, wx1, wy1, wx1]) wh = wy2 - wy1 # window height ww = wx2 - wx1 # window width scale = np.array([wh, ww, wh, ww]) # Convert boxes to normalized coordinates on the window boxes = np.divide(boxes - shift, scale) # Convert boxes to pixel coordinates on the original image boxes = utils.denorm_boxes(boxes, original_image_shape[:2]) # Filter out detections with zero area. Happens in early training when # network weights are still random exclude_ix = np.where( (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) <= 0)[0] if exclude_ix.shape[0] > 0: boxes = np.delete(boxes, exclude_ix, axis=0) class_ids = np.delete(class_ids, exclude_ix, axis=0) scores = np.delete(scores, exclude_ix, axis=0) masks = np.delete(masks, exclude_ix, axis=0) N = class_ids.shape[0] # Resize masks to original image size and set boundary threshold. full_masks = [] for i in range(N): # Convert neural network mask to full size mask full_mask = utils.unmold_mask(masks[i], boxes[i], original_image_shape) full_masks.append(full_mask) full_masks = np.stack(full_masks, axis=-1)\ if full_masks else np.empty(masks.shape[1:3] + (0,)) return boxes, class_ids, scores, full_masks def detect(self, images, verbose=0): """Runs the detection pipeline. images: List of images, potentially of different sizes. Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len( images) == self.config.BATCH_SIZE, "len(images) must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(images))) for image in images: log("image", image) # Mold inputs to format expected by the neural network molded_images, image_metas, windows = self.mold_inputs(images) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape,\ "After resizing, all images must have the same size. Check IMAGE_RESIZE_MODE and image sizes." # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(images): final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, windows[i]) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def detect_molded(self, molded_images, image_metas, verbose=0): """Runs the detection pipeline, but expect inputs that are molded already. Used mostly for debugging and inspecting the model. molded_images: List of images loaded using load_image_gt() image_metas: image meta data, also retruned by load_image_gt() Returns a list of dicts, one dict per image. The dict contains: rois: [N, (y1, x1, y2, x2)] detection bounding boxes class_ids: [N] int class IDs scores: [N] float probability scores for the class IDs masks: [H, W, N] instance binary masks """ assert self.mode == "inference", "Create model in inference mode." assert len(molded_images) == self.config.BATCH_SIZE,\ "Number of images must be equal to BATCH_SIZE" if verbose: log("Processing {} images".format(len(molded_images))) for image in molded_images: log("image", image) # Validate image sizes # All images in a batch MUST be of the same size image_shape = molded_images[0].shape for g in molded_images[1:]: assert g.shape == image_shape, "Images must have the same size" # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) if verbose: log("molded_images", molded_images) log("image_metas", image_metas) log("anchors", anchors) # Run object detection detections, _, _, mrcnn_mask, _, _, _ =\ self.keras_model.predict([molded_images, image_metas, anchors], verbose=0) # Process detections results = [] for i, image in enumerate(molded_images): window = [0, 0, image.shape[0], image.shape[1]] final_rois, final_class_ids, final_scores, final_masks =\ self.unmold_detections(detections[i], mrcnn_mask[i], image.shape, molded_images[i].shape, window) results.append({ "rois": final_rois, "class_ids": final_class_ids, "scores": final_scores, "masks": final_masks, }) return results def get_anchors(self, image_shape): """Returns anchor pyramid for the given image size.""" backbone_shapes = compute_backbone_shapes(self.config, image_shape) # Cache anchors and reuse if image shape is the same if not hasattr(self, "_anchor_cache"): self._anchor_cache = {} if not tuple(image_shape) in self._anchor_cache: # Generate Anchors a = utils.generate_pyramid_anchors( self.config.RPN_ANCHOR_SCALES, self.config.RPN_ANCHOR_RATIOS, backbone_shapes, self.config.BACKBONE_STRIDES, self.config.RPN_ANCHOR_STRIDE) # Keep a copy of the latest anchors in pixel coordinates because # it's used in inspect_model notebooks. # TODO: Remove this after the notebook are refactored to not use it self.anchors = a # Normalize coordinates self._anchor_cache[tuple(image_shape)] = utils.norm_boxes(a, image_shape[:2]) return self._anchor_cache[tuple(image_shape)] def ancestor(self, tensor, name, checked=None): """Finds the ancestor of a TF tensor in the computation graph. tensor: TensorFlow symbolic tensor. name: Name of ancestor tensor to find checked: For internal use. A list of tensors that were already searched to avoid loops in traversing the graph. """ checked = checked if checked is not None else [] # Put a limit on how deep we go to avoid very long loops if len(checked) > 500: return None # Convert name to a regex and allow matching a number prefix # because Keras adds them automatically if isinstance(name, str): name = re.compile(name.replace("/", r"(\_\d+)*/")) parents = tensor.op.inputs for p in parents: if p in checked: continue if bool(re.fullmatch(name, p.name)): return p checked.append(p) a = self.ancestor(p, name, checked) if a is not None: return a return None def find_trainable_layer(self, layer): """If a layer is encapsulated by another layer, this function digs through the encapsulation and returns the layer that holds the weights. """ if layer.__class__.__name__ == 'TimeDistributed': return self.find_trainable_layer(layer.layer) return layer def get_trainable_layers(self): """Returns a list of layers that have weights.""" layers = [] # Loop through all layers for l in self.keras_model.layers: # If layer is a wrapper, find inner trainable layer l = self.find_trainable_layer(l) # Include layer if it has weights if l.get_weights(): layers.append(l) return layers def run_graph(self, images, outputs, image_metas=None): """Runs a sub-set of the computation graph that computes the given outputs. image_metas: If provided, the images are assumed to be already molded (i.e. resized, padded, and noramlized) outputs: List of tuples (name, tensor) to compute. The tensors are symbolic TensorFlow tensors and the names are for easy tracking. Returns an ordered dict of results. Keys are the names received in the input and values are Numpy arrays. """ model = self.keras_model # Organize desired outputs into an ordered dict outputs = OrderedDict(outputs) for o in outputs.values(): assert o is not None # Build a Keras function to run parts of the computation graph inputs = model.inputs if model.uses_learning_phase and not isinstance(K.learning_phase(), int): inputs += [K.learning_phase()] kf = K.function(model.inputs, list(outputs.values())) # Prepare inputs if image_metas is None: molded_images, image_metas, _ = self.mold_inputs(images) else: molded_images = images image_shape = molded_images[0].shape # Anchors anchors = self.get_anchors(image_shape) # Duplicate across the batch dimension because Keras requires it # TODO: can this be optimized to avoid duplicating the anchors? anchors = np.broadcast_to(anchors, (self.config.BATCH_SIZE,) + anchors.shape) model_in = [molded_images, image_metas, anchors] # Run inference if model.uses_learning_phase and not isinstance(K.learning_phase(), int): model_in.append(0.) outputs_np = kf(model_in) # Pack the generated Numpy arrays into a a dict and log the results. outputs_np = OrderedDict([(k, v) for k, v in zip(outputs.keys(), outputs_np)]) for k, v in outputs_np.items(): log(k, v) return outputs_np ############################################################ # Data Formatting ############################################################ def compose_image_meta(image_id, original_image_shape, image_shape, window, scale, active_class_ids): """Takes attributes of an image and puts them in one 1D array. image_id: An int ID of the image. Useful for debugging. original_image_shape: [H, W, C] before resizing or padding. image_shape: [H, W, C] after resizing and padding window: (y1, x1, y2, x2) in pixels. The area of the image where the real image is (excluding the padding) scale: The scaling factor applied to the original image (float32) active_class_ids: List of class_ids available in the dataset from which the image came. Useful if training on images from multiple datasets where not all classes are present in all datasets. """ meta = np.array( [image_id] + # size=1 list(original_image_shape) + # size=3 list(image_shape) + # size=3 list(window) + # size=4 (y1, x1, y2, x2) in image cooredinates [scale] + # size=1 list(active_class_ids) # size=num_classes ) return meta def parse_image_meta(meta): """Parses an array that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed values. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id.astype(np.int32), "original_image_shape": original_image_shape.astype(np.int32), "image_shape": image_shape.astype(np.int32), "window": window.astype(np.int32), "scale": scale.astype(np.float32), "active_class_ids": active_class_ids.astype(np.int32), } def parse_image_meta_graph(meta): """Parses a tensor that contains image attributes to its components. See compose_image_meta() for more details. meta: [batch, meta length] where meta length depends on NUM_CLASSES Returns a dict of the parsed tensors. """ image_id = meta[:, 0] original_image_shape = meta[:, 1:4] image_shape = meta[:, 4:7] window = meta[:, 7:11] # (y1, x1, y2, x2) window of image in in pixels scale = meta[:, 11] active_class_ids = meta[:, 12:] return { "image_id": image_id, "original_image_shape": original_image_shape, "image_shape": image_shape, "window": window, "scale": scale, "active_class_ids": active_class_ids, } def mold_image(images, config): """Expects an RGB image (or array of images) and subtraces the mean pixel and converts it to float. Expects image colors in RGB order. """ return images.astype(np.float32) - config.MEAN_PIXEL def unmold_image(normalized_images, config): """Takes a image normalized with mold() and returns the original.""" return (normalized_images + config.MEAN_PIXEL).astype(np.uint8) ############################################################ # Miscellenous Graph Functions ############################################################ def trim_zeros_graph(boxes, name=None): """Often boxes are represented with matricies of shape [N, 4] and are padded with zeros. This removes zero boxes. boxes: [N, 4] matrix of boxes. non_zeros: [N] a 1D boolean mask identifying the rows to keep """ non_zeros = tf.cast(tf.reduce_sum(tf.abs(boxes), axis=1), tf.bool) boxes = tf.boolean_mask(boxes, non_zeros, name=name) return boxes, non_zeros def batch_pack_graph(x, counts, num_rows): """Picks different number of values from each row in x depending on the values in counts. """ outputs = [] for i in range(num_rows): outputs.append(x[i, :counts[i]]) return tf.concat(outputs, axis=0) def norm_boxes_graph(boxes, shape): """Converts boxes from pixel coordinates to normalized coordinates. boxes: [..., (y1, x1, y2, x2)] in pixel coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in normalized coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.divide(boxes - shift, scale) def boost_boxes_graph(boxes): c = 0.015625 p0 = boxes[:,:,0] - c p1 = boxes[:,:,1] - c p2 = boxes[:,:,2] + c p3 = boxes[:,:,3] + c boxes = tf.stack([p0, p1, p2, p3], axis=2) return boxes def denorm_boxes_graph(boxes, shape): """Converts boxes from normalized coordinates to pixel coordinates. boxes: [..., (y1, x1, y2, x2)] in normalized coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [..., (y1, x1, y2, x2)] in pixel coordinates """ h, w = tf.split(tf.cast(shape, tf.float32), 2) scale = tf.concat([h, w, h, w], axis=-1) - tf.constant(1.0) shift = tf.constant([0., 0., 1., 1.]) return tf.cast(tf.round(tf.multiply(boxes, scale) + shift), tf.int32) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/parallel_model.py ================================================ """ Mask R-CNN Multi-GPU Support for Keras. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla Ideas and a small code snippets from these sources: https://github.com/fchollet/keras/issues/2436 https://medium.com/@kuza55/transparent-multi-gpu-training-on-tensorflow-with-keras-8b0016fd9012 https://github.com/avolkov1/keras_experiments/blob/master/keras_exp/multigpu/ https://github.com/fchollet/keras/blob/master/keras/utils/training_utils.py """ import tensorflow as tf import keras.backend as K import keras.layers as KL import keras.models as KM class ParallelModel(KM.Model): """Subclasses the standard Keras Model and adds multi-GPU support. It works by creating a copy of the model on each GPU. Then it slices the inputs and sends a slice to each copy of the model, and then merges the outputs together and applies the loss on the combined outputs. """ def __init__(self, keras_model, gpu_count): """Class constructor. keras_model: The Keras model to parallelize gpu_count: Number of GPUs. Must be > 1 """ self.inner_model = keras_model self.gpu_count = gpu_count merged_outputs = self.make_parallel() super(ParallelModel, self).__init__(inputs=self.inner_model.inputs, outputs=merged_outputs) def __getattribute__(self, attrname): """Redirect loading and saving methods to the inner model. That's where the weights are stored.""" if 'load' in attrname or 'save' in attrname: return getattr(self.inner_model, attrname) return super(ParallelModel, self).__getattribute__(attrname) def summary(self, *args, **kwargs): """Override summary() to display summaries of both, the wrapper and inner models.""" super(ParallelModel, self).summary(*args, **kwargs) self.inner_model.summary(*args, **kwargs) def make_parallel(self): """Creates a new wrapper model that consists of multiple replicas of the original model placed on different GPUs. """ # Slice inputs. Slice inputs on the CPU to avoid sending a copy # of the full inputs to all GPUs. Saves on bandwidth and memory. input_slices = {name: tf.split(x, self.gpu_count) for name, x in zip(self.inner_model.input_names, self.inner_model.inputs)} output_names = self.inner_model.output_names outputs_all = [] for i in range(len(self.inner_model.outputs)): outputs_all.append([]) # Run the model call() on each GPU to place the ops there for i in range(self.gpu_count): with tf.device('/gpu:%d' % i): with tf.name_scope('tower_%d' % i): # Run a slice of inputs through this replica zipped_inputs = zip(self.inner_model.input_names, self.inner_model.inputs) inputs = [ KL.Lambda(lambda s: input_slices[name][i], output_shape=lambda s: (None,) + s[1:])(tensor) for name, tensor in zipped_inputs] # Create the model replica and get the outputs outputs = self.inner_model(inputs) if not isinstance(outputs, list): outputs = [outputs] # Save the outputs for merging back together later for l, o in enumerate(outputs): outputs_all[l].append(o) # Merge outputs on CPU with tf.device('/cpu:0'): merged = [] for outputs, name in zip(outputs_all, output_names): # Concatenate or average outputs? # Outputs usually have a batch dimension and we concatenate # across it. If they don't, then the output is likely a loss # or a metric value that gets averaged across the batch. # Keras expects losses and metrics to be scalars. if K.int_shape(outputs[0]) == (): # Average m = KL.Lambda(lambda o: tf.add_n(o) / len(outputs), name=name)(outputs) else: # Concatenate m = KL.Concatenate(axis=0, name=name)(outputs) merged.append(m) return merged if __name__ == "__main__": # Testing code below. It creates a simple model to train on MNIST and # tries to run it on 2 GPUs. It saves the graph so it can be viewed # in TensorBoard. Run it as: # # python3 parallel_model.py import os import numpy as np import keras.optimizers from keras.datasets import mnist from keras.preprocessing.image import ImageDataGenerator GPU_COUNT = 2 # Root directory of the project ROOT_DIR = os.path.abspath("../") # Directory to save logs and trained model MODEL_DIR = os.path.join(ROOT_DIR, "logs") def build_model(x_train, num_classes): # Reset default graph. Keras leaves old ops in the graph, # which are ignored for execution but clutter graph # visualization in TensorBoard. tf.reset_default_graph() inputs = KL.Input(shape=x_train.shape[1:], name="input_image") x = KL.Conv2D(32, (3, 3), activation='relu', padding="same", name="conv1")(inputs) x = KL.Conv2D(64, (3, 3), activation='relu', padding="same", name="conv2")(x) x = KL.MaxPooling2D(pool_size=(2, 2), name="pool1")(x) x = KL.Flatten(name="flat1")(x) x = KL.Dense(128, activation='relu', name="dense1")(x) x = KL.Dense(num_classes, activation='softmax', name="dense2")(x) return KM.Model(inputs, x, "digit_classifier_model") # Load MNIST Data (x_train, y_train), (x_test, y_test) = mnist.load_data() x_train = np.expand_dims(x_train, -1).astype('float32') / 255 x_test = np.expand_dims(x_test, -1).astype('float32') / 255 print('x_train shape:', x_train.shape) print('x_test shape:', x_test.shape) # Build data generator and model datagen = ImageDataGenerator() model = build_model(x_train, 10) # Add multi-GPU support. model = ParallelModel(model, GPU_COUNT) optimizer = keras.optimizers.SGD(lr=0.01, momentum=0.9, clipnorm=5.0) model.compile(loss='sparse_categorical_crossentropy', optimizer=optimizer, metrics=['accuracy']) model.summary() # Train model.fit_generator( datagen.flow(x_train, y_train, batch_size=64), steps_per_epoch=50, epochs=10, verbose=1, validation_data=(x_test, y_test), callbacks=[keras.callbacks.TensorBoard(log_dir=MODEL_DIR, write_graph=True)] ) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/utils.py ================================================ """ Mask R-CNN Common utility functions and classes. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import sys import os import math import random import numpy as np import tensorflow as tf import scipy import skimage.color import skimage.io import skimage.transform import urllib.request import shutil import warnings # URL from which to download the latest COCO trained weights COCO_MODEL_URL = "https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5" ############################################################ # Bounding Boxes ############################################################ def extract_bboxes(mask): """Compute bounding boxes from masks. mask: [height, width, num_instances]. Mask pixels are either 1 or 0. Returns: bbox array [num_instances, (y1, x1, y2, x2)]. """ boxes = np.zeros([mask.shape[-1], 4], dtype=np.int32) for i in range(mask.shape[-1]): m = mask[:, :, i] # Bounding box. horizontal_indicies = np.where(np.any(m, axis=0))[0] vertical_indicies = np.where(np.any(m, axis=1))[0] if horizontal_indicies.shape[0]: x1, x2 = horizontal_indicies[[0, -1]] y1, y2 = vertical_indicies[[0, -1]] # x2 and y2 should not be part of the box. Increment by 1. x2 += 1 y2 += 1 else: # No mask for this instance. Might happen due to # resizing or cropping. Set bbox to zeros x1, x2, y1, y2 = 0, 0, 0, 0 boxes[i] = np.array([y1, x1, y2, x2]) return boxes.astype(np.int32) def compute_iou(box, boxes, box_area, boxes_area): """Calculates IoU of the given box with the array of the given boxes. box: 1D vector [y1, x1, y2, x2] boxes: [boxes_count, (y1, x1, y2, x2)] box_area: float. the area of 'box' boxes_area: array of length boxes_count. Note: the areas are passed in rather than calculated here for efficency. Calculate once in the caller to avoid duplicate work. """ # Calculate intersection areas y1 = np.maximum(box[0], boxes[:, 0]) y2 = np.minimum(box[2], boxes[:, 2]) x1 = np.maximum(box[1], boxes[:, 1]) x2 = np.minimum(box[3], boxes[:, 3]) intersection = np.maximum(x2 - x1, 0) * np.maximum(y2 - y1, 0) union = box_area + boxes_area[:] - intersection[:] iou = intersection / union return iou def compute_overlaps(boxes1, boxes2): """Computes IoU overlaps between two sets of boxes. boxes1, boxes2: [N, (y1, x1, y2, x2)]. For better performance, pass the largest set first and the smaller second. """ # Areas of anchors and GT boxes area1 = (boxes1[:, 2] - boxes1[:, 0]) * (boxes1[:, 3] - boxes1[:, 1]) area2 = (boxes2[:, 2] - boxes2[:, 0]) * (boxes2[:, 3] - boxes2[:, 1]) # Compute overlaps to generate matrix [boxes1 count, boxes2 count] # Each cell contains the IoU value. overlaps = np.zeros((boxes1.shape[0], boxes2.shape[0])) for i in range(overlaps.shape[1]): box2 = boxes2[i] overlaps[:, i] = compute_iou(box2, boxes1, area2[i], area1) return overlaps def compute_overlaps_masks(masks1, masks2): '''Computes IoU overlaps between two sets of masks. masks1, masks2: [Height, Width, instances] ''' # flatten masks masks1 = np.reshape(masks1 > .5, (-1, masks1.shape[-1])).astype(np.float32) masks2 = np.reshape(masks2 > .5, (-1, masks2.shape[-1])).astype(np.float32) area1 = np.sum(masks1, axis=0) area2 = np.sum(masks2, axis=0) # intersections and union intersections = np.dot(masks1.T, masks2) union = area1[:, None] + area2[None, :] - intersections overlaps = intersections / union return overlaps def non_max_suppression(boxes, scores, threshold): """Performs non-maximum supression and returns indicies of kept boxes. boxes: [N, (y1, x1, y2, x2)]. Notice that (y2, x2) lays outside the box. scores: 1-D array of box scores. threshold: Float. IoU threshold to use for filtering. """ assert boxes.shape[0] > 0 if boxes.dtype.kind != "f": boxes = boxes.astype(np.float32) # Compute box areas y1 = boxes[:, 0] x1 = boxes[:, 1] y2 = boxes[:, 2] x2 = boxes[:, 3] area = (y2 - y1) * (x2 - x1) # Get indicies of boxes sorted by scores (highest first) ixs = scores.argsort()[::-1] pick = [] while len(ixs) > 0: # Pick top box and add its index to the list i = ixs[0] pick.append(i) # Compute IoU of the picked box with the rest iou = compute_iou(boxes[i], boxes[ixs[1:]], area[i], area[ixs[1:]]) # Identify boxes with IoU over the threshold. This # returns indicies into ixs[1:], so add 1 to get # indicies into ixs. remove_ixs = np.where(iou > threshold)[0] + 1 # Remove indicies of the picked and overlapped boxes. ixs = np.delete(ixs, remove_ixs) ixs = np.delete(ixs, 0) return np.array(pick, dtype=np.int32) def apply_box_deltas(boxes, deltas): """Applies the given deltas to the given boxes. boxes: [N, (y1, x1, y2, x2)]. Note that (y2, x2) is outside the box. deltas: [N, (dy, dx, log(dh), log(dw))] """ boxes = boxes.astype(np.float32) # Convert to y, x, h, w height = boxes[:, 2] - boxes[:, 0] width = boxes[:, 3] - boxes[:, 1] center_y = boxes[:, 0] + 0.5 * height center_x = boxes[:, 1] + 0.5 * width # Apply deltas center_y += deltas[:, 0] * height center_x += deltas[:, 1] * width height *= np.exp(deltas[:, 2]) width *= np.exp(deltas[:, 3]) # Convert back to y1, x1, y2, x2 y1 = center_y - 0.5 * height x1 = center_x - 0.5 * width y2 = y1 + height x2 = x1 + width return np.stack([y1, x1, y2, x2], axis=1) def box_refinement_graph(box, gt_box): """Compute refinement needed to transform box to gt_box. box and gt_box are [N, (y1, x1, y2, x2)] """ box = tf.cast(box, tf.float32) gt_box = tf.cast(gt_box, tf.float32) height = box[:, 2] - box[:, 0] width = box[:, 3] - box[:, 1] center_y = box[:, 0] + 0.5 * height center_x = box[:, 1] + 0.5 * width gt_height = gt_box[:, 2] - gt_box[:, 0] gt_width = gt_box[:, 3] - gt_box[:, 1] gt_center_y = gt_box[:, 0] + 0.5 * gt_height gt_center_x = gt_box[:, 1] + 0.5 * gt_width dy = (gt_center_y - center_y) / height dx = (gt_center_x - center_x) / width dh = tf.log(gt_height / height) dw = tf.log(gt_width / width) result = tf.stack([dy, dx, dh, dw], axis=1) return result def box_refinement(box, gt_box): """Compute refinement needed to transform box to gt_box. box and gt_box are [N, (y1, x1, y2, x2)]. (y2, x2) is assumed to be outside the box. """ box = box.astype(np.float32) gt_box = gt_box.astype(np.float32) height = box[:, 2] - box[:, 0] width = box[:, 3] - box[:, 1] center_y = box[:, 0] + 0.5 * height center_x = box[:, 1] + 0.5 * width gt_height = gt_box[:, 2] - gt_box[:, 0] gt_width = gt_box[:, 3] - gt_box[:, 1] gt_center_y = gt_box[:, 0] + 0.5 * gt_height gt_center_x = gt_box[:, 1] + 0.5 * gt_width dy = (gt_center_y - center_y) / height dx = (gt_center_x - center_x) / width dh = np.log(gt_height / height) dw = np.log(gt_width / width) return np.stack([dy, dx, dh, dw], axis=1) ############################################################ # Dataset ############################################################ class Dataset(object): """The base class for dataset classes. To use it, create a new class that adds functions specific to the dataset you want to use. For example: class CatsAndDogsDataset(Dataset): def load_cats_and_dogs(self): ... def load_mask(self, image_id): ... def image_reference(self, image_id): ... See COCODataset and ShapesDataset as examples. """ def __init__(self, class_map=None): self._image_ids = [] self.image_info = [] # Background is always the first class self.class_info = [{"source": "", "id": 0, "name": "BG"}] self.source_class_ids = {} def add_class(self, source, class_id, class_name): assert "." not in source, "Source name cannot contain a dot" # Does the class exist already? for info in self.class_info: if info['source'] == source and info["id"] == class_id: # source.class_id combination already available, skip return # Add the class self.class_info.append({ "source": source, "id": class_id, "name": class_name, }) def add_image(self, source, image_id, path, **kwargs): image_info = { "id": image_id, "source": source, "path": path, } image_info.update(kwargs) self.image_info.append(image_info) def image_reference(self, image_id): """Return a link to the image in its source Website or details about the image that help looking it up or debugging it. Override for your dataset, but pass to this function if you encounter images not in your dataset. """ return "" def prepare(self, class_map=None): """Prepares the Dataset class for use. TODO: class map is not supported yet. When done, it should handle mapping classes from different datasets to the same class ID. """ def clean_name(name): """Returns a shorter version of object names for cleaner display.""" return ",".join(name.split(",")[:1]) # Build (or rebuild) everything else from the info dicts. self.num_classes = len(self.class_info) self.class_ids = np.arange(self.num_classes) self.class_names = [clean_name(c["name"]) for c in self.class_info] self.num_images = len(self.image_info) self._image_ids = np.arange(self.num_images) # Mapping from source class and image IDs to internal IDs self.class_from_source_map = {"{}.{}".format(info['source'], info['id']): id for info, id in zip(self.class_info, self.class_ids)} self.image_from_source_map = {"{}.{}".format(info['source'], info['id']): id for info, id in zip(self.image_info, self.image_ids)} # Map sources to class_ids they support self.sources = list(set([i['source'] for i in self.class_info])) self.source_class_ids = {} # Loop over datasets for source in self.sources: self.source_class_ids[source] = [] # Find classes that belong to this dataset for i, info in enumerate(self.class_info): # Include BG class in all datasets if i == 0 or source == info['source']: self.source_class_ids[source].append(i) def map_source_class_id(self, source_class_id): """Takes a source class ID and returns the int class ID assigned to it. For example: dataset.map_source_class_id("coco.12") -> 23 """ return self.class_from_source_map[source_class_id] def get_source_class_id(self, class_id, source): """Map an internal class ID to the corresponding class ID in the source dataset.""" info = self.class_info[class_id] assert info['source'] == source return info['id'] def append_data(self, class_info, image_info): self.external_to_class_id = {} for i, c in enumerate(self.class_info): for ds, id in c["map"]: self.external_to_class_id[ds + str(id)] = i # Map external image IDs to internal ones. self.external_to_image_id = {} for i, info in enumerate(self.image_info): self.external_to_image_id[info["ds"] + str(info["id"])] = i @property def image_ids(self): return self._image_ids def source_image_link(self, image_id): """Returns the path or URL to the image. Override this to return a URL to the image if it's availble online for easy debugging. """ return self.image_info[image_id]["path"] def load_image(self, image_id): """Load the specified image and return a [H,W,3] Numpy array. """ # Load image image = skimage.io.imread(self.image_info[image_id]['path']) # If grayscale. Convert to RGB for consistency. if image.ndim != 3: image = skimage.color.gray2rgb(image) # If has an alpha channel, remove it for consistency if image.shape[-1] == 4: image = image[..., :3] return image def load_mask(self, image_id): """Load instance masks for the given image. Different datasets use different ways to store masks. Override this method to load instance masks and return them in the form of am array of binary masks of shape [height, width, instances]. Returns: masks: A bool array of shape [height, width, instance count] with a binary mask per instance. class_ids: a 1D array of class IDs of the instance masks. """ # Override this function to load a mask from your dataset. # Otherwise, it returns an empty mask. mask = np.empty([0, 0, 0]) class_ids = np.empty([0], np.int32) return mask, class_ids def resize_image(image, min_dim=None, max_dim=None, min_scale=None, mode="square"): """Resizes an image keeping the aspect ratio unchanged. min_dim: if provided, resizes the image such that it's smaller dimension == min_dim max_dim: if provided, ensures that the image longest side doesn't exceed this value. min_scale: if provided, ensure that the image is scaled up by at least this percent even if min_dim doesn't require it. mode: Resizing mode. none: No resizing. Return the image unchanged. square: Resize and pad with zeros to get a square image of size [max_dim, max_dim]. pad64: Pads width and height with zeros to make them multiples of 64. If min_dim or min_scale are provided, it scales the image up before padding. max_dim is ignored in this mode. The multiple of 64 is needed to ensure smooth scaling of feature maps up and down the 6 levels of the FPN pyramid (2**6=64). crop: Picks random crops from the image. First, scales the image based on min_dim and min_scale, then picks a random crop of size min_dim x min_dim. Can be used in training only. max_dim is not used in this mode. Returns: image: the resized image window: (y1, x1, y2, x2). If max_dim is provided, padding might be inserted in the returned image. If so, this window is the coordinates of the image part of the full image (excluding the padding). The x2, y2 pixels are not included. scale: The scale factor used to resize the image padding: Padding added to the image [(top, bottom), (left, right), (0, 0)] """ # Keep track of image dtype and return results in the same dtype image_dtype = image.dtype # Default window (y1, x1, y2, x2) and default scale == 1. h, w = image.shape[:2] window = (0, 0, h, w) scale = 1 padding = [(0, 0), (0, 0), (0, 0)] crop = None if mode == "none": return image, window, scale, padding, crop # Scale? if min_dim: # Scale up but not down scale = max(1, min_dim / min(h, w)) if min_scale and scale < min_scale: scale = min_scale # Does it exceed max dim? if max_dim and mode == "square": image_max = max(h, w) if round(image_max * scale) > max_dim: scale = max_dim / image_max # Resize image using bilinear interpolation if scale != 1: image = skimage.transform.resize( image, (round(h * scale), round(w * scale)), order=1, mode="constant", preserve_range=True) # Need padding or cropping? if mode == "square": # Get new height and width h, w = image.shape[:2] top_pad = (max_dim - h) // 2 bottom_pad = max_dim - h - top_pad left_pad = (max_dim - w) // 2 right_pad = max_dim - w - left_pad padding = [(top_pad, bottom_pad), (left_pad, right_pad), (0, 0)] image = np.pad(image, padding, mode='constant', constant_values=0) window = (top_pad, left_pad, h + top_pad, w + left_pad) elif mode == "pad64": h, w = image.shape[:2] # Both sides must be divisible by 64 assert min_dim % 64 == 0, "Minimum dimension must be a multiple of 64" # Height if h % 64 > 0: max_h = h - (h % 64) + 64 top_pad = (max_h - h) // 2 bottom_pad = max_h - h - top_pad else: top_pad = bottom_pad = 0 # Width if w % 64 > 0: max_w = w - (w % 64) + 64 left_pad = (max_w - w) // 2 right_pad = max_w - w - left_pad else: left_pad = right_pad = 0 padding = [(top_pad, bottom_pad), (left_pad, right_pad), (0, 0)] image = np.pad(image, padding, mode='constant', constant_values=0) window = (top_pad, left_pad, h + top_pad, w + left_pad) elif mode == "crop": # Pick a random crop h, w = image.shape[:2] y = random.randint(0, (h - min_dim)) x = random.randint(0, (w - min_dim)) crop = (y, x, min_dim, min_dim) image = image[y:y + min_dim, x:x + min_dim] window = (0, 0, min_dim, min_dim) else: raise Exception("Mode {} not supported".format(mode)) return image.astype(image_dtype), window, scale, padding, crop def resize_mask(mask, scale, padding, crop=None): """Resizes a mask using the given scale and padding. Typically, you get the scale and padding from resize_image() to ensure both, the image and the mask, are resized consistently. scale: mask scaling factor padding: Padding to add to the mask in the form [(top, bottom), (left, right), (0, 0)] """ # Suppress warning from scipy 0.13.0, the output shape of zoom() is # calculated with round() instead of int() with warnings.catch_warnings(): warnings.simplefilter("ignore") mask = scipy.ndimage.zoom(mask, zoom=[scale, scale, 1], order=0) if crop is not None: y, x, h, w = crop mask = mask[y:y + h, x:x + w] else: mask = np.pad(mask, padding, mode='constant', constant_values=0) return mask def minimize_mask(bbox, mask, mini_shape): """Resize masks to a smaller version to reduce memory load. Mini-masks can be resized back to image scale using expand_masks() See inspect_data.ipynb notebook for more details. """ mini_mask = np.zeros(mini_shape + (mask.shape[-1],), dtype=bool) for i in range(mask.shape[-1]): # Pick slice and cast to bool in case load_mask() returned wrong dtype m = mask[:, :, i].astype(bool) y1, x1, y2, x2 = bbox[i][:4] m = m[y1:y2, x1:x2] if m.size == 0: raise Exception("Invalid bounding box with area of zero") # Resize with bilinear interpolation m = skimage.transform.resize(m, mini_shape, order=1, mode="constant") mini_mask[:, :, i] = np.around(m).astype(np.bool) return mini_mask def expand_mask(bbox, mini_mask, image_shape): """Resizes mini masks back to image size. Reverses the change of minimize_mask(). See inspect_data.ipynb notebook for more details. """ mask = np.zeros(image_shape[:2] + (mini_mask.shape[-1],), dtype=bool) for i in range(mask.shape[-1]): m = mini_mask[:, :, i] y1, x1, y2, x2 = bbox[i][:4] h = y2 - y1 w = x2 - x1 # Resize with bilinear interpolation m = skimage.transform.resize(m, (h, w), order=1, mode="constant") mask[y1:y2, x1:x2, i] = np.around(m).astype(np.bool) return mask # TODO: Build and use this function to reduce code duplication def mold_mask(mask, config): pass def unmold_mask(mask, bbox, image_shape): """Converts a mask generated by the neural network to a format similar to its original shape. mask: [height, width] of type float. A small, typically 28x28 mask. bbox: [y1, x1, y2, x2]. The box to fit the mask in. Returns a binary mask with the same size as the original image. """ threshold = 0.4 y1, x1, y2, x2 = bbox mask = skimage.transform.resize(mask, (y2 - y1, x2 - x1), order=1, mode="constant") mask = np.where(mask >= threshold, 1, 0).astype(np.bool) # Put the mask in the right location. full_mask = np.zeros(image_shape[:2], dtype=np.bool) full_mask[y1:y2, x1:x2] = mask return full_mask ############################################################ # Anchors ############################################################ def generate_anchors(scales, ratios, shape, feature_stride, anchor_stride): """ scales: 1D array of anchor sizes in pixels. Example: [32, 64, 128] ratios: 1D array of anchor ratios of width/height. Example: [0.5, 1, 2] shape: [height, width] spatial shape of the feature map over which to generate anchors. feature_stride: Stride of the feature map relative to the image in pixels. anchor_stride: Stride of anchors on the feature map. For example, if the value is 2 then generate anchors for every other feature map pixel. """ # Get all combinations of scales and ratios scales, ratios = np.meshgrid(np.array(scales), np.array(ratios)) scales = scales.flatten() ratios = ratios.flatten() # Enumerate heights and widths from scales and ratios heights = scales / np.sqrt(ratios) widths = scales * np.sqrt(ratios) # Enumerate shifts in feature space shifts_y = np.arange(0, shape[0], anchor_stride) * feature_stride shifts_x = np.arange(0, shape[1], anchor_stride) * feature_stride shifts_x, shifts_y = np.meshgrid(shifts_x, shifts_y) # Enumerate combinations of shifts, widths, and heights box_widths, box_centers_x = np.meshgrid(widths, shifts_x) box_heights, box_centers_y = np.meshgrid(heights, shifts_y) # Reshape to get a list of (y, x) and a list of (h, w) box_centers = np.stack( [box_centers_y, box_centers_x], axis=2).reshape([-1, 2]) box_sizes = np.stack([box_heights, box_widths], axis=2).reshape([-1, 2]) # Convert to corner coordinates (y1, x1, y2, x2) boxes = np.concatenate([box_centers - 0.5 * box_sizes, box_centers + 0.5 * box_sizes], axis=1) return boxes def generate_pyramid_anchors(scales, ratios, feature_shapes, feature_strides, anchor_stride): """Generate anchors at different levels of a feature pyramid. Each scale is associated with a level of the pyramid, but each ratio is used in all levels of the pyramid. Returns: anchors: [N, (y1, x1, y2, x2)]. All generated anchors in one array. Sorted with the same order of the given scales. So, anchors of scale[0] come first, then anchors of scale[1], and so on. """ # Anchors # [anchor_count, (y1, x1, y2, x2)] anchors = [] for i in range(len(scales)): anchors.append(generate_anchors(scales[i], ratios, feature_shapes[i], feature_strides[i], anchor_stride)) return np.concatenate(anchors, axis=0) ############################################################ # Miscellaneous ############################################################ def trim_zeros(x): """It's common to have tensors larger than the available data and pad with zeros. This function removes rows that are all zeros. x: [rows, columns]. """ assert len(x.shape) == 2 return x[~np.all(x == 0, axis=1)] def compute_matches(gt_boxes, gt_class_ids, gt_masks, pred_boxes, pred_class_ids, pred_scores, pred_masks, iou_threshold=0.5, score_threshold=0.0): """Finds matches between prediction and ground truth instances. Returns: gt_match: 1-D array. For each GT box it has the index of the matched predicted box. pred_match: 1-D array. For each predicted box, it has the index of the matched ground truth box. overlaps: [pred_boxes, gt_boxes] IoU overlaps. """ # Trim zero padding # TODO: cleaner to do zero unpadding upstream gt_boxes = trim_zeros(gt_boxes) gt_masks = gt_masks[..., :gt_boxes.shape[0]] pred_boxes = trim_zeros(pred_boxes) pred_scores = pred_scores[:pred_boxes.shape[0]] # Sort predictions by score from high to low indices = np.argsort(pred_scores)[::-1] pred_boxes = pred_boxes[indices] pred_class_ids = pred_class_ids[indices] pred_scores = pred_scores[indices] pred_masks = pred_masks[..., indices] # Compute IoU overlaps [pred_masks, gt_masks] overlaps = compute_overlaps_masks(pred_masks, gt_masks) # Loop through predictions and find matching ground truth boxes match_count = 0 pred_match = -1 * np.ones([pred_boxes.shape[0]]) gt_match = -1 * np.ones([gt_boxes.shape[0]]) for i in range(len(pred_boxes)): # Find best matching ground truth box # 1. Sort matches by score sorted_ixs = np.argsort(overlaps[i])[::-1] # 2. Remove low scores low_score_idx = np.where(overlaps[i, sorted_ixs] < score_threshold)[0] if low_score_idx.size > 0: sorted_ixs = sorted_ixs[:low_score_idx[0]] # 3. Find the match for j in sorted_ixs: # If ground truth box is already matched, go to next one if gt_match[j] > 0: continue # If we reach IoU smaller than the threshold, end the loop iou = overlaps[i, j] if iou < iou_threshold: break # Do we have a match? if pred_class_ids[i] == gt_class_ids[j]: match_count += 1 gt_match[j] = i pred_match[i] = j break return gt_match, pred_match, overlaps def compute_ap(gt_boxes, gt_class_ids, gt_masks, pred_boxes, pred_class_ids, pred_scores, pred_masks, iou_threshold=0.5): """Compute Average Precision at a set IoU threshold (default 0.5). Returns: mAP: Mean Average Precision precisions: List of precisions at different class score thresholds. recalls: List of recall values at different class score thresholds. overlaps: [pred_boxes, gt_boxes] IoU overlaps. """ # Get matches and overlaps gt_match, pred_match, overlaps = compute_matches( gt_boxes, gt_class_ids, gt_masks, pred_boxes, pred_class_ids, pred_scores, pred_masks, iou_threshold) # Compute precision and recall at each prediction box step precisions = np.cumsum(pred_match > -1) / (np.arange(len(pred_match)) + 1) recalls = np.cumsum(pred_match > -1).astype(np.float32) / len(gt_match) # Pad with start and end values to simplify the math precisions = np.concatenate([[0], precisions, [0]]) recalls = np.concatenate([[0], recalls, [1]]) # Ensure precision values decrease but don't increase. This way, the # precision value at each recall threshold is the maximum it can be # for all following recall thresholds, as specified by the VOC paper. for i in range(len(precisions) - 2, -1, -1): precisions[i] = np.maximum(precisions[i], precisions[i + 1]) # Compute mean AP over recall range indices = np.where(recalls[:-1] != recalls[1:])[0] + 1 mAP = np.sum((recalls[indices] - recalls[indices - 1]) * precisions[indices]) return mAP, precisions, recalls, overlaps def compute_ap_range(gt_box, gt_class_id, gt_mask, pred_box, pred_class_id, pred_score, pred_mask, iou_thresholds=None, verbose=1): """Compute AP over a range or IoU thresholds. Default range is 0.5-0.95.""" # Default is 0.5 to 0.95 with increments of 0.05 iou_thresholds = iou_thresholds or np.arange(0.5, 1.0, 0.05) # Compute AP over range of IoU thresholds AP = [] for iou_threshold in iou_thresholds: ap, precisions, recalls, overlaps =\ compute_ap(gt_box, gt_class_id, gt_mask, pred_box, pred_class_id, pred_score, pred_mask, iou_threshold=iou_threshold) if verbose: print("AP @{:.2f}:\t {:.3f}".format(iou_threshold, ap)) AP.append(ap) AP = np.array(AP).mean() if verbose: print("AP @{:.2f}-{:.2f}:\t {:.3f}".format( iou_thresholds[0], iou_thresholds[-1], AP)) return AP def compute_recall(pred_boxes, gt_boxes, iou): """Compute the recall at the given IoU threshold. It's an indication of how many GT boxes were found by the given prediction boxes. pred_boxes: [N, (y1, x1, y2, x2)] in image coordinates gt_boxes: [N, (y1, x1, y2, x2)] in image coordinates """ # Measure overlaps overlaps = compute_overlaps(pred_boxes, gt_boxes) iou_max = np.max(overlaps, axis=1) iou_argmax = np.argmax(overlaps, axis=1) positive_ids = np.where(iou_max >= iou)[0] matched_gt_boxes = iou_argmax[positive_ids] recall = len(set(matched_gt_boxes)) / gt_boxes.shape[0] return recall, positive_ids # ## Batch Slicing # Some custom layers support a batch size of 1 only, and require a lot of work # to support batches greater than 1. This function slices an input tensor # across the batch dimension and feeds batches of size 1. Effectively, # an easy way to support batches > 1 quickly with little code modification. # In the long run, it's more efficient to modify the code to support large # batches and getting rid of this function. Consider this a temporary solution def batch_slice(inputs, graph_fn, batch_size, names=None): """Splits inputs into slices and feeds each slice to a copy of the given computation graph and then combines the results. It allows you to run a graph on a batch of inputs even if the graph is written to support one instance only. inputs: list of tensors. All must have the same first dimension length graph_fn: A function that returns a TF tensor that's part of a graph. batch_size: number of slices to divide the data into. names: If provided, assigns names to the resulting tensors. """ if not isinstance(inputs, list): inputs = [inputs] outputs = [] for i in range(batch_size): inputs_slice = [x[i] for x in inputs] output_slice = graph_fn(*inputs_slice) if not isinstance(output_slice, (tuple, list)): output_slice = [output_slice] outputs.append(output_slice) # Change outputs from a list of slices where each is # a list of outputs to a list of outputs and each has # a list of slices outputs = list(zip(*outputs)) if names is None: names = [None] * len(outputs) result = [tf.stack(o, axis=0, name=n) for o, n in zip(outputs, names)] if len(result) == 1: result = result[0] return result def download_trained_weights(coco_model_path, verbose=1): """Download COCO trained weights from Releases. coco_model_path: local path of COCO trained weights """ if verbose > 0: print("Downloading pretrained model to " + coco_model_path + " ...") with urllib.request.urlopen(COCO_MODEL_URL) as resp, open(coco_model_path, 'wb') as out: shutil.copyfileobj(resp, out) if verbose > 0: print("... done downloading pretrained model!") def norm_boxes(boxes, shape): """Converts boxes from pixel coordinates to normalized coordinates. boxes: [N, (y1, x1, y2, x2)] in pixel coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [N, (y1, x1, y2, x2)] in normalized coordinates """ h, w = shape scale = np.array([h - 1, w - 1, h - 1, w - 1]) shift = np.array([0, 0, 1, 1]) return np.divide((boxes - shift), scale).astype(np.float32) def denorm_boxes(boxes, shape): """Converts boxes from normalized coordinates to pixel coordinates. boxes: [N, (y1, x1, y2, x2)] in normalized coordinates shape: [..., (height, width)] in pixels Note: In pixel coordinates (y2, x2) is outside the box. But in normalized coordinates it's inside the box. Returns: [N, (y1, x1, y2, x2)] in pixel coordinates """ h, w = shape scale = np.array([h - 1, w - 1, h - 1, w - 1]) shift = np.array([0, 0, 1, 1]) return np.around(np.multiply(boxes, scale) + shift).astype(np.int32) ================================================ FILE: number13/number13/src/Mask_RCNN/mrcnn/visualize.py ================================================ """ Mask R-CNN Display and Visualization Functions. Copyright (c) 2017 Matterport, Inc. Licensed under the MIT License (see LICENSE for details) Written by Waleed Abdulla """ import os import sys import logging import random import itertools import colorsys import numpy as np from skimage.measure import find_contours import matplotlib.pyplot as plt from matplotlib import patches, lines from matplotlib.patches import Polygon import IPython.display # Root directory of the project ROOT_DIR = os.path.abspath("../") # Import Mask RCNN sys.path.append(ROOT_DIR) # To find local version of the library from mrcnn import utils ############################################################ # Visualization ############################################################ def display_images(images, titles=None, cols=4, cmap=None, norm=None, interpolation=None): """Display the given set of images, optionally with titles. images: list or array of image tensors in HWC format. titles: optional. A list of titles to display with each image. cols: number of images per row cmap: Optional. Color map to use. For example, "Blues". norm: Optional. A Normalize instance to map values to colors. interpolation: Optional. Image interporlation to use for display. """ titles = titles if titles is not None else [""] * len(images) rows = len(images) // cols + 1 plt.figure(figsize=(14, 14 * rows // cols)) i = 1 for image, title in zip(images, titles): plt.subplot(rows, cols, i) plt.title(title, fontsize=9) plt.axis('off') plt.imshow(image.astype(np.uint8), cmap=cmap, norm=norm, interpolation=interpolation) i += 1 plt.show() def random_colors(N, bright=True): """ Generate random colors. To get visually distinct colors, generate them in HSV space then convert to RGB. """ brightness = 1.0 if bright else 0.7 hsv = [(i / N, 1, brightness) for i in range(N)] colors = list(map(lambda c: colorsys.hsv_to_rgb(*c), hsv)) random.shuffle(colors) return colors def apply_mask(image, mask, color, alpha=0.5): """Apply the given mask to the image. """ for c in range(3): image[:, :, c] = np.where(mask == 1, image[:, :, c] * (1 - alpha) + alpha * color[c] * 255, image[:, :, c]) return image def display_instances(image, boxes, masks, class_ids, class_names, scores=None, title="", figsize=(16, 16), ax=None, show_mask=True, show_bbox=True, colors=None, captions=None): """ boxes: [num_instance, (y1, x1, y2, x2, class_id)] in image coordinates. masks: [height, width, num_instances] class_ids: [num_instances] class_names: list of class names of the dataset scores: (optional) confidence scores for each box title: (optional) Figure title show_mask, show_bbox: To show masks and bounding boxes or not figsize: (optional) the size of the image colors: (optional) An array or colors to use with each object captions: (optional) A list of strings to use as captions for each object """ # Number of instances N = boxes.shape[0] if not N: print("\n*** No instances to display *** \n") else: assert boxes.shape[0] == masks.shape[-1] == class_ids.shape[0] # If no axis is passed, create one and automatically call show() auto_show = False if not ax: _, ax = plt.subplots(1, figsize=figsize) auto_show = True # Generate random colors colors = colors or random_colors(N) # Show area outside image boundaries. height, width = image.shape[:2] ax.set_ylim(height + 10, -10) ax.set_xlim(-10, width + 10) ax.axis('off') ax.set_title(title) masked_image = image.astype(np.uint32).copy() for i in range(N): color = colors[i] # Bounding box if not np.any(boxes[i]): # Skip this instance. Has no bbox. Likely lost in image cropping. continue y1, x1, y2, x2 = boxes[i] if show_bbox: p = patches.Rectangle((x1, y1), x2 - x1, y2 - y1, linewidth=2, alpha=0.7, linestyle="dashed", edgecolor=color, facecolor='none') ax.add_patch(p) # Label if not captions: class_id = class_ids[i] score = scores[i] if scores is not None else None label = class_names[class_id] x = random.randint(x1, (x1 + x2) // 2) caption = "{} {:.3f}".format(label, score) if score else label else: caption = captions[i] ax.text(x1, y1 + 8, caption, color='w', size=11, backgroundcolor="none") # Mask mask = masks[:, :, i] if show_mask: masked_image = apply_mask(masked_image, mask, color) # Mask Polygon # Pad to ensure proper polygons for masks that touch image edges. padded_mask = np.zeros( (mask.shape[0] + 2, mask.shape[1] + 2), dtype=np.uint8) padded_mask[1:-1, 1:-1] = mask contours = find_contours(padded_mask, 0.5) for verts in contours: # Subtract the padding and flip (y, x) to (x, y) verts = np.fliplr(verts) - 1 p = Polygon(verts, facecolor="none", edgecolor=color) ax.add_patch(p) ax.imshow(masked_image.astype(np.uint8)) if auto_show: plt.show() def display_differences(image, gt_box, gt_class_id, gt_mask, pred_box, pred_class_id, pred_score, pred_mask, class_names, title="", ax=None, show_mask=True, show_box=True, iou_threshold=0.5, score_threshold=0.5): """Display ground truth and prediction instances on the same image.""" # Match predictions to ground truth gt_match, pred_match, overlaps = utils.compute_matches( gt_box, gt_class_id, gt_mask, pred_box, pred_class_id, pred_score, pred_mask, iou_threshold=iou_threshold, score_threshold=score_threshold) # Ground truth = green. Predictions = red colors = [(0, 1, 0, .8)] * len(gt_match)\ + [(1, 0, 0, 1)] * len(pred_match) # Concatenate GT and predictions class_ids = np.concatenate([gt_class_id, pred_class_id]) scores = np.concatenate([np.zeros([len(gt_match)]), pred_score]) boxes = np.concatenate([gt_box, pred_box]) masks = np.concatenate([gt_mask, pred_mask], axis=-1) # Captions per instance show score/IoU captions = ["" for m in gt_match] + ["{:.2f} / {:.2f}".format( pred_score[i], (overlaps[i, int(pred_match[i])] if pred_match[i] > -1 else overlaps[i].max())) for i in range(len(pred_match))] # Set title if not provided title = title or "Ground Truth and Detections\n GT=green, pred=red, captions: score/IoU" # Display display_instances( image, boxes, masks, class_ids, class_names, scores, ax=ax, show_bbox=show_box, show_mask=show_mask, colors=colors, captions=captions, title=title) def draw_rois(image, rois, refined_rois, mask, class_ids, class_names, limit=10): """ anchors: [n, (y1, x1, y2, x2)] list of anchors in image coordinates. proposals: [n, 4] the same anchors but refined to fit objects better. """ masked_image = image.copy() # Pick random anchors in case there are too many. ids = np.arange(rois.shape[0], dtype=np.int32) ids = np.random.choice( ids, limit, replace=False) if ids.shape[0] > limit else ids fig, ax = plt.subplots(1, figsize=(12, 12)) if rois.shape[0] > limit: plt.title("Showing {} random ROIs out of {}".format( len(ids), rois.shape[0])) else: plt.title("{} ROIs".format(len(ids))) # Show area outside image boundaries. ax.set_ylim(image.shape[0] + 20, -20) ax.set_xlim(-50, image.shape[1] + 20) ax.axis('off') for i, id in enumerate(ids): color = np.random.rand(3) class_id = class_ids[id] # ROI y1, x1, y2, x2 = rois[id] p = patches.Rectangle((x1, y1), x2 - x1, y2 - y1, linewidth=2, edgecolor=color if class_id else "gray", facecolor='none', linestyle="dashed") ax.add_patch(p) # Refined ROI if class_id: ry1, rx1, ry2, rx2 = refined_rois[id] p = patches.Rectangle((rx1, ry1), rx2 - rx1, ry2 - ry1, linewidth=2, edgecolor=color, facecolor='none') ax.add_patch(p) # Connect the top-left corners of the anchor and proposal for easy visualization ax.add_line(lines.Line2D([x1, rx1], [y1, ry1], color=color)) # Label label = class_names[class_id] ax.text(rx1, ry1 + 8, "{}".format(label), color='w', size=11, backgroundcolor="none") # Mask m = utils.unmold_mask(mask[id], rois[id] [:4].astype(np.int32), image.shape) masked_image = apply_mask(masked_image, m, color) ax.imshow(masked_image) # Print stats print("Positive ROIs: ", class_ids[class_ids > 0].shape[0]) print("Negative ROIs: ", class_ids[class_ids == 0].shape[0]) print("Positive Ratio: {:.2f}".format( class_ids[class_ids > 0].shape[0] / class_ids.shape[0])) # TODO: Replace with matplotlib equivalent? def draw_box(image, box, color): """Draw 3-pixel width bounding boxes on the given image array. color: list of 3 int values for RGB. """ y1, x1, y2, x2 = box image[y1:y1 + 2, x1:x2] = color image[y2:y2 + 2, x1:x2] = color image[y1:y2, x1:x1 + 2] = color image[y1:y2, x2:x2 + 2] = color return image def display_top_masks(image, mask, class_ids, class_names, limit=4): """Display the given image and the top few class masks.""" to_display = [] titles = [] to_display.append(image) titles.append("H x W={}x{}".format(image.shape[0], image.shape[1])) # Pick top prominent classes in this image unique_class_ids = np.unique(class_ids) mask_area = [np.sum(mask[:, :, np.where(class_ids == i)[0]]) for i in unique_class_ids] top_ids = [v[0] for v in sorted(zip(unique_class_ids, mask_area), key=lambda r: r[1], reverse=True) if v[1] > 0] # Generate images and titles for i in range(limit): class_id = top_ids[i] if i < len(top_ids) else -1 # Pull masks of instances belonging to the same class. m = mask[:, :, np.where(class_ids == class_id)[0]] m = np.sum(m * np.arange(1, m.shape[-1] + 1), -1) to_display.append(m) titles.append(class_names[class_id] if class_id != -1 else "-") display_images(to_display, titles=titles, cols=limit + 1, cmap="Blues_r") def plot_precision_recall(AP, precisions, recalls): """Draw the precision-recall curve. AP: Average precision at IoU >= 0.5 precisions: list of precision values recalls: list of recall values """ # Plot the Precision-Recall curve _, ax = plt.subplots(1) ax.set_title("Precision-Recall Curve. AP@50 = {:.3f}".format(AP)) ax.set_ylim(0, 1.1) ax.set_xlim(0, 1.1) _ = ax.plot(recalls, precisions) def plot_overlaps(gt_class_ids, pred_class_ids, pred_scores, overlaps, class_names, threshold=0.5): """Draw a grid showing how ground truth objects are classified. gt_class_ids: [N] int. Ground truth class IDs pred_class_id: [N] int. Predicted class IDs pred_scores: [N] float. The probability scores of predicted classes overlaps: [pred_boxes, gt_boxes] IoU overlaps of predictins and GT boxes. class_names: list of all class names in the dataset threshold: Float. The prediction probability required to predict a class """ gt_class_ids = gt_class_ids[gt_class_ids != 0] pred_class_ids = pred_class_ids[pred_class_ids != 0] plt.figure(figsize=(12, 10)) plt.imshow(overlaps, interpolation='nearest', cmap=plt.cm.Blues) plt.yticks(np.arange(len(pred_class_ids)), ["{} ({:.2f})".format(class_names[int(id)], pred_scores[i]) for i, id in enumerate(pred_class_ids)]) plt.xticks(np.arange(len(gt_class_ids)), [class_names[int(id)] for id in gt_class_ids], rotation=90) thresh = overlaps.max() / 2. for i, j in itertools.product(range(overlaps.shape[0]), range(overlaps.shape[1])): text = "" if overlaps[i, j] > threshold: text = "match" if gt_class_ids[j] == pred_class_ids[i] else "wrong" color = ("white" if overlaps[i, j] > thresh else "black" if overlaps[i, j] > 0 else "grey") plt.text(j, i, "{:.3f}\n{}".format(overlaps[i, j], text), horizontalalignment="center", verticalalignment="center", fontsize=9, color=color) plt.tight_layout() plt.xlabel("Ground Truth") plt.ylabel("Predictions") def draw_boxes(image, boxes=None, refined_boxes=None, masks=None, captions=None, visibilities=None, title="", ax=None): """Draw bounding boxes and segmentation masks with differnt customizations. boxes: [N, (y1, x1, y2, x2, class_id)] in image coordinates. refined_boxes: Like boxes, but draw with solid lines to show that they're the result of refining 'boxes'. masks: [N, height, width] captions: List of N titles to display on each box visibilities: (optional) List of values of 0, 1, or 2. Determine how prominant each bounding box should be. title: An optional title to show over the image ax: (optional) Matplotlib axis to draw on. """ # Number of boxes assert boxes is not None or refined_boxes is not None N = boxes.shape[0] if boxes is not None else refined_boxes.shape[0] # Matplotlib Axis if not ax: _, ax = plt.subplots(1, figsize=(12, 12)) # Generate random colors colors = random_colors(N) # Show area outside image boundaries. margin = image.shape[0] // 10 ax.set_ylim(image.shape[0] + margin, -margin) ax.set_xlim(-margin, image.shape[1] + margin) ax.axis('off') ax.set_title(title) masked_image = image.astype(np.uint32).copy() for i in range(N): # Box visibility visibility = visibilities[i] if visibilities is not None else 1 if visibility == 0: color = "gray" style = "dotted" alpha = 0.5 elif visibility == 1: color = colors[i] style = "dotted" alpha = 1 elif visibility == 2: color = colors[i] style = "solid" alpha = 1 # Boxes if boxes is not None: if not np.any(boxes[i]): # Skip this instance. Has no bbox. Likely lost in cropping. continue y1, x1, y2, x2 = boxes[i] p = patches.Rectangle((x1, y1), x2 - x1, y2 - y1, linewidth=2, alpha=alpha, linestyle=style, edgecolor=color, facecolor='none') ax.add_patch(p) # Refined boxes if refined_boxes is not None and visibility > 0: ry1, rx1, ry2, rx2 = refined_boxes[i].astype(np.int32) p = patches.Rectangle((rx1, ry1), rx2 - rx1, ry2 - ry1, linewidth=2, edgecolor=color, facecolor='none') ax.add_patch(p) # Connect the top-left corners of the anchor and proposal if boxes is not None: ax.add_line(lines.Line2D([x1, rx1], [y1, ry1], color=color)) # Captions if captions is not None: caption = captions[i] # If there are refined boxes, display captions on them if refined_boxes is not None: y1, x1, y2, x2 = ry1, rx1, ry2, rx2 x = random.randint(x1, (x1 + x2) // 2) ax.text(x1, y1, caption, size=11, verticalalignment='top', color='w', backgroundcolor="none", bbox={'facecolor': color, 'alpha': 0.5, 'pad': 2, 'edgecolor': 'none'}) # Masks if masks is not None: mask = masks[:, :, i] masked_image = apply_mask(masked_image, mask, color) # Mask Polygon # Pad to ensure proper polygons for masks that touch image edges. padded_mask = np.zeros( (mask.shape[0] + 2, mask.shape[1] + 2), dtype=np.uint8) padded_mask[1:-1, 1:-1] = mask contours = find_contours(padded_mask, 0.5) for verts in contours: # Subtract the padding and flip (y, x) to (x, y) verts = np.fliplr(verts) - 1 p = Polygon(verts, facecolor="none", edgecolor=color) ax.add_patch(p) ax.imshow(masked_image.astype(np.uint8)) def display_table(table): """Display values in a table format. table: an iterable of rows, and each row is an iterable of values. """ html = "" for row in table: row_html = "" for col in row: row_html += "{:40}".format(str(col)) html += "" + row_html + "" html = "" + html + "
" IPython.display.display(IPython.display.HTML(html)) def display_weight_stats(model): """Scans all the weights in the model and returns a list of tuples that contain stats about each weight. """ layers = model.get_trainable_layers() table = [["WEIGHT NAME", "SHAPE", "MIN", "MAX", "STD"]] for l in layers: weight_values = l.get_weights() # list of Numpy arrays weight_tensors = l.weights # list of TF tensors for i, w in enumerate(weight_values): weight_name = weight_tensors[i].name # Detect problematic layers. Exclude biases of conv layers. alert = "" if w.min() == w.max() and not (l.__class__.__name__ == "Conv2D" and i == 1): alert += "*** dead?" if np.abs(w.min()) > 1000 or np.abs(w.max()) > 1000: alert += "*** Overflow?" # Add row table.append([ weight_name + alert, str(w.shape), "{:+9.4f}".format(w.min()), "{:+10.4f}".format(w.max()), "{:+9.4f}".format(w.std()), ]) display_table(table) ================================================ FILE: number13/number13/src/Mask_RCNN/requirements.txt ================================================ numpy scipy Pillow cython matplotlib scikit-image tensorflow>=1.3.0 keras>=2.0.8 opencv-python h5py imgaug IPython[all] ================================================ FILE: number13/number13/src/Mask_RCNN/setup.cfg ================================================ [metadata] description-file = README.md license-file = LICENSE requirements-file = requirements.txt ================================================ FILE: number13/number13/src/Mask_RCNN/setup.py ================================================ """ The build/compilations setup >> pip install -r requirements.txt >> python setup.py install """ import pip import logging import pkg_resources try: from setuptools import setup except ImportError: from distutils.core import setup def _parse_requirements(file_path): pip_ver = pkg_resources.get_distribution('pip').version pip_version = list(map(int, pip_ver.split('.')[:2])) if pip_version >= [6, 0]: raw = pip.req.parse_requirements(file_path, session=pip.download.PipSession()) else: raw = pip.req.parse_requirements(file_path) return [str(i.req) for i in raw] # parse_requirements() returns generator of pip.req.InstallRequirement objects try: install_reqs = _parse_requirements("requirements.txt") except Exception: logging.warning('Fail load requirements file, so using default ones.') install_reqs = [] setup( name='mask-rcnn', version='2.1', url='https://github.com/matterport/Mask_RCNN', author='Matterport', author_email='waleed.abdulla@gmail.com', license='MIT', description='Mask R-CNN for object detection and instance segmentation', packages=["mrcnn"], install_requires=install_reqs, include_package_data=True, python_requires='>=3.4', long_description="""This is an implementation of Mask R-CNN on Python 3, Keras, and TensorFlow. The model generates bounding boxes and segmentation masks for each instance of an object in the image. It's based on Feature Pyramid Network (FPN) and a ResNet101 backbone.""", classifiers=[ "Development Status :: 5 - Production/Stable", "Environment :: Console", "Intended Audience :: Developers", "Intended Audience :: Information Technology", "Intended Audience :: Education", "Intended Audience :: Science/Research", "License :: OSI Approved :: MIT License", "Natural Language :: English", "Operating System :: OS Independent", "Topic :: Scientific/Engineering :: Artificial Intelligence", "Topic :: Scientific/Engineering :: Image Recognition", "Topic :: Scientific/Engineering :: Visualization", "Topic :: Scientific/Engineering :: Image Segmentation", 'Programming Language :: Python :: 3.4', 'Programming Language :: Python :: 3.5', 'Programming Language :: Python :: 3.6', ], keywords="image instance segmentation object detection mask rcnn r-cnn tensorflow keras", ) ================================================ FILE: number13/number13/src/cocoeval.py ================================================ __author__ = 'tsungyi' """ Copyright (c) 2014, Piotr Dollar and Tsung-Yi Lin All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. The views and conclusions contained in the software and documentation are those of the authors and should not be interpreted as representing official policies, either expressed or implied, of the FreeBSD Project. """ import numpy as np import datetime import time from collections import defaultdict from pycocotools import mask as maskUtils import copy """ This script has been taken (and modified) from : https://github.com/cocodataset/cocoapi/blob/master/PythonAPI/pycocotools/cocoeval.py """ try: unicode except: unicode=str class COCOeval: # Interface for evaluating detection on the Microsoft COCO dataset. # # The usage for CocoEval is as follows: # cocoGt=..., cocoDt=... # load dataset and results # E = CocoEval(cocoGt,cocoDt); # initialize CocoEval object # E.params.recThrs = ...; # set parameters as desired # E.evaluate(); # run per image evaluation # E.accumulate(); # accumulate per image results # E.summarize(); # display summary metrics of results # For example usage see evalDemo.m and http://mscoco.org/. # # The evaluation parameters are as follows (defaults in brackets): # imgIds - [all] N img ids to use for evaluation # catIds - [all] K cat ids to use for evaluation # iouThrs - [.5:.05:.95] T=10 IoU thresholds for evaluation # recThrs - [0:.01:1] R=101 recall thresholds for evaluation # areaRng - [...] A=4 object area ranges for evaluation # maxDets - [1 10 100] M=3 thresholds on max detections per image # iouType - ['segm'] set iouType to 'segm', 'bbox' or 'keypoints' # iouType replaced the now DEPRECATED useSegm parameter. # useCats - [1] if true use category labels for evaluation # Note: if useCats=0 category labels are ignored as in proposal scoring. # Note: multiple areaRngs [Ax2] and maxDets [Mx1] can be specified. # # evaluate(): evaluates detections on every image and every category and # concats the results into the "evalImgs" with fields: # dtIds - [1xD] id for each of the D detections (dt) # gtIds - [1xG] id for each of the G ground truths (gt) # dtMatches - [TxD] matching gt id at each IoU or 0 # gtMatches - [TxG] matching dt id at each IoU or 0 # dtScores - [1xD] confidence of each dt # gtIgnore - [1xG] ignore flag for each gt # dtIgnore - [TxD] ignore flag for each dt at each IoU # # accumulate(): accumulates the per-image, per-category evaluation # results in "evalImgs" into the dictionary "eval" with fields: # params - parameters used for evaluation # date - date evaluation was performed # counts - [T,R,K,A,M] parameter dimensions (see above) # precision - [TxRxKxAxM] precision for every evaluation setting # recall - [TxKxAxM] max recall for every evaluation setting # Note: precision and recall==-1 for settings with no gt objects. # # See also coco, mask, pycocoDemo, pycocoEvalDemo # # Microsoft COCO Toolbox. version 2.0 # Data, paper, and tutorials available at: http://mscoco.org/ # Code written by Piotr Dollar and Tsung-Yi Lin, 2015. # Licensed under the Simplified BSD License [see coco/license.txt] def __init__(self, cocoGt=None, cocoDt=None, iouType='segm'): ''' Initialize CocoEval using coco APIs for gt and dt :param cocoGt: coco object with ground truth annotations :param cocoDt: coco object with detection results :return: None ''' if not iouType: print('iouType not specified. use default iouType segm') self.cocoGt = cocoGt # ground truth COCO API self.cocoDt = cocoDt # detections COCO API self.params = {} # evaluation parameters self.evalImgs = defaultdict(list) # per-image per-category evaluation results [KxAxI] elements self.eval = {} # accumulated evaluation results self._gts = defaultdict(list) # gt for evaluation self._dts = defaultdict(list) # dt for evaluation self.params = Params(iouType=iouType) # parameters self._paramsEval = {} # parameters for evaluation self.stats = [] # result summarization self.ious = {} # ious between all gts and dts if not cocoGt is None: self.params.imgIds = sorted(cocoGt.getImgIds()) self.params.catIds = sorted(cocoGt.getCatIds()) def _prepare(self): ''' Prepare ._gts and ._dts for evaluation based on params :return: None ''' def _toMask(anns, coco): # modify ann['segmentation'] by reference for ann in anns: rle = coco.annToRLE(ann) ann['segmentation'] = rle p = self.params if p.useCats: gts=self.cocoGt.loadAnns(self.cocoGt.getAnnIds(imgIds=p.imgIds, catIds=p.catIds)) dts=self.cocoDt.loadAnns(self.cocoDt.getAnnIds(imgIds=p.imgIds, catIds=p.catIds)) else: gts=self.cocoGt.loadAnns(self.cocoGt.getAnnIds(imgIds=p.imgIds)) dts=self.cocoDt.loadAnns(self.cocoDt.getAnnIds(imgIds=p.imgIds)) # convert ground truth to mask if iouType == 'segm' if p.iouType == 'segm': _toMask(gts, self.cocoGt) _toMask(dts, self.cocoDt) # set ignore flag for gt in gts: gt['ignore'] = gt['ignore'] if 'ignore' in gt else 0 gt['ignore'] = 'iscrowd' in gt and gt['iscrowd'] if p.iouType == 'keypoints': gt['ignore'] = (gt['num_keypoints'] == 0) or gt['ignore'] self._gts = defaultdict(list) # gt for evaluation self._dts = defaultdict(list) # dt for evaluation for gt in gts: self._gts[gt['image_id'], gt['category_id']].append(gt) for dt in dts: self._dts[dt['image_id'], dt['category_id']].append(dt) self.evalImgs = defaultdict(list) # per-image per-category evaluation results self.eval = {} # accumulated evaluation results def evaluate(self): ''' Run per image evaluation on given images and store results (a list of dict) in self.evalImgs :return: None ''' tic = time.time() print('Running per image evaluation...') p = self.params # add backward compatibility if useSegm is specified in params if not p.useSegm is None: p.iouType = 'segm' if p.useSegm == 1 else 'bbox' print('useSegm (deprecated) is not None. Running {} evaluation'.format(p.iouType)) print('Evaluate annotation type *{}*'.format(p.iouType)) p.imgIds = list(np.unique(p.imgIds)) if p.useCats: p.catIds = list(np.unique(p.catIds)) p.maxDets = sorted(p.maxDets) self.params=p self._prepare() # loop through images, area range, max detection number catIds = p.catIds if p.useCats else [-1] if p.iouType == 'segm' or p.iouType == 'bbox': computeIoU = self.computeIoU elif p.iouType == 'keypoints': computeIoU = self.computeOks self.ious = {(imgId, catId): computeIoU(imgId, catId) \ for imgId in p.imgIds for catId in catIds} evaluateImg = self.evaluateImg maxDet = p.maxDets[-1] self.evalImgs = [evaluateImg(imgId, catId, areaRng, maxDet) for catId in catIds for areaRng in p.areaRng for imgId in p.imgIds ] self._paramsEval = copy.deepcopy(self.params) toc = time.time() print('DONE (t={:0.2f}s).'.format(toc-tic)) def computeIoU(self, imgId, catId): p = self.params if p.useCats: gt = self._gts[imgId,catId] dt = self._dts[imgId,catId] else: gt = [_ for cId in p.catIds for _ in self._gts[imgId,cId]] dt = [_ for cId in p.catIds for _ in self._dts[imgId,cId]] if len(gt) == 0 and len(dt) ==0: return [] inds = np.argsort([-d['score'] for d in dt], kind='mergesort') dt = [dt[i] for i in inds] if len(dt) > p.maxDets[-1]: dt=dt[0:p.maxDets[-1]] if p.iouType == 'segm': g = [g['segmentation'] for g in gt] d = [d['segmentation'] for d in dt] elif p.iouType == 'bbox': g = [g['bbox'] for g in gt] d = [d['bbox'] for d in dt] else: raise Exception('unknown iouType for iou computation') # compute iou between each dt and gt region iscrowd = [int(o['iscrowd']) for o in gt] ious = maskUtils.iou(d,g,iscrowd) return ious def computeOks(self, imgId, catId): p = self.params # dimention here should be Nxm gts = self._gts[imgId, catId] dts = self._dts[imgId, catId] inds = np.argsort([-d['score'] for d in dts], kind='mergesort') dts = [dts[i] for i in inds] if len(dts) > p.maxDets[-1]: dts = dts[0:p.maxDets[-1]] # if len(gts) == 0 and len(dts) == 0: if len(gts) == 0 or len(dts) == 0: return [] ious = np.zeros((len(dts), len(gts))) sigmas = np.array([.26, .25, .25, .35, .35, .79, .79, .72, .72, .62,.62, 1.07, 1.07, .87, .87, .89, .89])/10.0 vars = (sigmas * 2)**2 k = len(sigmas) # compute oks between each detection and ground truth object for j, gt in enumerate(gts): # create bounds for ignore regions(double the gt bbox) g = np.array(gt['keypoints']) xg = g[0::3]; yg = g[1::3]; vg = g[2::3] k1 = np.count_nonzero(vg > 0) bb = gt['bbox'] x0 = bb[0] - bb[2]; x1 = bb[0] + bb[2] * 2 y0 = bb[1] - bb[3]; y1 = bb[1] + bb[3] * 2 for i, dt in enumerate(dts): d = np.array(dt['keypoints']) xd = d[0::3]; yd = d[1::3] if k1>0: # measure the per-keypoint distance if keypoints visible dx = xd - xg dy = yd - yg else: # measure minimum distance to keypoints in (x0,y0) & (x1,y1) z = np.zeros((k)) dx = np.max((z, x0-xd),axis=0)+np.max((z, xd-x1),axis=0) dy = np.max((z, y0-yd),axis=0)+np.max((z, yd-y1),axis=0) e = (dx**2 + dy**2) / vars / (gt['area']+np.spacing(1)) / 2 if k1 > 0: e=e[vg > 0] ious[i, j] = np.sum(np.exp(-e)) / e.shape[0] return ious def evaluateImg(self, imgId, catId, aRng, maxDet): ''' perform evaluation for single category and image :return: dict (single image results) ''' p = self.params if p.useCats: gt = self._gts[imgId,catId] dt = self._dts[imgId,catId] else: gt = [_ for cId in p.catIds for _ in self._gts[imgId,cId]] dt = [_ for cId in p.catIds for _ in self._dts[imgId,cId]] if len(gt) == 0 and len(dt) ==0: return None for g in gt: if g['ignore'] or (g['area']aRng[1]): g['_ignore'] = 1 else: g['_ignore'] = 0 # sort dt highest score first, sort gt ignore last gtind = np.argsort([g['_ignore'] for g in gt], kind='mergesort') gt = [gt[i] for i in gtind] dtind = np.argsort([-d['score'] for d in dt], kind='mergesort') dt = [dt[i] for i in dtind[0:maxDet]] iscrowd = [int(o['iscrowd']) for o in gt] # load computed ious ious = self.ious[imgId, catId][:, gtind] if len(self.ious[imgId, catId]) > 0 else self.ious[imgId, catId] T = len(p.iouThrs) G = len(gt) D = len(dt) gtm = np.zeros((T,G)) dtm = np.zeros((T,D)) gtIg = np.array([g['_ignore'] for g in gt]) dtIg = np.zeros((T,D)) if not len(ious)==0: for tind, t in enumerate(p.iouThrs): for dind, d in enumerate(dt): # information about best match so far (m=-1 -> unmatched) iou = min([t,1-1e-10]) m = -1 for gind, g in enumerate(gt): # if this gt already matched, and not a crowd, continue if gtm[tind,gind]>0 and not iscrowd[gind]: continue # if dt matched to reg gt, and on ignore gt, stop if m>-1 and gtIg[m]==0 and gtIg[gind]==1: break # continue to next gt unless better match made if ious[dind,gind] < iou: continue # if match successful and best so far, store appropriately iou=ious[dind,gind] m=gind # if match made store id of match for both dt and gt if m ==-1: continue dtIg[tind,dind] = gtIg[m] dtm[tind,dind] = gt[m]['id'] gtm[tind,m] = d['id'] # set unmatched detections outside of area range to ignore a = np.array([d['area']aRng[1] for d in dt]).reshape((1, len(dt))) dtIg = np.logical_or(dtIg, np.logical_and(dtm==0, np.repeat(a,T,0))) # store results for given image and category return { 'image_id': imgId, 'category_id': catId, 'aRng': aRng, 'maxDet': maxDet, 'dtIds': [d['id'] for d in dt], 'gtIds': [g['id'] for g in gt], 'dtMatches': dtm, 'gtMatches': gtm, 'dtScores': [d['score'] for d in dt], 'gtIgnore': gtIg, 'dtIgnore': dtIg, } def accumulate(self, p = None): ''' Accumulate per image evaluation results and store the result in self.eval :param p: input params for evaluation :return: None ''' print('Accumulating evaluation results...') tic = time.time() if not self.evalImgs: print('Please run evaluate() first') # allows input customized parameters if p is None: p = self.params p.catIds = p.catIds if p.useCats == 1 else [-1] T = len(p.iouThrs) R = len(p.recThrs) K = len(p.catIds) if p.useCats else 1 A = len(p.areaRng) M = len(p.maxDets) precision = -np.ones((T,R,K,A,M)) # -1 for the precision of absent categories recall = -np.ones((T,K,A,M)) # create dictionary for future indexing _pe = self._paramsEval catIds = _pe.catIds if _pe.useCats else [-1] setK = set(catIds) setA = set(map(tuple, _pe.areaRng)) setM = set(_pe.maxDets) setI = set(_pe.imgIds) # get inds to evaluate k_list = [n for n, k in enumerate(p.catIds) if k in setK] m_list = [m for n, m in enumerate(p.maxDets) if m in setM] a_list = [n for n, a in enumerate(map(lambda x: tuple(x), p.areaRng)) if a in setA] i_list = [n for n, i in enumerate(p.imgIds) if i in setI] I0 = len(_pe.imgIds) A0 = len(_pe.areaRng) # retrieve E at each category, area range, and max number of detections for k, k0 in enumerate(k_list): Nk = k0*A0*I0 for a, a0 in enumerate(a_list): Na = a0*I0 for m, maxDet in enumerate(m_list): E = [self.evalImgs[Nk + Na + i] for i in i_list] E = [e for e in E if not e is None] if len(E) == 0: continue dtScores = np.concatenate([e['dtScores'][0:maxDet] for e in E]) # different sorting method generates slightly different results. # mergesort is used to be consistent as Matlab implementation. inds = np.argsort(-dtScores, kind='mergesort') dtm = np.concatenate([e['dtMatches'][:,0:maxDet] for e in E], axis=1)[:,inds] dtIg = np.concatenate([e['dtIgnore'][:,0:maxDet] for e in E], axis=1)[:,inds] gtIg = np.concatenate([e['gtIgnore'] for e in E]) npig = np.count_nonzero(gtIg==0 ) if npig == 0: continue tps = np.logical_and( dtm, np.logical_not(dtIg) ) fps = np.logical_and(np.logical_not(dtm), np.logical_not(dtIg) ) tp_sum = np.cumsum(tps, axis=1).astype(dtype=np.float) fp_sum = np.cumsum(fps, axis=1).astype(dtype=np.float) for t, (tp, fp) in enumerate(zip(tp_sum, fp_sum)): tp = np.array(tp) fp = np.array(fp) nd = len(tp) rc = tp / npig pr = tp / (fp+tp+np.spacing(1)) q = np.zeros((R,)) if nd: recall[t,k,a,m] = rc[-1] else: recall[t,k,a,m] = 0 # numpy is slow without cython optimization for accessing elements # use python array gets significant speed improvement pr = pr.tolist(); q = q.tolist() for i in range(nd-1, 0, -1): if pr[i] > pr[i-1]: pr[i-1] = pr[i] inds = np.searchsorted(rc, p.recThrs, side='left') try: for ri, pi in enumerate(inds): q[ri] = pr[pi] except: pass precision[t,:,k,a,m] = np.array(q) self.eval = { 'params': p, 'counts': [T, R, K, A, M], 'date': datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S'), 'precision': precision, 'recall': recall, } toc = time.time() print('DONE (t={:0.2f}s).'.format( toc-tic)) def _summarize(self, ap=1, iouThr=None, areaRng='all', maxDets=100 ): p = self.params iStr = ' {:<18} {} @[ IoU={:<9} | area={:>6s} | maxDets={:>3d} ] = {:0.3f}' titleStr = 'Average Precision' if ap == 1 else 'Average Recall' typeStr = '(AP)' if ap==1 else '(AR)' iouStr = '{:0.2f}:{:0.2f}'.format(p.iouThrs[0], p.iouThrs[-1]) \ if iouThr is None else '{:0.2f}'.format(iouThr) aind = [i for i, aRng in enumerate(p.areaRngLbl) if aRng == areaRng] mind = [i for i, mDet in enumerate(p.maxDets) if mDet == maxDets] if ap == 1: # dimension of precision: [TxRxKxAxM] s = self.eval['precision'] # IoU if iouThr is not None: t = np.where(iouThr == p.iouThrs)[0] s = s[t] s = s[:,:,:,aind,mind] else: # dimension of recall: [TxKxAxM] s = self.eval['recall'] if iouThr is not None: t = np.where(iouThr == p.iouThrs)[0] s = s[t] s = s[:,:,aind,mind] if len(s[s>-1])==0: mean_s = -1 else: mean_s = np.mean(s[s>-1]) print(iStr.format(titleStr, typeStr, iouStr, areaRng, maxDets, mean_s)) return mean_s def summarize(self): ''' Compute and display summary metrics for evaluation results. Note this functin can *only* be applied on the default parameter setting ''' def _summarizeDets(): stats = np.zeros((12,)) stats[0] = self._summarize(1) stats[1] = self._summarize(1, iouThr=.5, maxDets=self.params.maxDets[2]) stats[2] = self._summarize(1, iouThr=.75, maxDets=self.params.maxDets[2]) stats[3] = self._summarize(1, areaRng='small', maxDets=self.params.maxDets[2]) stats[4] = self._summarize(1, areaRng='medium', maxDets=self.params.maxDets[2]) stats[5] = self._summarize(1, areaRng='large', maxDets=self.params.maxDets[2]) stats[6] = self._summarize(0, maxDets=self.params.maxDets[0]) stats[7] = self._summarize(0, maxDets=self.params.maxDets[1]) stats[8] = self._summarize(0, maxDets=self.params.maxDets[2]) stats[9] = self._summarize(0, areaRng='small', maxDets=self.params.maxDets[2]) stats[10] = self._summarize(0, areaRng='medium', maxDets=self.params.maxDets[2]) stats[11] = self._summarize(0, areaRng='large', maxDets=self.params.maxDets[2]) return stats def _summarizeKps(): stats = np.zeros((10,)) stats[0] = self._summarize(1, maxDets=20) stats[1] = self._summarize(1, maxDets=20, iouThr=.5) stats[2] = self._summarize(1, maxDets=20, iouThr=.75) stats[3] = self._summarize(1, maxDets=20, areaRng='medium') stats[4] = self._summarize(1, maxDets=20, areaRng='large') stats[5] = self._summarize(0, maxDets=20) stats[6] = self._summarize(0, maxDets=20, iouThr=.5) stats[7] = self._summarize(0, maxDets=20, iouThr=.75) stats[8] = self._summarize(0, maxDets=20, areaRng='medium') stats[9] = self._summarize(0, maxDets=20, areaRng='large') return stats if not self.eval: raise Exception('Please run accumulate() first') iouType = self.params.iouType if iouType == 'segm' or iouType == 'bbox': summarize = _summarizeDets elif iouType == 'keypoints': summarize = _summarizeKps self.stats = summarize() def __str__(self): self.summarize() class Params: ''' Params for coco evaluation api ''' def setDetParams(self): self.imgIds = [] self.catIds = [100] # For the Category ID of Building # np.arange causes trouble. the data point on arange is slightly larger than the true value self.iouThrs = np.linspace(.5, 0.95, np.round((0.95 - .5) / .05) + 1, endpoint=True) self.recThrs = np.linspace(.0, 1.00, np.round((1.00 - .0) / .01) + 1, endpoint=True) self.maxDets = [1, 10, 100] self.areaRng = [[0 ** 2, 1e5 ** 2], [0 ** 2, 32 ** 2], [32 ** 2, 96 ** 2], [96 ** 2, 1e5 ** 2]] self.areaRngLbl = ['all', 'small', 'medium', 'large'] self.useCats = 1 def setKpParams(self): self.imgIds = [] self.catIds = [] # np.arange causes trouble. the data point on arange is slightly larger than the true value self.iouThrs = [0.5] self.recThrs = np.linspace(.0, 1.00, np.round((1.00 - .0) / .01) + 1, endpoint=True) self.maxDets = [20] # At max 20 objects detected per image self.areaRng = [[0 ** 2, 1e5 ** 2], [32 ** 2, 96 ** 2], [96 ** 2, 1e5 ** 2]] self.areaRngLbl = ['all'] #Consider all area ranges for evaluation self.useCats = 1 def __init__(self, iouType='segm'): if iouType == 'segm' or iouType == 'bbox': self.setDetParams() elif iouType == 'keypoints': self.setKpParams() else: raise Exception('iouType not supported') self.iouType = iouType # useSegm is deprecated self.useSegm = None ================================================ FILE: number13/number13/src/config.py ================================================ import os MODEL_DIR = '/wdata/spacenet_models/' MODEL_IRGB_MAIN = os.path.join(MODEL_DIR, 'irgb16_models/') MODEL_MPAN_MAIN = os.path.join(MODEL_DIR, 'mpan16_models/') MODEL_RGB_U8 = os.path.join(MODEL_DIR, 'rgb8_models/') MODEL_MPAN_U8 = os.path.join(MODEL_DIR, 'mpan8_models/') NADIR = ['Atlanta_nadir7_catid_1030010003D22F00', 'Atlanta_nadir8_catid_10300100023BC100', 'Atlanta_nadir10_catid_1030010003CAF100', 'Atlanta_nadir10_catid_1030010003993E00', 'Atlanta_nadir13_catid_1030010002B7D800', 'Atlanta_nadir14_catid_10300100039AB000', 'Atlanta_nadir16_catid_1030010002649200', 'Atlanta_nadir19_catid_1030010003C92000', 'Atlanta_nadir21_catid_1030010003127500', 'Atlanta_nadir23_catid_103001000352C200', 'Atlanta_nadir25_catid_103001000307D800' ] OFF_NADIR = ['Atlanta_nadir27_catid_1030010003472200', 'Atlanta_nadir29_catid_1030010003315300', 'Atlanta_nadir30_catid_10300100036D5200', 'Atlanta_nadir32_catid_103001000392F600', 'Atlanta_nadir34_catid_1030010003697400', 'Atlanta_nadir36_catid_1030010003895500', 'Atlanta_nadir39_catid_1030010003832800'] VERY_NADIR = ['Atlanta_nadir42_catid_10300100035D1B00', 'Atlanta_nadir44_catid_1030010003CCD700', 'Atlanta_nadir46_catid_1030010003713C00', 'Atlanta_nadir47_catid_10300100033C5200', 'Atlanta_nadir49_catid_1030010003492700', 'Atlanta_nadir50_catid_10300100039E6200', 'Atlanta_nadir52_catid_1030010003BDDC00', 'Atlanta_nadir53_catid_1030010003193D00', 'Atlanta_nadir53_catid_1030010003CD4300'] SPACENET_COLUMNS = ['ImageId', 'BuildingId','PolygonWKT_Pix','Confidence'] TRAIN_DATA_HOME = '/wdata/' TRAIN_DATA_DIR_IRGB = os.path.join(TRAIN_DATA_HOME,'irgbdata/') #where we put the image patches for irgb TRAIN_DATA_DIR_MPAN = os.path.join(TRAIN_DATA_HOME,'mpandata/') #where we put the image patches for mpan ================================================ FILE: number13/number13/src/create_patches_all.py ================================================ import pandas as pd import numpy as np import json from shapely.wkt import loads import tifffile from tqdm import tqdm import os import util from util import pansharpen import patchify from cocoeval import maskUtils from skimage import io from skimage import measure from config import TRAIN_DATA_DIR_MPAN, TRAIN_DATA_DIR_IRGB, NADIR, OFF_NADIR, VERY_NADIR , TRAIN_DATA_HOME import argparse import warnings warnings.filterwarnings('ignore') np.random.seed(10) DEBUG = False def close_contour(contour): if not np.array_equal(contour[0], contour[-1]): contour = np.vstack((contour, contour[0])) return contour def binary_mask_to_polygon(binary_mask, tolerance=0): """Converts a binary mask to COCO polygon representation Args: binary_mask: a 2D binary numpy array where '1's represent the object tolerance: Maximum distance from original points of polygon to approximated polygonal chain. If tolerance is 0, the original coordinate array is returned. """ polygons = [] # pad mask to close contours of shapes which start and end at an edge padded_binary_mask = np.pad(binary_mask, pad_width=1, mode='constant', constant_values=0) contours = measure.find_contours(padded_binary_mask, 0.5) contours = np.subtract(contours, 1) for contour in contours: contour = close_contour(contour) contour = measure.approximate_polygon(contour, tolerance) if len(contour) < 3: continue contour = np.flip(contour, axis=1) segmentation = contour.ravel().tolist() # after padding and subtracting 1 we may get -0.5 points in our segmentation segmentation = [0 if i < 0 else i for i in segmentation] polygons.append(segmentation) return polygons def get_pan_sharpend(Dir, imageid): pan, ms = ''.join([Dir, 'PAN/', 'PAN_', imageid, '.tif']), ''.join([Dir, 'MS/', 'MS_', imageid, '.tif']) pan, ms = tifffile.imread(pan), tifffile.imread(ms) if np.argmin(ms.shape) == 2: ms = np.transpose(ms, (2, 0, 1)) img = pansharpen(ms, pan) return img def create_coco_anns(file_name, counter, mask_patch): anns = [] images = [] counter = counter for i in np.unique(mask_patch): if i != 0: m = (mask_patch == i).astype('uint8') image_id = file_name.split('/')[-1].replace('.jpg', '').replace('.tif', '') a = {'area': 0, 'category_id': 100, 'image_id': image_id, 'segmentation': [], 'id': counter, 'iscrowd': 0, 'bbox': []} d = {'file_name': file_name.split('/')[-1], 'height': stepsize, 'id': image_id, 'width': stepsize} _mask = maskUtils.encode(np.asfortranarray(m)) a['bbox'] = maskUtils.toBbox(_mask).tolist() a['area'] = float(maskUtils.area(_mask)) segmentation = binary_mask_to_polygon(m, tolerance=0) a['segmentation'] = segmentation anns.append(a) images.append(d) counter +=1 return anns, images, counter def patches_and_cocoann(gt, outdir_rgb, outdir_mpan, count=1,create_anns=True): gt.index = gt.ImageId gt_flt = gt[gt.PolygonWKT_Geo != 'POLYGON EMPTY'] gv = gt_flt.ImageId.value_counts() annotations = [] images = [] counter = count for u in gt_flt.ImageId.unique(): try: pan_sharpen_dir = ''.join([RAW_DIR, gt.name, '/Pan-Sharpen/']) image_file = ''.join([pan_sharpen_dir, 'Pan-Sharpen', '_', u, '.tif']) img_rgb = tifffile.imread(image_file) if np.argmin(img_rgb.shape) == 0: img_rgb = np.transpose(img_rgb, (1, 2, 0)) img_rgb = img_rgb[:, :, [3, 2, 1, 0]] img_mpan = get_pan_sharpend(''.join([RAW_DIR, gt.name, '/']), u) except: print('load error..', u) continue if gv[u] > 1: poly = gt.loc[u].PolygonWKT_Pix.apply(lambda x: loads(x)).values.tolist() else: poly = [loads(gt.loc[u].PolygonWKT_Pix)] mask = util.mask_for_polygons(poly, im_size=imsize) img_patches_rgb, mask_patches, kp = patch_creator.create(img=img_rgb, mask=mask, nonzero=True) img_patches_mpan, _, _ = patch_creator.create(img=img_mpan, mask=mask, nonzero=True) for i, k in enumerate(kp.keys()): file_name_rgb = os.path.join(outdir_rgb, ''.join([u, '_', str(k), '.tif'])) file_name_mpan = os.path.join(outdir_mpan, ''.join([u, '_', str(k), '.tif'])) if create_anns: anns, images_d, counter = create_coco_anns(file_name_rgb, counter, mask_patches[i].squeeze()) annotations.extend(anns) images.extend(images_d) tifffile.imsave(file_name_mpan, img_patches_mpan[i].astype('uint16')) tifffile.imsave(file_name_rgb, img_patches_rgb[i].astype('uint16')) if DEBUG: break return annotations, images, counter def make_patch_data(gt, outdir_rgb, outdir_mpan, count=1, create_anns=False): outdir_rgb = os.path.join(STORE_DIR, outdir_rgb, gt.name) if not os.path.exists(outdir_rgb): os.mkdir(outdir_rgb) outdir_mpan = os.path.join(STORE_DIR, outdir_mpan,gt.name) if not os.path.exists(outdir_mpan): os.mkdir(outdir_mpan) annotations, images, counter = patches_and_cocoann(gt, outdir_rgb, outdir_mpan, count=count,create_anns = create_anns) return annotations, images, counter def main_single(gt_file, outdir_rgb, outdir_mpan): final_annotation = {} final_annotation['info'] = [] final_annotation['categories'] = [{'id': 100, 'name': 'building', 'supercategory': 'building'}] gt = pd.read_csv(gt_file) gt.name = gt_file.split('/')[-1].replace('_Train.csv', '') create_anns = gt.name=='Atlanta_nadir7_catid_1030010003D22F00' annotations, images, _ = make_patch_data(gt, outdir_rgb, outdir_mpan, count=1, create_anns=create_anns) if create_anns: annpath_rgb = ''.join([outdir_rgb,'/', gt.name, '_annotation.json']) annpath_mpan = ''.join([outdir_mpan,'/', gt.name, '_annotation.json']) final_annotation['images'] = images final_annotation['annotations'] = annotations json.dump(final_annotation, open(annpath_rgb, 'w')) json.dump(final_annotation, open(annpath_mpan, 'w')) def main(angles, outdir_rgb, outdir_mpan): if not os.path.isdir(outdir_rgb): os.mkdir(os.path.join(STORE_DIR,outdir_rgb)) if not os.path.isdir(outdir_mpan): os.mkdir(os.path.join(STORE_DIR,outdir_mpan)) for n in tqdm(angles): filepath = ''.join([SUMMARY_DIR, n]) main_single(filepath, outdir_rgb , outdir_mpan) print('done') if __name__ == '__main__': parser = argparse.ArgumentParser(description='patch creator') parser.add_argument('--raw_dir', required=True, help='Dir to read train raw images from') # change required to true parser.add_argument('--summary_dir', required=True, help='ground truth firectory') parser.add_argument('--step_size' ,required=True, type=int, help= 'stepsize to create patch') parser.add_argument('--im_size' ,required=False, type=tuple, default=(900,900), help= 'image dimension') args = parser.parse_args() RAW_DIR = args.raw_dir SUMMARY_DIR = args.summary_dir STORE_DIR = TRAIN_DATA_HOME imsize = args.im_size stepsize = args.step_size patch_creator = patchify.PatchGenerator(stepsize=stepsize, imsize=imsize) angles = np.concatenate(([NADIR, OFF_NADIR, VERY_NADIR])) angles = [''.join([item, '_Train.csv']) for item in angles] main(angles, outdir_rgb=TRAIN_DATA_DIR_IRGB, outdir_mpan=TRAIN_DATA_DIR_MPAN) ================================================ FILE: number13/number13/src/crowdai_train.py ================================================ import sys import os import gc import numpy as np np.random.seed(10) sys.path.insert(0,'./Mask_RCNN/') from mrcnn import utils from mrcnn.config import Config from mrcnn import model_mod_rgb as modellib from pycocotools.coco import COCO from imgaug import augmenters as iaa import glob import shutil import argparse import warnings warnings.filterwarnings('ignore') ROOT_DIR = os.getcwd() from skimage import io DEBUG = False if DEBUG: TRAIN_STEP = 2 VAL_STEP = 1 class CrowdAiConfig(Config): # Give the configuration a recognizable name NAME = "crowdai_" GPU_COUNT = 1 IMAGES_PER_GPU = 4 # Number of classes (including background) NUM_CLASSES = 1 + 1 IMAGE_MIN_DIM = 256 IMAGE_MAX_DIM = 320 IMAGE_RESIZE_MODE = "pad64" #IMAGE_MIN_SCALE = 1 IMAGESHAPE = np.array([320,320,3]) IMAGE_CHANNEL_COUNT = 3 # Image mean (RGB) MEAN_PIXEL = np.array([123.7, 116.8, 103.9]) RPN_ANCHOR_SCALES = (8,16,32,64,128) RPN_ANCHOR_STRIDE = 1 RPN_ANCHOR_RATIOS = [.5,1.,2.] TRAIN_ROIS_PER_IMAGE = 200 ROI_POSITIVE_RATIO = .33 RPN_NMS_THRESHOLD = .7 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD = 0.5 BACKBONE_STRIDES = [2,4, 8, 16, 32] DILATION = [5] STEPS_PER_EPOCH = 0 VALIDATION_STEPS = 0 USE_MINI_MASK = True POOL_SIZE = 7 MASK_POOL_SIZE = 14 MASK_SHAPE = [28, 28] MAX_GT_INSTANCES = 34 DETECTION_MAX_INSTANCES = 34 LOSS_WEIGHTS = { "rpn_class_loss": 1., "rpn_bbox_loss": 1., "mrcnn_class_loss": 1., "mrcnn_bbox_loss": 1., "mrcnn_mask_loss": 1. } POSITIVE_TYPE = 'shuffle' class CrowdAiDataset(utils.Dataset): def load_data(self, coco,imgIds,dataDir ): self.coco=coco self.dataDir=dataDir self.imgIds=imgIds self.add_class("buildings", 1, "b") for item in imgIds: self.add_image("buildings", image_id=item, path=None) def load_image(self, image_id): """Generate an image from the specs of the given image ID. Typically this function loads the image from a file, but in this case it generates the image on the fly from the specs in image_info. """ info = self.image_info[image_id] img = self.coco.loadImgs(self.imgIds[image_id])[0] ids='{}/{}/{}'.format(self.dataDir,'images',img['file_name']) image = io.imread(ids) return image def image_reference(self, image_id): """Return the shapes data of the image.""" info = self.image_info[image_id] print(info) if info["source"] == "buildings": return info["buildings"] else: super(self.__class__).image_reference(self, image_id) def load_mask(self, image_id): """Generate instance masks for shapes of the given image ID. """ info = self.image_info[image_id] annIds = self.coco.getAnnIds(imgIds=self.imgIds[image_id], catIds=[], iscrowd=None) if type(annIds)==int: annIds = [annIds] anns = self.coco.loadAnns(annIds) anns = [item for item in anns if item['area']!=0] masks=np.stack([self.coco.annToMask(item) for item in anns],axis=-1) _, _, num_masks = masks.shape class_ids = np.asarray([1] * num_masks) return masks, class_ids.astype(np.int32) def get_dataset(Dir, fltarea=None): annFile = '{}/annotation.json'.format(Dir) coco = COCO(annFile) catIds = coco.getCatIds(catNms=['buildings']) imgIds = coco.getImgIds(catIds=catIds) def filter_ids(ids,fltarea): newIds=[] for id in ids: annIds = coco.getAnnIds(imgIds=id, catIds=[], iscrowd=None) anns = coco.loadAnns(annIds) anns = [item for item in anns if item['area'] != 0] if len(anns)!=0 and fltarea!=None: if fltarea=='small': anns = [item for item in anns if item['area'] < 256] if len(anns)!=0: newIds.append(id) if fltarea=='large': annsbool = [(item['area'] >256) for item in anns] if all(annsbool): newIds.append(id) if len(anns) != 0 and fltarea == None: newIds.append(id) return newIds #if 'train' in Dir: print ('removing area==0 and filtering images with {} mask'.format(fltarea)) imgIds = filter_ids(imgIds,fltarea=fltarea) dataset = CrowdAiDataset() dataset.load_data(coco, imgIds, Dir) dataset.prepare() del coco,imgIds gc.collect() return dataset def train(init_with="coco", weights=None, fine=0, last_epoch=0, epochs=1,gpus=1): class TrainConfig(CrowdAiConfig): GPU_COUNT = gpus config=TrainConfig() config.DILATION=[5] print (config.display()) model = modellib.MaskRCNN(mode="training", config=config, model_dir=MODEL_DIR) if init_with == "coco": # Load weights trained on MS COCO, but skip layers that # are different due to the different number of classes # See README for instructions to download the COCO weights print ('Loading coco model') model.load_weights(weights, by_name=True, exclude=["mrcnn_class_logits", "mrcnn_bbox_fc", "mrcnn_bbox", "mrcnn_mask"]) elif init_with == "last": if weights is None: weight_path=model.find_last()[1] else: weight_path = weights print ('loaded weight ..',weights) # Load the last model you trained and continue training model.load_weights(weight_path, by_name=True) dataset_val = get_dataset(''.join([HOME_DIR,'/val']),fltarea=None) dataset_train = get_dataset(''.join([HOME_DIR,'/train']),fltarea=None) print('train samples::{}'.format(dataset_train.num_images), 'valid samples::{}'.format(dataset_val.num_images)) config.STEPS_PER_EPOCH=int(dataset_train.num_images/ (config.IMAGES_PER_GPU*config.GPU_COUNT)) config.VALIDATION_STEPS = int(dataset_val.num_images/ (config.IMAGES_PER_GPU*config.GPU_COUNT)) print ('STEPS_PER_EPOCH', config.STEPS_PER_EPOCH) print ('VALIDATION_STEPS', config.VALIDATION_STEPS) if DEBUG: config.STEPS_PER_EPOCH = TRAIN_STEP config.VALIDATION_STEPS = VAL_STEP augmentation = iaa.Sequential([ iaa.Fliplr(0.5), iaa.Flipud(0.3) ]) model.epoch = last_epoch model.train(dataset_train, dataset_val, learning_rate=config.LEARNING_RATE, epochs=epochs, layers='all',augmentation=augmentation) if fine>0: print ('current lr:', config.LEARNING_RATE) print ('new lr :', config.LEARNING_RATE / 10) model.train(dataset_train, dataset_val, learning_rate=config.LEARNING_RATE/10 , epochs=model.epoch+fine, layers="all",augmentation=augmentation) del model,dataset_train,dataset_val gc.collect() def copy_final_model(): # Just so that spacenet finds the final required model model from config import MODEL_DIR out_dir = os.path.join(MODEL_DIR,'external_pretrained') final_model = glob.glob(''.join([out_dir,'/*/*.h5'])) final_model = [item for item in final_model if int(item.split('/')[-1].split('_')[-1].replace('.h5',''))==8][0] shutil.copy2(final_model, os.path.join(out_dir,'crowdai_final.h5')) if __name__=='__main__': print ('training mask_rcnn') parser = argparse.ArgumentParser(description='train') parser.add_argument('--weights', required=True, help='start with weights provide coco if coco') # change required to true parser.add_argument('--home_dir', required=True, help='train val dir') parser.add_argument('--model_output', required=False, help='Store models in which dir?') parser.add_argument('--gpus', required=False, default=1, type=int, help='num gpus to use') parser.add_argument('--is_coco', action = 'store_true', default=True) parser.add_argument('--fine',required=False,type=int, default=4) parser.add_argument('--from_epoch',required=False, default=0 ,type=int) parser.add_argument('--to_epoch',required=False,default=4, type=int) args = parser.parse_args() weights = args.weights HOME_DIR = args.home_dir MODEL_DIR = args.model_output gpus = args.gpus is_coco= args.is_coco from_epoch = args.from_epoch to_epoch = args.to_epoch gpus = args.gpus fine = args.fine if is_coco: init_with = 'coco' else: init_with='last' train(init_with=init_with, weights=weights,fine=fine,last_epoch=from_epoch, epochs=to_epoch,gpus = gpus) copy_final_model() # so that spacenet finds it #python3 crowdai_train.py --weights ../crowdai_data/mask_rcnn_coco.h5 --home_dir ../crowdai_data #--model_output ../spacenet_models/external_pretrained/ --gpus 1 ================================================ FILE: number13/number13/src/crowdai_train.sh ================================================ if [ -d /wdata/crowdai_data ]; then echo "external data already unziped" else echo "extracting external crowdai dataset" ; unzip -qq ../crowdai_data.zip -d /wdata/ fi echo 'Removing pretrained crowdai weights as well' rm /wdata/spacenet_models/external_pretrained/crowdai_final.h5 echo 'crowdai train' #get the matterport mask-rcnn model weights trained on coco from matterport if [ -f /wdata/crowdai_data/mask_rcnn_coco.h5 ]; then echo 'Matterports Mask-rcnn model weights trained on coco present' else wget https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5 -P /wdata/crowdai_data/ fi python3 crowdai_train.py --weights /wdata/crowdai_data/mask_rcnn_coco.h5 --home_dir /wdata/crowdai_data --model_output /wdata/spacenet_models/external_pretrained/ --gpus 4 ================================================ FILE: number13/number13/src/eval_val.py ================================================ import json from cocoeval import COCOeval #from pycocotools import cocoeval as COCOeval from config import NADIR, OFF_NADIR, VERY_NADIR, SPACENET_COLUMNS from config import MODEL_MPAN, MODEL_RGB from models import modellib, SpacenetConfigRGB, SpacenetConfigMPAN from train_multi import get_datasets from prediction import get_predictions_coco,get_predictions_spacenet, get_predictions_spacenet_withaug import argparse import numpy as np from pycocotools.coco import COCO from tqdm import tqdm import pandas as pd try: unicode except: unicode=str annotation_prefix='Atlanta_nadir7_catid_1030010003D22F00' #required since the ground truth used are for nadir7 only def fix_gt(gt,angle): anns = [] for i in gt.getAnnIds(): val = gt.anns[i] val['image_id'] = val['image_id'].replace(annotation_prefix, angle) anns.append(val) #anns = np.asarray(anns) imgs = [] for k in gt.imgs.keys(): val = gt.imgs[k] val['file_name'] = val['file_name'].replace(annotation_prefix, angle) val['id'] = val['id'].replace(annotation_prefix, angle) imgs.append(val) #imgs = np.asarray(imgs) #gt.loadAnns([anns]) #gt.loadImgs([imgs]) #gt.dataset.update() #gt.createIndex() fin={} fin['info']=[] fin['categories']=[{'id':100,'name':'building','supercategory':'building'}] fin['images']=imgs fin['annotations']=anns json.dump(fin,open('tmp_gt.json','w')) gt= COCO('tmp_gt.json') return gt #evaluate single angle coco style def eval_spacenet(annFile, weight_path, angles, is_uint16=False, group='rgb', subname='tmp.json',conf_thres=0.88,is_spacenet=False): if group=='rgb': class InferenceConfig(SpacenetConfigRGB): GPU_COUNT = 1 IMAGES_PER_GPU = 1 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD = 0.3 DETECTION_MAX_INSTANCES = 130 MODEL_DIR = MODEL_RGB if group=='mpan': class InferenceConfig(SpacenetConfigMPAN): GPU_COUNT = 1 IMAGES_PER_GPU = 1 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD = 0.3 DETECTION_MAX_INSTANCES = 130 MODEL_DIR = MODEL_MPAN inference_config = InferenceConfig() model = modellib.MaskRCNN(mode="inference", model_dir=MODEL_DIR, config=inference_config) model.load_weights(weight_path, by_name=True) print ('Loaded weights::',weight_path) _,dataset_val,ground_truth_annotations = get_datasets(annFile, angles, is_uint16=is_uint16, group = group) print ('Evaluating' ,angles[0]) if not is_spacenet: ground_truth_annotations = fix_gt(ground_truth_annotations,angles[0]) get_predictions_coco(dataset_val, model, subname=subname,conf_thres=conf_thres) ground_truth_annotations=COCO('tmp_gt.json') submission_file = json.loads(open(subname).read()) results = ground_truth_annotations.loadRes(submission_file) cocoEval = COCOeval(ground_truth_annotations, results, 'segm') subimg=np.unique([item['image_id'] for item in submission_file]) print ('testing num images::', len(subimg)) cocoEval.params.imgIds = subimg cocoEval.evaluate() cocoEval.accumulate() print ('__________all_______') average_precision = cocoEval._summarize(ap=1, iouThr=0.5, areaRng="all", maxDets=100) average_recall = cocoEval._summarize(ap=0, iouThr=0.5, areaRng="all", maxDets=100) f1_all = 2 * (average_precision * average_recall) / (average_precision + average_recall) print("Average Precision : {} || Average Recall : {}".format(average_precision, average_recall)) print ('__________large________') average_precision = cocoEval._summarize(ap=1, iouThr=0.5, areaRng="large", maxDets=100) average_recall = cocoEval._summarize(ap=0, iouThr=0.5, areaRng="large", maxDets=100) print("Average Precision : {} || Average Recall : {}".format(average_precision, average_recall)) print ('___________medium_______') average_precision = cocoEval._summarize(ap=1, iouThr=0.5, areaRng="medium", maxDets=100) average_recall = cocoEval._summarize(ap=0, iouThr=0.5, areaRng="medium", maxDets=100) print("Average Precision : {} || Average Recall : {}".format(average_precision, average_recall)) print ('___________small_______') average_precision = cocoEval._summarize(ap=1, iouThr=0.5, areaRng="small", maxDets=100) average_recall = cocoEval._summarize(ap=0, iouThr=0.5, areaRng="small", maxDets=100) print("Average Precision : {} || Average Recall : {}".format(average_precision, average_recall)) print ('____________________________________________________________________________________________________') print('f1-score', f1_all) else: spacenet_columns = ['ImageId', 'BuildingId', 'PolygonWKT_Pix', 'Confidence'] shifts = {0: (0, 0)} final_anns = [] for i in tqdm(dataset_val.image_ids): images = [dataset_val.load_image(i)] image_id = dataset_val.imgIds[i] anns = get_predictions_spacenet(image_id.replace('.jpg','').replace('.tif',''), images, model, shifts,conf_thres=conf_thres) final_anns.extend(anns) final_anns = [item[0:-1] for item in final_anns] df = pd.DataFrame(final_anns, columns=spacenet_columns) df.to_csv(subname, index=False) print('done.....') if __name__=='__main__': parser = argparse.ArgumentParser(description='local validation ') parser.add_argument('--annfile', required=True, help='COCO style annotation file') parser.add_argument('--bands', required=False, default='ens', help='whcih bands to use rgb or mpan(764 urban)' 'one of [rgb mapn]') parser.add_argument('--weights', required=True, help=' weight to load') parser.add_argument('--angles', required=True, type=str, help='Specify which nadir angle to test..just one') parser.add_argument('--conf_thres', type=float, required=True) parser.add_argument('--subname',required=False, default='tmp.json') parser.add_argument('--is_spacenet',action='store_true',default=False) args = parser.parse_args() annfile = args.annfile angles = [args.angles] bands = args.bands weights = args.weights conf_thres = args.conf_thres subname = args.subname is_spacenet=args.is_spacenet eval_spacenet(annfile,weights, angles, is_uint16=True, group = bands,subname=subname,conf_thres=conf_thres,is_spacenet=is_spacenet) ================================================ FILE: number13/number13/src/inference.py ================================================ import argparse import os from tqdm import tqdm import pandas as pd import glob import numpy as np from prediction import predict_mpan512, predict_rgb512 from models import modellib_mpan, modellib_rgb from models import SpacenetConfigIRGB_u16 as SpacenetConfigRGB from models import SpacenetConfigMPAN_u16 as SpacenetConfigMPAN from util import strip_tail import logging from config import NADIR, OFF_NADIR, VERY_NADIR, SPACENET_COLUMNS from config import MODEL_MPAN_MAIN as MODEL_MPAN from config import MODEL_IRGB_MAIN as MODEL_RGB import warnings warnings.filterwarnings("ignore") logging.basicConfig(format='%(asctime)s %(message)s', filename='inference.log', level=logging.DEBUG) def get_weights_angle_specific(use_epoch=2, group='rgb'): if group=='rgb': MODEL_DIR = MODEL_RGB if group=='mpan': MODEL_DIR = MODEL_MPAN weights = {} for item in glob.glob(''.join([MODEL_DIR, '*/'])): key = item.split('/')[-2] #strip time stamps key = '_'.join(key.split('_')[0:-1]) ww = glob.glob(''.join([item, '/*.h5'])) if len(ww) == 1: weights[key] = ww[0] else: for w in ww: if int(w.split('/')[-1].split('_')[-1].replace('.h5', '').replace('_','')) == use_epoch: weights[key] = w return weights def infer_nadir_angle(input_dir, group='rgb', infer_angles='all', nms_thres = 0.3): # infer angles takes all, nadir,off very for nadir range specific inference or list of anglse for some subset if group=='rgb': class InferenceConfig(SpacenetConfigRGB): GPU_COUNT = 1 IMAGES_PER_GPU = 1 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD =nms_thres DETECTION_MAX_INSTANCES = 130 inference_config=InferenceConfig() model = modellib_rgb.MaskRCNN(mode="inference", model_dir=MODEL_RGB, config=inference_config) if group=='mpan': class InferenceConfig(SpacenetConfigMPAN): GPU_COUNT = 1 IMAGES_PER_GPU = 1 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD = nms_thres DETECTION_MAX_INSTANCES = 130 inference_config = InferenceConfig() model = modellib_mpan.MaskRCNN(mode="inference", model_dir=MODEL_MPAN, config=inference_config) #print (inference_config.display()) weights = get_weights_angle_specific(use_epoch=4,group=group) for w in weights: logging.info('For {}: Use {}'.format(w,weights[w])) assert all([weights[k] != [] for k in weights]) all_angles = glob.glob(''.join([input_dir,'/*'])) all_angles = [item.split('/')[-1] for item in all_angles] nadir = [item for item in all_angles if int(item.split('_')[1].replace('nadir','')) in range(7,26)] nadir_nums = [int(item.split('_')[1].replace('nadir','')) for item in nadir] off = [item for item in all_angles if int(item.split('_')[1].replace('nadir','')) in range(26,41)] off_nums = [int(item.split('_')[1].replace('nadir','')) for item in off] very = [item for item in all_angles if int(item.split('_')[1].replace('nadir','')) in range(41,54)] very_nums = [int(item.split('_')[1].replace('nadir','')) for item in very] print ('Num in nadir', len(nadir)) print ('Num in off',len(off)) print ('Num in very', len(very)) annotations = [] if infer_angles!='all': if infer_angles=='nadir': all_angles = nadir elif infer_angles=='off': all_angles = off elif infer_angles=='very': all_angles = very else: all_angles = [item for item in all_angles if item in infer_angles] for angle in tqdm(all_angles): subdir = ''.join([input_dir,'/',angle,'/']) angle_num = int(angle.split('_')[1].replace('nadir','')) print ('Doing ',angle,angle_num) if angle.lower() in weights.keys(): # If angle number and catid matches fine model.load_weights(weights[angle.lower()],by_name = True) else: #use the nadir angle number ww=[k for k in weights.keys() if k not in ['all','nadir','off','very'] if int(k.split('_')[1].replace('nadir',''))==angle_num] #incase of angles such as 10 and 53 there were multiple in public test set #also maybe angle is 11 or 26 which are not present in public test set so use whole range specific weights if len(ww)==1: w=ww[0] else: #use the whole range specific weights: #print ('has multiple nadir nums and or angle num never in public train or test set') if angle_num in nadir_nums: w=weights['nadir'] elif angle_num in off_nums: w=weights['off'] else: w=weights['very'] #print ('using range specific weights {} for {} '.format(w,angle_num)) model.load_weights(w, by_name = True ) if angle_num in nadir_nums: conf_thres = 0.90 elif angle_num in off_nums: conf_thres = 0.87 else: conf_thres = 0.84 if group=='rgb': anns = predict_rgb512(subdir, model, conf_thres = conf_thres) annotations.extend(anns) if group=='mpan': anns = predict_mpan512(subdir,model, conf_thres = conf_thres) annotations.extend(anns) logging.info('{}: {} anns_num:{} with nms:{} conf_thres:{} '.format(group, angle, len(anns), nms_thres, conf_thres)) return annotations def ensure_model_available(): wrgb = get_weights_angle_specific(use_epoch=4, group='rgb') angles= np.concatenate([NADIR,OFF_NADIR]) for item in angles: try: found = int(wrgb[item.lower()].split('/')[-1].split('_')[-1].replace('.h5',''))==4 print ('Found model weights for {}'.format(item)) except: print ('Expected model weight not found for.. '.format(item)) wmpan = get_weights_angle_specific(use_epoch=4, group='mpan') angles= VERY_NADIR for item in angles: try: found = int(wmpan[item.lower()].split('/')[-1].split('_')[-1].replace('.h5',''))==4 print ('Found model weights for {}'.format(item)) except: print ('Expected model weight not found for '.format(item)) def infer_all(input_dir): ensure_model_available() print ('Predicting nadir ...') anns_nadir = infer_nadir_angle(input_dir, group='rgb', infer_angles='nadir', nms_thres=0.3) print ('Predicting off nadir..') anns_off = infer_nadir_angle(input_dir, group='rgb', infer_angles='off', nms_thres=0.3) print ('Predicting very nadir...') anns_very = infer_nadir_angle(input_dir, group='mpan', infer_angles='very', nms_thres=0.3) anns=anns_nadir anns.extend(anns_off) anns.extend(anns_very) return anns def save_results(result,save_as): df = pd.DataFrame(result,columns=SPACENET_COLUMNS) df.to_csv(save_as,index = False) print ('saved results..to.', save_as) if __name__=='__main__': #test.sh parser = argparse.ArgumentParser(description='inference') parser.add_argument('--indir', required=True, help='Dir to read images from') parser.add_argument('--output', required=True, help='file name to store results') parser.add_argument('--bands', required=False, default='ens',help='whcih bands to use rgb or mpan(764 urban) or ensemble both' 'one of [rgb mapn ens]') parser.add_argument('--angles' ,required=False, default='all', help='Specify which nadir range to predict one of [all ,nadir ,off, very]' 'or list of specific angle') args = parser.parse_args() input_dir = args.indir output = args.output angles = args.angles bands = args.bands assert bands in ['ens','rgb','mpan'] #Insure models directory is there..' if not os.path.isdir(MODEL_RGB): logging.info('No RGB Model Dir {}',format(MODEL_RGB)) if not os.path.isdir(MODEL_MPAN): logging.info('NO MPAN model dir {}'.format(MODEL_MPAN)) print ('Predicting from :',input_dir, 'Writing to:',output) if angles not in ['all','nadir', 'off','very']: if angles in NADIR or angles in OFF_NADIR or angles in VERY_NADIR: print ('Doing Single angle...') angles=[angles] print ('Doing..', angles) if bands=='rgb': print ('Using..IRGB Pan sharpened bands') rgb_result = infer_nadir_angle(input_dir,group='rgb',infer_angles=angles,nms_thres=0.3) save_results(rgb_result,output) elif bands=='mpan': print ('Using ..Ir2 Ir1 Red Multi spectral pansharpened ..denoted as mpan') mpan_result = infer_nadir_angle(input_dir, group='mpan', infer_angles= angles,nms_thres=0.3) save_results(mpan_result, output) else: print ('Predicting IRGB for nadir and off angles denoted as rgb') print('Predicting Multi-spectral(7,6,5) for very nadir angle denoted as mpan') ens_result = infer_all(input_dir) save_results(ens_result, output) print ('done...') ================================================ FILE: number13/number13/src/models.py ================================================ import sys import numpy as np np.random.seed(10) sys.path.insert(0,'./Mask_RCNN/') from mrcnn import utils from mrcnn.config import Config from mrcnn import model_mod_mpan as modellib_mpan from mrcnn import model_mod_rgb as modellib_rgb class SpacenetConfig(Config): NAME = '' GPU_COUNT = 1 IMAGES_PER_GPU = 2 NUM_CLASSES = 1 + 1 # background + buildings IMAGE_MIN_DIM = 256 IMAGE_MAX_DIM = 320 IMAGE_RESIZE_MODE = "pad64" IMAGESHAPE = np.array([320,320,3]) MEAN_PIXEL = np.array([123.7, 116.8, 103.9]) RPN_ANCHOR_SCALES = (8,16,32,64,128) RPN_ANCHOR_STRIDE = 1 RPN_ANCHOR_RATIOS = [.5,1.,2.] TRAIN_ROIS_PER_IMAGE = 200 ROI_POSITIVE_RATIO = .33 RPN_NMS_THRESHOLD = .7 DETECTION_MIN_CONFIDENCE = 0.0 DETECTION_NMS_THRESHOLD = 0.5 BACKBONE_STRIDES = [2,4, 8, 16, 32] DILATION = [5] STEPS_PER_EPOCH = 0 VALIDATION_STEPS = 0 USE_MINI_MASK = True POOL_SIZE = 7 MASK_POOL_SIZE = 14 MASK_SHAPE = [28, 28] MAX_GT_INSTANCES = 53 DETECTION_MAX_INSTANCES = 53 WEIGHT_DECAY = 0.0001 LOSS_WEIGHTS = { "rpn_class_loss": 1., "rpn_bbox_loss": 1., "mrcnn_class_loss": 1., "mrcnn_bbox_loss": 1., "mrcnn_mask_loss": 1. } POSITIVE_TYPE = 'shuffle' image_per_gpu=2 #p3.2xlarge class SpacenetConfigIRGB_u16(SpacenetConfig): IMAGES_PER_GPU = image_per_gpu #for aws p3.2xlarge NUM_CLASSES = 1 + 1 # background + buildings IMAGE_MIN_DIM = 512 IMAGE_MAX_DIM = 512 IMAGE_SHAPE = np.array([512,512,4]) IMAGE_CHANNEL_COUNT = 4 MEAN_PIXEL = np.asarray([1450.23, 782.24, 650.68, 469.42]) MAX_GT_INSTANCES =130 DETECTION_MAX_INSTANCES=130 USE_MINI_MASK = True class SpacenetConfigRGB_u8(SpacenetConfig): IMAGES_PER_GPU = image_per_gpu#for aws p3.2xlarge NUM_CLASSES = 1 + 1 # background + buildings IMAGE_MIN_DIM = 512 IMAGE_MAX_DIM = 512 IMAGE_SHAPE = np.array([512,512,3]) IMAGE_CHANNEL_COUNT = 3 MEAN_PIXEL = np.array([123.7, 116.8, 103.9]) MAX_GT_INSTANCES =130 DETECTION_MAX_INSTANCES=130 USE_MINI_MASK = True class SpacenetConfigMPAN_u16(SpacenetConfig): IMAGES_PER_GPU = image_per_gpu #for aws p3.2xlarge IMAGE_MIN_DIM = 512 IMAGE_MAX_DIM = 512 IMAGE_SHAPE = np.array([512, 512, 3]) IMAGE_CHANNEL_COUNT = 3 MEAN_PIXEL = np.array([397.31020501, 364.65232488, 223.70400872]) MAX_GT_INSTANCES = 130 DETECTION_MAX_INSTANCES = 130 USE_MINI_MASK = True class SpacenetConfigMPAN_u8(SpacenetConfig): IMAGES_PER_GPU = image_per_gpu #for aws p3.2xlarge IMAGE_MIN_DIM = 512 IMAGE_MAX_DIM = 512 IMAGE_SHAPE = np.array([512, 512, 3]) IMAGE_CHANNEL_COUNT = 3 MEAN_PIXEL = np.array([85.8, 82.0, 55.4]) MAX_GT_INSTANCES = 130 DETECTION_MAX_INSTANCES = 130 USE_MINI_MASK = True ================================================ FILE: number13/number13/src/patchify.py ================================================ import numpy as np import cv2 try: xrange except NameError: xrange = range class PatchGenerator: def __init__(self,stepsize, imsize, winsize=None): self.stepsize = stepsize self.imsize = imsize if len(self.imsize)==2: self.imsize=(imsize[0],imsize[1],1) if winsize is None: self.winsize = self.stepsize else: self.winsize=winsize assert self.stepsize==self.winsize # have not debuged different stepsize and winsize so this assert here self.coords = self.generate_coords() def generate_coords(self): coords = {} count=0 for x in xrange(0,self.imsize[0], self.winsize): for y in xrange(0, self.imsize[1], self.winsize): if (y + self.winsize) > self.imsize[1]: y -= (y+self.winsize)-self.imsize[1] if (x + self.winsize) > self.imsize[0]: x -= (x+ self.winsize) - self.imsize[0] x,y=np.clip(x,0,self.imsize[0]-self.stepsize),np.clip(y,0,self.imsize[1]- self.stepsize) coords[count]=[x,x + self.stepsize, y, y + self.stepsize] count += 1 return coords def create(self, img,mask=None,nonzero=False,standarize=False,coords=None): self.img_patches=[] self.mask_patches=[] self.img_org=img if coords is None: coords=self.coords if len(img.shape)==2: img=img[:,:,np.newaxis] if mask is not None: assert mask.shape[0:2]==img.shape[0:2] if mask is not None and len(mask.shape)==2: mask=mask[:,:,np.newaxis] keep_coords={} for i, key in enumerate(coords.keys()): x1, x2, y1, y2 = coords[key] has_nonzero = True if mask is not None: m=mask[x1:x2,y1:y2,:] if nonzero: if m.shape[-1]>1: has_nonzero = (m[:,:,:]>0).any() else: has_nonzero = (m > 0).any() if has_nonzero: keep_coords[key]=coords[key] self.mask_patches.append(m) if has_nonzero: if standarize: im=img[x1:x2, y1:y2, :].astype('float32') im0=im[im>0] mean,std=im0.mean(),im0.std() im=(im-mean)/std self.img_patches.append(im) else: self.img_patches.append(img[x1:x2, y1:y2, :]) self.img_patches=np.asarray(self.img_patches) self.mask_patches=np.asarray(self.mask_patches) return self.img_patches,self.mask_patches,keep_coords def reconstruct(self,patches,resize=None): self.img_re = np.zeros((self.imsize[0],self.imsize[1],patches.shape[-1]),dtype=patches.dtype) for i,key in enumerate(self.coords.keys()): x1,x2,y1,y2=self.coords[key] item=patches[i] if resize is not None: item=cv2.resize(item,resize) if len(item.shape)==2: item=item[:,:,np.newaxsi] self.img_re[x1:x2,y1:y2,:]=item return self.img_re def get_coords(self): return self.coords def tests(): img = np.zeros((900,900,3)) p=PatchGenerator(512,img.shape) for co in p.get_coords().values(): print (co,co[1]-co[0],co[3]-co[2]) patches,_,_ = p.create(img) print (patches.shape) if __name__=='__main__': tests() ================================================ FILE: number13/number13/src/prediction.py ================================================ import numpy as np import util import glob import tifffile from shapely.geometry import MultiPolygon, Polygon from shapely.ops import cascaded_union from shapely.wkt import loads, dumps from skimage import measure from patchify import PatchGenerator from tqdm import tqdm from pycocotools import mask as maskUtils from models import utils import json import imgaug from imgaug import augmenters as iaa IMSIZE = (900,900) p300 = PatchGenerator(stepsize=300, imsize=IMSIZE) p512 = PatchGenerator(stepsize=512, imsize=IMSIZE) #used to filter out predictions in the ovelap region autogenerate def get_overlap_poly(): mask = np.zeros((900, 900)) mask[388:512, 0:900] = 1 my, _, _ = util.mask_to_multipolygons(mask) mask = np.zeros((900, 900)) mask[0:900, 388:512] = 1 mx, _, _ = util.mask_to_multipolygons(mask) return mx, my def get_mpan_image_patches(ms,pan,patch_creator): ms,pan = tifffile.imread(ms), tifffile.imread(pan) is_blank = np.sum(pan)==0 if is_blank: return None, None if np.argmin(ms.shape) == 2: ms = np.transpose(ms, (2, 0, 1)) img = util.pansharpen(ms, pan) img_patches, _, _ = patch_creator.create(img=img) return img_patches, img def get_rgb_image_patches(rgb, patch_creator): img = tifffile.imread(rgb) is_blank = np.sum(np.sum(img))==0 if is_blank: return None,None if np.argmin(img.shape) == 0: img = np.transpose(img, (1, 2, 0)) #img = util.stretch_8bit(img[:, :, [2, 1, 0]],lower_percent=2,higher_percent=98) img = img[:,:,[3,2,1,0]] img_patches, _ ,_ = patch_creator.create(img=img) return img_patches,img def fix_multipolygon(mpoly): # try to fix it by buffering by 1 as close by contours are most likely to be of same object poly = [] for i, item in enumerate(mpoly): p = item.buffer(1) #maybe 0 if p.is_valid: poly.append(p) poly = cascaded_union(poly).buffer(0) if not poly.geom_type == 'Polygon': poly = poly.convex_hull return poly def fix_poly(polys): poly = [] for p in polys: p = p.buffer(0) if p.is_valid: poly.append(p) # may return empty poly check downstream poly = cascaded_union(poly).buffer(0) return poly #polygon need to be shifted as its part of larger tile def polygonize_and_shift(poly,shifts): sx,sy = shifts def shift_poly(poly, shift): sx, sy = shift exterior_coords = poly.exterior.coords[:] interior_coords = [] for interior in poly.interiors: interior_coords += interior.coords[:] new_exterior = [] for x, y in exterior_coords: new_exterior.append([x + sx, y + sy]) new_interior = [] for x, y in interior_coords: new_interior.append([x + sx, y + sy]) if new_interior != []: poly = Polygon(shell=new_exterior, holes=[new_interior]).buffer(0) else: poly = Polygon(shell=new_exterior).buffer(0) return poly if poly != []: poly = fix_poly(poly) if not poly.is_empty: if poly.geom_type == 'MultiPolygon': poly = fix_multipolygon(poly) polys = shift_poly(poly, (sx, sy)) if (polys.geom_type!=poly.geom_type): polys=polys.convex_hull return polys else: return None else: return None def close_contour(contour): if not np.array_equal(contour[0],contour[-1]): contour = np.vstack((contour,contour[0])) return contour def binary_mask_to_polygon(binary_mask, tolerance=0): """Converts a binary mask to COCO polygon representation Args: binary_mask: a 2D binary numpy array where '1's represent the object tolerance: Maximum distance from original points of polygon to approximated polygonal chain. If tolerance is 0, the original coordinate array is returned. """ polygons = [] # pad mask to close contours of shapes which start and end at an edge padded_binary_mask = np.pad(binary_mask, pad_width=1, mode='constant', constant_values=0) contours = measure.find_contours(padded_binary_mask, 0.5) contours = np.subtract(contours, 1) for contour in contours: contour = close_contour(contour) contour = measure.approximate_polygon(contour, tolerance) if len(contour) < 3: continue contour = np.flip(contour, axis=1) segmentation = contour # after padding and subtracting 1 we may get -0.5 points in our segmentation segmentation = [np.clip(i,0.0,i).tolist() for i in segmentation] polygons.append(segmentation) return polygons def get_predictions_spacenet(image_id, img_patches, model, shifts, conf_thres=0.95): annotations = [] bid = 0 for i, image in enumerate(img_patches): sx, sy = shifts[i] prediction = model.detect([image], verbose=0) r = prediction[0] if r is not None: for idx, class_id in enumerate(r["class_ids"]): if class_id == 1: confidence = r["scores"][idx] if confidence>=conf_thres: mask = r["masks"][:, :, idx].astype(np.uint8) bbox = np.around(r["rois"][idx], 1) bbox = [float(x) for x in bbox] try: #polies = util.mask_to_polygons(mask,epsilon=0.0, min_area=10) seg = binary_mask_to_polygon(mask) polies = MultiPolygon([Polygon(item) for item in seg]) if polies.geom_type=='Polygon': polies = [polies] poly = polygonize_and_shift(polies, (sx, sy)) if poly is not None: bid += 1 result = [image_id, bid, poly, confidence, bbox] annotations.append(result) except: print('Got polygon creation error', image_id, bid) #log it if annotations == []: annotations = [[image_id, -1, 'POLYGON EMPTY', 'POLYGON EMPTY',[]]] return annotations def get_final_annotations(image_id,anns,mx,my): keep = [] discard = [] building_id = 0 for item in anns[0]: image_id, bid, poly, _, _ = item if bid == -1: continue if poly.intersects(mx) or poly.intersects(my): discard.append([item[0], 0, dumps(poly,3), item[3]]) else: keep.append([item[0], building_id, dumps(poly, 3), item[3]]) building_id += 1 apoly1 = [] for item in anns[1]: image_id, bid, poly, _, _ = item if bid == -1: continue if (poly.intersects(my)): apoly1.append(poly) apoly1 = cascaded_union(MultiPolygon(apoly1)).buffer(0) if not apoly1.is_empty: if apoly1.geom_type == 'Polygon': apoly11 = [apoly1] else: apoly11 = apoly1 for ap1 in apoly11: keep.append([image_id, building_id, dumps(ap1, 3), 1]) building_id += 1 apoly2 = [] for item in anns[2]: image_id, bid, poly, _ ,_ = item if bid == -1: continue if (poly.intersects(mx) and not poly.intersects(apoly1)): apoly2.append(poly) apoly2 = cascaded_union(MultiPolygon(apoly2)).buffer(0) if not apoly2.is_empty: if apoly2.geom_type == 'Polygon': apoly2 = [apoly2] for ap2 in apoly2: keep.append([image_id, building_id, dumps(ap2, 3), 1]) building_id += 1 return keep def predict_mpan512(subdir, model,conf_thres=0.95): mx, my = get_overlap_poly() patch_creator = p512 keep_all = [] tifimages_pan = glob.glob(''.join([subdir, 'PAN/', '*.tif'])) tifimages_ms = [''.join([subdir, 'MS/', item.split('/')[-1].replace('PAN', 'MS')]) for item in tifimages_pan] for ms, pan in list(zip(tifimages_ms, tifimages_pan)): anns = {} image_id = ms.split('/')[-1].replace('.tif', '').replace('MS_', '') img_patches,img = get_mpan_image_patches(ms,pan,patch_creator) if img is None: keep_all.extend([[image_id,-1,'POLYGON EMPTY','POLYGON EMPTY']]) continue shifts = {} for k in patch_creator.coords.keys(): shifts[k] = (patch_creator.coords[k][2], patch_creator.coords[k][0]) spacenet_predctions_default = get_predictions_spacenet(image_id, img_patches, model, shifts,conf_thres=conf_thres) anns[0] = spacenet_predctions_default xx = [[0, 512, 256, 768],[388,900,256,768]] yy = [[256, 768, 0, 512],[256,768,388,900]] shift_x = {0: (0, 256), 1: (388, 256)} shift_y = {k: (v[1], v[0]) for k, v in shift_x.items()} img_patches = [] for ix in yy: img_patches.append(img[ix[0]:ix[1], ix[2]:ix[3], :]) img_patches = np.asarray(img_patches) spacenet_predctions_x = get_predictions_spacenet(image_id, img_patches, model, shift_x,conf_thres=conf_thres) anns[1] = spacenet_predctions_x img_patches = [] for ix in xx: img_patches.append(img[ix[0]:ix[1], ix[2]:ix[3], :]) img_patches = np.asarray(img_patches) spacenet_predctions_y = get_predictions_spacenet(image_id, img_patches, model, shift_y,conf_thres=conf_thres) anns[2] = spacenet_predctions_y keep = get_final_annotations(image_id,anns,mx,my) if keep == []: keep = [[image_id, -1, 'POLYGON EMPTY', "POLYGON EMPTY"]] keep_all.extend(keep) return keep_all def predict_rgb512(subdir, model,conf_thres=0.95): mx, my = get_overlap_poly() patch_creator = p512 keep_all = [] tifimages = glob.glob(''.join([subdir, 'Pan-Sharpen/', '*.tif'])) for tifimage in tifimages: anns = {} image_id = tifimage.split('/')[-1].replace('.tif', '').replace('Pan-Sharpen_', '') img_patches, img = get_rgb_image_patches(tifimage,patch_creator) if img is None: keep_all.extend([[image_id,-1,'POLYGON EMPTY','POLYGON EMPTY']]) continue shifts = {} for k in patch_creator.coords.keys(): shifts[k] = (patch_creator.coords[k][2], patch_creator.coords[k][0]) spacenet_predctions_default = get_predictions_spacenet(image_id, img_patches, model, shifts,conf_thres=conf_thres) anns[0] = spacenet_predctions_default xx = [[0, 512, 256, 768],[388,900,256,768]] yy = [[256, 768, 0, 512],[256,768,388,900]] shift_x = {0: (0, 256), 1: (388, 256)} shift_y = {k: (v[1], v[0]) for k, v in shift_x.items()} img_patches = [] for ix in yy: img_patches.append(img[ix[0]:ix[1], ix[2]:ix[3], :]) img_patches = np.asarray(img_patches) spacenet_predctions_x = get_predictions_spacenet(image_id, img_patches, model, shift_x,conf_thres=conf_thres) anns[1] = spacenet_predctions_x img_patches = [] for ix in xx: img_patches.append(img[ix[0]:ix[1], ix[2]:ix[3], :]) img_patches = np.asarray(img_patches) spacenet_predctions_y = get_predictions_spacenet(image_id, img_patches, model, shift_y,conf_thres=conf_thres) anns[2] = spacenet_predctions_y keep = get_final_annotations(image_id, anns, mx, my) if keep==[]: keep=[[image_id,-1,'POLYGON EMPTY',"POLYGON EMPTY"]] keep_all.extend(keep) return keep_all def get_predictions_coco(dataset, model, subname='tmp.json',conf_thres=0.0): final_predictions = [] for i in tqdm(dataset.image_ids): im = dataset.load_image(i) images = [im] image_id = dataset.imgIds[i].replace('.jpg','').replace('.tif','') predictions = model.detect(images, verbose=0) r = predictions[0] for idx, class_id in enumerate(r["class_ids"]): if class_id == 1: confidence = r["scores"][idx] if confidence >= conf_thres: mask = r["masks"].astype(np.uint8)[:, :, idx] bbox = np.around(r["rois"][idx], 1) bbox = [float(x) for x in bbox] result = {} result["image_id"] = image_id result["category_id"] = 100 result["score"] = float(r["scores"][idx]) mask = maskUtils.encode(np.asfortranarray(mask)) mask["counts"] = mask["counts"].decode("UTF-8") result["segmentation"] = mask result["bbox"] = [bbox[1], bbox[0], bbox[3] - bbox[1], bbox[2] - bbox[0]] final_predictions.append(result) fp = open(subname, "w") fp.write(json.dumps(final_predictions)) fp.close() ================================================ FILE: number13/number13/src/test.sh ================================================ #!/bin/bash echo "testing...." if [ -d /wdata/spacenet_models/irgb16_models ] & [ -d /wdata/spacenet_models/mpan16_models ]; then python3 inference.py --indir $1 --output $2 else if [ -f ../spacenet_models.zip ]; then echo "extracting models.." unzip ../spacenet_models.zip -d /wdata/ python3 inference.py --indir $1 --output $2 else echo "No model dir ...train again?" fi fi ================================================ FILE: number13/number13/src/train.py ================================================ import sys import numpy as np np.random.seed(10) import tifffile sys.path.insert(0,'./Mask_RCNN/') from mrcnn import utils import glob from pycocotools.coco import COCO from skimage import io from imgaug import augmenters as iaa import pickle import os import gc from keras import backend as K import util import argparse from config import MODEL_IRGB_MAIN, MODEL_MPAN_MAIN, MODEL_RGB_U8, MODEL_MPAN_U8,MODEL_DIR from config import TRAIN_DATA_DIR_MPAN, TRAIN_DATA_DIR_IRGB from config import NADIR, OFF_NADIR, VERY_NADIR from models import modellib_mpan, modellib_rgb from models import SpacenetConfigRGB_u8, SpacenetConfigMPAN_u8 from models import SpacenetConfigMPAN_u16, SpacenetConfigIRGB_u16 import logging import warnings warnings.filterwarnings("ignore") logging.basicConfig(format='%(asctime)s %(message)s', filename='train.log', level=logging.DEBUG) val_set = pickle.load(open('val_set.pkl','rb')) annotation_prefix='Atlanta_nadir7_catid_1030010003D22F00' im_extension = '.tif' #Limit train and validation data to check if all models are produced by training steps and kept appropriately in the Directories as expected DEBUG = False if DEBUG: TRAIN_STEP =2 VALIDATION_STEPS =1 class SpacenetDataset(utils.Dataset): def load_data(self, coco,imgIds, dataDir, group='rgb',is_uint16 = False): # Add classes self.coco=coco self.dataDir=dataDir self.imgIds=imgIds self.is_uint16=is_uint16 self.group = group self.add_class("buildings", 1, "b") for i,item in enumerate(imgIds): subdir ='_'.join(item.split('_')[0:-3]) self.add_image("buildings", image_id=i, path=''.join([dataDir,subdir,'/',item])) def load_image(self, image_id): info = self.image_info[image_id] if not self.is_uint16: image = tifffile.imread(info['path']) if self.group=='rgb': if image.shape[-1]>3: image=image[:,:,1::] image = util.stretch_8bit(image,lower_percent=2,higher_percent=8) else: image = tifffile.imread(info['path']) return image def image_reference(self, image_id): """Return the shapes data of the image.""" info = self.image_info[image_id] print(info) if info["source"] == "buildings": return info["buildings"] else: super(self.__class__).image_reference(self, image_id) def load_mask(self, image_id): """Generate instance masks for shapes of the given image ID. """ info = self.image_info[image_id] imgIds = self.imgIds[image_id].split('_')[-3::] imgIds = '_'.join(imgIds) imgIds_to7 = '_'.join([annotation_prefix, imgIds]).replace(im_extension, '') #fix for pycocotools differing in how it gets annotaion in py35 and py36 if sys.version_info[1] == 6: imgIds_to7 = [imgIds_to7] annIds = self.coco.getAnnIds(imgIds=imgIds_to7, catIds=[], iscrowd=None) anns = self.coco.loadAnns(annIds) anns = [item for item in anns if item['area']!=0] masks=np.stack([self.coco.annToMask(item) for item in anns],axis=-1) _, _, num_masks = masks.shape class_ids = np.asarray([1] * num_masks) return masks, class_ids.astype(np.int32) def get_train_val_split(dir, angles, is_uint16=False): def split(images): images = [item.split('/')[-1] for item in images] val_imgids = [] for item in images: if '_'.join(item.split('_')[-3::]).replace(im_extension, '') in val_set: val_imgids.append(item) train_imgids = np.setdiff1d(images, val_imgids) return train_imgids,val_imgids images=[] if angles[0]=='all': for sub_dir in glob.glob(''.join([dir,'/*/'])): images.extend(glob.glob(''.join([sub_dir, '/*',im_extension]))) images = [item.split('/')[-1] for item in images] train_imgids, val_imgids = split(images) return train_imgids, val_imgids elif angles[0]=='nadir': nadir_type = NADIR elif angles[0]=='off': nadir_type = OFF_NADIR elif angles[0]=='very': nadir_type = VERY_NADIR else: nadir_type = angles for angle in nadir_type: dir_path=''.join([dir,'/',angle,'/']) images.extend(glob.glob(''.join([dir_path, '/*',im_extension]))) train_imgids, val_imgids = split(images) return train_imgids, val_imgids def get_datasets(annFile, angles, is_uint16=False, group = 'rgb'): coco = COCO(annFile) if group =='mpan': datadir = TRAIN_DATA_DIR_MPAN if group == 'rgb': datadir = TRAIN_DATA_DIR_IRGB train_imgids, val_imgids = get_train_val_split(datadir, angles,is_uint16=is_uint16) if DEBUG: val_imgids = train_imgids logging.info('Using datadir.. {}'.format(datadir)) dataset_train = SpacenetDataset() dataset_train.load_data(coco, train_imgids, datadir, group=group, is_uint16=is_uint16) dataset_train.prepare() dataset_val = SpacenetDataset() dataset_val.load_data(coco, val_imgids, datadir, group=group, is_uint16=is_uint16) dataset_val.prepare() return dataset_train,dataset_val,coco def limit_mem(): K.get_session().close() cfg = K.tf.ConfigProto() cfg.gpu_options.allow_growth=True K.set_session(K.tf.Session(config=cfg)) def train(annFile, angle, previous_weights, group='rgb',is_uint16=False, exclude=None, epochs=1, do_fine=0, init_epoch=0, gpus=1): gc.enable() if group=='rgb': if is_uint16: class TrainConfig(SpacenetConfigIRGB_u16): GPU_COUNT = gpus NAME = angle[0]+'_' config=TrainConfig() MODEL_DIR = MODEL_IRGB_MAIN else: class TrainConfig(SpacenetConfigRGB_u8): GPU_COUNT = gpus NAME = angle[0] + '_' config = TrainConfig() MODEL_DIR = MODEL_RGB_U8 model = modellib_rgb.MaskRCNN(mode="training", config=config, model_dir=MODEL_DIR) if group=='mpan': if is_uint16: class TrainConfig(SpacenetConfigMPAN_u16): GPU_COUNT = gpus NAME = angle[0]+'_' config=TrainConfig() MODEL_DIR = MODEL_MPAN_MAIN else: class TrainConfig(SpacenetConfigMPAN_u8): GPU_COUNT = gpus NAME = angle[0]+'_' config=TrainConfig() MODEL_DIR = MODEL_MPAN_U8 model = modellib_mpan.MaskRCNN(mode="training", config=config, model_dir = MODEL_DIR) logging.info('train using weights {} for angle {} is_uin16={}'.format(previous_weights, angle,is_uint16)) model.load_weights(previous_weights,exclude=exclude, by_name=True) dataset_train, dataset_val, _ = get_datasets(annFile, angle, is_uint16=is_uint16, group=group) config.STEPS_PER_EPOCH = int(dataset_train.num_images / (config.IMAGES_PER_GPU*config.GPU_COUNT)) config.VALIDATION_STEPS = int(dataset_val.num_images / (config.IMAGES_PER_GPU*config.GPU_COUNT)) logging.info('train samples::{}..valid samples::{}'.format(dataset_train.num_images,dataset_val.num_images)) logging.info('STEPS_PER_EPOCH::{}..VALIDATION_STEPS::{}'.format(config.STEPS_PER_EPOCH,config.VALIDATION_STEPS)) if DEBUG: config.STEPS_PER_EPOCH = TRAIN_STEP config.VALIDATION_STEPS = VALIDATION_STEPS augmentation = iaa.Fliplr(0.5) model.epoch = init_epoch if epochs!=0: model.train(dataset_train, dataset_val, learning_rate=config.LEARNING_RATE, epochs=epochs, layers='all', augmentation=augmentation) if do_fine!=0: learning_rate = config.LEARNING_RATE / 10 model.epoch = epochs+init_epoch model.train(dataset_train, dataset_val, learning_rate=learning_rate, epochs=model.epoch+do_fine, layers="all", augmentation=augmentation) path_to_saved_weights = model.find_last()[1] logging.info('finished training {} for {} epochs'.format(angle,model.epoch)) #limit_mem() K.clear_session() del model, dataset_train, dataset_val gc.collect() return path_to_saved_weights def train_cascade(annFile, initial_weight, angles, train_type, group='rgb', is_uint16=False,epochs=1 , gpus=1): if train_type=='fine_tune_angle': try: if 'very' in angles: for angle in VERY_NADIR: #should be sorted in increasing angle initial_weight = train(annFile, [angle], initial_weight, group=group, is_uint16=is_uint16,epochs=epochs, do_fine=1,gpus=gpus) if 'off' in angles: for angle in OFF_NADIR: #should be sorted in increasing angle initial_weight = train(annFile, [angle], initial_weight, group=group, is_uint16=is_uint16,epochs=epochs, do_fine=1,gpus=gpus) if 'nadir' in angles: for angle in NADIR: #should be sorted in increasing angle initial_weight = train(annFile, [angle], initial_weight, group=group, is_uint16=is_uint16,epochs=epochs, do_fine=1,gpus=gpus) except: logging.error('Error in cascade train while doing {}'.format(angles)) else: for angle in angles: _ = train(annFile, [angle], initial_weight, group=group, is_uint16=is_uint16,epochs=epochs, do_fine=0, gpus=gpus) return initial_weight def train_extra(annfile,group,model_dir): if group=='mpan': angles=VERY_NADIR if group=='rgb': angles=np.concatenate([NADIR,OFF_NADIR]).tolist() def get_weights_angle_specific(use_epoch, model_dir_old): weights = {} for item in glob.glob(''.join([model_dir_old, '*/'])): key = item.split('/')[-2] # strip time stamps key = '_'.join(key.split('_')[0:-1]) ww = glob.glob(''.join([item, '/*.h5'])) if len(ww) == 1: weights[key] = ww[0] else: for w in ww: if int(w.split('/')[-1].split('_')[-1].replace('.h5', '').replace('_', '')) == use_epoch: weights[key] = w return weights weights = get_weights_angle_specific(use_epoch=2, model_dir_old=model_dir) for angle in angles: wn = weights[angle.lower()] train(annfile, [angle], wn, group=group, is_uint16=True, epochs=0, init_epoch=2, do_fine=2, gpus=gpus) print('done {} training ...'.format(group)) def train_all(pretrained_weights,gpus=1): annfile_mpan = ''.join([TRAIN_DATA_DIR_MPAN, '/', annotation_prefix, '_annotation.json']) annfile_irgb = ''.join([TRAIN_DATA_DIR_IRGB, '/', annotation_prefix, '_annotation.json']) #train_initial_rgb_nadir7-> from crowdai_pretrained train on nadir 7 only for 4 epoch at lr=0.001 #and 1 epoch at lr=0.0001 (uint8_rgb_nadir7) weights = train(annfile_irgb,['Atlanta_nadir7_catid_1030010003D22F00'], pretrained_weights, group='rgb', is_uint16=False, epochs=4, do_fine=1, gpus=gpus) #train_rgb_uint8->from (uint8_nadir_7) train one epoch at 0.001 for whole datatset (uint8_rgb_all) weights = train(annfile_irgb,['all'], weights, group='rgb', is_uint16=False, epochs=1, do_fine=0, gpus=gpus) #train_mpan_uint8-> # from(uint8 rgb_all) train one epoch on all off ranges(uint8_mpan_off) weights = train(annfile_mpan,['off'], weights, group='mpan', is_uint16=False, epochs=1, do_fine=0, gpus=gpus) #train_mpan_uint16-> from (uint8_mpan_off) train uint16_mpan_off weights_mpan_off16 = train(annfile_mpan,['off'], weights, group='mpan', is_uint16=True, epochs=1, do_fine=0, gpus=gpus) #train_mpan_uint16-> from (uint16_mpan_off) train uint16_mpan_nadir, uint16_mpan_very weights_mpan_nadir16= train(annfile_mpan,['nadir'], weights_mpan_off16, group='mpan', is_uint16=True, epochs=1, do_fine=0, gpus=gpus) weights_mpan_very16= train(annfile_mpan,['very'], weights_mpan_off16, group='mpan', is_uint16=True, epochs=1, do_fine=0, gpus=gpus) #train_mpan_uint16-> from (uint16_mpan_very) fine tune angles in very cascaded .i.e previous angle weights loaded for next angle _ = train_cascade(annfile_mpan, weights_mpan_very16,angles=['very'], train_type='fine_tune_angle',group='mpan',is_uint16=True,epochs=1, gpus=gpus) # Further fine tune each angle for two more epochs at fine larning rate of 0.0001 train_extra(annfile_mpan, 'mpan', MODEL_MPAN_MAIN) #train_irgb_uint16-> from (uint16_mpan_nadir) train (uint16_irgb_nadir),uint16_irgb_off #going to 4 chan now so exclude conv1 for the first time weights_irgb_nadir16 = train(annfile_irgb,['nadir'], weights_mpan_nadir16, group='rgb', exclude=['conv1'], is_uint16=True, epochs=1, do_fine=0, gpus=gpus) weights_irgb_off16 = train(annfile_irgb,['off'], weights_irgb_nadir16, group='rgb', is_uint16=True, epochs=1, do_fine=0, gpus=gpus) #train_irgb_uint16-> from uint16_irgb_nadir and uint16_irgb_off fine tune all anles in nadir and off _ = train_cascade(annfile_irgb, weights_irgb_nadir16, angles=['nadir'], train_type='fine_tune_angle', group='rgb', is_uint16=True, epochs=1, gpus=gpus) # Further fine tune each angle for two more epochs at fine larning rate of 0.0001 _ = train_cascade(annfile_irgb, weights_irgb_off16, angles=['off'], train_type='fine_tune_angle', group='rgb', is_uint16=True, epochs=1, gpus=gpus) # Further fine tune each angle for two more epochs at fine larning rate of 0.0001 train_extra(annfile_irgb, 'rgb', MODEL_IRGB_MAIN) if __name__=='__main__': parser = argparse.ArgumentParser(description='train') #put img patches data in wdata as /wdata/irgbdata and /wdata/mpandata and models in ../spacenet_models parser.add_argument('--bands', required=False, default='all', help='whcih bands to use rgb or mpan(764 urban)' 'one of [rgb mapn]') parser.add_argument('--angles', required=False, default=['nadir'], type=str, nargs='+', help='Specify which nadir range to train one of [all ,nadir ,off, very]' 'or list of specific angle') parser.add_argument('--train_type',required=False, default='fine_tune_angle', type=str,help='cascaded fine_tune_angle or just normal train') parser.add_argument('--weights', required=True, help='Start training from this weight') parser.add_argument('--is_uint16',action='store_true',default=False, help='unit8 or uint16') parser.add_argument('--gpus',required=False, default=1,type=int, help='num gpus to use') args = parser.parse_args() angles = args.angles bands = args.bands initial_weight = args.weights gpus = args.gpus train_type = args.train_type is_uint16=args.is_uint16 assert (train_type in ['fine_tune_angle','train_normal']) #all means either rgb or mpan everythin is both if not os.path.isdir(MODEL_DIR): os.mkdir(MODEL_DIR) if not os.path.isdir(MODEL_IRGB_MAIN): os.mkdir(MODEL_IRGB_MAIN) if not os.path.isdir(MODEL_MPAN_MAIN): os.mkdir(MODEL_MPAN_MAIN) if not os.path.isdir(MODEL_MPAN_U8): os.mkdir(MODEL_MPAN_U8) if not os.path.isdir(MODEL_RGB_U8): os.mkdir(MODEL_RGB_U8) if bands=='rgb': annfile_irgb = ''.join([TRAIN_DATA_DIR_IRGB, '/', annotation_prefix, '_annotation.json']) if train_type=='fine_tune_angle': _ = train_cascade(annfile_irgb,initial_weight,angles=angles, train_type='fine_tune_angle',group=bands,is_uint16=is_uint16,epochs=1, gpus=gpus) else: train(annfile_irgb,angles,initial_weight,group=bands,is_uint16=is_uint16,epochs=1,do_fine=0,init_epoch=0,gpus=gpus) elif bands=='mpan': annfile_mpan = ''.join([TRAIN_DATA_DIR_MPAN, '/', annotation_prefix, '_annotation.json']) if train_type=='fine_tune_angles': _ = train_cascade(annfile_mpan,initial_weight,angles=angles, train_type='fine_tune_angle',group=bands, is_uint16=is_uint16,epochs=1, gpus=gpus) else: train(annfile_mpan,angles,initial_weight,group=bands, is_uint16=is_uint16,epochs=1,do_fine=0,init_epoch=0,gpus=gpus) else: train_all(initial_weight,gpus=gpus) print ('All Done..') ================================================ FILE: number13/number13/src/train.sh ================================================ #!/bin/bash echo "training...." echo "removing old models" rm -rf /wdata/spacenet_models/rgb8_models rm -rf /wdata/spacenet_models/mpan8_models rm -rf /wdata/spacenet_models/irgb16_models rm -rf /wdata/spacenet_models/mpan16_models if [ -d /wdata/mpandata ] & [ -d /wdata/irgbdata ]; then echo "Patches data already present.." else echo "Creating patches data first which takes 360 Gb " python3 create_patches_all.py --raw_dir $1 --summary_dir "$1/summaryData/" --step_size 512 echo "done.generating patches" fi #./crowdai_train.sh #UNCOMMENT if extrnal data training again is required. echo 'train spacenet off-nadir from crowdai pretrained weights' if [ -f /wdata/spacenet_models/external_pretrained/crowdai_final.h5 ]; then python3 train.py --weights "/wdata/spacenet_models/external_pretrained/crowdai_final.h5" --gpus 4 #set the num gpus else echo 'Connot find crowdai_final.h5 pretrained model weights ..extract from archived model or train on crowdai data' fi ================================================ FILE: number13/number13/src/util.py ================================================ from shapely.geometry import LineString, Polygon, MultiPolygon import numpy as np import cv2 import shapely from collections import defaultdict from skimage.transform import rescale import glob from skimage import io from tqdm import tqdm import sys def mask_for_polygons(polygons, im_size=(900, 900)): # __author__ = Konstantin Lopuhin # https://www.kaggle.com/lopuhin/dstl-satellite-imagery-feature-detection/full-pipeline-demo-poly-pixels-ml-poly int_coords = lambda x: np.array(x).round().astype(np.int32) all_mask = np.zeros(im_size, np.uint8) for i, poly in enumerate(polygons): exteriors = [] interiors = [] if poly.has_z: exteriors.append(int_coords([(item[0:2]) for item in poly.exterior.coords])) for pi in poly.interiors: pi = [(item[0:2]) for item in pi.coords] interiors.append(int_coords(pi)) else: exteriors.append(int_coords(poly.exterior.coords)) for pi in poly.interiors: interiors.append(int_coords(pi.coords)) cv2.fillPoly(all_mask, exteriors, i + 1) cv2.fillPoly(all_mask, interiors, 0) return all_mask def contours_hierarchy(mask): # first, find contours with cv2: it's much faster than shapely image, contours, hierarchy = cv2.findContours( ((mask == 1) * 255).astype(np.uint8), cv2.RETR_CCOMP, cv2.CHAIN_APPROX_TC89_KCOS) # cv2.CHAIN_APPROX_SIMPLE,#orig cv2.RETR_CCOMP, cv2.CHAIN_APPROX_TC89_KCOS return contours, hierarchy def mask_to_polygons(mask, epsilon=0.0, min_area=0): # __author__ = Konstantin Lopuhin # https://www.kaggle.com/lopuhin/dstl-satellite-imagery-feature-detection/full-pipeline-demo-poly-pixels-ml-poly # first, find contours with cv2: it's much faster than shapely contours, hierarchy = contours_hierarchy(mask) if epsilon == 0.0: approx_contours = contours else: approx_contours = [cv2.approxPolyDP(cnt, epsilon, True) for cnt in contours] if not contours: return Polygon(), [], [] cnt_children = defaultdict(list) child_contours = set() assert hierarchy.shape[0] == 1 # http://docs.opencv.org/3.1.0/d9/d8b/tutorial_py_contours_hierarchy.html for idx, (_, _, _, parent_idx) in enumerate(hierarchy[0]): if parent_idx != -1: child_contours.add(idx) cnt_children[parent_idx].append(approx_contours[idx]) # create actual polygons filtering by area (removes artifacts) all_polygons = [] for idx, cnt in enumerate(approx_contours): if idx not in child_contours and cv2.contourArea(cnt) >= min_area: assert cnt.shape[1] == 1 poly = shapely.geometry.Polygon( shell=cnt[:, 0, :], holes=[c[:, 0, :] for c in cnt_children.get(idx, []) if cv2.contourArea(c) >= min_area]) all_polygons.append(poly) #DO ALL polygon validation on returned poly return all_polygons def mask_to_multipolygons(mask, epsilon=0.0, min_area=0, shift=(0, 0)): # __author__ = Konstantin Lopuhin # https://www.kaggle.com/lopuhin/dstl-satellite-imagery-feature-detection/full-pipeline-demo-poly-pixels-ml-poly # first, find contours with cv2: it's much faster than shapely contours, hierarchy = contours_hierarchy(mask) # create approximate contours to have reasonable submission size if epsilon == 0.0: approx_contours = contours else: approx_contours = [cv2.approxPolyDP(cnt, epsilon, True) for cnt in contours] if shift != (0, 0): sx, sy = shift approx_contours_shift = [] for item in approx_contours: for i in item: i = i[0] approx_contours_shift.append([[i[0] + sx, i[1] + sy]]) approx_contours = [np.asarray(approx_contours_shift).astype('int32')] if not contours: return Polygon(), [], [] # now messy stuff to associate parent and child contours cnt_children = defaultdict(list) child_contours = set() assert hierarchy.shape[0] == 1 # http://docs.opencv.org/3.1.0/d9/d8b/tutorial_py_contours_hierarchy.html for idx, (_, _, _, parent_idx) in enumerate(hierarchy[0]): if parent_idx != -1: child_contours.add(idx) cnt_children[parent_idx].append(approx_contours[idx]) # create actual polygons filtering by area (removes artifacts) all_polygons = [] for idx, cnt in enumerate(approx_contours): if idx not in child_contours and cv2.contourArea(cnt) >= min_area: assert cnt.shape[1] == 1 poly = shapely.geometry.Polygon( shell=cnt[:, 0, :], holes=[c[:, 0, :] for c in cnt_children.get(idx, []) if cv2.contourArea(c) >= min_area]) all_polygons.append(poly) # approximating polygons might have created invalid ones, fix them all_polygons = MultiPolygon(all_polygons) return all_polygons, approx_contours, hierarchy def stretch_8bit(bands, lower_percent=2, higher_percent=98, chan=3): out = np.zeros_like(bands) for i in range(chan): a = 0 b = 255 c = np.percentile(bands[:, :, i], lower_percent) d = np.percentile(bands[:, :, i], higher_percent) t = a + (bands[:, :, i] - c) * (b - a) / (d - c) t[t < a] = a t[t > b] = b out[:, :, i] = t return out.astype(np.uint8) def pansharpen(m, pan): #reference https://www.kaggle.com/resolut/panchromatic-sharpening # get m_bands rgbn = np.empty((m.shape[1], m.shape[2], 3)) rgbn[:, :, 0] = m[7, :, :] # ir2 rgbn[:, :, 1] = m[6, :, :] # ir1 rgbn[:, :, 2] = m[4, :, :] # red # scaled them rgbn_scaled = np.empty((m.shape[1] * 4, m.shape[2] * 4, 4)) for i in range(3): img = rgbn[:, :, i] scaled = rescale(img, (4, 4)) rgbn_scaled[:, :, i] = scaled # check size and crop for pan band if pan.shape[0] < rgbn_scaled.shape[0]: rgbn_scaled = rgbn_scaled[:pan.shape[0], :, :] else: pan = pan[:rgbn_scaled.shape[0], :] if pan.shape[1] < rgbn_scaled.shape[1]: rgbn_scaled = rgbn_scaled[:, :pan.shape[1], :] else: pan = pan[:, :rgbn_scaled.shape[1]] R = rgbn_scaled[:, :, 0] G = rgbn_scaled[:, :, 1] B = rgbn_scaled[:, :, 2] image = None all_in = R + G + B prod = np.multiply(all_in, pan) r = np.multiply(R, pan / all_in)[:, :, np.newaxis] g = np.multiply(G, pan / all_in)[:, :, np.newaxis] b = np.multiply(B, pan / all_in)[:, :, np.newaxis] image = np.concatenate([r, g, b], axis=2) return image #bounding box strip for spacenet style output def strip_tail(annotations): return [item[0:-1] for item in annotations] def comput_mean_jpg(dir): g=glob.glob(''.join([dir,'*/','*.jpg'])) ssum = np.array([0.0, 0.0, 0.0]) shape = io.imread(g[0]).shape print ('imaga shapes::',shape) for item in tqdm(g): img = io.imread(item) ssum += np.asarray([np.sum(img[:, :, ch]) for ch in range(0, img.shape[-1])]) avg = ssum / (len(g) * shape[0] * shape[1]) return avg if __name__=='__main__': data_means=comput_mean_jpg(sys.argv[1]) print (data_means) ================================================ FILE: selim_sef/.idea/encodings.xml ================================================ ================================================ FILE: selim_sef/.idea/misc.xml ================================================ ================================================ FILE: selim_sef/.idea/modules.xml ================================================ ================================================ FILE: selim_sef/.idea/spacenet.iml ================================================ ================================================ FILE: selim_sef/.idea/vcs.xml ================================================ ================================================ FILE: selim_sef/.idea/workspace.xml ================================================ 1543746214044 1544445163100 1544468458400 1544635534986 1544644633341 1544645223203 1544652824950 1544821900557 1544910006383 1544910816740 1544910866633 1544912122137 1544912265586 1544971946469 1544975633657 1545080492825 1545080516999 1545080637647 1545080834297 1545080935555 1545157480270 1545159680010 1545260345989 1545335466283 1545341044140 1545341464770 1545349804008 1545352069212 1545413216724 1545422424349 1546175109349 1546182634025 1546183100511 1546203717281 1546203749219 1546203809314 1546206000752 1546209278253 1546231110588 1546260773065 1546261053043 1546261381643 1546261406068 1546262560898 1546262849288 1546263344277 file://$PROJECT_DIR$/train_classifier.py 454 file://$PROJECT_DIR$/train_classifier.py 453 file://$PROJECT_DIR$/generate_polygons.py 65 nadir < 20 Python EXPRESSION nadir< 200 Python EXPRESSION pretrained_dict[self.first_layer_params_name + '.weight'].data Python EXPRESSION np.max(mask) Python EXPRESSION image_id Python EXPRESSION os.path.join(mask_dir, "d161", image_id) Python EXPRESSION results Python EXPRESSION pred_props Python EXPRESSION path.join(truth_folder, filename[:-4] + ".tif") Python EXPRESSION s.state_dict() Python EXPRESSION list(d.encoder_stages[0].parameters()) Python EXPRESSION ================================================ FILE: selim_sef/Dockerfile ================================================ FROM nvidia/cuda:9.0-runtime-ubuntu16.04 MAINTAINER Selim Seferbekov RUN apt-get update && \ apt-get install -y curl build-essential libpng12-dev libffi-dev \ libboost-all-dev \ libgflags-dev \ libgoogle-glog-dev \ libhdf5-serial-dev \ libleveldb-dev \ liblmdb-dev \ libopencv-dev \ libprotobuf-dev \ libsnappy-dev \ protobuf-compiler \ python3-rtree \ git \ && \ apt-get clean && \ rm -rf /var/tmp /tmp /var/lib/apt/lists/* RUN curl -sSL -o installer.sh https://repo.continuum.io/archive/Anaconda3-5.0.1-Linux-x86_64.sh && \ bash /installer.sh -b -f && \ rm /installer.sh ENV PATH "$PATH:/root/anaconda3/bin" RUN conda install pytorch torchvision -c pytorch RUN conda install tqdm RUN pip install opencv-python RUN pip install https://github.com/SpaceNetChallenge/utilities/tarball/spacenetV3 RUN pip install pygeoif RUN pip install lightgbm RUN pip install shapely RUN pip install pretrainedmodels WORKDIR /work COPY . /work/ RUN chmod 777 train.sh RUN chmod 777 test.sh ================================================ FILE: selim_sef/README.md ================================================ # selim_sef SpaceNet 4 Off-Nadir Buildings Solution Description ## Overview Congrats on winning this marathon match. As part of your final submission and in order to receive payment for this marathon match, please complete the following document. ## Introduction Tell us a bit about yourself, and why you have decided to participate in the contest. - Handle: selim_sef - Placement you achieved in the MM: - About you: During the day I’m a computer vision engineer. About two years ago I started participating in machine learning challenges. Quickly I became interested in Deep Learning for Computer Vision tasks. Which recently has become my main job. - Why you participated in the MM: 1. quite challenging task 2. open source dataset 3. to apply the skills obtained at previous competitions and to try different network architectures ## Solution Development How did you solve the problem? What approaches did you try and what choices did you make, and why? Also, what alternative approaches did you consider? - I solved the task using the same approach as in the winning solution of Data Science Bowl 2018 https://www.kaggle.com/c/data-science-bowl-2018/discussion/54741. Which basically has encoder decoder network like UNet and watershed postprocessing but instead of predicting just binary masks the CNN predicted 3 masks: (body mask, separations between buildings, building contours). This helped to separate buildings much better than the simple watershed approach. Also additional step is used to remove false positive predictions. For that Grading Boosted Trees (LightGBM) is trained on masks morphological features produced from out of fold mask predictions. - At first I used heavy aumentations which inlcuded flips and rotations which turned out to be absolutely damaging for model performance. - To help models understand nadir angle and azimuth angle I made one hot encoding of catalogs and passed that as an additional channel just before decoder. - I used encoders pretrained on ImageNet and just initialized with He initialization additional input channels. Using pretrained encoders allows network to converge faster and produce better results even if it had less input channels originally. ## Final Approach Please provide a bulleted description of your final approach. What ideas/decisions/features have been found to be the most important for your solution performance: - For semantic segmentation I used different variation of UNet architectures with Densenet161, Densenet121, Se-Resnext50 and Resnet34 encoders. For SE-Resnext networks I also used SCSE attention module in the decoder part. - I trained neworks using novel AdamW optimizer - As a loss function I used loss=focal+(1–soft dice). Using both focal (or bce) and soft dice in the loss is crucial to achieve good results in binary semantic segmentation and to get better results with ensembling. - OHE for catalogs – crucial to have better predictions on very off nadir angles - Augmentations: color jittering/ random sized crops, without flips - Preprocessing: I scaled image pixel values between 0 and 1 - The final solution has an ensemble of models to produce binary masks. The masks produced by these models are averaged and then processed with watershed and GBT algorithm to remove false positives. - The best encoder was Densenet161. Even one fold produced results for 2nd place on public leaderboard. An ensemble of models had just marginal improvement (1 percent) compared to single fold of Densenet161. 4. Open Source Resources, Frameworks and Libraries Please specify the name of the open source resource along with a URL to where it’s housed and it’s license type: - Docker, https://www.docker.com (Apache License 2.0) - Nvidia-docker, https://github.com/NVIDIA/nvidia-docker, ( BSD 3-clause) - Python 3, https://www.python.org/, ( PSFL (Python Software Foundation License)) - Numpy, http://www.numpy.org/, (BSD) - Tqdm, https://github.com/noamraph/tqdm, ( The MIT License) - Anaconda, https://www.continuum.io/Anaconda-Overview,( New BSD License) - OpenCV, https://opencv.org/ (BSD) - Pytorch https://pytorch.org/ (BSD) 5. Potential Algorithm Improvements Please specify any potential improvements that can be made to the algorithm: - As I found out issue with augmentations quite late I did not have time to tune all the parameters. - Watershed and GBT postprocessing thresholds should have been tuned for different angles - Most likely it was possible to use azimuth and nadir angle to “shift” predictions and get them closer to ground truth. - I did not use MUL images which may potentially improve results 6. Algorithm Limitations Please specify any potential limitations with the algorithm: - The current approach doesn’t work perfectly on very off nadir images 7. Deployment Guide Please provide the exact steps required to build and deploy the code: 1. In this contest, a Dockerized version of the solution was required, which should run out of the box ================================================ FILE: selim_sef/configs/d121.json ================================================ { "arch": "densenet_unet", "segnetwork": { "seg_classes": 3, "backbone_arch": "densenet121" }, "network": { }, "optimizer": { "freeze_first_epoch": true, "start_zero": true, "zero_decoder": false, "batch_size": 8, "type": "AdamW", "learning_rate": 0.0002, "weigh_decay": 0.0001, "schedule": { "type": "multistep", "epochs": 60, "mode": "epoch", "params": { "gamma": 0.5, "milestones": [1, 5, 15, 30, 45, 55] } } }, "input": { "random_crop": [384,384], "color_jitter_train": true, "rescale_prob": 0.5, "random_rotate": {"angle": 5, "prob": 0.3}, "crop_size_range": [0.6,1.5] }, "loss": { "weights": {"focal": 1, "dice" : 1}, "channel_weights": [1, 0.1, 0.5], "channel_losses" : [["focal", "dice"], ["focal", "dice"], ["focal", "dice"]], "per_image": false } } ================================================ FILE: selim_sef/configs/d161.json ================================================ { "arch": "densenet_unet", "segnetwork": { "seg_classes": 3, "backbone_arch": "densenet161" }, "network": { }, "optimizer": { "freeze_first_epoch": true, "start_zero": true, "zero_decoder": false, "batch_size": 8, "type": "AdamW", "learning_rate": 0.0002, "weigh_decay": 0.0001, "schedule": { "type": "multistep", "epochs": 60, "mode": "epoch", "params": { "gamma": 0.5, "milestones": [1, 5, 15, 30, 45, 55] } } }, "input": { "random_crop": [384,384], "color_jitter_train": true, "rescale_prob": 0.5, "random_rotate": {"angle": 5, "prob": 0.3}, "crop_size_range": [0.6,1.5] }, "loss": { "weights": {"focal": 1, "dice" : 1}, "channel_weights": [1, 0.1, 0.5], "channel_losses" : [["focal", "dice"], ["focal", "dice"], ["focal", "dice"]], "per_image": false } } ================================================ FILE: selim_sef/configs/r101.json ================================================ { "arch": "scse_unet", "segnetwork": { "seg_classes": 3, "backbone_arch": "seresnext101" }, "network": { }, "optimizer": { "freeze_first_epoch": true, "start_zero": true, "zero_decoder": false, "batch_size": 6, "type": "AdamW", "learning_rate": 0.0002, "weigh_decay": 0.0001, "schedule": { "type": "multistep", "epochs": 40, "mode": "epoch", "params": { "gamma": 0.5, "milestones": [1, 5, 15, 30] } } }, "input": { "random_crop": [384,384], "color_jitter_train": true, "rescale_prob": 0.5, "random_rotate": {"angle": 5, "prob": 0.3}, "crop_size_range": [0.6,1.5] }, "loss": { "weights": {"focal": 1, "dice" : 1}, "channel_weights": [1, 0.1, 0.5], "channel_losses" : [["focal", "dice"], ["focal", "dice"], ["focal", "dice"]], "per_image": false } } ================================================ FILE: selim_sef/configs/r34.json ================================================ { "arch": "resnet_unet", "segnetwork": { "seg_classes": 3, "backbone_arch": "resnet34" }, "network": { }, "optimizer": { "freeze_first_epoch": true, "start_zero": true, "zero_decoder": false, "batch_size": 8, "type": "Adam", "learning_rate": 0.0002, "schedule": { "type": "multistep", "epochs": 70, "mode": "epoch", "params": { "gamma": 0.5, "milestones": [1, 5, 15, 30, 50, 60] } } }, "input": { "random_crop": [384,384], "color_jitter_train": true, "rescale_prob": 0.5, "random_rotate": {"angle": 5, "prob": 0.3}, "crop_size_range": [0.6,1.5] }, "loss": { "weights": {"focal": 1, "dice" : 1}, "channel_weights": [1, 0.1, 0.5], "channel_losses" : [["focal", "dice"], ["focal", "dice"], ["focal", "dice"]], "per_image": false } } ================================================ FILE: selim_sef/configs/sc50.json ================================================ { "arch": "scse_unet", "segnetwork": { "seg_classes": 3, "backbone_arch": "seresnext50" }, "network": { }, "optimizer": { "freeze_first_epoch": true, "start_zero": true, "zero_decoder": false, "batch_size": 8, "type": "AdamW", "learning_rate": 0.0002, "weigh_decay": 0.0001, "schedule": { "type": "multistep", "epochs": 52, "mode": "epoch", "params": { "gamma": 0.5, "milestones": [1, 5, 15, 30, 40, 50] } } }, "input": { "random_crop": [384,384], "color_jitter_train": true, "rescale_prob": 0.5, "random_rotate": {"angle": 5, "prob": 0.3}, "crop_size_range": [0.6,1.5] }, "loss": { "weights": {"focal": 1, "dice" : 1}, "channel_weights": [1, 0.1, 0.5], "channel_losses" : [["focal", "dice"], ["focal", "dice"], ["focal", "dice"]], "per_image": false } } ================================================ FILE: selim_sef/create_folds.py ================================================ import argparse import os import numpy as np import pandas as pd from numpy.random.mtrand import RandomState from sklearn.model_selection import KFold def get_id(f): return "_".join(f.rstrip(".tif").split("_")[-2:]) def get_nadir(f): return int(f.split("_")[2][5:]) if __name__ == '__main__': parser = argparse.ArgumentParser("PyTorch Segmentation Pipeline") arg = parser.add_argument arg('--data-path', type=str, default='/media/selim/sota/datasets/spacenet/SpaceNet-Off-Nadir_Train', help='Path to dataset folder') arg('--folds', type=int, default=16, help='Num folds') arg('--seed', type=int, default=777, help='Seed') args = parser.parse_args() train_dir = args.data_path nadir_ranges = [range(0, 11), range(11, 21), range(21, 31), range(31, 41), range(41, 55)] dirs = sorted([d for d in os.listdir(train_dir) if d.startswith("Atlanta")]) folds = [] ids = None data = {} np.random.seed(args.seed) for d in dirs: if os.path.isdir(os.path.join(train_dir, d)): dir = os.path.join(train_dir, d, "Pan-Sharpen") files = sorted([f for f in os.listdir(dir) if f.endswith("tif")]) if ids is None: ids = list(set([get_id(f) for f in files])) kfold = KFold(n_splits=args.folds, shuffle=True, random_state=RandomState(args.seed)) for fold, splits in enumerate(kfold.split(files)): for idx in splits[1]: data[ids[idx]] = fold for f in files: id = get_id(f) fold = data[id] folds.append([f, fold]) frame = pd.DataFrame(folds, columns=["id", "fold"]) print(frame.groupby('fold').count()) frame.to_csv("folds_angles.csv", index=False) ================================================ FILE: selim_sef/dataset/__init__.py ================================================ ================================================ FILE: selim_sef/dataset/dense_data.py ================================================ import os import cv2 import numpy as np import pandas as pd from skimage.external import tifffile cv2.setNumThreads(0) from torch.utils.data import Dataset nadirs = { "7-8": ["Atlanta_nadir7_catid_1030010003D22F00", "Atlanta_nadir8_catid_10300100023BC100"], "10": ["Atlanta_nadir10_catid_1030010003993E00", "Atlanta_nadir10_catid_1030010003CAF100"], "13-16": ["Atlanta_nadir13_catid_1030010002B7D800", "Atlanta_nadir14_catid_10300100039AB000", "Atlanta_nadir16_catid_1030010002649200"], "19-23": ["Atlanta_nadir19_catid_1030010003C92000", "Atlanta_nadir21_catid_1030010003127500", "Atlanta_nadir23_catid_103001000352C200"], "25-29": ["Atlanta_nadir25_catid_103001000307D800", "Atlanta_nadir27_catid_1030010003472200", "Atlanta_nadir29_catid_1030010003315300"], "30-34": ["Atlanta_nadir30_catid_10300100036D5200", "Atlanta_nadir32_catid_103001000392F600", "Atlanta_nadir34_catid_1030010003697400"], "36-39": ["Atlanta_nadir36_catid_1030010003895500", "Atlanta_nadir39_catid_1030010003832800"], "42-44": ["Atlanta_nadir42_catid_10300100035D1B00", "Atlanta_nadir44_catid_1030010003CCD700"], "46-47": ["Atlanta_nadir46_catid_1030010003713C00", "Atlanta_nadir47_catid_10300100033C5200"], "49-50": ["Atlanta_nadir49_catid_1030010003492700", "Atlanta_nadir50_catid_10300100039E6200"], "52-53": ["Atlanta_nadir52_catid_1030010003BDDC00", "Atlanta_nadir53_catid_1030010003193D00", "Atlanta_nadir53_catid_1030010003CD4300"], "0-25": ["Atlanta_nadir7_catid_1030010003D22F00", "Atlanta_nadir8_catid_10300100023BC100", "Atlanta_nadir10_catid_1030010003993E00", "Atlanta_nadir10_catid_1030010003CAF100", "Atlanta_nadir13_catid_1030010002B7D800", "Atlanta_nadir14_catid_10300100039AB000", "Atlanta_nadir16_catid_1030010002649200", "Atlanta_nadir19_catid_1030010003C92000", "Atlanta_nadir21_catid_1030010003127500", "Atlanta_nadir23_catid_103001000352C200", "Atlanta_nadir25_catid_103001000307D800"], "26-40": ["Atlanta_nadir27_catid_1030010003472200", "Atlanta_nadir29_catid_1030010003315300", "Atlanta_nadir30_catid_10300100036D5200", "Atlanta_nadir32_catid_103001000392F600", "Atlanta_nadir34_catid_1030010003697400", "Atlanta_nadir36_catid_1030010003895500", "Atlanta_nadir39_catid_1030010003832800"], "41-55": ["Atlanta_nadir42_catid_10300100035D1B00", "Atlanta_nadir44_catid_1030010003CCD700", "Atlanta_nadir46_catid_1030010003713C00", "Atlanta_nadir47_catid_10300100033C5200", "Atlanta_nadir49_catid_1030010003492700", "Atlanta_nadir50_catid_10300100039E6200", "Atlanta_nadir52_catid_1030010003BDDC00", "Atlanta_nadir53_catid_1030010003193D00", "Atlanta_nadir53_catid_1030010003CD4300"], "all": ["Atlanta_nadir7_catid_1030010003D22F00", "Atlanta_nadir8_catid_10300100023BC100", "Atlanta_nadir10_catid_1030010003993E00", "Atlanta_nadir10_catid_1030010003CAF100", "Atlanta_nadir13_catid_1030010002B7D800", "Atlanta_nadir14_catid_10300100039AB000", "Atlanta_nadir16_catid_1030010002649200", "Atlanta_nadir19_catid_1030010003C92000", "Atlanta_nadir21_catid_1030010003127500", "Atlanta_nadir23_catid_103001000352C200", "Atlanta_nadir25_catid_103001000307D800", "Atlanta_nadir27_catid_1030010003472200", "Atlanta_nadir29_catid_1030010003315300", "Atlanta_nadir30_catid_10300100036D5200", "Atlanta_nadir32_catid_103001000392F600", "Atlanta_nadir34_catid_1030010003697400", "Atlanta_nadir36_catid_1030010003895500", "Atlanta_nadir39_catid_1030010003832800", "Atlanta_nadir42_catid_10300100035D1B00", "Atlanta_nadir44_catid_1030010003CCD700", "Atlanta_nadir46_catid_1030010003713C00", "Atlanta_nadir47_catid_10300100033C5200", "Atlanta_nadir49_catid_1030010003492700", "Atlanta_nadir50_catid_10300100039E6200", "Atlanta_nadir52_catid_1030010003BDDC00", "Atlanta_nadir53_catid_1030010003193D00", "Atlanta_nadir53_catid_1030010003CD4300"] } def stretch_8bit(bands, lower_percent=0, higher_percent=100): out = np.zeros_like(bands).astype(np.float32) for i in range(bands.shape[-1]): a = 0 b = 1 band = bands[:, :, i].flatten() filtered = band[band > 0] if len(filtered) == 0: continue c = np.percentile(filtered, lower_percent) d = np.percentile(filtered, higher_percent) t = a + (bands[:, :, i] - c) * (b - a) / (d - c) t[t < a] = a t[t > b] = b out[:, :, i] = t return out.astype(np.float32) class DenseData(Dataset): def __init__(self, data_path, nadir, mode="train", csv_path="folds.csv", fold=0, transform=None): super().__init__() self.nadir = nadir self.data_path = data_path names = [] df = pd.read_csv(csv_path) if mode == "train": ids = set(df[(df['fold'] != fold)]['id'].tolist()) else: ids = set(df[(df['fold'] == fold)]['id'].tolist()) for cat in nadirs[nadir]: if os.path.exists(os.path.join(self.data_path, cat, "Pan-Sharpen")): names.extend(os.path.join(cat, "Pan-Sharpen", f) for f in os.listdir(os.path.join(self.data_path, cat, "Pan-Sharpen")) if f in ids) self.names = names self.transform = transform def __len__(self): return len(self.names) def __getitem__(self, idx): try: img = tifffile.imread(os.path.join(self.data_path, self.names[idx])) except Exception as e: print(os.path.join(self.data_path, self.names[idx])) raise e if np.shape(img)[0] == 4: img = np.moveaxis(img, 0, -1) img = stretch_8bit(img) mask = cv2.imread(os.path.join("train_labels", "masks_all", "mask_" + "_".join(self.names[idx][:-4].split("_")[-2:]) + ".png"), cv2.IMREAD_COLOR) if mask is None: mask = [] else: mask = mask / 255. nadir = nadirs['all'].index(self.names[idx].split("/")[0]) angle = np.zeros((1, 1, 27)) angle[0, 0, nadir] = 1 sample = {"img": img, "mask": mask, 'img_name': self.names[idx], "angle": angle} if self.transform: sample = self.transform(sample) return sample class TestDenseData(Dataset): def __init__(self, data_path, transform=None): super().__init__() self.data_path = data_path self.names = [os.path.join(data_path, "Pan-Sharpen", f) for f in os.listdir(os.path.join(self.data_path, "Pan-Sharpen")) if f.endswith("tif")] self.transform = transform def __len__(self): return len(self.names) def __getitem__(self, idx): try: img = tifffile.imread(os.path.join(self.data_path, self.names[idx])) except Exception as e: print(os.path.join(self.data_path, self.names[idx])) raise e if np.shape(img)[0] == 4: img = np.moveaxis(img, 0, -1) img = stretch_8bit(img) mask = [] nadir = nadirs['all'].index(self.names[idx].split("/")[-3]) angle = np.zeros((1, 1, 27)) angle[0, 0, nadir] = 1 sample = {"img": img, "mask": mask, 'img_name': self.names[idx], "angle": angle} if self.transform: sample = self.transform(sample) return sample ================================================ FILE: selim_sef/dataset/dense_transform.py ================================================ import math import random import cv2 cv2.setNumThreads(0) import numpy as np import torch from numpy.core.multiarray import ndarray _DEFAULT_ALPHASTD = 0.1 _DEFAULT_EIGVAL = torch.Tensor([0.2175, 0.0188, 0.0045]) _DEFAULT_EIGVEC = torch.Tensor([[-0.5675, 0.7192, 0.4009], [-0.5808, -0.0045, -0.8140], [-0.5836, -0.6948, 0.4203]]) _DEFAULT_BCS = [0.2, 0.2, 0.2] class Normalize(object): def __init__(self, mean, std): self.mean = mean self.std = std def __call__(self, sample): sample["img"] = self.normalize(sample["img"], self.mean, self.std) if "imgs" in sample: sample["imgs"] = [self.normalize(img, self.mean, self.std) for img in sample["imgs"]] return sample def normalize(self, tensor, mean, std): if not (torch.is_tensor(tensor) and tensor.ndimension() == 3): raise TypeError('tensor is not a torch image.') for t, m, s in zip(tensor, mean, std): t.sub_(m).div_(s) return tensor class HFlip(object): def __call__(self, sample): if random.random() < 0.5: try: sample["img"] = cv2.flip(sample["img"], 1) except Exception as e: print(sample["img_name"]) raise e if sample["mask"] is not None: sample["mask"] = cv2.flip(sample["mask"], 1) return sample class VFlip(object): def __call__(self, sample): if random.random() < 0.5: sample["img"] = cv2.flip(sample["img"], 0) if sample["mask"] is not None: sample["mask"] = cv2.flip(sample["mask"], 0) return sample def rot90(img, factor): img = np.rot90(img, factor) return np.ascontiguousarray(img) class Rotate90(object): def __call__(self, sample): if random.random() < 0.5: factor = random.randint(0, 4) sample["img"] = rot90(sample["img"], factor) if sample["mask"] is not None: sample["mask"] = rot90(sample["mask"], factor) return sample class Pad(object): def __init__(self, block=32, mode='reflect'): super().__init__() self.block = block self.mode = mode def __call__(self, sample): sample["img"] = pad(sample["img"], self.block, type='reflect') if sample["mask"] is not None and sample["mask"] != []: sample["mask"] = pad(sample["mask"], self.block, type='reflect') return sample def pad(image, block, type='reflect', **kwargs): params = {} if type == 'zero': params = {'constant_values': 0} type = 'constant' x0, x1, y0, y1 = 0, 0, 0, 0 if (image.shape[1] % block) != 0: x0 = int((block - image.shape[1] % block) / 2) x1 = (block - image.shape[1] % block) - x0 if (image.shape[0] % block) != 0: y0 = int((block - image.shape[0] % block) / 2) y1 = (block - image.shape[0] % block) - y0 if len(image.shape) > 1: return np.pad(image, ((y0, y1), (x0, x1), (0, 0)), type, **params, **kwargs) else: return np.pad(image, ((y0, y1), (x0, x1)), type, **params, **kwargs) class ToTensor(object): def __call__(self, sample): sample["img"] = torch.from_numpy(sample["img"].transpose((2, 0, 1))).float() sample["angle"] = torch.from_numpy(sample["angle"].transpose((2, 0, 1))).float() if isinstance(sample["mask"], ndarray): sample["mask"] = torch.from_numpy(sample["mask"].transpose((2, 0, 1))).float() return sample class ColorJitterImage(object): def __init__(self): self.transform = ColorJitter() def __call__(self, sample): if random.random() < 0.5: sample["img"] = self.transform(sample['img']) return sample class LightingImage(object): def __init__(self): self.transform = Lighting() def __call__(self, sample): if random.random() < 0.5: sample["img"] = self.transform(sample['img']) return sample class RandomCropAndScale(object): def __init__(self, height, width, scale_range=(0.5, 2.0), rescale_prob=0.5, prob=1.): self.prob = prob self.height = height self.width = width self.scale_range = scale_range self.rescale_prob = rescale_prob def __call__(self, sample): if random.random() > self.prob: return sample scale = random.uniform(self.scale_range[0], self.scale_range[1]) if random.random() > self.rescale_prob: scale = 1. random_state = np.random.randint(0, 10000) sample["img"] = random_crop(sample['img'], self.height, self.width, scale, np.random.RandomState(random_state)) if sample["mask"] is not None and sample["mask"] != []: sample["mask"] = random_crop(sample['mask'], self.height, self.width, scale, np.random.RandomState(random_state), mode=cv2.INTER_NEAREST) return sample def random_crop(img, height, width, scale, random_state, mode=None): if random_state is None: random_state = np.random.RandomState(1234) crop_height = height crop_width = width img_height, img_width = img.shape[:2] max_height = int(min(crop_height * scale, img_height)) max_width = int(min(crop_width * scale, img_width)) adjusted_scale = scale * min(max_width / (crop_width * scale), max_height / (crop_height * scale)) crop_width = int(adjusted_scale * width) crop_height = int(adjusted_scale * height) start_y = random_state.randint(0, max(img_height - crop_height, 1)) start_x = random_state.randint(0, max(img_width - crop_width, 1)) crop = img[start_y:start_y + crop_height, start_x:start_x + crop_width] if mode is None: if 1 / adjusted_scale < 1.: mode = cv2.INTER_AREA else: mode = cv2.INTER_CUBIC if scale != 1.: img = cv2.resize(crop, (width, height), interpolation=mode) else: img = crop return img def shift_scale_rotate(img, angle, scale, dx, dy, borderMode=cv2.BORDER_CONSTANT): height, width = img.shape[:2] cc = math.cos(angle / 180 * math.pi) * scale ss = math.sin(angle / 180 * math.pi) * scale rotate_matrix = np.array([[cc, -ss], [ss, cc]]) box0 = np.array([[0, 0], [width, 0], [width, height], [0, height], ]) box1 = box0 - np.array([width / 2, height / 2]) box1 = np.dot(box1, rotate_matrix.T) + np.array([width / 2 + dx * width, height / 2 + dy * height]) box0 = box0.astype(np.float32) box1 = box1.astype(np.float32) mat = cv2.getPerspectiveTransform(box0, box1) img = cv2.warpPerspective(img, mat, (width, height), flags=cv2.INTER_NEAREST, borderMode=borderMode) return img class RandomRotate(object): def __init__(self, angle=15, prob=0.3): self.prob = prob self.angle = angle def __call__(self, sample): if random.random() > self.prob: return sample angle = random.uniform(-self.angle, self.angle) if angle == 0: return sample sample["img"] = shift_scale_rotate(sample['img'], angle=angle, scale=1, dx=0, dy=0) if sample["mask"] is not None and sample["mask"] != []: sample["mask"] = shift_scale_rotate(sample['mask'], angle=angle, scale=1, dx=0, dy=0) return sample def _grayscale(img): alpha = torch.Tensor([0.299, 0.587, 0.114]) return (alpha.view(3, 1, 1) * img).sum(0, keepdim=True) def _blend(img1, img2, alpha): return img1 * alpha + (1 - alpha) * img2 class Lighting(object): def __init__(self, alphastd=_DEFAULT_ALPHASTD, eigval=_DEFAULT_EIGVAL, eigvec=_DEFAULT_EIGVEC): self._alphastd = alphastd self._eigval = eigval self._eigvec = eigvec def __call__(self, img): if self._alphastd == 0.: return img alpha = torch.normal(torch.zeros(3), self._alphastd) rgb = (self._eigvec * alpha * self._eigval).sum(dim=1) return img + rgb.view(3, 1, 1) class Saturation(object): def __init__(self, var): self._var = var def __call__(self, img): gs = _grayscale(img) alpha = torch.FloatTensor(1).uniform_(-self._var, self._var) + 1.0 return _blend(img, gs, alpha) class Brightness(object): def __init__(self, var): self._var = var def __call__(self, img): gs = torch.zeros(img.size()) alpha = torch.FloatTensor(1).uniform_(-self._var, self._var) + 1.0 return _blend(img, gs, alpha) class Contrast(object): def __init__(self, var): self._var = var def __call__(self, img): gs = _grayscale(img) gs = torch.FloatTensor(1, 1, 1).fill_(gs.mean()) alpha = torch.FloatTensor(1).uniform_(-self._var, self._var) + 1.0 return _blend(img, gs, alpha) class ColorJitter(object): def __init__(self, saturation=_DEFAULT_BCS[0], brightness=_DEFAULT_BCS[1], contrast=_DEFAULT_BCS[2]): self._transforms = [] if saturation is not None: self._transforms.append(Saturation(saturation)) if brightness is not None: self._transforms.append(Brightness(brightness)) if contrast is not None: self._transforms.append(Contrast(contrast)) def __call__(self, img): if len(self._transforms) == 0: return img for t in random.sample(self._transforms, len(self._transforms)): img[:3, ...] = t(img[:3,...]) return img ================================================ FILE: selim_sef/ensemble.py ================================================ import argparse from multiprocessing.pool import Pool import numpy as np from cv2 import cv2 cv2.setNumThreads(0) import os os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" def average_strategy(images): return np.average(images, axis=0) def hard_voting(images): rounded = np.round(images / 255.) return np.round(np.sum(rounded, axis=0) / images.shape[0]) * 255. def ensemble_image(params): file, dirs, ensembling_dir, strategy = params images = [] for dir in dirs: file_path = os.path.join(dir, file) images.append(cv2.imread(file_path, cv2.IMREAD_COLOR)) images = np.array(images) if strategy == 'average': ensembled = average_strategy(images) elif strategy == 'hard_voting': ensembled = hard_voting(images) else: raise ValueError('Unknown ensembling strategy') cv2.imwrite(os.path.join(ensembling_dir, file), ensembled) def ensemble(dirs, strategy, ensembling_dir, n_threads): files = os.listdir(dirs[0]) params = [] for file in files: params.append((file, dirs, ensembling_dir, strategy)) pool = Pool(n_threads) pool.map(ensemble_image, params) test_dirs = ['d161', 'd121', 'r34', 'sc50', 'r101', 'sc50_1', 'd161_1', 'd161_2', 'd161_3', 'd161_4','d161_5', 'd121_1','d121_2','d121_3','d121_4','d121_5', 'r34_1', 'r34_2', 'r34_3', 'sc50_1', 'sc50_2', 'sc50_3' ] if __name__ == '__main__': parser = argparse.ArgumentParser("Ensemble masks") arg = parser.add_argument arg('--ensembling_cpu_threads', type=int, default=8) arg('--ensembling_dir', type=str, default='predictions/masks/ensemble') arg('--strategy', type=str, default='average') arg('--folds_dir', type=str, default='predictions/masks') arg('--dirs_to_ensemble', nargs='+', default=test_dirs) args = parser.parse_args() folds_dir = args.folds_dir dirs = [os.path.join(folds_dir, d) for d in args.dirs_to_ensemble] for d in dirs: if not os.path.exists(d): raise ValueError(d + " doesn't exist") os.makedirs(args.ensembling_dir, exist_ok=True) ensemble(dirs, args.strategy, args.ensembling_dir, args.ensembling_cpu_threads) ================================================ FILE: selim_sef/evaluate_labels.py ================================================ import os from multiprocessing.pool import Pool import cv2 cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" import numpy as np from training.metric import calc_score import warnings warnings.filterwarnings("ignore") preds_dir = "predictions/lgbm_oof_sub1" labels_dir = "/media/selim/sota/datasets/spacenet/SpaceNet-Off-Nadir_Train/labels" def calc(f): label = cv2.imread(os.path.join(preds_dir, f), cv2.IMREAD_UNCHANGED) label_file = "mask_" + "_".join(f[:-4].split("_")[-2:]) + ".tif" gt_label = cv2.imread(os.path.join(labels_dir, label_file), cv2.IMREAD_UNCHANGED) res = calc_score(gt_label, label) nadir = int(f.split("_")[2].lstrip("nadir")) return nadir, res if __name__ == '__main__': pool = Pool(32) f_scores = [] for nadir_range in (range(0, 26),range(26, 40),range(40, 55),): results = pool.map(calc, [ f for f in os.listdir(os.path.join(preds_dir)) if int(f.split("_")[2].lstrip("nadir")) in nadir_range]) tp, fp, fn = 0, 0, 0 for res in results: nadir, preds = res if preds: _tp, _fp, _fn = preds if nadir in nadir_range: tp += _tp fp += _fp fn += _fn if tp > 0 and fp > 0 and fn > 0: precision = tp / (tp + fp) recall = tp / (tp + fn) f_score = 2 * precision * recall / (precision + recall), print("{} F1 {}".format(nadir_range, f_score)) f_scores.append(f_score) print("Average: {}".format(np.mean(f_scores))) 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Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_744851_3724239.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_744851_3739539.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_744851_3740439.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_744851_3743139.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_745301_3725139.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_745301_3732339.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_745301_3738189.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_745301_3743589.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_746201_3726489.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_746201_3726939.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_746201_3727839.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_746651_3732789.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_747101_3720639.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_747101_3726489.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_747101_3735039.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_747551_3724689.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_747551_3725589.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_748001_3726039.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_748451_3726489.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_748451_3730539.tif,15 Pan-Sharpen_Atlanta_nadir30_catid_10300100036D5200_748451_3735939.tif,15 ================================================ FILE: selim_sef/generate_polygons.py ================================================ import argparse import os import cv2 import rasterio import shapely import skimage import numpy as np from skimage import measure from skimage.morphology import watershed import pandas as pd from tqdm import tqdm import rasterio.features import shapely.wkt import shapely.ops import shapely.geometry parser = argparse.ArgumentParser("Postprocessing") arg = parser.add_argument arg('--masks-path', type=str, default='predictions/lgbm_test_sub1', help='Path to predicted masks') arg('--output-path', type=str, help='Path for output file') args = parser.parse_args() def label_mask(pred, main_threshold=0.3, seed_threshold=0.7, w_pixel_t=20, pixel_t=100): av_pred = pred / 255. av_pred = av_pred[..., 0] * (1 - av_pred[..., 2]) av_pred = 1 * (av_pred > seed_threshold) av_pred = av_pred.astype(np.uint8) y_pred = measure.label(av_pred, neighbors=8, background=0) props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < w_pixel_t: y_pred[y_pred == i + 1] = 0 y_pred = measure.label(y_pred, neighbors=8, background=0) nucl_msk = (255 - pred[..., 0]) nucl_msk = nucl_msk.astype('uint8') y_pred = watershed(nucl_msk, y_pred, mask=(pred[..., 0] > main_threshold * 255), watershed_line=True) props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < pixel_t: y_pred[y_pred == i + 1] = 0 y_pred = measure.label(y_pred, neighbors=8, background=0) return y_pred MIN_AREA = 100 def _internal_test(mask_dir, out_file): # Postprocessing phase fn_out = out_file with open(fn_out, 'w') as f: f.write("ImageId,BuildingId,PolygonWKT_Pix,Confidence\n") test_image_list = os.listdir(os.path.join(mask_dir)) for idx, image_id in tqdm(enumerate(test_image_list), total=len(test_image_list)): img1 = cv2.imread(os.path.join(mask_dir, image_id), cv2.IMREAD_UNCHANGED) labels = img1.astype(np.uint16) df_poly = mask_to_poly(labels, min_polygon_area_th=MIN_AREA) if len(df_poly) > 0: for i, row in df_poly.iterrows(): line = "{},{},\"{}\",{:.6f}\n".format( image_id.lstrip("Pan-Sharpen_").rstrip(".tif"), row.bid, row.wkt, row.area_ratio) line = _remove_interiors(line) f.write(line) else: f.write("{},{},{},0\n".format( image_id, -1, "POLYGON EMPTY")) def mask_to_poly(mask, min_polygon_area_th=MIN_AREA): shapes = rasterio.features.shapes(mask.astype(np.int16), mask > 0) poly_list = [] mp = shapely.ops.cascaded_union( shapely.geometry.MultiPolygon([ shapely.geometry.shape(shape) for shape, value in shapes ])) if isinstance(mp, shapely.geometry.Polygon): df = pd.DataFrame({ 'area_size': [mp.area], 'poly': [mp], }) else: df = pd.DataFrame({ 'area_size': [p.area for p in mp], 'poly': [p for p in mp], }) df = df[df.area_size > min_polygon_area_th].sort_values( by='area_size', ascending=False) df.loc[:, 'wkt'] = df.poly.apply(lambda x: shapely.wkt.dumps( x, rounding_precision=0)) df.loc[:, 'bid'] = list(range(1, len(df) + 1)) df.loc[:, 'area_ratio'] = df.area_size / df.area_size.max() return df def _remove_interiors(line): if "), (" in line: line_prefix = line.split('), (')[0] line_terminate = line.split('))",')[-1] line = ( line_prefix + '))",' + line_terminate ) return line if __name__ == '__main__': _internal_test(args.masks_path, args.output_path) ================================================ FILE: selim_sef/inference/__init__.py ================================================ ================================================ FILE: selim_sef/inference/predict.py ================================================ import argparse import os import warnings import cv2 import numpy as np import torch from torch.utils.data import DataLoader from tqdm import tqdm import zoo from dataset.dense_data import TestDenseData from inference.tta import transforms1, transforms_ms from tools.config import load_config from training.utils import get_model_params, create_transforms warnings.simplefilter("ignore") def predict_tta(model, batch, apply_sigmoid, transforms): batch = (batch[0].cpu().numpy(), batch[1]) ret = [] for cls in transforms: ret.append(cls(apply_sigmoid)(model, batch)) out = np.moveaxis(np.mean(ret, axis=0), 1, -1) return out def get_nadir(f): return int(f.split("_")[2][5:]) if __name__ == '__main__': parser = argparse.ArgumentParser("PyTorch Segmentation Predictor") arg = parser.add_argument arg('--config', metavar='CONFIG_FILE', help='path to configuration file') arg('--data-path', type=str, help='Path to test images') arg('--gpu', type=str, default='0', help='List of GPUs for parallel training, e.g. 0,1,2,3') arg('--output-dir', type=str, help='Path for predicted masks') arg('--resume', type=str, metavar='PATH', help='path to latest checkpoint (default: none)') args = parser.parse_args() os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu conf = load_config(args.config) num_classes = conf["segnetwork"]['seg_classes'] train_transforms, val_transforms = create_transforms(conf["input"]) dirs = os.listdir(args.data_path) params = get_model_params({**conf["segnetwork"], **conf["network"]}) model = zoo.__dict__[conf['arch']](**params) model = torch.nn.DataParallel(model).cuda() weights = args.resume print("=> loading checkpoint '{}'".format(weights)) checkpoint = torch.load(weights) miou_best = checkpoint['best_miou'] model.load_state_dict(checkpoint['state_dict']) print("=> loaded checkpoint '{}' (epoch {})".format(weights, checkpoint['epoch'])) os.makedirs(args.output_dir, exist_ok=True) model.eval() for dir in dirs: data_test = TestDenseData(data_path=os.path.join(args.data_path, dir), transform=val_transforms) test_data_loader = DataLoader(data_test, batch_size=2, num_workers=8, shuffle=False, pin_memory=False) with torch.no_grad(): for sample in tqdm(test_data_loader): images = sample["img"] img_names = sample["img_name"] nadir = get_nadir(os.path.basename(sample["img_name"][0])) if nadir < 30: ttas = transforms_ms else: ttas = transforms1 preds = predict_tta(model, (images, sample["angle"]), apply_sigmoid=True, transforms=ttas) preds = preds[:, 14:-14, 14:-14, :] for i in range(preds.shape[0]): pred = preds[i] mask = pred * 255 cv2.imwrite( os.path.join(args.output_dir, "{}.png".format(os.path.basename(sample["img_name"][i])[:-4])), mask) ================================================ FILE: selim_sef/inference/predict_oof.py ================================================ import argparse import os import warnings import cv2 import numpy as np import torch from torch.utils.data import DataLoader from tqdm import tqdm import zoo from dataset.dense_data import DenseData from inference.predict import get_nadir from inference.tta import transforms1, transforms_ms from tools.config import load_config from training.utils import get_model_params, create_transforms warnings.simplefilter("ignore") def predict_tta(model, batch, apply_sigmoid, transforms): batch = (batch[0].cpu().numpy(), batch[1]) ret = [] for cls in transforms: ret.append(cls(apply_sigmoid)(model, batch)) out = np.moveaxis(np.mean(ret, axis=0), 1, -1) return out if __name__ == '__main__': parser = argparse.ArgumentParser("PyTorch Segmentation Predictor") arg = parser.add_argument arg('--config', metavar='CONFIG_FILE', help='path to configuration file') arg('--data-path', type=str, help='Path to test images') arg('--gpu', type=str, default='0', help='List of GPUs for parallel training, e.g. 0,1,2,3') arg('--output-dir', type=str, help='Path for predicted masks') arg('--resume', type=str, metavar='PATH', help='path to latest checkpoint (default: none)') arg('--folds_csv', type=str, help='path to folds file') arg('--fold', type=int,default=0 , help='fold num') args = parser.parse_args() os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu conf = load_config(args.config) num_classes = conf["segnetwork"]['seg_classes'] train_transforms, val_transforms = create_transforms(conf["input"]) dirs = os.listdir(args.data_path) params = get_model_params({**conf["segnetwork"], **conf["network"]}) model = zoo.__dict__[conf['arch']](**params) model = torch.nn.DataParallel(model).cuda() weights = args.resume print("=> loading checkpoint '{}'".format(weights)) checkpoint = torch.load(weights) miou_best = checkpoint['best_miou'] model.load_state_dict(checkpoint['state_dict']) print("=> loaded checkpoint '{}' (epoch {})".format(weights, checkpoint['epoch'])) os.makedirs(args.output_dir, exist_ok=True) model.eval() data_test = DenseData(data_path=args.data_path, transform=val_transforms, csv_path=args.folds_csv, mode='val', fold=args.fold, nadir='all') test_data_loader = DataLoader(data_test, batch_size=2, num_workers=8, shuffle=False, pin_memory=False) with torch.no_grad(): for sample in tqdm(test_data_loader): images = sample["img"] img_names = sample["img_name"] nadir = get_nadir(os.path.basename(sample["img_name"][0])) if nadir < 30: ttas = transforms_ms else: ttas = transforms1 preds = predict_tta(model, (images, sample["angle"]), apply_sigmoid=True, transforms=ttas) preds = preds[:, 14:-14, 14:-14, :] for i in range(preds.shape[0]): pred = preds[i] mask = pred * 255 cv2.imwrite( os.path.join(args.output_dir, "{}.png".format(os.path.basename(sample["img_name"][i])[:-4])), mask) ================================================ FILE: selim_sef/inference/tta.py ================================================ import cv2 import numpy as np from torch.nn import functional as F class TTAOp: def __init__(self, sigmoid=True): self.sigmoid = sigmoid def __call__(self, model, batch): forwarded = self.forward(batch[0]) predicted = model((torch.from_numpy(forwarded).cuda().float(), batch[1])) return self.backward(self.to_numpy(predicted)) def forward(self, img): raise NotImplementedError def backward(self, img): raise NotImplementedError def to_numpy(self, batch): if self.sigmoid: batch = F.sigmoid(batch) else: batch = F.softmax(batch, dim=1) data = batch.data.cpu().numpy() return data class BasicTTAOp(TTAOp): @staticmethod def op(img): raise NotImplementedError def forward(self, img): return self.op(img) def backward(self, img): if len(img.shape) == 4: # segmentation return self.forward(img) else: # classification return img class Nothing(BasicTTAOp): @staticmethod def op(img): return img class ScaleUp2(BasicTTAOp): @staticmethod def op(img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 1312, 1312)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (1312, 1312), interpolation=cv2.INTER_CUBIC) out[i] = np.moveaxis(out_img, -1, 0) return out def backward(self, img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 928, 928)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (928, 928), interpolation=cv2.INTER_AREA) out[i] = np.moveaxis(out_img, -1, 0) return out class ScaleUp1(BasicTTAOp): @staticmethod def op(img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 1120, 1120)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (1120, 1120), interpolation=cv2.INTER_CUBIC) out[i] = np.moveaxis(out_img, -1, 0) return out def backward(self, img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 928, 928)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (928, 928), interpolation=cv2.INTER_AREA) out[i] = np.moveaxis(out_img, -1, 0) return out class ScaleDown(BasicTTAOp): @staticmethod def op(img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 768, 768)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (768, 768), interpolation=cv2.INTER_AREA) out[i] = np.moveaxis(out_img, -1, 0) return out def backward(self, img): batch_size = img.shape[0] channels = img.shape[1] out = np.zeros((batch_size, channels, 928, 928)) for i in range(batch_size): in_img = np.moveaxis(img[i], 0, -1) out_img = cv2.resize(in_img, (928, 928), interpolation=cv2.INTER_CUBIC) out[i] = np.moveaxis(out_img, -1, 0) return out class HFlip(BasicTTAOp): @staticmethod def op(img): return np.ascontiguousarray(np.flip(img, axis=-1)) class VFlip(BasicTTAOp): @staticmethod def op(img): return np.ascontiguousarray(np.flip(img, axis=-2)) class Transpose(BasicTTAOp): @staticmethod def op(img): return np.ascontiguousarray(img.transpose(0, 1, 3, 2)) def chain_op(data, operations): for op in operations: data = op.op(data) return data class ChainedTTA(TTAOp): @property def operations(self): raise NotImplementedError def forward(self, img): return chain_op(img, self.operations) def backward(self, img): if len(img.shape) == 4: # segmentation return chain_op(img, reversed(self.operations)) else: # classification return img class HVFlip(ChainedTTA): @property def operations(self): return [HFlip, VFlip] class TransposeHFlip(ChainedTTA): @property def operations(self): return [Transpose, HFlip] class TransposeVFlip(ChainedTTA): @property def operations(self): return [Transpose, VFlip] class TransposeHVFlip(ChainedTTA): @property def operations(self): return [Transpose, HFlip, VFlip] transforms2 = [Nothing, HFlip] transforms8 = [Nothing, HFlip, VFlip, HVFlip, Transpose, TransposeHFlip, TransposeVFlip, TransposeHVFlip] transforms4 = [Nothing, HFlip, VFlip, HVFlip] transforms1 = [Nothing] transforms_ms = [Nothing, ScaleUp1, ScaleUp2, ScaleDown] transforms_ms_oof = [Nothing, ScaleUp1, ScaleDown] import torch print(torch.__version__) ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_0.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:221674] [0:22405] [0:1] [0:506] [0:900.39019775390625] [0:1] [-90:90] [1:260258] [0.24590163934426229:1] [0:1] [0.13157894736842105:1] [0:3741.0144648186224] [0:1059.453814230287] [0:526.92406768985688] [0:1] [0:255] [0:124.95104256878334] [1:8] [53:221674] [1.5100949849745549e-05:17.378234903782349] [1:22] [54:221674] [1.5100949849745549e-05:49.859999999999999] [1:39] [74:221674] [1.5100949849745549e-05:188.30093457943926] [1:67] [79:221674] [1.5315030170609438e-05:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=2668 2747 2760 2729 2766 2749 2745 2770 2746 2759 2764 2764 2768 2758 2769 2787 2781 2774 2767 2776 2784 2782 2786 2761 2768 2741 2751 2764 2748 2764 2771 2722 2746 2775 2765 2732 2749 2726 2734 2768 2765 2731 2767 2754 2728 2733 2705 2766 2750 2762 2747 2715 2727 2695 2709 2736 2724 2753 2720 2693 2667 2745 2716 2702 2647 2693 2655 2733 2742 2749 2734 2685 2696 2655 2696 2697 2698 2712 2695 2688 2668 2650 2700 2667 2686 2738 2759 2699 2674 2695 2657 2695 2683 2667 2704 2714 2695 Tree=0 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 0 12 17 29 29 20 16 17 17 16 12 1 0 16 29 16 16 split_gain=22474 5933.75 2932 2743.51 1640.37 1415.69 672.892 503.255 415.749 396.903 386.1 342.071 184.865 143.752 127.572 100.496 89.917 83.1651 80.3547 80.2811 71.1324 67.8052 65.5183 58.6185 57.4239 57.0001 54.9741 53.7025 49.0481 47.67 43.9314 threshold=215.02813649676398 1.5000000000000002 193.73843090995163 228.54718538552027 1.5000000000000002 0.6015370531693417 1.5000000000000002 90.234500951259989 235.94713559460504 165.0033182123656 203.68417515563104 223.14152924864436 0.67501425313568997 233.07085777524307 35.000000000000007 89.269552621700484 78.687136098251756 0.52516486134595075 0.7455159284365267 0.55359636785352984 232.13452397147998 42.758178369439641 67.830442737287754 243.33329737116557 92.402543263816625 324.50000000000006 37.500000000000007 182.30103067516322 0.56946895464433056 184.90514840093775 209.06110250605667 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 17 7 9 20 26 16 25 28 24 21 -12 -4 -3 -9 -8 -5 -11 30 -10 -7 -2 -1 -23 -6 -16 -17 right_child=1 5 4 8 12 13 19 18 23 14 15 -13 -14 -15 29 22 -18 -19 -20 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=0.50138373043325402 0.53042183534804088 0.48172713497508823 0.51927761653844939 0.55348092773746294 0.48227172011913194 0.50899042957325447 0.4816485114486313 0.5167524788442468 0.56315343460279332 0.52432632723697559 0.52637738212527674 0.54793986221022606 0.51224042099598799 0.54737374686607498 0.50340723842670487 0.52842250603335972 0.53994306724624896 0.49679632852211986 0.53971497583743155 0.49868163061065551 0.55796755385532437 0.50814835436539041 0.54516220863473408 0.56968324326618058 0.52905825935821849 0.54051828137727964 0.49437607439705911 0.51605782916843779 0.4965400812238111 0.51001326094311639 0.53388825516008409 leaf_count=27481 6413 12886 61364 76914 9119 2119 13388 2371 83883 5957 47269 109097 3945 4324 28201 26061 2386 5790 5562 3897 77271 17699 4245 18261 5848 124748 21977 19883 3692 20634 41720 internal_value=0 0.132199 -0.190078 0.158683 -0.108333 -0.292498 -0.287849 -0.266288 0.230644 -0.279997 -0.0809183 0.0819086 -0.407811 -0.028936 -0.24129 -0.0473446 -0.143745 -0.465953 -0.0211801 -0.474668 0.197864 -0.201932 -0.0238317 0.280124 -0.108608 0.0474956 -0.352293 -0.217644 -0.466099 -0.276379 -0.0313795 internal_count=894405 527554 366851 496587 199801 30967 167050 149765 256329 141832 183045 240258 16756 12291 92374 119295 63750 18676 7933 17285 154185 43539 72026 102144 7967 131161 49458 37582 12811 48835 67781 shrinkage=1 Tree=1 num_leaves=32 num_cat=0 split_feature=29 17 32 11 0 0 1 12 20 17 1 0 11 17 20 0 12 14 9 17 1 9 14 1 1 1 0 11 1 2 31 split_gain=10217.5 5322.74 3076.51 921.575 756.29 665.639 552.814 546.722 476.356 350.163 284.995 278.294 261.201 260.046 234.665 207.612 204.956 149.073 118.849 116.245 115.894 134.323 106.294 105.962 100.658 91.246 91.019 89.6179 83.2349 79.8624 77.472 threshold=0.75620301102550236 48.738063860598885 1.5000000000000002 0.86710744885469493 45.000000000000007 45.000000000000007 585.50000000000011 75.716251762801377 0.6451889677696131 43.296232858964508 678.50000000000011 37.500000000000007 0.83210330428467694 52.492291775055186 0.57379147498269767 31.000000000000004 104.64518395093592 19.06268347167013 0.93474851185219132 53.526340219964879 2173.5000000000005 0.94593428609056918 24.832590468526764 558.50000000000011 3030.5000000000005 597.50000000000011 24.000000000000004 0.8270691440895177 576.50000000000011 13.095695970695973 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 13 6 17 15 -8 -10 27 19 18 25 -4 -1 29 -2 24 22 21 -12 -9 -15 -6 -3 -19 -7 -20 -5 -11 right_child=1 4 14 16 12 10 8 11 9 30 20 -13 -14 23 -16 -17 -18 26 28 -21 -22 -23 -24 -25 -26 -27 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0.16118 -0.166956 0.183777 0.188456 0.00974614 -0.0950449 -0.0950805 0.00541468 -0.421649 -0.22304 0.0045512 0.0837689 -0.130404 -0.0420187 0.0603039 0.000976448 -0.00410898 -0.0295699 -0.216172 0.0409958 0.106825 -0.16662 -0.111913 -0.0244019 0.147132 internal_count=894405 673626 220779 176309 325636 347990 316028 135561 244621 241901 31962 59399 116728 208908 44470 76162 40748 71407 74941 37121 24841 14159 25444 105337 13291 103571 56915 7121 61650 34927 110979 shrinkage=0.104442 Tree=2 num_leaves=32 num_cat=0 split_feature=16 20 16 16 30 20 17 30 16 16 16 16 26 30 20 30 33 17 33 17 16 30 17 1 16 16 20 16 10 16 30 split_gain=15676.3 3799.02 2053.55 1875.94 964.03 735.97 355.271 309.191 288.106 287.949 283.273 247.519 161.538 143.812 97.1362 94.0287 91.9921 86.3051 85.54 78.5551 67.9778 62.4016 62.2017 53.1278 49.2822 46.9987 46.1799 42.9439 43.7125 37.2276 34.0616 threshold=213.57307621377728 0.59262657152565412 228.54718538552027 192.50307850260626 1.0000000180025095e-35 0.6676624796412397 83.760764506543609 1.0000000180025095e-35 221.72230091281088 236.71534954407298 165.0033182123656 203.28800958320662 0.77945144812356681 1.0000000180025095e-35 0.6676624796412397 1.0000000180025095e-35 2.5000000000000004 45.12266911422131 2.5000000000000004 78.687136098251756 178.34351045788586 1.0000000180025095e-35 74.567806791498114 364.50000000000006 233.22748669291227 208.71314002089869 0.78197459754836818 245.8440854241048 0.98814822101022537 225.7000615763547 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 -2 7 10 -5 18 15 21 19 -8 17 -15 24 29 -12 -3 -7 -19 -1 25 -6 -4 -13 -17 30 -29 -10 -11 right_child=1 2 9 5 23 11 12 -9 16 27 13 22 -14 14 -16 26 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.031522387791069195 0.0055059190342765241 0.0030949061221043767 0.016130776133041983 -0.015091442726782018 -0.043446532028159089 -0.013658269781954729 -0.022738108496828141 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0.296838 0.0960455 0.224861 internal_count=894405 548476 521607 345929 26869 185677 160252 23685 260915 260692 149316 161992 10936 94134 13551 169369 136089 80583 124826 62453 69730 55182 99539 19707 157188 96643 12181 91323 9220 134480 82103 shrinkage=0.104442 Tree=3 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 17 29 2 26 17 16 17 16 1 26 16 16 13 12 16 10 7 19 8 split_gain=12541.6 3306.04 1676.58 1477.1 791.821 721.24 400.311 319.588 332.975 238.477 187.736 127.85 81.2099 77.4109 73.1841 67.389 60.6026 56.1819 63.164 55.9464 55.7646 47.9923 43.9814 37.3458 35.5465 34.5535 28.3578 33.2731 28.1155 30.8895 41.7244 threshold=214.56298007028633 1.5000000000000002 197.65789276374196 229.49902561088894 1.5000000000000002 0.63630161351738823 1.5000000000000002 83.760764506543609 173.98467021776597 223.31427010633817 237.54723647460682 208.71314002089869 46.497194606071666 0.64913001484813115 45.616515837104082 0.79397457655161985 78.687136098251756 151.88890284757122 39.52583133176261 188.96426177956494 747.50000000000011 0.58100813057004175 218.60448735133397 233.22748669291227 31.215368161159052 73.802038200428299 245.8440854241048 0.98814822101022537 -71.502365112304673 2612.5000000000005 1234.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 20 7 8 17 22 23 16 -10 -6 -7 -9 24 -1 -19 -14 -3 -8 -2 -5 -4 -13 -12 -28 -17 30 -30 right_child=1 5 4 10 13 14 21 15 12 -11 26 25 19 -15 -16 28 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31 -32 leaf_value=-0.030738991614215335 0.0017417637157652872 -0.037693717225144356 -0.011018581487444 0.014609540527448242 -0.037068814779299783 -0.010847678338140031 -0.039143383360825158 -0.014412935962423891 -0.0074067036305374943 0.010177258502979772 0.021790269901237183 -0.0084183191917596677 -0.020806839922595757 -0.02097018440714726 0.0058750675581255201 -0.02154362873850723 0.0078974073838843917 -0.016728672335600173 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shrinkage=0.104442 Tree=4 num_leaves=32 num_cat=0 split_feature=26 17 32 14 11 0 0 2 17 0 20 1 14 25 9 17 0 20 0 1 11 0 12 1 17 1 30 32 0 28 0 split_gain=5624.25 2779.74 1454.57 564.169 483.681 422.802 344.906 246.671 229.676 181.937 156.839 146.853 135.228 120.091 115.383 114.715 113.309 105.981 95.1671 99.1966 85.1874 81.2487 75.3025 74.7179 71.8228 71.5294 74.0672 65.1052 62.111 51.3569 51.3178 threshold=0.73648180080218928 49.237742659529026 1.5000000000000002 20.287049025594523 0.84822011307192879 48.000000000000007 40.500000000000007 16.019049346879537 44.191375136280065 40.500000000000007 0.68761277601657522 498.50000000000006 19.832353902063421 1487.7500000000002 0.94801367764462408 52.634824428768404 52.500000000000007 0.53165001797964806 40.500000000000007 379.50000000000006 0.85098777542216464 35.000000000000007 102.13351365237942 618.50000000000011 49.450037079796942 579.50000000000011 1.0000000180025095e-35 1.5000000000000002 29.500000000000004 1049.2500000000002 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185.745 170.22 143.269 140.198 99.5854 90.1077 61.5778 60.0994 57.5069 49.3327 45.2771 43.8151 42.9273 36.4847 36.2852 35.6783 35.4585 31.3299 30.9184 29.6665 27.0133 26.6629 26.5252 25.8695 threshold=212.54229755178912 1.5000000000000002 227.43804188342008 189.65595430832886 1.5000000000000002 0.66094542715724247 90.234500951259989 234.85588685138381 201.98430629703947 162.04720485906361 220.78498659978013 1.5000000000000002 0.91912114512788945 78.687136098251756 41.040287570275915 227.9154316253898 0.74263036864582299 0.5094601093449429 70.936454594305971 240.53565375302665 40.500000000000007 0.17225526608271749 0.95039607326377618 51.645957679798911 0.95429067074411433 49.804275214414368 65.040965707969733 29.500000000000004 95.716251762801392 356.50000000000006 2612.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 8 17 9 27 13 22 23 14 24 25 -11 -7 -6 -3 28 -9 -16 -21 -1 -2 -8 -5 -24 -4 -10 -25 -14 right_child=1 5 7 4 16 15 12 19 18 11 -12 -13 30 -15 20 -17 -18 -19 -20 21 -22 -23 26 29 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.029642579996319252 -5.208696943241284e-05 -0.030140079184633829 0.012811757763964838 -0.0044649054612510451 -0.028632961762330683 -0.0091156092969077208 -0.02482735118915249 0.015980059962208554 -0.0059260628055232707 -0.0082351110250918659 0.0069735730153738934 -0.029601274777123581 -0.00013647552901159695 0.0041470590559329491 -0.016101772426817627 0.005776481166131356 -0.013492430391814936 -0.018950453143758168 0.0069835173650442282 -0.0050365880870836231 -0.020794218494885962 0.020622930463607136 -0.024080771645709154 -0.0047957189393588364 -0.0066409014689604619 -0.012042118813642496 -0.00097964884173523561 0.009887093429651524 -0.002432826110467726 0.0040655527661425054 0.015878998196257731 leaf_count=16136 51794 17284 106495 6506 13121 5319 1980 84602 53935 7044 128046 8100 2986 2936 37886 6041 2859 5111 3847 611 34564 37298 32279 3906 2161 60492 618 50921 42707 65078 1742 internal_value=0 0.0764367 0.0927496 -0.129103 -0.0799374 -0.179094 -0.192092 0.136335 -0.0641585 -0.202021 0.0437163 -0.177793 -0.0391402 -0.102043 -0.16703 -0.0114544 -0.248215 -0.264131 -0.0377936 0.165534 -0.175604 0.193498 -0.245302 0.0192756 -0.146844 -0.108254 -0.22641 0.11361 -0.0419598 0.0341223 0.0551915 internal_count=894405 562506 528751 331899 186403 33755 145496 279927 170423 136627 248824 87594 8869 69934 79494 11360 15980 22395 100489 122511 72450 37909 49033 120778 4141 66998 32897 157416 96642 68984 4728 shrinkage=0.104442 Tree=6 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 32 16 26 17 17 16 1 12 16 17 8 17 9 12 17 12 8 30 0 16 15 split_gain=7083.89 1932.63 983.695 736.493 383.798 354.948 185.131 160.81 123.355 115.486 112.784 102.051 66.1947 54.055 53.0764 51.6173 40.5778 40.2684 39.8187 32.3644 31.7727 30.8008 29.873 38.0193 29.7152 27.3099 26.5197 28.4155 26.9251 25.8752 29.0133 threshold=211.44585531427637 1.5000000000000002 226.95491640464527 188.96426177956494 0.65315439979658529 1.5000000000000002 98.846733576877611 236.14097405210876 218.60448735133397 201.98430629703947 1.5000000000000002 166.32863826480852 0.92463956736540787 49.378554209214904 74.567806791498114 235.03719071768867 771.50000000000011 82.302038200428285 230.87466880922727 52.420380257202019 472.50000000000006 67.830442737287754 0.93372135368146492 190.71930009000633 47.377583103252839 96.683766184073576 667.50000000000011 1.0000000180025095e-35 33.000000000000007 242.22445964148179 0.26374165451137516 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 9 10 18 19 14 11 22 -8 -13 24 25 -3 -7 -4 -2 -11 -22 -1 -24 -5 -6 28 -28 -10 -9 -31 right_child=1 4 7 5 15 17 12 29 26 20 -12 13 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 27 -29 -30 30 -32 leaf_value=-0.026719485681794223 -0.0013246198827915781 -0.027148841549947764 0.0091005621165473824 -0.00089176181922673552 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-0.0271244 -0.204405 -0.193522 -0.0982702 -0.056743 0.0525789 0.0651592 0.0389251 0.153203 0.181321 internal_count=894405 576482 541558 317923 34924 175486 142437 289853 251705 160385 135703 121849 6734 68470 72960 11890 23034 15101 191031 97313 87425 65308 53379 44056 69338 8608 154392 80355 74037 98822 24586 shrinkage=0.104442 Tree=7 num_leaves=32 num_cat=0 split_feature=29 17 32 0 1 11 0 20 11 2 0 17 20 9 8 12 1 1 0 0 11 17 1 8 0 30 4 12 20 11 0 split_gain=3053.25 1439.4 708.59 313.775 280.995 248.092 202.214 141.966 141.255 137.652 97.0332 96.0582 85.973 82.6046 83.4418 71.5071 65.4284 64.6089 59.9649 55.7605 52.6272 49.0292 48.5311 47.7921 46.0454 45.812 48.4072 44.4881 43.6433 41.3296 40.1354 threshold=0.68874682394718323 48.227963078338483 1.5000000000000002 37.500000000000007 495.50000000000006 0.85439078465394258 46.500000000000007 0.57379147498269767 0.8518649762448488 16.669871794871799 24.000000000000004 44.290801624677165 0.74263036864582299 0.93474851185219132 568.50000000000011 84.302038200428285 464.50000000000006 2173.5000000000005 33.000000000000007 49.500000000000007 0.83043757773957771 51.860208673691567 728.50000000000011 4715.5000000000009 31.000000000000004 1.0000000180025095e-35 61.659603118896491 67.13046532517447 0.5434622526733689 0.86458771376506882 28.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 12 10 9 7 -6 13 18 -2 25 -3 23 -15 24 -14 20 27 -16 -8 -17 -10 -5 -7 26 30 -1 -4 -12 -9 right_child=1 3 28 8 6 15 17 11 22 -11 29 -13 16 14 19 21 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.013797940167528366 0.0033995933056737353 -0.0083278360983354872 -0.025471952185801401 -0.015501367220684827 -0.015505572436674893 -0.0013429957573478284 -0.01216515709228478 0.012400094754427502 -0.0023503945559818495 -0.0044806892157615548 -0.011916615324651054 0.0075103601077930989 -0.0023429809467380163 -0.010488783979386884 -0.0015121862247345244 0.0098615706466922727 0.0029148619739196111 0.0065807834211928434 -0.016633135328176105 -0.0068621877974654553 0.00085080665039068495 -0.0089474793651192069 0.0044328530157592702 -0.0020322450057764702 -0.010148904302919455 0.0060902149748162399 0.018073402650039563 -0.0066471541921983793 -0.016269724708870316 0.00015406671026466689 0.0081996078478377161 leaf_count=21937 24684 9213 35352 14664 2404 20812 6188 112946 30061 24121 8684 106241 31156 25952 50932 7820 150651 8444 35875 36465 7490 1874 18639 3574 9404 15557 13247 16727 6685 4807 31799 internal_value=0 0.0293929 -0.116151 -0.0137353 0.0761497 -0.0816515 0.0862946 0.0935121 -0.0436579 -0.108563 -0.00472218 0.0955911 0.0145061 -0.0606865 -0.0506363 -0.0151239 0.0192818 -0.00577255 -0.129812 -0.0358513 -0.0482342 0.0596071 0.00235312 -0.123148 -0.0390994 0.110088 0.115187 -0.102491 -0.229874 -0.0729178 0.109891 internal_count=894405 713798 180607 371307 342491 138570 304316 282194 180287 98660 38175 279790 191020 131587 113349 39910 181807 22122 74539 87397 13678 9694 48700 18238 30216 173549 157992 38664 42037 13491 144745 shrinkage=0.104442 Tree=8 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 16 20 9 17 20 32 17 2 17 17 16 20 11 16 17 16 30 6 27 28 26 split_gain=5007.8 1296.11 642.718 529.957 254.638 227.804 139.909 123.574 86.7172 84.9284 72.823 50.0916 41.4832 41.3816 38.2872 34.4331 37.006 33.0418 32.8763 28.0141 26.3296 26.3004 23.3155 22.1686 30.4797 21.8894 21.3906 21.3485 21.1195 42.4845 21.1141 threshold=211.18028456557656 1.5000000000000002 226.01595130448399 188.96426177956494 0.70684016726695142 1.5000000000000002 98.846733576877611 234.85588685138381 172.82829771554904 203.28800958320662 217.75472617301781 0.6451889677696131 0.93660100561610282 78.687136098251756 0.5094601093449429 1.5000000000000002 42.187304639389779 35.011363636363647 48.299268115372946 52.420380257202019 239.27676261581132 0.82813066533720103 0.71291766347687402 230.5590730136006 45.021583216157104 220.97008640391002 1.5000000000000002 0.17225526608271749 3.5000000000000004 13058.500000000002 0.56380285220879067 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 14 9 8 23 12 13 19 -8 -1 -5 26 16 -10 -6 -12 -2 -9 -7 -15 24 -4 -20 -3 28 29 -22 -14 right_child=1 4 7 5 17 21 11 20 15 -11 18 -13 30 22 -16 -17 -18 -19 25 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.023063323362495378 -0.001683765712768857 -0.012228661684329069 0.0033208963573408377 -0.0083208211574052875 -0.0077965566123636794 -0.020709342508674494 -0.018305994572379709 0.011414216570969044 -0.0013141659744070869 -0.0029823629006728784 0.0014007223046861167 0.0038969921126416054 -0.019265506945418096 0.0086087687484225628 -0.01272380519322675 -0.020879191597874353 -0.012904643196436505 0.0045704340425246097 0.0034529280388791361 0.0021078160284654073 -0.056707533132350683 -0.0073648078334219514 -0.01112844765642739 0.0096278273753464261 0.0082079500316942552 0.0063672057531746346 -0.023250999156698808 0.014767337079531493 0.012018088939933306 0.022365885783597966 -0.015355257865798329 leaf_count=16148 36811 2185 16882 79677 3666 13047 1396 70750 3198 74441 32952 5380 27314 2505 6804 5511 49749 6598 48528 50304 180 1838 883 90482 79368 66833 15869 50981 415 126 33584 internal_value=0 0.0551504 0.0671579 -0.101542 -0.131042 -0.0642593 -0.146715 0.0971349 -0.153727 -0.0530842 0.0277897 -0.00648488 -0.175763 -0.0750666 -0.185755 -0.124685 -0.116855 0.00146787 0.0412688 0.00484152 0.121823 -0.182508 0.0331738 0.0809456 0.0703813 0.0492261 -0.209848 0.138976 -0.0318945 -0.231208 -0.163814 internal_count=894405 579734 544612 314671 35122 172391 142280 309184 135504 157506 235428 6776 77046 83065 24858 58458 52947 10264 148313 87115 122452 14885 3388 186732 96250 115361 18054 51702 721 306 60898 shrinkage=0.104442 Tree=9 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 20 16 16 32 17 16 17 9 17 11 0 13 14 16 21 16 29 0 20 14 16 9 split_gain=4003.87 1026.96 482.575 464.027 201.924 174.795 120.114 115.268 100.952 55.0159 51.9287 48.7823 43.3965 39.3858 38.7198 38.3574 37.0149 27.488 27.1717 25.6047 24.5903 23.8918 23.1641 22.5903 22.0967 21.4481 21.1982 21.1794 20.3408 19.3211 17.9306 threshold=212.01089714882821 1.5000000000000002 225.86341632593459 195.5549621930453 0.57379147498269767 1.5000000000000002 83.760764506543609 176.14779764192878 234.6943272178643 0.63630161351738823 227.43804188342008 216.64352959418753 1.5000000000000002 70.936454594305971 203.68417515563104 49.524532161943164 0.95561785318104253 48.955851991720323 0.7193129883532362 40.500000000000007 23.520893630983757 52.698803379812396 220.97008640391002 1.5000000000000002 239.27676261581132 1.6145975140574136 29.500000000000004 0.71979723063314405 21.050564643206467 223.48462149585748 0.96317910544581764 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 21 13 7 16 26 -8 -6 -2 15 14 -5 -9 -1 29 -15 30 -18 -3 -19 -12 -10 -17 -4 -7 -28 -13 -11 right_child=1 4 8 5 10 27 9 12 24 19 23 17 -14 18 -16 25 20 22 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 leaf_value=-0.019267412782068751 0.00017643660712555491 -0.019682076383819885 0.0083135903844780284 -0.0064409626851360665 -0.009234065964852968 -0.018913464703099979 -0.016429135632726383 -0.0047755874582333605 0.010182008843534398 0.00026384520261265345 0.012003515895425285 -0.00075700424141289676 -0.01830943234663765 0.0089485208635255876 -0.0027476134618208857 -0.010644942729819275 -0.017346561888399219 0.0031286859127401408 -0.0066583567810299497 -0.006942680790557914 -0.012873514144634396 -0.00047184919263381844 0.0061163642195815335 -0.00050617572483090557 0.012995591094796134 -0.020144146262335738 0.00070582013943810799 -0.0080673014828134097 0.0066269345965945326 0.0034665782952374856 0.011671676755696239 leaf_count=29179 61230 19326 122457 51424 6948 9980 2441 12786 74212 3606 2274 21807 7511 4244 77819 58050 22453 60760 1706 2853 33273 733 52999 5120 51632 2714 7120 2445 56942 25784 2577 internal_value=0 0.050532 0.0613021 -0.0885712 -0.116946 -0.0471475 -0.123032 -0.129874 0.0866558 -0.0240945 -0.0263393 0.0257214 -0.102903 -0.0367156 -0.0403778 -0.0955086 -0.155625 0.0348412 0.042834 0.0118909 -0.140516 -0.181728 0.0432834 0.0319903 0.108542 -0.105984 0.0718892 -0.160655 0.0571498 0.0146613 0.0480504 internal_count=894405 569344 534943 325061 34401 147618 177443 165966 312363 11477 14342 222580 81061 135193 129243 73550 84905 161350 5950 9036 55726 20059 113759 7394 125844 60764 186519 12425 64062 47591 6183 shrinkage=0.104442 Tree=10 num_leaves=32 num_cat=0 split_feature=16 32 16 16 12 32 16 17 16 16 9 17 2 26 17 17 11 15 17 13 0 23 16 23 17 10 21 19 11 13 13 split_gain=3228.33 861.871 444.785 317.096 149.705 145.401 91.7414 88.0397 74.7834 43.4949 41.5075 37.7264 37.3099 36.2185 29.0561 27.1429 26.1719 24.7278 24.6835 24.6672 25.0988 23.0428 22.6869 20.0327 19.884 18.8079 18.6306 17.5028 16.5142 14.9114 14.8725 threshold=210.28349164869203 1.5000000000000002 224.85957679889302 182.30103067516322 92.642135623730965 1.5000000000000002 233.52905751605689 98.846733576877611 199.1407445294432 216.64352959418753 0.93372135368146492 78.687136098251756 194.06250000000003 0.93426217789322219 49.804275214414368 47.377583103252839 0.69236347316704472 0.36431879202195822 54.317379049059262 23.520893630983757 43.000000000000007 0.65928455683298959 239.27676261581132 0.75151822484479702 74.567806791498114 0.9666702733044874 6.5000000000000009 315.25000000000006 0.67734464387871862 66.828331832583515 147.50884812493629 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 -3 8 26 10 11 18 -1 15 23 30 -11 -5 24 -17 -2 -12 29 -7 -8 -6 -10 -24 -4 -16 -13 -21 -9 right_child=1 4 6 5 12 21 22 13 16 14 19 28 -14 -15 27 17 -18 -19 -20 20 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.018186210660496773 -0.001248887308852812 -0.01757713829179568 0.0071202184859939528 -0.00097267774118591378 -0.011237287997118584 -0.017941229654950114 0.0089152662086166897 -0.010407474201418156 -0.00074198998028379226 0.0011241509284708971 -0.015225639968020574 0.0080476352576642918 0.0057317971367549826 0.0071669599651482709 -0.0059579074338300562 -0.017814733169785997 -0.0039445023593374451 -0.0082451443455093028 0.002723251239214102 -0.009998369476849794 -0.014029317026486044 -0.0094795280345991058 0.012229542092831109 -0.0031864202393435959 0.010148290661176017 0.0050910256756886013 0.004897429714359398 0.0044137795628317556 -0.0061118460958907734 0.0039350291740039853 0.021329185669799362 leaf_count=19405 56166 18836 120828 5387 5739 11790 97757 3066 10697 55079 30956 2321 3376 3017 1813 3081 81048 66948 24513 31131 25223 4999 47251 8172 2206 4401 62361 84341 1466 861 170 internal_value=0 0.0430439 0.0527938 -0.0838156 -0.106623 -0.0588043 0.0759278 -0.125551 -0.0501891 0.0181209 -0.132256 -0.0728233 -0.039424 -0.0101989 0.0287023 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215.96156560970732 149.87414423717394 1.5000000000000002 42.423020391747777 1.5000000000000002 0.93426217789322219 73.802038200428299 49.524532161943164 50.089259181219511 238.00064350064352 237.76552223719679 7272.5000000000009 54.57626097537085 43.995371864437907 0.69236347316704472 0.2757942548463142 1.6145975140574136 1.5000000000000002 2.2701359891569255 0.41937183452870602 222.06850033325932 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 16 12 23 11 9 17 22 21 -5 14 -13 -9 -3 -7 30 -8 -6 -1 -2 -4 25 -10 -19 -18 -11 -20 -12 right_child=1 4 6 5 20 8 19 15 24 28 18 13 -14 -15 -16 -17 27 26 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.016223198058909323 -0.0014519327297557712 -0.017061105529912888 0.0020781182508922275 -0.0087397670139418553 -0.0011910119391127507 -0.002250086842188706 0.0075920156464677211 -0.0079205274990373064 -0.044817553358970828 -0.0032542980231490995 -0.00088678529667893268 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37627 182653 335883 103345 151880 144401 234897 97411 30773 71080 20111 5934 28027 71716 147643 179463 9600 26331 87254 156420 7479 5119 61890 13418 72685 86396 61247 shrinkage=0.104442 Tree=12 num_leaves=32 num_cat=0 split_feature=16 33 16 16 20 16 30 20 17 8 30 30 17 29 16 17 0 26 12 23 17 8 9 29 9 11 14 10 30 29 10 split_gain=2084.88 479.073 334.37 211.66 126.796 69.4243 57.7734 57.0368 47.3685 46.9161 34.8573 34.2139 33.8561 33.6918 32.2123 31.3266 28.6839 28.6588 27.5108 25.1157 26.1369 24.6159 31.7242 23.498 23.3331 22.2965 20.1512 19.8389 18.5571 17.377 17.3374 threshold=215.27039349379777 2.5000000000000004 197.65789276374196 229.6552762783632 0.67501425313568997 173.98467021776597 1.0000000180025095e-35 0.57379147498269767 90.234500951259989 729.50000000000011 1.5000000000000002 2.5000000000000004 78.687136098251756 0.096416947614718113 238.2210024859898 70.936454594305971 33.000000000000007 2.0225408151828748 98.683766184073576 0.15849002315523142 40.89573977083456 2806.5000000000005 0.95429067074411433 0.18677015097031582 0.91975010034028815 0.71291766347687402 18.218191497713487 0.531774280448294 1.0000000180025095e-35 1.6613766941082029 0.91989190716353841 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 10 8 9 -3 24 16 -4 -8 19 -5 28 17 23 18 -6 -7 -21 22 -10 -2 -1 30 -18 -23 -15 -22 -14 right_child=1 7 4 13 15 12 11 -9 21 -11 -12 -13 25 14 -16 -17 26 -19 -20 20 29 27 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.016258442600930186 -0.019240536776373867 -0.015702980742512574 -0.0066201662598778799 -0.01760390350559661 -0.0029798102847996156 -0.016518727498602462 -0.006223185308670982 -0.003512434965535187 -0.017301251512438449 0.0051344898143485893 -0.015071002018874341 0.0013694497978475038 0.0062239713177977187 0.0067234888483463139 0.0091340230400850948 0.0055831363206668098 -0.0069559428315893014 -0.011983066376207469 -8.4890917125742641e-05 0.0022778258123758951 -0.0073864317099220445 -0.034043312416925653 0.0002990917323642268 0.0033036740202007629 -0.011191179987782695 -0.010181955379975903 0.00070125383871446831 0.010611736269845237 0.0023343337198286169 -0.014805861055680124 -0.023219907596009691 leaf_count=11615 507 13271 12506 599 88322 3384 11002 6116 1844 97072 9271 15730 3920 159204 67188 6163 4115 3081 60225 2972 89606 116 2834 95702 67620 1525 42149 1684 11250 3581 231 internal_value=0 0.0407323 -0.0572815 0.04666 -0.0263042 -0.0864152 0.0272859 -0.113529 -0.107542 0.0322065 -0.097833 -0.0168076 -0.0692047 0.0683141 0.0689111 -0.0164324 0.0206548 -0.0192731 -0.0172931 -0.0734881 -0.0705083 -0.0253257 -0.0635635 0.0304941 -0.114264 0.00591533 0.000193183 0.0740502 0.0616016 -0.0734526 0.0439041 internal_count=894405 523905 370500 504518 179568 190932 266277 19387 85713 239545 21777 26732 105219 238241 237642 157791 142473 151628 148547 99543 96159 6478 4678 96209 79235 5676 46264 1800 170454 93187 4151 shrinkage=0.104442 Tree=13 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 16 17 16 14 2 0 30 26 13 18 30 25 26 32 17 0 18 26 20 16 10 17 16 14 25 split_gain=1685.16 462.983 256.738 147.31 105.072 69.2551 59.7225 47.2202 32.0327 29.9323 28.85 26.664 25.8697 33.9237 26.0338 24.3843 23.9485 23.7983 22.3907 21.8604 26.9143 21.739 20.9517 20.7863 20.7365 20.7334 21.1749 19.2997 17.3637 17.0472 16.8801 threshold=209.06110250605667 1.5000000000000002 223.67170496014356 184.90514840093775 0.76770900942015996 1.5000000000000002 231.33683215092921 98.846733576877611 155.60638314641281 19.30122625394516 15.267948717948721 43.000000000000007 1.0000000180025095e-35 1.4081914096476729 32.040588629126766 1.5000000000000002 2.5000000000000004 258.50000000000006 0.93426217789322219 1.5000000000000002 36.578194860880934 26.000000000000004 2.5000000000000004 2.0225408151828748 0.5094601093449429 244.87269535749917 0.98814822101022537 45.021583216157104 231.64943024717221 69.940090311746843 2241.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 24 10 27 8 29 17 23 19 14 -14 -11 -6 -15 22 -9 20 -10 -19 -2 -5 -3 -8 -27 -4 -26 -1 -28 right_child=1 4 6 5 15 -7 25 18 11 12 -12 -13 13 16 -16 -17 -18 21 -20 -21 -22 -23 -24 -25 28 26 30 -29 -30 -31 -32 leaf_value=-0.012605808730236772 -0.0070812876399872588 -0.013141492452726623 0.0015357568762457221 -0.004733244652293099 0.0071466385897292033 -0.011409714350213204 0.0065348000773894667 -0.0065650732891306346 0.0015277820336016947 2.4078863513970512e-05 -0.001886205022380204 -0.010931131296796376 0.00064353764558735572 -0.017662098581357442 0.0028753958121268013 -0.0038612642672883105 -0.0031368802206686534 0.00079785677054727659 0.0057388790715520695 -0.014186472107136161 -0.0072143110474493692 -0.0046376311381938614 -0.041039083985788885 -0.017778386370993243 -0.0098020179597983655 0.01162476660005154 0.027293073285081806 0.0046024278314754875 0.00052315326837143277 0.0060564835409456777 -0.043235966444201593 leaf_count=35809 573 19336 26947 96712 4570 14499 184659 3315 4242 51559 52872 32305 12493 2208 108302 4224 2819 19959 3143 4297 40691 13425 303 1351 6873 11551 51 132244 2396 542 135 internal_value=0 0.0299726 0.037078 -0.062777 -0.0777949 -0.0432298 0.0534912 -0.0887836 -0.0933447 0.00950149 -0.0368884 -0.0823381 0.014728 -0.0217513 0.0187259 0.0178016 -0.0911199 -0.0175587 -0.00552408 -0.067689 -0.0611725 -0.0132893 -0.180262 -0.0470401 -0.107184 0.065159 0.105913 0.0390964 -0.0682962 -0.118032 -0.228809 internal_count=894405 604627 567228 289778 37399 165434 355587 124344 117886 211641 150935 81535 177381 17520 159861 8794 5027 34260 6458 49230 44933 33384 876 98063 28605 196396 11737 159191 9269 36351 186 shrinkage=0.104442 Tree=14 num_leaves=32 num_cat=0 split_feature=16 33 16 16 32 17 16 20 30 7 25 20 30 17 21 30 1 5 16 7 0 29 32 0 0 17 21 25 24 14 17 split_gain=1367.46 342.872 177.167 170.273 71.1087 50.2922 42.2644 39.4159 39.1886 43.7882 32.9559 30.9984 30.4544 27.9332 27.7614 27.1257 26.6651 26.0133 25.1567 24.7821 24.4987 23.5418 22.0866 21.5116 20.7632 20.0511 19.2238 28.4124 25.0326 20.3404 19.0102 threshold=212.54229755178912 2.5000000000000004 228.54718538552027 193.14135777404985 1.5000000000000002 78.687136098251756 155.60638314641281 0.6015370531693417 1.0000000180025095e-35 -15.945394992828367 258.50000000000006 0.63630161351738823 2.5000000000000004 58.821018689020498 3.5000000000000004 1.0000000180025095e-35 728.50000000000011 28.174456596374515 237.54723647460682 -78.82000350952147 35.000000000000007 1.9561426845863343 1.5000000000000002 33.000000000000007 51.000000000000007 70.936454594305971 1.5000000000000002 1048.7500000000002 4.5000000000000009 30.144403436345456 36.578194860880934 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 17 6 -1 -3 9 19 14 -7 -10 16 -11 18 23 -5 -4 -2 22 25 30 -12 -23 -19 29 -28 -29 -13 -8 right_child=1 7 15 4 -6 11 20 -9 12 10 13 26 -14 -15 -16 -17 -18 21 -20 -21 -22 24 -24 -25 -26 -27 27 28 -30 -31 -32 leaf_value=-0.01144923145789401 0.0012922781494897181 -0.012670084500194348 0.0052122980769481898 -0.0040480491356904326 -0.010049960812892477 -0.011124185517365515 0.0019941724640817871 -0.0026988258786789223 -0.0057650255451359416 0.00098274880359761757 0.0018490239162430879 -0.019267511139376744 0.0010354776126700134 -0.01012586683923862 -0.043528151760584409 0.0018573487183552667 0.0034691551473061411 -0.0013109191737429682 0.0075523436981199026 0.0059086446658023735 -0.0087586110265825984 -0.0037787133563846591 -0.012263573049095491 -0.00099061966149708702 -0.020183895661989287 0.0052872079783098424 0.0038217000686889603 -0.0019956780021786274 -0.022520966758011182 0.015076145803174448 -0.0056468084247365781 leaf_count=34662 17603 15314 171659 59327 14234 2771 3840 6026 12260 287 77474 213 17347 2222 327 19614 59673 85403 70776 45403 60257 2468 5127 46606 1277 5338 5126 1849 998 1610 47314 internal_value=0 0.0299762 0.0348781 -0.0509672 -0.0286045 -0.0739143 -0.0789665 -0.0943526 0.0173505 0.0214308 0.0137341 -0.0131292 -0.0170482 0.0144977 -0.217561 0.0535531 0.0158454 -0.0223469 0.056447 0.0442244 -0.0698484 -0.012042 -0.054846 0.0074914 -0.0897404 -0.00883525 0.0132856 -0.00789691 -0.087998 0.105929 -0.0485744 internal_count=894405 562591 541251 331814 168047 163767 151200 21340 279202 249595 186589 12567 29607 185975 614 262049 183753 153813 242435 63006 116538 94486 56281 124080 3745 90741 9796 7973 2847 1823 51154 shrinkage=0.104442 Tree=15 num_leaves=32 num_cat=0 split_feature=16 33 16 23 0 16 16 17 1 20 32 26 7 16 17 13 7 7 17 16 29 17 15 31 29 22 17 16 28 16 27 split_gain=1097.24 303.53 185.623 103.059 56.5744 45.4505 35.3882 35.3649 32.3617 30.7179 30.4264 25.3204 25.1418 23.4506 22.6648 22.469 20.8163 20.231 19.7443 18.5265 18.279 17.5574 17.4854 17.1906 17.9388 16.7924 16.4131 16.1217 16.0174 16.0112 18.1576 threshold=208.71314002089869 2.5000000000000004 224.35661527248064 0.65928455683298959 33.000000000000007 189.65595430832886 234.01930308780408 67.830442737287754 318.50000000000006 0.6015370531693417 1.5000000000000002 2.2046003366513021 -12.528806686401365 158.98992527935664 42.872617328728388 22.808153809813128 -56.807456970214837 -76.010265350341783 55.304729440860989 230.5590730136006 0.096416947614718113 45.303195361386059 0.37137595347440733 1.5000000000000002 1.8609911988538046 492.25000000000006 49.804275214414368 247.1281032695712 316.75000000000006 170.36150130063177 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 10 7 22 14 15 28 -3 13 18 17 -1 -4 -5 -9 -10 -7 21 -8 -16 -6 -14 -25 -20 -15 -22 -2 -17 -31 right_child=1 9 6 4 5 11 20 16 12 -11 -12 -13 23 26 19 29 -18 -19 25 -21 27 -23 -24 24 -26 -27 -28 -29 -30 30 -32 leaf_value=-0.01053637704340386 -0.018078162622577769 -0.011416956603077722 0.00038812354565632171 -0.0087837574791059959 -0.014634497946248236 -0.0054820221283772433 -0.014920344098807894 -0.0054436773810234949 -0.00038804106542067511 -0.0030131210110548052 -0.011843238773563984 -0.017450920751271685 0.00064376663671538153 -0.0030509071266402159 0.00049832255895540338 -0.0053788397282763158 0.0068901448386734275 0.0038655549454440557 -0.0075420070446513754 0.0055725831839330353 0.0056120943616753665 0.0038403091525354752 -0.0072723835942746949 -0.0016823016278462444 -0.012472951145417579 -0.0010617929646593131 -0.0073422334587054331 0.011191125318068092 -0.0033273107357071536 0.00069921474650588465 -0.0031817369097129856 leaf_count=17213 858 17082 21027 6027 3796 29446 464 1893 16442 6569 21056 1437 144110 14103 20368 13166 7058 47244 5007 57057 136453 108454 48230 11644 1964 33861 31297 5894 12524 25442 27219 internal_value=0 0.0240962 0.0285902 -0.050986 -0.0387919 -0.0524046 0.0431917 -0.0182768 0.00684089 -0.086965 -0.0805109 -0.0357198 0.00972723 -0.0694524 0.0348345 -0.0256605 0.0409962 0.0264969 -0.0329565 0.0383546 0.0552999 0.0317105 -0.0747739 0.00295571 -0.0310189 -0.0181591 -0.057536 0.0559458 -0.0409133 -0.0203098 -0.0125116 internal_count=894405 608154 584503 286251 202582 121777 349717 80805 234786 23651 83669 69751 221404 62613 206906 71854 8951 63686 68314 185879 142811 128822 52026 157718 13608 38868 45400 142347 13382 65827 52661 shrinkage=0.104442 Tree=16 num_leaves=32 num_cat=0 split_feature=16 20 16 29 30 0 9 0 30 8 21 29 29 23 7 9 8 25 21 28 0 28 29 14 14 0 27 25 9 11 21 split_gain=886.746 255.048 150.707 71.5634 68.8133 47.3597 40.6236 31.4169 38.0222 37.7891 28.7567 23.9403 23.1424 22.1377 21.0638 23.5393 20.9086 19.8261 21.632 18.5609 18.3182 17.4095 17.9691 17.0819 14.7805 14.6038 14.5675 14.1713 13.538 18.7118 13.2439 threshold=207.04583445874977 0.65315439979658529 227.27605568355634 0.60304153852222175 1.5000000000000002 33.000000000000007 0.95461721140715505 33.000000000000007 1.0000000180025095e-35 765.50000000000011 6.5000000000000009 0.096416947614718113 1.4998528546203651 0.15849002315523142 -16.699242591857907 0.94853013676383602 142.50000000000003 258.50000000000006 3.5000000000000004 719.25000000000011 29.500000000000004 3881.7500000000005 1.6613766941082029 19.14719897401012 18.515036946624232 29.500000000000004 29.500000000000004 660.25000000000011 0.93660100561610282 0.6414395327406176 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 11 16 27 21 13 9 23 20 -1 -10 -3 15 -15 -2 18 -16 30 -4 22 -7 -9 26 -13 -12 -5 -29 -30 -8 right_child=1 2 10 5 -6 6 19 8 12 -11 24 25 -14 14 17 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31 -32 leaf_value=-0.01305157539350546 -0.012267208442472243 -0.037912630727912469 0.0057123148243540837 -0.0027730924387109027 -0.0096816159613008386 -0.0081072982098534859 -0.0088630102019146648 -0.0054481409320445116 -0.0023880584301353394 0.0026233382977432478 0.0040322892537018847 -0.0055446476229191362 -0.011498319142258528 0.00018664171663163164 0.00205561076779113 0.0053654320246553922 0.0002035768297757432 0.0014194306927630687 -0.035590950637203952 -0.0015956799199640672 0.0035570277577470755 0.0017059589344234664 -0.015290077900044092 -0.00046447630809025916 0.0030558779995023219 -0.0084056659125793451 -0.0091154429153049183 -0.0034788585462201026 0.0095954804014427679 0.00035953951516847084 -0.0044315079298391574 leaf_count=7779 1617 151 143606 48136 22801 20318 8544 8489 9882 52825 1577 38928 4394 13241 335 34569 15759 111116 331 23485 61410 1625 4673 64540 77429 38918 2204 6891 2934 12972 52926 internal_value=0 0.0205069 0.0257905 -0.0482177 -0.0565702 -0.0370275 -0.049872 0.0101242 -0.000804287 0.00474354 0.0422038 -0.0720689 -0.0497127 0.0197108 0.0200729 0.0376396 -0.00916246 0.0125595 -0.159463 -0.0391915 0.0485122 -0.0839627 -0.0904844 -0.0099939 0.0262778 -0.0667831 -0.0347725 -0.0168243 0.00371457 0.0197544 -0.0483278 internal_count=894405 626276 586099 268129 40177 182504 111571 299873 140130 125854 286226 85625 14276 159743 159592 47810 17376 111782 666 84955 205016 26616 24991 73029 81210 77846 3781 70933 22797 15906 61470 shrinkage=0.104442 Tree=17 num_leaves=32 num_cat=0 split_feature=16 33 16 16 32 23 17 29 9 20 11 9 27 25 30 6 9 7 17 29 29 16 6 0 28 21 25 14 7 9 11 split_gain=726.183 154.763 136.875 63.8984 57.5828 38.6308 39.5238 25.3439 25.0976 21.3315 21.3089 21.9754 21.111 36.0299 18.7681 18.3699 18.2201 18.0568 32.2094 16.8873 16.6919 15.7911 17.8056 16.2287 15.4299 14.8326 20.6516 17.4905 15.5527 14.5267 14.3922 threshold=216.64352959418753 2.5000000000000004 199.1407445294432 230.12318962907773 1.5000000000000002 0.65928455683298959 70.936454594305971 0.16285084927677315 0.89581167166880926 0.55359636785352984 0.68246547089358567 0.94853013676383602 31.500000000000004 434.75000000000006 1.0000000180025095e-35 0.76271183252775165 0.96868129744251341 -15.945394992828367 56.425549735529337 1.8201277017357163 0.096416947614718113 244.87269535749917 0.17225526608271749 29.500000000000004 686.25000000000011 1.5000000000000002 1048.7500000000002 34.569962461790134 -68.715793609619126 0.95167535740126252 0.75201996927803394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 10 29 8 -2 -7 -3 11 -4 14 -14 17 -10 25 -9 -19 -16 -5 23 -23 -22 -15 27 -27 -8 -29 -1 -20 right_child=1 9 4 20 -6 6 16 12 15 -11 -12 -13 13 24 19 -17 -18 18 30 -21 21 22 -24 -25 -26 26 -28 28 -30 -31 -32 leaf_value=-0.009848631821037096 -0.0152103313332419 -0.0093476515240045466 -0.0014703011098872037 -0.013478672044292778 -0.0074178692639320122 -0.01021118081332521 -0.017710743142884646 0.004122734025084329 -0.003348070527869952 -0.0018207641409590633 -0.0012554331744956797 0.0053080861769920825 -0.02563976455730008 -0.0015912091286388276 0.00073592762246047101 -0.0061069837953990104 0.0080916875729788919 0.0021169752704187838 0.0038742678178833277 -0.0066098361411588919 0.0046065158338734072 -0.022200561319973777 0.0084766296246817866 0.0025056143119000997 0.0045555701529473242 0.00090369252908786921 -0.011137546484926916 -0.016709033654841381 0.015587649828025792 -0.0063886019959045427 -0.016807575515023297 leaf_count=17923 947 12133 9421 578 15768 8701 258 57357 69826 6209 153497 11692 625 20690 18744 42258 3297 146517 494 4174 161608 210 11986 53347 5677 4529 2365 185 1346 50615 1428 internal_value=0 0.0250604 -0.0323722 0.0284747 -0.0131496 -0.0505516 -0.0405983 0.0176557 -0.0460322 -0.065105 -0.00792332 0.0218633 0.0182605 -0.00818877 0.0213819 -0.042016 0.0141872 0.0244049 0.0185822 -0.00576337 0.0406678 0.0410997 0.0761034 0.0391137 -0.00256376 -0.00984378 -0.0308982 0.0712906 0.111881 -0.0698321 -0.110031 internal_count=894405 502724 391681 484382 190378 201303 132765 256653 120785 18342 174610 21113 255706 26992 228714 112084 11980 205796 148439 22918 227729 227151 12196 214955 26367 8683 6894 1789 1531 68538 1922 shrinkage=0.104442 Tree=18 num_leaves=32 num_cat=0 split_feature=16 32 16 20 16 20 2 17 29 11 7 17 19 30 4 7 21 5 25 21 30 18 32 16 6 23 14 17 24 14 27 split_gain=583.437 134.324 102.761 60.1804 52.4112 46.0588 27.5422 21.5268 20.5816 19.7365 19.4127 24.9678 18.6376 18.5892 19.7513 18.55 17.5125 23.9607 15.0201 16.4861 14.7513 14.4076 14.3341 14.2203 13.376 13.0095 12.4003 12.2313 12.2203 25.385 14.8614 threshold=215.50104571029792 1.5000000000000002 181.37719176497805 0.74263036864582299 230.12318962907773 0.75806908525998373 16.411010558069382 98.846733576877611 2.0146697577396044 0.80004748338081677 -18.434947013854977 56.425549735529337 577.25000000000011 1.5000000000000002 5.0068871974945077 -78.82000350952147 14.500000000000002 20.000123977661136 258.50000000000006 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 203.28800958320662 0.12508281772165053 0.15849002315523142 52.698803379812396 54.151439944278486 21.500000000000004 18.97218293373189 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 13 10 26 8 9 23 -1 15 12 16 14 -4 24 18 -18 19 -12 -10 -7 -11 -5 -2 -8 -3 -25 -6 30 -30 right_child=1 5 3 6 28 21 25 -9 20 22 11 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 27 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.0072421215155880642 -0.042168943199908812 -0.0074353353071334206 -0.015818974910372399 -0.0031296323577464794 0.0040693840270872436 0.0065564176942097185 -0.042089088225919169 0.00019126272047715955 -0.0016279082096552708 -0.0035133520297651634 0.0028152792277144371 -0.008495037873001288 0.0021011997212477748 -0.0085491182337682162 -0.0034521957274744686 0.0042262290893860669 -0.040075465023987844 -0.004930822011543645 0.00049012732776698405 -0.033639302327035728 -0.018027123563008566 -0.0024176740589352342 -0.010047695069657405 -0.0022937606667664465 0.00062480077500351471 0.0003154195431770276 0.0035270217367146211 0.0004273971643912152 -0.033867407540843678 0.0022562445357351929 -0.0069730816143041942 leaf_count=67159 80 21422 1478 64773 208110 4238 79 6136 988 32943 250 2877 120998 14505 30067 51200 226 3323 68773 295 1517 3617 4120 37852 19557 77976 1188 34388 296 13051 923 internal_value=0 0.0216707 -0.0301092 -0.0193841 0.0256767 -0.0427579 -0.0124331 -0.0557292 -0.0208486 -0.0591181 0.016248 0.0111371 0.0125094 -0.0522257 -0.0386015 0.030443 -0.000125411 -0.0686392 0.00338242 -0.161975 -0.110675 0.0232101 -0.040594 -0.0192064 0.00431302 0.00260911 -0.0656759 -0.00955958 0.0370219 0.00871271 -0.129293 internal_count=894405 520424 373981 263623 489959 30465 217573 110358 139518 104222 267579 196742 193865 46050 31545 70837 72867 3549 69318 545 2505 7855 37063 137013 19637 78055 22610 72240 222380 14270 1219 shrinkage=0.104442 Tree=19 num_leaves=32 num_cat=0 split_feature=16 30 16 20 16 26 8 12 24 0 20 0 0 19 25 17 26 27 10 0 14 28 0 14 4 23 9 12 14 17 9 split_gain=470.877 142.711 76.7717 61.0216 46.9603 28.8844 25.4176 24.7273 25.4593 22.1612 21.945 23.678 20.9821 20.559 20.4936 18.8515 19.2492 18.6029 16.0585 15.5418 15.3859 14.7184 15.26 14.5505 14.2283 14.0116 13.7538 16.5925 13.5748 13.0037 13.6237 threshold=207.04583445874977 1.0000000180025095e-35 223.48462149585748 0.71343578549938069 178.34351045788586 1.4081914096476729 725.50000000000011 104.09797974644668 19.500000000000004 49.500000000000007 0.70077644261064453 33.000000000000007 24.000000000000004 360.75000000000006 30338.500000000004 56.838227999587943 1.7531040176114476 16.500000000000004 0.71570831352100928 29.500000000000004 82.937685657028752 316.75000000000006 33.000000000000007 18.97218293373189 15.841474056243898 0.15849002315523142 0.95844901037997576 186.29341622907674 20.153735990334294 90.234500951259989 0.95461721140715505 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 6 -3 12 18 21 8 19 14 -6 25 29 -10 17 16 -13 24 -5 -4 -9 -2 -23 -15 -7 -12 -14 -28 -8 -1 -31 right_child=1 3 7 5 10 9 28 20 13 -11 11 15 26 23 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 30 -32 leaf_value=-0.0038689548783119761 -0.013181033826516775 -0.0063444434427817782 0.0033569572615668383 -0.0026744410375649959 -0.0051611459630648794 -0.061962994338217788 -0.0092664287925939073 0.0036786782545369843 -0.021900390650368244 -0.014748842761301327 -0.025542772704603964 -0.0039655335841216879 -0.0083696046566417645 -0.0071700970504467183 -0.070105221056583289 -0.0011393226409993785 -0.014220966934936619 -0.0080029943182123517 0.0024333892799067313 0.00057868268544205258 0.0075922552087833309 0.00080047258543786322 -0.0014655201922207117 0.00046481907792700366 0.00046072834053667453 -0.00025205552149687091 -0.0055738725985251059 0.01140833071655256 0.0023416858432832341 -0.0036527464538815922 0.010871343216430697 leaf_count=28088 955 29007 91488 8816 29867 40 1116 184707 512 1885 240 49694 25857 3221 49 31567 2080 4451 28160 28902 11649 75819 56633 17605 9349 54957 42478 637 71758 1416 1402 internal_value=0 0.0150523 0.0209031 -0.0239043 -0.0350197 -0.00364525 0.00569983 0.0301794 0.0201131 -0.0394721 -0.0248308 -0.0195305 -0.0521992 -0.0117226 -0.0256637 -0.0301698 -0.0419135 -0.023378 0.0116385 0.0257557 0.0374452 -0.00250433 -0.00161244 -0.00685562 0.001865 -0.00346623 -0.0619015 -0.0509657 0.0207188 -0.0305468 0.0342124 internal_count=894405 626122 544365 81757 268283 52750 206281 338084 141728 15774 168405 138538 99878 21338 13889 83341 51774 13840 36976 120390 196356 133407 132452 20826 9389 55197 68972 43115 72874 30906 2818 shrinkage=0.104442 Tree=20 num_leaves=32 num_cat=0 split_feature=16 26 33 16 0 0 19 30 17 13 1 17 0 26 24 25 26 26 32 11 28 21 1 20 27 16 26 26 7 27 27 split_gain=385.553 83.8468 77.8089 51.5382 32.5192 28.4646 23.1562 21.0457 19.3044 19.3469 18.6649 18.2113 15.6878 17.6474 15.5034 21.2247 16.2084 15.4646 15.0071 17.5519 14.4065 13.9636 13.6905 13.5741 13.5385 12.8412 12.8328 12.4383 12.1488 12.1483 11.5401 threshold=217.75472617301781 0.55518873055585782 2.5000000000000004 201.54468372776554 33.000000000000007 40.500000000000007 659.25000000000011 1.0000000180025095e-35 54.317379049059262 25.949994323059041 663.50000000000011 90.234500951259989 33.000000000000007 1.9587547774467253 19.500000000000004 425.25000000000006 0.22543376743673013 1.3302787283325987 1.5000000000000002 0.80556523422377091 883.25000000000011 11.500000000000002 1937.5000000000002 0.55359636785352984 16.500000000000004 169.09838273224463 0.91522324672813715 0.72537241074634384 -56.309932708740227 14.500000000000002 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 4 5 10 11 -6 -8 12 -10 14 21 29 -14 16 26 -2 25 19 22 -17 24 -1 -4 -3 -7 -16 -13 -29 -5 -19 right_child=2 3 23 8 6 17 7 -9 9 -11 -12 27 13 -15 15 20 -18 30 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0064160794784955937 -0.0088237111575811024 -0.0011448281225453589 -0.0069414661043486741 0.0020251644557670958 -0.0011564257226843401 -0.0063295135688651409 0.0023485496936175433 -0.0026518956275160526 -0.005290540318752846 0.001504132997386461 0.0034666492443911436 -0.0082674487546722311 -0.0021420467452092765 -0.012545261868988192 -0.036047009474757606 3.9769408054908194e-05 0.0024603765639014835 0.00030342630315515048 -0.0075022722224721656 -0.0025747234050834018 -0.060482341691370199 0.0057268205321340596 0.0090979500207131227 -0.00079982993608307396 -0.0041459326331592296 -0.0029975841316837787 -0.0083793196836327386 -0.0042344485586666225 0.008696679062769639 -0.0013514364201277988 -0.0097403912813977759 leaf_count=31347 1405 43556 11537 20571 42019 16740 83068 10322 4924 63793 192593 762 50209 1844 264 18915 118570 1466 23844 29436 43 2463 633 5950 26296 51231 595 994 3910 26719 8386 internal_value=0 -0.022638 0.0190379 -0.0152928 0.0214861 -0.0283944 0.00842322 0.0171949 -0.00314657 0.00973986 0.0268077 -0.0148917 -0.0120603 -0.024038 0.018012 -0.00789987 0.0222921 -0.0419246 -0.0505393 -0.0422728 -0.00093358 -0.0191693 -0.0584917 -0.046454 -0.0217786 -0.0365578 -0.161645 0.0397033 0.0581723 0.00112382 -0.0789513 internal_count=894405 409124 485281 323864 467794 155804 135409 93390 168060 68717 332385 77981 99343 52053 139792 19817 119975 77823 85260 61416 18958 72315 31980 17487 69852 67971 859 5666 4904 47290 9852 shrinkage=0.104442 Tree=21 num_leaves=32 num_cat=0 split_feature=16 13 20 9 11 0 16 16 20 30 5 21 17 0 6 17 15 28 20 32 20 4 24 11 30 4 5 15 22 12 21 split_gain=307.288 74.5741 60.2227 49.9619 45.955 29.866 26.3194 22.4142 22.1449 19.7513 16.8934 16.7977 16.4916 16.2192 14.9765 14.9462 14.7202 17.9002 14.4306 13.4486 17.1673 15.5659 13.7506 13.2755 12.5172 12.706 12.3231 12.3076 21.7558 33.5331 31.0328 threshold=219.01747205996352 24.769831758353494 0.53165001797964806 0.95561785318104253 0.65393785388556058 26.000000000000004 236.14097405210876 202.86039046121596 0.57379147498269767 1.0000000180025095e-35 23.001799583435062 14.500000000000002 65.43107944258189 33.000000000000007 0.90909091496551209 51.999565675495951 0.38992901462620283 1089.2500000000002 0.91589639324095751 1.5000000000000002 0.40713254502956148 5.0068871974945077 23.500000000000004 0.82966359620771402 1.0000000180025095e-35 18.000169754028324 20.000123977661136 0.26374165451137516 2165.2500000000005 265.83757210636105 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 19 9 5 12 8 10 14 -3 -2 11 -4 -5 -12 -6 -9 17 -7 -17 20 21 -1 -23 -22 25 -15 -13 28 -8 30 -30 right_child=2 3 6 4 7 16 27 15 -10 -11 13 26 -14 24 -16 18 -18 -19 -20 -21 23 22 -24 -25 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.016126923660374121 0.0028286775175466751 -0.0094055780964637306 -0.00085270234213252402 0.0021107737481549766 -0.001553232076371308 -0.011559173375904834 0.0064995743197843779 -0.0016744520839083283 -0.00025053981376245871 -0.0059787174966435394 0.0023505311175654993 -0.037511451465355207 0.0096209713867942293 -0.0027381223171906075 -0.0054253639502523099 -0.001778281964150284 -0.0039731384866196293 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57791 106117 96825 592 101962 6833 4093 476 shrinkage=0.104442 Tree=22 num_leaves=32 num_cat=0 split_feature=13 0 20 14 30 28 0 32 26 1 0 14 30 25 21 25 7 21 29 0 28 22 13 24 12 28 14 14 11 29 18 split_gain=173.168 104.771 45.8969 40.7779 42.7187 29.9614 29.2689 28.9021 28.6075 21.3753 20.3831 18.8382 18.227 17.7566 17.678 25.343 18.6041 15.9749 15.4022 14.8647 14.404 20.1548 16.2625 14.4927 12.7602 13.1623 13.7036 12.6563 12.4363 12.2762 12.0969 threshold=26.251355606406435 29.500000000000004 0.47346942618157334 19.832353902063421 1.0000000180025095e-35 729.75000000000011 35.000000000000007 1.5000000000000002 1.4081914096476729 684.50000000000011 49.500000000000007 12.961337063203404 2.5000000000000004 3687.2500000000005 1.5000000000000002 1126.2500000000002 -69.417133331298814 1.5000000000000002 0.096416947614718113 51.000000000000007 876.25000000000011 593.25000000000011 23.049937166512812 7.5000000000000009 697.79245994292489 1342.7500000000002 36.283214011855506 27.42333291015834 0.72513466270305182 0.16285084927677315 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 17 5 10 7 20 -6 13 -5 -11 -10 -4 16 -16 29 -3 -7 27 21 22 -1 -24 25 30 -27 -20 -26 -13 -17 right_child=1 3 9 4 8 18 -8 -9 12 11 -12 14 -14 -15 15 24 -18 -19 19 -21 -22 -23 23 -25 28 26 -28 -29 -30 -31 -32 leaf_value=-0.0037377501868059056 -0.0077902979607041801 -0.010743834766662248 0.0012247617133162197 -8.4554040358813585e-05 -0.0016144576173486498 -0.024591502360156919 -0.0056351077774823843 -0.005885079369386155 -0.010950040772843041 -0.033884447167234807 -0.0029673557260211374 -0.037665663394617313 -0.0026363807909498731 -0.022664568024250438 0.0030042049128942987 -0.0014139694944456625 0.0063929599484945409 -0.0030467966433646038 0.00080567400301148097 -0.00063749785121055831 -0.0085258092623575459 0.0023125524885100309 0.0037906060398165678 -0.0016329948156199089 -0.0080750083293683588 0.0037316045159245894 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split_gain=221.048 59.5665 42.0248 25.9911 23.5371 23.241 20.7487 20.0455 22.4616 19.9559 19.4706 16.2224 16.7069 15.0743 22.092 14.6706 13.4908 20.8675 30.5409 13.4678 13.4143 13.1389 14.5313 16.4989 13.355 13.1035 14.4565 12.1412 12.0738 11.93 12.0152 threshold=213.81786689061519 1.0000000180025095e-35 169.09838273224463 668.25000000000011 0.82388516833900949 0.75806908525998373 0.057801455355982793 31.500000000000004 425.25000000000006 0.15849002315523142 1.1972291681106415 3.5000000000000004 6.5000000000000009 31.368993135011447 1.5318123987971319 0.26865671854238038 52.438156127929695 1.5000000000000002 91.264118194580092 222.51928710937503 40.745689014324235 2360.5000000000005 107.7137090503836 0.94227346163209436 1.2261323371718964 0.77500001134838492 28.653080546444126 467.25000000000006 0.96107418807567468 5.0068871974945077 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 21 7 29 -3 -5 20 27 -6 19 -10 -13 14 25 16 17 18 -8 -7 -2 -1 23 -23 -25 -11 -27 -9 -17 -4 -31 right_child=1 5 4 6 9 10 15 8 11 13 -12 12 -14 -15 -16 28 -18 -19 -20 -21 -22 22 -24 24 -26 26 -28 -29 -30 30 -32 leaf_value=-0.0046408467192753673 -0.021265818917766351 -0.0041222843097497332 -0.0086751155054692521 -0.043858692236468523 -0.021056337469271297 0.0010793876121973143 0.011451227121856894 -0.024131431804788484 0.00092252312843981951 -0.00021121742030818946 -0.005615948916446848 -0.0042961452197096735 0.021582882989200903 0.0014285380815503728 -0.0058353230739032116 0.0014906582075212948 0.011547464967543693 -0.0016231350545342987 -0.043633659030368969 -0.013747444691168413 0.0014075288322741735 -0.0079052089372183536 -0.0035495669437699633 0.022201842753958385 -0.0072570269906511017 -0.0028028195344498258 0.0015487227403731662 0.0029915936525617233 0.0032447750724798347 -0.0022518408715937214 -0.0064703789378018411 leaf_count=67904 285 24965 3983 105 535 35748 170 703 21211 106421 6006 12855 278 27281 10584 59641 760 7094 310 681 222422 419 2291 870 208 52720 9890 242 151618 57764 8441 internal_value=0 0.0125702 -0.019653 0.0164969 -0.0140791 -0.0152596 0.0244903 0.00969005 -0.0124536 -0.00872301 -0.00101657 -0.00826863 -0.0358891 -0.00822424 -0.0115508 0.0247028 -0.0164497 -0.0291946 -0.230984 0.00768096 0.0131988 -0.0412372 0.0160803 0.0927014 0.158152 -0.00877569 -0.0202547 -0.164547 0.0263262 -0.0299082 -0.0267104 internal_count=894405 545094 349311 477694 277619 67400 219698 257996 35289 207431 42435 34344 13133 206896 179615 219593 8334 7574 480 36429 222707 71692 3788 1497 1078 169031 62610 945 211259 70188 66205 shrinkage=0.104442 Tree=24 num_leaves=32 num_cat=0 split_feature=16 30 8 0 2 9 11 14 5 6 6 11 21 22 26 26 11 27 27 14 21 16 26 25 21 27 17 17 23 22 0 split_gain=184.387 56.8347 35.7188 26.1588 21.5744 21.3647 28.1576 18.1877 17.9453 14.5535 13.3892 13.2923 12.8874 12.0899 12.0681 11.9271 11.8876 11.7527 11.477 10.9574 10.5426 10.4415 13.6237 10.3587 13.3826 12.8783 10.529 10.2882 10.219 10.0287 9.92885 threshold=204.08781476617372 1.0000000180025095e-35 725.50000000000011 29.500000000000004 19.445626477541374 0.93932706002653787 0.66640069274165981 12.199905137799929 70.078887939453139 0.42187500052062527 0.77500001134838492 0.85764297385620925 16.500000000000004 284.25000000000006 0.71305617573301461 0.33475438343100866 0.93444704421949454 2.5000000000000004 15.500000000000002 82.937685657028752 1.5000000000000002 130.24480711118645 3.1898729328272828 900.25000000000011 8.5000000000000018 14.500000000000002 61.279370002493046 78.687136098251756 0.15849002315523142 455.75000000000006 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 13 -3 9 8 -4 14 -1 28 -12 17 -2 -7 -10 23 -5 -6 30 27 22 -22 25 26 -15 -25 -11 -8 -19 -9 right_child=1 4 7 12 18 6 10 19 15 20 11 -13 -14 16 -16 -17 -18 29 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0081150268876330374 -0.0050767548843913303 -0.0031329413198934305 -0.046745035156267954 -0.012453414978889145 0.0013009537340377983 -0.0040171037830445799 -0.0062527314990904808 0.0024799499591464528 0.040370481031312577 -0.0014642970474485397 -0.003983517858463498 0.00015197999003547163 -0.013433499740448634 0.0026167987901175387 0.0031501843567757503 0.0099947704342384595 0.0048415478709560077 -0.0032625579178635097 -0.0025234893250234264 0.0051792299306186547 -0.013742744528596732 -0.0037786488557371902 0.029284731836459493 -0.0028253524309075871 -0.05525155739369117 0.00063051252613822344 -0.041914140584529622 0.010505761588840959 -0.0014145773000581151 -0.00020569724091462104 0.0011430921890519567 leaf_count=9937 3219 45789 83 917 28828 3549 4988 172831 157 3966 65034 9749 871 53163 9220 1384 10205 13340 12174 12467 1808 24421 84 3160 56 107819 77 976 105172 95637 93324 internal_value=0 0.00875401 0.0124008 0.00460038 -0.0150774 -0.0236313 -0.0193454 0.0204744 0.0233907 -0.0443631 -0.0226521 -0.032979 -0.0074612 0.0121187 0.0110886 0.125328 0.0132391 -0.0065009 0.00158393 0.0206138 -0.0337646 -0.041724 -0.113292 0.0111818 -0.0443395 0.0123175 -0.0359546 0.00861415 -0.0156416 -0.00555227 0.0192566 internal_count=894405 653960 567169 288464 86791 240445 199253 278705 14310 41192 184943 74783 110765 177699 12769 1541 174480 109894 41002 278622 31255 26313 1892 164275 3293 160982 3237 4942 110160 108977 266155 shrinkage=0.104442 Tree=25 num_leaves=32 num_cat=0 split_feature=16 16 20 20 23 11 27 14 0 23 11 29 30 17 9 13 11 1 4 10 11 22 8 14 19 29 29 16 25 30 4 split_gain=149.029 41.2172 28.0954 23.1895 17.4841 17.2242 15.4424 24.0903 14.856 14.706 16.6257 14.5258 12.4082 12.3366 13.8109 14.7727 15.8702 18.1622 12.1891 11.8519 17.3817 22.3352 23.1254 25.1592 16.3038 16.1166 21.9445 15.8691 12.3995 11.3682 11.6732 threshold=220.00100376256725 190.37312765481781 0.34585586830365961 0.82388516833900949 0.15849002315523142 0.92800710933013764 22.500000000000004 69.940090311746843 45.000000000000007 1.7785782359720819 0.72513466270305182 0.096416947614718113 1.0000000180025095e-35 83.760764506543609 0.95527035439278973 125.18504950607735 0.63062673400043645 25715.500000000004 48.31724929809571 0.9666702733044874 0.42785731321940884 2165.2500000000005 5066.5000000000009 36.283214011855506 2736.2500000000005 0.99911347448056131 1.1638588588360703 242.22445964148179 3436.5000000000005 1.5000000000000002 5.0068871974945077 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -2 29 -5 6 19 -8 13 10 11 -6 -11 -1 15 -15 -17 -18 -14 27 -21 28 23 24 25 -23 -27 -4 -22 30 -3 right_child=2 3 5 4 9 -7 7 -9 -10 12 -12 -13 18 14 -16 16 17 -19 -20 20 21 22 -24 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.0023456037151192294 -0.0043448558103453272 -0.011789364795999496 0.001585153132892437 -0.024638014767891177 -0.041703077379901199 0.0037294612368175615 0.00021921019737428351 -0.056413265071961767 -0.00416829103776348 -0.0014818505232241663 -0.00046017262091027834 0.0017651644380487668 -0.014353649169501928 -0.0062287585688107017 0.0060175839961854605 0.015823150068864891 -0.04144151013024748 0.025628720040815442 0.0048222155479028935 0.0096350903067837518 0.0024720383608638529 0.0030834241394905714 -0.00028034224069651528 -0.053446864542557468 -0.0064085203653261175 -0.057709642270118544 -0.016531845277088925 0.0047635597301991343 -0.044562292939812273 -0.0046407777912788554 -0.0012344963662405165 leaf_count=88483 9234 1175 272689 318 84 34131 101686 82 52670 4047 180710 49894 2008 2945 4251 739 125 68 441 1267 4407 172 2034 175 1595 238 347 18284 62 18104 41940 internal_value=0 -0.0128308 0.0129857 -0.00605022 -0.00157697 0.0141387 0.0123121 0.00166196 -0.0263993 -0.00126281 5.85327e-05 0.0162014 -0.0481867 -0.0190335 0.0182505 -0.024913 0.0848147 -0.17053 -0.10437 0.0159097 -0.0174319 -0.0328218 -0.0820515 -0.145935 -0.118717 -0.23957 -0.318688 0.0170896 0.0174213 -0.0234044 -0.014574 internal_count=894405 448002 446403 298721 237502 437169 403038 101768 149281 237184 230688 49978 6496 96611 8128 3877 932 193 2449 301270 10297 9030 4561 2527 2352 757 585 290973 4469 61219 43115 shrinkage=0.104442 Tree=26 num_leaves=32 num_cat=0 split_feature=16 33 16 16 7 28 14 10 7 13 14 16 29 29 21 25 13 28 14 29 11 25 24 12 6 10 8 25 27 19 16 split_gain=122.577 41.3 29.5057 14.7932 12.5704 14.7886 12.2171 12.1401 12.5948 12.1235 12.6625 11.7827 17.4409 11.4641 11.748 17.4592 31.7382 12.6022 10.9827 10.4138 10.8169 10.1938 13.7587 14.2088 15.0012 11.2956 21.8105 24.4676 10.7027 9.98023 9.90017 threshold=203.68417515563104 2.5000000000000004 222.06850033325932 162.04720485906361 -8.1301016807556135 316.75000000000006 16.377790925790325 0.92738903604725831 -11.309931755065916 65.040965707969733 15.502250884453153 107.7137090503836 0.97606138082363547 0.16285084927677315 6.5000000000000009 988.25000000000011 44.166180163724881 569.25000000000011 59.86123978888255 0.41937183452870602 0.48834262899456871 1176.2500000000002 1.5000000000000002 697.79245994292489 0.17225526608271749 0.95671738379942151 6287.5000000000009 2351.7500000000005 21.500000000000004 1112.2500000000002 145.29316817402153 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 11 9 6 -6 8 -5 19 -11 12 -1 -4 17 -16 29 -15 -3 -2 -21 -19 25 28 -25 -23 27 -27 -24 -17 -13 right_child=1 18 13 7 5 -7 -8 -9 -10 10 -12 30 -14 14 15 16 -18 21 -20 20 -22 22 23 24 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.0028581718435864573 -0.0039381909050243014 -0.0037335101447414252 -0.0082816481921476424 -9.5941834771952309e-05 -0.021692510464795655 -0.00046002769993104997 0.010018730860266738 -0.0048587313582704348 -0.0019974676344574672 -0.043827775686379543 -0.002544004357919267 -0.0060126981542415782 0.01087029248696527 0.0004924805577731289 0.00074586143210571536 -0.054777467346854375 -0.0035045980000943285 0.0027605142808849758 0.0089700121608502145 -0.025454954336960264 0.0019061979751601808 0.0049303142868927126 0.00084796240199597748 -0.059731421091712013 -0.0069859671644268689 0.0082347179689619306 0.0030008920113492855 -0.035187049569128701 -0.039167744272997067 0.0011305472711106493 -0.0029261914283946555 leaf_count=3217 3594 25081 1314 56879 614 162554 169 11591 114452 82 6939 17643 1471 57900 115233 204 1037 139630 765 158 64093 14985 58821 61 1644 220 1831 397 73 42 31711 internal_value=0 0.0070334 0.00863674 -0.0194944 -0.00014687 -0.00506501 -0.142165 -0.0151998 -0.0130809 0.0105832 -0.0289746 -0.0340308 0.0138789 0.0139553 0.0142678 0.00584973 -0.11016 0.0178272 -0.032147 0.0146768 0.017607 0.0213151 0.0121607 0.00503867 -0.0849566 0.0369178 -0.0260604 -0.188663 0.00764406 -0.433084 -0.0385816 internal_count=894405 657441 631595 236964 238203 163337 783 182922 171331 74866 7021 54042 4688 393392 392078 116516 1283 275562 25846 67845 64251 217662 78032 60599 1705 17433 2448 617 58894 246 49354 shrinkage=0.104442 Tree=27 num_leaves=32 num_cat=0 split_feature=16 26 31 0 29 0 28 17 9 27 13 7 11 17 11 4 26 16 18 28 2 16 17 23 7 9 13 27 26 28 5 split_gain=98.0163 30.9753 21.1868 21.0746 22.8969 18.0592 16.233 14.1921 20.014 16.0421 16.9813 13.2731 21.9546 13.4936 27.2636 13.218 12.5758 12.6198 12.1265 11.8372 10.9802 10.9688 10.7069 10.6743 11.553 10.6241 10.4438 10.2708 12.7324 10.1495 10.0018 threshold=220.19769411151643 0.5357525379129503 1.5000000000000002 33.000000000000007 1.5318123987971319 49.500000000000007 741.25000000000011 67.830442737287754 0.94853013676383602 14.500000000000002 24.170301925761532 -1.0000000180025095e-35 0.90715233042819265 54.229930729324856 0.8225130177462836 47.660104751586921 1.135791926284383 225.86341632593459 2.5000000000000004 316.75000000000006 39.009433962264161 170.36150130063177 52.713899765069932 0.8692040607502961 -29.744881629943844 0.95561785318104253 131.67041042283452 36.500000000000007 0.80351870611357878 410.25000000000006 80.10956192016603 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 11 7 6 -6 25 9 26 10 18 -2 13 19 -15 22 17 -16 -3 -13 -4 -8 -7 24 -10 -5 -9 -11 -29 -20 -12 right_child=2 3 20 4 5 15 21 8 23 27 30 12 -14 14 16 -17 -18 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0029012879636402971 0.0020736691019954804 -0.0017405063717110913 -0.002167507567216868 -0.0041482056972567925 -0.0017119701414261648 -0.015319204507182462 -0.0033027059597618459 -0.0050919226194247255 0.0059142881153770813 -0.0014290618143035227 0.0019971899731043821 -0.017908183365210825 0.0025636706782044879 0.0073912745573360009 -0.021626975232463444 0.0010493225617955887 -0.00066624645366740118 -0.056899699775825527 -0.026146955869268719 0.00035563569121906325 0.00097765370760168101 0.0010639117876490196 -0.0070457866772017375 0.0089266008268318996 -0.010851493255084863 -0.0013018463019291353 0.0070434537030221117 0.0088514707914557587 -0.00054554554782817836 -0.0061164651139760931 -0.0043251362392371095 leaf_count=83644 164569 6071 30370 16240 9171 2719 7229 3202 1287 72377 57692 388 59643 541 393 1371 195 154 427 166234 20136 47554 4581 5997 688 120006 1020 2442 4419 780 2865 internal_value=0 -0.0104076 0.0105304 -0.00646073 -0.0130676 -0.0473268 -0.00986785 0.0022039 0.0349873 -0.000514206 0.0107735 0.0130134 0.00806553 0.00221124 -0.0999497 -0.0800459 -0.224423 -0.302153 -0.0348654 0.00299789 -0.00874721 0.00466963 -0.0969661 0.0644701 0.000707127 -0.0157132 -0.0206824 -0.0101775 0.0268003 -0.126411 0.0162585 internal_count=894405 451782 442623 368138 208871 17842 191029 159267 12194 147073 67835 392117 227548 167905 1283 8671 742 547 7278 166622 50506 54783 7300 7972 1975 136246 4222 79238 6861 1207 60557 shrinkage=0.104442 Tree=28 num_leaves=32 num_cat=0 split_feature=16 30 8 0 9 13 11 27 1 14 27 26 20 4 9 2 14 21 18 9 25 9 0 26 25 22 21 13 18 28 14 split_gain=81.5331 29.1713 19.0839 16.3395 15.5004 15.6709 13.9477 14.1206 13.976 12.4911 12.3205 20.2308 17.2083 14.5408 14.7726 10.6521 10.5601 12.0738 12.5333 9.61332 10.4664 9.29856 9.61114 9.01389 9.14804 8.91388 9.65481 9.51932 9.01803 9.39688 8.79772 threshold=207.04583445874977 1.0000000180025095e-35 725.50000000000011 29.500000000000004 0.91560192994866785 24.769831758353494 0.66640069274165981 36.500000000000007 2483.5000000000005 12.199905137799929 14.500000000000002 2.0225408151828748 0.62803405207965135 222.51928710937503 0.87745752802935051 1617.2785714285717 18.424816688904485 1.5000000000000002 2.5000000000000004 0.96116696031469295 10652.000000000002 0.96406084830866823 24.000000000000004 3.7697911294014479 944.25000000000011 308.25000000000006 1.5000000000000002 27.724884714571239 2.5000000000000004 316.75000000000006 15.878561891991852 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 25 -1 -6 8 21 19 -4 12 -12 15 30 -15 -3 17 -5 -19 -7 -21 22 -8 -13 -25 26 27 -2 -28 -30 -14 right_child=1 10 9 16 5 6 7 -9 -10 -11 11 23 13 14 -16 -17 -18 18 -20 20 -22 -23 -24 24 -26 -27 28 -29 29 -31 -32 leaf_value=-0.0039609181105363048 -0.0083261676425978245 -0.0031831504800210169 -0.038969080085218932 -0.019740184993058331 -0.0026553931224908467 -0.00097202447109096966 -0.00017748212010332927 0.0044534515405585283 0.0099899501004412743 0.001554102581514257 -0.0020135930502854639 -0.015187617401602316 -0.013576684184391978 -0.02595269171083011 0.0048500569661450764 0.05218047710794127 -0.00037205417696124126 8.383522873547716e-05 -0.0071402280198291403 0.0034845215755110607 0.036112130359428771 -0.0006701813491321088 -0.0032736104825332756 0.0027694382153278419 -0.034104193858372059 0.001044894920307875 0.0016810000733007517 -0.037811779208809862 -0.02619330672335014 -0.0037837123869173665 0.0015972895217976632 leaf_count=25842 480 15767 83 494 65142 11240 15367 4854 2056 271990 28329 1957 422 427 282 38 89842 6061 4614 6661 109 99049 37936 634 83 167178 2492 159 282 739 33796 internal_value=0 0.00619339 0.0088381 0.00292037 -0.0146429 -0.012161 -0.00728711 -0.0104561 0.0175406 0.0147617 -0.0114223 -0.0271277 -0.00182452 0.0105647 -0.131184 -0.0292031 -0.00716739 -0.0361663 -0.0290935 0.00862362 0.0383929 -0.0121478 -0.0227974 -0.110273 -0.014353 0.0088678 -0.0369018 -0.149968 -0.0163356 -0.0954905 0.0135018 internal_count=894405 626149 544414 272341 268256 242414 177272 157206 20066 272073 81735 31003 50732 34927 709 15805 101011 11169 10675 18010 6770 152352 53303 2674 717 171330 4152 639 3513 1021 34218 shrinkage=0.104442 Tree=29 num_leaves=32 num_cat=0 split_feature=13 20 2 11 7 9 9 29 21 23 21 25 17 24 7 17 27 17 10 27 17 12 14 11 30 28 5 29 1 8 30 split_gain=51.578 31.717 28.842 19.0521 16.3866 21.1775 12.8844 12.8541 11.6854 16.8307 11.4146 13.8843 16.1784 15.0725 13.2499 11.5041 11.1002 11.0857 11.5079 10.8506 10.7381 10.1134 10.8483 10.0649 11.798 9.35591 9.32648 9.0995 8.47598 8.17287 8.06585 threshold=24.961542546873073 0.69420292993088439 24.816498316498318 0.87028286115507225 -3.0127874612808223 0.95167535740126252 0.96910218199368359 0.057801455355982793 14.500000000000002 0.72310013075931223 1.5000000000000002 1126.2500000000002 56.566248691333833 5.5000000000000009 -68.198589324951158 70.936454594305971 14.500000000000002 78.687136098251756 0.9666702733044874 22.500000000000004 74.567806791498114 159.26702730475884 29.198294253123777 0.82155167131891649 1.0000000180025095e-35 316.75000000000006 295.53527832031256 0.096416947614718113 374.50000000000006 350.50000000000006 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 6 3 4 5 -3 -2 -4 23 -10 14 16 26 21 -9 -15 -12 29 -19 27 -18 22 -14 -1 -25 -6 -13 -7 -11 -16 -5 right_child=1 2 7 30 25 19 -8 10 9 28 11 12 13 15 17 -17 20 18 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.002938761198712695 -0.0035144092037229418 -0.0014108269683564222 -0.032715998004701763 0.0012579757437132604 -0.015689949318096117 -0.023178882926283988 0.00035528220992992084 -0.0011262788286810336 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0.0336022 0.0106808 internal_count=894405 783932 738525 467959 350730 161306 45407 270566 110473 1375 270445 232763 40181 5941 37682 1561 192582 30806 1416 110387 119007 4380 898 109098 51194 189424 34240 91855 403 29390 117229 shrinkage=0.104442 Tree=30 num_leaves=32 num_cat=0 split_feature=16 0 14 29 31 29 4 9 0 11 11 17 17 5 16 27 6 0 28 6 9 29 24 4 11 16 9 24 25 18 24 split_gain=57.844 23.1733 25.2571 16.1208 14.2614 14.3159 18.1684 11.8549 10.5206 10.2352 15.4871 11.7914 11.4688 13.4396 10.7687 9.44927 9.35725 9.08511 8.70143 9.72686 8.61823 8.37182 10.5809 9.49428 17.7577 9.75062 9.516 8.36954 8.31595 11.4539 8.18953 threshold=200.60511466834575 29.500000000000004 21.050564643206467 0.16285084927677315 1.5000000000000002 1.8201277017357163 45.000905990600593 0.89198533127376878 22.000000000000004 0.73993116384420743 0.90351690915600702 63.619199716845216 58.53804158170071 64.455078125000014 221.34901122842302 2.5000000000000004 0.87926792276040222 51.000000000000007 690.25000000000011 0.26865671854238038 0.94992957732508898 1.2125533305495544 7.5000000000000009 28.00000095367432 0.61928751009431993 162.04720485906361 0.96422807634376406 20.500000000000004 258.50000000000006 2.5000000000000004 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 15 -2 18 -6 17 -1 -9 11 12 -5 28 14 -14 -3 21 -7 -4 -20 -13 23 -23 25 30 -10 -26 -21 29 -11 -25 right_child=1 2 4 9 5 6 -8 8 16 10 -12 20 13 -15 -16 -17 -18 -19 19 27 -22 22 -24 24 26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0043702205725860074 -0.004731853511372658 -0.011602486167824489 -0.00013293306861902513 0.0017134443693594386 -0.00061346300727072294 -0.0079699221894737483 -0.00046401163312541485 1.9211944925446469e-05 -0.0030918394437542923 -0.0010843475176587243 0.002285242180542644 0.00095885509933555562 -0.0059597074998634638 0.013929676175560051 -0.025531462217296668 -0.0020237782933729903 -0.003424266715300358 -0.019753345038144691 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105273 215060 905 1288 shrinkage=0.104442 Tree=31 num_leaves=32 num_cat=0 split_feature=16 14 0 15 24 20 16 25 9 29 7 29 0 21 7 14 29 25 6 28 13 5 22 10 16 1 25 5 24 11 11 split_gain=46.3498 19.5779 16.0373 14.4726 20.2184 13.842 11.5812 15.9742 11.2924 10.9585 10.8881 10.4542 10.1179 9.78668 9.52542 9.5127 9.08335 8.66381 11.3928 12.6396 9.34795 26.6981 13.4976 19.2025 33.2838 12.4643 11.0439 9.29953 11.7313 9.72797 8.70508 threshold=199.6781419270537 20.153735990334294 26.000000000000004 0.72245491650842497 23.500000000000004 1.1388036159894537 233.07085777524307 6210.7500000000009 0.94853013676383602 1.9561426845863343 -89.93590927124022 0.096416947614718113 40.500000000000007 11.500000000000002 -2.642545104026794 32.51706140353118 0.2045619493326957 15819.000000000002 0.26865671854238038 10937.000000000002 185.64608914490623 159.32851409912112 2165.2500000000005 0.97437866742909052 240.89279762255919 5071.5000000000009 741.25000000000011 139.80653381347659 1.5000000000000002 0.72319844054580906 0.8354185301132977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 8 10 6 -6 7 14 9 -2 11 -3 -1 -7 -5 -15 -10 18 19 20 21 22 26 24 -24 -23 30 28 29 -25 -12 right_child=1 3 -4 4 5 13 -8 -9 16 -11 17 -13 -14 15 -16 -17 -18 -19 -20 -21 -22 25 23 27 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0007175062511132306 -0.0021184142308488525 -0.047691277576049303 -0.0021918517150630789 0.00096567172256035961 -0.0039592534035037237 0.0018621231546363376 0.0017661547625230512 -0.011467242601958576 -0.0044909695065451722 -0.040172598867015859 -0.033693410032793532 -0.0027654184133499081 -0.00219483331398778 -0.019793539410905003 -0.00073641542951057861 -0.059046193681834634 0.0011790001468206593 0.0048825298661138595 0.0011823082624225212 -0.0388961517916196 0.004505670835220155 -0.06355929244535323 -0.0094802601082051713 0.0049082412931962093 -0.056029047875279687 0.010992594984479352 0.0021162031599343072 0.00572697984507622 -0.0047302462453122675 -0.053675205980434092 0.0042742367091579926 leaf_count=113941 15108 57 50971 54349 3688 208 38316 1374 3262 83 174 6443 90923 660 105456 75 55862 6671 337596 103 1863 116 665 44 224 31 4117 826 989 104 106 internal_value=0 0.00398311 -0.00732498 0.00649394 -0.000232969 -0.065554 0.00128337 -0.00243153 0.00204499 -0.0222739 0.0103068 -0.0302501 -0.0131477 -0.173673 -0.00150842 -0.227867 0.00829335 0.0110523 0.010366 -0.0240445 -0.0201691 -0.0361162 -0.0275604 -0.0811392 -0.20307 -0.458028 0.00719206 -0.0259194 -0.0845845 -0.347163 -0.184982 internal_count=894405 689541 125286 564255 204126 4631 199495 161179 74315 15191 360129 6500 204864 943 159805 735 59124 353629 346958 9362 9259 7396 7249 2852 889 147 4397 1963 1137 148 280 shrinkage=0.104442 Tree=32 num_leaves=32 num_cat=0 split_feature=16 9 11 21 13 4 10 17 29 1 29 16 32 26 27 1 16 21 14 7 28 5 25 24 19 24 21 15 25 21 17 split_gain=40.0095 19.5626 20.3367 11.6451 18.6473 14.296 11.5861 10.4462 10.9717 11.8778 10.1347 9.78368 9.67214 9.17965 8.69208 10.9613 8.5439 8.46021 8.2739 7.38282 8.67968 7.37378 7.18383 17.6387 12.6094 8.54646 8.48306 13.3333 8.12772 12.814 10.7622 threshold=220.78498659978013 0.96200711006998729 0.67734464387871862 1.5000000000000002 53.198730602002684 26.190582275390629 0.69212575249049857 65.43107944258189 2.0146697577396044 2483.5000000000005 0.16285084927677315 107.7137090503836 2.5000000000000004 0.5357525379129503 2.5000000000000004 1316.5000000000002 240.18299202526723 4.5000000000000009 171.00045868426204 -66.757671356201158 9441.7500000000018 159.32851409912112 454.25000000000006 21.500000000000004 407.25000000000006 30.500000000000004 1.5000000000000002 0.39560599167788896 1084.7500000000002 10.500000000000002 49.378554209214904 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 7 5 13 -1 11 14 -9 -10 -8 -4 16 -5 15 -3 22 -15 19 20 -7 -6 23 26 25 -25 27 -2 30 -30 -24 right_child=12 2 6 4 21 18 10 8 9 -11 -12 -13 -14 17 -16 -17 -18 -19 -20 -21 -22 -23 28 24 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.0023086858553766991 -0.042523323801752187 -0.021367679718607702 0.014689919012571268 -0.0030179230274011422 -0.0048298198707399723 0.0021282644352134841 -0.004072712153625836 0.0075015573667278346 -0.050498642986743156 0.0075323423520370835 0.00045948405207924502 -0.0011070318734888139 -0.0028491787668827491 0.00024129377110788716 0.0020668909425088193 0.011906671695460648 0.0021777107687896268 -0.0017580289412075796 -0.010466074473798844 0.005723602285376629 -0.014886550615197535 0.0052712040165218584 0.00070768359166467566 -0.026822353899279533 -0.0044898769475753856 0.013977909174319552 5.5904778309828715e-05 -0.0049276554552518202 -0.00028926756032301195 -0.042648448010618074 0.0024475880821955265 leaf_count=8220 125 373 429 28092 24096 1543 5601 6031 75 79 137647 137828 8105 41736 9612 152 43612 51668 437 7503 415 815 249535 579 1114 62 21091 582 61255 78 45915 internal_value=0 -0.0064448 -0.0016102 -0.0151965 -0.0181561 0.00871915 -0.00359997 0.0327072 0.0650947 -0.198478 0.00270269 -0.0101302 0.00693945 -0.0130458 0.0129463 -0.112349 0.00759365 -0.00827889 0.0343176 0.0405314 -0.0141518 -0.0430798 0.00607348 -0.0108416 -0.107287 -0.21903 -0.00307657 -0.110824 0.00719013 -0.00328543 0.00936477 internal_count=894405 462352 297827 164525 146407 18118 281505 16322 6185 154 143248 138257 432053 121496 10137 525 423948 93404 9898 9461 1958 24911 380336 23553 1755 641 21798 707 356783 61333 295450 shrinkage=0.104442 Tree=33 num_leaves=32 num_cat=0 split_feature=0 20 13 9 28 28 29 27 22 19 14 22 15 6 32 28 24 13 11 4 7 1 14 22 19 11 27 5 22 5 12 split_gain=33.9883 20.0276 18.5185 15.9755 12.7667 11.817 11.7057 11.4565 11.1126 11.0942 13.1891 10.8515 10.1222 9.49759 9.14265 13.5704 15.5499 12.7288 11.3642 11.5814 11.4277 10.6408 10.0693 10.5412 9.48839 8.79005 8.19285 7.95437 12.0609 7.82645 11.4864 threshold=35.000000000000007 0.88706552514745884 28.340380051114916 0.95592421409356687 805.25000000000011 729.75000000000011 0.057801455355982793 3.5000000000000004 4949.5000000000009 728.25000000000011 15.106476175211577 3927.5000000000005 0.38992901462620283 0.77500001134838492 1.5000000000000002 1255.7500000000002 2.5000000000000004 17.577089765264045 0.9370688834974551 5.0068871974945077 -13.982293128967283 570.50000000000011 9.5345821657150385 473.25000000000006 762.25000000000011 0.48834262899456871 2.5000000000000004 33.145700454711921 1636.2500000000002 26.998850822448734 69.23097038856281 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 -2 4 12 26 7 8 -3 11 -11 13 -4 25 15 16 17 -1 19 -18 -21 24 -22 -24 -17 -8 -5 -25 -29 30 -27 right_child=2 6 3 5 -6 -7 9 -9 -10 10 -12 -13 -14 -15 -16 21 18 -19 -20 20 22 -23 23 27 -26 29 -28 28 -30 -31 -32 leaf_value=0.039951610640985465 -0.0024374839639656407 -0.027894425814201179 -0.0077231587041693642 -0.010014133183715015 -0.00058918638926944503 0.0010629563448990417 -0.015962674133876538 0.013157676508100223 0.048509388480608623 -0.020554120153210551 0.0015488344530738786 -0.025567749438526948 -0.0025891966702272706 -0.00043176662511715583 -0.0021105484005136642 -0.0027683595085128219 -0.011346602267821543 0.0075870034726203744 0.0060212818777132717 0.0019286017593261543 0.0071558888497933954 -0.0025126387592587104 -0.0035782114457254353 0.0001604754907147707 -0.025850970792828325 6.9040334902439456e-05 -0.00053089564326080311 -0.0033710937087685004 -0.04637460852962693 0.00062519460099756132 0.0043937254239467122 leaf_count=173 63778 370 5061 1002 38903 74277 337 121 22 295 169749 175 24316 89112 34283 305 1018 567 3246 21805 1677 1357 13966 43676 535 11700 120582 5966 72 150285 15674 internal_value=0 0.00474768 -0.00804478 -0.00435213 -0.0175237 0.000239663 0.00797068 -0.142998 -0.226024 0.00814777 0.0144624 0.00413041 -0.0332592 0.00429351 -0.00622163 -0.00114031 0.000711197 0.145088 -0.000457387 -0.00259645 -0.00135792 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2.5000000000000004 0.69420292993088439 6.5000000000000009 12.961337063203404 -10.30484628677368 560.25000000000011 0.42496642044633609 23.500000000000004 3.5000000000000004 9.5000000000000018 46.500000000000007 20.500000000000004 425.25000000000006 684.25000000000011 701.25000000000011 32.44854426960179 28.576541013405485 642.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 6 5 -5 -2 21 17 -10 16 14 13 -13 15 -12 -4 -1 -9 -8 -21 22 23 -6 27 -26 -27 29 -29 -23 -30 right_child=1 -3 10 4 7 -7 19 18 9 -11 11 12 -14 -15 -16 -17 -18 -19 -20 20 -22 24 -24 -25 25 26 -28 28 30 -31 -32 leaf_value=-0.00062896698961702766 -0.0089913732975669906 0.020041611404911518 -0.020405605803089935 0.0032736067305082677 -0.00048182478573228994 -0.025188930739275972 -0.0020724876290605498 0.0015361734057896916 -6.3810442754338333e-05 0.010118799523446499 -0.067016296397096956 -0.0071666860010736189 0.00088572391916965482 -0.00086279727193967596 0.00054038605488898822 0.010555373296788339 0.0011378415887994139 -0.0023568391913380165 -0.016013234011318104 0.0018130529704506505 -0.0013460169272164393 -0.0040188920115337449 0.0018230962761049327 -0.048905569710902687 -0.022427498518621469 -0.0039842299751467114 0.006734931841125941 0.0068034461461982535 -0.036831727750192271 0.0023021615416525731 -0.0014704053532940953 leaf_count=66114 1436 393 258 563 180772 645 9636 543 49265 1202 58 8086 8307 7334 98019 41 249783 81451 917 65973 10842 3739 25088 77 705 12118 904 366 288 9375 107 internal_value=0 0.00300357 0.00289691 -0.00180117 -0.00539541 -0.114165 0.00785881 -0.00483629 -0.0108559 0.00171113 0.00699122 -0.000581965 -0.0229692 -0.0399116 0.00483173 -0.334067 0.0106816 -0.0151538 -0.0908282 0.00941935 0.0130902 -0.0042987 -0.00209816 -0.00481072 -0.0207168 -0.0404581 -0.0310229 -0.00118601 -0.104111 0.0047867 -0.260937 internal_count=894405 696373 695980 324094 236207 1208 87887 234999 198032 50467 371886 121845 23727 15420 98118 99 250041 147565 1460 86451 76815 233539 205937 180849 27602 13727 13022 13875 761 13114 395 shrinkage=0.104442 Tree=35 num_leaves=32 num_cat=0 split_feature=0 20 14 26 0 21 29 27 19 22 27 17 25 18 19 28 21 7 28 28 28 10 9 28 7 10 27 27 26 21 7 split_gain=27.6225 13.9511 13.5263 10.7942 14.8443 10.7428 10.8121 11.3357 9.83998 9.38085 9.23234 13.7599 9.84496 13.9983 17.4437 11.9972 10.537 17.18 16.0696 12.159 10.4362 24.3066 11.5838 19.5532 10.9764 10.2392 12.1154 10.0213 12.549 9.11327 9.0415 threshold=33.000000000000007 0.73721656741088737 20.938652705576612 1.4193778473148961 49.500000000000007 1.5000000000000002 1.1821092661017991 55.500000000000007 627.25000000000011 284.25000000000006 14.500000000000002 65.43107944258189 900.25000000000011 2.5000000000000004 845.75000000000011 656.25000000000011 1.5000000000000002 -68.715793609619126 587.25000000000011 4133.5000000000009 4440.2500000000009 0.9598537630743792 0.97691285358357061 2885.5000000000005 -86.16994476318358 0.59943897777472011 3.5000000000000004 2.5000000000000004 1.5167739297805587 2.5000000000000004 -78.82000350952147 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 8 -5 -2 7 -7 -4 -3 12 -12 15 16 -15 -11 17 18 30 -18 21 22 -20 -24 -23 26 -22 28 -21 -13 -14 right_child=2 9 3 4 -6 6 -8 -9 -10 10 11 29 13 14 -16 -17 19 -19 20 27 25 24 23 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.00086358212958165953 -0.0057465421967694847 -0.003084289644951404 -0.0010727180362703757 -0.00052736331540407621 -0.0046982795203667216 -0.0011975152936376625 -0.0077864735281582675 -0.027959197762676771 0.00043117013736111302 0.0010322525386734372 0.00017401198394479314 -0.030972544396402003 -0.0020861546876845597 -0.026042528127882224 -0.0021466568961558729 0.0030845320398895978 4.843988753028756e-05 0.0033044245325922761 -0.0013206705453493361 -0.026595081804367253 -0.0039409402613126924 -0.020571209594389475 0.00069579901500535339 -0.062574341741794465 -0.06428762236350144 0.004428501630803789 -0.056786921918318703 -0.0037698123628037757 0.0091920531523858578 0.0054019529881859296 -0.068916272244150562 leaf_count=72931 6873 7067 68388 29798 13536 85940 2853 173 155074 82551 233569 76 34 479 1095 49825 45483 23615 2025 474 174 165 123 94 101 2240 65 2795 138 6588 63 internal_value=0 0.00457893 -0.00673992 -0.00307945 -0.0175237 -0.0169299 -0.0139872 -0.0119806 -0.00027841 0.00662099 0.00718651 0.00294446 0.012004 0.0031822 -0.0901805 0.0172795 0.00507619 0.0202864 -0.0324449 -0.00385239 -0.024604 -0.0700847 -0.0361752 -0.255754 -0.355894 0.0214087 -0.175344 -0.0614729 -0.177375 0.04775 -0.435564 internal_count=894405 531770 362635 266796 43334 95839 88966 86113 223462 458839 451772 240233 211539 79163 1574 132376 77589 28699 5084 48890 4987 2508 2242 217 266 2479 239 3407 612 6664 97 shrinkage=0.104442 Tree=36 num_leaves=32 num_cat=0 split_feature=16 9 11 21 5 4 6 21 26 14 27 27 15 0 29 22 16 7 14 16 11 14 23 27 14 0 16 28 11 27 22 split_gain=22.2029 16.0354 15.5826 9.41271 12.4204 9.12519 8.91498 11.9182 8.81652 8.36907 11.7306 12.0879 9.95005 7.66477 7.5747 7.47804 8.3499 7.49149 7.42385 7.41745 7.37192 7.13386 9.48826 7.95853 7.8245 7.44431 7.36096 8.33524 7.71898 7.11959 8.18316 threshold=223.31427010633817 0.96116696031469295 0.67441110761249312 1.5000000000000002 50.000854492187507 27.00000095367432 0.70406186272466897 14.500000000000002 3.7697911294014479 24.170827228657775 2.5000000000000004 20.500000000000004 0.2757942548463142 46.500000000000007 0.16285084927677315 5431.7500000000009 107.7137090503836 -41.496467590332024 18.113191112522099 107.7137090503836 0.82792865029707141 25.680794265760714 1.0153660098949366 8.5000000000000018 37.791905262386898 40.500000000000007 162.04720485906361 1809.2500000000002 0.52199753371628377 6.5000000000000009 250.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 9 5 29 -1 14 19 20 10 18 13 -11 -12 -4 -7 17 -17 -3 -8 21 -6 24 -24 26 -25 -23 28 -28 -5 -31 right_child=-2 2 6 4 8 15 7 -9 -10 12 11 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 22 23 25 -26 -27 27 -29 -30 30 -32 leaf_value=-0.0015791059126873189 0.00060050434695849782 0.0038955318994419118 -0.0032758569827747966 -0.0033664044908939647 -0.0071465897578233536 0.0058178341892653283 0.012841539499274905 -0.010163076740148496 0.0055165867519762161 -0.043517604365006811 0.0046101045441499615 -0.0054054262457985244 0.0057318330861872036 -0.0059173384224660815 0.00055937111832267752 -0.0085071713764668187 -0.001017975139460974 0.022402762618560342 -0.030928241539672805 -0.0006599579247696585 0.0012392224262155842 -0.013369319439826791 0.0014711473254439115 0.0011436508078753783 -0.012170153748488555 -0.0070477798208062195 -0.025743716517100713 0.0078362470042502019 -0.0027466967636143209 -0.010309791688750037 -0.00075357848949858715 leaf_count=8711 382973 100 5854 13578 7740 5177 445 1441 1117 45 6968 2130 7994 846 138982 117 4835 318 201 172706 2669 673 5114 1829 1952 3577 179 783 1440 986 112925 internal_value=0 -0.00431953 -0.000303504 -0.0121267 -0.0147182 0.00878112 -0.00192866 -0.00674038 -0.0341712 0.0280886 0.00913688 0.0150241 0.0522409 0.0332273 0.0038716 0.0287101 0.0021926 0.134898 -0.185355 -0.00598665 -0.0379147 -0.0436202 -0.0312706 -0.0141934 -0.067008 -0.0409451 -0.0355746 -0.00967667 -0.0506433 -0.0105873 -0.00800726 internal_count=894405 511432 337712 173720 154562 19158 319428 174592 27073 18284 10245 9944 8039 7814 144836 10447 5270 435 301 173151 25956 23287 15547 10520 5027 5406 3075 2402 1619 127489 113911 shrinkage=0.104442 Tree=37 num_leaves=32 num_cat=0 split_feature=16 18 14 11 11 9 10 27 26 24 10 11 17 27 4 8 22 16 6 13 26 20 27 24 12 26 11 20 23 25 14 split_gain=18.9169 13.3512 11.8665 11.3313 9.4148 9.29533 8.50987 12.2469 20.4903 10.3983 9.20907 12.4859 11.7128 9.22779 20.0308 8.63249 16.438 14.6959 12.323 11.5543 10.6979 8.52154 12.61 12.8832 8.42397 8.31043 8.90821 7.94306 7.7441 22.8938 7.54411 threshold=182.30103067516322 6.5000000000000009 19.900257276364176 0.82520908482298994 0.92800710933013764 0.97331549905058334 0.69212575249049857 32.500000000000007 0.78905905229479267 30.500000000000004 0.9666702733044874 0.42785731321940884 70.936454594305971 1.5000000000000002 43.953094482421882 5066.5000000000009 2165.2500000000005 244.02137897945363 0.22204395931826884 131.67041042283452 0.99907364500738005 1.1315882069706287 46.500000000000007 29.500000000000004 550.12541469129121 1.0707884483246761 0.64477931822841705 0.81973559372815352 1.1331028134582166 4681.0000000000009 36.283214011855506 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 6 24 7 -4 9 -9 -8 12 -12 14 -13 16 -15 19 -19 20 -18 -10 -23 -24 -2 26 -22 -5 -17 -30 -21 right_child=1 -3 4 27 -6 -7 10 8 21 -11 11 13 -14 15 -16 28 17 18 -20 30 25 22 23 -25 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.0018203073646592676 -0.001254918852128307 0.018821640805586962 -4.3718700195595851e-05 -0.0012534470742843881 0.0021841187435275135 0.00043217684824458692 0.00067745430351816803 0.0067295944188883548 -0.0038756242103663695 -0.027528940167925231 0.0076188150077522209 -0.036179614697696282 -0.034856807238466882 -0.00040943624487083482 -0.00097261586271428849 0.0074704249761743807 -0.0002610526966230951 -0.0068938885356414322 -0.055338196684596767 -0.0015436812782661609 0.0079668035722728486 -0.0079125752084288226 -0.049695207747825064 -0.0096165663734626532 -0.038866798536127144 -0.018721996801628216 -0.057791401779422553 0.0024202298315504104 0.0022435095488122355 -0.052087794145676901 -0.027303552046868348 leaf_count=88191 95706 419 214080 12259 29787 54096 363458 2241 7165 101 1646 295 74 3891 438 1372 237 96 142 1524 27 1969 173 177 65 406 134 13479 521 101 135 internal_value=0 0.00175293 0.00165707 -0.0120412 0.00355909 -0.0063409 0.00269817 -0.00214913 -0.0334762 0.0502879 0.00562219 -0.022832 0.0554505 -0.0372805 -0.144979 -0.0280862 -0.0455254 -0.105461 -0.342751 -0.0825315 -0.180918 -0.054161 -0.10685 -0.281753 -0.0122599 -0.255495 -0.447747 0.00641943 0.0295664 -0.0629896 -0.0348506 internal_count=894405 780476 780057 113929 630190 149867 600403 225906 11826 2342 374497 11039 1720 9319 733 8586 6592 2701 238 2463 804 9484 2319 350 95771 567 161 25738 1994 622 1659 shrinkage=0.104442 Tree=38 num_leaves=32 num_cat=0 split_feature=0 9 13 25 27 20 24 25 18 19 4 27 20 25 1 17 23 7 27 25 16 16 21 12 26 21 19 4 16 4 26 split_gain=20.726 12.4043 12.9098 8.56845 7.81741 7.77956 8.75895 11.7228 13.7216 20.7412 19.4231 13.7733 13.1516 9.87025 9.30714 9.21329 10.4169 9.62696 8.96845 10.0271 8.50235 8.25439 7.47893 9.30687 8.08479 10.5527 7.38533 7.34256 7.28978 6.94035 6.93447 threshold=29.500000000000004 0.95592421409356687 26.392259723081839 744.25000000000011 52.500000000000007 0.73721656741088737 8.5000000000000018 1031.7500000000002 1.5000000000000002 1249.2500000000002 21.043053627014164 21.500000000000004 1.3879157653743921 1354.2500000000002 1809.5000000000002 65.43107944258189 0.86187447831789832 -29.744881629943844 20.500000000000004 690.75000000000011 224.85957679889302 207.74285340912806 7.5000000000000009 150.61879502661802 0.88367446685419049 2.5000000000000004 743.75000000000011 186.98027801513675 241.73485663716818 31.848940849304203 0.18698204312098327 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 -3 -2 -4 26 -7 15 11 10 -10 -9 13 21 -13 20 17 18 -17 -20 22 -12 24 30 -8 -26 -1 -5 -29 -27 -24 right_child=1 2 4 27 -6 6 7 8 9 -11 12 14 -14 -15 -16 16 -18 -19 19 -21 -22 -23 23 -25 25 29 -28 28 -30 -31 -32 leaf_value=0.00018745815730531625 -0.0026882121647970655 -0.0017299357476014798 0.00010068777207803964 -0.00058725733415420191 -0.012918719950836368 0.0012332142877087913 0.00024428716142903636 0.00074875180536190019 -0.00029020670432075227 -0.00096375266327149666 -0.0179849856611024 0.0077185142489981061 -0.0054608093542938239 -0.0092791224570022424 -0.068572431346275026 0.015425058646832794 0.0062663131049297801 -0.017153077751288159 -0.02958604671769887 0.010101125108000158 0.00077824469939633001 -0.055853056831304211 -0.020984745236278125 -0.023111120943723511 -0.015093311777707419 -0.0021654236835441311 -0.0022179236973728532 -0.013234084718571877 0.0039190440675727764 0.0066792804592117876 0.001093649991627342 leaf_count=42975 41157 51185 274010 61978 504 165723 25814 2836 279 922 78 26 142 85 53 315 5112 431 143 135 131446 322 156 176 676 35347 20597 961 376 995 29450 internal_value=0 -0.00502467 -0.00198339 -0.0145061 0.000735187 0.00460998 0.0062406 0.00231369 -0.0468972 -0.114819 -0.222275 -0.0043035 -0.319945 -0.398311 -0.416154 0.00332764 0.0415571 -0.050503 0.032159 -0.0987484 0.00228071 -0.464073 -0.00505805 0.00799448 -0.0112449 -0.0207174 -0.00566699 -0.00720447 -0.0805246 -0.0184147 0.00935747 internal_count=894405 430171 325699 104472 274514 464234 400662 234939 4743 1828 906 2915 627 485 79 230196 6136 1024 593 278 224060 400 92614 29782 62832 37018 63572 63315 1337 36342 29606 shrinkage=0.104442 Tree=39 num_leaves=32 num_cat=0 split_feature=0 29 11 16 7 9 17 20 27 5 26 0 21 24 26 12 28 24 21 24 28 23 23 22 25 14 25 16 17 14 25 split_gain=17.2613 10.5764 10.003 11.0127 10.8381 10.2865 9.26731 8.6284 8.50175 7.98958 9.29005 11.7027 8.00901 7.5776 7.55142 7.2596 6.53254 10.9631 7.33231 6.42721 7.09925 6.35887 6.31493 6.26013 6.27952 6.12702 5.67299 5.60372 6.66621 6.2962 5.6034 threshold=35.000000000000007 0.16285084927677315 0.90478479853479865 162.04720485906361 -18.434947013854977 0.96116696031469295 65.43107944258189 0.88106680646263857 52.500000000000007 26.00000095367432 1.4700177749075989 51.000000000000007 15.500000000000002 5.5000000000000009 0.20587004676347528 697.79245994292489 741.25000000000011 18.500000000000004 2.5000000000000004 2.5000000000000004 565.25000000000011 0.43777812938826371 0.18385264974650581 1004.2500000000001 316.25000000000006 50.239251446307463 50040.000000000007 170.36150130063177 32.965857502416902 171.00045868426204 316.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 -3 -7 19 9 12 16 13 -2 15 -8 -12 18 27 -11 20 -6 -20 -9 24 -21 -13 -22 -18 -29 -30 -24 right_child=8 2 3 -5 7 6 14 22 -10 10 11 25 -14 -15 -16 -17 17 -19 21 23 26 -23 30 -25 -26 -27 -28 28 29 -31 -32 leaf_value=-0.0025511170302494391 -0.0014886401507855332 0.00024742415801075562 0.015341521026265525 0.0014792306384604048 0.019468149865742416 0.0015718421513625054 0.035823283539357112 -0.015671987609836964 -0.014836583600522209 -0.0030361895141221727 0.0026917298251732348 -0.0064312605356761539 -0.015640585717458473 -0.0019565565818988693 0.0053519136813700262 -0.0095941808997933482 -0.0020872582463335883 0.006532984047974302 -0.010000966895058342 -0.011494459960595706 0.00099530642755987666 -0.00024163062361000709 -0.0046827128750784432 -0.004633213901113699 -0.00084884133528128887 0.00044120663599020443 0.046200396754483432 0.0061004157243660746 0.00057122918249647098 -0.008528022121547487 0.00026935170949467539 leaf_count=13376 68712 87907 631 67304 315 58455 90 273 457 11837 7697 7358 439 18304 6213 563 9131 3259 733 610 1308 112808 2517 5433 66035 1752 31 2367 81825 838 255827 internal_value=0 0.00335927 0.00403141 0.015396 0.00243959 0.0094143 0.0189781 -0.000764247 -0.00575624 -0.00556612 -0.00301185 -0.0179943 -0.0151135 -0.00738757 0.0554088 0.0177546 -0.000612891 0.00552999 -0.00538597 -0.0103069 0.0513266 -0.00291678 0.00195637 -0.0117212 -0.00906033 -0.0489225 0.0195503 0.00355643 0.00608442 0.00458613 0.002117 internal_count=894405 566325 552949 67935 485014 152665 64758 332349 328080 327623 258472 35674 69151 26564 6303 8260 222798 97420 125378 73732 1654 113541 258617 72078 66645 9110 1339 94161 85030 82663 258344 shrinkage=0.104442 Tree=40 num_leaves=32 num_cat=0 split_feature=0 14 16 23 30 26 30 32 4 28 24 23 15 11 25 18 28 14 28 15 21 17 20 23 17 28 16 1 11 29 29 split_gain=14.8916 13.5598 11.5022 8.51424 8.25263 17.0221 9.10121 11.1369 7.79093 6.28944 9.30312 6.7916 6.38615 7.80539 5.93285 15.5354 11.44 7.37822 7.36385 12.5559 10.2389 6.97088 6.78759 7.65724 6.10055 6.23113 6.08558 5.82063 9.46161 5.79037 6.82658 threshold=22.000000000000004 19.900257276364176 180.39348979703487 0.99998603000754394 1.0000000180025095e-35 1.4081914096476729 2.5000000000000004 1.5000000000000002 48.31724929809571 696.25000000000011 21.500000000000004 0.12461498934361311 0.26374165451137516 0.42785731321940884 871.75000000000011 1.5000000000000002 686.25000000000011 29.198294253123777 1002.2500000000001 0.34980068501812678 10.500000000000002 53.675575427436378 0.13973721535560096 1.2037354108225173 46.082936157104093 890.25000000000011 230.72029691323172 822.50000000000011 0.79570660522273429 1.2125533305495544 0.99911347448056131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 3 -3 27 9 -6 7 8 -7 -4 11 -11 13 -13 16 17 -1 24 21 -20 -21 -17 -23 26 -16 -26 -24 -2 -29 30 -15 right_child=1 2 4 -5 5 6 -8 -9 -10 10 -12 12 -14 29 15 18 -18 -19 19 20 -22 22 23 -25 25 -27 -28 28 -30 -31 -32 leaf_value=0.00042789025054652596 -0.00092560425998608736 -0.0018711813718937454 -0.00011562479733700487 -0.0030656268869210662 4.8398590919623156e-05 -0.011641128954315554 -0.0012486391309790568 -0.00059320548439953987 -0.002910902988921609 -0.039928762286352698 0.0059471144419840673 0.0075683811789265809 0.0007755217399002506 0.001258851932293615 0.00016274808694011054 0.00044425987226492594 0.0021148842655554414 0.0014711573895890622 0.0016924677443501839 -0.0080517289676179608 -0.038459950958805077 0.033886104212213372 -0.016016696798477132 0.013030768847298079 0.0027937018915113422 -0.0052802863107881976 -0.072108480446531967 -0.0082264109467350445 0.019462828170105268 -0.0014559365210840935 -0.012941176227620921 leaf_count=206000 98989 34892 198596 23732 36242 3941 6229 2360 1555 45 3687 679 153296 512 13760 4871 55705 30831 1664 4663 124 35 515 101 1297 5317 22 210 375 2835 1325 internal_value=0 -0.00304916 -0.000484025 -0.0123313 0.000994779 -0.0110017 -0.0405025 -0.0631374 -0.0878099 0.00266732 0.00728356 0.00612982 0.00623999 -0.0277187 0.00543508 -0.00326055 0.00753502 0.00432778 -0.0356541 -0.0586235 -0.0846345 -0.00892682 -0.104324 -0.127846 -0.0104386 -0.0353974 -0.175357 -0.0082746 0.0911806 -0.0422788 -0.0860132 internal_count=894405 569500 446194 123306 411302 50327 14085 7856 5496 360975 162379 158692 158647 5351 324905 63200 261705 51205 11995 6451 4787 5544 673 638 20374 6614 537 99574 585 4672 1837 shrinkage=0.104442 Tree=41 num_leaves=32 num_cat=0 split_feature=11 16 11 6 30 10 17 1 5 9 5 20 22 25 22 27 21 23 23 4 10 28 24 4 8 24 27 11 5 29 11 split_gain=11.6673 10.7429 10.3892 13.7012 10.2939 10.1213 9.36338 8.98678 14.0622 9.50541 8.25973 12.1852 9.06491 8.21668 8.13912 22.5464 16.8631 25.8176 20.8481 23.0936 12.2525 12.2693 11.028 10.4493 10.437 15.3573 13.5594 11.0786 12.3714 8.43115 7.94868 threshold=0.87028286115507225 176.14779764192878 0.73818414025310586 0.50000001795109128 1.0000000180025095e-35 0.9416594856628987 62.289383642700308 3680.5000000000005 148.11938476562503 0.95429067074411433 40.999389648437507 0.68761277601657522 3080.5000000000005 837.25000000000011 2077.2500000000005 22.500000000000004 1.5000000000000002 1.2627253589549825 0.68729340533464256 37.631610870361335 0.73388945438098441 555.25000000000011 3.5000000000000004 45.000905990600593 3245.5000000000005 4.5000000000000009 7.5000000000000009 0.66316402895350268 85.001556396484389 0.72939810070369615 0.42785731321940884 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 10 14 -4 8 -3 30 12 13 -2 -12 -5 16 20 18 -18 22 21 -16 -20 -19 25 29 27 28 -26 -21 -9 right_child=4 2 6 5 -6 -7 -8 9 -10 -11 11 -13 -14 -15 15 -17 17 23 19 24 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0013161682162476354 0.00052737067408714872 -0.0017074142328101208 -0.0003121059218574868 0.0013192135746415488 -0.0017959515238453053 -0.046458430907610752 -0.0043055507312272446 0.0067519083321772129 -0.031057027139859888 0.0096869646525479473 -0.055356360880245148 0.0021910591440061295 -0.022121226071108134 -0.0087774998683729875 -0.050188540192750319 -0.056900478631938263 -0.0010114644424630654 -0.058757203540666596 -0.0018908742440973522 -0.036443146742951654 0.0031973170726840535 -0.0026451503573593923 -0.056419268144083129 0.0032131046930111268 -0.058892931661904596 -0.022199216696376079 0.0016293013426575528 -0.0087090519975283037 -0.024468373079186947 0.0061062421491390809 -0.0013436705634681271 leaf_count=85277 159773 34432 377803 135322 17312 49 6515 1682 179 1413 63 46102 193 120 60 78 1499 30 50 55 10694 4494 212 2786 179 424 215 218 313 665 6198 internal_value=0 -0.00211558 -0.000588444 0.00523236 0.00622586 0.00959092 -0.00363649 -0.0103878 -0.0178013 0.017223 0.00819178 0.0199564 0.00478777 -0.237575 0.00973247 -0.00811933 -0.00620733 -0.0482444 -0.101688 -0.160853 0.012115 -0.031324 -0.44056 0.0244433 -0.125433 -0.0615674 -0.204419 -0.271044 -0.354194 0.0273447 0.00367998 internal_count=894405 670842 585565 201247 223563 157343 384318 43904 34611 9293 206251 46285 159966 183 157294 21972 21894 6646 3830 2331 15248 4554 262 2816 2069 1144 925 710 492 720 7880 shrinkage=0.104442 Tree=42 num_leaves=32 num_cat=0 split_feature=0 29 14 20 29 27 27 22 13 22 29 20 28 27 13 25 18 22 25 24 26 14 29 7 23 11 18 26 14 23 4 split_gain=10.9628 11.5671 10.9016 9.70386 11.1417 10.7981 10.7978 17.2967 11.9883 9.89426 9.41136 9.20065 9.43573 9.62574 9.05235 8.35767 8.31852 8.08668 7.37382 8.19999 7.36711 7.27003 14.1283 7.19888 8.13027 14.9534 7.13925 6.98349 11.609 10.3067 6.97947 threshold=49.500000000000007 1.4192273542589426 48.309574122291174 0.73721656741088737 0.057801455355982793 3.5000000000000004 22.500000000000004 2165.2500000000005 39.75674732997161 455.75000000000006 0.77234043113101181 1.0831150620873133 1874.2500000000002 14.500000000000002 22.808153809813128 7893.2500000000009 4.5000000000000009 4949.5000000000009 662.25000000000011 28.500000000000004 0.7190605521015071 13.290359534228953 1.0521219897231553 -1.0000000180025095e-35 0.38464811783960723 0.78646524093722381 6.5000000000000009 0.74189654297908125 19.30122625394516 0.56841602069258157 10.020458221435549 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 10 5 17 11 8 9 -8 -1 14 13 21 -6 -7 23 -5 19 -10 -18 22 -13 -16 25 -25 27 28 -11 -29 -15 right_child=1 2 -4 4 6 15 7 -9 18 26 -12 12 -14 30 16 -17 20 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 29 -30 -31 -32 leaf_value=-0.0004019746758462662 -0.00053601013135329311 -0.0050503643956220506 0.0014883215993314347 -0.022549152576775831 -0.0015782942910612173 0.030198696292195626 -0.0036329681775829712 -0.046212058300531871 -0.00089518445996117303 -0.0013934007472364443 -0.0032509835460170812 -0.0016273474962863073 -0.010124854979429344 0.017921444935917619 0.0012555827767075371 -0.019651752369498007 -0.028554324844948485 0.039457000139110604 0.0020738133005190717 0.0067981619534901666 0.012609830352180921 0.00088724008812755709 -0.034237859979638255 -0.017393772790742692 0.00044866149772580718 -6.4402320544570377e-05 0.015824987646446749 -0.041108723424125811 0.004627907894317264 -0.0010162679387833746 -0.0014886285055035965 leaf_count=90334 86368 12456 3581 521 17697 97 13813 90 23523 7359 14707 644 1077 203 200883 59 50 24 27503 1615 921 48069 187 793 201770 1724 286 70 6648 86826 44507 internal_value=0 -0.00971182 -0.034376 0.00128343 0.00265218 -0.123355 0.00278089 -0.00419339 -0.0039581 -0.00967942 -0.00766807 0.00503694 -0.00387515 -0.00280439 0.00702793 0.108625 0.00799263 -0.189757 0.00854096 -0.0038387 0.10044 0.00689186 -0.0858436 0.00777108 0.00359118 -0.052892 -0.0062524 -0.00669959 0.0140215 -0.0100397 -0.0134093 internal_count=894405 102405 16037 792000 686959 701 686258 167733 167643 115002 105041 518525 94687 93610 423838 156 406141 545 52641 25138 971 48900 831 405170 204287 2517 101189 100903 14007 86896 44710 shrinkage=0.104442 Tree=43 num_leaves=32 num_cat=0 split_feature=0 14 29 6 22 24 23 11 4 25 27 23 29 6 22 20 18 28 28 25 25 27 21 7 12 5 22 27 12 21 24 split_gain=10.7192 9.07822 8.09056 6.71566 11.5084 7.07855 6.66294 6.37196 8.86908 11.7737 7.00986 11.6602 9.67651 8.93993 8.57112 8.13368 10.2049 7.08991 8.69858 8.73717 12.2928 7.66339 10.0676 7.52737 8.89821 9.67149 6.95346 6.54775 6.37064 10.4493 6.3258 threshold=17.500000000000004 20.031751838994278 0.97606138082363547 0.77500001134838492 567.25000000000011 10.500000000000002 1.5528912497346263 0.87363235892647662 186.98027801513675 15819.000000000002 22.500000000000004 0.80662617540521764 0.72400156372165758 0.54285714671056906 1144.2500000000002 1.1028452072766819 2.5000000000000004 10937.000000000002 2139.5000000000005 3980.5000000000005 6975.0000000000009 6.5000000000000009 2.5000000000000004 -12.994616031646727 241.54467888754758 114.53965759277345 9871.7500000000018 53.500000000000007 697.79245994292489 1.5000000000000002 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 -6 -4 8 9 10 11 -3 -12 17 27 -15 -17 18 19 -13 26 22 28 -24 -25 -26 -21 -14 -20 -30 -7 right_child=1 7 6 4 5 30 -8 -9 -10 -11 12 13 14 15 -16 16 -18 -19 21 20 -22 -23 23 24 25 -27 -28 -29 29 -31 -32 leaf_value=0.00056913877958416975 -0.00023124058699616453 -0.0017359841240832629 -0.0026860493105528484 -0.0035813536587727176 -0.0018791987859563891 0.0039378205872797299 -0.014774299700963389 0.00067324155449306105 -0.0073797225944936262 0.0052494738456591965 0.003498553232968756 -0.001233025370761623 -0.0013437035538587229 0.00088468903646612539 -0.016419920872789952 -0.0020849412929793919 0.0011913460102262788 -0.010648188553519242 0.0020191202205868744 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Tree=44 num_leaves=32 num_cat=0 split_feature=16 17 16 12 9 22 18 28 18 18 21 29 28 11 12 21 29 27 7 5 17 4 27 10 7 28 27 4 24 6 4 split_gain=8.56339 10.86 10.7362 11.1136 18.7541 9.63558 10.6317 9.47466 9.08846 9.06928 9.06788 7.84777 7.54866 7.49309 7.386 7.33235 7.18801 7.16173 7.15158 11.2485 10.28 10.0247 11.2806 13.6999 20.2808 12.1666 9.95997 9.00726 7.76914 7.34966 8.22388 threshold=145.29316817402153 36.578194860880934 107.7137090503836 424.25840533340732 0.95321916565478937 308.25000000000006 2.5000000000000004 316.75000000000006 1.5000000000000002 6.5000000000000009 10.500000000000002 0.18677015097031582 821.75000000000011 0.92800710933013764 62.05634918610405 2.5000000000000004 2.4205461027187876 7.5000000000000009 -16.699242591857907 50.472564697265632 70.936454594305971 13.999999046325685 2.5000000000000004 0.45457558864786057 -53.067413330078118 13058.500000000002 2.5000000000000004 19.00000095367432 2.5000000000000004 0.55555555809939505 15.841474056243898 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 16 6 8 -8 14 13 -9 -6 15 18 17 -10 -1 -3 19 20 26 -21 27 24 28 -25 29 -23 -24 30 -7 right_child=1 5 -4 -5 11 9 7 10 12 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 21 -22 22 23 25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0069355017288374515 0.0014187364031120089 -0.0048870392483165584 -0.0031947832205338495 0.018165497564729398 -0.0022130047021485569 -0.00044139409321578216 -0.019203009946824067 -0.002566058618782889 0.0090799870179199133 0.015627292973001059 -0.02657301479913951 0.012363133881023594 -0.030030992052595146 0.0015549369030743996 -0.0091133879787661971 -7.7910193733989115e-05 0.021701545866124411 0.0056813779384431752 -0.0002738202452439498 -0.020440789423328668 0.0039238230317283247 -0.02112483095074244 -0.0077582842107269149 -0.001214599041674575 0.0036584459614294241 -0.020838146085366976 0.00069992440015633178 0.0039174928790925824 -0.048300195196655127 -0.0025509367550543924 -0.024115435207540645 leaf_count=2178 59466 1965 17656 443 563 259 704 1692 1290 405 191 1417 80 32203 2154 3658 100 1086 546685 290 10775 161 69 35700 238 348 164095 5830 204 2081 419 internal_value=0 0.000538958 -0.0192815 0.0231873 0.00750429 -0.000415694 -0.027614 -0.0848883 -0.0131345 2.02889e-05 -0.0478846 0.0786895 0.0171874 -5.551e-05 -0.0424253 0.0221142 -0.0543687 -0.0107736 -0.000682798 0.00412509 0.00763295 -0.0104196 -0.00915677 -0.015748 -0.178337 -0.0134432 0.00569973 0.0310652 -0.364348 -0.0538847 -0.144308 internal_count=894405 872048 22357 4701 4258 812582 12820 2587 10233 799762 1883 1980 5028 799357 5205 4948 2278 3051 767154 220469 177629 42840 42550 36559 511 36048 166854 5991 273 2759 678 shrinkage=0.104442 Tree=45 num_leaves=32 num_cat=0 split_feature=0 29 4 1 25 0 14 19 13 21 27 5 25 21 12 6 11 24 11 6 28 17 15 24 5 22 28 9 20 11 20 split_gain=8.79802 9.08619 10.5755 7.90625 11.7591 9.26706 9.17541 8.82714 10.176 10.3079 8.53642 8.46267 8.46108 16.6786 12.7004 12.3652 11.5159 10.2888 14.2155 9.62718 9.07235 8.93589 8.77669 8.38372 8.36768 11.0619 10.38 14.5927 9.71075 15.2573 10.4479 threshold=49.500000000000007 1.5318123987971319 46.000162124633796 728.50000000000011 885.75000000000011 17.500000000000004 23.142551597868522 695.25000000000011 55.124513910017747 8.5000000000000018 30.500000000000004 54.673566818237312 1084.7500000000002 1.5000000000000002 697.79245994292489 0.34313519220196126 0.7084040820444818 14.500000000000002 0.88890068913433407 0.37839974720057951 10937.000000000002 90.234500951259989 0.29727525915352632 7.5000000000000009 53.002262115478523 1365.2500000000002 1342.7500000000002 0.93660100561610282 0.98315198107628632 0.90833822953388188 0.80379446877437166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 5 -1 7 8 -5 10 11 -10 20 21 15 -15 19 24 -19 -16 -8 -14 -23 -6 25 28 -26 -28 29 -17 -31 right_child=1 2 -4 6 23 -7 12 -9 9 -11 -12 -13 13 14 16 17 -18 18 -20 -21 -22 22 -24 -25 26 -27 27 -29 -30 30 -32 leaf_value=0.00063894455899685327 -0.00053466040881116814 -0.0053625489318464715 0.0012782058896510687 -0.002995544444798129 -0.0013439721094941027 -0.00034907991004708047 0.0011945545034938514 -0.00036696185262067872 -0.027789457523778056 0.0071679921971554393 -0.054196189712393754 -0.0036022598826096833 0.0012375000538546884 0.0020963654097723391 -0.04750852614228282 -0.0065754226378862569 -0.042812984849852853 0.00208373475864158 -0.067309726454075167 0.00087540060573347176 -0.031435051945692752 -0.044076251041610399 0.010354520294542121 -0.00597309216504189 -0.0061297459011259506 0.0028114674095806786 -0.0050404391709623067 0.00055649447794912921 -0.0012471060562035874 -0.0057416003506522212 -0.061376817277368073 leaf_count=155966 89401 9304 3639 4357 20972 308135 171803 25117 352 179 75 286 40735 10935 54 838 145 67 62 265 93 33 1555 5358 7558 8372 8330 13030 7228 57 104 internal_value=0 -0.00870434 -0.0334679 0.00114822 -0.00132951 -0.00016319 0.00517685 -0.0113077 -0.0486037 -0.145915 -0.199777 -0.162261 0.00702218 -0.000323405 -0.0114827 -0.0101315 -0.176252 -0.017367 -0.299382 -0.0700386 0.0112684 0.0147176 0.0883111 -0.0218874 -0.0165678 0.00132834 -0.0268402 -0.0155704 -0.0247132 -0.117126 -0.399071 internal_count=894405 102344 12943 792061 490431 464101 301630 30366 5249 892 713 638 271264 99368 57045 56581 464 45646 129 319 171896 42323 1588 26330 45517 16599 28918 21360 8227 999 161 shrinkage=0.104442 Tree=46 num_leaves=32 num_cat=0 split_feature=0 21 13 29 11 16 7 9 17 23 22 29 32 22 21 25 28 22 27 24 15 7 17 4 4 7 1 5 12 11 9 split_gain=7.94139 6.89415 8.06142 5.99517 6.15251 8.19406 6.30114 7.7939 7.51347 7.8333 9.4906 6.80362 5.69762 5.27951 7.00481 13.2814 8.94503 5.628 7.02665 5.39994 5.31702 4.8443 7.67282 9.25635 10.4212 10.8296 5.94187 4.9331 7.25592 4.82543 4.73227 threshold=35.000000000000007 15.500000000000002 30.909418142781291 0.16285084927677315 0.90351690915600702 162.04720485906361 -18.434947013854977 0.94297493973582924 65.43107944258189 0.35677388419125955 730.25000000000011 7.0440337368702162 1.5000000000000002 284.25000000000006 3.5000000000000004 258.50000000000006 591.25000000000011 200.25000000000003 8.5000000000000018 3.5000000000000004 0.2757942548463142 -57.956214904785149 45.741298825284439 39.677299499511726 109.12574386596681 -85.88985443115233 4643.5000000000009 172.24011993408206 314.55992052357232 0.8406271374829003 0.95592421409356687 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 30 -3 -1 6 -6 7 21 -9 10 -10 -11 -12 14 16 20 17 29 -19 -20 -16 22 -5 26 25 -25 -24 28 -27 -8 -2 right_child=1 2 -4 4 5 -7 13 8 9 11 12 -13 -14 -15 15 -17 -18 18 19 -21 -22 -23 23 24 -26 27 -28 -29 -30 -31 -32 leaf_value=-0.0019553749207956925 -0.0010953939517142127 -0.016555576183980548 -0.0016530106739245163 0.00047656265377374129 0.012716811845518929 0.0010857541246366747 0.0037965497890668333 0.00091086835540452548 -0.010403271700067145 0.0034706685224055174 0.03021193259859584 -0.045542051782384595 -0.0099106023943165943 -5.3747114643152704e-05 0.02484013324552976 -0.0028070055485573662 -0.011856570229011591 -0.0075423340165670753 0.041814522242916402 0.0041261854843218683 -0.02446141231567504 0.00072245699110403782 -0.0023257288115736143 0.00032469975993631658 0.0050946911533801013 -0.015151128591893912 0.034892161462138506 -0.0028249622630529179 -0.035269234712113511 0.021493747223910682 -0.00015737520310895169 leaf_count=13332 76693 618 1102 11300 667 70092 472 99503 105 9037 315 31 44 324912 25 1284 592 840 44 721 524 19998 10572 365 363 440 47 140 352 261 249614 internal_value=0 -0.00395054 -0.0670949 0.00223257 0.00273772 0.0114455 0.00146015 0.00677273 0.0112905 0.0381108 0.16484 0.0316262 0.242186 -0.000999131 -0.034051 -0.0825364 -0.00371874 0.0240845 -0.00907203 0.0602619 -0.212714 -0.00453141 -0.0142414 -0.0315464 -0.100989 -0.142906 -0.0206909 -0.20009 -0.230678 0.0966851 -0.0036177 internal_count=894405 328027 1720 566378 553046 70759 482287 152612 109035 9532 464 9068 359 329675 4763 1833 2930 2338 1605 765 549 43577 23579 12279 1660 1297 10619 932 792 733 326307 shrinkage=0.104442 Tree=47 num_leaves=32 num_cat=0 split_feature=16 17 16 26 9 12 18 13 10 21 25 22 23 21 29 21 8 23 28 20 6 9 13 25 22 19 21 21 24 7 22 split_gain=7.13121 8.31423 7.71856 8.44973 10.4147 10.9707 7.30797 6.92228 6.85646 10.6818 7.23893 7.33554 7.37943 12.8019 8.32919 7.19102 9.46005 6.93307 7.3349 6.85351 6.7448 11.5503 8.54576 12.3532 7.63708 8.86881 8.12078 11.1995 11.7409 13.7043 9.27004 threshold=145.29316817402153 36.578194860880934 107.7137090503836 3.1898729328272828 0.95321916565478937 424.25840533340732 6.5000000000000009 66.828331832583515 0.69212575249049857 14.500000000000002 6210.7500000000009 774.25000000000011 0.8330882305235181 5.5000000000000009 0.75620301102550236 7.5000000000000009 1452.5000000000002 0.28013883370058645 5168.7500000000009 1.1351739589503234 0.51993355508466055 0.94593428609056918 76.079788032321645 1126.2500000000002 1591.2500000000002 867.25000000000011 1.5000000000000002 4.5000000000000009 15.500000000000002 -88.560672760009751 551.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 5 -1 8 19 9 10 11 15 17 -14 -15 -3 -17 -13 -19 -6 21 -10 23 24 26 -26 -23 30 29 -29 -28 right_child=1 6 -4 -5 7 -7 -8 -9 20 -11 -12 12 13 14 -16 16 -18 18 -20 -21 -22 22 -24 -25 25 -27 27 28 -30 -31 -32 leaf_value=-0.0061187618060934389 0.0012453163753022587 -0.00091985054609764849 -0.0028384222569021013 0.025448129531197471 0.0019101633758118193 0.013308130790177453 0.013856596566939593 0.018117456619866062 -0.0016491849950390745 -0.0070864861076789642 -0.0058114570040525317 0.0031341482964657805 0.0025551652749140623 -0.045390488966049539 -0.0025660395283535497 0.00051116273833914753 -0.026293100652429475 -0.0014528986923509261 -0.022086002675798373 0.036582967986856334 0.00044644643740349984 -0.0046515560966548823 0.0025761177829499438 -0.0036607979155018054 -0.038720549611783874 -0.0051222244464300534 0.0047618898642038396 0.0054557115131986644 0.0011316854275530118 -0.0027355216987908168 0.00090690734792022419 leaf_count=2182 59572 176251 17616 161 1436 371 413 455 52090 2617 2656 4017 29082 50 5405 55523 144 17326 190 65 352812 3426 14724 9699 111 376 9735 2458 27032 23807 22603 internal_value=0 0.000520309 -0.017595 0.01855 0.0105122 -0.0315549 -0.000315717 0.0654188 -0.000383347 -0.00424826 -0.00367557 -0.0031963 0.00706804 0.0161265 -0.0283273 -0.00567787 0.00423033 -0.00746098 -0.016054 0.0326654 0.00180106 -0.00345417 0.00218405 -0.00115123 0.00252047 -0.122366 0.00320337 0.00511333 -0.00379464 -0.018852 0.0197948 internal_count=894405 872119 22286 4670 4509 2553 812547 1956 812134 293261 290644 287988 56070 34537 5455 231918 55667 21533 17516 1501 518873 166061 113971 99247 89548 487 89061 85635 53297 26265 32338 shrinkage=0.104442 Tree=48 num_leaves=32 num_cat=0 split_feature=11 7 15 5 9 16 20 27 18 4 1 13 12 12 5 19 25 19 27 27 25 10 27 22 22 30 9 22 18 0 24 split_gain=6.22681 9.45226 11.2167 12.3478 10.8429 7.86895 8.76373 7.54587 7.37956 7.22299 6.85254 8.50903 8.5901 6.20347 12.237 10.7127 6.56054 9.88659 6.48107 6.27261 11.7527 6.2337 6.20367 6.13655 6.01471 5.73402 5.60248 5.38245 6.50339 5.91983 5.54828 threshold=0.87363235892647662 -1.0000000180025095e-35 0.25002804771676485 79.157745361328139 0.96592895888299091 224.18187854642039 1.1459113439052986 2.5000000000000004 4.5000000000000009 40.714609146118171 10386.500000000002 185.64608914490623 372.49747468305844 846.15790027001901 268.59280395507818 23404.000000000004 6975.0000000000009 1171.2500000000002 2.5000000000000004 7.5000000000000009 258.50000000000006 0.60886905775931766 15.500000000000002 200.25000000000003 4949.5000000000009 1.5000000000000002 0.92771288079386804 325.75000000000006 1.5000000000000002 20.000000000000004 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 6 8 -8 -1 10 11 12 -5 16 15 -15 19 -18 -17 23 -21 -22 -23 -4 -19 -2 -9 28 29 -25 -30 right_child=25 2 13 9 -6 -7 7 26 -10 -11 -12 -13 -14 14 -16 18 17 24 -20 20 21 22 -24 27 -26 -27 -28 -29 30 -31 -32 leaf_value=-0.00044372977509526962 0.00063239107606058746 -0.00059442609106130672 0.0076625618449129296 -0.014373977822504639 0.0011608817643755428 0.00050013526373125555 0.020487482247416276 -0.0062885788242507314 0.0078367815689586572 0.0010830120271115027 -0.045730984693609311 0.008422309018768245 -0.054470611847886069 -0.0020970906615780183 -0.00090567963408032964 -0.058085752293111227 -0.021270509400016856 0.018264009340803068 -0.018110056439320694 -0.013893060273835949 -0.001060337277353297 0.0007278544314073648 -0.0004554761250889608 -0.020777011954860296 0.0034713670003736668 -0.001710009860482076 -0.0019613377855217497 -0.0015174019234572753 0.011461438480222449 -0.0062949884206597098 -0.006015321706613978 leaf_count=116035 197730 2269 765 1308 97994 114282 149 4459 1186 381 75 173 61 122 673 110 167 326 74 694 80592 81668 118375 468 3735 12097 12175 44507 312 900 543 internal_value=0 -0.00146477 -0.00522418 -0.0561707 0.00220799 -0.00130747 -0.00650638 -0.0278788 -0.00344641 -0.113497 -0.142682 -0.128326 -0.154733 -0.00457338 -0.084059 -0.249862 -0.00433973 0.0348009 -0.402218 -0.004843 -0.00304844 -0.00272702 0.000264464 -0.0154728 0.0446071 0.00476193 -0.0298856 -0.0169272 -0.0649488 -0.107709 0.00346759 internal_count=894405 684578 338298 4267 346280 248286 134004 16783 117221 1998 1617 1542 1369 334031 979 306 333052 4228 184 328824 281329 280635 200043 47495 4061 209827 16634 46730 2223 1368 855 shrinkage=0.104442 Tree=49 num_leaves=32 num_cat=0 split_feature=0 27 9 21 6 25 8 21 28 19 6 21 27 14 14 16 22 12 26 8 14 28 27 10 13 27 26 10 14 28 17 split_gain=5.84913 8.08798 7.35292 7.44106 10.1512 7.79323 6.90995 8.35925 6.80991 6.46493 6.26323 6.88216 5.92119 7.1281 9.48989 6.39233 5.78266 5.60729 5.55227 5.48546 12.6951 9.78836 16.1333 6.66804 6.62276 6.3581 6.10227 8.71713 6.69418 6.25413 5.41224 threshold=22.000000000000004 58.500000000000007 0.96281111788744778 1.5000000000000002 0.23809524478728297 6210.7500000000009 831.50000000000011 2.5000000000000004 316.75000000000006 12481.500000000002 0.77500001134838492 15.500000000000002 3.5000000000000004 64.04120502745694 91.487440544146025 230.87466880922727 391.25000000000006 846.15790027001901 2.2046003366513021 4715.5000000000009 39.693370293694663 3349.5000000000005 2.5000000000000004 0.89271829813779335 70.774274704202682 5.5000000000000009 1.5938902764070444 0.98814822101022537 27.509708701302191 1089.2500000000002 56.566248691333833 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 9 19 7 -4 -9 -2 16 -12 -7 -14 15 -15 -10 -6 -16 20 26 24 -23 -24 -22 -25 28 29 -5 -28 -8 right_child=1 -3 6 5 17 12 30 8 10 -11 11 -13 13 14 18 -17 -18 -19 -20 -21 21 22 23 25 -26 -27 27 -29 -30 -31 -32 leaf_value=0.00035229910328191593 -0.0086615125994216439 -0.021469912968347306 -0.0017383100251851897 -0.00097288899926254618 0.0016690489296536618 -0.0022794691915152946 0.00060819715129505211 -0.010378467931360462 0.0036290121841462434 0.005700304161771458 -0.00051866737246422027 -0.012852186725484349 -0.0038545475249564393 -0.027932694663099507 0.0031830454710122169 -0.067374893903710736 0.00035523787288742174 -0.0030140108511551278 -0.044472262969311574 0.0024288365204012427 -0.0078389431762286854 -0.053360721740489642 -0.0053927203144813916 -0.042143175360986787 -0.0010778791195981356 -0.00067286134109448867 -0.0031776662243282101 -0.028311114073790743 0.00082792047028896164 0.0036994432117095455 0.0032538137148503668 leaf_count=325009 1858 195 32742 106995 28124 829 76701 683 6135 419 98609 496 333 169 139 61 144712 3096 33 5159 2642 107 655 119 3933 61 14651 144 28519 1600 9477 internal_value=0 -0.00194374 -0.00187398 -0.00676396 0.00683273 -0.00950516 0.000767744 -0.00161685 0.000346211 -0.0576274 0.000618689 -0.00555708 -0.0797617 -0.145108 -0.234738 -0.367605 0.00467611 0.0115341 -0.0570663 -0.00883753 -0.00987605 -0.0499912 -0.145327 -0.0984794 -0.0363325 -0.268946 -0.00789101 -0.0261128 -0.00568647 -0.0239422 0.00860893 internal_count=894405 569396 569201 199646 33497 166149 369555 283377 250635 2277 249952 99105 1564 735 402 230 150847 31220 172 164585 159426 7517 942 835 6575 180 151909 16395 135514 16251 86178 shrinkage=0.104442 Tree=50 num_leaves=32 num_cat=0 split_feature=33 14 29 17 4 25 12 10 5 28 10 16 28 19 7 25 16 4 28 13 12 7 24 25 28 27 27 8 5 4 27 split_gain=5.46376 5.43714 5.32258 6.6434 6.94753 10.4398 6.34112 6.11777 6.64959 9.19434 10.3184 6.76547 6.07981 12.7368 10.3456 6.06001 6.28727 6.22978 6.22011 9.52541 11.6243 11.5898 9.41509 7.58043 12.3241 10.3487 9.90631 10.9825 9.38278 17.0079 10.4248 threshold=2.5000000000000004 59.86123978888255 0.16285084927677315 31.114071034881309 186.98027801513675 15819.000000000002 697.79245994292489 0.93282449225420006 295.53527832031256 13058.500000000002 0.77559249542192699 234.35770270985151 13058.500000000002 3132.5000000000005 -12.528806686401365 10652.000000000002 165.0033182123656 58.003196716308601 692.25000000000011 20.336752094860913 78.831475451951135 -68.715793609619126 21.500000000000004 1176.2500000000002 1342.7500000000002 3.5000000000000004 2.5000000000000004 693.50000000000011 144.06835937500003 26.125124931335453 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 5 6 12 8 9 -6 11 -11 15 -14 -15 16 -5 -17 -18 -20 21 -21 23 26 25 -25 27 -22 -27 -30 -31 right_child=1 -3 3 4 7 -7 -8 -9 -10 10 -12 -13 13 14 -16 17 18 -19 19 20 22 -23 -24 24 -26 28 -28 -29 29 30 -32 leaf_value=-0.0019635005160514407 -0.0015909628819448496 0.0066726854941239928 0.0021363564685847945 -0.0010899470060620046 -0.0010128681996320508 0.0054480465314241527 -0.0063439995499987795 -0.034963300046341066 0.0017262153301835176 -0.025174930822594092 -0.057695366466645977 0.0058749117164312442 0.024195410015862989 -0.026158932463251124 -0.0025607382603095121 0.017766979180686447 -0.00012347192434779985 0.0030132595360608922 0.0063215259523146635 0.0043116705254119068 -0.020272105524490339 -0.0042681646863670817 0.0046005514208100687 0.0042539550918095342 0.00033389779882586791 -0.0030438975802629187 0.00093760366090619648 -0.0024634012661895414 -0.066853217362070935 -0.045966255208616517 -0.0041254112547753569 leaf_count=14116 30470 894 16820 50762 442 3895 1700 79 788 233 75 114 115 361 462 373 475913 1915 3021 2081 449 9829 6160 2106 66668 16688 184908 2380 65 76 447 internal_value=0 -0.0129777 0.000458693 0.000778926 0.000381199 0.000513128 0.000269713 -0.0629058 -0.0499054 -0.110495 -0.216069 -0.143372 0.000395467 -0.0800676 -0.123627 0.00048708 0.000343952 0.0518802 0.00105388 0.00466277 0.00408452 -0.0265126 0.00538624 0.00451636 -0.00325577 -0.0254511 0.00807875 -0.0506489 -0.0335189 -0.157672 -0.0977147 internal_count=894405 31364 863041 848925 832105 830374 826479 1731 1652 864 422 347 824779 938 823 823841 821553 2288 770791 294878 291857 11910 279947 273787 86050 19382 187737 2829 17276 588 523 shrinkage=0.104442 Tree=51 num_leaves=32 num_cat=0 split_feature=18 0 27 28 27 14 23 5 24 25 21 23 4 26 29 29 11 16 28 12 10 26 9 22 24 5 25 11 22 16 28 split_gain=5.6122 5.10455 6.48044 5.77003 8.60646 9.78659 5.76346 5.09231 4.95356 7.01365 7.21706 8.82527 20.586 11.6869 9.21039 12.1383 11.2684 10.2105 9.10627 8.74113 7.37268 8.39006 9.5238 7.12699 7.91263 13.3306 11.4935 11.425 7.00096 6.32538 6.28757 threshold=6.5000000000000009 40.500000000000007 52.500000000000007 817.25000000000011 25.500000000000004 29.797084261613929 1.6745748675953587 28.621670722961429 8.5000000000000018 900.25000000000011 1.5000000000000002 1.3039639768329743 55.00251770019532 1.0000783576241969 1.2515574035574037 0.8582893949850473 0.81490483052983065 223.14152924864436 1193.2500000000002 697.79245994292489 0.95671738379942151 2.3401395619695919 0.84867866727596919 829.25000000000011 2.5000000000000004 98.16876602172853 4681.0000000000009 0.81596166962020622 3596.5000000000005 107.7137090503836 963.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 6 7 -6 -3 -5 9 29 20 12 23 14 15 -14 17 -17 28 -13 -11 -22 -23 -12 25 -25 27 -27 -15 -1 -10 right_child=-2 2 -4 4 5 -7 -8 -9 30 10 11 19 13 18 -16 16 -18 -19 -20 -21 21 22 -24 24 -26 26 -28 -29 -30 -31 -32 leaf_value=0.01310832038820867 0.011924685089139828 -0.00057893157814525788 -0.017626256674700781 -0.0022942217949419954 0.010055014634718168 -0.01096044969223813 -0.0034451869540354885 0.00048905466698418007 -3.7723561976667863e-05 0.0015353630564814717 -0.0060532727457766932 0.0020903043303026644 -0.0081871813170089815 -0.063201605176510495 0.0091461534986516865 -0.025850689655367586 -0.004084459871304482 -0.06265545371102367 -0.0010955109114237573 -0.013550479017236548 -0.0019651327696796799 0.0083759649936561726 -0.050725021225153939 -0.0031175711848702588 -0.00036664979191904074 -0.01003676400045718 -0.0073348287357769184 -0.06243316315022187 0.0032771342409457552 0.00089614010708857837 -0.003132390674062045 leaf_count=464 430 174277 238 8027 1729 281 8004 67208 359771 34044 2930 12806 242 48 88 148 87 185 748 402 5329 47 81 3661 46396 75 239 115 27 158971 7307 internal_value=0 -9.61836e-05 -0.00382992 -0.00367866 0.0035646 0.0681433 -0.00674813 0.0018393 0.0014331 0.0047092 -0.00152522 -0.00775536 -0.0133306 -0.126081 -0.216374 -0.256778 -0.359563 -0.443286 -0.0437973 0.015456 0.00923088 -0.0248925 -0.277894 -0.0100103 -0.00722759 -0.0493927 -0.216169 -0.399746 -0.37599 0.00892054 -0.00095101 internal_count=894405 893975 259764 259526 77245 2010 182281 75235 634211 267133 107698 68197 54989 1573 750 662 420 333 823 13208 39501 5457 128 53416 50486 4090 429 190 75 159435 367078 shrinkage=0.104442 Tree=52 num_leaves=32 num_cat=0 split_feature=16 26 13 17 16 32 15 4 12 11 19 11 4 28 11 28 11 26 22 22 21 17 11 27 22 28 22 4 26 15 29 split_gain=4.76531 5.65744 5.59265 5.52538 6.70965 7.21041 9.0249 6.90591 16.7035 16.2133 9.99108 13.2216 8.63072 6.34747 6.21507 5.18095 4.78758 5.63182 4.75355 4.65762 6.53973 4.88605 4.33588 5.08986 11.0731 11.534 10.2456 9.90898 9.39038 8.74126 8.60731 threshold=145.29316817402153 3.7697911294014479 280.4368930269863 35.011379622129354 201.98430629703947 1.5000000000000002 0.34159538015131713 43.953094482421882 348.47160876900369 0.93444704421949454 9622.5000000000018 0.58043869762619771 35.534877777099616 759.25000000000011 0.54416582065797126 1746.2500000000002 0.8852735428822387 0.18698204312098327 8707.0000000000018 308.25000000000006 13.500000000000002 55.948208445574963 0.92609766545298788 22.500000000000004 1144.2500000000002 831.25000000000011 464.25000000000006 59.919637680053718 0.74189654297908125 0.73621399949596633 1.1638588588360703 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 16 4 5 6 15 8 -6 10 11 12 -10 -13 -8 -2 -1 -18 -19 20 21 -5 23 -21 25 26 30 -26 29 -28 -25 right_child=3 -3 -4 19 7 -7 14 -9 9 -11 -12 13 -14 -15 -16 -17 17 18 -20 22 -22 -23 -24 24 27 -27 28 -29 -30 -31 -32 leaf_value=-0.002123899342870108 0.011137761364762284 0.018009333762714141 0.021851747141535868 -0.001035343123854801 -0.00036426636338868543 -0.00056339594483165948 0.032356390307302654 0.0020306564288843625 0.0084818521155712329 -0.081840920586848137 -0.03944490651137076 -0.038211928750704206 -0.059568744300282681 0.010292861472651821 0.0040818621253832276 0.033750025620301792 -0.0030023648174269846 0.013048605475169749 -0.03748204571732236 0.00011574940867421599 -0.023952280332884122 -0.0077261073795830294 0.0011168522243343597 -0.0039527311258224437 -0.009726194438435979 0.0046356883162063274 -0.00037560725397185686 -0.053446546910078815 -0.00068770459413418209 0.0032377519177348704 0.0016520963631183523 leaf_count=20905 303 161 110 11581 16645 3086 86 16379 29 41 125 33 68 272 6089 174 556 616 21 588456 146 1327 37293 15496 643 4729 15071 62 136030 14169 3703 internal_value=0 -0.0143457 -0.0156998 0.000435915 0.0114442 0.0345563 0.0530902 0.00474424 -0.00924223 -0.177875 -0.130751 -0.0539715 -0.375554 0.0483023 0.0428528 0.185617 -0.0168194 0.0447955 0.108986 -0.000139667 -0.0188794 -0.0164989 0.000160249 -0.000344423 -0.00484589 -0.00437976 -0.00562989 -0.129939 -0.0030898 0.0131684 -0.0274956 internal_count=894405 22369 22208 872036 43330 9738 6652 33592 17213 568 527 402 97 305 6175 477 22098 1193 637 828706 13054 12908 815652 778359 189903 189198 184469 705 165270 29240 19199 shrinkage=0.104442 Tree=53 num_leaves=32 num_cat=0 split_feature=22 18 14 12 21 16 10 28 15 18 24 26 27 1 10 33 21 21 19 15 22 27 14 27 18 25 23 18 10 28 17 split_gain=4.52613 6.96968 7.65127 5.2807 5.29444 5.89492 5.85368 4.71732 5.9898 4.27546 4.24339 4.19595 4.29193 5.45714 4.10602 4.07199 4.16286 5.65679 9.12675 4.91657 5.0368 6.73996 6.40642 5.39058 8.18365 4.74851 4.4181 4.41086 4.13624 7.56052 6.3005 threshold=284.25000000000006 2.5000000000000004 21.786876542632275 62.05634918610405 1.5000000000000002 217.31328953460175 0.8855404678307891 316.75000000000006 0.79869002716846371 6.5000000000000009 2.5000000000000004 7.0129182289425707 4.5000000000000009 9129.5000000000018 0.93015040652939107 2.5000000000000004 18.500000000000004 16.500000000000004 572.25000000000011 0.48457831228073905 494.75000000000006 53.500000000000007 22.642179475706417 36.500000000000007 4.5000000000000009 695.25000000000011 0.95891406860767947 4.5000000000000009 0.9666702733044874 316.75000000000006 49.450037079796942 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 7 -1 5 -5 -7 14 -9 11 -6 15 13 -13 -3 16 17 28 19 26 22 27 23 24 -21 -20 -19 -22 -2 -30 -31 right_child=9 2 -4 4 10 6 -8 8 -10 -11 -12 12 -14 -15 -16 -17 -18 18 25 20 21 -23 -24 -25 -26 -27 -28 -29 29 30 -32 leaf_value=0.00090796870795735202 0.0001042723296103766 -0.021996099341760965 0.010847638977439419 -0.0066525005925399941 0.013978311534637189 -0.0078110979361971523 -0.045500822120866168 -0.0010409157676564507 -0.018541384536391495 0.010595394862820242 -0.0033762529335735906 0.014844787010778789 0.0049957847903977668 -0.017725276812461489 -0.0044333837350805805 -0.0011550840922070688 0.0082100242719369641 0.011660686187637418 0.0081640150539813213 -0.04174999791488869 -0.0069554055457440181 -0.037830722420991079 0.01471667434550143 -0.0048056826775762299 -0.0014081473144503403 -0.028102123472317941 -0.0077215970879872141 -0.033332880476474425 -0.033460533524646507 -0.0001723643930295319 -0.0043865641996898574 leaf_count=6027 825247 481 217 480 166 81 101 807 290 418 2072 78 2911 200 208 31218 683 227 632 123 353 149 135 623 99 42 295 86 80 14612 5264 internal_value=0 -0.020139 -0.0734489 -0.00817752 -0.0432402 -0.121802 -0.27505 -0.0949924 -0.0542625 0.000336012 -0.0200016 0.000288151 0.036496 -0.0822169 -0.159841 0.000156919 0.000569522 0.000506666 -0.0446588 -0.077291 -0.105276 -0.178445 -0.0613741 -0.0936913 -0.227492 0.0565299 0.00677022 -0.116071 0.000654367 -0.0135715 -0.0123366 internal_count=894405 10930 2003 8927 2900 662 182 1786 1097 883475 2238 883057 3189 278 689 879868 848650 847967 2764 2090 1568 588 980 845 222 674 522 439 845203 19956 19876 shrinkage=0.104442 Tree=54 num_leaves=32 num_cat=0 split_feature=0 24 24 28 17 15 21 25 16 11 14 15 7 28 25 17 21 24 18 16 6 19 12 20 20 6 11 12 20 29 0 split_gain=4.6827 5.45298 4.69308 7.4386 12.9043 8.38268 6.64801 6.44481 7.48359 6.03334 17.5589 5.59711 5.50082 5.36652 6.28106 5.34373 4.9637 5.79162 5.62529 4.90148 5.42591 7.19209 4.86306 4.84763 5.85083 4.54014 4.81915 4.50333 6.0286 5.35244 4.34843 threshold=29.500000000000004 32.500000000000007 8.5000000000000018 963.25000000000011 58.312654891188302 0.37137595347440733 10.500000000000002 848.25000000000011 107.7137090503836 0.94298794840410516 28.653080546444126 0.23489966562824335 -47.112447738647454 654.25000000000011 728.75000000000011 58.53804158170071 5.5000000000000009 5.5000000000000009 3.5000000000000004 210.58308297567956 0.66071429870567144 467.25000000000006 95.716251762801392 0.49758051210884807 0.86872366495654185 0.94736842377569264 0.92251764052003293 43.574116139070419 0.9990695794080926 0.3158065396955424 31.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 -4 6 -6 9 8 12 -5 -11 -8 -1 14 15 19 17 -17 -19 20 22 23 -10 -22 -25 -26 -27 28 -21 -30 -2 right_child=30 -3 3 4 5 -7 11 -9 13 10 -12 -13 -14 -15 -16 16 -18 18 -20 27 21 -23 -24 24 25 26 -28 -29 29 -31 -32 leaf_value=0.028913958703128122 -0.0013614579247863421 0.0080617687981735259 1.5994270173656403e-05 -0.00099250491223561188 0.0070903126538610101 -0.030883830815471729 0.022492215640245308 -8.1840988717649598e-05 0.002926007927895664 -0.0029922333326838956 -0.068560228949379881 -0.033751174458633432 -0.00023501209681861003 0.0020859301424456982 -0.0055503626075445404 -0.0085385489561414091 -0.020107800770102404 0.0029685559501768984 -0.045208260330856363 -0.0037501443294646985 0.01134107166777412 -0.0026132066887958631 0.00909030948993708 -0.0039668365326573276 0.004443978959170679 -0.0025269037647678975 -0.049105914828110213 0.0004091729723863982 -0.039662928404792359 0.01860229120896827 -0.00014464730844512824 leaf_count=183 34859 969 264471 4648 81 292 23 83168 8259 204 57 120 115 38453 1792 1026 193 1269 27 860 634 4555 1680 1515 5155 786 25 43281 95 21 395589 internal_value=0 0.00225103 0.00209419 -0.000598757 -0.037254 -0.216746 -0.0240018 0.00585828 0.0108835 -0.0178104 -0.165754 -0.236543 0.169139 0.0104533 0.00531054 0.0068203 -0.0384315 -0.0256235 0.018813 0.00852233 0.0205011 0.00678029 0.037992 0.0246303 0.0175152 0.0316079 -0.0379421 0.00240291 -0.0647709 -0.278766 -0.00232845 internal_count=894405 463957 462988 269896 5425 373 5052 193092 109924 4909 261 143 298 109626 71173 69381 2515 2322 1296 66866 22609 12670 9939 8115 7481 5966 811 44257 976 116 430448 shrinkage=0.104442 Tree=55 num_leaves=32 num_cat=0 split_feature=0 17 7 9 11 17 1 27 4 12 28 29 11 14 1 25 14 17 14 29 21 12 8 17 25 1 14 21 23 24 7 split_gain=4.51901 6.67444 5.30927 9.94509 7.55923 7.5184 8.45392 6.19239 8.70431 12.2867 6.55524 9.57837 9.37733 9.00534 8.36398 8.53421 6.53916 6.37051 6.1141 10.0669 9.82093 7.60028 11.237 7.27326 6.75925 7.81116 6.3052 9.89971 11.4643 8.66238 8.48096 threshold=49.500000000000007 55.304729440860989 -1.0000000180025095e-35 0.95429067074411433 0.83335960842604695 58.821018689020498 1476.5000000000002 6.5000000000000009 45.000905990600593 175.97413408594539 4133.5000000000009 1.1458906860418419 0.69488578136710577 27.078563315703661 10386.500000000002 1695.2500000000002 132.40557600856297 43.398697873328139 27.509708701302191 2.4205461027187876 6.5000000000000009 288.34671708797589 4326.0000000000009 54.486641395952297 964.75000000000011 2891.5000000000005 36.966018387829585 1.5000000000000002 0.99230017099229184 4.5000000000000009 -61.676776885986321 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 18 7 -6 -7 8 9 -4 11 12 -11 -13 15 -12 -10 -14 19 23 21 -21 -23 -1 -25 -26 29 30 -29 -20 -28 right_child=1 -3 4 -5 5 6 -8 -9 16 10 14 13 17 -15 -16 -17 -18 -19 26 20 -22 22 -24 24 25 -27 27 28 -30 -31 -32 leaf_value=-0.00022834711536200562 -0.0012375874961832844 0.00057329977628556988 -0.0023725093600629296 0.00087683345840768696 0.00024972275642869309 -0.0056531960023639112 0.010635843812721155 -0.00043298296429287357 0.0024328362020936546 -0.032222271976477507 -0.048839360968313601 -0.044413497359908925 0.00063984539011756488 0.00073156272219768702 -0.038076495147147962 0.0089426793423137418 -0.0069697316760452153 -0.020937688811514758 0.0046104929329897513 -0.0035736022452800978 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split_feature=10 24 16 19 20 27 12 4 20 27 22 11 22 24 19 13 13 13 27 24 27 22 14 23 26 0 14 19 16 20 27 split_gain=4.17472 9.59252 10.0693 8.32673 6.91442 6.52275 7.81553 8.34496 6.13395 5.7634 7.9609 5.47109 6.30409 6.38907 5.75394 6.13352 5.49375 5.4825 5.44747 5.27715 8.3606 15.013 16.5512 5.98105 11.6251 6.21265 5.49907 7.75114 5.43333 5.04041 6.64051 threshold=0.70222472855137863 22.500000000000004 209.66645318249491 354.25000000000006 0.39214790120801529 32.500000000000007 98.23401871576776 22.600152015686039 0.8555606664622305 38.500000000000007 635.25000000000011 0.86948691513642506 513.75000000000011 14.500000000000002 545.25000000000011 23.760425963604131 239.21760263104667 30.909418142781291 41.500000000000007 27.500000000000004 46.500000000000007 557.25000000000011 17.267534296909407 1.0000783576241969 0.91522324672813715 43.000000000000007 14.878421560826263 537.75000000000011 217.75472617301781 0.89015575796055624 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 4 9 -3 -5 -7 18 -9 -4 -11 12 13 14 15 -1 -14 -15 -8 20 29 -22 28 24 -24 -26 -21 -28 -23 30 -2 right_child=19 2 3 5 -6 6 7 8 -10 10 -12 -13 16 17 -16 -17 -18 -19 -20 26 21 22 23 -25 25 -27 27 -29 -30 -31 -32 leaf_value=-0.0019445176313841307 -0.00062291111388449892 -0.012586531769257472 -0.036834687948343846 0.0040998104581126049 0.003466159398537636 -0.0039335987571557296 -0.078591608429807919 -0.057917915293601081 -0.010150050848931027 0.0049207078060578939 -0.045952806715581773 0.00060486362794861365 -8.0950441041576242e-05 -0.0043311596122213745 -0.0035152588679065273 0.00053152711896033015 -0.010441434192786946 0.0020877577925160935 -0.012779247397480268 0.011388687086128212 0.0056072008472132506 -0.018614512938934034 -0.00086191793416442682 -0.00034976877533093024 -0.042589827130217674 -0.0050805921171761526 -0.0022912164943457653 0.0043434407148598541 -0.05931683341510096 0.0003103212503517631 0.0042133948467582187 leaf_count=17319 106099 330 152 782 2589 4482 34 30 1301 124 46 72026 183007 10590 7417 29504 560 1682 23 727 639 54 244 439 186 65 3030 5247 106 442381 3190 internal_value=0 -0.00283014 -0.0335015 -0.0541416 0.0158113 -0.0465393 -0.0579687 -0.123538 -0.107492 -0.211194 -0.0846886 -0.00188812 -0.00409991 -0.0124409 -0.007779 -0.00367972 -0.00107769 -0.0330459 -0.498225 0.00164171 0.00125098 -0.0680977 -0.139232 -0.0883228 -0.163684 -0.31478 0.0256564 0.0183323 -0.436412 0.00146883 -0.00461256 internal_count=894405 331998 9893 6974 2919 6652 5870 1388 1331 322 170 322105 250079 66512 54240 46823 183567 12272 57 562407 553403 1733 1094 934 495 251 9004 8277 160 551670 109289 shrinkage=0.104442 Tree=57 num_leaves=32 num_cat=0 split_feature=0 16 28 24 26 22 27 21 22 21 27 22 26 7 18 28 17 26 27 11 25 28 25 14 13 25 27 28 22 26 25 split_gain=3.85634 4.11182 4.62298 5.98072 6.72472 6.62743 5.79502 8.58012 7.24298 7.13309 13.8578 11.3543 10.1654 7.08423 6.89494 6.58153 6.539 6.47403 6.04703 6.00207 5.96248 5.91847 5.81406 5.80654 6.91647 5.66658 9.72983 5.61499 5.79522 5.52116 5.34623 threshold=13.500000000000002 162.04720485906361 692.25000000000011 21.500000000000004 0.54549954995499561 700.25000000000011 22.500000000000004 8.5000000000000018 464.25000000000006 10.500000000000002 45.500000000000007 623.25000000000011 0.97502605971661349 -29.041237831115719 3.5000000000000004 628.25000000000011 56.18121412785942 0.74189654297908125 25.500000000000004 0.82875361073035503 481.25000000000006 391.25000000000006 654.25000000000011 30.923284414168112 40.762914256328934 562.25000000000011 31.500000000000004 650.25000000000011 506.75000000000006 0.94004866123263464 662.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 6 -4 -5 -6 7 -3 21 10 13 12 -12 18 17 -9 -17 27 29 22 -16 -8 -20 30 -25 -22 -27 28 -11 -10 -19 right_child=1 2 3 4 5 -7 8 15 9 14 11 -13 -14 -15 20 16 -18 23 19 -21 25 -23 -24 24 -26 26 -28 -29 -30 -31 -32 leaf_value=0.00042359924738694235 -0.0010765111821421443 -0.00013509693271754043 0.00020470905589539559 -0.011833400361311948 0.0090258724540455502 0.0014585336544266903 0.0097318241365043426 0.0041922881206035391 -0.0062226839146572828 -0.0025927518241018717 -0.036703278075232187 -0.042638916465304592 0.0078864306392529594 -0.00063926049236379102 -0.011205451318316162 0.00099500535005425596 -0.012437816326781544 0.00062490744586486669 -0.010431705358698183 0.00089759557253703064 0.0021821787803643759 -0.0035410745147714568 -0.0027370538987076596 -0.041585039814898687 -0.0046142698276180625 0.003722031871517738 -0.0044774494441285539 -0.0026808883050561359 0.011048271712608165 0.0013789860115740727 0.0060430838600031142 leaf_count=181824 45447 257391 274890 289 2126 3108 377 8510 1486 411 83 155 170 60711 614 1619 523 14186 2870 1144 4787 13111 1709 71 248 2135 6058 593 1959 3490 2310 internal_value=0 -0.00110372 -0.000476755 0.00261464 0.035196 0.0433954 -0.00271834 -0.000142541 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0.91743983083610647 70.936454594305971 36.966018387829585 719.25000000000011 0.28678376719144477 8.5000000000000018 -14.826480388641356 935.25000000000011 3.5000000000000004 0.9232156532871264 48.7945889910864 3.5000000000000004 227.75693071177224 18.500000000000004 8.5000000000000018 463.25000000000006 0.97330527388097854 228.07280864915137 216.87215746315624 0.81517367623416026 434.25000000000006 -1.0000000180025095e-35 4.5000000000000009 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 2 6 4 -4 -6 7 9 10 -2 11 -9 13 14 16 -15 -13 18 -14 -16 28 -11 -23 -24 -25 26 -5 -20 29 -1 -30 right_child=1 -3 3 25 5 -7 -8 8 -10 21 -12 12 17 15 19 -17 -18 -19 27 -21 -22 22 23 24 -26 -27 -28 -29 30 -31 -32 leaf_value=0.00036416607306854662 -0.00015637026869539492 -0.0092983663492520723 -0.044747196198123486 -0.025269138618623694 -8.6104249938434249e-05 -0.035259969516278689 0.0030835048332580875 0.0071555905494915259 -0.040745538468508792 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internal_count=894405 167956 166798 2679 551 313 164119 159319 5465 153854 5398 4120 3686 2521 976 1545 906 1165 411 70 726449 3143 1504 1474 1452 2128 364 283 725962 310263 415699 shrinkage=0.104442 Tree=59 num_leaves=32 num_cat=0 split_feature=17 19 22 16 11 19 17 13 1 29 30 27 20 11 1 19 17 27 22 28 17 16 13 13 7 8 8 29 6 17 9 split_gain=3.72059 4.16653 5.01619 4.0368 5.1988 6.02816 6.53737 4.78122 4.29613 6.23259 6.76565 4.17539 4.10451 3.99344 4.32247 4.17182 7.09273 7.43407 5.85164 4.67729 4.6228 4.61546 5.07148 4.56687 4.54979 4.68644 4.46045 4.87138 4.57616 4.41158 3.92774 threshold=33.888324097337382 452.25000000000006 829.25000000000011 178.34351045788586 0.78297287818564432 455.25000000000006 98.846733576877611 22.808153809813128 136.50000000000003 0.057801455355982793 1.0000000180025095e-35 7.5000000000000009 1.1613667207377849 0.70186917701863372 3978.5000000000005 2488.2500000000005 52.634824428768404 11.500000000000002 2077.2500000000005 10937.000000000002 108.80429780855785 107.7137090503836 131.67041042283452 52.519551158740349 -41.496467590332024 10408.500000000002 30812.000000000004 1.5149846632529023 0.82142857686857329 98.846733576877611 0.93660100561610282 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 13 6 7 -6 12 10 -10 -9 -5 15 -15 18 -17 20 -2 23 21 22 -18 -20 25 -24 28 -28 -22 -25 -23 right_child=3 -3 -4 8 5 -7 -8 11 9 -11 -12 -13 -14 14 -16 16 17 -19 19 -21 26 30 24 29 -26 -27 27 -29 -30 -31 -32 leaf_value=0.0028904385158550097 -0.00056500618100079156 0.00058227524780078037 0.015628885450872772 -0.0018924507792510037 -0.00012997747170360004 -0.0010736273676656286 0.033479702399752224 -0.0012753455663156866 -0.023998736030935591 6.0393327467671804e-05 -0.00019330257020972052 0.0045457960578512147 -0.02862934712375087 -0.0021084065220805812 -0.015290584409600565 -0.0064514663096502736 -0.0014706958002923412 0.032037031640683528 -0.00014022640461687367 0.033946058989792277 0.01276918225842384 -0.0075023975263900089 0.014008805550180426 -0.010295266756935878 0.030484207352379368 -0.030859120439536022 0.0069586073629226142 -0.059585781537645023 -0.010999150545023914 -0.030685613736967113 0.010396177276718741 leaf_count=4428 18546 35946 365 10700 9237 18641 70 1696 245 755057 278 6478 63 27923 274 701 338 109 325 27 992 745 123 457 145 32 28 21 97 155 163 internal_value=0 0.00926794 0.0369631 -0.000513982 -0.006956 0.0022303 0.0155704 0.0143442 0.00022007 0.000502658 -0.108625 0.0319601 -0.0196181 -0.0134369 -0.0214138 -0.00365924 0.0281628 0.0507348 -0.00935817 -0.0853203 0.0403379 0.00473158 0.0699147 -0.0971444 0.16455 0.045439 0.08871 -0.206434 0.10199 -0.14802 -0.0410689 internal_count=894405 40739 4793 853666 87323 36122 17481 17411 766343 755580 523 8174 10763 51201 28197 23004 3494 2793 19510 964 2684 1546 638 937 300 155 1138 49 1089 612 908 shrinkage=0.104442 Tree=60 num_leaves=32 num_cat=0 split_feature=25 4 25 6 6 11 28 7 12 28 8 28 28 10 7 28 13 9 27 11 9 4 9 5 5 7 16 16 33 30 27 split_gain=3.25015 6.37801 8.85892 9.09729 6.34082 6.52952 7.61862 14.4017 5.33608 11.4116 8.87256 11.8744 4.49981 4.96039 5.05369 4.39897 4.25223 4.23826 4.02161 4.82584 5.0315 4.84801 3.86166 7.48117 6.33486 4.00769 3.62228 3.30897 3.29857 4.44758 6.06881 threshold=15819.000000000002 186.98027801513675 50040.000000000007 0.5128205199142627 0.68571429789989036 0.66011462056086812 16804.000000000004 -57.956214904785149 697.79245994292489 24359.000000000004 14000.500000000002 24359.000000000004 9441.7500000000018 0.88905374298307527 -52.294889450073235 3881.7500000000005 78.213081997476408 0.95561785318104253 8.5000000000000018 0.74493585184374667 0.87745752802935051 109.12574386596681 0.6652470430260603 205.98767852783206 172.24011993408206 -82.84075546264647 216.41723400122905 107.7137090503836 2.5000000000000004 2.5000000000000004 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 16 3 -3 -5 6 -6 -8 9 28 11 -10 15 -14 -15 -4 -2 -7 19 20 22 -21 -12 24 -24 -25 -11 -18 29 -1 -31 right_child=1 2 12 4 5 17 7 -9 10 26 18 -13 13 14 -16 -17 27 -19 -20 21 -22 -23 23 25 -26 -27 -28 -29 -30 30 -32 leaf_value=-2.0118343586137199e-05 -0.001222947526349983 -0.056769467583441001 0.0043800456290249354 0.0063283409479348808 0.0080816453480057927 -0.026955191267050985 0.0066045268536599235 -0.037988771143726563 -0.033679281330713025 -0.017882406055377414 0.0015522722313970458 0.014523539651737067 0.009258720709390364 -0.021042731315195306 0.0032713184342592293 -0.041571165600143012 0.018564499462596286 0.0052364874217098465 0.0081616162052378146 0.0081918969916254334 0.0088521841499072801 -0.044039216436701674 -0.048554280049195826 -0.039279024884434126 0.0073967282285773211 -0.013930691940722537 -0.053588067188479672 0.0039734399302145829 -0.001069266314989753 0.0022839601828556167 -0.00038682660539184364 leaf_count=811930 1917 42 44 285 275 314 158 158 226 91 465 74 859 137 292 47 174 52 322 28 304 63 24 80 275 455 47 6614 30771 21623 16259 internal_value=0 0.0167793 -0.0260459 -0.0858189 -0.07034 -0.109332 -0.0443296 -0.150247 -0.000237886 -0.000111827 -0.048175 -0.208625 0.0296092 0.0447929 -0.043022 -0.185299 0.0298802 -0.214296 -0.0242985 -0.0437712 -0.0310542 -0.267786 -0.058157 -0.0988693 0.0278209 -0.169674 -0.287652 0.0416255 -6.67655e-05 0.000301522 0.0108927 internal_count=894405 11368 2663 1284 1242 957 591 316 883037 880721 2316 300 1379 1288 429 91 8705 366 2016 1694 1603 91 1299 834 299 535 138 6788 880583 849812 37882 shrinkage=0.104442 Tree=61 num_leaves=32 num_cat=0 split_feature=0 6 22 20 0 24 11 22 28 24 9 21 22 5 22 6 14 26 28 16 9 19 4 26 9 26 11 32 22 22 19 split_gain=3.52361 3.62964 7.85757 8.41341 5.69852 5.29811 5.33269 4.66966 5.87769 4.55411 4.45178 6.97293 9.8522 8.86497 8.50936 8.00793 7.91813 9.47858 9.0148 7.71618 7.96031 6.84544 13.5329 7.06192 6.70501 7.86567 8.06242 7.76119 7.84387 6.05088 5.68105 threshold=9.0000000000000018 0.87500000386135002 555.25000000000011 1.5199591419816141 43.000000000000007 26.500000000000004 0.83043757773957771 4949.5000000000009 557.25000000000011 1.5000000000000002 0.95321916565478937 1.5000000000000002 1736.2500000000002 117.46429824829103 6136.5000000000009 0.23809524478728297 38.689492504436224 1.9107919254658388 1809.2500000000002 178.34351045788586 0.92629936774430932 5130.5000000000009 35.534877777099616 3.7697911294014479 0.85714739603663803 1.0048949624716219 0.56070904901550078 1.5000000000000002 3927.5000000000005 2000.7500000000002 2372.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 10 3 5 7 6 9 -4 -9 -3 11 15 -13 16 -15 21 18 19 -14 -18 24 22 23 -2 -21 27 -27 28 30 -22 -26 right_child=1 2 4 -5 -6 -7 -8 8 -10 -11 -12 12 13 14 -16 -17 17 -19 -20 20 29 -23 -24 -25 25 26 -28 -29 -30 -31 -32 leaf_value=0.00069540085782631095 -0.0083837704533632103 -0.015723993007907045 0.00087427516094330587 0.0058969054851727189 -0.0012099417156834441 -0.011142120758888676 -0.00041557537778055939 -0.034162111748247917 -0.0028286014958980059 -0.0025637873965060195 0.00019269638407475178 -0.00038068261738813131 -0.0059281191005425386 0.0031411208632332556 -0.0057507780578395446 0.0013524071199113984 -0.00015129114390016063 0.00054387168572975729 0.00063941480177387639 -0.0083271457017943876 -0.026409454813697275 0.0022995723259652372 -0.052680228792484712 0.016749783810256838 -0.039958427952085186 -0.039998851694086936 -0.0067147285356543573 -0.0028983688371210323 -0.052932210173981566 -0.0043581196373351687 -0.013387886318510423 leaf_count=73232 1601 290 52492 1566 26300 665 18992 67 2580 26273 509568 125700 4117 4157 1636 33097 781 1314 5109 740 149 1048 72 132 161 95 483 103 167 1525 193 internal_value=0 -0.000581011 -0.00544596 -0.0156257 0.000527217 -0.0180681 -0.0167745 0.00630436 -0.0346766 -0.0259231 0.000327544 -0.00391223 -0.00697598 -0.0271745 0.00603168 0.00856691 -0.0400528 -0.0693166 -0.0219382 -0.0915874 -0.111056 -0.0422671 -0.0795914 -0.0619423 -0.154618 -0.200722 -0.11667 -0.278577 -0.328164 -0.0605203 -0.243888 internal_count=894405 821173 129225 47786 81439 46220 45555 55139 2647 26563 691948 182380 146430 20730 5793 35950 14937 5711 9226 4397 3616 2853 1805 1733 1942 1202 578 624 521 1674 354 shrinkage=0.104442 Tree=62 num_leaves=32 num_cat=0 split_feature=18 20 28 5 10 9 7 14 17 21 14 26 22 16 26 5 14 4 21 18 17 4 28 10 17 25 21 14 26 16 7 split_gain=3.48188 3.42349 7.30096 5.52537 5.83391 6.67599 6.38768 5.27495 5.01715 5.0033 11.9109 7.44541 7.78589 4.55884 4.42055 4.26235 4.24692 6.9267 4.1671 4.12356 10.6981 9.13155 7.74508 7.0458 6.8905 5.63999 5.30336 5.18084 6.78552 6.01878 4.94996 threshold=6.5000000000000009 1.0671403331650684 1874.2500000000002 64.455078125000014 0.91743983083610647 0.93932706002653787 -5.4403316974639884 36.966018387829585 67.830442737287754 13.500000000000002 31.646357797141217 1.5336255520270958 402.25000000000006 232.13452397147998 2.0225408151828748 14.000357627868654 31.905708789832527 30.22032451629639 18.500000000000004 2.5000000000000004 53.988849773309575 20.999998092651371 1016.2500000000001 0.84748484331549101 83.760764506543609 343.25000000000006 4.5000000000000009 18.88004892198666 0.93098686843660083 184.05374448920648 -71.565052032470689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 3 4 7 8 14 9 -6 15 11 12 -11 -14 -7 -3 -4 -18 -1 21 22 -17 23 -21 -23 -22 -24 28 -25 -30 -31 right_child=-2 2 16 -5 5 6 -8 -9 -10 10 -12 -13 13 -15 -16 19 17 -19 -20 20 25 24 26 27 -26 -27 -28 -29 29 30 -32 leaf_value=8.3960625995640906e-05 0.0094365656798042572 -0.02690120163657489 0.0016797583115832336 0.0030558940516947782 -0.0084231044417373401 0.0070230337429401605 -0.0042902931000146464 -0.0046064158805963892 -0.040810218955943327 -0.023631071506346274 -0.04567156259398196 0.0072297109620360544 -0.0055007896211843868 0.0024777349919238791 -0.0165073662511027 0.0012321945939263582 -0.04785117394974682 -0.0094127488698365572 0.0098490503615758472 0.00038563533093491131 -0.01858724101932804 -0.001323941818626386 -0.00464687367819633 0.0028400627743759015 -0.023591822127424729 0.0031845977991577052 -0.04380111173402354 -0.0018920879022206094 0.016198208345935813 -0.051032814587229025 -0.016820002554934207 leaf_count=725372 426 65 365 4982 1544 1046 2636 3126 54 220 72 685 3060 1049 95 19744 54 965 477 48251 131 54990 77 289 152 14046 74 9769 55 51 483 internal_value=0 -7.64866e-05 -0.00414252 -0.00354217 -0.00455239 -0.0369455 -0.0140219 -0.00343905 -0.0911273 -0.00260962 -0.0334494 -0.0276504 -0.042979 -0.033166 0.0484851 -0.00155108 -0.0764739 -0.109627 0.000865339 -0.00143872 0.00389719 -0.00665636 -0.00202534 -0.00144545 -0.013264 0.0285653 -0.228213 -0.0247293 -0.0983101 -0.159889 -0.192331 internal_count=894405 893979 168130 166746 161764 5375 3777 156389 1598 153263 5086 5014 4329 4109 1141 148177 1384 1019 725849 148112 73226 74886 59049 58898 55142 14177 151 10647 878 589 534 shrinkage=0.104442 Tree=63 num_leaves=32 num_cat=0 split_feature=11 17 7 9 4 4 19 24 17 27 7 15 26 4 1 1 17 5 14 24 19 27 5 28 1 28 19 27 23 12 5 split_gain=3.40249 4.12687 3.81051 6.30113 5.38042 6.50121 5.63469 6.36437 4.83335 5.80877 12.7708 8.75896 8.24924 6.37927 10.5519 6.90159 6.21644 5.05912 5.03668 4.83072 4.69142 10.2858 4.97298 4.70439 4.40831 4.3701 4.24002 5.1606 7.31144 4.18354 8.08982 threshold=0.92800710933013764 43.296232858964508 -1.0000000180025095e-35 0.96545074578395174 6.0295119285583505 9.0209722518920916 366.75000000000006 5.5000000000000009 65.43107944258189 2.5000000000000004 -88.834804534912095 0.46658088399387637 0.24295681492373858 61.659603118896491 3680.5000000000005 1066.5000000000002 51.572338602074062 28.991379737854007 24.895876463140961 1.5000000000000002 506.25000000000006 21.500000000000004 33.988233566284187 521.25000000000011 184.50000000000003 478.25000000000006 633.25000000000011 20.500000000000004 0.9396088979103655 846.15790027001901 268.59280395507818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 19 24 6 7 -6 9 10 11 25 -13 14 15 17 -12 -14 -18 -1 21 -10 -23 -22 -5 -7 27 -25 -29 -4 -31 right_child=1 -3 29 4 5 8 -8 -9 20 -11 16 12 13 -15 -16 -17 18 -19 -20 -21 23 22 -24 26 -26 -27 -28 28 -30 30 -32 leaf_value=0.0017861315628003296 -1.3709885461122738e-06 0.0020273671767096083 -0.00022962900059436729 -0.0038980828063969733 0.0018311731722654946 0.030872401713557061 0.00087521340709286572 0.016533114856118008 0.0052348259774267309 0.00077118442369255495 0.0028549501565786096 0.0095979078462856207 -0.016354251670207164 0.0071790834005795957 -0.071071168173701432 0.0025405767128043417 -0.019985025335781895 -0.038562610084224465 -0.0012409597207121191 -0.00020188560962419093 -0.0099935525497330344 -0.030685190156251419 0.019026087611239979 0.013055678714630769 -0.030487815492142436 -0.0039105015392991455 0.0028775683319034904 -0.014200808112212223 0.00816239627900767 -0.020663442716069812 -0.0016258862980204037 leaf_count=14117 25021 19432 478263 1617 528 44 1173 820 326 99285 2401 96 217 68 53 100 258 231 397 240032 259 180 25 1139 71 377 5686 218 594 316 1061 internal_value=0 0.00847802 -0.000496633 0.0019131 0.00801458 0.00884101 0.0590608 0.103162 0.00771015 0.00583553 -0.0304031 -0.118479 -0.182231 -0.221568 -0.254415 -0.213207 0.00377829 -0.266228 -0.0825731 -0.000875689 0.0307402 -0.0602452 -0.235756 0.0368589 -0.0480313 -0.00263527 0.041354 0.0815791 0.0206668 -0.00235709 -0.0573974 internal_count=894405 44453 849952 370312 116163 114475 2521 1348 111954 103527 4242 1186 765 669 601 548 3056 448 655 254149 8427 531 205 7896 1688 421 7637 1951 812 479640 1377 shrinkage=0.104442 Tree=64 num_leaves=32 num_cat=0 split_feature=22 18 25 18 21 24 12 29 8 13 28 16 25 27 7 13 27 10 22 16 24 16 5 25 16 16 24 13 22 27 15 split_gain=3.39651 4.86953 5.78617 4.43461 5.86406 6.04817 5.31365 4.30219 7.6178 5.42714 6.96808 6.31808 4.18709 4.14045 7.98312 6.03465 4.73688 4.37642 6.66176 4.6349 4.32019 4.13216 4.09626 3.81032 3.77693 3.60147 3.53928 3.52745 3.52544 3.94863 3.48611 threshold=284.25000000000006 2.5000000000000004 258.50000000000006 1.5000000000000002 2.5000000000000004 6.5000000000000009 62.05634918610405 0.99457074929002476 395.50000000000006 22.534924452950424 606.25000000000011 202.41707374334814 596.25000000000011 1.5000000000000002 -12.994616031646727 22.808153809813128 7.5000000000000009 0.82823477167761905 250.25000000000003 175.10807971014495 6.5000000000000009 219.79929491928922 65.213325500488295 528.25000000000011 195.5549621930453 228.07280864915137 15.500000000000002 20.336752094860913 200.25000000000003 9.5000000000000018 0.29727525915352632 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 6 5 12 13 9 -9 11 26 -6 -5 14 15 -1 17 19 30 -15 24 -20 -8 -22 -18 -14 -11 -4 29 -13 -19 right_child=-2 2 27 4 7 -7 22 8 -10 10 -12 28 25 16 -16 -17 20 18 21 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.025985798068417686 2.0266330350276951e-05 -0.013027264118642088 -0.0088157022254379928 0.01293022757577271 -0.0087707375420517271 -0.015859745809378104 -0.0093820072763384499 -0.024097005822006013 0.0010275212145815784 0.011221110647565631 -0.019232198862660622 0.015564070203320545 -0.022249692038701151 -0.0027390634973563427 0.023872331991786677 0.022500946471252718 0.0029696648151431334 -0.012572580270488807 -0.0065758051105060823 -0.015091873119620038 0.002207198749669403 -0.058427903916445249 0.012479408103300107 -0.01795484538203914 0.019735997143816242 0.021430827526835287 -0.030297280649840119 0.0031020978219044575 0.011970893730626689 -0.023110683675768261 0.0080400533954403282 leaf_count=84 883440 850 449 912 806 103 1437 219 330 854 98 46 71 743 196 42 367 106 38 598 372 30 100 141 244 29 23 683 342 77 575 internal_value=0 -0.0175148 -0.0623788 -0.00761608 0.0176921 0.0790068 -0.0271223 -0.00676795 -0.0861226 0.0126291 0.0687534 -0.0304246 0.102503 -0.00578472 0.102324 -0.0940573 -0.0166158 -0.0447694 0.01646 -0.0789683 0.0357338 -0.281991 -0.0762112 -0.0319259 0.0925414 -0.0917478 0.0970131 -0.015559 0.0623995 -0.0827918 0.0462612 internal_count=894405 10965 1982 8983 3910 1115 5073 2795 549 2246 975 1271 1012 3536 322 126 3214 2090 749 1341 1124 68 1537 513 611 100 877 1132 465 123 681 shrinkage=0.104442 Tree=65 num_leaves=32 num_cat=0 split_feature=18 18 21 22 27 5 20 1 28 14 12 19 16 14 21 4 9 24 8 28 28 27 22 4 28 20 32 25 24 29 22 split_gain=2.74056 3.19642 12.8731 7.93421 7.17342 9.09706 7.86172 9.10421 7.32809 6.67274 6.65152 6.28602 5.6423 5.62059 7.40279 5.617 5.51871 5.43133 6.1912 7.53344 5.2185 5.16685 7.6203 11.7943 6.45135 6.08892 9.02034 8.33187 8.03455 7.02252 6.3519 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 339.25000000000006 40.500000000000007 24.810943603515629 0.83829725770777297 297.50000000000006 449.25000000000006 12.199905137799929 83.615746699413037 145.25000000000003 202.41707374334814 30.498179023143688 12.500000000000002 19.777276039123539 0.97199766627771311 21.500000000000004 580.50000000000011 583.25000000000011 923.75000000000011 22.500000000000004 1144.2500000000002 59.919637680053718 831.25000000000011 0.40713254502956148 1.5000000000000002 522.25000000000011 23.500000000000004 0.16285084927677315 703.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 21 9 11 6 7 -6 -7 -3 -8 -5 -9 20 -15 -11 -16 18 -10 -20 -4 -1 24 -24 25 26 27 -23 30 -27 -29 right_child=-2 3 13 4 5 8 10 12 17 15 -12 -13 -14 14 16 -17 -18 -19 19 -21 -22 22 23 -25 -26 29 -28 28 -30 -31 -32 leaf_value=9.2789995400295212e-05 0.0083961284192557613 0.0062057021185018026 0.0027555988794044925 0.035860426487172969 -0.0075002158873941982 -0.038797342101781124 0.00076101236686571688 -0.004461064554012341 0.01143171688112154 -0.01847475325167381 -0.04887463112530438 -0.00012855272016217028 -0.035237880320487552 0.0055608181827674326 -0.013671485445045057 0.0038737567548723329 -0.053330538660529822 -0.0010661883883585693 0.00081822929048024355 -0.049538921253808724 -0.027345281702805736 0.01916110478004858 -0.0063540776801433267 -0.047313029485519374 0.0035721711373493206 -0.020493285081006878 -0.0012925880524890386 0.00090982563507198161 -0.03787966134693671 -0.00075977061367842958 0.014310269761681704 leaf_count=668046 423 221 22751 53 486 58 589 82 53 654 31 47203 313 171 145 151 52 7195 52 86 63 533 647 87 4045 197 2563 1141 48 135683 583 internal_value=0 -0.000120181 0.000374322 -0.00735065 -0.00575971 -0.0317272 -0.102746 -0.163458 -0.017407 -0.0944971 -0.0164758 -0.000844383 -0.276218 0.0236105 -0.09899 -0.136752 -0.231131 -0.0146266 -0.181063 -0.292638 0.0255881 -0.000287771 -0.00568718 -0.107321 -0.00517196 -0.00630355 0.0284462 0.0738377 0.0408641 -0.00754849 0.0520998 internal_count=894405 893982 836755 57227 56201 8945 1501 881 7444 1026 620 47256 395 23182 368 805 197 7386 191 138 22814 813573 145527 734 144793 140748 4868 2305 1772 135880 1724 shrinkage=0.104442 Tree=66 num_leaves=32 num_cat=0 split_feature=16 16 9 12 28 13 20 22 27 0 21 1 22 29 5 0 29 10 21 20 0 2 29 11 11 23 30 27 0 22 25 split_gain=2.9327 4.43716 4.87602 7.26914 5.49221 4.99366 4.68554 4.96435 12.433 9.24107 5.08989 4.35427 4.10967 3.28576 4.90366 3.09915 2.90441 2.8264 3.36796 2.78911 3.45301 2.66117 2.6589 2.9881 2.69598 4.23452 2.80638 2.53959 2.52307 2.97206 7.02251 threshold=147.74773001205307 107.7137090503836 0.95321916565478937 424.25840533340732 8050.7500000000009 280.4368930269863 0.21727682741688428 1591.2500000000002 4.5000000000000009 28.000000000000004 3.5000000000000004 609.50000000000011 2786.2500000000005 2.4205461027187876 75.002677917480483 37.500000000000007 0.23876339017466799 0.91743983083610647 1.5000000000000002 1.1569132375930689 45.000000000000007 22.531582446808514 1.2886783490310469 0.8518649762448488 0.56811743482309141 0.95070982332788467 2.5000000000000004 11.500000000000002 9.0000000000000018 777.75000000000011 7893.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 13 -5 -6 -4 8 -8 27 -11 -3 17 -1 -15 -7 -14 18 -9 22 -21 -12 24 -24 -13 -26 -27 -10 -2 30 -30 right_child=28 11 6 4 5 15 7 12 9 10 21 19 16 14 -16 -17 -18 -19 -20 20 -22 -23 23 -25 25 26 -28 -29 29 -31 -32 leaf_value=-0.0042829777793924519 0.00062636931018531785 -0.00090681153781757009 -0.0068851369726367533 0.022485599410341978 -0.014188976628555306 0.0043923000703653759 -0.015850002138603318 0.03715560676000694 0.029772252176823808 0.017063317526269633 -0.0054692093774263324 0.00033893313769094418 0.021699231352554509 0.0352058087121324 -0.011206471957954999 0.048152313952545822 0.0020263663630630652 -0.012304988589992568 0.015714511495448016 -0.022053441666989769 -0.0035104487603391738 -0.033115071495027099 -0.00035257680728803878 0.020598336671678971 -0.0023575149584599189 -0.00927944949999592 -0.030857671543977207 0.012058970261583602 -0.00015408260150947292 0.00027231552073116915 -0.024066505625982577 leaf_count=2179 71420 16202 277 228 124 51 279 139 197 95 158 857 110 57 44 27 320 24 188 210 229 50 705 83 1468 1394 69 160 541794 255133 134 internal_value=0 -0.0104904 0.0172857 -0.0103433 0.108915 -0.0111537 0.0547792 0.0742178 0.0252219 0.100036 -0.028404 -0.0166526 0.133126 -0.0328351 0.143492 0.187089 0.0675872 0.213415 0.237726 -0.0424018 -0.118541 -0.115996 -0.0350974 0.0177532 -0.0460916 -0.0605173 -0.0985919 0.209049 0.000303244 -0.000206966 -0.0015319 internal_count=894405 25924 4707 2710 430 202 1997 1720 939 660 303 21217 781 2280 101 78 430 351 327 5015 439 208 4576 788 3788 2931 1463 357 868481 797061 541928 shrinkage=0.104442 Tree=67 num_leaves=32 num_cat=0 split_feature=0 29 10 17 24 19 4 30 27 1 4 17 27 25 25 24 29 25 26 11 5 25 19 25 27 11 23 4 19 22 6 split_gain=3.12977 6.51927 5.54007 5.46562 5.16875 4.36386 4.34962 4.42619 3.70633 3.69549 3.63016 5.22722 6.20773 5.77537 5.33628 6.86979 8.27445 8.7545 5.517 12.9108 10.2345 16.0912 11.2011 9.29225 14.375 14.9006 8.45957 10.6277 12.5801 6.6269 6.77535 threshold=49.500000000000007 1.3681264679002185 0.76032497113039155 56.838227999587943 26.500000000000004 1130.2500000000002 43.000068664550788 1.0000000180025095e-35 26.500000000000004 1173.5000000000002 28.00000095367432 52.857329240567744 24.500000000000004 770.25000000000011 3171.5000000000005 1.5000000000000002 0.80239243849978326 30338.500000000004 1.0048949624716219 0.80461861667744039 112.00569152832033 5065.7500000000009 4431.5000000000009 3687.2500000000005 5.5000000000000009 0.58631896204570644 1.0310671533324158 69.002910614013686 2870.5000000000005 6136.5000000000009 0.20000000715255875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 5 6 -2 7 -3 -4 -9 -1 12 14 -14 -12 -16 -17 18 19 20 21 23 -22 24 25 -18 27 28 -23 -20 -31 right_child=1 4 8 -5 -6 -7 -8 9 -10 -11 11 -13 13 -15 15 16 17 -19 29 -21 22 26 -24 -25 -26 -27 -28 -29 -30 30 -32 leaf_value=-3.6345128611933635e-05 -0.0019529577089279415 -0.0021258133700960218 0.0003937532779918845 0.0011835955018497111 -0.043047962911919826 0.0015993879383954029 0.00054939867776605887 -0.00058162850322768754 0.003592607964103245 -0.0085402708135415839 0.00085884647564487822 0.001862133907526277 -0.0019540387580328387 -0.012276130220288652 0.0010154793573885455 0.0026205162197003654 0.0032837179872679976 -0.039164624894066753 0.0021220988607414675 0.00059377709883550161 -0.034100972966814434 -0.060175326883555549 0.00079043190835400721 -0.0017605111401139066 -0.00029946467260958255 -0.064495646148205785 -0.0012972705866400554 -0.065531122755555352 -0.0074064644702747399 -0.030714881614718109 -0.0033083628741831066 leaf_count=654339 31959 9975 33516 10390 34 4277 4427 854 4479 2498 76833 26818 3995 694 12826 3136 50 74 3162 1640 114 79 839 568 149 121 68 127 131 100 6133 internal_value=0 -0.00524082 -0.00158272 -0.00888684 -0.0226431 -0.0146844 -0.0218971 -0.0309184 0.00738061 -0.0623562 0.00063398 0.00530169 0.00227057 -0.0333368 0.00384347 -0.00763472 -0.0211347 -0.0319893 -0.0300781 -0.0617689 -0.111023 -0.168976 -0.0323945 -0.0936375 -0.229924 -0.427769 -0.334162 -0.399084 -0.260983 -0.0169701 -0.0358865 internal_count=894405 102409 84621 46626 17788 36236 17754 13327 37995 3352 791996 137657 110839 4689 106150 29317 16491 13355 13281 3886 2246 1293 953 888 320 171 405 337 210 9395 6233 shrinkage=0.104442 Tree=68 num_leaves=32 num_cat=0 split_feature=26 27 1 5 0 0 0 27 9 17 18 14 11 27 25 15 17 26 21 28 26 27 22 0 4 12 25 6 29 27 25 split_gain=2.93793 3.34268 3.9971 3.0965 2.75623 5.04669 5.14831 5.00632 4.8947 4.11987 7.22708 10.5093 7.66933 5.5625 6.80314 6.28415 5.16165 4.53833 4.24019 5.83975 5.75547 4.13583 4.96738 3.99763 3.97826 4.09537 4.96751 4.72239 4.6487 6.09679 3.91204 threshold=7.0129182289425707 4.5000000000000009 8147.5000000000009 144.06835937500003 33.000000000000007 31.000000000000004 29.500000000000004 55.500000000000007 0.96675361865375209 52.209093939968916 2.5000000000000004 19.14719897401012 0.86710744885469493 22.500000000000004 802.25000000000011 0.5782835294461447 98.846733576877611 1.5938902764070444 9.5000000000000018 493.25000000000006 1.4567382333157599 22.500000000000004 470.25000000000006 28.000000000000004 30.000001907348636 108.78731957466685 672.25000000000011 0.96428571679343122 0.78798803090140657 45.500000000000007 394.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 6 23 9 -7 17 -11 -12 13 15 18 16 -13 21 20 -20 -15 -6 -23 -1 25 28 -27 -28 29 -24 -17 right_child=1 -3 3 -5 7 8 -8 -9 -10 10 11 12 -14 14 -16 30 -18 -19 19 -21 -22 22 24 -25 -26 26 27 -29 -30 -31 -32 leaf_value=5.4865192828790483e-05 0.018866888019215853 0.0041916256439535919 0.012689475988825442 -0.018900742515825342 -0.00012493458569089809 6.9444321943389707e-05 -0.0011761332601705719 -0.01581712071627173 0.0026209062925334607 -0.00038615864400544202 -0.0022936005633513038 -0.0012536088932108163 0.0043369629848581653 -0.0033124489435418058 0.0062297616784846065 -0.010334862646241784 -0.02307220315426247 -0.002102220911600726 -0.015930133580499162 0.0019470096584756011 0.0068045954979054878 -0.0055410073454283419 0.0013164233859283359 0.0012392285396475597 -0.011639471846459392 -0.002533733908776 0.0028008296347508013 -0.042680877865319773 -0.0023746391677185556 -0.014884318763251719 0.0026966300998124549 leaf_count=428856 51 2933 41 194 140097 15903 34824 225 16936 101079 8786 3872 9260 8513 1463 254 122 18672 208 4776 661 2841 6932 33517 380 2989 6376 25 19845 263 23511 internal_value=0 0.0300708 -0.0731245 -0.128198 -0.000194412 0.00125725 0.000464233 -0.00232492 0.0132638 -0.00223196 0.00150134 0.010056 0.0153998 0.00982302 -0.00527214 0.0183176 -0.0183841 -0.00528951 -0.0119806 0.0114985 -0.0247362 -0.0037481 -0.0127646 0.00134734 -0.00965508 -0.00859332 0.00939902 0.0251162 -0.0148414 0.00693432 0.0244858 internal_count=894405 3219 286 235 891186 530036 497197 361150 32839 360925 162505 61426 52640 43380 15621 27759 3994 198420 14158 4984 9174 179748 39651 462373 36810 36430 9390 6401 27040 7195 23765 shrinkage=0.104442 Tree=69 num_leaves=32 num_cat=0 split_feature=11 5 13 1 7 21 11 26 24 27 7 23 11 27 1 19 11 18 28 14 29 27 23 14 27 10 21 20 4 25 20 split_gain=2.68823 4.40697 8.49713 8.52043 14.3108 8.06842 8.20927 7.47391 7.71164 7.60594 7.1166 6.99045 8.95595 8.93233 13.0764 13.0179 10.2701 9.79749 8.00433 6.80966 6.31049 6.04744 5.97491 6.35386 7.1232 7.40156 6.69276 6.57095 8.5583 6.52089 8.84864 threshold=0.88056860580080409 50.472564697265632 72.61888947126991 3030.5000000000005 -50.743122100830071 2.5000000000000004 0.77098906840286163 0.54549954995499561 2.5000000000000004 13.500000000000002 -6.7098371982574454 0.99006173566202227 0.71523527387300578 5.5000000000000009 1344.5000000000002 2488.2500000000005 0.64769439232853876 1.5000000000000002 5675.0000000000009 15.697654163398004 0.27236396484967268 21.500000000000004 1.2437316808321295 28.777388742212086 6.5000000000000009 0.76943554562787952 3.5000000000000004 0.49758051210884807 11.00072765350342 1203.2500000000002 0.82813066533720103 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 3 5 -5 7 -7 8 -3 11 22 13 18 -9 -15 16 -16 -18 -13 -4 -10 -11 23 24 26 29 -1 -27 -29 -26 -31 right_child=-2 2 19 4 -6 6 -8 9 20 21 -12 12 -14 14 15 -17 17 -19 -20 -21 -22 -23 -24 -25 25 27 -28 28 -30 30 -32 leaf_value=-0.00065170857901501863 0.00035520962463444388 -0.011903855975340556 -0.0096578180063916514 -0.041797778637749146 0.0024069027034283436 -0.0046537845978392878 -0.00073751171143912901 0.0022518390266101427 0.01224243515998789 -0.013219267051050147 -0.00025579050053091147 0.0058015044709062661 -0.00066887049203776319 0.00090467329672659419 -0.050659943925905879 0.0005865618467507975 -0.011369875019330001 -0.061214059701604019 -0.026482808817311992 6.3975928967172646e-05 -0.005222873395846336 0.042635366810667652 -0.00089818808919169099 0.0024645445240483958 0.00020354794903673063 -0.001705111646880212 -0.0067399180365054073 0.0084100907678495342 0.0016735790510406289 0.0010539144982363562 -0.018512980334075897 leaf_count=19651 182082 1094 794 154 166 13751 10147 1713 344 544 373160 5794 5029 774 153 263 308 50 85 77339 656 22 29199 20058 81854 6025 2189 2133 57863 531 480 internal_value=0 -0.000904534 -0.00645347 -0.0181031 -0.180642 -0.016826 -0.0286374 -5.32033e-05 -0.0559557 0.00789114 0.000210411 0.012432 0.0245767 -0.0281917 -0.0832472 -0.175156 -0.268196 -0.175517 0.0510783 -0.000333376 0.00751797 -0.105783 0.00472179 0.00676064 0.00478257 0.00725649 -0.0120825 0.0151556 0.0183171 0.000963027 -0.0788571 internal_count=894405 712323 119180 41047 320 40727 23898 16829 2094 14735 593143 14169 10908 3261 1548 774 511 358 5879 78133 1000 566 219983 190784 170726 148886 21840 66021 59996 82865 1011 shrinkage=0.104442 Tree=70 num_leaves=32 num_cat=0 split_feature=17 4 25 26 17 27 7 12 23 8 28 29 17 29 23 6 14 27 12 19 1 8 28 14 5 28 10 11 25 17 27 split_gain=2.56538 3.73656 3.78872 5.77403 6.72037 4.34942 7.04347 8.79592 7.08544 7.79974 6.77813 6.38463 6.23431 6.19063 5.67266 5.64938 6.12355 5.62325 5.3143 8.53378 6.91725 6.53115 5.17628 5.06835 4.98471 4.81026 12.1338 10.5572 8.76628 15.9969 8.53742 threshold=33.888324097337382 186.98027801513675 15819.000000000002 1.2042374635266822 108.80429780855785 6.5000000000000009 -71.565052032470689 613.760930650349 0.37154733548176178 125.50000000000001 316.75000000000006 1.8201277017357163 78.687136098251756 0.56946895464433056 1.4415184404917467 0.23809524478728297 15.106476175211577 9.5000000000000018 76.630465325174484 445.25000000000006 474.50000000000006 362.50000000000006 16804.000000000004 30.697253561137874 295.53527832031256 2240.5000000000005 0.82292769286866896 0.67982824708830913 1126.2500000000002 62.289383642700308 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 -4 -5 6 7 8 23 -10 17 -9 15 -14 -8 16 -11 -7 -17 20 -20 -21 -23 -2 -16 28 27 -27 30 -30 -12 right_child=1 -3 3 4 -6 10 14 11 9 12 25 -13 13 -15 24 18 -18 -19 19 21 -22 22 -24 -25 -26 26 -28 -29 29 -31 -32 leaf_value=0.00081228629565926569 0.0016873523014062845 -0.0050480975485558115 0.0041245089134679417 -0.0068771905858617394 -0.065398075374760958 -0.013062825671902993 -0.00049451601447493977 -0.0039915165647643903 -0.02789357020107068 -0.02213919518251159 0.00062009889844044609 -0.027391538854581631 0.001156126131849232 -0.024755331282370306 0.0025409275924604987 0.0030833538627182693 -0.003061396896269991 -0.00085111902847658416 -0.008769762681146263 -0.048397639651249581 -0.035035861919472368 -0.0017583128248773979 -0.038054122234128608 0.018378547098415129 -0.030535086184681325 -0.014150764681112918 0.0057544745232721919 0.00088627380269852194 -0.00097829186320762675 -0.010263152846349027 -0.00015087848294890693 leaf_count=40654 2321 1620 3804 198 24 781 94698 249 134 318 245941 260 161 268 8313 2062 434 869 595 33 134 13205 43 217 50 687 4927 1969 35639 2146 431651 internal_value=0 -0.000353282 -0.000262066 0.0303421 -0.126422 -0.000407345 -0.00589287 -0.0228534 -0.0195373 -0.026742 0.00052755 -0.152662 -0.0248755 -0.143917 -0.00253009 -0.02184 -0.106555 -0.0634928 -0.0178762 -0.0248523 -0.130195 -0.01907 -0.0179632 0.0298199 0.0224351 0.000673663 0.0257275 -0.0287547 0.000408092 -0.0144159 0.00123473 internal_count=894405 853751 852131 4026 222 848105 123495 20434 19925 17387 724610 509 17253 429 103061 16824 752 1650 16072 14010 729 13281 13248 2538 8363 722960 7583 2656 715377 37785 677592 shrinkage=0.104442 Tree=71 num_leaves=32 num_cat=0 split_feature=10 24 28 18 23 1 28 19 20 16 18 28 0 19 23 16 28 28 26 13 10 24 27 20 18 6 19 0 20 29 24 split_gain=2.58534 6.31023 7.3557 5.75533 5.74504 4.99889 6.90449 6.94158 5.84001 7.93504 5.9855 5.23162 5.07536 4.92687 4.56569 7.29009 8.54075 4.54857 4.45588 4.38438 4.12547 4.05066 5.74398 12.7787 5.99374 4.0109 3.97964 3.88697 3.82076 8.30739 6.41175 threshold=0.70222472855137863 23.500000000000004 457.25000000000006 4.5000000000000009 0.66672079679549645 675.50000000000011 523.25000000000011 630.25000000000011 0.81973559372815352 198.68845243592708 4.5000000000000009 569.25000000000011 43.000000000000007 280.25000000000006 1.1789406892866687 229.96780629921486 593.25000000000011 714.75000000000011 0.76936376478972013 25.486669197568407 0.59943897777472011 26.500000000000004 50.500000000000007 0.9990695794080926 2.5000000000000004 0.7999999943133852 183.25000000000003 13.500000000000002 0.89015575796055624 0.84585542395941626 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 26 3 4 -3 8 7 -7 10 27 11 -4 19 -13 15 -8 -17 -18 -12 -11 -9 22 28 24 -24 -23 -1 -10 29 30 -2 right_child=21 2 5 -5 -6 6 14 20 9 12 18 13 -14 -15 -16 16 17 -19 -20 -21 -22 25 23 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0047378013002430325 0.00063912661706040977 0.005693830327463947 0.0031862678195675354 0.0052903599739678574 -0.0252747510519418 -0.0061037550547111147 -0.0022390864451563609 -0.063442937460091095 0.033350591734804973 0.009342166796202438 -0.023037924301267453 0.032170415370442865 -0.010153167911824938 -0.011881821520202535 -0.00052359202246801326 -0.065389524449663089 0.0042910028641604051 -0.044759764581333635 0.018022418549357256 -0.00090630845490798507 -0.01153625871658732 0.00217763727486472 0.017675804063063405 0.0030156984814138604 -0.043559639760502325 -0.025593745342521568 -0.00012593668091122383 0.0090565941936681903 0.00024718022012028057 -0.0019686635753704204 -0.0015202225043899032 leaf_count=2054 60285 79 691 126 378 79 201 61 85 557 291 29 525 615 722 55 58 32 32 2495 23 11892 20 230 136 57 322423 464 441046 28696 19968 internal_value=0 -0.00215238 -0.0306394 -0.138569 -0.19074 -0.0216696 -0.0795336 -0.271236 -0.0093545 0.0107883 -0.0594807 -0.0299265 -0.00639222 -0.0947711 -0.0502755 -0.144725 -0.315625 -0.1259 -0.181632 0.00923067 -0.471365 0.00136656 0.000971105 -0.120973 -0.341902 0.0195817 -0.00148533 0.122728 0.00105669 -0.00424636 0.000975202 internal_count=894405 332075 7598 583 457 7015 1231 163 5784 4126 1658 1335 3577 644 1068 346 145 90 323 3052 84 562330 550381 386 156 11949 324477 549 549995 108949 80253 shrinkage=0.104442 Tree=72 num_leaves=32 num_cat=0 split_feature=21 18 28 27 10 10 22 23 27 22 28 1 12 23 27 13 16 10 20 20 23 8 24 27 14 14 22 25 21 24 16 split_gain=2.79375 12.9104 12.1646 9.71682 13.4013 6.77943 6.76024 6.68652 6.88621 9.09477 6.37185 6.28947 5.33607 7.0211 9.12425 9.89781 9.00388 9.44544 6.30642 6.18956 6.70449 5.42431 5.36334 5.83583 5.20604 5.17927 5.13251 5.09629 4.92296 9.22732 4.84681 threshold=9.5000000000000018 3.5000000000000004 463.25000000000006 45.500000000000007 0.79875220226194277 0.93282449225420006 613.25000000000011 0.91912114512788945 32.500000000000007 391.25000000000006 974.75000000000011 1517.5000000000002 113.27564927611037 1.0046260628887749 45.500000000000007 34.077237159215095 202.86039046121596 0.83367989415150989 1.0438062814945381 0.91589639324095751 1.0736170946936829 655.50000000000011 29.500000000000004 31.500000000000004 18.88004892198666 29.797084261613929 502.25000000000006 472.25000000000006 15.500000000000002 30.500000000000004 180.39348979703487 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 11 7 -1 -5 10 -6 -3 -9 -10 12 -2 13 14 28 16 -16 26 -17 20 21 -15 23 24 27 -25 -18 -21 29 -4 -30 right_child=1 2 5 4 6 -7 -8 8 9 -11 -12 -13 -14 19 15 18 17 -19 -20 22 -22 -23 -24 25 -26 -27 -28 -29 30 -31 -32 leaf_value=-4.7660485722396062e-05 0.0015757579711218846 -0.014145164223238083 0.00093070272928176198 0.0073298033304233625 -0.0071356283081516472 0.0076901385416726633 -0.047476085543612274 0.0019075643226879281 -0.040185862583893728 -0.006431515083541642 -0.026993888435109151 -0.02187818039645012 0.0035816553540880375 -0.040210595727620285 0.002248464360240066 0.0065930878602559325 -0.0023564994601815411 -0.045424356345254872 -0.020274342916260291 0.023264071254687525 0.002499247206963472 -0.0027950055458562315 0.0035805471729899833 -0.0056615156726037615 0.0015125951919024898 -0.057630499261266281 -0.019012948275687898 -0.021823858467865106 0.034569650232776861 -0.028795508989687638 0.0062600495842297585 leaf_count=806804 55575 1091 11979 141 67 1063 140 979 105 510 101 125 2833 143 377 713 313 111 110 32 114 60 1202 5394 2429 21 568 188 71 115 931 internal_value=0 0.00542813 -0.0107335 -0.000528393 -0.167591 -0.00474539 -0.329551 -0.0751156 -0.0338302 -0.116758 -0.00774175 0.0145834 -0.00682772 -0.0115117 0.00179073 -0.0579228 -0.110024 -0.160019 0.0287437 -0.0327334 -0.170136 -0.279119 -0.0280327 -0.0373213 0.00114093 -0.0561369 -0.125383 -0.146163 0.0117855 0.00620478 0.0791444 internal_count=894405 87253 31553 807152 348 28868 207 2685 1594 615 27805 55700 27704 24871 15288 2192 1369 992 823 9583 317 203 9266 8064 2649 5415 881 220 13096 12094 1002 shrinkage=0.104442 Tree=73 num_leaves=32 num_cat=0 split_feature=26 29 1 12 22 17 26 15 32 22 22 23 20 9 25 25 12 16 15 28 22 27 25 9 17 13 12 23 16 27 20 split_gain=2.63811 2.49621 4.78434 6.28651 5.01009 2.70211 2.69561 12.649 7.96001 7.47199 5.2347 5.04396 5.5987 4.96992 6.43835 3.82223 8.30476 4.18411 3.59579 3.79668 3.71831 3.42115 4.17901 3.20747 5.67612 3.65008 4.55298 3.15795 3.94405 3.88373 3.12668 threshold=7.0129182289425707 0.16285084927677315 1747.5000000000002 115.37005768508882 1144.2500000000002 61.279370002493046 0.22543376743673013 0.30773501963176536 1.5000000000000002 646.25000000000011 511.25000000000006 0.15849002315523142 0.19217827626918541 0.96074849725295353 596.25000000000011 692.75000000000011 75.716251762801377 220.19769411151643 0.66170918216742014 445.25000000000006 476.25000000000006 11.500000000000002 3687.2500000000005 0.96260734977177942 57.126593708581829 48.7945889910864 159.26702730475884 0.22495416156330325 201.08597368680401 11.500000000000002 0.9990695794080926 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -4 7 13 9 10 18 12 -11 21 -15 -12 17 -17 19 -9 -20 22 30 25 -25 -13 -27 29 -29 -16 -3 right_child=-2 6 5 4 -6 -7 -8 8 -10 11 15 23 -14 14 27 16 -18 -19 20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31 -32 leaf_value=-0.00083433666445207656 0.003002226299811402 0.00045935650935050964 0.010376589819442285 -0.018307428045677955 -0.0040832438635598827 0.050569355365043298 4.1563448695936544e-06 -0.007374661610838126 -0.0011562691277092305 0.016654342927823047 -0.00018963984509777959 0.0013963609577733105 -0.012297973071933482 0.0017976742843601701 0.0080166823349177088 -0.016589634884953384 0.013949015908528126 -0.051911329229233798 -0.0040284284462452601 0.013157635335208027 0.015701049568318189 -0.014234912061625466 -0.011660449782048912 0.010168347935252262 0.02633960365886379 0.025902669003695342 0.0022444114078264458 -0.0186553797678355 -0.049700978750452256 -0.030209904678765422 0.022439256801381122 leaf_count=18961 3199 178 208 388 889 20 860320 115 3326 105 890 754 238 128 53 217 92 44 542 674 129 214 163 1564 279 180 175 85 94 64 117 internal_value=0 -2.31479e-05 -0.0109395 -0.0125624 -0.0804759 0.13311 0.000233433 0.0162209 0.0281663 0.049924 0.010955 0.0818916 -0.0328892 -0.0854017 -0.170177 -0.036739 -0.124789 -0.215854 0.0515602 0.0973263 -0.00225416 -0.0319122 0.0168603 0.0952283 0.120798 0.052735 0.136345 -0.251211 -0.334718 -0.123452 0.087865 internal_count=894405 891206 20466 20238 1277 228 870740 10420 9324 5998 2703 3295 343 1096 424 1243 353 261 1460 789 671 672 458 2952 1843 1109 355 296 179 117 295 shrinkage=0.104442 Tree=74 num_leaves=32 num_cat=0 split_feature=21 28 27 27 27 15 18 28 11 18 14 26 24 25 13 18 25 28 20 27 25 28 14 23 25 27 13 16 15 24 25 split_gain=2.36362 10.3184 9.5247 8.33187 8.1164 9.9446 7.26974 6.4853 6.93188 5.59743 6.02095 11.126 9.16892 5.43699 5.31118 5.26149 5.07696 5.40665 5.04167 6.98989 5.62628 11.3585 7.59696 6.98208 5.73962 5.19068 11.5594 10.1521 6.73113 5.60248 5.04778 threshold=9.5000000000000018 463.25000000000006 32.500000000000007 38.500000000000007 45.500000000000007 0.6025977827228941 1.5000000000000002 963.25000000000011 0.8852735428822387 3.5000000000000004 18.001875622551584 0.82203585786481925 27.500000000000004 408.25000000000006 45.864331985554685 2.5000000000000004 810.25000000000011 751.25000000000011 1.0045146752423231 31.500000000000004 564.25000000000011 602.25000000000011 19.06268347167013 1.0221615950023164 414.75000000000006 45.500000000000007 34.077237159215095 206.34973287356391 0.55332340858476869 33.500000000000007 528.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 6 -1 15 -4 9 -9 10 12 -12 16 -5 18 -6 -3 -18 25 -20 24 22 23 -22 -21 -11 27 -27 -29 30 -30 right_child=1 7 3 13 5 -7 -8 8 -10 14 11 -13 -14 -15 -16 -17 17 -19 19 20 21 -23 -24 -25 -26 26 -28 28 29 -31 -32 leaf_value=-3.9744173857312828e-05 9.2445181557563851e-05 -0.0021879581506856339 -0.051708596405230026 -0.024531773037084672 0.013555954105287907 0.0054859700863348192 -0.013164807944358523 -0.0035818704513750966 -0.035903060167772081 0.0013019231405220232 0.0056237779174540216 0.0012338812328988073 0.0084479414224665692 -0.00048338727992294707 0.003862297759470122 -0.036654183312335657 -0.046334539195298466 -0.0048757229112292048 0.0014094769635975889 -0.041168382797601162 -0.020770930196701298 -0.002755941833015764 -0.011671245892253251 -0.066234868531486496 -0.00088483786958607781 0.0016094005586865454 0.003851970467173815 -0.042099160668182298 -0.0084773529613842869 0.004213185119750106 -0.029308296155242872 leaf_count=806706 2917 6392 56 113 26 141 1140 233 105 12544 7552 37918 933 1109 2997 183 59 82 3452 39 116 2463 1242 54 3596 431 1046 112 241 139 268 internal_value=0 0.00502956 -0.0375845 -0.0839931 -0.000446593 -0.152695 -0.143328 0.0078016 -0.130431 0.00837365 0.0144734 0.018795 -0.0118459 -0.0259203 -0.00286151 -0.291146 -0.0250893 -0.212785 -0.00749989 -0.0237503 -0.0408704 -0.0673802 -0.138886 -0.337147 -0.0126102 0.00455187 -0.0398238 -0.10719 -0.176717 -0.137592 -0.186183 internal_count=894405 87349 5335 2418 807056 350 1196 82014 338 81676 52936 45470 7466 1222 28740 209 6533 141 25743 10962 7510 3875 1412 170 3635 14781 2237 1191 760 648 509 shrinkage=0.104442 Tree=75 num_leaves=32 num_cat=0 split_feature=16 16 9 11 19 9 25 17 16 13 19 16 23 19 7 26 27 1 29 14 1 32 14 7 27 27 27 23 28 7 19 split_gain=2.18601 3.93962 3.88166 5.64601 5.17992 4.1668 3.19053 3.0245 7.96332 7.09756 5.86301 5.41966 6.67152 4.51169 4.38592 7.68806 8.26573 11.2328 3.91385 3.79037 6.59097 3.73779 3.72564 4.34935 4.85569 3.61402 3.51664 5.9309 5.58368 5.10289 4.91444 threshold=145.29316817402153 107.7137090503836 0.95321916565478937 0.61928751009431993 2274.5000000000005 0.83852402683286009 1150.2500000000002 36.578194860880934 211.18028456557656 42.386267920627482 542.75000000000011 170.36150130063177 0.50752408120798764 601.75000000000011 -89.93590927124022 1.2599136974136977 2.5000000000000004 7272.5000000000009 0.27236396484967268 43.591631246169605 10386.500000000002 1.5000000000000002 19.680722570452559 -88.834804534912095 2.5000000000000004 2.5000000000000004 6.5000000000000009 1.4415184404917467 316.75000000000006 -1.0000000180025095e-35 250.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -7 8 9 10 -2 13 -13 18 15 -10 17 -17 -11 20 -16 -21 -14 24 -24 -15 27 -9 29 -28 -31 right_child=7 -3 -4 -5 5 6 -8 26 14 11 -12 12 22 25 19 16 -18 -19 -20 21 -22 -23 23 -25 -26 -27 28 -29 -30 30 -32 leaf_value=-0.0054331242791452105 0.0040862643048000464 -0.0017380374417085079 0.0051512036527800757 -0.0057898183578128362 -0.0024771247522131128 0.032451336428376241 0.010062032556936967 -0.0007801021184720107 -0.0011621875711664115 0.053018127409492036 -0.00066657055053411657 -0.0035471755855153698 0.031241733010461334 0.011403197203121383 -0.00043165343500509867 -0.082603597607415077 -0.0085812061886135632 -0.013091811675737823 0.010637796778034407 0.0010352832691332007 -0.030843326999834025 0.0065720524428187965 -0.031688033717637919 0.018701591669053254 0.019919294141501911 -0.002998681222174243 0.0022110026964987373 0.002012037330184653 7.5786038309382883e-05 -0.015998665431137916 -0.0014436663260706554 leaf_count=451 6465 17613 2001 1324 279 79 573 106045 2691 34 5037 173 204 270 22945 42 510 64 79 18340 78 1434 43 430 37 642 535 9003 695922 646 416 internal_value=0 -0.00977306 0.0159264 -0.00876786 0.0359414 0.0785523 0.122315 0.000249222 0.00713024 0.0285746 0.0191961 0.0849927 0.142225 0.0354656 0.000890983 -0.0341964 -0.134972 -0.389059 0.223946 0.00360224 -0.00511944 0.013757 0.184915 0.139229 -0.0748706 0.0121123 -0.000254791 -0.00537719 0.000590091 -0.0584722 -0.098593 internal_count=894405 22320 4707 2706 1382 931 652 872085 59518 13414 11502 1912 887 1025 46104 3307 616 106 113 42797 23023 19774 714 510 80 912 812567 115048 697519 1597 1062 shrinkage=0.104442 Tree=76 num_leaves=32 num_cat=0 split_feature=11 17 16 4 19 29 28 16 17 19 25 16 6 29 10 16 5 27 17 26 16 29 1 25 5 23 29 17 7 9 19 split_gain=2.46392 4.42788 6.33924 8.2729 6.40066 8.12129 5.73464 5.70966 5.95768 10.8038 6.60066 5.3825 4.85496 4.35662 4.30088 4.15932 4.66787 3.578 6.07498 4.7751 4.50978 3.9468 3.84229 5.7752 4.07872 3.78001 3.54108 3.53431 3.37879 4.71747 6.02364 threshold=0.88056860580080409 48.000306030913201 231.80668915025595 23.794801712036136 614.25000000000011 1.2630576359492023 4133.5000000000009 211.18028456557656 59.136791064974467 1629.7500000000002 634.25000000000011 192.50307850260626 0.60416659100608194 1.2952496673031304 0.90021214988720244 227.75693071177224 25.000001907348636 11.500000000000002 45.021583216157104 1.8654620774651993 221.89287756619206 1.8609911988538046 3680.5000000000005 5065.7500000000009 65.213325500488295 0.74024332682864979 0.70696059431524561 70.936454594305971 -16.699242591857907 0.97634549898972789 366.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=28 14 6 4 -4 -6 7 -3 -9 10 26 -8 13 -12 15 16 -2 21 19 -19 -20 22 24 -24 -18 -22 -10 -13 29 -1 -31 right_child=1 2 3 -5 5 -7 11 8 9 -11 12 27 -14 -15 -16 -17 17 18 20 -21 25 -23 23 -25 -26 -27 -28 -29 -30 30 -32 leaf_value=8.4235624537305507e-05 0.0001664606774462364 -0.00052070751724669624 0.0038213234633463588 0.0029421779196824611 -0.062546392308127807 0.0080752620642083328 0.0032229519112573651 0.0019386054561914491 -0.022795939139463674 0.024511412079685824 -0.043433593679773376 -0.013849641052252042 -0.010171462511827324 0.0065380628221857334 0.0013148093409313106 1.9091623739232499e-05 -0.00094352637010685345 -0.0096369203040550487 -0.0091592505390207992 -0.043920329539624763 -0.015847821744427133 0.015554117430814347 -0.050281310590019217 0.0048225199476216599 0.023134900955584223 -0.0013412104072689321 0.011891974885281447 -0.048019060182165861 -0.00025046476158237328 0.0060474216138167412 0.0010032598255583017 leaf_count=217376 8510 15312 38 145 78 23 226 45409 45 88 141 307 140 22 21361 78923 2682 1211 1092 46 203 168 42 41 79 5630 112 37 473098 2993 18827 internal_value=0 0.00327228 0.0101252 -0.138936 -0.313256 -0.44488 0.0108097 0.0117386 0.0173107 -0.0863331 -0.147746 -0.0890303 -0.233973 -0.351285 -0.000275743 -0.00306201 -0.0160588 -0.0294789 -0.0403263 -0.104283 -0.0287171 -1.23357e-05 -0.00881036 -0.220805 -0.00243747 -0.0176755 0.0186666 -0.167795 -0.000849473 0.00221354 0.0162306 internal_count=894405 182111 62123 284 139 101 61839 61269 45957 548 460 570 303 163 119988 98627 19704 11194 8182 1257 6925 3012 2844 83 2761 5833 157 344 712294 239196 21820 shrinkage=0.104442 Tree=77 num_leaves=32 num_cat=0 split_feature=10 19 21 22 22 21 22 27 26 5 12 25 7 4 17 7 16 7 21 28 21 20 4 7 9 5 28 22 12 21 19 split_gain=2.40997 4.34527 6.35718 7.5643 9.97775 7.85673 7.82227 7.08917 9.35734 9.1531 8.59163 6.59242 6.21277 7.6467 5.61434 5.5467 5.51477 8.68811 6.36609 6.26867 5.84883 5.49028 7.25021 5.9341 6.15988 5.84249 5.44919 11.8283 14.9031 11.869 16.2394 threshold=0.69212575249049857 407.25000000000006 5.5000000000000009 619.25000000000011 1049.7500000000002 1.5000000000000002 2268.5000000000005 1.5000000000000002 0.81295933542423604 28.991379737854007 93.615746699413052 1323.7500000000002 -86.401088714599595 6.0295119285583505 54.403273812619084 -80.604068756103501 207.74285340912806 -88.302749633789048 2.5000000000000004 688.25000000000011 4.5000000000000009 0.68761277601657522 12.823738574981691 -16.699242591857907 0.83852402683286009 77.306240081787124 2139.5000000000005 2077.2500000000005 200.45941546018392 1.5000000000000002 1668.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 5 16 7 11 -2 10 -10 -9 -6 13 -7 -14 -3 -5 20 19 -19 -18 -17 25 24 -24 -23 27 -26 29 -29 -31 right_child=1 15 -4 4 6 12 -8 8 9 -11 -12 -13 14 -15 -16 21 17 18 -20 -21 -22 22 23 -25 26 -27 -28 28 -30 30 -32 leaf_value=-0.00023564427922560395 0.0082396632020800675 -0.0010330784424924843 -0.00058780659249915831 -0.0028872092602594082 0.0016331171995172331 -0.0016127939759308838 -0.010528526835032975 -0.0016429937303048595 -0.0067555424942848056 -0.030144109766360762 0.027576389039117157 0.020951157782747091 0.0031443454321595744 0.0089181206188462623 -0.0013415912257606533 -0.00098942193244067988 -0.044598730810016043 0.010007718516488127 -0.0028636541152801754 -0.049600772635688295 0.0058872597209933758 0.0084725192193704623 -0.0025623436130660705 1.0535146417035875e-05 0.0010886896247485017 -0.010487240745946053 0.0034366706065430347 0.0040768449800704654 -0.0024120019052740423 -0.0029353626121812917 -0.050156265160373505 leaf_count=314606 620 48188 17064 2005 379 958 229 2044 783 238 116 392 17544 3500 3682 42625 130 27 502 67 31 1772 5259 334274 83950 197 9847 133 2902 126 215 internal_value=0 0.00118135 0.0100624 0.0181156 -0.0241123 0.0235034 0.0614768 -0.0189295 -0.0379956 -0.116883 -0.000706656 0.109678 0.0297831 0.0637203 0.0226555 0.000337481 -0.0551004 -0.127822 -0.072141 -0.310978 -0.333944 0.0013616 0.00241441 0.00214143 0.00880054 0.062959 0.0106046 0.00808996 -0.0499462 -0.214344 -0.313169 internal_count=894405 579799 50311 33247 3762 29485 1000 3801 3181 1021 2160 771 25684 4458 21226 529488 2762 757 596 94 161 481300 438675 436706 102432 1969 97173 87326 3376 474 341 shrinkage=0.104442 Tree=78 num_leaves=32 num_cat=0 split_feature=20 27 15 24 28 11 15 28 29 14 25 20 13 9 15 17 25 21 27 1 26 23 12 13 18 11 15 23 25 13 18 split_gain=2.24883 5.07378 12.9563 11.3296 4.96498 4.93977 4.44522 4.89191 4.29486 4.55772 4.18798 10.9718 3.63059 5.23149 4.13419 5.70583 4.45279 5.52094 8.41782 15.6054 8.57327 5.97686 5.72369 5.49002 7.52695 5.40878 7.95902 4.65117 4.38256 4.01392 3.83998 threshold=1.0671403331650684 45.500000000000007 0.71269278217213516 28.500000000000004 1949.7500000000002 0.82424527227158817 0.81063235386392607 521.25000000000011 0.2045619493326957 7.414630428055843 1885.5000000000002 1.1740372235531871 72.61888947126991 0.84867866727596919 0.40131636576990798 70.936454594305971 719.25000000000011 8.5000000000000018 14.500000000000002 724.50000000000011 1.640790648365138 1.4984676644325978 78.831475451951135 48.7945889910864 3.5000000000000004 0.84223870207753271 0.35719674457711686 1.0435031625080933 526.25000000000011 48.7945889910864 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 5 8 -4 7 -5 -2 -10 11 -6 13 -11 15 16 17 18 22 -20 21 30 -15 24 27 -22 -27 -19 -26 -18 -21 right_child=1 2 3 6 10 -7 -8 -9 9 12 -12 -13 -14 14 -16 -17 29 23 19 20 25 -23 -24 -25 28 26 -28 -29 -30 -31 -32 leaf_value=8.1876790065375278e-05 -0.021859207343862767 -0.00078364387301908193 -0.0084295068615423043 0.0033102539936300211 -0.050648926848471609 -0.041555146313901899 0.0059146041431804575 -0.031682850202843081 0.021971724893441118 -0.0074753010637296537 -0.0037816785417613356 -0.0039417265826747509 0.0025921744607510658 -0.01804194926381689 -0.00015677204306459411 -0.033849859045223397 -0.023648883341965448 -0.0013532278018347093 0.0021719790159391811 -0.0095501525355754461 -0.0018561027828688094 -0.050211722289292084 0.0016468248026066826 0.0057758148005646204 0.0085835922241413055 -0.050935279132348694 -0.001644779728780292 -0.046506446481252586 -0.016571524324182532 0.0037788920106967636 -0.032254410519257606 leaf_count=726320 100 2023 64 74 81 211 180 106 101 1103 913 170 4854 188 152684 65 61 37 488 131 281 126 1124 890 210 73 70 76 118 1269 214 internal_value=0 -0.00327503 -0.0466188 -0.171235 -0.00257861 -0.324064 -0.0544904 -0.165611 -0.00211743 -0.00199123 -0.0676588 -0.182058 -0.00212197 -0.00294336 -0.00246457 -0.0296027 -0.0260287 -0.042601 -0.0686254 -0.12306 -0.201498 -0.294359 -0.0112448 0.0100928 -0.0811447 -0.0983431 -0.256669 -0.303726 -0.00446289 0.0241371 -0.226282 internal_count=894405 168085 2658 635 165427 275 360 180 164263 164163 1164 251 164062 159208 158105 5421 5356 4026 2695 1383 895 471 1312 1331 441 424 143 113 328 1330 345 shrinkage=0.104442 Tree=79 num_leaves=32 num_cat=0 split_feature=0 25 17 21 16 19 6 6 14 17 22 4 16 17 18 24 6 13 4 28 28 27 19 17 24 16 27 16 28 13 27 split_gain=2.20634 4.15744 7.01527 8.11249 5.79066 6.15433 3.99202 3.34901 4.29475 3.97683 5.75463 4.19876 3.9342 4.0257 3.67671 5.89974 3.3455 3.32905 3.31714 3.14148 3.10193 3.15433 3.04665 4.16991 4.31341 4.06934 3.84327 6.26689 3.61476 3.36049 5.93014 threshold=13.500000000000002 859.25000000000011 45.9974788428758 2.5000000000000004 236.71534954407298 1882.2500000000002 0.54545455070895066 0.60000000559183175 30.322354800482994 98.846733576877611 1925.2500000000002 34.478702545166023 230.41238639081561 51.572338602074062 2.5000000000000004 9.5000000000000018 0.39622642143091152 26.097966048837677 27.999998092651371 686.25000000000011 2037.2500000000002 14.500000000000002 394.25000000000006 37.787708669848108 28.500000000000004 229.81973519021346 1.5000000000000002 235.77368565161115 357.25000000000006 23.760425963604131 32.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 19 -3 16 5 7 -6 8 12 10 14 -11 18 -14 20 17 -4 -16 -5 22 21 -9 23 -1 29 -24 27 -27 -28 -25 -31 right_child=-2 2 3 4 6 -7 -8 9 -10 11 -12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 25 24 -26 26 28 -29 -30 30 -32 leaf_value=0.0062345865365497442 -8.9955992867320507e-05 0.00020048041974619663 -0.0058990231330169783 -0.0091806900982554299 -0.071202642724195825 0.0040488704356110286 -0.0085998379750609078 -0.0058737625330081908 0.00723915582562191 0.021249339116232696 -0.035811715750528335 -0.0277063083082114 -0.015005746248793079 -0.052194537214824706 0.0093588103736452592 -0.0024258971111329455 0.0012078209936540294 -0.034262417705617006 -0.030451641897820056 0.0015347399025384184 0.016689363813814917 0.0057101110420773255 -0.000527204471364864 -0.00071582570671606394 0.013630870059374486 -0.0023286082952426257 -0.012069689305018448 -0.065394646225012093 0.00094644653516767546 0.0028514177101734936 -0.0085830604958668476 leaf_count=1848 712611 26432 881 1668 25 612 20 1188 143 113 66 23 87 50 22 221 4017 144 84 29230 89 327 53380 8265 291 55 234 25 43143 8586 525 internal_value=0 0.0030416 -0.0065469 -0.0294288 -0.0582769 -0.0549551 -0.415342 -0.0685309 -0.0977793 -0.0414297 -0.0523794 0.124184 -0.110428 -0.273628 -0.0427494 -0.130236 -0.000674845 -0.272699 -0.0976668 0.00542664 -0.0216413 -0.0323 0.00309833 0.0144972 0.00976948 0.000801189 0.00798575 -0.210995 0.00838962 0.00774739 0.0209928 internal_count=894405 181794 36212 9780 4882 4837 45 4225 2032 2193 2057 136 1889 137 1991 387 4898 166 1752 145582 1604 1515 116352 19515 17667 96837 43457 80 43377 17376 9111 shrinkage=0.104442 Tree=80 num_leaves=32 num_cat=0 split_feature=22 25 24 5 1 20 4 11 18 14 18 21 4 24 19 17 15 24 24 14 11 15 15 21 13 27 27 11 21 12 28 split_gain=2.13064 4.49481 8.73393 6.33134 6.47198 5.49332 4.26756 4.24353 3.79922 5.57738 4.21701 4.88407 5.86389 6.03673 5.09265 4.793 4.63592 4.39934 4.12188 3.75396 3.61754 3.48639 5.67826 7.17227 4.4295 4.29313 3.52229 3.47422 3.44667 3.3978 3.38148 threshold=308.25000000000006 394.25000000000006 21.500000000000004 42.85778999328614 1217.5000000000002 0.84197854825581631 21.043053627014164 0.80770618270618277 2.5000000000000004 21.88964549522251 1.5000000000000002 2.5000000000000004 7.0255072116851816 6.5000000000000009 265.25000000000006 37.34287684407898 0.2757942548463142 5.5000000000000009 9.5000000000000018 9.5345821657150385 0.96971690590111648 0.92088442126980119 0.77181574354407212 1.5000000000000002 33.867752198592115 2.5000000000000004 3.5000000000000004 0.8406271374829003 10.500000000000002 83.958892449920668 821.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 7 19 -4 -7 -2 10 18 15 12 14 -14 -12 27 17 -13 -10 -5 -17 22 23 29 -25 -24 -23 -1 -20 -9 -18 right_child=1 -3 5 4 -6 6 -8 21 9 -11 11 16 13 -15 -16 20 30 -19 28 -21 -22 26 25 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.00054221638223811658 0.00051273960266671591 -7.7853778316731758e-06 0.011767599041071514 0.019461951499915215 0.0052471312472781523 -0.031979805020629817 0.0080685265023789834 -0.015609479525825665 -0.0098771916461971327 0.0080282239751711445 0.0025060084657065819 -0.0095903659397884901 0.012951897856840672 -0.011019835831128559 -0.027363405594672711 -0.0032074033712482727 -0.000642707426202724 0.021535558524190271 0.0016863736310062652 -0.023744341244599142 -0.025723601885249667 0.03241344003760846 0.024661424202059471 0.0079764858221388901 0.00049850145577347792 -0.0011883637354512522 0.0085749526314467181 0.011418543794914972 -0.013715810032850559 0.0097604707290628399 -0.023648416204662029 leaf_count=706 7182 862980 56 24 183 170 35 248 1483 333 219 67 1026 129 87 5278 3785 190 828 255 79 79 72 3937 1107 2632 469 424 196 75 71 internal_value=0 0.000238277 0.0165756 0.0194881 -0.0959021 -0.164904 -0.240729 0.0228619 -0.0118203 -0.0447261 -0.00407198 0.0161 0.0657663 0.0983753 -0.0573166 -0.0214049 -0.0015422 0.128502 -0.0608771 -0.191758 -0.0338891 0.0378214 0.0325807 0.0514077 0.0606585 -0.00478787 0.115006 0.0377789 -0.0120804 -0.0930527 -0.0102096 internal_count=894405 879504 16524 16263 462 261 205 15801 14901 2840 12061 5574 1461 1155 306 6487 4113 257 2507 279 5357 8619 8071 5367 5044 2704 548 1130 1024 323 3856 shrinkage=0.104442 Tree=81 num_leaves=32 num_cat=0 split_feature=18 22 27 6 14 7 6 28 27 6 13 21 16 27 13 7 27 11 20 6 27 11 24 5 15 20 16 17 16 28 16 split_gain=2.1433 2.05301 2.63185 5.48267 6.99667 3.14394 4.98451 3.12721 5.90752 4.23431 5.04065 5.02631 6.48952 4.6681 5.4989 3.56261 4.18713 5.10756 3.7344 7.0432 3.58902 3.46742 3.68619 3.58527 3.43872 3.4219 3.52715 3.36188 3.08607 2.7162 2.67279 threshold=6.5000000000000009 284.25000000000006 1.5000000000000002 0.76666666785137827 7.414630428055843 -53.130102157592766 0.52494008691894212 378.25000000000006 2.5000000000000004 0.50616353165128036 27.981847304495975 1.5000000000000002 220.39883439655273 2.5000000000000004 16.940232155688431 -1.0000000180025095e-35 5.5000000000000009 0.77926504353134807 1.0025740068375164 0.37839974720057951 18.500000000000004 0.76262892078681566 15.500000000000002 14.000357627868654 0.13451843022369384 0.43574148706973398 198.17653316645809 48.738063860598885 158.98992527935664 604.25000000000011 235.03719071768867 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 -6 8 -4 10 21 12 24 14 -11 18 -17 -18 19 -10 30 -9 23 -23 -12 26 -25 -13 -16 -15 -19 right_child=-2 -3 7 -5 5 -7 -8 9 15 13 11 27 -14 29 28 16 17 20 -20 -21 -22 22 -24 25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.024465484191044932 0.007470887324005992 1.6963121161815156e-05 0.011723539644272278 -0.019545491834237323 0.016689045823016134 0.025875455128649916 -0.036200998793361062 -0.0031589524181024164 -0.015558305154280519 0.021754617383739301 0.032963062503134563 0.010394681284830738 -0.042859272433776345 -0.00016148288095916682 0.001301681349251954 6.5853262345947898e-05 -4.2462834754195767e-05 -0.016606825970619528 0.010039262103898891 0.0050985792870667521 0.0161964666271943 -0.0071210130464415518 -0.022870253646514547 0.010012435401673748 -0.010714914098885716 0.012113738124484354 -0.049958825910394328 -0.0067658865457068049 -0.026114652741942558 -0.0064285832202894931 0.0036668682261332308 leaf_count=49 419 882994 230 72 77 196 26 357 333 39 22 260 70 3495 57 513 366 1064 268 392 41 131 40 23 185 1180 20 239 209 962 76 internal_value=0 -6.66281e-06 -0.0135889 0.064044 0.116013 0.173414 0.0319618 -0.0166731 -0.0423001 -0.00513052 0.0279559 -0.0391334 -0.147153 -0.0226881 -0.142375 -0.0539432 -0.0776603 -0.103622 -0.00474154 -0.0420265 -0.13561 0.0576882 0.0802079 0.0890464 -0.0581452 0.105888 -0.171206 0.0208296 -0.193789 -0.0144977 -0.146064 internal_count=894405 893986 10992 420 348 299 103 10572 3283 7289 2527 776 277 4762 305 3053 2060 1547 993 725 1181 1751 1394 1354 207 1223 43 499 266 4457 1140 shrinkage=0.104442 Tree=82 num_leaves=32 num_cat=0 split_feature=11 30 23 27 17 17 27 29 12 17 26 12 27 11 5 13 14 1 24 1 29 14 6 4 27 27 21 19 23 29 29 split_gain=1.98016 4.36693 4.72527 5.00459 4.70948 5.12964 8.35238 7.1332 10.1978 5.75987 5.28631 9.1492 5.45669 6.98502 4.86748 4.33422 7.1126 4.59298 5.31256 4.81733 4.78821 4.49809 8.08499 7.05071 6.79041 7.25985 4.38796 6.3574 6.90417 4.972 4.29532 threshold=0.84643018453994079 1.5000000000000002 2.1106452985712623 17.500000000000004 51.000879973111672 59.491655347176227 8.5000000000000018 0.85402867336345445 241.54467888754758 98.846733576877611 1.1847597569300485 98.441125496954314 9.5000000000000018 0.89706260785322889 68.574447631835952 72.61888947126991 18.113191112522099 403.50000000000006 24.500000000000004 150.50000000000003 1.1684566691798199 18.515036946624232 0.34313519220196126 15.347573757171633 1.5000000000000002 13.500000000000002 11.500000000000002 411.25000000000006 1.1654358415999722 1.1638588588360703 0.782811592624855 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 -4 15 -6 7 8 9 14 11 30 -13 -14 -7 17 -17 18 19 -2 -21 22 23 -19 -24 -26 -23 28 -28 -30 -8 right_child=1 2 3 -5 5 6 10 -9 -10 -11 -12 12 13 -15 -16 16 -18 21 -20 20 -22 26 24 -25 25 -27 27 -29 29 -31 -32 leaf_value=-0.0001140308065327563 -0.0014825004757268525 -0.0010922829067284093 0.00048753082332185483 -0.022599571684440538 0.0012165584716533513 -0.0075254479713980039 -0.0072892987728584964 0.012767363552448932 -0.03797093724580821 0.019983063151298681 0.0048551203786884401 0.014635464342673673 -0.014907229976731414 -0.04187406742127054 0.022846644598051469 0.015181566498730198 0.001209981434435079 0.0071612764878274497 -0.0056527463694401635 0.0022208399223949617 -0.023377435186084566 -0.00033401350363025596 -0.038125734721274562 -0.019885326217104572 0.0020131748025238637 -0.0056204832747542531 0.00068167341026981719 0.0018257054999995792 -0.040887362518159595 -0.010475213908863737 0.0053744945114759524 leaf_count=572386 4940 18183 184 231 71868 450 847 573 80 144 392 55 622 126 66 405 21337 1226 1195 21862 80 152596 63 115 1820 5365 317 16187 98 146 446 internal_value=0 0.00200798 -0.0128663 -0.118375 0.00291969 0.00975465 -0.026047 0.0384811 -0.0263781 0.0144924 -0.0601006 -0.0800348 -0.163872 -0.186225 -0.034858 0.000648824 0.014077 -0.000768371 0.0111182 0.0140184 0.0203702 -0.00264401 -0.0249694 0.0463591 -0.0381664 -0.0353003 -0.00151169 0.0138535 -0.0908016 -0.217249 -0.0279688 internal_count=894405 322019 18598 415 303421 75669 3801 1313 740 660 2488 2096 803 748 516 227752 21742 206010 28077 26882 21942 177933 8589 1341 7248 7185 169344 16748 561 244 1293 shrinkage=0.104442 Tree=83 num_leaves=32 num_cat=0 split_feature=26 25 21 4 17 26 27 0 14 23 4 24 27 7 2 5 21 11 23 20 27 26 11 25 16 9 6 14 9 7 24 split_gain=2.10689 4.51318 3.60689 9.44567 3.43171 3.0919 4.69739 4.49257 5.1036 3.44388 3.62887 5.15769 5.72937 5.7583 3.3112 3.12129 3.09781 4.97598 2.98779 2.94609 3.87514 3.20811 2.75232 2.56284 2.49262 2.47029 2.54415 2.43798 2.85628 2.43768 4.53215 threshold=3.7697911294014479 1261.2500000000002 5.5000000000000009 27.28003025054932 70.936454594305971 2.3401395619695919 43.500000000000007 40.500000000000007 15.878561891991852 1.4693268510319462 34.000026702880866 5.5000000000000009 4.5000000000000009 -0.5715135633945464 39.505319148936174 268.59280395507818 1.5000000000000002 0.60652617568766642 3.9309828772746953 2.1735375029001363 19.500000000000004 2.7969805578074558 0.76682839421900029 752.25000000000011 147.74773001205307 0.93262581997146754 0.57142857565209482 27.791760922377179 0.91779101701794008 -89.151187896728501 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 4 -4 -2 24 7 8 -7 10 11 12 -10 16 -9 19 17 -14 -5 -11 -21 22 -22 -20 29 -13 -27 28 -16 30 -1 right_child=1 -3 3 18 -6 6 -8 14 9 15 -12 25 13 -15 27 -17 -18 -19 23 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.00080132839890320487 0.0030455881620452918 -0.0026485867000911253 -0.050749030477147246 -0.015848558615926954 0.018115375088414713 -0.043026825265827094 -0.031023583965783114 -0.0064216103029395991 0.0052612455237225422 0.002328293982099449 -2.0348197478762993e-05 -0.010044492108859077 -0.0010890879853311848 -0.00018157157025872365 -0.037039092790467777 -0.030421704860552855 -0.021068731168324164 -0.057929955682797601 0.0058623559715381508 0.0026490525742084367 -0.042013429746400627 -0.047092404862962359 0.001584612592503476 -0.027007167198418652 4.110555848008914e-05 0.0069550291048499427 -0.019898756924753153 0.00031730628300322773 -0.0032563256393176119 -0.0012832431562058791 0.010562578470021698 leaf_count=1239 6688 2164 46 116 169 30 59 2728 90 5270 1665 247 21 75 42 33 103 84 341 140 22 40 56 28 846355 307 44 1719 78 23852 554 internal_value=0 0.0148039 0.026568 -0.0528325 0.0327167 -0.000127676 -0.0155246 -0.0142264 -0.00026464 0.00124214 -0.0285293 -0.0771152 -0.169397 -0.239289 -0.039377 0.0153543 -0.324944 -0.445814 -0.0117575 0.0171847 -0.0871513 -0.220644 -0.102567 0.0322493 9.92692e-05 -0.0195551 0.034361 -0.00658193 -0.144389 -0.00961354 0.0259463 internal_count=894405 9552 7388 531 6857 884853 12853 12794 8227 8197 2636 971 373 283 4567 5561 208 105 485 5528 258 118 78 369 872000 598 351 1839 120 25645 1793 shrinkage=0.104442 Tree=84 num_leaves=32 num_cat=0 split_feature=21 28 27 27 6 17 19 18 21 20 18 14 19 0 13 29 29 25 28 19 18 0 20 14 17 14 21 19 11 11 12 split_gain=2.06089 8.709 8.22902 6.25176 9.95971 5.50145 5.35106 8.61388 5.7306 4.41915 4.9307 4.34291 4.64629 4.5359 4.2458 4.24491 5.05962 6.20723 5.05245 7.35473 6.20369 4.69633 4.44569 4.0578 6.3207 6.10364 4.79838 4.62857 4.33405 3.93069 6.16164 threshold=9.5000000000000018 457.25000000000006 32.500000000000007 45.500000000000007 0.55263159254533745 47.06146569478944 514.25000000000011 1.5000000000000002 11.500000000000002 0.88106680646263857 3.5000000000000004 30.498179023143688 701.25000000000011 48.000000000000007 33.160573127929901 0.51627821162496346 0.74007056576630215 682.25000000000011 624.25000000000011 389.25000000000006 2.5000000000000004 17.500000000000004 0.25971487247891661 19.378508598308994 78.687136098251756 15.502250884453153 15.500000000000002 530.25000000000011 0.68246547089358567 0.58043869762619771 90.873106012293761 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 -1 -5 -3 8 -8 14 10 -2 15 -13 -14 -4 18 23 29 19 20 -7 -22 -20 25 -25 -17 28 -26 -27 30 -18 right_child=1 5 6 4 -6 11 7 -9 -10 -11 -12 12 13 -15 -16 16 17 -19 22 -21 21 -23 -24 24 27 26 -28 -29 -30 -31 -32 leaf_value=-4.7368872588389793e-05 0.00021264564585300136 -0.00031412486803207123 -0.017810810134178973 -0.034349114849030284 0.0013297300784781486 0.026000084650122501 -0.039111120602420071 0.0042225283280366045 -0.0095656463226301506 0.0022359608228742257 -0.019458311458231809 -0.022099073436938801 0.0055087767819104912 -0.012910782008349126 -0.047141672858057461 0.0083583455010764265 -0.068784629886834273 0.0041282215287591099 0.0057045294850938556 -0.0034814098775570353 0.017034810007189094 -0.0037934514669629112 -0.0085822087152647372 0.007910033598780418 -0.043278320470583741 0.023731135322750709 -0.013239142106243386 0.0033245746021371529 0.00048413168257271168 0.00074085501170595316 -0.0076431490959043644 leaf_count=806790 323 33458 169 150 198 196 56 470 1091 1929 244 162 350 250 79 1312 21 6902 287 1093 190 312 1380 3078 46 90 275 47 3125 30207 125 internal_value=0 0.00460425 -0.0389529 -0.000511343 -0.134515 0.00689543 -0.0892061 -0.00374312 -0.122779 -0.00140388 -0.0790146 0.0135961 -0.061314 -0.0207391 -0.259992 0.0147686 0.0173505 0.0124575 -0.0190008 0.0178764 0.098066 0.0391581 -0.0586212 0.0402137 0.0679755 0.0218812 2.18094e-05 -0.188873 0.0108663 0.0063023 -0.157383 internal_count=894405 87267 4361 807138 348 82906 1865 526 1339 2496 567 49448 762 600 248 48686 45228 37255 3458 1791 698 502 1667 7973 3171 4802 3490 93 3215 30353 146 shrinkage=0.104442 Tree=85 num_leaves=32 num_cat=0 split_feature=0 28 27 14 21 21 4 23 11 12 8 27 21 17 11 22 19 27 11 21 22 22 18 8 27 28 22 10 17 21 26 split_gain=1.99176 4.07487 4.33481 6.33891 3.77823 3.63943 6.29743 4.51173 3.93995 3.62808 6.23874 3.54604 3.35608 5.24204 4.48292 3.31638 3.55557 3.72341 5.42807 3.92931 4.63375 3.92557 3.367 3.19749 3.65865 3.19125 3.18717 3.16537 3.83009 3.107 3.05573 threshold=40.500000000000007 785.25000000000011 25.500000000000004 31.388021059435086 9.5000000000000018 6.5000000000000009 38.000019073486335 0.82895120902080077 0.85354860330656857 117.13351365237942 887.50000000000011 50.500000000000007 3.5000000000000004 52.346889233127534 0.8518649762448488 524.25000000000011 649.25000000000011 19.500000000000004 0.7432629870129871 4.5000000000000009 751.25000000000011 839.25000000000011 1.5000000000000002 400.50000000000006 20.500000000000004 483.75000000000006 2786.2500000000005 0.82292769286866896 55.610677852485907 7.5000000000000009 0.99491668979509817 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 11 5 -4 -5 -3 7 8 -7 -9 -11 12 26 -14 15 22 17 19 -19 -17 27 -20 29 -24 30 -16 -2 28 -21 -15 -25 right_child=1 2 3 4 -6 6 -8 9 -10 10 -12 -13 13 14 25 16 -18 18 21 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=0.0001035572918827217 -0.0014869306961847479 0.00034132943692845465 0.0054626541003431148 -0.0052999911951379462 -0.037395085829239186 -0.0039415356679663163 -0.033434329786029705 0.0045927664618066379 -0.017744101836219186 -0.032229031418444985 -0.0017808125485083393 -0.0088749306156551099 -0.00097645477831411474 0.0023648296331563218 0.0068786776141919071 -0.00017853587104575233 -0.00062415366618828836 -0.0057200346315250828 0.000588076282244809 0.0025880740960201516 -0.0084924474075984881 0.018962879305077399 -0.0054542597691518528 0.0031769098088071089 -0.0046004126553048754 0.0014130248669006968 0.0036736262188451717 -0.0013018600522854257 0.0076643930648836534 0.024940382502613632 -0.0017276560988042161 leaf_count=634442 40448 79850 3065 269 47 759 73 1075 321 78 1246 554 58853 1049 1255 3881 21585 1642 7526 3110 316 129 2548 2290 2456 16299 1349 923 3387 71 3509 internal_value=0 -0.00229498 0.00329786 0.0384 -0.0964517 0.00187487 -0.0294457 -0.0233464 -0.0770184 0.000816051 -0.0342255 -0.00509763 -0.00484128 -0.00234908 0.00337478 -0.00110738 0.00302736 0.0123196 -0.0025955 0.0242561 0.0372825 0.00859541 -0.0158455 -0.0212563 -0.0116982 0.0172707 -0.0126421 0.0423332 0.0501181 0.0363451 0.00200241 internal_count=894405 259963 86783 3381 316 83402 3552 3479 1080 2399 1324 173180 172626 130829 71976 54422 42499 20914 9297 11617 7736 7655 11923 10803 8255 17554 41797 7420 6497 1120 5799 shrinkage=0.104442 Tree=86 num_leaves=32 num_cat=0 split_feature=4 8 7 27 19 18 16 21 21 18 26 1 22 29 27 17 16 18 24 11 21 22 5 6 16 9 28 11 27 10 4 split_gain=1.82729 8.25183 7.11157 6.50393 5.07248 5.27146 6.39281 4.87003 4.85189 8.59241 7.076 6.78361 6.5584 7.01117 5.89098 5.32916 8.4301 5.21584 5.59982 4.97639 4.89447 6.95697 6.98001 34.1381 18.3226 11.416 8.74168 8.65721 6.22047 6.02686 9.51853 threshold=21.865065574646 689.50000000000011 -89.93590927124022 32.500000000000007 494.25000000000006 1.5000000000000002 203.68417515563104 2.5000000000000004 5.5000000000000009 2.5000000000000004 0.78401818542632562 2360.5000000000005 1511.2500000000002 0.77234043113101181 15.500000000000002 57.472573542824833 207.04583445874977 2.5000000000000004 16.500000000000004 0.65066732640606972 1.5000000000000002 2165.2500000000005 117.46429824829103 0.26865671854238038 240.18299202526723 0.92629936774430932 5168.7500000000009 0.57403461617340834 22.500000000000004 0.95671738379942151 48.31724929809571 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 6 -6 -7 9 20 -11 12 13 14 -10 16 -15 19 -19 -17 29 -22 23 24 -23 28 -27 -28 -25 -4 -31 right_child=1 2 8 -5 5 7 -8 -9 11 10 -12 -13 -14 15 -16 17 -18 18 -20 -21 21 22 -24 25 -26 26 27 -29 -30 30 -32 leaf_value=0.0001519371072314101 -0.0024575664157831315 -0.0032519444725125921 0.0013604593272170552 -0.0044867701183843259 -0.0047486733713040068 -0.0056601015808011267 -0.00049353607255941555 7.3842605827655243e-05 -0.023245237096509493 -0.010140928381922968 0.0021630860190732298 -0.010378961116798998 0.0077243800448760867 -0.0042746139272213015 0.00063096735792051817 -0.0087736907308482905 -0.00039593392021634492 0.001458774156142066 0.00797516234836077 0.00091783388241959785 0.00016410825335638394 -0.016936558727730915 0.0012368071202637529 -0.0057670588988236807 -0.059404019705791442 0.00041108784850923887 0.01643002006216181 -0.014125283036524742 -0.043544551530461988 -0.0061080091347192394 0.0021460921484508129 leaf_count=430373 16163 6782 51526 5364 6292 1654 9929 69887 271 518 32423 751 1068 6678 193 816 72178 4705 2072 1981 141024 481 6549 5021 144 12506 116 790 48 3147 2955 internal_value=0 -0.00140596 0.000934664 -0.00900345 -0.00725084 -0.00425266 -0.0205288 -0.000562263 0.00155975 0.00377717 0.0188583 -0.00472852 -0.00393841 -0.00487429 -0.127477 -0.00423098 -0.00693593 0.0180482 0.0330431 -0.0182836 0.00156241 -0.00118427 -0.0163314 -0.0259884 -0.255845 -0.018215 -0.00293553 -0.0977874 -0.0586428 0.00950669 -0.0202104 internal_count=894405 464032 354743 109289 103925 87762 16221 71541 347961 257248 32941 90713 89962 88894 464 88430 78856 9574 6777 2797 224307 166679 25655 19106 625 18481 13412 906 5069 57628 6102 shrinkage=0.104442 Tree=87 num_leaves=32 num_cat=0 split_feature=0 17 16 15 20 29 27 1 21 4 18 4 21 16 12 19 17 13 9 28 17 6 27 28 17 6 27 4 16 0 5 split_gain=1.9027 4.92658 5.34062 4.44993 7.13264 5.21861 4.22561 4.2555 5.08766 3.71802 4.50727 4.49761 3.60544 3.41949 3.88799 3.76394 3.19462 3.39189 3.18493 2.59888 2.57269 2.72065 2.63439 2.73254 2.56627 2.90283 3.55197 2.63294 2.8581 3.01655 2.78255 threshold=48.000000000000007 55.71915060900762 188.96426177956494 0.64860166040737766 1.0911381858845819 1.5318123987971319 44.500000000000007 1105.5000000000002 5.5000000000000009 43.000068664550788 2.5000000000000004 222.51928710937503 15.500000000000002 212.79222245871071 500.73201640908934 467.25000000000006 59.136791064974467 65.040965707969733 0.89198533127376878 598.25000000000011 57.865416693659249 0.72000000341196901 22.500000000000004 565.25000000000011 62.289383642700308 0.68750000195708072 2.5000000000000004 19.612385749816898 194.35300126685874 52.500000000000007 46.891244888305671 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 5 12 -2 7 -6 -9 10 -7 -11 18 15 16 -4 -15 -18 -5 20 22 -22 23 -17 25 27 -27 28 -21 30 -30 right_child=1 2 13 4 6 9 -8 8 -10 11 -12 -13 -14 14 -16 19 17 -19 -20 24 21 -23 -24 -25 -26 26 -28 -29 29 -31 -32 leaf_value=6.0070603788565497e-05 0.00046825777356885537 -0.0011492151078239048 -0.0027224401828142 0.0048411712050627064 -0.0032236005784827366 -0.004920286274871402 -0.028806559346411013 -0.004933623219515933 -0.020749606506529288 0.0013762124470203664 0.0032771789987274163 -0.029056680193508547 -0.020638697532148073 -0.0011845746403342607 0.014875066960205272 0.0014503881582912958 -0.0046280237554241445 -0.022856919409068446 -0.0010304639111051747 0.010366976820056885 0.0030559095590729311 0.011710345389743776 -0.0046791054604939002 0.009662284193823539 -0.0014330080669257531 -0.012597141686229892 0.0011524581499525548 0.0045836673498302321 -0.004850309069783963 0.0059865587853085754 -0.027587218612889677 leaf_count=762039 39304 11798 1798 1034 6296 5255 77 609 349 2783 850 54 101 796 115 1355 271 189 39629 203 711 895 454 656 2458 211 7144 6027 607 272 65 internal_value=0 -0.00353233 0.0064444 -0.00726295 -0.0140699 -0.000477317 -0.0427864 -0.0403129 -0.102405 -0.0222819 -0.0361822 0.00763051 -0.0089055 0.0149411 -0.0335668 0.0178508 -0.0496806 -0.116023 -0.00843679 0.0216006 0.0442936 0.0754379 0.0240024 0.0395353 0.0161621 0.0212176 0.0072577 0.0355297 -0.00838487 -0.0315332 -0.0674973 internal_count=894405 132366 36025 96341 48095 48246 7331 7254 958 8942 6105 2837 40764 24227 1371 22856 1256 460 40663 21058 4071 1606 2465 2011 16987 14529 7355 7174 1147 944 672 shrinkage=0.104442 Tree=88 num_leaves=32 num_cat=0 split_feature=21 21 19 14 22 14 9 25 5 19 10 27 5 27 1 27 28 26 0 15 26 21 19 14 20 16 28 0 25 4 27 split_gain=1.76813 2.04085 4.1666 5.40699 4.58516 6.73026 5.2314 3.65917 3.28341 3.25123 3.31097 2.93973 3.97088 3.52092 4.6478 3.79403 3.26405 2.96955 2.93923 2.86865 3.35404 2.77097 6.86789 6.05684 4.73389 6.51976 5.47779 4.9742 5.58617 3.92799 3.89635 threshold=19.500000000000004 16.500000000000004 579.75000000000011 16.209328357761141 506.75000000000006 22.642179475706417 0.95653109331736896 695.25000000000011 19.798989295959476 540.25000000000011 0.86471671896567359 34.500000000000007 26.00000095367432 41.500000000000007 486.50000000000006 56.500000000000007 513.25000000000011 1.0579117208330693 22.000000000000004 0.63766459928344299 0.64895217503913172 11.500000000000002 692.25000000000011 29.964448167758579 0.44814577701901653 200.15350601739098 672.25000000000011 28.000000000000004 495.25000000000006 23.160168647766117 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 3 19 5 6 18 -4 -8 10 -6 -10 -13 14 -14 -15 -16 -17 -5 20 -3 30 23 24 -23 26 27 -26 -29 -30 -1 right_child=-2 2 7 4 9 -7 8 -9 11 -11 -12 12 13 15 16 17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 29 -31 -32 leaf_value=-3.7411165637364689e-05 0.0086821830632458873 0.01907378197578349 0.0062182565605422967 -0.007709803896389149 -0.025919091076532935 0.012566780495661867 -0.032559643118333224 -0.026683180835325743 -0.022787045825043917 -0.0042051433112825672 -5.7426581725243499e-05 0.0073670934627381333 0.0040169117479940588 0.0078663992966694646 -0.043766874923592845 -0.041628025992041323 -0.0061003737261303244 -0.0060856697995957925 -0.038062918189707272 -0.015049997467089703 0.0012278787533335017 -0.0074427476759048559 0.0034527023002353641 -0.022206662666529393 0.0099886516708397391 -0.00018869571599010746 -0.0070486806716769414 -0.011292582158356762 0.0061105566970440358 -0.009067361900769063 -0.0059223576232433047 leaf_count=850450 255 159 676 58 297 220 44 39 78 185 66 331 61 208 78 33 37 115 87 79 414 856 8637 132 1586 25453 418 287 1627 210 1229 internal_value=0 -0.000152576 -0.0251083 -0.0440244 -0.0710132 -0.0396982 -0.0708527 0.0423548 -0.044747 -0.148158 -0.203146 -0.0322623 -0.0154588 -0.068964 -0.184666 -0.011763 -0.30302 -0.134147 -0.248192 0.0345411 0.0591704 -6.11165e-05 0.00815878 0.00112359 0.00205056 0.00417204 0.0410366 0.053264 0.0216231 0.0418937 -0.000439509 internal_count=894405 894150 3265 2550 1898 1350 1130 715 985 548 363 941 863 532 176 356 115 148 145 652 573 890885 39206 30569 30437 29581 4128 3710 2124 1837 851679 shrinkage=0.104442 Tree=89 num_leaves=32 num_cat=0 split_feature=11 27 26 1 22 28 14 29 13 13 29 26 27 23 5 16 27 18 9 22 4 28 4 23 15 18 13 27 28 24 8 split_gain=1.8256 2.56744 14.4486 14.9162 6.58119 4.97888 8.27201 3.6482 3.09946 2.75141 2.38951 2.09461 2.94056 3.98883 5.70862 3.1812 2.06196 6.22631 7.17184 6.19646 8.66998 6.5465 5.81265 5.19818 6.53454 6.08269 5.71096 5.8881 5.95309 5.5932 5.11888 threshold=0.92800710933013764 2.5000000000000004 1.7230183742029261 8147.5000000000009 6977.5000000000009 626.25000000000011 15.697654163398004 1.0489464239464241 29.677272840792728 25.949994323059041 0.5866113078659928 0.16467858723834822 5.5000000000000009 0.8933132344547029 16.998750686645511 151.88890284757122 22.500000000000004 4.5000000000000009 0.93150196033031685 1144.2500000000002 59.919637680053718 831.25000000000011 26.305122375488285 0.66672079679549645 0.73621399949596633 4.5000000000000009 41.556237758285185 36.500000000000007 391.25000000000006 33.500000000000007 2158.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 2 5 4 -4 6 10 8 9 -8 -2 -3 13 -13 -15 -14 17 -1 -19 21 30 23 -23 24 29 -26 -25 28 -28 -18 -21 right_child=1 11 3 -5 -6 -7 7 -9 -10 -11 -12 12 15 14 -16 -17 19 18 -20 20 -22 22 -24 26 25 -27 27 -29 -30 -31 -32 leaf_value=2.7892935750822443e-05 -0.013848830060798943 -0.0013097949830621722 -0.012433472853455351 0.0067233903760754348 -0.081613813098636745 0.00047729730546185829 -0.032814835205779325 0.012578675684203478 -0.046965327143685606 0.011327048637998667 0.018023817310987737 0.0088598322905514681 0.020104113577441383 -0.03572603952121034 0.0022201318859455636 0.00076020166822340777 -0.00086237786188003338 -0.019443890953870207 0.0075616201944461569 -0.010424934319427063 -0.040403840302280523 0.0051251644139052015 -0.004359098725233549 -0.000959597623438948 0.0032431047278184315 -0.0079678482370470292 -0.035820864962159034 0.002974019946181248 -0.00010960535239275784 0.021079845470200587 0.012051669038610067 leaf_count=651215 38 4282 20 54 60 3145 43 21 86 24 79 1202 93 44 2524 32830 12688 114 1817 525 89 4037 854 125586 11637 553 51 8159 32267 128 140 internal_value=0 0.00614782 -0.0195725 -0.341718 -0.615831 -0.00700915 -0.132151 -0.270405 -0.32405 -0.162796 0.0734571 0.00838873 0.0108312 0.0372858 0.0150319 0.00780186 -0.000419635 0.000435194 0.057135 -0.00325791 -0.0937378 -0.00290977 0.033216 -0.00383452 0.0096069 0.0261821 -0.00585854 0.00447108 -0.00158901 -0.00615871 -0.0545088 internal_count=894405 44545 3570 134 80 3436 291 174 153 67 117 40975 36693 3770 2568 32923 849860 653146 1931 196714 754 195960 4891 191069 25006 12190 166063 40477 32318 12816 665 shrinkage=0.104442 Tree=90 num_leaves=32 num_cat=0 split_feature=26 25 17 29 10 14 1 9 9 16 10 6 22 4 29 7 1 27 24 19 10 21 26 7 17 23 26 10 7 7 24 split_gain=1.62958 4.36174 2.93951 2.82028 8.55912 8.10334 5.8116 5.68611 5.59429 5.80902 5.50563 9.00363 8.52925 7.2178 8.8093 6.34246 6.03642 8.56201 5.16352 4.3999 3.76229 5.00049 3.98967 3.72676 3.64327 4.03299 5.39435 3.56612 6.83218 3.35885 3.33068 threshold=3.7697911294014479 1261.2500000000002 70.936454594305971 2.4205461027187876 0.89835132971283305 22.24350301360121 41098.000000000007 0.93567826582145708 0.95867941058789452 219.2072931488955 0.95030168606272525 0.52494008691894212 1365.2500000000002 33.274948120117195 5.1932492829030759 -85.88985443115233 7272.5000000000009 3.5000000000000004 3.5000000000000004 1502.5000000000002 0.98256285383024344 1.5000000000000002 1.9107919254658388 -5.1732552051544181 43.995371864437907 0.55933359539390026 0.43956732059424614 0.44803483580239539 -71.502365112304673 -26.503043174743649 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 6 8 18 10 9 -6 11 12 -7 15 -15 -14 -16 -18 24 -17 -9 -22 -23 -24 25 26 -5 28 -26 -19 -12 right_child=1 -3 -4 4 5 7 -8 20 -10 -11 30 -13 13 14 16 19 17 29 -20 -21 21 22 23 -25 27 -27 -28 -29 -30 -31 -32 leaf_value=2.4665196869411522e-05 0.0022487417729624678 -0.0027698489652173688 0.015948069156880951 -0.018091240441822639 -0.010801030211599259 -0.0025137145542004635 -0.015886804646495268 0.0010335343177654312 0.020832308781097618 -0.043366866612251559 -0.0015032183379533651 0.0054763083932987096 -0.067530907027641043 -0.0063632019524940556 -0.0052422952014794574 -0.06272150785118577 -0.0014282244450950687 -0.017663553541889677 -0.001084166945770103 -0.018833567665349309 -0.058937258835862545 -0.048860873001486532 -0.024815743954779035 0.012014142614854426 -0.045757614877226252 0.00063791283202164779 0.037729576926090726 0.0080860573726283125 0.0065868955939432901 -0.054629565295685648 -0.032281157030993768 leaf_count=864106 7214 2152 175 26 120 664 232 3004 30 119 2314 381 47 678 97 29 58 33 6974 177 24 22 46 86 40 3440 69 1781 85 143 39 internal_value=0 0.0130987 0.0246375 -4.05437e-05 -0.0115591 -0.036915 0.00470256 -0.0310609 -0.207575 -0.258668 -0.053312 -0.0880254 -0.115811 -0.164082 -0.126212 -0.31511 -0.259941 -0.346888 0.00763295 -0.239481 0.00152556 -0.139733 -0.0735663 -0.00785616 0.0307217 0.0117209 0.214973 0.065962 -0.0973108 -0.456697 -0.0192772 internal_count=894405 9541 7389 884864 20758 8111 12647 7842 269 239 4660 2307 1926 1262 1009 253 331 234 12415 206 3182 178 154 132 5441 3535 95 1906 125 176 2353 shrinkage=0.104442 Tree=91 num_leaves=32 num_cat=0 split_feature=20 29 6 18 4 14 10 17 5 26 9 14 23 26 19 0 12 24 29 16 20 17 18 17 4 24 25 29 10 28 25 split_gain=1.64651 4.88371 5.20366 2.84565 4.25826 4.88233 4.18516 3.60005 3.51595 2.74622 2.62896 3.05787 2.83838 4.41537 2.62548 2.91566 2.59876 2.51287 2.41524 2.38411 2.35773 3.5994 7.57152 7.68786 4.64628 5.45048 4.46839 4.18587 4.01372 5.00564 8.06303 threshold=1.6424009049069761 0.82866168324067357 0.79629631227975639 2.5000000000000004 39.001714706420906 22.796756774891346 0.9416594856628987 74.567806791498114 35.986942291259773 0.88717892326865277 0.91560192994866785 20.220935898698212 0.91912114512788945 1.0190928261481196 231.75000000000003 22.000000000000004 90.370057685088824 25.500000000000004 0.99232459957401442 204.08781476617372 1.0671403331650684 54.57626097537085 2.5000000000000004 65.43107944258189 24.724898338317875 5.5000000000000009 749.75000000000011 0.85000769941484455 0.64450461854912766 2037.2500000000002 1750.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 2 9 7 5 14 8 10 16 -2 18 -12 13 -13 -5 -16 19 -10 -3 -7 -1 28 23 27 -25 -26 -27 -23 -22 -30 -31 right_child=1 3 -4 4 -6 6 -8 -9 17 -11 11 12 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 24 25 26 -28 -29 29 30 -32 leaf_value=6.6037060051463237e-05 0.004064223432202297 -0.034819340219382051 -0.026049399673359026 0.0083705802099045025 -0.013424632568643319 -0.037481891151669854 0.016110914488126852 -0.024576257603665171 -0.00093514674881102922 -0.01846556219271854 0.019748984581950318 0.0062054139749831158 0.005355121501145259 -0.056236254415704276 -0.0015049100116990399 -0.012333193759482795 0.0055635562407803504 0.01046145578460927 0.00019746111171941376 -0.0023116389049785461 -0.0016176925724239173 -0.004593677430915535 0.0026239175170355874 -0.018302661315704429 0.0037243003005382838 -0.0017057311029690615 -0.019166300760604452 0.00064403736900751538 -0.00022523688226592806 -0.036174852426489996 -0.0028077453692752835 leaf_count=726165 225 22 142 138 234 27 221 48 3936 80 160 30 2820 21 542 543 2208 223 920 95 32521 1934 12340 361 481 301 341 11939 94991 109 287 internal_value=0 0.0113723 -0.0912873 0.0151374 0.0044158 0.0083375 0.0189287 0.036914 0.0143198 -0.0176675 0.0402028 0.0545434 0.0470451 -0.186762 -0.0497714 -0.0662955 0.045419 -0.00310292 -0.00593956 -0.0966584 -0.00012466 -0.0036571 0.0066785 -0.00814257 -0.0765523 -0.0448274 -0.10513 -0.000824755 -0.00589516 -0.0026243 -0.114821 internal_count=894405 12635 447 12188 8167 7933 6710 4021 6489 305 3973 3031 2871 51 1223 1085 2330 4159 942 122 881770 155605 27697 15357 1484 1123 642 13873 127908 95387 396 shrinkage=0.104442 Tree=92 num_leaves=32 num_cat=0 split_feature=0 28 18 15 19 11 10 23 20 18 27 13 28 22 19 24 27 22 19 22 22 17 24 5 10 7 22 19 28 5 19 split_gain=1.82747 3.04192 9.38585 5.14319 5.95359 6.91172 9.85585 9.67948 8.46644 5.31253 4.67133 4.31158 4.09824 3.96123 3.45492 9.22596 3.14921 3.62101 2.88105 3.40145 3.64911 2.81614 3.62968 4.9166 4.19059 3.04528 2.69311 3.46584 3.26208 3.19811 3.02504 threshold=13.500000000000002 963.25000000000011 1.5000000000000002 0.44162475533707807 912.75000000000011 0.88237712848297223 0.57290222749896336 0.72908051468771118 1.1000867348971173 2.5000000000000004 10.500000000000002 35.552220885839532 1315.2500000000002 874.25000000000011 1026.2500000000002 9.5000000000000018 14.500000000000002 1429.2500000000002 785.25000000000011 436.25000000000006 739.25000000000011 47.920662747578028 5.5000000000000009 49.499479293823249 0.77709445838290969 -1.3270977139472959 2165.2500000000005 899.25000000000011 8050.7500000000009 49.499479293823249 1275.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 12 13 9 14 -7 11 -9 18 -10 -8 21 -4 15 -6 17 -16 19 -5 -21 -3 -23 24 -24 -25 28 -28 29 -14 -29 right_child=-2 2 3 4 5 6 7 8 10 -11 -12 -13 26 -15 16 -17 -18 -19 -20 20 -22 22 23 25 -26 -27 27 30 -30 -31 -32 leaf_value=0.00048034029752939278 -7.1771832568390086e-05 -0.0010935562216430612 -0.016686631167640718 0.024659119736641043 -0.0089634929547366283 0.0047154871322740615 -0.027351548466762399 -0.065221396748084234 0.0029636841665644756 -0.015299326636469433 -0.057610900280946592 0.015570319313038141 0.0061867459027444742 0.0013413483172541167 -6.4042672104338338e-05 -0.053998474438978171 0.0071558979493345984 -0.015348596065069442 0.0085312908886112076 -0.020619590876989707 -0.00027791480783338518 -0.0018053292711231732 -0.019265267699593566 -0.038343313879622844 0.0033618445914716682 -0.0088852086682441964 -0.011115089938180174 0.012671897781974618 -0.0097575562805899876 0.0012718507802993765 -1.669070893547833e-05 leaf_count=154114 712576 4614 147 43 266 95 59 118 41 263 21 45 2257 1391 322 61 189 356 377 134 341 709 157 109 207 59 302 209 225 4010 10588 internal_value=0 0.00286458 -0.0067805 -0.0499076 -0.0759554 -0.116016 -0.233671 -0.326939 -0.467268 -0.0215379 -0.168069 -0.0840617 0.001072 -0.00365506 -0.0786699 -0.16626 -0.0456344 -0.0774549 0.0151787 -0.033224 -0.0576052 -0.0218444 -0.0641324 -0.126566 -0.0612554 -0.268071 0.00869951 -0.0007635 0.0248779 0.0291252 0.00219188 internal_count=894405 181829 27715 4269 2731 1573 379 284 180 1158 62 104 23446 1538 1194 327 867 678 895 518 475 5855 1241 532 364 168 17591 11099 6492 6267 10797 shrinkage=0.104442 Tree=93 num_leaves=32 num_cat=0 split_feature=18 17 2 26 4 25 12 28 8 28 6 9 10 27 5 11 9 5 16 15 7 6 10 7 6 7 17 19 10 7 10 split_gain=1.85109 1.60132 1.59855 5.23114 3.37542 2.81423 4.15124 6.86907 4.84845 7.93304 3.23392 3.46744 3.03503 3.33853 3.33423 3.91298 3.2886 3.00418 2.61409 2.50022 5.36719 4.59385 6.02667 5.51201 4.00269 3.04344 2.90405 4.37779 2.41705 2.39829 2.45767 threshold=6.5000000000000009 46.983974206815255 1617.2785714285717 0.65577742856640275 186.98027801513675 15819.000000000002 697.79245994292489 24359.000000000004 14000.500000000002 24359.000000000004 0.31314740316620776 0.89198533127376878 0.81116194536836661 7.5000000000000009 172.24011993408206 0.56070904901550078 0.6652470430260603 195.07964324951175 216.41723400122905 0.43402413000139217 -52.294889450073235 0.70833333606395843 0.77265435206155442 -1.0000000180025095e-35 0.760000004390193 -10.765077590942381 45.833160425202941 31851.000000000004 0.82292769286866896 -1.3915493488311765 0.62892163684353486 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 5 6 7 -1 9 -8 -10 12 14 16 15 -12 -14 -18 -9 20 -6 -21 24 25 -23 -24 -26 -28 -19 30 -29 right_child=1 -3 3 -5 19 -7 8 18 10 -11 11 -13 13 -15 -16 -17 17 28 -20 21 -22 22 23 -25 26 -27 27 29 -30 -31 -32 leaf_value=-6.529263398196476e-06 -0.0018324618848305151 0.011557178650771424 0.041606528748320805 0.0020428436449399985 -0.039294779876945247 0.0020078308090959603 -0.026859061299168142 -0.013631457360903787 0.0081472212836133599 0.012583408211728259 -0.0057848820611239027 0.0096504296353784897 -0.0013282814658155929 0.0026759757738114803 0.0052178805345492133 -0.05492162298047893 0.0083455774448517924 -0.052441051027941887 -0.044825717358312735 0.0039964395689354318 -0.002096548707095526 -0.030307239295477611 -0.028756479278949726 -0.050019097984694019 0.0020169510596221218 0.011497695878117995 0.0088064465458723585 -0.035870017335381858 -0.018964131862706145 -0.0040082907521570713 -0.0048706608711713336 leaf_count=879943 150 278 37 2474 68 7522 224 92 258 74 90 166 170 171 357 22 42 25 43 615 112 60 42 64 564 40 89 98 399 77 39 internal_value=0 0.0657258 -5.44355e-05 0.0251414 -0.000125405 -3.6238e-05 -0.000200485 -9.71197e-05 -0.0457306 -0.163388 -0.0251059 -0.0435547 -0.0612415 -0.0984212 0.00273293 -0.147802 -0.131772 -0.175204 -0.22565 -0.0425893 -0.154623 -0.0306425 -0.0701373 -0.258981 -0.040395 -0.0873239 -0.0231087 -0.102069 -0.200475 -0.179586 -0.258951 internal_count=894405 428 893977 2511 891466 889598 882076 880078 1998 298 1700 1442 1276 807 469 112 636 466 135 1868 180 1688 1073 146 927 82 867 303 424 214 137 shrinkage=0.104442 Tree=94 num_leaves=32 num_cat=0 split_feature=7 9 18 27 25 15 10 7 19 26 6 9 26 25 29 23 11 9 20 29 23 25 14 23 9 11 29 7 23 23 32 split_gain=1.54116 4.1881 4.47147 4.02034 5.38962 5.13793 6.75686 8.24607 14.0467 14.3857 6.6035 5.65582 5.00161 7.34536 5.06505 7.4523 6.47391 4.97516 4.30973 6.88191 6.30406 4.6688 4.43333 4.25345 6.60637 6.31603 6.38411 4.06906 4.56644 5.57768 7.95126 threshold=-1.0000000180025095e-35 0.95167535740126252 4.5000000000000009 2.5000000000000004 5547.5000000000009 0.34980068501812678 0.78148150369671987 -64.970252990722642 8664.0000000000018 0.59782389961923188 0.28125498438725688 0.89956621358155331 1.6949367711157426 7893.2500000000009 2.2701359891569255 0.99824355911688467 0.59675031921778532 0.87142580930283964 1.1119984872821222 1.0254945437154908 1.0199045627091963 1231.7500000000002 39.693370293694663 1.0310671533324158 0.73336320525745868 0.48834262899456871 1.2630576359492023 -75.900794982910142 0.9396088979103655 0.58639485042196293 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 27 18 10 7 8 9 -7 -6 -8 14 -14 15 -12 17 -17 -5 22 21 -21 -20 24 -9 26 -26 -1 29 -29 -31 right_child=-2 2 -4 4 5 6 11 23 -10 -11 12 -13 13 -15 -16 16 -18 -19 19 20 -22 -23 -24 -25 25 -27 -28 28 -30 30 -32 leaf_value=-0.0015949335115221753 -0.00012182283789406811 0.00038630995282170336 0.0050557907377974205 -1.6153106231730043e-05 0.00037967684909584351 0.0010375198901945678 -0.0024728975204432527 -0.040912760473024147 -0.0042484557021905209 -0.0551364167261214 -0.0029564605288995294 0.0053187097115450499 -0.062377008394869635 -0.0004061557223578362 -0.0017666150836988478 -0.029671770878442898 -0.009045119644197297 -0.068569400610889938 -0.0053903384007406279 -0.0067252987836178028 -0.00038292148079859467 -0.030200577222407383 -0.026727100774355767 0.010971765427403128 -0.06209019055482877 -0.0021496610567809838 0.0047232291294482618 0.0028014057404600434 0.0037092823171371559 -0.023280281098677538 -0.00058619216227323242 leaf_count=3413 516052 229663 2259 105590 497 73 2549 53 366 156 172 1690 54 34 302 94 89 58 3095 721 16007 106 110 215 39 1591 26 987 7633 274 437 internal_value=0 0.00149061 0.00413427 -0.0026965 -0.00431429 -0.0293849 -0.01831 -0.0593286 -0.162214 -0.35646 -0.0869578 0.0060651 -0.143029 -0.36799 -0.115341 -0.187314 -0.300795 -0.42621 -0.00270623 -0.016151 -0.00806495 -0.093202 -0.0586223 -0.0275111 -0.0441881 -0.0330651 -0.338607 0.0142745 0.0250813 -0.021822 -0.0893497 internal_count=894405 378353 231922 146431 133687 8058 6758 2519 595 229 1300 4239 803 88 715 413 241 152 125629 20039 16834 827 3205 1924 1709 1656 65 12744 9331 1698 711 shrinkage=0.104442 Tree=95 num_leaves=32 num_cat=0 split_feature=28 27 4 23 17 15 17 5 13 20 15 20 9 13 22 15 30 28 7 13 27 14 0 24 14 27 13 24 24 11 27 split_gain=1.53835 4.14248 7.71416 9.33118 8.53937 5.31705 5.18851 3.8345 3.51461 6.52448 5.1436 5.83327 5.84823 12.7656 5.09996 4.68589 6.63274 4.40685 4.14066 5.6859 4.85754 6.81674 5.29746 4.6182 6.98602 6.34112 4.76803 4.52906 4.46014 8.30966 5.88053 threshold=684.25000000000011 28.500000000000004 22.999998092651371 0.59568059913500682 57.472573542824833 0.66361462273229332 52.140680298309697 45.328746795654304 29.570237011672798 0.5094601093449429 0.77594767371650541 1.1916320198398673 0.73336320525745868 138.94870456341337 4586.2500000000009 0.8944619369957002 1.0000000180025095e-35 2459.5000000000005 -84.257537841796861 25.644253844445696 10.500000000000002 5.5835318285900479 26.000000000000004 13.500000000000002 15.878561891991852 15.500000000000002 20.707778222889388 11.500000000000002 6.5000000000000009 0.84397598759300896 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 -3 5 -4 -5 -7 9 15 -10 12 13 14 -12 -2 17 -17 19 27 21 -20 23 25 -25 -22 -27 -11 -23 -30 -31 right_child=1 2 4 6 -6 7 -8 -9 10 18 11 -13 -14 -15 -16 16 -18 -19 20 -21 22 28 -24 24 -26 26 -28 -29 29 30 -32 leaf_value=-0.00010814860670812086 9.2057875908209451e-05 -0.0033256781208259975 0.00085309362029868023 0.0027486129343300817 0.0078588730028940953 -0.0039213767086315474 0.0074525287413090878 -0.03141446014593173 2.0426949846032852e-05 -0.0054198591572747366 0.0013966317113171236 -0.002377157608918515 0.0016989398666344326 0.0016550818082109854 -0.054182198479214259 0.014655498325477145 -8.4550110119976843e-06 -0.018302018475136513 0.02637058410985162 0.0092501288484071187 -0.00032228458334105487 -0.0035703071408971256 -0.0026932661681083906 -0.022851494177724325 -0.00052333540432727651 0.022315363267922928 0.0060524043493349515 0.01646953060300162 -0.0050630547467709038 -0.034357775609987443 -0.0032645223472752166 leaf_count=517790 17929 2191 4220 9233 1113 4672 3538 56 261286 817 23 4473 41966 231 83 758 999 47 79 822 2126 8026 7954 184 903 229 1392 118 832 220 95 internal_value=0 0.00162076 0.0140525 0.0284504 -0.00735911 -0.017634 0.0387943 -0.0406638 0.000735987 -0.00767494 0.00192447 0.0115819 0.0152132 -0.115995 -0.403311 0.00576952 0.0543497 0.121898 -0.0188234 0.0278956 -0.0225478 -0.0400014 -0.00992021 0.0161877 -0.0411988 0.0328355 0.0799474 -0.0254432 -0.0425204 -0.10085 -0.23918 internal_count=894405 376615 25023 14962 10061 8948 12771 4728 351592 43530 308062 46776 42303 337 106 19733 1804 805 23797 1757 22040 9252 12788 4834 1087 3747 1621 935 9173 1147 315 shrinkage=0.104442 Tree=96 num_leaves=32 num_cat=0 split_feature=33 30 1 20 18 21 14 29 5 29 6 11 31 20 5 23 14 23 29 31 21 16 26 24 11 29 24 0 16 20 26 split_gain=1.72514 4.41767 6.19436 4.03752 4.81266 3.76868 5.49422 4.86844 4.53197 4.10514 4.06632 3.54728 3.60842 3.98317 3.5452 3.49236 4.99793 3.46495 3.32079 4.22855 3.30115 5.02865 3.60725 3.05536 8.62345 3.04512 5.89501 4.85976 4.06604 2.87519 2.73615 threshold=2.5000000000000004 2.5000000000000004 250.50000000000003 0.89286948366077612 1.5000000000000002 5.5000000000000009 28.540995920563024 2.4205461027187876 86.427715301513686 0.40784891870075224 0.22204395931826884 0.86859703756936968 2.5000000000000004 1.6424009049069761 295.53527832031256 1.0088730752373629 21.374828996055921 0.62159803943052927 0.76148603196449438 2.5000000000000004 4.5000000000000009 203.68417515563104 1.007160212618307 8.5000000000000018 0.59675031921778532 1.2457100181372029 12.500000000000002 29.500000000000004 212.54229755178912 1.3763006058467624 3.7697911294014479 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 14 -5 15 7 8 9 -7 -9 25 13 -13 18 16 -4 -11 -2 -20 30 22 -22 24 -19 -8 27 -27 -29 -26 -18 right_child=3 2 5 4 -6 6 11 10 -10 17 -12 12 -14 -15 -16 -17 20 23 19 -21 21 -23 -24 -25 29 26 -28 28 -30 -31 -32 leaf_value=-1.2641711435573306e-05 -0.00058460276733896736 0.03333963207910829 0.0034792407835800296 0.010372123749519175 -4.7138986147214867e-05 -0.041226389218674858 0.0067633095909382258 -0.056048291266433285 0.021631328260150271 0.011198928174864021 -0.0087874503222081166 -0.036203992685610746 0.010628221442223439 0.0052671954490210414 0.03081154442155656 0.003055590983195953 -0.00028993953627996891 -0.053285626745745711 -0.0018844987997800305 -0.0089414080003562997 -0.01208772483410918 -0.0023431958760404886 -0.042038205849186022 0.00034968259431519469 -0.00045865637353360373 -0.0062550814270851927 -0.0014664539730962589 -0.0096683330006453357 -0.049798575599758192 -0.034375142171390517 0.0098306929401722355 leaf_count=824070 23869 65 4793 751 1358 26 195 29 109 310 63 120 33 32 38 12170 9128 43 4118 1195 171 841 59 9447 299 118 502 42 80 30 301 internal_value=0 0.000371176 0.0107701 -0.0071829 0.0350729 0.0102552 -0.00496185 0.0022396 0.00429235 0.00211535 -0.226775 -0.0714309 -0.197973 -0.263047 -0.0102328 0.0166151 0.00655545 0.003134 -0.0106303 -0.0332408 -0.00565855 -0.0582695 -0.189298 -0.000152336 -0.0890464 -0.0464466 -0.0756711 -0.204581 -0.344528 -0.034003 0.000317298 internal_count=894405 863076 39006 31329 2109 38941 11478 10356 10264 10155 92 1122 185 152 29220 27463 15293 10129 29182 5313 10500 1071 230 9819 372 937 742 240 122 329 9429 shrinkage=0.104442 end of trees feature importances: Column_16=255 Column_17=184 Column_27=181 Column_28=141 Column_11=127 Column_21=120 Column_25=120 Column_14=118 Column_20=116 Column_29=116 Column_0=115 Column_22=102 Column_26=100 Column_24=93 Column_9=92 Column_7=86 Column_4=82 Column_19=80 Column_13=79 Column_23=78 Column_1=73 Column_18=72 Column_12=69 Column_5=66 Column_10=65 Column_6=58 Column_30=50 Column_32=49 Column_15=46 Column_8=37 Column_2=17 Column_33=14 Column_31=6 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.104442] [num_leaves: 32] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 7719] [feature_fraction: 0.878977] [feature_fraction_seed: 2437] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 21238] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 38] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_1.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:32783.699999999997] [0:1] [0:548.9998779296875] [0:900.36224365234375] [0:1] [-90:90] [1:402150] [0.18660287081339713:1] [0:1] [0.097744360902255634:1] [0:3935.8519471906084] [0:1059.5611181807872] [0:577.65013996003825] [0:1] [0:255] [0:124.93532547141068] [1:7] [50:331713] [1.5729255471421515e-05:12.574378718935947] [1:19] [53.5:331713] [1.5729255471421515e-05:97.348547717842322] [1:35] [55:331713] [1.5729255471421515e-05:84.413183663721043] [1:55] [82:331713] [1.5729255471421515e-05:169.26404494382024] [0:3] [1:18] [1:18] [0:3] tree_sizes=904 934 941 940 938 939 939 941 948 940 945 949 945 947 942 947 943 948 955 946 947 946 944 944 949 949 954 949 949 948 945 944 948 944 960 955 947 947 944 944 950 950 950 951 955 949 948 941 949 959 948 946 947 950 958 956 952 954 953 954 949 949 951 951 949 955 957 955 955 955 962 958 958 953 954 959 953 948 948 952 949 947 959 959 953 953 963 959 942 953 953 952 949 956 954 943 956 954 953 948 953 954 953 951 956 957 950 955 953 952 952 949 951 949 949 959 945 954 952 953 952 951 958 952 946 956 949 953 956 957 960 949 951 954 951 950 965 951 963 966 939 950 946 964 950 936 960 959 936 969 930 937 947 949 935 954 944 940 959 959 949 957 948 962 921 931 948 939 944 957 955 948 942 936 952 960 946 960 937 934 942 943 945 944 974 942 950 952 914 943 939 939 958 952 924 957 940 941 941 940 929 935 947 938 958 946 938 945 916 949 916 933 926 927 932 939 951 927 946 923 963 944 936 933 933 937 929 958 932 922 939 952 947 942 946 920 909 925 924 939 946 946 943 929 953 932 940 928 948 936 924 933 915 933 933 929 941 954 923 932 929 924 947 926 932 936 930 930 935 930 926 944 948 947 932 941 908 918 956 924 930 936 941 958 937 925 919 907 914 933 928 934 931 939 923 921 950 936 925 945 930 926 940 931 924 939 918 931 933 937 941 915 934 926 918 913 936 916 915 922 940 940 940 952 932 953 937 928 942 911 Tree=0 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 split_gain=21977.4 6120.11 2864.81 2673.2 1517.81 1403.65 770.571 529.167 417.291 threshold=214.51356740900036 1.5000000000000002 195.41147526321961 228.65738980951571 1.5000000000000002 0.63797119149083614 1.5000000000000002 85.303084067370733 168.46165158371045 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 7 8 -1 right_child=1 5 4 -5 -6 -7 -8 -9 -10 leaf_value=0.5266990858397731 0.54109305036224931 0.52296734841377857 0.53576799807318898 0.54605767203566635 0.52462117459198232 0.53777308375415089 0.52223323520495324 0.53707061409671397 0.53040864318250214 leaf_count=55086 239358 19878 158914 245745 14941 11188 18304 9652 88162 internal_value=0 0.13063 -0.19536 0.158186 -0.10494 -0.299657 -0.287181 -0.263968 -0.279239 internal_count=861228 516169 345059 485103 173855 31066 171204 152900 143248 shrinkage=1 Tree=1 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 split_gain=20552 5813.77 2614.93 2534.77 1355.48 1312.42 717.978 487.901 460.907 threshold=214.0117977751348 1.5000000000000002 227.43542901031381 195.41147526321961 1.5000000000000002 0.60408487106711739 1.5000000000000002 85.303084067370733 234.81263518237111 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -5 -3 7 -1 -4 right_child=1 5 8 4 -6 -7 -8 -9 -10 leaf_value=-0.0090250764764107615 0.0023373729802026442 -0.01519971060577111 0.0060159395186460433 -0.002569300648126572 -0.01327984461677612 -0.0012239940788768932 -0.015536277712292986 -0.001263858353352403 0.0087932606644220979 leaf_count=143372 220288 19284 151229 152620 14462 12306 18337 9666 119664 internal_value=0 0.124073 0.150817 -0.192212 -0.104568 -0.29176 -0.277662 -0.255257 0.216614 internal_count=861228 522771 491181 338457 167082 31590 171375 153038 270893 shrinkage=0.0334364 Tree=2 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 split_gain=19232.7 5204.29 2751.35 2146.22 1454.68 1220.06 669.521 454.681 403.341 threshold=215.45946305156835 1.5000000000000002 195.41147526321961 229.61648121959618 1.5000000000000002 0.65462050291877538 1.5000000000000002 91.422969630030067 173.53656512978549 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 7 8 -1 right_child=1 5 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.01057586653750193 0.0029166757284614258 -0.01420309191095008 -0.0022147208412147575 0.0074259592706789404 -0.012759272481460384 -4.1331328392753069e-05 -0.015018340223814618 -0.00052297312743040947 -0.0070378861246934953 leaf_count=67457 246283 19580 171236 226559 15993 10421 18334 8052 77313 internal_value=0 0.126223 -0.176948 0.151848 -0.0931748 -0.277659 -0.268589 -0.246926 -0.25979 internal_count=861228 502843 358385 472842 187229 30001 171156 152822 144770 shrinkage=0.0334364 Tree=3 num_leaves=10 num_cat=0 split_feature=16 32 16 16 20 32 32 16 16 split_gain=17985.7 5264.73 2549.98 1965.86 1178.79 1134.34 504.194 429.663 330.29 threshold=212.70861177707511 1.5000000000000002 227.27972928596353 190.92520119886777 0.66189907944084558 1.5000000000000002 1.5000000000000002 234.98303886078682 220.91295297993415 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 -3 -5 -1 -4 -2 right_child=1 4 7 5 -6 -7 -8 -9 -10 leaf_value=-0.0084190271948118619 0.00072013509584815916 -0.013695886233945548 0.005614081485282898 -0.0030168456840327 -0.00027562693316266634 -0.012567681535706435 -0.014682589807548064 0.0082912026906266645 0.0032388909746557007 leaf_count=131393 115046 21972 157614 158439 10971 15240 16132 116613 117808 internal_value=0 0.111438 0.136605 -0.187392 -0.275943 -0.115291 -0.272277 0.201951 0.0596491 internal_count=861228 540024 507081 321204 32943 173679 147525 274227 232854 shrinkage=0.0334364 Tree=4 num_leaves=10 num_cat=0 split_feature=16 32 16 16 20 32 16 32 17 split_gain=16770.5 4973.23 2433.47 1766.09 1110.22 1047.97 498.185 445.386 433.151 threshold=212.42797849670674 1.5000000000000002 226.00820256427875 189.4566781357523 0.5947404819101697 1.5000000000000002 233.99488799634275 1.5000000000000002 91.422969630030067 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 7 -3 -5 -4 8 -1 right_child=1 4 6 5 -6 -7 -8 -9 -10 leaf_value=-0.0087332365764951382 0.0016350179862983207 -0.013861634674005275 0.0050819139317230481 -0.0030805299981680459 -0.0013566200131766616 -0.012165014357529312 0.0078217150236487704 -0.014253910382302896 -0.00041908972805748148 leaf_count=117683 210971 20222 163732 161392 13066 15566 135687 15460 7449 internal_value=0 0.106734 0.13116 -0.182504 -0.267769 -0.11603 0.18912 -0.266171 -0.246387 internal_count=861228 543678 510390 317550 33288 176958 299419 140592 125132 shrinkage=0.0334364 Tree=5 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 split_gain=15710.6 4029.32 2569.09 1588.1 1263.86 988.446 635.793 373.81 296.181 threshold=216.63755537423899 1.5000000000000002 198.70869313002405 230.08598849635666 1.5000000000000002 0.584859465434583 1.5000000000000002 174.69729022043603 223.1312324234905 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 -4 -3 7 -1 -2 right_child=1 5 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.0089267721661556044 0.0015150328712640686 -0.013460840426889695 -0.0014670513118131684 0.0068135291893566827 -0.011441869179398489 -0.0008450255230717219 -0.013445405353774951 -0.0057846509900289014 0.0038855783562701156 leaf_count=76060 103400 16671 168428 216584 15509 11899 20231 95451 136995 internal_value=0 0.118891 -0.153461 0.141669 -0.0690294 -0.245437 -0.234456 -0.214679 0.0857133 internal_count=861228 485549 375679 456979 183937 28570 191742 171511 240395 shrinkage=0.0334364 Tree=6 num_leaves=10 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 split_gain=14721.9 4442.59 2252.65 1472.96 1000.7 741.405 597.193 445.787 379.617 threshold=211.6063807521198 1.5000000000000002 226.00820256427875 0.64733183373615077 0.66189907944084558 197.63130658762267 1.5000000000000002 234.15862246378128 80.488250305677113 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -3 8 -1 -4 -5 right_child=1 4 7 5 -6 -7 -8 -9 -10 leaf_value=-0.007831200178977633 0.0014558425660426582 -0.012445512737680242 0.0047605690608095684 -0.0067799786255785168 -0.00028277156386461583 -0.002147970771418037 -0.014093069683000916 0.0073594679119219847 0.00029635206607309296 leaf_count=80266 220452 22879 166771 97888 11297 98439 21612 132345 9279 internal_value=0 0.0972671 0.120239 -0.175615 -0.251973 -0.126896 -0.27394 0.176767 -0.184448 internal_count=861228 553744 519568 307484 34176 205606 101878 299116 107167 shrinkage=0.0334364 Tree=7 num_leaves=10 num_cat=0 split_feature=16 20 16 16 32 32 32 17 16 split_gain=13789.2 3515.72 2251.03 1446.72 1111.66 675.794 573.738 405.538 424.497 threshold=216.63755537423899 0.5947404819101697 199.21940054136135 230.71654632006121 1.5000000000000002 1.5000000000000002 1.5000000000000002 85.303084067370733 165.68423422643278 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 6 -3 -4 -2 7 8 -1 right_child=1 3 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.0096816148231902242 0.00060794078334159868 0.0026695720759236561 -0.001321740878831463 0.0064294665600093687 -0.010732320313508592 -0.012494270348459593 -0.012594780371804185 -0.00025369825785225534 -0.0059715810553128126 leaf_count=49242 5951 255466 165298 207214 15336 16899 20484 10330 115008 internal_value=0 0.111291 -0.143863 0.130201 -0.0634251 -0.271619 -0.21835 -0.199773 -0.21186 internal_count=861228 485530 375698 462680 180634 22850 195064 174580 164250 shrinkage=0.0334364 Tree=8 num_leaves=10 num_cat=0 split_feature=16 20 16 16 20 30 26 16 16 split_gain=12902.4 3506.09 1787.28 1566.71 911.444 652.659 370.434 302.297 287.64 threshold=214.98050679041913 0.5947404819101697 192.25080287445579 229.1353753112173 0.64650179659013174 1.0000000180025095e-35 0.70606583182348481 203.34242817085678 223.1312324234905 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 -4 -2 -1 -6 -3 right_child=1 3 4 -5 7 -7 -8 -9 -10 leaf_value=-0.0093148541824126449 0.00041030291771805257 0.0010274486425865363 -0.0090578318102160077 0.0059422449211884287 -0.0038751199252843416 -0.012036301510074877 -0.0060361571231426943 -0.00096534432125475092 0.0033233029979504725 leaf_count=74766 6321 125957 23143 240255 61810 18481 79480 112694 118321 internal_value=0 0.101609 -0.147384 0.12038 -0.0844255 -0.265105 -0.228057 -0.0596953 0.0639869 internal_count=861228 509335 351893 484533 197647 24802 154246 174504 244278 shrinkage=0.0334364 Tree=9 num_leaves=10 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 split_gain=12078 3718.35 1858.05 1254.28 793.299 598.343 516.715 395.658 341.244 threshold=211.6063807521198 1.5000000000000002 225.85393549539893 0.64733183373615077 0.69029454076181829 197.63130658762267 1.5000000000000002 236.18286374463725 85.303084067370733 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -3 8 -1 -4 -5 right_child=1 4 7 5 -6 -7 -8 -9 -10 leaf_value=-0.0071128481583314779 0.0012918514134223778 -0.011102652974569905 0.0045290986721614008 -0.0060896424674965685 -4.3475479748665476e-05 -0.0019311680368408297 -0.012935716836501909 0.0071369913422932455 0.00097128154840333354 leaf_count=80378 217160 23775 207615 98734 10434 98506 21621 94710 8295 internal_value=0 0.0881718 0.109201 -0.158986 -0.231171 -0.113997 -0.249642 0.159888 -0.165759 internal_count=861228 553694 519485 307534 34209 205535 101999 302325 107029 shrinkage=0.0334364 Tree=10 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 split_gain=11288.5 3014.49 1721.66 1223.17 982.611 700.262 355.072 341.634 308.599 threshold=215.93554597385028 1.5000000000000002 192.25080287445579 231.31949687857858 1.5000000000000002 0.57488172894209744 1.5000000000000002 91.422969630030067 223.1312324234905 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 -4 -3 7 -1 -2 right_child=1 5 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.0069911330323388322 0.0011723393984959083 -0.011511882020293603 -0.0017999784005694008 0.0060002413064669169 -0.0099450141069959124 -0.001075380904696367 -0.011735779391479155 0.00023960314395907192 0.0034477015222373862 leaf_count=129780 112798 16970 193126 190600 18112 12469 16783 7741 162849 internal_value=0 0.0982609 -0.133375 0.117856 -0.0747195 -0.212088 -0.213672 -0.196915 0.0752651 internal_count=861228 495686 365542 466247 211238 29439 154304 137521 275647 shrinkage=0.0334364 Tree=11 num_leaves=10 num_cat=0 split_feature=16 20 16 29 30 16 30 16 17 split_gain=10597.6 3251.73 1688.28 1057.92 673.385 438.282 390.017 323.212 308.207 threshold=211.00708668005356 0.63797119149083614 226.96511598428194 0.67448542802594746 1.0000000180025095e-35 197.63130658762267 1.0000000180025095e-35 236.57535946794061 85.303084067370733 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 6 -2 8 -1 -4 -5 right_child=1 2 7 5 -6 -7 -8 -9 -10 leaf_value=-0.0066389515659707327 -0.00024837123714972997 0.0013081602635200795 0.0043302203843556021 -0.0056227909537501794 -0.010678515988137146 -0.0018798740424236509 -0.011469574542298437 0.0067518618667390257 0.0011590666913534121 leaf_count=84418 9937 243945 193740 93679 22795 90218 23998 90355 8143 internal_value=0 0.081185 0.100144 -0.151559 -0.224667 -0.106975 -0.230533 0.152541 -0.151943 internal_count=861228 560772 528040 300456 32732 192040 108416 284095 101822 shrinkage=0.0334364 Tree=12 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 29 29 17 32 split_gain=9907.81 2479.13 1789.47 908.968 866.47 551.899 512.498 312.782 266.155 threshold=217.7387206159666 1.5000000000000002 202.06218645484952 231.31949687857858 1.5000000000000002 0.66118305673820832 0.64733183373615077 76.331074359019794 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 8 -8 -1 right_child=1 5 4 -5 -6 -7 7 -9 -10 leaf_value=-0.0070641018017840677 0.002561760026191043 -0.011102930358208474 -0.00072048061022037457 0.0056244103393774192 -0.0091867612983094309 -0.0015950548309211928 -0.0051602737924691354 0.00061502277486685526 -0.011779661288491233 leaf_count=68169 250799 14078 161979 190736 14745 13249 119329 11494 16650 internal_value=0 0.0980939 -0.117273 0.116184 -0.042674 -0.194196 -0.178409 -0.139155 -0.238954 internal_count=861228 468862 392366 441535 176724 27327 215642 130823 84819 shrinkage=0.0334364 Tree=13 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 20 26 17 32 split_gain=9243.86 2298.33 1715.54 826.452 819.064 568.368 491.048 328.715 265.112 threshold=217.94835981847675 1.5000000000000002 202.49570626236763 231.31949687857858 1.5000000000000002 0.69029454076181829 0.70031553591336204 80.488250305677113 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 8 -8 -1 right_child=1 5 4 -5 -6 -7 7 -9 -10 leaf_value=-0.0067177868691585228 0.0025042192597274551 -0.009613364362726742 -0.00061979373650816619 0.0054314634663236621 -0.0088797185803684859 0.00075158604544978266 -0.0048874783984808939 0.0014061601398949472 -0.011267934914513559 leaf_count=73942 247601 18306 162008 191018 14634 8738 117152 10076 17753 internal_value=0 0.0955767 -0.112317 0.113021 -0.0390021 -0.187353 -0.171472 -0.131265 -0.227259 internal_count=861228 465663 395565 438619 176642 27044 218923 127228 91695 shrinkage=0.0334364 Tree=14 num_leaves=10 num_cat=0 split_feature=16 20 16 29 32 16 16 32 17 split_gain=8657.58 2877.11 1605.99 737.361 571.024 354.944 328.483 310.02 231.15 threshold=208.83072234947647 0.63797119149083614 224.8489875822097 0.63374102038593161 1.5000000000000002 235.14614921828309 184.64838581424939 1.5000000000000002 91.422969630030067 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 7 -2 -4 8 -1 -5 right_child=1 2 5 6 -6 -7 -8 -9 -10 leaf_value=-0.006300215042677023 -0.00072451912608502932 0.00072496033327855024 0.0035792932190037425 -0.0062381236145993106 -0.0098520309491011235 0.0058847075465751136 -0.002624343370416427 -0.011025414713167696 0.00089916926148797549 leaf_count=73167 11243 224376 209173 57277 24064 116105 120553 19704 5566 internal_value=0 0.0689899 0.0867645 -0.145808 -0.207723 0.131659 -0.109044 -0.218407 -0.167661 internal_count=861228 584961 549654 276267 35307 325278 183396 92871 62843 shrinkage=0.0334364 Tree=15 num_leaves=10 num_cat=0 split_feature=16 32 16 32 16 20 16 17 16 split_gain=8132.43 2119.86 1391.6 833.506 809.612 500.162 283.878 247.859 200.366 threshold=216.86349508532822 1.5000000000000002 189.4566781357523 1.5000000000000002 230.71654632006121 0.5642726171200636 204.17036472133779 91.422969630030067 162.84394552319313 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 7 6 -2 -3 -4 8 -1 right_child=1 5 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.0083352382667954521 0.0021616329644424176 -0.0098838565266752797 -0.003032835461189039 -0.0085542005604583426 0.0050013414243103883 -0.00092608234108214273 -0.00055195950419116362 -0.00087754624718172679 -0.0056481308665711581 leaf_count=50058 250620 16030 83722 20517 203296 12328 134256 8812 81589 internal_value=0 0.0861148 -0.109648 -0.0631426 0.102686 -0.179136 -0.0450056 -0.188611 -0.19948 internal_count=861228 482274 378954 238495 453916 28358 217978 140459 131647 shrinkage=0.0334364 Tree=16 num_leaves=10 num_cat=0 split_feature=16 20 16 32 16 32 32 16 17 split_gain=7597.06 1853.04 1504.27 781.398 670.22 355.208 297.701 282.07 226.959 threshold=218.7682831754548 0.5642726171200636 199.21940054136135 1.5000000000000002 232.13161927637972 1.5000000000000002 1.5000000000000002 173.53656512978549 100.27087093184062 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 6 5 -4 -3 7 -2 8 -1 right_child=1 4 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.0069960352637028732 0.00059040524088086789 0.0023373238456838451 -0.00075419563409542193 -0.0080957793308894868 0.0050084703213123735 -0.0095945136026688044 -0.0095253405508388279 -0.0037954869083503275 0.0007981877860985284 leaf_count=68497 4181 255355 196031 17669 178377 20427 14647 101596 4448 internal_value=0 0.0894261 -0.0986608 -0.0407103 0.102758 -0.162179 -0.217697 -0.147577 -0.19502 internal_count=861228 452560 408668 213700 433732 194968 18828 174541 72945 shrinkage=0.0334364 Tree=17 num_leaves=10 num_cat=0 split_feature=16 20 16 26 32 32 16 17 16 split_gain=7108.75 2300.44 1216.57 721.56 460.527 315.822 305.328 297.811 344.734 threshold=210.39767669274349 0.64650179659013174 224.8489875822097 0.70031553591336204 1.5000000000000002 1.5000000000000002 236.57535946794061 76.331074359019794 181.03381119691741 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 5 -2 -1 -4 8 -5 right_child=1 2 6 7 -6 -7 -8 -9 -10 leaf_value=-0.0054818306443421066 -0.00060398763362665869 0.00073026412206092213 0.003367400053196537 -0.0058990564606718017 -0.0088684058225392166 -0.0099632047888444427 0.0056564737312948133 0.0018560263037694614 -0.0024604955294296048 leaf_count=85964 11146 208510 234667 43692 23289 22102 90181 13319 128358 internal_value=0 0.0652792 0.0814526 -0.126413 -0.185228 -0.191359 0.119716 -0.0885509 -0.0997031 internal_count=861228 567793 533358 293435 34435 108066 324848 185369 172050 shrinkage=0.0334364 Tree=18 num_leaves=10 num_cat=0 split_feature=26 32 2 11 11 1 20 2 33 split_gain=4588.09 1103.96 948.329 446.772 377.886 325.835 290.496 212.296 178.739 threshold=0.73504854143441112 1.5000000000000002 25.376179245283023 0.86668193617346179 0.85716059896387775 524.50000000000011 0.7444592660981505 15.282813781788354 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 3 5 7 -2 -4 -1 -7 right_child=2 -3 6 -5 -6 8 -8 -9 -10 leaf_value=-0.005174878659242048 -0.0024355588642927199 -0.009206715265508477 -0.003547907783293718 0.0021348370442446103 -0.00037444384795862863 0.0010149680369898086 0.0031201236296224833 -0.0018557510978147802 -0.00081294261776202229 leaf_count=75231 64949 44496 7530 111915 39066 139144 243817 30190 104890 internal_value=0 -0.137623 0.0387372 0.00971273 -0.0952085 -0.00989518 0.0873406 -0.12634 0.00685781 internal_count=861228 188983 672245 420898 144487 308983 251347 105421 244034 shrinkage=0.0334364 Tree=19 num_leaves=10 num_cat=0 split_feature=16 20 16 16 30 20 16 17 17 split_gain=6475.91 2115.12 1202.42 546.364 422.824 309.016 296.206 205.593 181.101 threshold=208.83072234947647 0.64650179659013174 224.35158092621884 181.03381119691741 1.5000000000000002 0.60408487106711739 237.38878785943214 100.27087093184062 76.331074359019794 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 7 -2 -5 -4 -1 -7 right_child=1 2 6 5 -6 8 -8 -9 -10 leaf_value=-0.0064514485494627221 -0.0015078961746185567 0.00055427087352648448 0.0032187150898126929 -0.0068429877973951708 -0.0088455737444038569 -0.0027681228896903388 0.0055834924816134 -9.2848102290161194e-05 0.0026466384635894296 leaf_count=100715 14911 214286 257374 20931 21352 141459 76915 6025 7260 internal_value=0 0.0595905 0.0750524 -0.12616 -0.174313 -0.0908934 0.112536 -0.182212 -0.0748821 internal_count=861228 584838 548575 276390 36263 169650 334289 106740 148719 shrinkage=0.0334364 Tree=20 num_leaves=10 num_cat=0 split_feature=16 32 16 32 16 20 29 0 32 split_gain=6092.22 1471.15 1208.66 571.518 504.848 339.273 327.365 247.391 166.323 threshold=218.7682831754548 1.5000000000000002 202.49570626236763 1.5000000000000002 232.59854899902629 0.53321241090160554 0.64733183373615077 40.500000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 6 -4 -2 -3 8 -8 -1 right_child=1 5 3 -5 -6 -7 7 -9 -10 leaf_value=-0.0055393366898865426 0.0022279262095945352 -0.0086417700968231467 -0.00046047936935896048 -0.0071387402448696092 0.0045919898572835708 -0.0010106959307767376 -0.0021162074502838603 -0.00499734495725328 -0.0092456607159391857 leaf_count=68786 261746 13774 174129 15611 164436 12357 63827 69709 16853 internal_value=0 0.0797897 -0.088637 -0.0302047 0.0939115 -0.150529 -0.139222 -0.108272 -0.187481 internal_count=861228 452313 408915 189740 426182 26131 219175 133536 85639 shrinkage=0.0334364 Tree=21 num_leaves=10 num_cat=0 split_feature=16 32 16 16 32 12 17 16 16 split_gain=5678.82 1582.88 896.375 665.076 502.805 347.837 190.661 167.407 166.741 threshold=215.45946305156835 1.5000000000000002 189.4566781357523 228.65738980951571 1.5000000000000002 96.645183950935902 91.422969630030067 238.24575367467784 161.48156565656569 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 8 -5 -1 right_child=1 5 4 7 -6 -7 -8 -9 -10 leaf_value=-0.0072192240318230891 0.0014583282915300174 -0.0086125568838968762 -0.0013793407265052468 0.0034594590777122045 -0.0070921194517299356 -0.001408777269739871 -0.00053156743113837569 0.0054637449253894252 -0.0047339541949449736 leaf_count=46826 226910 15607 198950 183523 18857 14415 8791 62442 84907 internal_value=0 0.0685244 -0.0962184 0.0826606 -0.0560447 -0.154134 -0.158486 0.118681 -0.168002 internal_count=861228 502897 358331 472875 217807 30022 140524 245965 131733 shrinkage=0.0334364 Tree=22 num_leaves=10 num_cat=0 split_feature=16 32 16 20 12 16 16 17 17 split_gain=5317.41 1762.46 1009.41 471.761 382.508 323.181 246.776 209.763 172.053 threshold=208.83072234947647 1.5000000000000002 223.66689782709201 0.69659516390306497 96.645183950935902 180.08358997931512 236.18286374463725 91.422969630030067 76.331074359019794 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -3 7 -4 -5 -7 right_child=1 4 6 5 -6 8 -8 -9 -10 leaf_value=-0.0064669766297764976 0.0004202183008137052 -0.0083810064796997468 0.0028371632134483607 -0.0054254765194630553 -0.0015334534627205903 -0.0024440216815865851 0.0048411004178577936 0.0012883409938282461 0.0028733546810103235 leaf_count=59086 203793 20103 249159 67528 16694 137211 94859 5637 7158 internal_value=0 0.0541091 0.0683395 -0.114172 -0.157745 -0.0926491 0.101378 -0.146792 -0.0652097 internal_count=861228 584608 547811 276620 36797 217534 344018 73165 144369 shrinkage=0.0334364 Tree=23 num_leaves=10 num_cat=0 split_feature=16 20 16 29 30 0 16 32 16 split_gain=4979.19 1666.69 913.769 448.139 372.261 240.326 209.458 196.002 185.058 threshold=208.83072234947647 0.66981692056633868 225.69084661880277 0.63374102038593161 1.5000000000000002 37.500000000000007 238.03326433130181 1.5000000000000002 188.7203231256895 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 7 -2 -5 -4 -1 -7 right_child=1 2 6 5 -6 8 -8 -9 -10 leaf_value=-0.0047897523633029914 -0.0011971217401478139 0.00067250222925412215 0.0029694773633136438 -0.0013849051723621776 -0.0077958672085631595 -0.0055942896345427756 0.0050802484785083361 -0.0085458086017843431 -0.0026741715157316231 leaf_count=73335 16875 238206 240410 81635 22043 39942 67266 19706 61810 internal_value=0 0.052357 0.0666114 -0.110514 -0.147582 -0.0818347 0.102611 -0.167042 -0.11426 internal_count=861228 584800 545882 276428 38918 183387 307676 93041 101752 shrinkage=0.0334364 Tree=24 num_leaves=10 num_cat=0 split_feature=16 33 16 20 16 32 0 29 17 split_gain=4679.43 1130.66 961.662 494.266 403.128 232.038 208.503 154.983 120.672 threshold=218.97118773946363 2.5000000000000004 199.21940054136135 0.60408487106711739 233.05269596179582 1.5000000000000002 40.500000000000007 0.77729571349696347 80.488250305677113 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 5 -4 -2 6 7 -1 -9 right_child=1 -3 3 -5 -6 -7 -8 8 -10 leaf_value=-0.0039421835376872985 0.0019072377438360398 -0.0062865758493943881 -0.0060954115587727254 -0.00053931116035532657 0.00402390964095347 -0.0076429413717901918 -0.0051779292695335304 -0.0019633947752629188 0.0034298176253033329 leaf_count=58293 273843 16297 19686 197338 159004 20507 77392 33484 5384 internal_value=0 0.0705597 -0.0770007 -0.0312025 0.0802952 -0.127956 -0.116134 -0.0852884 -0.0363773 internal_count=861228 449144 412084 217024 432847 195060 174553 97161 38868 shrinkage=0.0334364 Tree=25 num_leaves=10 num_cat=0 split_feature=16 32 16 32 16 29 16 0 29 split_gain=4377.44 1052.11 900.762 536.985 358.779 267.671 173.575 165.45 166.754 threshold=218.97118773946363 1.5000000000000002 190.92520119886777 1.5000000000000002 232.59854899902629 0.66118305673820832 206.83243962038287 40.500000000000007 0.75610608307340954 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 7 6 -2 -3 -4 8 -1 right_child=1 5 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.0047068774403691768 0.0019116034100141797 -0.0075915277300395234 -0.0019373068842612174 -0.0062876544526639794 0.0039092809782805835 -0.00079907350634458754 -0.00011795513584797885 -0.0058740126833442706 -0.0015907906641143431 leaf_count=54553 258870 13179 99268 22274 164307 12772 143196 63182 29627 internal_value=0 0.0683831 -0.0743363 -0.0394553 0.0803687 -0.127064 -0.0258049 -0.137 -0.107971 internal_count=861228 449128 412100 264738 423177 25951 242464 147362 84180 shrinkage=0.0334364 Tree=26 num_leaves=10 num_cat=0 split_feature=16 20 29 16 16 30 17 16 30 split_gain=4104.67 1005.32 854.846 484.016 376.56 233.717 191.446 161.49 156.677 threshold=218.97118773946363 0.5642726171200636 0.64733183373615077 202.9281449246028 233.20477003992633 1.0000000180025095e-35 76.331074359019794 162.84394552319313 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 8 5 6 -3 7 -4 -1 -2 right_child=1 4 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.0062167080204452458 0.0004061073500991432 0.0017955058101172348 -0.0032978664364034919 -0.00019709045390966509 0.0038531563064437332 -0.0074119530454423189 0.0011728905183537499 -0.0030487201597907657 -0.0070259268846994769 leaf_count=25298 4057 274829 124512 158877 155802 29343 11716 62269 14525 internal_value=0 0.066137 -0.0720654 -0.0433956 0.0759639 -0.144434 -0.0871316 -0.118552 -0.161599 internal_count=861228 449213 412015 295105 430631 116910 136228 87567 18582 shrinkage=0.0334364 Tree=27 num_leaves=10 num_cat=0 split_feature=16 32 29 16 12 16 32 0 16 split_gain=3819.42 1143.42 573.708 527.322 265.234 259.993 219.856 187.479 147.947 threshold=214.0117977751348 1.5000000000000002 0.68146948394259965 227.43542901031381 96.645183950935902 202.49570626236763 1.5000000000000002 37.500000000000007 162.84394552319313 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -3 7 8 -4 -1 right_child=1 4 5 -5 -6 -7 -8 -9 -10 leaf_value=-0.0059772624248591606 0.00097453298045027301 -0.0072743459604551501 -0.0012901589325384391 0.0031768057140222367 -0.0011400560090267663 -0.00044642659601503966 -0.0075117843723866108 -0.0038921574250306151 -0.0030579380000574979 leaf_count=27593 220474 16654 54735 270927 14958 95165 24026 71268 65428 internal_value=0 0.0536001 -0.0827656 0.0654593 -0.130748 -0.0528038 -0.13938 -0.0826005 -0.117354 internal_count=861228 523013 338215 491401 31612 221168 117047 126003 93021 shrinkage=0.0334364 Tree=28 num_leaves=10 num_cat=0 split_feature=16 16 20 32 16 16 17 16 32 split_gain=3593.61 860.165 831.757 528.878 266.131 165.505 151.234 145.428 135.382 threshold=220.91295297993415 190.92520119886777 0.5642726171200636 1.5000000000000002 233.99488799634275 206.83243962038287 91.422969630030067 161.48156565656569 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 8 5 -4 -3 7 -1 -2 right_child=2 3 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.005959546526389815 0.00066620490024767588 -0.0017215916292091773 0.0019087422772820612 -0.0057475642024272609 0.0037206203157471003 -1.0318265481610442e-05 3.2993969349010214e-05 -0.0036714651580229806 -0.0066618679775137983 leaf_count=46959 3593 99105 259650 24615 139229 174327 8972 91702 13076 internal_value=0 -0.0624168 0.0668545 -0.0314976 0.0760003 -0.0188587 -0.124838 -0.132979 -0.151999 internal_count=861228 445680 415548 298047 398879 273432 147633 138661 16669 shrinkage=0.0334364 Tree=29 num_leaves=10 num_cat=0 split_feature=16 26 20 16 32 16 0 16 32 split_gain=3351.26 794.29 789.189 413.542 285.393 250.366 179.317 173.097 130.381 threshold=220.72408568857841 0.71210329249332271 0.584859465434583 203.34242817085678 1.5000000000000002 233.20477003992633 37.500000000000007 177.976222560313 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 8 6 7 -4 -3 -1 -2 right_child=2 3 5 -5 -6 -7 -8 -9 -10 leaf_value=-0.0049543795799028827 0.00043271762146531443 -0.0011009123166994747 0.0017824370793495955 -2.5753294971290793e-05 -0.0070238907910457277 0.0034969061686320755 -0.0036078293171921505 -0.0022158949108541481 -0.0063143370705967296 leaf_count=43729 4180 56539 245895 175511 30122 155411 73197 62958 13686 internal_value=0 -0.0607938 0.0640101 -0.0324157 -0.124111 0.0731653 -0.0752268 -0.0998417 -0.141635 internal_count=861228 442056 419172 305247 136809 401306 129736 106687 17866 shrinkage=0.0334364 Tree=30 num_leaves=10 num_cat=0 split_feature=16 16 33 32 16 0 1 29 0 split_gain=3138.33 751.282 739.813 450.052 220.831 149.702 136.065 135.218 124.371 threshold=220.72408568857841 192.25080287445579 2.5000000000000004 1.5000000000000002 234.6466853168391 40.500000000000007 464.50000000000006 0.76699570304466891 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 4 6 -2 7 -3 -1 -8 right_child=2 3 -4 -5 -6 -7 8 -9 -10 leaf_value=-0.003905168796983154 0.0018143727447658931 -0.0019508797668047254 -0.0052295899203618325 -0.0053741746155980541 0.0035006562523982 -0.0050500587725996948 0.00086859820970907079 -0.0011500352148764868 -0.0008202971246481181 leaf_count=57165 277802 60852 14964 23691 126296 66359 80916 30563 122620 internal_value=0 -0.0588348 0.06194 -0.0286884 0.0700254 -0.115196 -0.0168567 -0.0880873 -0.00445247 internal_count=861228 442166 419062 288079 404098 154087 264388 87728 203536 shrinkage=0.0334364 Tree=31 num_leaves=10 num_cat=0 split_feature=16 33 16 16 16 17 17 1 30 split_gain=2973.62 1005.35 617.273 309.104 161.328 133.8 132.132 109.093 100.58 threshold=208.83072234947647 2.5000000000000004 223.83580645161291 177.976222560313 239.26951725107162 100.27087093184062 76.331074359019794 374.50000000000006 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 -4 -1 8 -2 -5 right_child=1 -3 4 6 -6 -7 -8 -9 -10 leaf_value=-0.0046995323882195903 -0.0022820652841703715 -0.0054992923754255902 0.0022016853231860162 -0.0018748907293345948 0.0042300140643337222 0.00056227312832078148 0.001972414334406777 0.00044617748655238819 -0.0040271575380713062 leaf_count=90482 17885 22994 297077 142109 51430 5746 8739 195490 29276 internal_value=0 0.0404771 0.0488642 -0.0853976 0.074799 -0.131155 -0.0609529 0.0065048 -0.0670688 internal_count=861228 584876 561882 276352 348507 96228 180124 213375 171385 shrinkage=0.0334364 Tree=32 num_leaves=10 num_cat=0 split_feature=16 20 16 20 30 17 16 16 17 split_gain=2763.46 1028.91 522.084 299.148 234.329 226.757 227.963 139.222 131.611 threshold=208.83072234947647 0.69029454076181829 226.00820256427875 0.70287058052515683 1.5000000000000002 76.331074359019794 169.76080078795388 240.12834405017071 46.363335253645687 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 6 -5 -4 -8 right_child=1 2 7 5 -6 -7 8 -9 -10 leaf_value=-0.004842342864420944 -0.0010299746205860972 0.00053771000132904056 0.0023363910920083802 -0.0045984868250573373 -0.0060623723123022872 0.001884440781533072 0.0016616213366915419 0.004431924370728561 -0.002136125184007904 leaf_count=60061 19063 242801 259008 43810 22619 14361 10960 41065 147480 internal_value=0 0.0389317 0.0505569 -0.0823764 -0.112477 -0.0650616 -0.0736832 0.0784523 -0.0560293 internal_count=861228 584556 542874 276672 41682 216611 202250 300073 158440 shrinkage=0.0334364 Tree=33 num_leaves=10 num_cat=0 split_feature=16 20 16 20 16 32 17 17 32 split_gain=2586.42 891.088 442.611 343.435 233.217 185.705 149.869 146.962 108.75 threshold=211.32191981576469 0.66981692056633868 228.51156327474635 0.69659516390306497 180.08358997931512 1.5000000000000002 100.27087093184062 72.663438535497377 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 5 -3 8 6 -2 -5 -6 -1 right_child=1 2 -4 4 7 -7 -8 -9 -10 leaf_value=-0.003552537912129465 -0.00044745287491011949 0.00076347841124375416 0.0027132446966113494 -0.0038783087077728035 -0.0014618323675050307 -0.0055101604995362631 0.002367664776536636 0.0029050253888486277 -0.0064019312284712181 leaf_count=37438 12404 270043 251294 68541 159514 23346 4582 9108 24958 internal_value=0 0.0404683 0.0509415 -0.0741911 -0.057119 -0.11226 -0.104285 -0.0366654 -0.140334 internal_count=861228 557087 521337 304141 241745 35750 73123 168622 62396 shrinkage=0.0334364 Tree=34 num_leaves=10 num_cat=0 split_feature=16 29 20 16 16 30 0 30 16 split_gain=2421.9 627.419 587.007 344.002 198.455 165.632 163.45 120.243 99.6743 threshold=220.91295297993415 0.63374102038593161 0.53321241090160554 203.34242817085678 238.03326433130181 1.0000000180025095e-35 35.000000000000007 1.0000000180025095e-35 160.01932302443592 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 -2 6 7 8 -3 -4 -1 right_child=2 3 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.0050312016097409035 -0.004614079502538072 -0.00085486929146617223 0.0019402206878021643 -2.8956456581065807e-05 0.0037270464280949075 -0.0059538489728982692 -0.0031593601884944739 -0.00030980868619188794 -0.0024128364581474677 leaf_count=21782 15203 58504 303333 187545 67892 30273 83548 29101 64047 internal_value=0 -0.0512507 0.0548738 -0.0289824 0.0621983 -0.114467 -0.0661033 0.0521364 -0.0920354 internal_count=861228 445699 415529 329597 400326 116102 142052 332434 85829 shrinkage=0.0334364 Tree=35 num_leaves=10 num_cat=0 split_feature=16 26 20 16 32 16 17 16 30 split_gain=2273.4 580.388 546.992 291.383 211.932 183.943 173.728 125.911 111.132 threshold=220.91295297993415 0.71210329249332271 0.53321241090160554 202.9281449246028 1.5000000000000002 237.38878785943214 80.488250305677113 162.84394552319313 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 -2 6 7 8 -3 -1 -4 right_child=2 3 5 -5 -6 -7 -8 -9 -10 leaf_value=-0.0047392019470732837 -0.0044511242219514241 -0.0024414798921337001 0.0018566186659960393 8.2417712963948568e-06 -0.0059335219034508573 0.0034774735562370408 0.0021409710476808543 -0.0020995209667618395 -0.00033324119696083904 leaf_count=27046 15180 117191 294604 181024 30349 77547 10042 79838 28407 internal_value=0 -0.0496121 0.0532056 -0.025529 -0.103708 0.0602669 -0.0622018 -0.082768 0.0497671 internal_count=861228 445490 415738 308257 137233 400558 127233 106884 323011 shrinkage=0.0334364 Tree=36 num_leaves=10 num_cat=0 split_feature=16 20 16 16 31 20 17 17 16 split_gain=2127.15 797.589 410.593 237.91 189.488 136.778 119.795 110.864 110.196 threshold=208.83072234947647 0.69659516390306497 226.96511598428194 177.976222560313 1.5000000000000002 0.5947404819101697 76.331074359019794 47.403278868379807 240.45431075597253 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 -5 7 -7 -4 right_child=1 2 8 5 -6 6 -8 -9 -10 leaf_value=-0.0037577175669325277 -0.00039409551320621484 0.00053184639155594326 0.002112641840564089 -0.0041549406278362667 -0.0050034978079148227 0.0019511655967583889 0.0026697979493909788 -0.0017996788357069946 0.0040516950021298789 leaf_count=96391 15983 260774 243418 22241 26507 9398 7859 140794 37863 internal_value=0 0.0341482 0.0444901 -0.0722802 -0.0977864 -0.0508392 -0.0405069 -0.0468045 0.0709901 internal_count=861228 584545 542055 276683 42490 180292 158051 150192 281281 shrinkage=0.0334364 Tree=37 num_leaves=10 num_cat=0 split_feature=16 29 20 16 32 16 0 0 17 split_gain=1997.78 560.87 457.09 254.924 203.669 147.161 145.419 116.721 85.153 threshold=222.03931840805731 0.69941532105454651 0.53321241090160554 203.34242817085678 1.5000000000000002 238.03326433130181 37.500000000000007 33.000000000000007 72.663438535497377 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 -2 6 7 -4 8 -1 -3 right_child=2 3 5 -5 -6 -7 -8 -9 -10 leaf_value=-0.0016749021472995641 -0.0041599472535933475 -0.0010916485678681581 0.0016648105937781298 4.5061451479013498e-05 -0.0056538321254669625 0.0033821874734779032 -0.0028581049169602293 -0.0038693121607112553 0.002791044231966877 leaf_count=66517 14099 47343 312995 196465 30408 67881 72504 45729 7287 internal_value=0 -0.0442587 0.0523992 -0.0212306 -0.0964961 0.0589443 -0.0561216 -0.0768295 -0.0171592 internal_count=861228 466253 394975 323599 142654 380876 127134 112246 54630 shrinkage=0.0334364 Tree=38 num_leaves=10 num_cat=0 split_feature=1 0 32 20 0 17 9 1 1 split_gain=1551.02 770.77 349.207 235.524 224.825 198.184 129.19 121.118 119.766 threshold=452.50000000000006 40.500000000000007 1.5000000000000002 0.70969764384669853 29.500000000000004 46.10766404079947 0.93448994211022585 617.50000000000011 3645.0000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 -1 -5 8 -8 -3 right_child=1 6 -4 5 -6 -7 7 -9 -10 leaf_value=-0.00094609458334656677 -0.0025189956340945759 -0.0045708885289939393 -0.005742959271979777 0.0023582364004340797 -0.003579827561677692 0.00095735509787693183 -0.0020291481272350421 -8.75623704010545e-05 0.00010137718774769296 leaf_count=89190 15778 18959 34579 219258 61032 232757 49470 131138 9067 internal_value=0 0.0222194 -0.0811531 0.0447627 -0.0602972 0.0489549 -0.0283265 -0.0185241 -0.0914964 internal_count=861228 676427 184801 467793 150222 452015 208634 180608 28026 shrinkage=0.0334364 Tree=39 num_leaves=10 num_cat=0 split_feature=16 32 16 16 12 32 17 17 16 split_gain=1796.67 671.38 355.424 214.602 171.047 134.495 108.584 114.706 104.685 threshold=208.83072234947647 1.5000000000000002 223.49091830003772 173.53656512978549 109.3761543394987 1.5000000000000002 47.012243036181246 76.331074359019794 240.45431075597253 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -3 6 -5 -8 -4 right_child=1 4 8 5 -6 -7 7 -9 -10 leaf_value=-0.0036446373855400023 0.00022661691722846412 -0.005086422868785705 0.0017942287180202799 0.0017636959562072456 -0.00038766444593276681 -0.0043873494495898155 -0.0017633918955111325 0.0021696311128273126 0.003682351947611481 leaf_count=82719 200847 22974 310210 11824 13903 17717 155562 8757 36715 internal_value=0 0.0314629 0.0402555 -0.0663589 -0.0991417 -0.0481633 -0.0398098 -0.04647 0.059637 internal_count=861228 584649 547772 276579 36877 193860 176143 164319 346925 shrinkage=0.0334364 Tree=40 num_leaves=10 num_cat=0 split_feature=16 20 16 16 30 32 17 17 17 split_gain=1685.33 632.107 320.336 199.162 159.641 124.319 97.5216 103.844 96.349 threshold=208.83072234947647 0.69659516390306497 227.43542901031381 174.69729022043603 1.5000000000000002 1.5000000000000002 47.328600175702412 76.331074359019794 100.27087093184062 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 8 -2 6 -5 -8 -1 right_child=1 2 -4 5 -6 -7 7 -9 -10 leaf_value=-0.0037778471584237372 -0.00070404659928786982 0.00050790943780474717 0.0021334849269041096 0.0016376695548219876 -0.0048110546085596631 -0.0042452122499702137 -0.0016958699323302694 0.0020885244065664806 0.00083160828327266689 leaf_count=80612 19712 270160 271961 11933 22843 17383 152653 8561 5410 internal_value=0 0.0303673 0.0395795 -0.0643775 -0.0869901 -0.0463457 -0.0382521 -0.0447089 -0.104316 internal_count=861228 584676 542121 276552 42555 190530 173147 161214 86022 shrinkage=0.0334364 Tree=41 num_leaves=10 num_cat=0 split_feature=16 33 16 20 16 0 17 26 17 split_gain=1571.17 441.309 366.132 217.934 165.642 115.527 111.223 77.1443 88.2139 threshold=218.36838419578359 2.5000000000000004 189.4566781357523 0.66189907944084558 231.31949687857858 43.000000000000007 72.663438535497377 0.79885740033417629 91.422969630030067 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 5 -4 -2 7 -5 -1 -9 right_child=1 -3 3 6 -6 -7 -8 8 -10 leaf_value=-0.0028655414920139457 0.00096621950489805689 -0.0039889452318598254 -0.0034124555344357847 -0.0005746056346697683 0.0022693746658538601 -0.0041004172826040663 0.0032797545009259493 -0.0014571866835593385 0.0039848255038125967 leaf_count=56003 246833 16739 31065 222030 195353 54675 8698 26013 3819 internal_value=0 0.0400822 -0.0455276 -0.0234263 0.0461156 -0.0867058 -0.0128394 -0.0638208 -0.0227452 internal_count=861228 458925 402303 261793 442186 140510 230728 85835 29832 shrinkage=0.0334364 Tree=42 num_leaves=10 num_cat=0 split_feature=16 1 33 16 32 0 0 16 9 split_gain=1480.64 439.018 341.278 232.374 149.635 122.601 111.606 107.509 87.9355 threshold=222.03931840805731 431.50000000000006 2.5000000000000004 202.06218645484952 1.5000000000000002 37.500000000000007 29.500000000000004 239.26951725107162 0.93448994211022585 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 7 5 6 -3 -1 -2 -7 right_child=2 3 -4 -5 -6 8 -8 -9 -10 leaf_value=-0.0014085118518340118 0.0014753066576505076 -0.00048493827382010995 -0.0036443623898972087 8.4936124959738291e-05 -0.0052131105198132922 -0.005108683882211658 -0.0035246758699845546 0.0031208857188787823 -0.0020837614533123191 leaf_count=63170 329786 50763 13861 204263 24734 13067 49852 51289 60443 internal_value=0 -0.0380729 0.0451402 -0.0182039 -0.0854588 -0.0523004 -0.0700408 0.0507466 -0.0784015 internal_count=861228 466292 394936 328536 137756 124273 113022 381075 73510 shrinkage=0.0334364 Tree=43 num_leaves=10 num_cat=0 split_feature=16 32 20 16 17 16 12 0 32 split_gain=1376.83 488.05 238.398 215.702 160.438 178.175 129.445 73.1502 69.1361 threshold=212.96125289646363 1.5000000000000002 0.69659516390306497 230.08598849635666 72.663438535497377 181.03381119691741 109.3761543394987 33.000000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 8 -2 5 -4 -3 -7 -1 right_child=1 6 4 -5 -6 7 -8 -9 -10 leaf_value=-0.0026304378926246793 0.0006959781477944197 -0.0046031349094988686 -0.0029425539685987239 0.0020933615266151987 0.0018494595174381107 -8.6504788330062318e-05 -0.00029236354619347935 -0.0014830075756728518 -0.0048544372832840669 leaf_count=38456 287507 19927 67854 216493 17243 69961 12784 104679 26324 internal_value=0 0.0310845 -0.0514262 0.0387668 -0.0378904 -0.0445177 -0.0872825 -0.0276216 -0.105699 internal_count=861228 536711 324517 504000 259737 242494 32711 174640 64780 shrinkage=0.0334364 Tree=44 num_leaves=10 num_cat=0 split_feature=16 29 20 16 32 0 16 0 30 split_gain=1304.84 393.467 310.705 202.495 116.76 115.262 109.832 75.3206 70.0295 threshold=222.03931840805731 0.63374102038593161 0.53321241090160554 203.34242817085678 1.5000000000000002 35.000000000000007 239.26951725107162 29.500000000000004 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 -2 5 7 -3 8 -1 -4 right_child=2 3 6 -5 -6 -7 -8 -9 -10 leaf_value=-0.0013539474364224675 -0.0034558063124364891 -0.00046446099343065277 0.0015188329934563835 3.7601028170427784e-05 -0.0047230355606885429 -0.0024007052789021652 0.0030322473093476222 -0.003294660795866169 -0.00022815354139844868 leaf_count=47344 14125 58419 301374 206053 28626 83503 51380 42364 28040 internal_value=0 -0.035835 0.0422822 -0.0188956 -0.0856473 -0.0479625 0.0476844 -0.0679031 0.0409771 internal_count=861228 466309 394919 347975 118334 141922 380794 89708 329414 shrinkage=0.0334364 Tree=45 num_leaves=10 num_cat=0 split_feature=16 20 16 16 30 32 17 17 1 split_gain=1216.77 476.524 235.028 160.789 124.643 110.126 124.027 89.7864 84.4533 threshold=208.83072234947647 0.69659516390306497 229.61648121959618 165.68423422643278 1.5000000000000002 1.5000000000000002 43.94291876687776 80.488250305677113 2385.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 8 -2 6 -5 -8 -1 right_child=1 2 -4 5 -6 -7 7 -9 -10 leaf_value=-0.0036420217764341662 -0.00059497980353554521 0.00054057900366519674 0.0019510069342419255 0.0024663612240574265 -0.0042215452461483458 -0.0037709447912602236 -0.0015071384849134712 0.0020597973611620672 0.0014675955427497587 leaf_count=58207 19766 314147 227916 10051 22837 19753 176436 8259 3856 internal_value=0 0.0258998 0.0339034 -0.0546035 -0.0759343 -0.0416336 -0.0344173 -0.0403044 -0.0994293 internal_count=861228 584666 542063 276562 42603 214499 194746 184695 62063 shrinkage=0.0334364 Tree=46 num_leaves=10 num_cat=0 split_feature=16 1 33 9 0 32 0 16 0 split_gain=1143.12 361.554 265.047 177.153 137.844 126.696 111.38 90.9194 85.4208 threshold=222.03931840805731 468.50000000000006 2.5000000000000004 0.93742724373469233 35.000000000000007 1.5000000000000002 33.000000000000007 242.58995225629084 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 7 8 -5 6 -1 -2 -3 right_child=2 3 -4 4 -6 -7 -8 -9 -10 leaf_value=-0.0012395100736753066 0.0013612954004045674 -0.0006494867811168754 -0.0032267984000845349 0.0008518040901764368 -0.00073084769182154392 -0.0045304960335537155 -0.0032079161483845957 0.003589486948852028 -0.0034846142495236669 leaf_count=84722 359451 20559 13812 103695 151293 26058 51780 21710 28148 internal_value=0 -0.0335382 0.0395774 -0.0131648 -0.00260903 -0.0715998 -0.0594022 0.0445086 -0.068426 internal_count=861228 466255 394973 303695 254988 162560 136502 381161 48707 shrinkage=0.0334364 Tree=47 num_leaves=10 num_cat=0 split_feature=16 20 16 16 32 0 16 1 32 split_gain=1083.93 455.371 215.816 132.164 132.038 83.99 81.1179 78.7546 76.1156 threshold=206.83243962038287 0.73956722470689817 224.8489875822097 165.68423422643278 1.5000000000000002 33.000000000000007 243.1569787521519 2385.5000000000005 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 7 -2 8 -4 -1 -5 right_child=1 2 6 5 -6 -7 -8 -9 -10 leaf_value=-0.0034725380393372798 -0.00034873188535552979 0.00028371863153947975 0.0014901428339278112 -0.00026598471847927502 -0.0037262260554449256 -0.0019986448085795652 0.0037846336532233807 0.0014753475754820989 -0.003660809114139232 leaf_count=58051 23507 233417 300900 75944 28788 110336 18272 3834 8179 internal_value=0 0.023154 0.0315946 -0.054437 -0.0660363 -0.0416277 0.048495 -0.0946871 -0.0178264 internal_count=861228 604884 552589 256344 52295 194459 319172 61885 84123 shrinkage=0.0334364 Tree=48 num_leaves=10 num_cat=0 split_feature=16 20 16 30 16 17 16 2 9 split_gain=1015.37 421.224 202.965 127.342 122.36 79.1126 77.7647 62.6815 61.7649 threshold=206.83243962038287 0.7444592660981505 224.35158092621884 1.0000000180025095e-35 177.976222560313 100.27087093184062 242.58995225629084 13.430194805194807 0.93646616125742443 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 5 8 -4 -6 -1 right_child=1 2 6 -5 7 -7 -8 -9 -10 leaf_value=-0.0046442815998106735 -0.0002462901145815937 0.00024291655012976344 0.0014133068581683613 -0.0035381831812917189 -0.0017571324547454822 0.0011048150613658953 0.0034956652072199194 -0.00041520590781019917 -0.0024987398582168494 leaf_count=18983 23434 223481 306546 29901 93590 5723 21453 66614 71503 internal_value=0 0.0222994 0.0305064 -0.0625609 -0.0527922 -0.0809811 0.0463418 -0.0358636 -0.0881928 internal_count=861228 604815 551480 53335 256413 96209 327999 160204 90486 shrinkage=0.0334364 Tree=49 num_leaves=10 num_cat=0 split_feature=16 30 26 29 17 16 16 14 29 split_gain=953.045 325.33 203.174 138.023 135.335 118.683 102.221 73.2165 59.7137 threshold=214.75482923590917 1.0000000180025095e-35 0.70031553591336204 0.53522586597528798 72.663438535497377 232.13161927637972 182.8797012846309 20.061821828654946 1.5408854518438473 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 -1 -3 6 7 -4 -2 -8 right_child=1 3 4 -5 -6 -7 8 -9 -10 leaf_value=-0.0024807328290666116 -0.00051742352809302269 -0.0042384801103550742 -0.002371232250433339 -0.00049200776666948986 0.0021940963579697766 0.0019438268715118168 -0.00042579232608843547 0.0010323872701609423 -0.0027968726478347096 leaf_count=118096 39600 14115 47145 49717 15974 165005 154258 244453 12865 internal_value=0 0.0273094 -0.0404709 -0.0394915 -0.0231743 0.0368049 -0.0297941 0.0244143 -0.0181932 internal_count=861228 512890 348338 63832 230242 449058 214268 284053 167123 shrinkage=0.0334364 Tree=50 num_leaves=10 num_cat=0 split_feature=1 0 32 0 20 9 17 1 1 split_gain=842.63 432.986 189.515 160.414 127.507 98.8399 83.9488 72.0869 69.0945 threshold=468.50000000000006 40.500000000000007 1.5000000000000002 29.500000000000004 0.57488172894209744 0.95410164396014463 43.846884593526696 705.50000000000011 3645.0000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 -2 8 -6 -7 -3 right_child=1 5 -4 -5 6 7 -8 -9 -10 leaf_value=-0.00055265455093766493 -0.0031436380425776947 -0.0027349815073279848 -0.0041207624155714479 -0.002671021111839921 0.0018300191389712434 -0.0010959347903035255 0.00087734107070893872 0.00034581767772759415 0.00027999421731201532 leaf_count=97134 7611 36652 35387 67903 161683 70059 286918 86818 11063 internal_value=0 0.0171886 -0.0568344 -0.0425954 0.0343306 -0.0210357 0.0365081 -0.00891388 -0.0608899 internal_count=861228 660804 200424 165037 456212 204592 448601 156877 47715 shrinkage=0.0334364 Tree=51 num_leaves=10 num_cat=0 split_feature=16 20 16 30 9 2 16 28 17 split_gain=857.8 373.401 184.736 110.093 103.129 108.744 72.0511 61.7434 52.6077 threshold=204.94227417710701 0.73956722470689817 223.49091830003772 1.5000000000000002 0.93646616125742443 13.430194805194807 243.80067451376337 303.25000000000006 66.70877015835336 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 3 7 -2 -1 -6 -4 -3 -7 right_child=1 2 6 -5 5 8 -8 -9 -10 leaf_value=-0.0032670609206817678 -0.00054597243849631471 -0.00805373617672322 0.0012938083981369867 -0.0035409079901131597 -0.0019657974225805569 -0.00070431869365884543 0.0036639826743882424 0.00019966969683893367 0.0019188355166177191 leaf_count=39273 28765 1018 328739 26240 129813 60091 14993 222331 9965 internal_value=0 0.0196071 0.0272374 -0.0590583 -0.050862 -0.0416567 0.0417865 0.00484656 -0.00990514 internal_count=861228 622086 567081 55005 239142 199869 343732 223349 70056 shrinkage=0.0334364 Tree=52 num_leaves=10 num_cat=0 split_feature=16 20 16 32 16 0 16 17 32 split_gain=803.221 344.946 174.964 110.727 95.7976 73.5225 67.6284 66.2537 59.9933 threshold=204.17036472133779 0.7444592660981505 223.83580645161291 1.5000000000000002 161.48156565656569 33.000000000000007 242.58995225629084 110.74178748514825 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 7 8 -4 -1 -6 right_child=1 2 6 -5 5 -7 -8 -9 -10 leaf_value=-0.0032172982985725343 -0.00026692065434708213 0.00016807891724933237 0.0012344865780116049 -0.0032159952285293748 -0.00024592317043171832 -0.0019084075526657944 0.0031741990927695784 0.002275244348925324 -0.003345205109473991 leaf_count=49293 26486 234064 315781 30770 71361 101688 21461 2584 7740 internal_value=0 0.0186167 0.0260328 -0.0553823 -0.0501592 -0.0392896 0.0406121 -0.0880391 -0.0164248 internal_count=861228 628562 571306 57256 232666 180789 337242 51877 79101 shrinkage=0.0334364 Tree=53 num_leaves=10 num_cat=0 split_feature=16 20 30 16 29 17 17 16 11 split_gain=750.124 232.779 214.864 144.696 94.2444 92.5794 91.9443 70.976 68.8644 threshold=220.14151966098356 0.7444592660981505 1.0000000180025095e-35 188.7203231256895 0.57896498273796959 72.663438535497377 91.422969630030067 238.03326433130181 0.83535628308576804 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 7 6 -4 -5 8 -2 -3 right_child=2 3 4 5 -6 -7 -8 -9 -10 leaf_value=-0.0025329011338319535 0.001057487303817145 -0.0023907031823365262 -0.003718895766069479 -0.00029817498516228569 -0.00027651078821124892 0.0031773974509857043 0.0021715717228161218 0.0022981377703874309 0.00015175558033548575 leaf_count=86920 317529 74635 11573 241218 38375 8884 6377 61545 14172 internal_value=0 -0.029498 0.0295276 -0.0178542 -0.0321241 -0.00522536 -0.0510371 0.037651 -0.0593656 internal_count=861228 432206 429022 345286 49948 250102 95184 379074 88807 shrinkage=0.0334364 Tree=54 num_leaves=10 num_cat=0 split_feature=16 30 8 20 9 1 0 11 0 split_gain=704.897 307.996 166.498 134.726 93.3388 92.0555 85.1159 75.0332 71.8261 threshold=204.17036472133779 1.0000000180025095e-35 691.50000000000011 0.48753286625384623 0.93646616125742443 499.50000000000006 33.000000000000007 0.66430140165628504 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 6 -3 -1 -6 -2 -7 -4 right_child=1 3 8 -5 5 7 -8 -9 -10 leaf_value=-0.0030755270671350148 0.00061414991729441808 -0.0036821056226612071 0.0017429299140952752 -0.00054975527577984446 -0.0019323682965083607 0.0021384672147218881 -0.00078406078095962254 -0.00083748222941284968 0.00067898299585458387 leaf_count=38586 160812 20148 204916 64485 106887 10815 69803 76277 108499 internal_value=0 0.0173746 0.0261047 -0.0387438 -0.0470632 -0.0381282 0.00571044 -0.0139947 0.0411111 internal_count=861228 628663 544030 84633 232565 193979 230615 87092 313415 shrinkage=0.0334364 Tree=55 num_leaves=10 num_cat=0 split_feature=16 1 30 0 9 32 0 29 16 split_gain=665.257 232.257 159.18 137.645 100.273 81.7448 84.2191 79.9738 61.293 threshold=222.03931840805731 468.50000000000006 1.0000000180025095e-35 46.500000000000007 0.93448994211022585 1.5000000000000002 35.000000000000007 0.52552281209023988 240.80778704054569 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 8 -3 -5 6 -1 -4 -2 right_child=2 3 7 4 -6 -7 -8 -9 -10 leaf_value=-0.00095409163576632035 0.0011095900153069195 0.00020712739572215213 -0.0036339883397959721 -0.0038605522777449067 -0.00087456562776157189 -0.0035929342064121724 -0.0027083972182952404 -0.00014703752693289717 0.0026623340407000385 leaf_count=90115 318866 198453 9273 14594 90805 26074 46320 35525 31203 internal_value=0 -0.0256367 0.0301419 -0.00931627 -0.0385214 -0.0561518 -0.0463471 -0.0259843 0.0373243 internal_count=861228 466361 394867 303852 105399 162509 136435 44798 350069 shrinkage=0.0334364 Tree=56 num_leaves=10 num_cat=0 split_feature=16 14 0 16 32 30 28 0 1 split_gain=627.689 272.523 138.041 95.8534 94.5835 86.8621 72.0109 67.9381 66.4539 threshold=207.52829361570267 19.282113569624585 33.000000000000007 165.68423422643278 1.5000000000000002 1.0000000180025095e-35 303.25000000000006 33.000000000000007 2385.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 8 6 -4 -2 -5 -1 right_child=1 2 5 7 -6 -7 -8 -9 -10 leaf_value=-0.0027929701696977065 -0.0086039793228283312 0.0012542760608860429 0.00038904492305801046 -0.00030181217962735427 -0.0036529400128804362 -0.0018417248213701337 -0.00050755889958519634 -0.0015419546861376108 0.0017388223603365248 leaf_count=58055 1259 342023 166586 86957 15957 22104 50123 114306 3858 internal_value=0 0.0179294 0.0255332 -0.0406762 -0.0419985 0.00381986 -0.021113 -0.0300912 -0.0750852 internal_count=861228 598052 530713 263176 67339 188690 51382 201263 61913 shrinkage=0.0334364 Tree=57 num_leaves=10 num_cat=0 split_feature=16 14 0 32 30 0 29 28 30 split_gain=583.595 272.54 145.268 107.99 83.2249 79.4153 76.1503 72.389 52.9322 threshold=203.34242817085678 19.766060170658175 33.000000000000007 1.5000000000000002 1.0000000180025095e-35 40.500000000000007 0.77729571349696347 303.25000000000006 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 3 8 7 -4 6 -1 -2 -3 right_child=1 2 4 -5 -6 -7 -8 -9 -10 leaf_value=-0.0015619649973290855 -0.0079605826485196918 0.0013634103537931675 0.00034117294877481494 -0.0034891764791289831 -0.0017307477988358251 -0.0021566077446464201 0.00012837944798572634 -0.0004491285858646847 3.4154066918208197e-05 leaf_count=75591 1465 305299 179391 18322 24653 101078 49183 68627 37619 internal_value=0 0.015517 0.0238439 -0.0359961 0.00271678 -0.0436647 -0.0267873 -0.0181277 0.036415 internal_count=861228 635376 546962 88414 204044 225852 124774 70092 342918 shrinkage=0.0334364 Tree=58 num_leaves=10 num_cat=0 split_feature=16 26 20 0 9 17 25 32 16 split_gain=559.469 201.41 138.736 105.141 95.3827 74.8278 72.1405 70.4055 68.3921 threshold=222.03931840805731 0.73504854143441112 0.35110510354088342 33.000000000000007 0.93448994211022585 69.294924210297708 704.25000000000011 1.5000000000000002 236.57535946794061 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 -2 5 -5 -3 -6 -1 -4 right_child=2 3 8 4 6 -7 -8 -9 -10 leaf_value=-0.0014185654433684961 -0.0033460171467528015 0.00017904513563179409 0.00076986553830983248 -0.0029971011298343666 -0.0011059151513206195 0.0031533767599267615 0.00034287971576378443 -0.003191504309658498 0.0018137277328686998 leaf_count=117250 8318 123132 294748 20142 101698 10243 61758 31842 92097 internal_value=0 -0.0234392 0.0277096 -0.00918203 -0.0247051 0.0121864 -0.016704 -0.0537503 0.0304572 internal_count=861228 466065 395163 316973 183598 133375 163456 149092 386845 shrinkage=0.0334364 Tree=59 num_leaves=10 num_cat=0 split_feature=14 0 16 0 20 30 29 16 26 split_gain=526.855 293.951 127.062 110.428 93.7266 76.0114 69.4376 58.907 58.7034 threshold=19.766060170658175 35.000000000000007 194.81197228297367 29.500000000000004 0.5642726171200636 1.0000000180025095e-35 0.15464146215642907 233.68656038003101 1.7410427805635298 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 6 -2 -4 -1 -6 -7 right_child=1 2 5 -5 7 8 -8 -9 -10 leaf_value=-0.0036467500360940564 -0.0026731102973748611 -0.0018989311022257884 0.0001802193459186253 -0.0025375845167141075 0.00080326084534573848 -0.0009666163897230223 -0.00063856859185050388 0.0016834671436609259 -0.004952795351924822 leaf_count=9360 7626 52867 181922 76450 282014 21404 102787 121680 5118 internal_value=0 0.0132211 -0.0130066 -0.0465855 0.0298835 -0.00190139 -0.0266068 0.0319582 -0.0519145 internal_count=861228 672631 261311 188597 411320 208444 112147 403694 26522 shrinkage=0.0334364 Tree=60 num_leaves=10 num_cat=0 split_feature=1 0 32 0 20 9 0 25 4 split_gain=496.137 264.345 114.125 112.048 91.3178 68.9017 63.0635 49.6884 46.9948 threshold=468.50000000000006 45.000000000000007 1.5000000000000002 29.500000000000004 0.69659516390306497 0.93448994211022585 29.500000000000004 251.75000000000003 47.254785537719734 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 3 7 -2 8 -6 -1 -3 right_child=1 5 -4 -5 6 -7 -8 -9 -10 leaf_value=-0.0051938284649533008 -0.0017331141696531863 -0.0035893661895206774 -0.0031806936756631375 -0.0021312287936374849 0.0011670556514525201 -0.00047975099792645033 0.00037139782986850728 -0.00024212555182209474 -0.00033292846675012533 leaf_count=2321 15292 14721 35364 67779 320567 132121 170658 94937 7468 internal_value=0 0.0132283 -0.043574 -0.0325274 0.0242676 -0.0230078 0.0266366 -0.0107755 -0.0745704 internal_count=861228 660827 200401 165037 506517 154310 491225 97258 22189 shrinkage=0.0334364 Tree=61 num_leaves=10 num_cat=0 split_feature=16 30 8 26 9 11 28 0 16 split_gain=477.426 218.641 133.957 84.9639 79.2705 73.1777 68.9624 64.4481 48.343 threshold=203.34242817085678 1.0000000180025095e-35 691.50000000000011 0.5348231377444862 0.93646616125742443 0.64593948015000657 303.25000000000006 29.500000000000004 245.61031570901744 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 6 -3 -1 -6 -2 -8 -4 right_child=1 3 8 -5 5 -7 7 -9 -10 leaf_value=-0.002718838215892032 -0.007167173343755209 -0.0029974103269481958 0.0010998754192246072 -0.00051616048080242391 0.0016469498419123519 -0.0012011283738295742 0.00059134670095340543 -0.00055433317620959743 0.0037838860591338647 leaf_count=37712 1447 20163 307658 65712 10694 177369 144116 88667 7690 internal_value=0 0.0140644 0.0213967 -0.0328607 -0.03947 -0.0310791 0.00328156 0.00463439 0.034852 internal_count=861228 635453 549578 85875 225775 188063 234230 232783 315348 shrinkage=0.0334364 Tree=62 num_leaves=10 num_cat=0 split_feature=16 26 20 0 9 1 17 16 22 split_gain=447.811 164.78 110.129 90.7796 76.9388 74.151 61.2872 60.7945 48.6394 threshold=222.03931840805731 0.56387935793222155 0.35110510354088342 35.000000000000007 0.93910373986492857 575.50000000000011 69.294924210297708 245.61031570901744 242.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 6 -5 -6 8 -4 -3 right_child=2 3 7 4 5 -7 -8 -9 -10 leaf_value=-0.001978102499566712 -0.0029691616205811525 -0.0047453022270648329 0.00084989307294871099 -0.0026812431722036227 -0.0015596250265267435 -0.00012451102450579949 0.0024428900558784552 0.0036616715581392033 6.0571880125398505e-05 leaf_count=90606 8342 2389 377936 23408 62816 112055 12243 8797 162636 internal_value=0 -0.0208828 0.0248789 -0.0116478 -0.0263485 -0.0191415 0.00479533 0.027331 -0.000269192 internal_count=861228 466153 395075 375547 198279 174871 177268 386733 165025 shrinkage=0.0334364 Tree=63 num_leaves=10 num_cat=0 split_feature=14 0 32 0 20 16 16 29 17 split_gain=425.138 233.599 99.2509 100.285 90.578 76.3282 71.5708 58.7832 55.4847 threshold=20.061821828654946 45.000000000000007 1.5000000000000002 29.500000000000004 0.55490175717928314 186.29316701410241 230.2337218250882 1.5408854518438473 72.663438535497377 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 -2 -3 8 -7 -6 right_child=1 5 -4 -5 6 7 -8 -9 -10 leaf_value=-0.00034527281557354233 -0.0025939976126486798 -0.0023602313086839863 -0.0030014207055161072 -0.0020103227069231161 0.00039803997613118488 -9.3754404028497572e-05 0.0013214607791308902 -0.0021323876900993842 0.0025586994294603928 leaf_count=101452 8826 26320 33503 67247 285495 110782 195221 18446 13936 internal_value=0 0.0123681 -0.0400498 -0.0301766 0.0228328 -0.021504 0.0246244 -0.0115069 0.0149119 internal_count=861228 659026 202202 168699 503478 155548 494652 129228 299431 shrinkage=0.0334364 Tree=64 num_leaves=10 num_cat=0 split_feature=1 0 0 32 20 26 30 1 1 split_gain=402.659 218.365 91.3531 79.4533 78.111 63.0077 54.5402 54.0941 44.4684 threshold=468.50000000000006 45.000000000000007 29.500000000000004 1.5000000000000002 0.7444592660981505 1.4218168866210126 1.0000000180025095e-35 716.50000000000011 693.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 -2 8 -7 -6 -3 right_child=1 5 -4 -5 7 6 -8 -9 -10 leaf_value=-0.00032265613036047431 -0.0012960298339674855 -0.0011684751682600079 -0.0021546687189108859 -0.00269340331768254 0.00041948547690008077 -0.0013089637859594761 -0.0049219702299000646 0.0011298237025502453 8.6674389738831693e-05 leaf_count=97207 20402 52894 84219 18873 214796 16999 6441 271166 78231 internal_value=0 0.0118129 -0.0393684 -0.0211777 0.0218553 -0.0210867 -0.0688402 0.0244001 -0.0125502 internal_count=861228 660929 200299 116080 506364 154565 23440 485962 131125 shrinkage=0.0334364 Tree=65 num_leaves=10 num_cat=0 split_feature=16 30 8 29 9 12 25 16 0 split_gain=393.664 183.759 113.574 70.0471 69.4919 70.3418 62.2312 58.2799 56.8466 threshold=203.34242817085678 1.0000000180025095e-35 691.50000000000011 0.53522586597528798 0.94136437361595415 197.64823227814085 251.75000000000003 154.9496011747008 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 6 -3 -1 7 -2 -6 -8 right_child=1 3 -4 -5 5 -7 8 -9 -10 leaf_value=-0.0024139353516420738 -0.0066063263765767204 -0.0027503266244201068 0.0010652603309453819 -0.00048786231948137661 -0.0024993795618215488 0.0040218994179325165 0.00054779155504661127 -0.00076140634329470826 -0.00052823314365408279 leaf_count=42721 1540 19896 315006 66217 25059 3169 143901 154978 88741 internal_value=0 0.0127254 0.01946 -0.0302243 -0.0358759 -0.0274069 0.00278129 -0.0300065 0.00410759 internal_count=861228 635301 549188 86113 225927 183206 234182 180037 232642 shrinkage=0.0334364 Tree=66 num_leaves=10 num_cat=0 split_feature=16 16 30 32 2 17 9 26 16 split_gain=368.472 139.929 89.7918 83.0251 53.9709 53.1702 53.5832 47.0218 46.4342 threshold=222.03931840805731 181.03381119691741 1.0000000180025095e-35 1.5000000000000002 14.784161490683232 100.27087093184062 0.9554481391535381 0.93471300233513832 244.62228296348178 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 8 4 -3 6 -1 -7 -2 right_child=2 3 -4 -5 -6 7 -8 -9 -10 leaf_value=-0.0029480095222482561 0.00085985152827176912 -0.00054929559467030485 -0.00066250565317194608 -0.0020063836641248741 0.00031342923490635213 -0.0016445715822278383 -0.0013256180901084192 0.0042660868783468923 0.0031122722353936409 leaf_count=34800 339927 184993 44772 30079 144309 2972 65778 3048 10550 internal_value=0 -0.0191524 0.0223567 -0.00971464 -0.00512095 -0.0509705 -0.0564344 0.0403173 0.0277438 internal_count=861228 465979 395249 359381 329302 106598 100578 6020 350477 shrinkage=0.0334364 Tree=67 num_leaves=10 num_cat=0 split_feature=14 16 9 11 32 16 16 13 31 split_gain=349.02 188.023 77.7714 93.8035 73.6221 58.7895 47.6101 38.6374 38.0621 threshold=19.766060170658175 223.1312324234905 0.93910373986492857 0.6669254883047987 1.5000000000000002 147.02348065111886 245.61031570901744 30.758841521707122 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 -1 8 -5 -3 right_child=1 6 3 7 -6 -7 -8 -9 -10 leaf_value=-0.0032595429898214798 -0.0014270248456476815 0.0009597981091644393 0.0020003558298968653 -0.00080330886827570012 -0.0027143162417392246 -0.00078507863484238844 0.003342251452416011 8.7645073128635612e-05 -0.00026909978895782373 leaf_count=11597 49851 300212 24103 77857 32692 144311 8757 180752 31096 internal_value=0 0.0106454 -0.00626142 0.000160097 -0.0380318 -0.0289845 0.0271792 -0.00540088 0.0252556 internal_count=861228 672628 332563 282712 188600 155908 340065 258609 331308 shrinkage=0.0334364 Tree=68 num_leaves=10 num_cat=0 split_feature=16 14 0 9 11 30 28 32 8 split_gain=328.513 150.47 90.15 62.5359 62.3815 62.2675 50.2582 51.0224 44.1714 threshold=204.17036472133779 18.535148448259701 29.500000000000004 0.93646616125742443 0.64901719308413031 1.0000000180025095e-35 303.25000000000006 1.5000000000000002 721.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 6 -3 -1 -5 8 -2 -8 -4 right_child=1 2 5 4 -6 -7 7 -9 -10 leaf_value=-0.0022988070737803143 -0.0073366096339060154 0.00094400879079735358 -0.0002934698837866247 0.0015494903697518933 -0.00097648607034152464 -0.0013144833461363286 -0.00042679664657610522 -0.0026360362378945071 0.00067212196037326889 leaf_count=38597 1456 316562 87313 11627 182447 30694 41644 16247 134641 internal_value=0 0.0119942 0.0169901 -0.0319895 -0.0246783 0.00290314 -0.0359227 -0.0313076 0.00874119 internal_count=861228 628557 569210 232671 194074 252648 59347 57891 221954 shrinkage=0.0334364 Tree=69 num_leaves=10 num_cat=0 split_feature=26 16 17 29 29 11 16 16 16 split_gain=312.047 144.619 87.3915 77.6266 64.8131 60.7686 52.3391 50.3636 42.9646 threshold=0.79885740033417629 223.1312324234905 72.663438535497377 0.15464146215642907 1.5408854518438473 0.84922660790470672 171.09209024191358 151.0451332734352 245.61031570901744 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 4 -1 6 7 -2 -5 -3 right_child=1 8 -4 5 -6 -7 -8 -9 -10 leaf_value=-0.0031274691864279333 -0.0017554555054757985 0.0008081941824388245 0.0023148344267600427 -0.0029790609756162804 -0.0018369817186672515 1.521094101079176e-06 2.3579173192764725e-05 -0.0010270435135617112 0.0032204717927329677 leaf_count=18700 19996 318830 15409 16681 26765 61704 245201 129468 8474 internal_value=0 0.0114107 -0.00416623 -0.0318216 -0.00803994 -0.0262695 -0.0033066 -0.0373796 0.0260389 internal_count=861228 634675 307371 226553 291962 207853 265197 146149 327304 shrinkage=0.0334364 Tree=70 num_leaves=10 num_cat=0 split_feature=26 0 16 29 0 28 28 30 9 split_gain=293.491 162.111 74.2374 67.9939 63.9359 55.1315 46.6498 40.2939 39.0783 threshold=0.76883111820166505 33.000000000000007 197.63130658762267 0.15464146215642907 29.500000000000004 658.25000000000011 694.25000000000011 1.0000000180025095e-35 0.97355452845614021 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 5 -3 -1 8 -2 -4 -8 -5 right_child=1 2 6 4 -6 -7 7 -9 -10 leaf_value=-0.0030245069754200821 0.00039778189556282582 -0.0013664515725765286 -0.00050745409052247489 -0.00077302628707642026 -0.0015699124598345007 0.0011989691927006018 0.00074125723520241152 -0.0011133770724997055 0.0006508242626095213 leaf_count=18650 198638 56150 103738 70321 87612 185874 93955 15218 31072 internal_value=0 0.0103054 -0.00852194 -0.0328503 -0.0271662 0.0234797 8.31282e-06 0.0144374 -0.0100694 internal_count=861228 653573 269061 207655 189005 384512 212911 109173 101393 shrinkage=0.0334364 Tree=71 num_leaves=10 num_cat=0 split_feature=14 0 16 0 20 32 30 21 28 split_gain=286.622 176.422 73.5835 67.9052 61.7027 51.9489 50.2207 43.3439 41.6889 threshold=19.690045021483922 35.000000000000007 188.7203231256895 29.500000000000004 0.55490175717928314 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 696.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 5 -2 -1 8 -6 -4 right_child=1 2 6 -5 7 -7 -8 -9 -10 leaf_value=-0.00032446083614776148 -0.0022833308895265302 -0.001679049568043444 -0.00044885293717530065 -0.0019451500456136573 0.0018938205151636017 -0.0023058838145460065 -0.0014356756490460454 0.00069204940422725662 0.00053327626059778538 leaf_count=92649 7382 40176 91740 74968 36906 17604 28462 369250 102091 internal_value=0 0.00944653 -0.0108312 -0.0349545 0.0223166 -0.0191657 -0.00371296 0.0239634 0.00204674 internal_count=861228 676007 262469 185221 413538 110253 222293 406156 193831 shrinkage=0.0334364 Tree=72 num_leaves=10 num_cat=0 split_feature=14 0 0 20 21 26 13 30 29 split_gain=263.384 166.501 65.8364 59.5078 49.2549 46.9266 55.9361 46.0001 39.2349 threshold=19.766060170658175 40.500000000000007 29.500000000000004 0.55490175717928314 1.5000000000000002 1.6043658238780194 30.758841521707122 1.0000000180025095e-35 0.15464146215642907 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 8 -2 -5 6 -3 -7 -1 right_child=1 5 -4 4 -6 7 -8 -9 -10 leaf_value=-0.002663159391912012 -0.0021627750021904982 -0.0014906219687221309 -0.0018607727491952255 0.001814193935919407 0.00060452194097295809 -0.00094084885796860316 -2.7406651063991817e-05 -0.0043731125212716215 -0.00039971853784274779 leaf_count=9340 8180 36104 76448 41400 413433 14315 152944 6281 102783 internal_value=0 0.00926585 -0.0330223 0.0198524 0.0213728 -0.0141153 -0.00917707 -0.0594429 -0.0175936 internal_count=861228 672657 188571 463013 454833 209644 189048 20596 112123 shrinkage=0.0334364 Tree=73 num_leaves=10 num_cat=0 split_feature=16 30 8 28 9 0 20 13 26 split_gain=253.985 124.699 77.4545 57.2798 55.6277 48.8006 46.4886 44.9686 38.3612 threshold=203.34242817085678 1.0000000180025095e-35 691.50000000000011 303.25000000000006 0.91583377368764374 40.500000000000007 0.77970411255016991 25.78239428549691 1.3872306025215433 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 7 -3 -6 -8 right_child=1 6 -4 -5 5 -7 8 -9 -10 leaf_value=-0.0024886324085385309 -0.0065557484461439049 -0.00181211312195597 0.00086962862829507851 0.00010826219509742095 -0.0011216836839965697 -0.0013592395051595086 0.00039445212141526272 0.00024530162621695607 -0.0015570784024769042 leaf_count=23904 1451 33636 315232 232894 45528 90542 35852 65771 16418 internal_value=0 0.0102343 0.0157726 0.00200382 -0.028814 -0.0234118 -0.0251966 -0.0093873 -0.00653549 internal_count=861228 635483 549577 234345 225745 201841 85906 111299 52270 shrinkage=0.0334364 Tree=74 num_leaves=10 num_cat=0 split_feature=16 30 8 9 25 12 16 2 17 split_gain=238.451 117.791 72.7386 52.6122 50.7252 48.9361 56.0143 44.3698 41.3047 threshold=203.34242817085678 1.0000000180025095e-35 691.50000000000011 0.91583377368764374 251.75000000000003 197.64823227814085 151.0451332734352 57.101724137931043 42.472623051068531 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 4 -1 -2 6 -5 -3 -8 right_child=1 7 -4 5 -6 -7 8 -9 -10 leaf_value=-0.0024182445852696907 -0.0059836855324357932 -0.0012248823929462242 0.00084453663921879693 -0.0023968352229075682 0.00010668847487289001 0.0024338992758201014 0.00077811717626397232 0.0006028220161806905 -0.00082464432170983534 leaf_count=23819 1539 66791 315318 22880 232703 5235 20361 19095 153487 internal_value=0 0.00995975 0.0153421 -0.0278736 0.00199405 -0.0226313 -0.0251705 -0.0244802 -0.019049 internal_count=861228 635446 549560 225782 234242 201963 196728 85886 173848 shrinkage=0.0334364 Tree=75 num_leaves=10 num_cat=0 split_feature=14 0 0 16 32 20 30 26 25 split_gain=227.314 141.855 63.3167 61.0457 55.304 47.6241 44.4547 49.7544 38.5254 threshold=20.061821828654946 33.000000000000007 35.000000000000007 188.7203231256895 1.5000000000000002 0.5642726171200636 1.0000000180025095e-35 1.7410427805635298 706.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 4 -3 -1 -2 8 -8 -5 right_child=1 3 -4 6 -6 -7 7 -9 -10 leaf_value=-0.000311647189653131 -0.0020352623769170366 -0.0014740674877063533 -0.0018909417053828124 -0.00035468177202694251 -0.0021292612013054458 0.00077959571111359922 -0.00059743783515495889 -0.0040231289585178753 0.00054826352776048799 leaf_count=120390 6844 39944 59739 102871 22160 370159 24657 5868 108596 internal_value=0 0.00909921 -0.0292241 -0.00786747 -0.0177711 0.0217875 -0.00188918 -0.0375632 0.00326032 internal_count=861228 658939 202289 281936 142550 377003 241992 30525 211467 shrinkage=0.0334364 Tree=76 num_leaves=10 num_cat=0 split_feature=26 0 25 29 29 0 14 22 0 split_gain=213.952 124.042 72.2486 57.6968 52.6442 52.4229 40.676 40.2056 39.9328 threshold=0.79406429934591494 48.000000000000007 658.25000000000011 0.15464146215642907 1.5408854518438473 35.000000000000007 50.045477088348669 191.25000000000003 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 7 -1 -3 -5 -6 -2 -9 right_child=1 4 -4 5 6 -7 -8 8 -10 leaf_value=-0.0026747073605761333 -0.0054020737554139235 -0.00046397876229820712 0.00088452314167361296 -0.00033811520859728023 -0.003668585971115411 -0.0014588921693449903 0.00029411173012221025 0.00045893459930366635 -0.00038970950368734695 leaf_count=18637 1470 80750 275367 132929 10999 71891 3931 166494 98760 internal_value=0 0.00923286 0.0150919 -0.0267245 -0.0239625 -0.0218774 -0.078514 0.00336175 0.00427574 internal_count=861228 637771 542091 223457 95680 204820 14930 266724 265254 shrinkage=0.0334364 Tree=77 num_leaves=10 num_cat=0 split_feature=14 0 0 20 21 29 16 14 32 split_gain=205.809 129.644 57.5501 53.0449 48.626 48.4802 40.9925 40.5174 39.8137 threshold=20.061821828654946 46.500000000000007 26.000000000000004 0.57488172894209744 1.5000000000000002 1.5408854518438473 181.03381119691741 50.045477088348669 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 8 -2 -5 6 -3 -7 -1 right_child=1 5 -4 4 -6 7 -8 -9 -10 leaf_value=-0.00010868291131947176 -0.0018459117926808205 -0.0019322471801975901 -0.0015130535403037632 0.0015821022373173593 0.00046570995007159 -0.0032224374677762208 -0.00013203433441383571 0.00035731188688177399 -0.0019270955049789113 leaf_count=88630 10369 16575 97914 48087 469433 13198 96322 4828 15872 internal_value=0 0.00862565 -0.027832 0.0156117 0.0170306 -0.0195426 -0.0118533 -0.0677002 -0.0115104 internal_count=861228 658812 202416 527889 517520 130923 112897 18026 104502 shrinkage=0.0334364 Tree=78 num_leaves=10 num_cat=0 split_feature=16 16 13 29 0 31 17 11 17 split_gain=198.115 88.269 57.5623 62.8729 53.5827 48.4992 46.114 41.42 41.2088 threshold=223.1312324234905 173.53656512978549 30.544390258203958 1.5408854518438473 49.500000000000007 1.5000000000000002 72.663438535497377 0.83535628308576804 44.044218531533204 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 -3 6 -5 -2 8 -1 -4 right_child=5 2 3 4 -6 -7 -8 -9 -10 leaf_value=-0.001782599231380995 0.00071031187243039131 -0.0007828524216341331 0.0033036124341580043 -0.00052979126192612515 -0.0038639678402299419 -0.00049717048015115897 0.0024382870630356825 0.00020429396184770243 6.0797393378789145e-05 leaf_count=68566 332755 143031 4470 18345 7630 41868 10068 14151 220344 internal_value=0 -0.0133861 -0.00729095 0.00154906 -0.045136 0.0172077 0.00671183 -0.0431472 0.00374665 internal_count=861228 486605 403888 260857 25975 374623 234882 82717 224814 shrinkage=0.0334364 Tree=79 num_leaves=10 num_cat=0 split_feature=16 30 8 9 5 28 2 16 17 split_gain=185.517 94.7122 61.9729 49.0175 54.149 46.0513 38.3901 37.4451 47.4579 threshold=202.9281449246028 1.0000000180025095e-35 721.50000000000011 0.94136437361595415 71.000812530517592 303.25000000000006 57.101724137931043 154.9496011747008 46.439954825451728 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 7 -2 -3 -5 -9 right_child=1 6 -4 4 -6 -7 -8 8 -10 leaf_value=-0.0018554402997882434 -0.0058133178040136891 -0.0011144860620350794 0.00078548741494425915 -0.0018640191478827149 0.0038311997887348986 0.00010952622636370093 0.00058122256953484555 0.00078804851648195753 -0.00074738279545635172 leaf_count=42358 1476 67405 291489 25087 3043 259318 19172 27476 124404 internal_value=0 0.00865138 0.0134722 -0.0248846 -0.0176825 0.00227312 -0.0221011 -0.0199569 -0.014045 internal_count=861228 638860 552283 222368 180010 260794 86577 176967 151880 shrinkage=0.0334364 Tree=80 num_leaves=10 num_cat=0 split_feature=1 0 0 29 23 17 17 32 11 split_gain=176.822 120.296 47.6645 43.3803 42.205 44.3182 38.4131 35.222 36.7922 threshold=448.50000000000006 46.500000000000007 29.500000000000004 1.508196332185014 0.83787770096952319 76.331074359019794 31.155825494780458 1.5000000000000002 0.84642606692045697 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 4 7 -3 -2 6 -6 8 -1 right_child=1 3 -4 -5 5 -7 -8 -9 -10 leaf_value=-0.00070059299633134251 -0.00031960776413871131 -0.00040534577822040738 -0.0015708242675548415 -0.0021147260270594328 0.002390138588384068 0.0027643899288778656 0.00047929483742044452 -0.001801358410459003 0.00073394011226766986 leaf_count=56211 67115 113841 75523 19431 12072 10124 457522 18371 31018 internal_value=0 0.00736322 -0.027797 -0.0195766 0.0139289 0.0172149 0.0158036 -0.0140782 -0.00569688 internal_count=861228 680105 181123 133272 546833 479718 469594 105600 87229 shrinkage=0.0334364 Tree=81 num_leaves=10 num_cat=0 split_feature=16 9 11 13 0 20 16 17 16 split_gain=169.119 75.7298 95.1785 59.8795 42.5689 42.5617 38.0977 37.923 36.6157 threshold=223.1312324234905 0.95190046787268123 0.67533202092025635 30.758841521707122 43.000000000000007 0.35110510354088342 180.08358997931512 66.70877015835336 245.61031570901744 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 7 4 -4 -2 -1 -3 -7 right_child=5 2 3 -5 -6 8 -8 -9 -10 leaf_value=-0.0021354844875229647 -0.0019093036734764957 0.00084893278055884482 -0.0004551761396898426 7.3923286908465698e-05 -0.0016472184726320383 0.00053305991843186019 -0.0007772855090380481 0.0035307187031979547 0.002720961642815174 leaf_count=32889 7809 17589 114688 187914 47308 357912 77491 8867 8761 internal_value=0 -0.0123174 -0.00556246 -0.00993515 -0.0240244 0.0159501 -0.03535 0.0522712 0.0175059 internal_count=861228 486746 376366 349910 161996 374482 110380 26456 366673 shrinkage=0.0334364 Tree=82 num_leaves=10 num_cat=0 split_feature=14 0 16 0 30 26 32 28 22 split_gain=161.91 112.087 52.5466 46.2965 41.1736 49.2841 39.0334 36.6706 29.523 threshold=19.690045021483922 29.500000000000004 188.7203231256895 40.500000000000007 1.0000000180025095e-35 1.3976978332548284 1.5000000000000002 690.25000000000011 2410.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 6 7 -6 8 -4 -1 right_child=1 2 4 -5 5 -7 -8 -9 -10 leaf_value=-0.00031662369739586819 0.00067360371710748412 -0.0012348218010305692 -0.00029194704575369779 -0.0018773947834441376 -0.00029003246870187263 -0.0029819321027332773 -0.0018347588831180883 0.00050789425382093969 -0.0077458492796660429 leaf_count=120484 335619 46278 122150 40353 26466 10669 23798 134810 601 internal_value=0 0.00717819 -0.00560831 -0.0261923 -0.00067955 -0.0318043 -0.017849 0.0038185 -0.0105723 internal_count=861228 675992 340373 185236 294095 37135 144883 256960 121085 shrinkage=0.0334364 Tree=83 num_leaves=10 num_cat=0 split_feature=26 0 25 29 11 22 17 15 26 split_gain=152.149 90.3803 48.7239 43.7947 45.6067 39.0331 36.4575 33.7709 32.5665 threshold=0.76883111820166505 33.000000000000007 706.25000000000011 0.15464146215642907 0.84922660790470672 191.25000000000003 69.294924210297708 0.39044501429388728 1.4218168866210126 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 5 7 -1 -5 -2 -7 -3 -4 right_child=1 2 8 4 -6 6 -8 -9 -10 leaf_value=-0.0023289078155500562 -0.0054907097458499069 -0.0037157025790366632 0.00050180585913292542 -0.00096711076311957825 0.00017203670113876923 0.0005485076521571647 0.0025718557157263333 -0.00055504111159173524 -0.00092027135299319973 leaf_count=18670 1179 3886 105651 133331 55710 373049 10229 137821 21702 internal_value=0 0.00762259 -0.0064349 -0.023447 -0.0188838 0.0174606 0.0180195 -0.0191921 0.00776017 internal_count=861228 653517 269060 207711 189041 384457 383278 141707 127353 shrinkage=0.0334364 Tree=84 num_leaves=10 num_cat=0 split_feature=16 9 11 13 16 0 30 17 16 split_gain=145.922 73.3978 84.0504 53.4074 39.1477 38.9057 37.9309 31.6981 28.8358 threshold=223.1312324234905 0.9554481391535381 0.66122607551178991 30.758841521707122 182.8797012846309 43.000000000000007 1.0000000180025095e-35 66.70877015835336 243.80067451376337 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 7 5 -1 -4 8 -3 -2 right_child=6 2 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.001936486714224741 0.00055243010931782586 0.0009608513723805463 -0.0003680885148465819 0.00013334018361227306 -0.00067440908815446187 -0.0015205495019084783 -0.00045160821542163928 0.0037918327510547811 0.0021367028561554112 leaf_count=39995 319115 11539 111513 182480 87792 46366 41876 7169 13383 internal_value=0 -0.0114016 -0.00407679 -0.00766376 -0.0319836 -0.021131 0.0148567 0.0611817 0.0184289 internal_count=861228 486854 359067 340359 127787 157879 374374 18708 332498 shrinkage=0.0334364 Tree=85 num_leaves=10 num_cat=0 split_feature=26 0 25 29 29 0 9 14 20 split_gain=137.407 86.1998 56.7265 41.7654 38.7512 39.0086 36.0167 34.9382 33.478 threshold=0.76883111820166505 48.000000000000007 658.25000000000011 1.5408854518438473 0.1808059040590406 35.000000000000007 0.97355452845614021 48.145368084342316 0.81483983983983987 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -3 -1 6 -6 -5 -4 right_child=1 3 8 7 5 -7 -8 -9 -10 leaf_value=-0.0020742280779122535 5.8606183173909723e-05 -0.00038081041486352578 -0.0010954064558032935 -0.0033027409287830021 -0.00061840006859593748 -0.0012492431422751031 0.00063564158326583368 0.00029500638957805569 0.00080711730994601904 leaf_count=22010 273927 83182 10751 10806 83467 65179 36935 4187 270784 internal_value=0 0.00716993 0.0119978 -0.0201457 -0.022362 -0.0176567 -0.00698954 -0.0687281 0.021966 internal_count=861228 653637 555462 98175 207591 185581 120402 14993 281535 shrinkage=0.0334364 Tree=86 num_leaves=10 num_cat=0 split_feature=14 0 16 0 30 26 20 28 32 split_gain=131.113 90.5602 43.9905 43.1744 36.8398 43.2994 33.9544 30.0619 27.7024 threshold=20.061821828654946 29.500000000000004 188.7203231256895 26.000000000000004 1.0000000180025095e-35 1.4218168866210126 0.54349238614124495 696.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 6 -3 8 7 -6 -2 -4 -1 right_child=1 2 4 -5 5 -7 -8 -9 -10 leaf_value=-3.9277617079039319e-05 -0.0020773648154595254 -0.0011455049980869034 -0.00024253786680784249 -0.0012470594787427169 -0.00027838147742108294 -0.0028369557938945234 0.00066872518639277795 0.00048829456184633726 -0.0015565937508506813 leaf_count=88562 5114 43811 121688 97932 26159 10309 321486 130305 15862 internal_value=0 0.00688875 -0.00473455 -0.0222133 -0.000250395 -0.029957 0.0187139 0.0040487 -0.00806778 internal_count=861228 658872 332272 202356 288461 36468 326600 251993 104424 shrinkage=0.0334364 Tree=87 num_leaves=10 num_cat=0 split_feature=14 0 16 0 20 30 26 28 21 split_gain=123.409 92.0592 45.4422 32.1435 31.0555 29.16 42.6021 34.0021 27.6384 threshold=18.535148448259701 29.500000000000004 186.29316701410241 40.500000000000007 0.55490175717928314 1.0000000180025095e-35 1.7410427805635298 696.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 7 -7 -4 -6 right_child=1 2 5 -5 8 6 -8 -9 -10 leaf_value=-0.00063855811485901857 -0.0016382272156844643 -0.0011535927529011316 -0.00029807127256857341 -0.0018753834104682978 0.0015625744323758122 -0.00038664763056825478 -0.0032546274976907579 0.00045001524541597217 0.00051194918098018845 leaf_count=112014 7049 48102 136525 29726 30655 32498 7046 135189 322424 internal_value=0 0.00542763 -0.00589599 -0.0268554 0.0167271 -0.00147535 -0.026847 0.00221713 0.0180392 internal_count=861228 719488 359360 141740 360128 311258 39544 271714 353079 shrinkage=0.0334364 Tree=88 num_leaves=10 num_cat=0 split_feature=16 30 8 9 12 25 7 21 2 split_gain=118.183 67.8142 49.2515 43.2972 49.04 40.9537 33.1719 33.0879 30.89 threshold=199.21940054136135 1.0000000180025095e-35 721.50000000000011 0.95575849875781838 197.64823227814085 251.75000000000003 -2.7263108491897579 3.5000000000000004 57.101724137931043 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 -5 6 -2 -8 -3 right_child=1 8 -4 4 -6 -7 7 -9 -10 leaf_value=-0.0014563920402863035 0.0010369480604563745 -0.00095461261632056628 0.00064599210646865515 -0.00045749397627345688 0.0052332258103688477 5.8737557621433258e-05 -0.0017125269249267832 -0.013495218402495615 0.00054498023694251729 leaf_count=61518 625 71714 297993 131953 1715 275070 455 643 19542 internal_value=0 0.00637809 0.0103987 -0.0216028 -0.0114988 0.000793996 -0.152897 -0.257581 -0.0189459 internal_count=861228 666042 574786 195186 133668 276793 1723 1098 91256 shrinkage=0.0334364 Tree=89 num_leaves=10 num_cat=0 split_feature=13 0 20 9 1 11 32 1 29 split_gain=113.342 83.046 39.1551 36.8793 42.5161 35.2493 37.674 28.5296 26.9762 threshold=26.562700006481137 35.000000000000007 0.49941174435101571 0.95604767105781319 3645.0000000000005 0.83620871143375697 1.5000000000000002 705.50000000000011 1.6758154465999189 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 8 -1 -7 -5 -3 right_child=1 3 -4 7 -6 6 -8 -9 -10 leaf_value=-0.001331707910416269 -0.0018950667659770211 -0.0010387056446543878 0.00048353793382538006 -0.00046420107717589905 0.00069488227730924433 0.00023827080726300734 -0.0019546071840195571 0.00032350878800271545 -0.0029769380555748318 leaf_count=81131 7874 44941 445311 103056 13750 41742 11085 102564 9774 internal_value=0 0.00491511 0.0132254 -0.00882552 -0.0289279 -0.0267385 -0.00663569 -0.00213206 -0.0414201 internal_count=861228 727270 453185 274085 68465 133958 52827 205620 54715 shrinkage=0.0334364 Tree=90 num_leaves=10 num_cat=0 split_feature=16 16 17 20 1 10 13 17 17 split_gain=107.314 54.8599 46.8249 52.1045 41.2908 38.1557 37.2097 35.5601 31.2366 threshold=223.31308683513134 164.32049132085817 43.94291876687776 0.26621157326022932 2616.5000000000005 0.92970116975991612 30.544390258203958 80.488250305677113 91.422969630030067 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 6 -4 -8 -6 right_child=-2 2 5 -5 8 -7 7 -9 -10 leaf_value=-0.0015116232404229187 0.00042448266687392897 -0.0017336794110644396 -0.00062822205119548839 0.0025338873793458263 -0.00073688004533239038 -0.0016990199288443391 -2.2346764052620813e-05 0.0023273637922209068 0.0056386849902982199 leaf_count=55116 371038 4222 143275 13195 1828 19896 243617 7420 1621 internal_value=0 -0.00984695 -0.00595012 0.0448433 -0.0385666 -0.00808593 -0.00593001 0.00140878 0.0675784 internal_count=861228 490190 431625 17417 58565 414208 394312 251037 3449 shrinkage=0.0334364 Tree=91 num_leaves=10 num_cat=0 split_feature=23 0 7 25 21 9 29 17 32 split_gain=102.61 74.7763 45.4946 57.0418 44.4787 36.1229 33.6867 33.2595 29.6014 threshold=0.80333180867411191 48.000000000000007 -1.0000000180025095e-35 251.75000000000003 3.5000000000000004 0.96083982874813834 1.5408854518438473 72.663438535497377 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 7 4 -4 -1 -3 -2 -7 right_child=1 6 3 -5 -6 8 -8 -9 -10 leaf_value=-0.0012506046867961733 0.00059591216107538749 -0.00039033833623668108 -0.0015785121961372115 0.0001108254229180314 -0.012374064617821397 -0.00012110926545006562 -0.0021290889928659313 0.0024140411306713479 -0.0016443396844141635 leaf_count=73787 243759 83751 1067 305629 711 109702 14634 11793 16395 internal_value=0 0.00602672 0.0104719 0.00227553 -0.17632 -0.0198287 -0.0194089 0.0203315 -0.00954522 internal_count=861228 661344 562959 307407 1778 199884 98385 255552 126097 shrinkage=0.0334364 Tree=92 num_leaves=10 num_cat=0 split_feature=16 9 17 13 7 8 0 16 17 split_gain=98.2149 60.4345 56.6896 38.2139 32.0757 34.4941 31.6406 30.5604 28.0432 threshold=223.31308683513134 0.9554481391535381 69.294924210297708 30.758841521707122 -18.434947013854977 1503.5000000000002 43.000000000000007 175.80544058744997 51.856302863757065 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 6 -4 -6 -3 -1 -2 right_child=8 2 4 -5 5 -7 -8 -9 -10 leaf_value=-0.0018116739676706801 0.00045207496167935779 -0.00025862829050300263 0.0027984067226912153 0.00014373177909292971 -0.0022950822838798202 0.0056847808200175915 -0.0013009133370115928 -0.00063120927918690263 -0.0015851023816279978 leaf_count=32984 363308 112127 11384 188445 3094 753 45888 95530 7715 internal_value=0 -0.00931192 -0.00269342 -0.00531837 0.0570163 -0.021926 -0.0167874 -0.0279391 0.0122535 internal_count=861228 490205 361691 346460 15231 3847 158015 128514 371023 shrinkage=0.0334364 Tree=93 num_leaves=10 num_cat=0 split_feature=13 0 9 1 11 32 20 16 1 split_gain=94.1483 74.7569 36.4071 38.4543 31.5979 32.5037 31.3498 29.2184 29.038 threshold=26.562700006481137 29.500000000000004 0.95604767105781319 3645.0000000000005 0.84052582205984017 1.5000000000000002 0.52205006671059151 179.0738321057411 705.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 6 3 7 -1 -6 -2 -3 -4 right_child=1 2 8 -5 5 -7 -8 -9 -10 leaf_value=-0.0012141736904931874 -0.0017263607109883688 -0.0024133140369282623 -0.00034193221149015582 0.00063739469143789045 0.00029181193133462482 -0.0017826242190467597 0.00052124347102831651 -0.00076879174905420517 0.00035954334053752926 leaf_count=84085 7073 15143 135354 17551 39347 10752 363522 59687 128714 internal_value=0 0.0043614 -0.00597803 -0.0230648 -0.0244679 -0.00458761 0.0143062 -0.0329457 -4.11238e-07 internal_count=861228 727044 356449 92381 134184 50099 370595 74830 264068 shrinkage=0.0334364 Tree=94 num_leaves=10 num_cat=0 split_feature=16 30 7 25 11 21 11 17 1 split_gain=90.1004 56.3744 47.6018 62.7277 41.5823 34.7181 34.0018 30.068 27.7408 threshold=189.4566781357523 1.0000000180025095e-35 -1.0000000180025095e-35 251.75000000000003 0.82517846357596636 3.5000000000000004 0.86933565621370501 100.27087093184062 2616.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 -2 5 7 -4 -5 -1 -9 right_child=1 -3 3 6 -6 -7 -8 8 -10 leaf_value=-0.0012164806340152906 0.00063178029102838257 -0.00057864002729874676 -0.0014279325438027774 -0.0002187788451548464 0.00028414619487134387 -0.012245442511355531 0.00042914550889687031 -0.00033423201104791194 0.0045978559660624944 leaf_count=102519 249411 100608 621 210126 32256 712 159123 3975 1877 internal_value=0 0.0046512 0.0082142 0.00102577 -0.0230208 -0.215511 0.00180748 -0.0324022 0.0373159 internal_count=861228 720601 619993 370582 140627 1333 369249 108371 5852 shrinkage=0.0334364 Tree=95 num_leaves=10 num_cat=0 split_feature=14 0 21 14 16 20 29 0 5 split_gain=87.9044 66.4659 36.1041 36.2649 37.7196 34.5194 33.6675 30.9943 27.2379 threshold=19.766060170658175 48.000000000000007 1.5000000000000002 33.919169957935537 103.83139191708898 0.55490175717928314 1.508196332185014 40.500000000000007 287.69853210449224 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 2 3 -2 -5 -4 -3 -1 -7 right_child=1 6 5 4 -6 8 -8 -9 -10 leaf_value=-0.00041005959219329581 -4.4817901091842521e-05 -0.00033414297008232014 -0.0019284733023254164 0.0094631115025931405 0.0016280990655728781 0.0002786633099141916 -0.0019985976986631312 -0.0014464357652677908 -0.01191175687314538 leaf_count=147429 18516 92353 8086 701 34284 502425 15930 41299 205 internal_value=0 0.00537653 0.00973175 0.034447 0.0533876 0.00714267 -0.0173167 -0.0190465 0.00818543 internal_count=861228 672500 564217 53501 34985 510716 108283 188728 502630 shrinkage=0.0334364 Tree=96 num_leaves=10 num_cat=0 split_feature=16 9 11 17 17 11 5 16 11 split_gain=81.0055 53.2638 69.3748 30.4365 28.1231 54.2021 27.7654 26.4562 25.6563 threshold=223.66689782709201 0.95513031992671937 0.68325058089763979 66.70877015835336 51.856302863757065 0.77724636234584343 29.00000095367432 175.80544058744997 0.84134976865240041 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 -2 -6 8 -1 -4 right_child=4 2 6 -5 5 -7 -8 -9 -10 leaf_value=-0.0016900660181943517 0.00041648785978922739 0.00077260356540694757 -0.00083070804597039978 0.0031483364215651208 0.00031069120977947893 -0.0059045205729834739 0.00010801097378243162 -0.00058777496915182509 -1.4525503590544147e-05 leaf_count=32623 357191 18895 105128 8854 4853 2318 162526 95911 72929 internal_value=0 -0.00841914 -0.00230289 0.0457776 0.0112113 -0.0507935 -0.00622025 -0.0259461 -0.0148465 internal_count=861228 496866 368332 27749 364362 7171 340583 128534 178057 shrinkage=0.0334364 Tree=97 num_leaves=10 num_cat=0 split_feature=29 0 28 28 15 11 32 27 12 split_gain=77.9454 63.6005 37.1762 33.3928 31.5656 29.9753 34.0547 26.837 26.4476 threshold=0.5948058626037801 33.000000000000007 720.25000000000011 658.25000000000011 0.39044501429388728 0.82973665973665989 1.5000000000000002 31.500000000000004 49.81675682618971 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 3 4 7 -3 -1 -7 8 -2 right_child=1 2 -4 -5 -6 6 -8 -9 -10 leaf_value=-0.0011516345887975005 -0.0075241546547998644 -0.0033011863637884002 0.0001858669829696717 0.00070751114752164884 -0.00048737379991993187 0.00039259165788249064 -0.001569550324804853 -0.001096190203286019 0.00024529875424265685 leaf_count=80211 491 4581 131424 204087 164950 38048 13362 18700 205374 internal_value=0 0.00407826 -0.00706436 0.0119015 -0.0168501 -0.0223609 -0.00351083 0.00348729 0.00678207 internal_count=861228 729607 300955 428652 169531 131621 51410 224565 205865 shrinkage=0.0334364 Tree=98 num_leaves=10 num_cat=0 split_feature=26 0 28 29 16 32 14 29 0 split_gain=76.3838 53.5751 42.1716 34.3731 31.4623 29.1487 25.5592 25.5082 25.4162 threshold=0.79885740033417629 49.500000000000007 660.25000000000011 1.4142318302720969 147.02348065111886 1.5000000000000002 50.045477088348669 0.088842216566978174 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -3 -1 8 -5 -4 -6 right_child=1 3 7 6 5 -7 -8 -9 -10 leaf_value=-0.001915806765558593 7.8726857344784865e-06 -0.00029270235484869106 -0.0075311835979835094 -0.0028042000396805837 7.816566753318912e-05 -0.0011910073634081905 0.00051662350235568474 0.00059996084473400027 -0.00079699736514035082 leaf_count=16900 280008 58227 432 11867 110609 43103 3315 280943 55824 internal_value=0 0.00560173 0.00892382 -0.0198034 -0.0157913 -0.0124436 -0.0621806 0.01757 -0.00644137 internal_count=861228 634792 561383 73409 226436 209536 15182 281375 166433 shrinkage=0.0334364 Tree=99 num_leaves=10 num_cat=0 split_feature=14 0 16 21 25 17 7 17 27 split_gain=73.8685 60.0208 27.0863 23.4144 27.7425 29.3363 27.6806 25.5885 24.7799 threshold=18.535148448259701 29.500000000000004 185.47622492031323 1.5000000000000002 1157.2500000000002 47.642586440789422 -16.699242591857907 69.294924210297708 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 -2 6 -6 7 -5 -7 right_child=1 2 -4 4 5 8 -8 -9 -10 leaf_value=-0.00069726055544401208 0.0013043916905651669 -0.00091936225993075038 -5.5556507238142224e-05 0.00081763313319577408 8.2373315742496363e-05 -0.0011519915074720548 0.00025795286706787864 0.0031222924723124722 -0.0051062069153713302 leaf_count=141664 32140 46635 312796 78839 25024 7738 208313 5781 2298 internal_value=0 0.0041285 -0.00501347 0.0132526 0.0107286 -0.0158553 0.0139103 0.0291622 -0.061532 internal_count=861228 719564 359431 360133 327993 35060 292933 84620 10036 shrinkage=0.0334364 Tree=100 num_leaves=10 num_cat=0 split_feature=13 0 20 17 17 29 4 11 32 split_gain=67.0718 56.3205 35.3532 34.6407 34.7102 30.5972 28.2043 26.0317 27.266 threshold=26.262460446598521 48.000000000000007 0.52205006671059151 33.978663770260006 80.488250305677113 1.5408854518438473 47.254785537719734 0.83620871143375697 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 2 -2 -4 -5 -3 -7 -1 -9 right_child=1 5 3 4 -6 6 -8 8 -10 leaf_value=-0.0010919979247320645 -0.0014763012537080174 -0.00034457176527865962 0.0014826718198214493 0.00019686200381313157 0.0020342079761189492 -0.0028819943351857291 0.00031629986035177363 0.00030131602453687946 -0.0015846468283768791 leaf_count=77169 12979 98959 25946 569373 11732 10725 4326 39038 10981 internal_value=0 0.00373303 0.00748914 0.00859326 0.00699705 -0.0166942 -0.0587004 -0.021141 -0.00337123 internal_count=861228 734040 620030 607051 581105 114010 15051 127188 50019 shrinkage=0.0334364 Tree=101 num_leaves=10 num_cat=0 split_feature=23 0 25 9 25 21 15 21 7 split_gain=65.8555 52.5722 31.6892 27.3034 25.522 34.8118 24.6943 24.3394 22.4341 threshold=0.80333180867411191 29.500000000000004 730.25000000000011 0.96083982874813834 251.75000000000003 3.5000000000000004 0.39044501429388728 9.5000000000000018 -18.51995754241943 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 4 6 -1 5 -2 -3 -4 -6 right_child=1 2 7 -5 8 -7 -8 -9 -10 leaf_value=-0.0010461549378617205 -0.00011563740014543461 -0.0027623618653031309 0.00013931512042828227 -0.00023684136461937929 0.00088672402942880908 -0.0093343947382582525 -0.0003743820798684108 0.0023638916184772008 0.00029121025659783843 leaf_count=73904 1328 4977 132343 126161 100690 699 177749 5737 237640 internal_value=0 0.00468242 -0.00450238 -0.0160245 0.0133396 -0.0985355 -0.0131421 0.00693084 0.0140099 internal_count=861228 661163 320806 200065 340357 2027 182726 138080 338330 shrinkage=0.0334364 Tree=102 num_leaves=10 num_cat=0 split_feature=16 30 7 25 21 9 12 29 2 split_gain=64.1337 46.3094 39.5771 54.454 32.4568 30.019 41.8131 24.9498 23.5863 threshold=189.4566781357523 1.0000000180025095e-35 -1.0000000180025095e-35 251.75000000000003 3.5000000000000004 0.95575849875781838 197.64823227814085 0.12627490996993221 73.866071428571445 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 -1 -7 -5 -3 right_child=1 8 3 7 -6 6 -8 -9 -10 leaf_value=-0.0013397936538805115 0.00055530927065800017 -0.00076670201608327769 -0.0010900051303559275 -0.0061661129808369625 -0.01158936565895953 -0.00039782877383586049 0.0053192300939885698 4.701395669561746e-05 0.00063478384938452461 leaf_count=47797 249406 84531 610 724 715 91274 1453 368758 15960 internal_value=0 0.00364099 0.00686762 0.000316266 -0.202046 -0.0197123 -0.00921882 0.00104196 -0.0162732 internal_count=861228 720704 620213 370807 1325 140524 92727 369482 100491 shrinkage=0.0334364 Tree=103 num_leaves=10 num_cat=0 split_feature=0 13 9 20 21 28 21 17 14 split_gain=59.7926 45.9064 35.5032 34.6434 33.1818 22.8722 23.431 21.9147 21.776 threshold=29.500000000000004 30.222923675557634 0.93448994211022585 0.88440083286717641 1.5000000000000002 684.25000000000011 9.5000000000000018 30.308478404128604 33.106501354883186 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 4 -1 8 -4 -7 -5 -3 right_child=1 2 5 7 -6 6 -8 -9 -10 leaf_value=-0.00028372483350957355 -0.00089506138085464085 -0.0023758239494123777 -0.00029782243326466958 0.0021076450587978997 -0.0015454588898472458 0.0002262411392131165 0.0019742969301078856 0.000383350412297282 0.0010137164360575616 leaf_count=99021 104704 2590 112479 8446 31709 142863 9120 338643 11653 internal_value=0 -0.00866233 -0.00255486 0.00801306 -0.0282111 0.00190308 0.00990346 0.0127199 0.0118837 internal_count=861228 415118 310414 446110 45952 264462 151983 347089 14243 shrinkage=0.0334364 Tree=104 num_leaves=10 num_cat=0 split_feature=16 9 11 32 11 7 16 12 29 split_gain=58.4245 46.9098 61.255 28.372 31.4944 31.5696 24.2809 22.6644 21.163 threshold=229.77434881952061 0.9484298287351709 0.68325058089763979 1.5000000000000002 0.86668193617346179 -4.7636413574218741 187.94113395226228 197.64823227814085 0.15464146215642907 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 7 4 5 -4 -6 8 -3 right_child=-2 2 3 -5 6 -7 -8 -9 -10 leaf_value=-0.00075351853160735168 0.00044666937916863157 -0.0069905762937170109 0.00022288418620812394 -0.0013085416487230695 0.0020887283154963658 -0.00048253403926084529 0.00025564496749167268 0.0040639951847539265 0.0010425663155430697 leaf_count=123699 236468 370 105675 22130 8751 215708 105151 2830 40446 internal_value=0 -0.00509622 -0.000790822 -0.00420623 -0.00243043 -0.00749432 0.0118577 0.035003 0.0290027 internal_count=861228 624760 501061 457415 435285 321383 113902 43646 40816 shrinkage=0.0334364 Tree=105 num_leaves=10 num_cat=0 split_feature=0 1 29 26 30 25 18 16 30 split_gain=56.3734 43.2277 35.0531 31.5948 35.8647 25.8292 32.1959 25.3231 23.1467 threshold=29.500000000000004 575.50000000000011 0.1808059040590406 1.3872306025215433 1.0000000180025095e-35 251.75000000000003 2.5000000000000004 173.53656512978549 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 7 -5 6 -4 -3 -6 right_child=1 3 5 4 8 -7 -8 -9 -10 leaf_value=-0.0014888264008214012 -0.00075297365785770526 -0.001239001380208051 -0.00070177043630936082 -0.00029177949341708615 -0.0035637985119456195 0.00033305428162351216 -0.0094667988295330484 0.00023599906194600944 -0.00058694143693892125 leaf_count=12398 140977 13885 1621 40874 7234 431516 659 207167 4897 internal_value=0 -0.0082902 0.0079015 -0.000970513 -0.0228974 0.00939993 -0.0967559 0.00428722 -0.0706448 internal_count=861228 415034 446194 274057 53005 433796 2280 221052 12131 shrinkage=0.0334364 Tree=106 num_leaves=10 num_cat=0 split_feature=16 30 8 11 22 17 8 22 26 split_gain=55.1913 40.3415 37.0874 35.3614 23.8385 23.1743 25.187 22.8581 22.666 threshold=179.0738321057411 1.0000000180025095e-35 691.50000000000011 0.83456336238199003 3078.5000000000005 110.74178748514825 2669.5000000000005 242.25000000000003 1.4099131055185736 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 4 5 7 -1 -7 -2 -3 right_child=1 8 -4 -5 -6 6 -8 -9 -10 leaf_value=-0.0011402102970213906 -0.0024830362225729233 -0.00026835211730525445 0.00043195931850038719 0.00060438490837763474 -0.010291501300961408 -0.00086773371645397274 0.0054829569439800762 -2.9657782900770151e-05 -0.0015032268142437994 leaf_count=79173 4306 86663 346251 17954 255 1580 1251 303235 20560 internal_value=0 0.0028716 0.00581905 -0.0221213 -0.00216775 -0.030922 0.0579785 -0.00191433 -0.0151075 internal_count=861228 761270 654047 99958 307796 82004 2831 307541 107223 shrinkage=0.0334364 Tree=107 num_leaves=10 num_cat=0 split_feature=2 16 30 22 26 14 30 32 13 split_gain=54.0492 41.1811 38.5622 29.7087 28.8317 25.8707 25.6868 24.3478 21.9967 threshold=24.902380952380955 162.84394552319313 1.0000000180025095e-35 611.25000000000011 1.4099131055185736 81.08476976731221 2.5000000000000004 1.5000000000000002 20.533015128306367 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 7 -2 -6 -4 -5 right_child=5 2 4 8 6 -7 -8 -9 -10 leaf_value=-0.0011526558657054212 0.00030426713345924408 -0.00029209694165486345 0.00023284212555208018 0.002410558859840671 -0.0037867290170412954 0.0018237310194851792 -0.00019954172457048352 -0.0011110747144812947 0.00020664912915579892 leaf_count=45507 276097 202370 25598 5169 6290 13123 3459 36650 246965 internal_value=0 -0.00561226 -0.00311774 0.000288453 -0.0246204 0.0111618 -0.0751867 -0.016701 0.00753165 internal_count=861228 572008 526501 454504 71997 289220 9749 62248 252134 shrinkage=0.0334364 Tree=108 num_leaves=10 num_cat=0 split_feature=0 29 17 16 7 25 21 11 17 split_gain=52.753 43.3178 32.9271 34.003 32.0335 41.2166 31.2419 29.8114 29.0157 threshold=46.500000000000007 0.15464146215642907 40.430388428541079 147.02348065111886 -16.699242591857907 251.75000000000003 3.5000000000000004 0.86933565621370501 69.294924210297708 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 8 6 -6 -7 -4 right_child=-2 2 4 -5 5 7 -8 -9 -10 leaf_value=-0.0016210859296343729 -0.00055503272488001583 -0.0013348673320291984 0.00030017166209005033 0.00084004485485642531 -0.0012347522803764534 -0.00028229670056531493 -0.010253788552513826 0.00033968123389894014 0.0018050108959574577 leaf_count=15593 157688 8691 157316 106737 966 271506 773 126198 15760 internal_value=0 0.00363701 0.00481836 0.0202261 0.00171194 -0.00321184 -0.156829 -0.00254013 0.0130756 internal_count=861228 703540 687947 115428 572519 399443 1739 397704 173076 shrinkage=0.0334364 Tree=109 num_leaves=10 num_cat=0 split_feature=0 23 17 17 16 29 5 9 7 split_gain=50.0826 43.1288 28.5744 24.2405 23.4691 23.4309 24.6341 23.1008 20.8516 threshold=46.500000000000007 0.83387359462015354 80.488250305677113 30.308478404128604 186.29316701410241 1.4142318302720969 31.752163887023929 0.96083982874813834 -57.457466125488274 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 -2 6 -6 -1 -4 right_child=4 2 8 -5 5 -7 -8 -9 -10 leaf_value=-0.00082146270033644521 -0.0012555342776503543 0.001835852881399062 -0.0011841200095359283 0.00020902493248735495 -0.00077232595608174722 -0.001348443439868447 0.00031543666068283596 -3.6227184643319091e-05 0.0029991754480833449 leaf_count=66432 38584 10452 1651 504764 37409 20069 61610 113360 6897 internal_value=0 0.00360259 0.00818984 0.00723845 -0.016116 -0.0091715 -0.00285664 -0.00976081 0.0655332 internal_count=861228 703556 523764 515216 157672 119088 99019 179792 8548 shrinkage=0.0334364 Tree=110 num_leaves=10 num_cat=0 split_feature=0 13 9 29 21 25 18 24 25 split_gain=48.5791 35.268 29.5149 29.4433 29.2802 21.7611 30.4692 21.5004 20.6671 threshold=29.500000000000004 30.222923675557634 0.93448994211022585 0.1808059040590406 1.5000000000000002 251.75000000000003 2.5000000000000004 1.5000000000000002 706.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 4 -1 -3 6 -5 -7 -4 right_child=1 2 8 5 -6 7 -8 -9 -10 leaf_value=-0.0013627653009532991 -0.00079205802959893788 0.00039383369399339835 -0.00026157373135579621 -0.00052003530660334587 -0.001428954326208057 0.0016490843408557686 -0.0090508450730764009 0.00026284246020595174 0.00033091788963325689 leaf_count=12441 104753 14281 123751 1634 31771 12894 656 418446 140601 internal_value=0 -0.00782258 -0.00246826 0.007208 -0.025831 0.00858413 -0.0886397 0.00910029 0.0016017 internal_count=861228 415157 310404 446071 46052 433630 2290 431340 264352 shrinkage=0.0334364 Tree=111 num_leaves=10 num_cat=0 split_feature=16 17 1 33 16 20 16 17 28 split_gain=45.6309 43.3692 31.7636 27.9646 25.7744 25.0919 45.3217 23.6005 21.122 threshold=161.48156565656569 41.756611641963914 5019.5000000000009 2.5000000000000004 189.4566781357523 0.36714355701909429 224.17738742535587 80.488250305677113 303.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 -1 4 -3 -2 -7 8 -6 right_child=1 3 -4 -5 7 6 -8 -9 -10 leaf_value=-0.001110028710487053 -0.0011642542346846543 -0.00058349935421885609 0.0036771589673225097 -0.0011777464805304591 -0.0033362848141304156 0.0028888256374413101 0.00053372641076499569 0.0023531917426320549 6.1414733402859797e-05 leaf_count=50114 8501 76731 1599 23699 2053 9874 122126 5014 561517 internal_value=0 0.00186793 -0.0287712 -0.00148636 -0.000247372 0.0178398 0.0212312 0.00207428 0.00146659 internal_count=861228 809515 51713 669014 645315 140501 132000 568584 563570 shrinkage=0.0334364 Tree=112 num_leaves=10 num_cat=0 split_feature=16 29 17 0 11 7 17 16 25 split_gain=44.6299 36.4012 35.9084 31.2888 27.327 22.0008 29.8742 29.6203 23.4824 threshold=173.53656512978549 0.1808059040590406 31.155825494780458 33.000000000000007 0.83535628308576804 -16.699242591857907 58.50975519394715 217.7387206159666 251.75000000000003 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 5 -1 -4 8 -8 -7 right_child=1 2 3 -5 -6 6 7 -9 -10 leaf_value=-0.0010151943446863366 -0.0015598830682145542 0.0019031305152746167 0.00061771460031101227 -0.00018361518170147788 0.00059795018956785705 -0.0043187524324671588 -0.0010773763214390864 -0.0069143460311207596 0.00017941708062766586 leaf_count=68498 14873 12289 133195 300084 14169 1303 7671 1113 308033 internal_value=0 0.00234489 0.00329912 0.00242219 -0.0220928 0.00768407 0.00316626 -0.0543409 0.00479925 internal_count=861228 778561 763688 751399 82667 451315 318120 8784 309336 shrinkage=0.0334364 Tree=113 num_leaves=10 num_cat=0 split_feature=0 20 29 17 17 16 26 13 32 split_gain=41.1958 37.3238 30.8658 32.1523 26.507 23.4852 21.6682 22.5298 20.8625 threshold=48.000000000000007 0.82328329622680041 0.12627490996993221 80.488250305677113 31.155825494780458 151.0451332734352 1.944207731794984 30.758841521707122 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 -3 4 -4 -6 7 -2 -1 right_child=6 2 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00011323542724896625 -0.0012329610548662395 -0.0038463388123185617 0.0016608099929021599 0.0020902701283817952 -0.0015555109132136648 0.00018355699401933768 -0.0024695768757063566 -0.00018781523762317694 -0.0010118558051704603 leaf_count=85272 30875 2091 13409 10137 8816 569600 6259 91090 43679 internal_value=0 0.00295418 0.00625115 0.00667245 0.00571597 0.004697 -0.0164747 -0.0135299 -0.01249 internal_count=861228 733004 604053 601962 591825 578416 128224 121965 128951 shrinkage=0.0334364 Tree=114 num_leaves=10 num_cat=0 split_feature=16 17 1 33 7 25 21 11 21 split_gain=40.4065 35.7267 28.2906 25.1943 27.5064 37.127 30.0052 29.2855 27.4619 threshold=164.32049132085817 41.756611641963914 5019.5000000000009 2.5000000000000004 -18.434947013854977 251.75000000000003 3.5000000000000004 0.86933565621370501 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 8 6 -6 -7 -3 right_child=1 3 -4 -5 5 7 -8 -9 -10 leaf_value=-0.0009724959063669177 0.00055294052498969313 0.00025344461383937947 0.003412390046570726 -0.0011097057396726822 -0.00095926137176172144 -0.00029331866017681175 -0.009814293227837962 0.00029193297760265346 0.002117622254924934 leaf_count=56869 138339 173776 1694 23638 929 319483 793 136399 9308 internal_value=0 0.00191706 -0.0252915 -0.0011274 5.54829e-05 -0.00408903 -0.150647 -0.00353544 0.0104144 internal_count=861228 802665 58563 664326 640688 457604 1722 455882 183084 shrinkage=0.0334364 Tree=115 num_leaves=10 num_cat=0 split_feature=2 30 16 26 17 14 30 19 11 split_gain=38.6399 28.0725 27.7671 26.8006 25.8409 22.5613 20.2091 19.1696 17.1847 threshold=19.763305322128854 1.0000000180025095e-35 151.0451332734352 1.4099131055185736 38.014142756799451 81.08476976731221 2.5000000000000004 522.25000000000011 0.84389692086966128 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -4 -2 -5 8 -6 right_child=5 3 4 6 7 -7 -8 -9 -10 leaf_value=-0.0013091888258893424 0.00021705941115805614 -0.00055101428660780298 0.0010486932342880209 -0.0036016876602432048 -0.00073521281968382576 0.001633190058885597 -0.00029383135252052632 6.8686931912201663e-05 6.919908424676481e-05 leaf_count=19790 339814 62258 23542 6102 78563 13061 3121 267248 47729 internal_value=0 -0.0055609 -0.00255499 -0.0239322 -0.000818382 0.00805932 -0.0742403 -0.00274356 -0.0128963 internal_count=861228 508353 436872 71481 417082 352875 9223 393540 126292 shrinkage=0.0334364 Tree=116 num_leaves=10 num_cat=0 split_feature=0 20 29 17 17 16 9 11 26 split_gain=38.4083 35.0468 28.3308 28.7938 27.1804 22.7209 21.0644 20.9883 20.7549 threshold=48.000000000000007 0.82328329622680041 0.12627490996993221 72.663438535497377 33.978663770260006 151.0451332734352 0.96267596189835702 0.70002649708532072 1.944207731794984 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 7 4 -4 -6 -5 -3 -2 right_child=8 2 3 6 5 -7 -8 -9 -10 leaf_value=-0.00041004611298875584 -0.00044033254304396243 -0.0091281190254975803 0.0012313263520732081 0.00045879025235753709 -0.0017725658361408608 0.00014952783298463035 0.0030174834030098764 -0.0016243251973486225 -0.00241543566191323 leaf_count=128851 121996 575 26010 7491 6962 554656 6920 1514 6253 internal_value=0 0.00270921 0.00590264 0.00630603 0.00522301 0.0037594 0.0504673 -0.110351 -0.0160493 internal_count=861228 732979 604128 602039 587628 561618 14411 2089 128249 shrinkage=0.0334364 Tree=117 num_leaves=10 num_cat=0 split_feature=2 9 22 21 32 0 17 5 25 split_gain=36.6351 28.1787 22.0076 20.4318 20.3443 20.1653 19.2196 18.9841 18.6989 threshold=24.902380952380955 0.952278807424498 611.25000000000011 1.5000000000000002 1.5000000000000002 22.000000000000004 69.294924210297708 17.994492530822757 1157.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 -3 6 7 -1 -2 -4 -5 right_child=3 2 4 8 -6 -7 -8 -9 -10 leaf_value=-3.1622622030498314e-05 0.00083740764037329462 -0.00028530150369307364 0.0021852748007276288 0.00033060152789629371 -0.0010287043093126674 -0.0009540846252061514 0.0041178077999332926 0.00020890192482119995 -0.00042213934819806671 leaf_count=41349 37526 213370 5569 204344 14640 73746 2109 223551 45024 internal_value=0 -0.00463763 -0.00111647 0.00917489 0.00537513 -0.0186228 0.0302652 0.00768443 0.00582276 internal_count=861228 572225 457130 289003 243760 115095 39635 229120 249368 shrinkage=0.0334364 Tree=118 num_leaves=10 num_cat=0 split_feature=0 26 17 13 25 18 20 28 22 split_gain=35.7474 28.8612 28.3096 22.1692 22.1337 27.1371 20.9645 20.8648 18.8836 threshold=46.500000000000007 0.89041594971717453 80.488250305677113 182.84627910161655 880.75000000000011 2.5000000000000004 0.7444592660981505 684.25000000000011 628.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 7 4 8 -6 -4 -3 -1 right_child=-2 2 6 -5 5 -7 -8 -9 -10 leaf_value=-0.00028668324791495374 -0.00045531411283571512 2.061788512954981e-05 -0.0061039395560960295 0.0059202098615900294 -0.0006178705281751016 -0.003727623029087392 0.0026239936480103488 0.00047688325909799002 0.00041718494376945204 leaf_count=121991 157787 253650 321 661 49842 3348 7416 200723 65489 internal_value=0 0.00303721 0.00766611 -0.00582638 -0.00632867 -0.0243331 0.0676472 0.00664476 -0.00122064 internal_count=861228 703441 462110 241331 240670 53190 7737 454373 187480 shrinkage=0.0334364 Tree=119 num_leaves=10 num_cat=0 split_feature=0 13 9 21 29 13 25 21 27 split_gain=34.7108 26.7648 24.5395 25.5563 20.607 18.2344 17.8816 24.432 18.0396 threshold=29.500000000000004 30.222923675557634 0.93910373986492857 1.5000000000000002 0.1808059040590406 76.33613302741928 251.75000000000003 3.5000000000000004 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 -1 -4 7 -6 -8 right_child=1 2 5 -5 6 -7 8 -9 -10 leaf_value=-0.001137524280462482 -0.00068220280192968837 0.00042465511628819714 -1.0900955673582864e-05 -0.0012108358992036865 1.2068921825190493e-05 0.0010556823158744267 0.00047946142003660672 -0.0070992015350581673 4.7021187131667844e-05 leaf_count=12421 104561 15125 239572 36361 1414 19369 211910 874 219621 internal_value=0 -0.00656544 -0.00190454 -0.0218438 0.00613998 0.00206004 0.00728985 -0.0808815 0.00775734 internal_count=861228 414988 310427 51486 446240 258941 433819 2288 431531 shrinkage=0.0334364 Tree=120 num_leaves=10 num_cat=0 split_feature=16 29 17 11 7 25 21 11 17 split_gain=33.1911 27.2653 27.4924 26.0888 23.6484 29.884 29.7333 24.9368 23.8607 threshold=173.53656512978549 0.1808059040590406 36.610978398708959 0.83456336238199003 -16.699242591857907 251.75000000000003 3.5000000000000004 0.86843572141054992 72.663438535497377 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 8 6 -6 -7 -4 right_child=1 2 4 -5 5 7 -8 -9 -10 leaf_value=-0.00091079026766345181 -0.001353837895406225 0.0009180851104963456 0.0002629981451441497 0.00065587021337366479 -0.00026965602105603545 -0.00022670687853251973 -0.0091039921733359515 0.00026696136959666016 0.0018727862928117468 leaf_count=68313 14827 42712 194916 14386 891 341474 816 172025 10868 internal_value=0 0.00198209 0.00280667 -0.0190888 0.00134633 -0.0022732 -0.134367 -0.00183409 0.0104083 internal_count=861228 778529 763702 82699 720990 515206 1707 513499 205784 shrinkage=0.0334364 Tree=121 num_leaves=10 num_cat=0 split_feature=0 20 29 7 25 21 17 26 9 split_gain=31.6732 29.185 25.4336 25.3755 26.3538 23.2303 21.7709 19.5657 18.8827 threshold=48.000000000000007 0.82328329622680041 0.12627490996993221 -1.0000000180025095e-35 251.75000000000003 3.5000000000000004 69.294924210297708 1.944207731794984 0.95513031992671937 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 6 5 -5 -4 -2 -8 right_child=7 2 3 4 -6 -7 8 -9 -10 leaf_value=-0.00037530773013360675 -0.00039446666891125614 -0.0034995747928051658 0.00036127237855485813 -0.0010889487320238063 1.7685673389934326e-05 -0.0090855648623878772 0.00013549281647960959 -0.0023112901491314031 0.0026332506920677449 leaf_count=128831 121967 2094 255411 1069 330508 655 5416 6259 9018 internal_value=0 0.00244009 0.00535388 0.00573652 -0.000114314 -0.123431 0.01294 -0.0145958 0.050724 internal_count=861228 733002 604171 602077 332232 1724 269845 128226 14434 shrinkage=0.0334364 Tree=122 num_leaves=10 num_cat=0 split_feature=0 14 17 27 16 26 30 16 8 split_gain=30.9745 26.0943 20.1373 19.6238 18.9151 18.7044 23.7135 20.5837 18.6169 threshold=29.500000000000004 21.57409078122792 51.856302863757065 31.500000000000004 147.02348065111886 1.4218168866210126 1.0000000180025095e-35 103.83139191708898 7984.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 -1 8 7 -7 -3 right_child=1 5 -4 -5 -6 6 -8 -9 -10 leaf_value=-0.0013774418610861133 -0.0006206217965060224 2.5606441438428155e-05 -0.00023901591527163848 -0.00058455257976519181 0.00041614709094907473 0.0090554000582280646 -0.0019847334901336826 -0.00029751241511547497 0.0016571572474912547 leaf_count=6712 121733 237572 95227 25471 318786 265 11270 36107 8085 internal_value=0 -0.00625337 0.00574874 0.00924806 0.0113398 -0.00114502 -0.0192787 -0.00685985 0.00237177 internal_count=861228 415032 446196 350969 325498 293299 47642 36372 245657 shrinkage=0.0334364 Tree=123 num_leaves=10 num_cat=0 split_feature=16 17 1 16 32 29 7 28 21 split_gain=30.4932 29.4777 25.2381 22.7364 29.6783 19.8766 21.349 27.1989 23.557 threshold=161.48156565656569 40.430388428541079 5019.5000000000009 190.92520119886777 1.5000000000000002 0.49456943040107854 -18.434947013854977 303.25000000000006 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 -2 -3 8 -8 -7 right_child=1 5 -4 -5 -6 6 7 -9 -10 leaf_value=-0.00091979534066196928 0.0033550751017908951 -0.00059714320729143712 0.0033485433629003324 0.00041384867550951922 -0.00090843580613717825 0.00024190845954175571 -0.004298402680527235 -8.2096439423268275e-05 0.0019656563044398918 leaf_count=50240 6527 63179 1598 100355 2534 173097 1717 452639 9342 internal_value=0 0.00144469 -0.0235736 0.0167087 0.0646822 -0.000941289 0.000737191 -0.00293183 0.00987471 internal_count=861228 809390 51838 109416 9061 699974 636795 454356 182439 shrinkage=0.0334364 Tree=124 num_leaves=10 num_cat=0 split_feature=0 13 26 29 24 25 0 18 16 split_gain=28.6246 23.1511 22.7958 21.3284 19.5979 19.2006 18.4372 17.483 14.9808 threshold=35.000000000000007 30.434110171842182 1.4218168866210126 0.1808059040590406 1.5000000000000002 251.75000000000003 52.500000000000007 2.5000000000000004 103.83139191708898 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 -5 7 8 -6 -4 right_child=1 2 6 4 5 -7 -8 -9 -10 leaf_value=-0.0010877268011918481 -0.00074314651773009694 5.8198480524239852e-05 0.0082455428821605302 0.001317291607993831 -0.00076978878224517628 0.00016057525598083436 -0.0024996262173639081 -0.0072394741242102273 -0.00057025555869906941 leaf_count=15161 79892 198730 217 16533 1296 511203 6236 730 31230 internal_value=0 -0.00750873 -0.00253538 0.00445064 0.005509 0.00441735 -0.0250856 -0.0927408 -0.0152355 internal_count=861228 316305 236413 544923 529762 513229 37683 2026 31447 shrinkage=0.0334364 Tree=125 num_leaves=10 num_cat=0 split_feature=16 17 16 32 8 30 29 29 7 split_gain=28.8242 27.8641 22.0546 26.4181 20.1301 18.3439 25.1769 21.6466 20.4963 threshold=161.48156565656569 41.756611641963914 191.61281710909034 1.5000000000000002 6097.5000000000009 1.0000000180025095e-35 1.9986821877591814 0.12627490996993221 -16.699242591857907 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 7 -7 -3 -9 right_child=1 5 -4 -5 -6 6 -8 8 -10 leaf_value=-0.00087804501941525883 0.0028786600977138278 -0.0038482138755488371 0.00035445414837957472 -0.00088815695184787599 0.0031193790235063018 -0.000303699343186466 -0.0022144807792009022 0.00036635495461059743 -8.2632582955603987e-05 leaf_count=50265 8155 1606 129549 2795 1449 83653 8492 155944 419320 internal_value=0 0.00144095 0.0142434 0.0573379 -0.0229103 -0.00124766 -0.0143495 0.000845123 0.00116879 internal_count=861228 809514 140499 10950 51714 669015 92145 576870 575264 shrinkage=0.0334364 Tree=126 num_leaves=10 num_cat=0 split_feature=2 9 21 16 16 32 25 21 25 split_gain=26.9308 27.7158 20.7157 20.0703 19.5046 19.2685 21.8317 28.6272 17.3425 threshold=42.715633423180599 0.95604767105781319 1.5000000000000002 103.83139191708898 182.8797012846309 1.5000000000000002 668.25000000000011 9.5000000000000018 1071.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 3 -2 -1 6 -3 -8 -9 right_child=2 5 -4 -5 -6 -7 7 8 -10 leaf_value=-0.0011708246620253618 0.0071671370886810569 -0.00011957460954868974 0.00019315672569305753 0.0010067609675564338 -0.0002823836060847594 -0.00097684420433353787 0.00021161862674846241 0.0016748005849684534 -0.019585724236180567 leaf_count=34564 602 285760 139082 33142 137632 20443 192464 17496 43 internal_value=0 -0.00279279 0.0111696 0.0333966 -0.0137789 0.000871944 0.00211259 0.00985354 0.0485302 internal_count=861228 688402 172826 33744 172196 516206 495763 210003 17539 shrinkage=0.0334364 Tree=127 num_leaves=10 num_cat=0 split_feature=0 26 17 28 29 14 13 25 18 split_gain=27.3329 25.9746 25.061 20.7715 20.3439 23.3039 20.2372 22.5101 25.55 threshold=49.500000000000007 0.89041594971717453 80.488250305677113 676.25000000000011 1.5408854518438473 50.045477088348669 182.84627910161655 880.75000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 3 -3 -2 -6 7 -1 -9 right_child=4 2 -4 -5 5 -7 -8 8 -10 leaf_value=-5.0345490769013698e-05 -0.00034542700884151572 -2.4739680127134351e-05 0.0020174635640135886 0.00041044825567989511 -0.0027080211266430187 0.00065617669434353608 0.0054668786878008316 -0.00038917277791081602 -0.0019979479748930009 leaf_count=201570 87449 263206 8422 229562 8733 3126 702 43691 14767 internal_value=0 0.00203665 0.00624793 0.00532347 -0.0156016 -0.0544684 -0.00605852 -0.00651628 -0.0237933 internal_count=861228 761920 501190 492768 99308 11859 260730 260028 58458 shrinkage=0.0334364 Tree=128 num_leaves=10 num_cat=0 split_feature=0 14 16 30 26 30 32 4 17 split_gain=26.0567 26.0328 17.7644 16.9301 22.9834 17.5265 20.7411 15.7594 14.8617 threshold=22.000000000000004 20.131474055634175 197.63130658762267 1.0000000180025095e-35 1.4353301797025801 2.5000000000000004 1.5000000000000002 48.004623413085945 45.679798755814168 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 -2 -3 -4 -5 6 7 -6 -1 right_child=1 2 3 4 5 -7 -8 -9 -10 leaf_value=0.00046666828390854972 -0.00058053330324755288 -0.00048275481083319562 0.00016591941811067815 -6.5242046953865637e-05 -0.005752076332174119 -0.00045411594934079304 -9.6662045907726192e-05 -0.0014271590479895979 5.1268334707585081e-06 leaf_count=162299 116802 75784 313625 30814 2858 5612 1862 1405 150167 internal_value=0 -0.0041169 -0.000535342 0.00242274 -0.0162948 -0.0539519 -0.0909412 -0.1294 0.00732308 internal_count=861228 548762 431960 356176 42551 11737 6125 4263 312466 shrinkage=0.0334364 Tree=129 num_leaves=10 num_cat=0 split_feature=0 29 17 13 26 33 22 30 4 split_gain=25.4577 20.7015 19.3433 18.5696 25.9958 14.6266 15.2264 13.6832 14.296 threshold=45.000000000000007 0.12627490996993221 33.978663770260006 30.758841521707122 1.3772058939158061 2.5000000000000004 278.25000000000006 1.0000000180025095e-35 48.004623413085945 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -2 -5 6 -4 -6 -9 right_child=3 2 5 4 7 -7 -8 8 -10 leaf_value=-0.0012594104694642096 -0.00092126780477848596 0.00096272830596502192 -0.0013002455867118868 6.3953861953660061e-05 -0.00064812299092897668 -0.00080549348122594137 0.00013160294477634565 -0.0032994572415107823 0.0001720014299394442 leaf_count=12361 46779 29220 8419 114815 19189 20067 603525 5055 1798 internal_value=0 0.0028806 0.00363857 -0.0102902 -0.00455724 0.00247561 0.00334677 -0.0330822 -0.0714389 internal_count=861228 673592 661231 187636 140857 632011 611944 26042 6853 shrinkage=0.0334364 Tree=130 num_leaves=10 num_cat=0 split_feature=0 13 23 29 17 16 27 9 17 split_gain=24.0203 19.2405 21.3467 17.5947 15.5539 18.9297 19.7103 18.1604 38.8117 threshold=35.000000000000007 30.434110171842182 1.2076316217585805 0.12627490996993221 51.856302863757065 147.02348065111886 30.500000000000004 0.96468102547652956 66.70877015835336 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -5 -7 -6 -9 right_child=1 2 -4 4 7 6 -8 8 -10 leaf_value=-0.0012345086288399676 -0.00068378066474511848 8.9449281774572578e-05 -0.00066834455154319336 -0.0013642378147262887 -0.00056382002806766368 0.00036180526387530316 -0.00047981858116977254 -5.106533577160428e-05 0.0026402926274319508 leaf_count=10331 79601 182811 53787 7881 63596 367132 33990 55382 6717 internal_value=0 -0.00700167 -0.00247705 0.0039545 0.00474426 0.00773419 0.00868778 -0.00498477 0.00717924 internal_count=861228 316199 236598 545029 534698 409003 401122 125695 62099 shrinkage=0.0334364 Tree=131 num_leaves=10 num_cat=0 split_feature=0 29 17 7 17 16 25 21 9 split_gain=22.7933 19.3934 18.8726 18.853 30.9818 38.8883 23.4825 26.4225 20.8815 threshold=45.000000000000007 0.12627490996993221 29.180276181856847 -16.699242591857907 58.50975519394715 216.86349508532822 251.75000000000003 3.5000000000000004 0.95513031992671937 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 8 6 -6 7 -5 -4 right_child=-2 2 3 4 5 -7 -8 -9 -10 leaf_value=-0.0012207465176186099 -0.00032703388852893002 0.0016188932588112354 -4.27588531455273e-05 -0.00028018850113247645 -0.00091428921554671816 -0.006343777907401614 4.4086401015546241e-05 -0.008096004240107299 0.00066194189207120367 leaf_count=12394 187636 9190 80333 1136 13963 1649 440755 842 113330 internal_value=0 0.00268175 0.00341638 0.0027821 -0.000713255 -0.0444956 0.000830631 -0.107884 0.0110546 internal_count=861228 673592 661198 652008 458345 15612 442733 1978 193663 shrinkage=0.0334364 Tree=132 num_leaves=10 num_cat=0 split_feature=16 11 29 25 4 30 29 2 30 split_gain=23.0062 24.8205 19.5428 21.2742 19.5346 16.9441 19.5967 19.924 19.7368 threshold=175.80544058744997 0.87014958277396104 0.1808059040590406 12110.000000000002 190.20892333984378 1.0000000180025095e-35 1.3928429140580538 46.872282608695663 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 5 -5 -4 -7 8 -8 right_child=2 -3 3 4 -6 6 7 -9 -10 leaf_value=-0.00067067125568242821 -0.0011547591622030388 0.0013849751714258163 0.00012227942179453559 0.0023875595674212559 -0.00098601627615123354 -8.3632080190277732e-05 -0.0031015064362062534 -5.3677130367128432e-06 -0.00052859384160201534 leaf_count=82325 14534 7136 653190 7985 2526 70671 7921 9185 5755 internal_value=0 -0.0151541 0.00178622 0.00248337 0.0471588 0.00185451 -0.0107338 -0.0361836 -0.0603772 internal_count=861228 89461 771767 757233 10511 746722 93532 22861 13676 shrinkage=0.0334364 Tree=133 num_leaves=10 num_cat=0 split_feature=0 14 16 30 27 8 21 28 21 split_gain=21.8201 23.1255 17.2416 16.3709 21.3513 19.3749 13.2808 13.4885 13.1929 threshold=22.000000000000004 21.358374889854037 197.63130658762267 1.0000000180025095e-35 15.500000000000002 1175.5000000000002 9.5000000000000018 688.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 8 6 -4 -5 -6 -3 -8 -2 right_child=1 2 3 4 5 -7 7 -9 -10 leaf_value=0.00022202522199164226 -0.0016019628893096888 -0.00059714801464494881 0.00019543259342343265 -8.2722842505194053e-05 -0.000898779091891379 -0.0041323545502448961 -0.00053247490004434462 0.004182345496964758 -0.00038618136415528073 leaf_count=312380 10699 60572 287741 29186 6755 2988 1375 1339 148193 internal_value=0 -0.00382913 0.000314329 0.00324105 -0.0160052 -0.0565389 -0.0147928 0.0536441 -0.0139981 internal_count=861228 548848 389956 326670 38929 9743 63286 2714 158892 shrinkage=0.0334364 Tree=134 num_leaves=10 num_cat=0 split_feature=16 17 16 32 1 33 7 25 17 split_gain=21.895 19.9857 25.2594 28.3016 19.0434 17.342 18.4459 23.1139 22.5467 threshold=165.68423422643278 40.7288838144976 190.92520119886777 1.5000000000000002 5019.5000000000009 2.5000000000000004 -16.699242591857907 251.75000000000003 63.149038145229007 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 6 -3 -8 -9 right_child=1 5 -4 -5 -6 -7 7 8 -10 leaf_value=-0.00070603470646872328 0.0038289487900256491 0.00028887120487526514 0.00032976177627443875 -0.00077741353034918635 0.0028069206692234194 -0.00089728366940930817 -0.003918423115507102 -5.6658527602078487e-05 -0.0018516772845769791 leaf_count=60310 4826 189899 106292 2158 1776 24388 1767 461854 7958 internal_value=0 0.00138463 0.0136901 0.0719461 -0.0181103 -0.000647719 0.000317798 -0.00303321 -0.00260386 internal_count=861228 799142 113276 6984 62086 685866 661478 471579 469812 shrinkage=0.0334364 Tree=135 num_leaves=10 num_cat=0 split_feature=16 1 17 16 16 32 16 33 7 split_gain=20.4522 27.4047 25.8784 22.0199 19.4841 24.4026 22.7307 17.6478 17.2444 threshold=151.0451332734352 5019.5000000000009 39.996944656258243 181.03381119691741 202.49570626236763 1.5000000000000002 169.76080078795388 2.5000000000000004 -18.434947013854977 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 6 -2 8 -5 right_child=2 -3 3 7 -6 -7 -8 -9 -10 leaf_value=-0.0010423088875009016 0.0014297780333652271 0.0039017194263874806 -0.00064124474759248056 0.00033134230739765766 0.00032831182592518352 -0.00068667454885996254 0.0046435694327202001 -0.00086653400845597666 -5.6353630859713976e-05 leaf_count=30047 8816 1308 61874 178112 91106 3983 3413 24269 458300 internal_value=0 -0.0250046 0.00101314 -0.00113897 0.0155029 0.0474447 0.0695863 0.000550422 0.00155969 internal_count=861228 31355 829873 722555 107318 16212 12229 660681 636412 shrinkage=0.0334364 Tree=136 num_leaves=10 num_cat=0 split_feature=11 7 9 17 22 17 13 30 16 split_gain=19.6457 28.8599 26.9423 27.142 21.0742 20.3875 20.0747 19.304 16.4269 threshold=0.86843572141054992 -1.0000000180025095e-35 0.95604767105781319 69.294924210297708 278.25000000000006 47.252307128830033 72.834923054991705 1.0000000180025095e-35 147.02348065111886 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 -3 8 7 -2 -1 right_child=6 4 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.0017077393564071089 0.00027038130840820586 -0.0025344183741556692 0.00030018881940752469 0.001954105109644306 -0.00029265122667147678 -0.00054270858244490603 0.0013135514493184623 -0.00096639810316150271 0.00031867014684780275 leaf_count=4753 183126 4762 158669 11927 302631 85347 18972 15287 75754 internal_value=0 -0.00278671 0.00361276 0.0124361 -0.00979111 -0.00546291 0.0082081 0.00523656 0.00595262 internal_count=861228 643843 336450 170596 307393 165854 217385 198413 80507 shrinkage=0.0334364 Tree=137 num_leaves=10 num_cat=0 split_feature=8 17 16 0 29 0 32 1 24 split_gain=19.4398 25.5747 24.6107 19.2687 21.8953 20.2763 18.9692 18.32 18.0049 threshold=4650.5000000000009 69.294924210297708 147.02348065111886 33.000000000000007 1.5408854518438473 51.000000000000007 1.5000000000000002 705.50000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 8 -1 6 7 -6 -4 -5 -2 right_child=1 -3 3 4 5 -7 -8 -9 -10 leaf_value=-0.0011076945917888274 0.0014432021608955406 0.0035648644540724936 0.00018771813829522767 -0.00034578730079624042 -0.00060504301811258369 -0.002756367422385414 -0.00065128364267284117 0.00018963184206689739 -9.7222700079628097e-05 leaf_count=23219 13420 3250 445828 169318 20817 6405 32311 123601 23059 internal_value=0 0.0216138 -0.0010351 -0.00010163 -0.00610583 -0.0332339 0.00391852 -0.00358472 0.0140408 internal_count=861228 39729 821499 798280 320141 27222 478139 292919 36479 shrinkage=0.0334364 Tree=138 num_leaves=10 num_cat=0 split_feature=0 14 21 25 16 23 1 30 27 split_gain=18.3304 19.2971 13.1657 25.0521 13.6538 15.9713 12.7112 11.8322 19.2456 threshold=22.000000000000004 19.991128299058548 9.5000000000000018 662.25000000000011 207.52829361570267 1.3216433925527031 5551.5000000000009 1.0000000180025095e-35 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 4 -4 5 6 -3 -6 -9 right_child=1 2 3 -5 7 -7 -8 8 -10 leaf_value=0.00020316775220457711 -0.00050737348326529972 -0.00028532331615884935 -0.00026081014333600338 0.0016314882512446873 0.00013643721636440306 -0.0014576508427129847 0.0022623380436620614 -0.0001100033583157274 -0.0020366902842113362 leaf_count=312315 112862 103072 16371 14978 251784 13379 2237 26837 7393 internal_value=0 -0.0035199 -0.000503423 0.0192394 -0.00203274 -0.0110495 -0.00691477 0.00170896 -0.0157352 internal_count=861228 548913 436051 31349 404702 118688 105309 286014 34230 shrinkage=0.0334364 Tree=139 num_leaves=10 num_cat=0 split_feature=11 7 9 17 15 13 17 22 30 split_gain=18.6558 26.8434 26.7634 23.235 20.2853 19.2854 18.5323 16.1724 16.0353 threshold=0.87014958277396104 -1.0000000180025095e-35 0.95604767105781319 69.294924210297708 0.25255050903990911 72.834923054991705 47.252307128830033 278.25000000000006 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 6 -4 -3 8 -1 -6 -2 right_child=5 4 3 -5 7 -7 -8 -9 -10 leaf_value=0.00017687264020950502 0.0002607076030922414 -0.0026700934474006223 0.0003025055883652214 0.0018321432515605283 -0.0022753314717643713 0.0013019758241979672 -0.00052921753491434352 -0.00025385341846174736 -0.0008788972951658204 leaf_count=80796 177381 4033 159622 11932 4490 18512 85571 303922 14969 internal_value=0 -0.00271241 0.00346518 0.012229 -0.0093937 0.00811159 -0.00557193 -0.00847229 0.00514474 internal_count=861228 650366 337921 171554 312445 210862 166367 308412 192350 shrinkage=0.0334364 Tree=140 num_leaves=10 num_cat=0 split_feature=0 29 14 26 17 7 6 10 29 split_gain=17.1492 17.5594 19.3041 16.7017 21.6031 19.3078 19.6826 20.9514 17.9598 threshold=49.500000000000007 1.5408854518438473 50.045477088348669 0.89041594971717453 80.488250305677113 -57.457466125488274 0.47512913547478175 0.98225182208455142 0.088842216566978174 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 8 6 7 -6 -5 right_child=1 2 -4 4 5 -7 -8 -9 -10 leaf_value=-0.00016428777265897683 -0.00024984592757193571 -0.0024175668995568759 0.00063536808216767282 -0.0068582461586220471 -0.011050937487669738 0.0026203392807423015 0.00077454517665883347 0.0080028089727807797 0.00014274480675449268 leaf_count=260678 87341 8819 3140 410 352 6834 1197 79 492378 internal_value=0 -0.0123929 -0.0483298 0.00157885 0.00495521 0.0550536 -0.0428143 -0.226055 0.00409493 internal_count=861228 99300 11959 761928 501250 8462 1628 431 492788 shrinkage=0.0334364 Tree=141 num_leaves=10 num_cat=0 split_feature=14 16 16 29 0 32 9 26 1 split_gain=17.5749 19.6572 19.0907 15.2934 15.2164 14.4876 14.1777 13.84 15.2972 threshold=81.08476976731221 103.83139191708898 151.0451332734352 2.8225261140743183 33.000000000000007 1.5000000000000002 0.90045872524882709 1.6538786316099852 575.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 -4 -3 8 -6 right_child=1 6 4 -5 7 -7 -8 -9 -10 leaf_value=-0.00092153946955505605 0.0086992358145549353 -2.8125202530065212e-06 0.00017674533241571647 0.0060299266977553601 -0.00043290517376952023 -0.00054926508397964318 0.0017927524935357521 -0.00097928448380066682 6.5026842491252743e-05 leaf_count=30346 362 10517 452496 358 106195 32968 9232 21932 196822 internal_value=0 0.029252 -0.000660976 -0.0251369 0.000266339 0.00381146 0.0250193 -0.00502997 -0.00327421 internal_count=861228 20111 841117 30704 810413 485464 19749 324949 303017 shrinkage=0.0334364 Tree=142 num_leaves=10 num_cat=0 split_feature=2 9 7 11 21 5 10 17 10 split_gain=16.879 21.2786 18.9236 21.2374 17.3239 16.3708 16.0673 16.0527 14.9454 threshold=42.715633423180599 0.95604767105781319 -0.64740309119224537 0.83158201447675151 1.5000000000000002 287.69853210449224 0.90388992158285175 66.70877015835336 0.95908158523774445 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 -3 -4 7 -6 -1 -2 -7 right_child=4 2 3 -5 5 8 -8 -9 -10 leaf_value=-0.00022810565714976092 0.0007872492752849402 0.00032812692239521054 -0.00047416606610216751 7.8395678653992579e-05 0.00014373424718994396 0.0016516993712302505 -0.0010195273182666805 0.003785770239624319 -0.019435983385929299 leaf_count=135863 31523 165978 116483 233947 138795 64 36353 2131 91 internal_value=0 -0.00219256 0.00101756 -0.00314854 0.00886644 0.003936 -0.0118184 0.0292232 -0.320872 internal_count=861228 688624 516408 350430 172604 138950 172216 33654 155 shrinkage=0.0334364 Tree=143 num_leaves=10 num_cat=0 split_feature=11 7 9 17 10 13 24 16 30 split_gain=16.1384 22.7267 22.6853 22.6002 18.6512 17.8031 17.285 14.6221 14.4418 threshold=0.86933565621370501 -1.0000000180025095e-35 0.95604767105781319 66.70877015835336 0.96235014521513984 72.834923054991705 1.5000000000000002 209.45230512587204 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 6 -4 -3 8 -1 -7 -2 right_child=5 4 3 -5 -6 7 -8 -9 -10 leaf_value=0.0010719177002644353 0.00024270737173074809 -0.00025506967201605567 0.00026787430980229138 0.001703727953711547 -0.0023543634193555164 0.0059913094029783974 -0.00026283010606608899 0.0010555199475897586 -0.00083424229811062539 leaf_count=11666 180265 305316 157585 13289 4806 697 154516 18002 15086 internal_value=0 -0.00242358 0.00326065 0.0113511 -0.00860148 0.00759301 -0.00505827 0.0370704 0.00477144 internal_count=861228 647178 337056 170874 310122 214050 166182 18699 195351 shrinkage=0.0334364 Tree=144 num_leaves=10 num_cat=0 split_feature=0 9 1 16 27 13 7 25 27 split_gain=15.8532 18.3393 21.0113 15.1622 14.0863 12.983 13.8709 11.709 11.6073 threshold=22.000000000000004 0.95665098264448822 712.50000000000011 182.8797012846309 2.5000000000000004 31.473512763669792 -87.377452850341783 6573.5000000000009 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 3 4 -2 5 -3 -7 -4 -5 right_child=1 2 7 8 -6 6 -8 -9 -10 leaf_value=0.00019100678925013256 -0.0011240745828154336 -0.00073680981160888876 0.00026790221802991577 -5.507505039272949e-05 -0.00015089950531660341 -0.011471426439882627 -0.0030827976006769036 0.0023548654166979056 -0.00081261812911328926 leaf_count=312319 28464 2886 155041 83005 243839 267 1262 3065 31080 internal_value=0 -0.00321163 0.000211854 -0.0129708 -0.00552662 -0.0615071 -0.136009 0.00922226 -0.00781936 internal_count=861228 548909 406360 142549 248254 4415 1529 158106 114085 shrinkage=0.0334364 Tree=145 num_leaves=10 num_cat=0 split_feature=8 17 16 24 7 5 11 0 29 split_gain=15.0205 21.938 20.1694 15.8698 15.0754 20.0687 15.9643 14.8636 18.6481 threshold=4650.5000000000009 69.294924210297708 147.02348065111886 1.5000000000000002 -89.940933227539048 287.69853210449224 0.92583532695374815 33.000000000000007 1.5408854518438473 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 5 6 -5 -4 -9 right_child=1 -3 7 4 -6 -7 -8 8 -10 leaf_value=-0.0010018663344097001 0.0013133496462543412 0.0032674903401845052 0.00011583873886728026 -0.0015228065477962882 2.3501670420669999e-05 -0.023368725258808645 -0.018949811333509359 -0.00010077934140063247 -0.0010159544448111425 leaf_count=23222 13449 3250 478114 613 22304 60 65 292947 27204 internal_value=0 0.0189942 -0.000911702 0.0119824 -0.00394989 -0.144567 -0.0955107 -6.6573e-05 -0.0053398 internal_count=861228 39741 821487 36491 23042 738 678 798265 320151 shrinkage=0.0334364 Tree=146 num_leaves=10 num_cat=0 split_feature=0 9 1 21 16 17 17 9 27 split_gain=14.8894 17.0223 20.0131 14.9985 13.4923 11.1148 16.2958 20.8405 14.0808 threshold=22.000000000000004 0.95721132340025761 712.50000000000011 2.5000000000000004 182.8797012846309 52.137211111303394 69.294924210297708 0.96360819473901416 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 -2 8 -7 -8 -1 right_child=1 2 -4 -5 -6 6 7 -9 -10 leaf_value=0.00034562597641513864 -0.0010599467165650935 -0.0008594074417758446 0.00030235489174146091 -8.0981954106686794e-05 -0.00025489179830352624 -0.00049784774483118354 -0.00023130561181579121 0.0030900595415852623 -0.00060212725944202845 leaf_count=238136 29046 31768 156294 214670 117125 46398 5407 3466 18918 internal_value=0 -0.00316407 0.000190867 -0.00542306 -0.0124076 0.00548455 -0.00738051 0.0318843 0.00825075 internal_count=861228 548903 402732 246438 146171 312325 55271 8873 257054 shrinkage=0.0334364 Tree=147 num_leaves=10 num_cat=0 split_feature=0 7 9 25 21 11 17 24 29 split_gain=14.2628 15.5096 22.0366 20.7916 23.195 20.5668 17.1914 15.0985 14.9839 threshold=49.500000000000007 -1.0000000180025095e-35 0.95481063286330758 251.75000000000003 3.5000000000000004 0.87527613195815979 66.70877015835336 1.5000000000000002 1.4142318302720969 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 -3 -5 -4 -1 -2 right_child=8 3 6 5 -6 -7 -8 -9 -10 leaf_value=0.0011660334459521603 -0.00020010838263477947 -0.00047676986140872131 0.00037606966912128261 -0.00023360173897227996 -0.0075076549483031876 0.00025398195173457339 0.0016599822386596944 -0.00018100940936125625 -0.0013391395112450758 leaf_count=9994 84009 1286 175149 279872 886 147792 12491 134492 15257 internal_value=0 0.00152313 0.00665568 -0.00244271 -0.100035 -0.00194706 0.0138035 -0.00262694 -0.0112206 internal_count=861228 761962 332126 429836 2172 427664 187640 144486 99266 shrinkage=0.0334364 Tree=148 num_leaves=10 num_cat=0 split_feature=29 17 17 16 16 21 5 1 12 split_gain=14.2776 17.5557 14.3955 21.6017 19.4294 23.8326 18.9342 14.3053 13.2382 threshold=0.1808059040590406 31.155825494780458 110.74178748514825 147.02348065111886 103.83139191708898 1.5000000000000002 78.683097839355483 2385.5000000000005 119.37310601229376 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 6 -3 -4 -6 right_child=1 2 7 -5 8 -7 -8 -9 -10 leaf_value=-0.00082266381113548848 0.0011206932057479017 -0.0046198806592785656 0.00019277176165688231 1.8250705977517165e-05 -0.0011784379980808841 -0.0005463619989270706 0.0096011308541066424 0.0047496019322339411 -0.003874323646074923 leaf_count=22928 15980 129 1686 802018 12493 1588 555 1418 2433 internal_value=0 0.000689361 5.14241e-05 -0.000206122 -0.0352731 0.0508775 0.206933 0.0680237 -0.0483867 internal_count=861228 838300 822320 819216 17198 2272 684 3104 14926 shrinkage=0.0334364 Tree=149 num_leaves=10 num_cat=0 split_feature=29 11 7 9 22 17 17 11 15 split_gain=13.6397 16.9253 15.4723 21.8253 20.2245 17.3314 16.2887 12.5647 13.2523 threshold=0.12627490996993221 0.92773989576315163 -1.0000000180025095e-35 0.95604767105781319 278.25000000000006 69.294924210297708 47.252307128830033 0.84642606692045697 0.25255050903990911 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 -4 -5 -2 8 -6 right_child=1 -3 4 5 7 -7 -8 -9 -10 leaf_value=-0.00095876432429599292 0.00020868354988507102 0.00071126903119699957 -0.0020962598461909364 0.000310740761678267 -0.0026858087953839909 0.001622748822216582 -0.00045550531586356646 6.8788615502204142e-05 -0.00026108662806806224 leaf_count=16247 80661 37754 5854 180973 2548 12003 84552 210957 229679 internal_value=0 0.00057749 -0.000390405 0.0045115 -0.00430056 0.0117341 -0.00392483 -0.00352925 -0.00860411 internal_count=861228 844981 807227 358189 449038 192976 165213 443184 232227 shrinkage=0.0334364 Tree=150 num_leaves=10 num_cat=0 split_feature=20 29 16 16 17 16 12 11 9 split_gain=12.9396 20.2501 19.48 23.1912 18.79 18.5841 17.2299 16.5849 14.206 threshold=0.8901201219636975 0.088842216566978174 103.83139191708898 147.02348065111886 33.978663770260006 205.34899367547271 193.1040764008566 0.85278146183318604 0.95635394577266519 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 7 6 -4 5 -5 -3 -2 -8 right_child=1 2 3 4 -6 -7 8 -9 -10 leaf_value=-0.00024113855612869093 -0.0060925684283674999 -0.00051599004192759933 -0.0014989453759547712 0.003483246117628137 5.7204479125267547e-05 0.00066022011353865839 0.003161044927784917 0.0021073948615904147 0.010142677901957116 leaf_count=191739 1042 1031 10404 2975 630879 21080 1264 375 439 internal_value=0 0.0021055 0.00235878 0.00201264 0.00275675 0.0301874 0.0865962 -0.117312 0.148364 internal_count=861228 669489 668072 665338 654934 24055 2734 1417 1703 shrinkage=0.0334364 Tree=151 num_leaves=10 num_cat=0 split_feature=8 17 16 24 7 5 11 15 21 split_gain=13.6886 20.2063 16.7198 14.7245 14.3193 19.7384 15.2451 14.1621 15.4008 threshold=4650.5000000000009 69.294924210297708 147.02348065111886 1.5000000000000002 -89.940933227539048 287.69853210449224 0.92583532695374815 0.25255050903990911 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 5 6 -5 8 -4 right_child=1 -3 7 4 -6 -7 -8 -9 -10 leaf_value=-0.00091177412598965237 0.0012606712826679499 0.0031259832241552709 -0.0028418292480238785 -0.0014081088995325417 1.8670344969605943e-05 -0.023119187721411312 -0.018224552885764852 1.8576525925975126e-05 -0.00042868245596320729 leaf_count=23281 13443 3267 3738 600 22322 60 67 780303 14147 internal_value=0 0.0181462 -0.000852624 0.0114009 -0.00393979 -0.142053 -0.092633 -8.21329e-05 -0.0279047 internal_count=861228 39759 821469 36492 23049 727 667 798188 17885 shrinkage=0.0334364 Tree=152 num_leaves=10 num_cat=0 split_feature=8 17 16 24 22 15 17 16 21 split_gain=12.9187 19.3082 15.2974 13.6049 14.2347 13.5742 14.6951 20.4888 14.1825 threshold=4650.5000000000009 69.294924210297708 151.0451332734352 1.5000000000000002 5463.5000000000009 0.25255050903990911 38.014142756799451 190.92520119886777 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 -5 8 7 -7 -4 right_child=1 -3 5 4 -6 6 -8 -9 -10 leaf_value=-0.000772352999350238 0.0012176973997387811 0.0030668860278354076 -0.0027754552699879626 0.00085998548458777763 -0.00082433370711979881 0.0018861250372044086 -1.637219627980709e-05 0.00022510413672722408 -0.00043298670961926635 leaf_count=29683 13412 3233 3640 9627 13443 10550 724650 38972 14018 internal_value=0 0.017655 -0.000811504 0.0110912 -0.00363303 2.3984e-05 0.000649292 0.0173153 -0.0273911 internal_count=861228 39715 821513 36482 23070 791830 774172 49522 17658 shrinkage=0.0334364 Tree=153 num_leaves=10 num_cat=0 split_feature=0 28 27 26 17 4 28 18 24 split_gain=13.1449 15.9483 20.0498 15.2645 12.8189 14.0059 11.158 33.4501 20.4456 threshold=22.000000000000004 690.25000000000011 27.500000000000004 0.73504854143441112 57.26720544904159 30.000034332275394 967.25000000000011 1.5000000000000002 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 -2 3 -3 5 -4 -1 -8 -9 right_child=1 2 4 -5 -6 -7 7 8 -10 leaf_value=0.00026469150277417522 -0.00027348172758845797 -0.00046657681160043905 0.00087668476120787958 0.00014891721845358957 0.0028318198038025525 -0.0041146545650320035 0.00010492251766262134 -0.00077325047432433541 -0.0040848041574443683 leaf_count=260778 278530 59047 16762 190006 3805 653 43129 4879 3639 internal_value=0 -0.00286891 0.00260357 8.94877e-05 0.0321107 0.020622 0.00525672 -0.00817196 -0.0654373 internal_count=861228 548803 270273 249053 21220 17415 312425 51647 8518 shrinkage=0.0334364 Tree=154 num_leaves=10 num_cat=0 split_feature=11 7 9 17 22 13 5 24 13 split_gain=12.6607 20.7161 17.4721 16.1281 16.2906 16.5367 27.9872 19.4421 14.378 threshold=0.86843572141054992 -16.699242591857907 0.94276712287975084 66.70877015835336 4553.5000000000009 53.637446160012281 68.675186157226577 2.5000000000000004 72.834923054991705 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -5 7 -7 -2 right_child=8 -3 3 4 -6 6 -8 -9 -10 leaf_value=-0.00027027824366221182 0.00013411324886009195 -0.0002209651129686603 0.00025410924385719125 0.0015088774947934344 0.0056042610882986871 0.004644487813862193 0.0029352017700141849 -0.0081897385768088006 0.0010979481523819556 leaf_count=69940 198372 408432 150068 12882 961 160 703 753 18957 internal_value=0 -0.00230176 0.00516858 0.0107679 0.0415226 0.0331649 -0.0621896 -0.177668 0.00652539 internal_count=861228 643899 235467 165527 15459 14498 1616 913 217329 shrinkage=0.0334364 Tree=155 num_leaves=10 num_cat=0 split_feature=0 28 21 29 28 18 24 27 17 split_gain=12.556 14.9293 24.0724 12.3876 11.2617 31.4372 20.7051 18.5738 13.9776 threshold=22.000000000000004 684.25000000000011 9.5000000000000018 0.56196454695351383 967.25000000000011 1.5000000000000002 6.5000000000000009 14.500000000000002 59.866129830613751 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 7 -6 -7 -1 -8 right_child=1 2 -4 -5 5 6 8 -9 -10 leaf_value=0.00060145688435181454 -0.00026941902696345601 -0.00051178019453773389 0.0014668111460609443 0.00010997558346458087 8.8313822075177266e-05 -0.00071549062165697801 -0.0032936325045443949 2.7124713988432528e-05 -0.0097601289450970595 leaf_count=106472 271530 42737 13309 221507 43125 4901 3207 154017 423 internal_value=0 -0.00278578 0.00237169 0.000281642 0.00515729 -0.00833104 -0.063797 0.00783208 -0.121041 internal_count=861228 549083 277553 264244 312145 51656 8531 260489 3630 shrinkage=0.0334364 Tree=156 num_leaves=10 num_cat=0 split_feature=0 29 2 20 29 11 17 17 22 split_gain=12.0016 14.3282 13.6554 12.3083 17.6435 18.7283 12.6037 12.4225 12.0313 threshold=49.500000000000007 1.3539610091423961 62.641428571428584 0.8901201219636975 0.12627490996993221 0.70896780845457685 80.488250305677113 29.180276181856847 511.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -5 7 -6 -8 right_child=1 2 -4 4 6 -7 8 -9 -10 leaf_value=-0.00020772312942645636 -0.00016192253044647727 -0.0016114608508987825 0.0010156450007126612 -0.0078266001984890615 0.0013852765859232354 -0.00092842707582735373 -0.0056389370313013575 8.7757381986897822e-05 0.0015046086576960853 leaf_count=169176 81953 14791 2601 617 8370 1534 271 572279 9636 internal_value=0 -0.0103751 -0.0364445 0.00131078 0.00345814 -0.0869448 0.00378742 0.00318398 0.0391549 internal_count=861228 99345 17392 761883 592707 2151 590556 580649 9907 shrinkage=0.0334364 Tree=157 num_leaves=10 num_cat=0 split_feature=17 16 17 1 16 16 32 16 11 split_gain=12.0632 19.9646 15.9557 13.2613 11.7645 15.8796 14.035 21.5659 11.0586 threshold=38.014142756799451 175.80544058744997 110.74178748514825 2385.5000000000005 147.02348065111886 190.92520119886777 1.5000000000000002 169.76080078795388 0.79064487236901038 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 8 -4 -1 6 7 -6 -2 right_child=1 -3 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00059034258293132517 -0.0010429564017930494 1.0720587278501788e-05 -0.00012572524848422712 0.0042719030545071337 0.001389924214210002 0.00029652401170068588 -0.00032560967903378903 0.0051541607736359683 -0.00010818030689112961 leaf_count=12162 40573 708713 1823 1323 8556 60820 3409 2124 21725 internal_value=0 -0.00122255 -0.0179341 0.0515494 0.0111922 0.0158759 0.0461267 0.0639585 -0.0214429 internal_count=861228 774157 65444 3146 87071 74909 14089 10680 62298 shrinkage=0.0334364 Tree=158 num_leaves=10 num_cat=0 split_feature=11 7 22 0 26 20 17 20 5 split_gain=12.2375 15.1354 19.3984 13.5179 13.7044 15.9814 16.3531 13.507 12.2986 threshold=0.90053908747457145 -1.0000000180025095e-35 278.25000000000006 51.000000000000007 0.75792503116351406 0.7444592660981505 85.303084067370733 1.1158475181442291 43.000329971313484 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -6 7 -7 -2 right_child=8 2 -4 -5 5 6 -8 -9 -10 leaf_value=-0.00026615078554872626 0.00014483739739434577 -0.0021367104423403423 -0.00016145167240057606 -0.00058462737529017307 -0.0012645175302731537 0.0003939243568427025 0.0019399483740671578 -0.00024605124180655086 0.0010176985431533891 leaf_count=64291 82072 5638 394256 28758 7297 203975 6802 45005 23134 internal_value=0 -0.00143909 -0.0056615 0.00330222 0.00512827 0.00832674 0.00964318 0.00832158 0.010072 internal_count=861228 756022 399894 356128 327370 263079 255782 248980 105206 shrinkage=0.0334364 Tree=159 num_leaves=10 num_cat=0 split_feature=11 7 9 17 17 21 22 13 30 split_gain=11.0946 17.3007 16.2271 17.7161 15.2103 18.0891 14.1755 12.4937 12.406 threshold=0.86843572141054992 -16.699242591857907 0.95447470298660786 66.70877015835336 63.149038145229007 1.5000000000000002 278.25000000000006 72.834923054991705 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 6 -6 -3 8 -2 right_child=7 4 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00015579104198553778 0.00020845272447316319 -0.0019499734912429094 0.00027817100959377767 0.0015778482852490683 0.0024700251537515916 -0.0020167923875603409 -0.00014330696827436404 0.001031828266965669 -0.0007833082773673998 leaf_count=101840 183069 4916 120727 12987 1136 8683 393695 18897 15278 internal_value=0 -0.00197388 0.00485121 0.0120947 -0.00591012 -0.0447923 -0.00495233 0.00629036 0.00394961 internal_count=861228 643984 235554 133714 408430 9819 398611 217244 198347 shrinkage=0.0334364 Tree=160 num_leaves=10 num_cat=0 split_feature=28 27 21 28 11 26 29 9 0 split_gain=10.6306 21.7067 19.6355 21.8417 13.8792 13.335 14.7266 13.5999 12.4739 threshold=658.25000000000011 31.500000000000004 9.5000000000000018 978.25000000000011 0.88529077265140377 0.56387935793222155 0.088842216566978174 0.97106295403120169 17.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 5 -4 -5 7 -7 -2 -1 right_child=2 -3 3 4 -6 6 -8 -9 -10 leaf_value=0.00022370481621087986 -0.00074217060010169198 -0.0010147866066645853 0.0011186851635397082 -0.0028729311684199932 -0.017895111561914707 -0.0055803862327822732 0.00014476637863066843 0.00026600093629502265 -0.00018838301852127254 leaf_count=120796 41917 28414 25347 211 102 503 364167 23260 256511 internal_value=0 -0.00369559 0.00334287 0.030215 -0.232332 0.00173872 0.00409343 -0.011436 -0.00168833 internal_count=861228 405721 455507 25660 313 429847 364670 65177 377307 shrinkage=0.0334364 Tree=161 num_leaves=10 num_cat=0 split_feature=0 29 13 2 7 25 21 9 17 split_gain=10.5954 13.3069 12.5102 11.755 10.9244 18.7826 22.6303 16.8164 14.0216 threshold=49.500000000000007 1.3289780595935932 35.33081796379367 62.641428571428584 -1.0000000180025095e-35 251.75000000000003 3.5000000000000004 0.95481063286330758 47.252307128830033 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -3 7 6 -6 8 -1 right_child=1 3 -4 -5 5 -7 -8 -9 -10 leaf_value=0.00022608649980781722 -0.00057470723088588044 -0.001484627132980127 0.00025752532507187451 0.00092417337511364786 -0.00032810685016709579 -5.5489360918824575e-05 -0.0072771045283524767 0.00039275325077201966 -0.00043400396106783781 leaf_count=75775 38885 15764 42010 2645 1278 427774 888 187708 68501 internal_value=0 -0.00978447 -0.00426231 -0.0340506 0.00119746 -0.00212987 -0.0950162 0.00550657 -0.00261149 internal_count=861228 99304 80895 18409 761924 429940 2166 331984 144276 shrinkage=0.0334364 Tree=162 num_leaves=10 num_cat=0 split_feature=11 7 21 27 7 27 23 16 29 split_gain=10.5318 16.2484 14.2271 15.4985 14.4988 17.3233 16.9987 16.9745 14.8081 threshold=0.86843572141054992 -16.699242591857907 9.5000000000000018 22.500000000000004 -76.36128997802733 6.5000000000000009 0.83387359462015354 103.83139191708898 1.7367813297678378 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -6 8 -8 right_child=-2 -3 -4 -5 6 -7 7 -9 -10 leaf_value=-0.0011174857906927184 0.00019986853420148664 -0.00019680026769794797 0.0013744711803402893 -0.00080063565799322551 -0.00032737069384765593 0.00011533146827310753 0.0024161812607884797 0.00051383787075349292 0.011187548256640508 leaf_count=18081 217600 408195 10183 19641 31079 43164 869 112130 286 internal_value=0 -0.00206999 0.00454589 0.00289306 0.00545679 -0.00743578 0.0109263 0.01661 0.13722 internal_count=861228 643628 235433 225250 205609 61245 144364 113285 1155 shrinkage=0.0334364 Tree=163 num_leaves=10 num_cat=0 split_feature=0 9 8 21 16 28 18 24 27 split_gain=10.5098 13.5679 13.2223 13.1877 11.3527 11.3361 28.5252 18.3975 17.5221 threshold=22.000000000000004 0.96287564082970956 739.50000000000011 2.5000000000000004 181.94904251866282 967.25000000000011 1.5000000000000002 6.5000000000000009 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 -2 8 -7 -8 -1 right_child=1 2 -4 -5 -6 6 7 -9 -10 leaf_value=0.00057373682055611712 -0.00085265152137022548 -0.00078660947169964534 0.00030406290398988779 -2.1763650133692895e-05 -0.0001919052167506824 5.1728938578295362e-05 -0.00072980965409907828 -0.0038685557303654076 1.6245015161471706e-05 leaf_count=106627 35577 28926 129414 195846 158992 43145 4916 3629 154156 internal_value=0 -0.00264393 0.0010415 -0.00359464 -0.00935276 0.00462149 -0.00890738 -0.0616936 0.00730306 internal_count=861228 548755 354186 224772 194569 312473 51690 8545 260783 shrinkage=0.0334364 Tree=164 num_leaves=10 num_cat=0 split_feature=17 16 16 5 21 5 19 11 26 split_gain=10.5661 17.811 14.6556 17.2849 20.1501 12.0924 11.4453 11.0073 10.7735 threshold=38.014142756799451 173.53656512978549 103.83139191708898 75.001487731933608 1.5000000000000002 223.32641601562503 23872.000000000004 0.80040363310524609 3.1246953711294307 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 8 -5 7 -7 -4 -2 right_child=1 -3 5 4 -6 6 -8 -9 -10 leaf_value=0.00035086096464898454 -0.0010850873016495599 8.0788947592275012e-06 -0.00098813426081289829 0.0084612386050588635 0.00044043430627270828 -0.013016643875783222 0.002207049308714949 4.6748951848008819e-05 0.012995358802589818 leaf_count=86861 1703 715184 39573 690 711 169 82 16192 63 internal_value=0 -0.001138 -0.0178097 0.0483715 0.131316 -0.0215514 -0.240551 -0.0205657 -0.0174296 internal_count=861228 774367 59183 3167 1401 56016 251 55765 1766 shrinkage=0.0334364 Tree=165 num_leaves=10 num_cat=0 split_feature=17 16 17 1 14 9 12 15 7 split_gain=10.2155 15.6382 15.2968 13.0987 12.244 11.5929 13.7539 10.5648 12.4119 threshold=38.014142756799451 174.69729022043603 110.74178748514825 2385.5000000000005 100.05064538124843 0.9650156622806495 193.1040764008566 0.56946321599251915 -54.417205810546868 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 5 7 -5 -2 -7 8 -4 right_child=1 -3 3 4 -6 6 -8 -9 -10 leaf_value=0.00034247527933176385 -0.0010999935199782411 4.7358141836843873e-06 -0.0089672227639857743 0.0053175288468459113 -0.0062989503738986432 -0.00024202254615166222 0.0068752564873885867 0.0021296284800262572 -5.1098273857142398e-05 leaf_count=86948 31935 711866 261 1178 111 27056 307 1039 527 internal_value=0 -0.00118908 -0.0163666 0.0519271 0.129117 -0.0199554 -0.0048501 -0.00253223 -0.0898506 internal_count=861228 774280 62414 3116 1289 59298 27363 1827 788 shrinkage=0.0334364 Tree=166 num_leaves=10 num_cat=0 split_feature=25 27 21 28 11 0 9 17 16 split_gain=10.0196 27.2291 20.5601 19.8915 13.3101 13.171 12.763 21.1259 16.4787 threshold=646.25000000000011 31.500000000000004 9.5000000000000018 978.25000000000011 0.88529077265140377 37.500000000000007 0.96468102547652956 49.497588126040633 228.06462167465727 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 6 -4 -5 -1 7 -2 -9 right_child=2 -3 3 4 -6 -7 -8 8 -10 leaf_value=7.5890643640202381e-05 0.00012606416218263904 -0.0011812853390270486 0.0010576708939615714 -0.0025706485331965182 -0.017279824565353107 -0.00037898722707553791 0.00023484989532135633 -0.00044894649830534114 -0.0033626838947741558 leaf_count=254215 148379 25575 28611 207 103 98833 213692 89389 2224 internal_value=0 -0.00382117 0.00305086 0.0289024 -0.223047 -0.00153871 0.0014029 -0.00360201 -0.0155423 internal_count=861228 378623 482605 28921 310 353048 453684 239992 91613 shrinkage=0.0334364 Tree=167 num_leaves=10 num_cat=0 split_feature=14 16 9 16 17 33 14 17 16 split_gain=9.82686 14.896 11.5399 11.3767 15.907 10.7635 11.4932 10.3831 24.801 threshold=81.08476976731221 103.83139191708898 0.90045872524882709 147.02348065111886 110.74178748514825 2.5000000000000004 7.3379271387716996 37.571458234330869 226.00820256427875 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 6 -5 8 -8 right_child=1 2 -4 5 -6 -7 7 -9 -10 leaf_value=-0.0009697715288367484 0.0074526679438532807 -0.00014937842149257351 0.0014705312647682043 -0.0012692179292547725 0.0023416200934421949 -0.00061933426042635922 0.0018435585534213718 8.167950683439242e-06 0.00010119980436615427 leaf_count=22470 362 10514 9235 7560 1748 29784 11820 727551 40184 internal_value=0 0.0218721 0.0181874 -0.00049563 -0.0218553 0.000137604 0.000843701 0.00122 0.0148706 internal_count=861228 20111 19749 841117 24218 816899 787115 779555 52004 shrinkage=0.0334364 Tree=168 num_leaves=10 num_cat=0 split_feature=15 17 16 17 12 15 10 11 33 split_gain=9.19219 11.223 13.5454 11.2878 10.4619 13.0609 10.2878 9.72607 9.63567 threshold=0.25255050903990911 37.571458234330869 173.53656512978549 110.74178748514825 184.89087296526017 0.57709402065993498 0.94940206586106946 0.80040363310524609 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 7 5 6 -5 -3 -4 right_child=1 2 8 4 -6 -7 -8 -9 -10 leaf_value=-0.00065896826038759583 0.00041434506521523137 -0.00090180768170231745 4.2728744052911387e-05 -0.0054395366407645508 0.0036650830941741849 0.0020909826768751101 0.010385379477224618 7.1187753891727536e-05 -0.00064451602353946045 leaf_count=23107 72608 39227 683517 564 1356 962 50 16241 23596 internal_value=0 0.000510149 -0.000616833 -0.015254 0.0452157 -0.0101925 -0.124142 -0.0184504 0.000592041 internal_count=861228 838121 765513 58400 2932 1576 614 55468 707113 shrinkage=0.0334364 Tree=169 num_leaves=10 num_cat=0 split_feature=11 7 25 9 18 24 17 17 21 split_gain=9.3913 10.4897 17.9419 15.908 13.9436 12.9724 11.5956 11.046 18.7709 threshold=0.92773989576315163 -1.0000000180025095e-35 313.25000000000006 0.95447470298660786 2.5000000000000004 1.5000000000000002 69.294924210297708 63.149038145229007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 4 5 -3 -1 -5 -4 -9 right_child=-2 2 7 6 -6 -7 -8 8 -10 leaf_value=0.00093330483691355705 0.00048483090798595379 -0.0011932072443624749 -9.0344468288758873e-05 0.00023998309595535871 -0.0056834830083035614 -0.00022475656868067162 0.001288067062867268 0.0032928052117015176 -0.0019807712238730669 leaf_count=11663 42563 3005 442378 191889 1041 148602 12575 851 6661 internal_value=0 -0.000735274 -0.00394388 0.00325811 -0.0702382 -0.00420143 0.00910512 -0.00334768 -0.0413726 internal_count=861228 818665 453936 364729 4046 160265 204464 449890 7512 shrinkage=0.0334364 Tree=170 num_leaves=10 num_cat=0 split_feature=0 26 2 13 24 29 11 7 17 split_gain=9.29633 10.6816 9.69299 8.98817 10.2032 8.91242 10.3993 12.617 23.3553 threshold=48.000000000000007 1.944207731794984 50.234432234432241 30.544390258203958 17.500000000000004 0.12627490996993221 0.92773989576315163 -16.699242591857907 59.866129830613751 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 3 -3 -2 -5 -1 7 -7 -9 right_child=1 2 -4 4 -6 6 -8 8 -10 leaf_value=-0.00081335050213896139 -0.00070036790118099932 -0.0024430843221316025 0.00046860634064831098 -0.0001371403553496665 0.0011545375506162442 0.00024776461186553229 0.00061630105023019672 -2.5724127653354263e-05 -0.001470269452067176 leaf_count=13336 29866 4477 1789 84751 7437 207317 35583 463812 12860 internal_value=0 -0.00793673 -0.048204 -0.00586949 -0.000985093 0.0012899 0.00176463 0.000897545 -0.0019349 internal_count=861228 128320 6266 122054 92188 732908 719572 683989 476672 shrinkage=0.0334364 Tree=171 num_leaves=10 num_cat=0 split_feature=28 27 21 28 11 26 17 13 25 split_gain=9.65251 18.9547 16.7301 19.8792 13.2228 10.4507 18.6301 18.595 16.2148 threshold=658.25000000000011 31.500000000000004 9.5000000000000018 978.25000000000011 0.88529077265140377 0.93153104659682218 110.74178748514825 182.84627910161655 886.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 5 -4 -5 7 -7 8 -2 right_child=2 -3 3 4 -6 6 -8 -9 -10 leaf_value=-5.7273142696617833e-05 0.00012205578775502093 -0.00095336583681375161 0.0010363531907986165 -0.0026171337012060392 -0.017161807464979081 0.00016268226628957677 0.0038677662792177378 0.004702729096274825 -0.00054874567344052004 leaf_count=377383 88907 28375 25410 213 104 264765 1526 876 73669 internal_value=0 -0.00358704 0.00311977 0.0278899 -0.220983 0.00163688 0.00550042 -0.00465749 -0.00544042 internal_count=861228 405758 455470 25727 317 429743 266291 163452 162576 shrinkage=0.0334364 Tree=172 num_leaves=10 num_cat=0 split_feature=25 21 27 28 11 9 17 21 6 split_gain=8.81288 21.8567 20.0172 19.3296 12.9765 11.6525 17.3006 14.8426 16.942 threshold=658.25000000000011 9.5000000000000018 31.500000000000004 967.25000000000011 0.88529077265140377 0.96468102547652956 50.63246718296454 1.5000000000000002 0.25767433138017659 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 5 -1 -3 -5 6 -2 8 -8 right_child=1 3 -4 4 -6 -7 7 -9 -10 leaf_value=-5.0749078974852596e-05 8.4829242686743677e-05 0.0011411302315195596 -0.0009790901855248797 -0.0023253590872453866 -0.01636946661787634 0.00022857159760621479 -0.0044945913406706523 -0.00071372893865176803 0.0009745019084796407 leaf_count=373612 154891 25812 27907 222 110 201471 676 66514 10013 internal_value=0 0.00296494 -0.0034475 0.0310446 -0.20871 0.00127174 -0.00355837 -0.0157875 0.0188005 internal_count=861228 459709 401519 26144 332 433565 232094 77203 10689 shrinkage=0.0334364 Tree=173 num_leaves=10 num_cat=0 split_feature=0 17 16 11 1 29 23 27 25 split_gain=8.6722 11.5108 14.5039 18.7315 14.205 13.56 18.6631 12.9935 15.1976 threshold=33.000000000000007 53.543991090860878 229.93178052756573 0.77724636234584343 1498.5000000000002 0.78769763607681276 0.5172514678880572 31.500000000000004 638.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 5 -4 -5 -3 -7 -1 -9 right_child=-2 2 3 4 -6 6 -8 8 -10 leaf_value=0.00020475304488088054 -0.00013177955667962652 -0.00074583801930402688 -0.0013123638315718756 -0.016212521003360857 0.00096360223567957604 -0.0077825635300852779 0.00018446513845619375 -0.0012329076446777854 0.00026168496458273957 leaf_count=398574 349568 33574 642 205 73 331 47799 15763 14699 internal_value=0 0.0025208 -0.00828744 -0.133146 -0.349985 -0.00688152 0.00387823 0.00460226 -0.0153041 internal_count=861228 511660 82624 920 278 81704 48130 429036 30462 shrinkage=0.0334364 Tree=174 num_leaves=10 num_cat=0 split_feature=22 0 28 18 24 24 17 17 9 split_gain=8.55157 9.24819 11.2807 25.563 17.1266 16.4812 14.0116 13.7011 11.2554 threshold=303.25000000000006 22.000000000000004 967.25000000000011 1.5000000000000002 10.500000000000002 6.5000000000000009 69.294924210297708 57.26720544904159 0.952278807424498 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 -2 -5 -6 -7 -3 right_child=1 8 3 5 6 7 -8 -9 -10 leaf_value=-0.00082260866654274879 0.00053694566222797693 -0.00035659489266400262 4.2030071021105659e-05 -0.00069951651495922204 -6.8725147303943542e-05 -0.0028596666198891416 0.0021260355628494108 -0.0088628741892937159 1.195210668284588e-05 leaf_count=13876 122655 118563 42830 4892 127684 3123 3337 492 423776 internal_value=0 0.000425359 0.00483063 -0.00868799 0.00756642 -0.0587579 -0.000383604 -0.109961 -0.00205218 internal_count=861228 847352 305013 51337 253676 8507 131021 3615 542339 shrinkage=0.0334364 Tree=175 num_leaves=10 num_cat=0 split_feature=0 29 1 13 16 24 30 7 25 split_gain=8.55708 9.8151 13.0597 11.9934 9.64862 9.34039 9.09125 8.50914 15.9465 threshold=48.000000000000007 1.3829218920951252 3380.5000000000005 35.33081796379367 173.53656512978549 6.5000000000000009 1.0000000180025095e-35 -1.0000000180025095e-35 251.75000000000003 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 3 6 5 -5 -2 -3 -1 -9 right_child=1 2 -4 4 -6 -7 -8 8 -10 leaf_value=0.00017643113642966447 -0.0011687672704883368 -0.00091984066837988714 0.00058152014172371726 -0.00097288721730860804 0.0003818398722125695 -0.00019080836010781872 -0.0027694999146111805 -0.0029470073734184123 -3.8241486754487128e-05 leaf_count=320903 15671 11769 4955 6677 49094 36003 3974 2118 410064 internal_value=0 -0.00744181 -0.027382 -0.00360058 0.00656917 -0.0145766 -0.0414742 0.00141541 -0.00159073 internal_count=861228 128143 20698 107445 55771 51674 15743 733085 412182 shrinkage=0.0334364 Tree=176 num_leaves=10 num_cat=0 split_feature=28 21 28 27 0 25 11 15 29 split_gain=8.75259 16.1942 16.0676 13.4972 11.6105 11.6057 10.1065 10.0563 9.9225 threshold=684.25000000000011 9.5000000000000018 978.25000000000011 31.500000000000004 17.500000000000004 642.25000000000011 0.89414201536129712 0.4717596834406102 0.97520266985507631 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 -5 -4 8 -6 right_child=1 2 6 5 7 -7 -8 -9 -10 leaf_value=0.00020810086423588001 6.3926210445366995e-05 0.0011870670746343054 -0.0025805596081705877 -0.0011352017474825817 -8.0793842635090579e-05 0.0002193868474539249 -0.015883362018844615 -0.00010848195206987034 -0.0014084585636001418 leaf_count=132723 385565 18726 214 24291 11534 9975 91 264258 13851 internal_value=0 0.00331744 0.0317939 -0.0030701 -0.00152155 -0.0221577 -0.195882 -0.00507068 -0.024082 internal_count=861228 404596 19031 456632 422366 34266 305 289643 25385 shrinkage=0.0334364 Tree=177 num_leaves=10 num_cat=0 split_feature=11 7 22 9 17 17 17 21 16 split_gain=8.77507 9.77487 15.4569 13.8598 13.9363 11.2638 10.2444 18.6488 16.8257 threshold=0.90645373794041406 -1.0000000180025095e-35 278.25000000000006 0.96083982874813834 47.252307128830033 69.294924210297708 63.149038145229007 1.5000000000000002 213.49690445843802 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -5 -4 -8 -9 right_child=-2 2 6 5 -6 -7 7 8 -10 leaf_value=0.00019585579573018971 0.00031552557532973723 -0.0018626046130598855 -9.9676310160297306e-05 0.00025689202207833671 -0.00035431464602055546 0.0014087216696064581 0.0033356907735360838 -0.0014199644919037468 -0.0072351576413421858 leaf_count=100183 88526 5786 401274 142140 105873 10171 835 5825 615 internal_value=0 -0.00107439 -0.00438218 0.00274999 -0.00259674 0.00998339 -0.00365531 -0.0408453 -0.0590762 internal_count=861228 772702 414335 358367 206056 152311 408549 7275 6440 shrinkage=0.0334364 Tree=178 num_leaves=10 num_cat=0 split_feature=29 17 20 11 16 16 21 14 26 split_gain=8.58348 10.9864 10.0016 14.6999 9.38962 14.8961 16.0892 14.7402 10.145 threshold=0.12627490996993221 33.978663770260006 0.69029454076181829 0.70896780845457685 164.32049132085817 103.83139191708898 1.5000000000000002 36.104686941446033 2.7585546367783329 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 5 6 7 -3 -8 right_child=1 4 3 -5 -6 -7 8 -9 -10 leaf_value=-0.00041401371027260318 0.00061539399994142989 -0.0053793860487570868 -0.0068741928605408203 -0.0011000081514832812 1.8357532336074893e-05 -0.00062836396425702183 -0.00037541187798165757 0.00750224795371304 0.0094996831018268803 leaf_count=13857 32724 115 689 1732 766282 43102 1875 728 124 internal_value=0 0.000440269 -0.022743 -0.0820453 -0.000283513 -0.0141691 0.0559537 0.171818 0.00709257 internal_count=861228 844950 16278 2421 812226 45944 2842 843 1999 shrinkage=0.0334364 Tree=179 num_leaves=10 num_cat=0 split_feature=15 13 5 9 17 16 9 17 15 split_gain=8.43074 10.8225 20.1028 18.672 16.6875 16.1814 14.0097 11.5615 12.7355 threshold=0.25255050903990911 76.33613302741928 50.486978530883796 0.92886317885066683 58.779069169665455 103.83139191708898 0.97561757849778641 80.488250305677113 0.8517600236780869 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -3 -4 -5 -6 -7 -9 right_child=1 3 4 5 6 7 -8 8 -10 leaf_value=-0.00063117269881666431 2.8685277966928332e-05 -0.00014711754842789123 -0.00043017150694180188 0.006123758153123565 -0.0026805775007168755 0.00071548123592769406 0.0050777012894430949 0.0041830572802945588 -0.013675201278907678 leaf_count=23088 710036 34326 51555 661 5558 34169 273 1516 46 internal_value=0 0.000493685 -0.000597133 0.0123311 -0.0186003 0.0281123 -0.069306 0.0252443 0.109376 internal_count=861228 838140 767422 70718 57386 36392 5831 35731 1562 shrinkage=0.0334364 Tree=180 num_leaves=10 num_cat=0 split_feature=14 16 9 7 16 17 26 12 33 split_gain=7.82197 12.3066 10.5536 10.3006 9.09378 13.1552 8.85952 8.50205 8.2177 threshold=81.08476976731221 103.83139191708898 0.90045872524882709 -89.940933227539048 147.02348065111886 110.74178748514825 0.99999095603729737 313.45941546018395 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 5 -1 -5 -7 -6 right_child=1 2 -4 6 8 7 -8 -9 -10 leaf_value=-0.00087554347424636191 0.0067231008159546841 -0.0065505713663326333 0.0013609034429781001 0.0028232776976668396 2.0309220355804992e-05 0.0011288289579465685 -0.00035651770814671991 0.0075290731655719154 -0.00054542414119856616 leaf_count=22422 366 277 9226 1097 787161 1457 9154 276 29792 internal_value=0 0.0193766 0.0160102 -0.00562736 -0.000575009 -0.0196974 -0.000485556 0.0642455 -9.61524e-06 internal_count=861228 20120 19754 10528 841108 24155 10251 1733 816953 shrinkage=0.0334364 Tree=181 num_leaves=10 num_cat=0 split_feature=11 7 17 21 16 29 7 27 26 split_gain=8.26015 11.6341 13.3032 13.746 14.0951 12.5741 11.8756 15.4751 14.2402 threshold=0.87619245454725314 -16.699242591857907 63.149038145229007 1.5000000000000002 216.38957885946078 1.5606677740157711 -76.36128997802733 6.5000000000000009 0.72948641770463152 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 -3 -4 -5 -6 7 -1 -8 right_child=-2 2 3 4 5 -7 8 -9 -10 leaf_value=-0.0010552998744482896 0.000193946999996805 -0.00013108553674963199 0.0020575985316845435 -0.0014499820630082122 -0.0092899600077916561 0.0024922804630630965 -0.00038583567054993427 6.242587386301133e-05 0.00043067034662534775 leaf_count=18665 187696 425826 1163 8301 471 129 28950 53666 136361 internal_value=0 -0.001701 -0.00476974 -0.0407049 -0.0540639 -0.202078 0.00392777 -0.00675919 0.0086038 internal_count=861228 673532 435890 10064 8901 600 237642 72331 165311 shrinkage=0.0334364 Tree=182 num_leaves=10 num_cat=0 split_feature=28 25 18 6 27 16 28 20 20 split_gain=7.9803 15.8133 25.4452 23.364 17.5602 16.7161 29.9796 17.4683 31.3949 threshold=684.25000000000011 929.25000000000011 1.5000000000000002 0.43138745965343589 2.5000000000000004 219.5590170278638 1127.7500000000002 1.1267723891628532 0.87198362431232479 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 -4 -2 -5 -7 8 -8 right_child=1 2 3 5 -6 6 7 -9 -10 leaf_value=-0.00010070326024964997 -0.0021581911420773701 5.4075652040892125e-05 0.00061752458919844301 -0.00066872018353689568 0.00032585010719757973 -0.00092457977612212092 -0.0025611155934360369 -0.0019886079374271826 -0.0094751311346274736 leaf_count=456854 3228 147789 7687 12774 221516 6428 1463 2015 1474 internal_value=0 0.00308763 -0.00390714 -0.0295485 0.00867831 -0.04483 -0.0727018 -0.131179 -0.180374 internal_count=861228 404374 179630 31841 224744 24154 11380 4952 2937 shrinkage=0.0334364 Tree=183 num_leaves=10 num_cat=0 split_feature=28 21 28 27 0 11 22 18 26 split_gain=7.56783 15.4199 15.9067 12.2437 10.9318 10.7987 10.32 10.6661 9.69689 threshold=684.25000000000011 9.5000000000000018 978.25000000000011 31.500000000000004 17.500000000000004 0.88529077265140377 482.25000000000006 3.5000000000000004 0.93153104659682218 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 8 -3 4 -1 -4 -5 -8 -2 right_child=1 2 5 6 -6 -7 7 -9 -10 leaf_value=0.000207851127827962 -0.00015427085566268713 0.0011580319100375925 -0.002171950597265989 -0.0025913394988931813 -0.0001586636746631732 -0.015521829934177283 -9.5481122766496719e-05 -0.0014140696024300293 0.00019115355110167014 leaf_count=132633 146601 18758 210 2950 289704 100 21171 10145 238956 internal_value=0 0.00316168 0.0309208 -0.0027778 -0.00130281 -0.193752 -0.0209574 -0.015631 0.00178883 internal_count=861228 404625 19068 456603 422337 310 34266 31316 385557 shrinkage=0.0334364 Tree=184 num_leaves=10 num_cat=0 split_feature=11 10 10 27 27 25 21 5 30 split_gain=7.68453 11.2882 12.8386 15.5316 14.3111 14.1482 13.1249 13.1203 14.6215 threshold=0.87619245454725314 0.91957079863205282 0.69142492142022605 15.500000000000002 8.5000000000000018 1180.2500000000002 9.5000000000000018 47.887228012084968 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 -4 -6 -1 -5 -9 right_child=-2 -3 3 7 5 -7 -8 8 -10 leaf_value=-0.00026963887870892241 0.00018581532176490184 -0.00050399109284376541 -2.2101468037219053e-06 -6.1386618660096268e-05 0.00064452918773063726 -0.00072481391002311127 0.00072543449792066895 -0.00057585019792367803 -0.0033922370081543194 leaf_count=225820 187535 57557 101667 142994 109171 9142 15860 8790 2692 internal_value=0 -0.00168035 -0.000429246 0.00323801 0.00863494 0.0161118 -0.00611125 -0.00444743 -0.0369706 internal_count=861228 673693 616136 374456 219980 118313 241680 154476 11482 shrinkage=0.0334364 Tree=185 num_leaves=10 num_cat=0 split_feature=15 28 14 13 5 9 16 9 24 split_gain=7.67684 8.38144 8.89559 8.31523 21.9461 15.9247 14.6097 11.8977 11.131 threshold=0.25255050903990911 355.25000000000006 9.3638152613366685 74.478993263382407 51.002574920654304 0.92886317885066683 103.83139191708898 0.96468102547652956 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 8 -7 -6 -5 right_child=3 -3 -4 5 7 6 -8 -9 -10 leaf_value=-0.0027879805533754416 3.3350206456475367e-05 -0.00051875727437448603 -0.01525665539235318 0.00050925396331593222 -0.0010269478852147098 0.0056222412435533008 0.00073721524381804078 9.9599839439921633e-05 -0.00068616355278222955 leaf_count=279 714020 22747 83 15631 35128 697 38042 14938 19663 internal_value=0 -0.0179172 -0.168882 0.000558737 -0.000421714 0.0106779 0.0246769 -0.0206608 -0.00468762 internal_count=861228 23109 362 838119 764086 74033 38739 50066 35294 shrinkage=0.0334364 Tree=186 num_leaves=10 num_cat=0 split_feature=0 29 2 13 31 29 24 21 7 split_gain=7.59036 11.2986 10.0681 9.40314 8.94146 9.50293 8.08544 7.73206 7.60198 threshold=49.500000000000007 1.3289780595935932 62.641428571428584 35.33081796379367 1.5000000000000002 1.9986821877591814 6.5000000000000009 8.5000000000000018 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 3 4 6 -3 -6 -2 -5 -1 right_child=1 2 -4 7 5 -7 -8 -9 -10 leaf_value=0.00015385893503650297 -0.00119265226536199 -0.00086426257482257807 0.00088866627509685326 9.9945805274236852e-05 -0.0011572371837129298 -0.0043391525542745826 -0.00015480596951727334 0.0017112819772247395 -5.9134235229590736e-05 leaf_count=331989 12251 11538 2632 38338 2215 1994 26644 3646 429981 internal_value=0 -0.00829003 -0.0306714 -0.00320407 -0.0402402 -0.0796933 -0.0144065 0.00717417 0.00100688 internal_count=861228 99258 18379 80879 15747 4209 38895 41984 761970 shrinkage=0.0334364 Tree=187 num_leaves=10 num_cat=0 split_feature=11 7 22 9 21 25 5 7 10 split_gain=7.36267 7.85586 14.3913 12.3808 13.977 12.7511 22.6845 11.3399 12.2916 threshold=0.92773989576315163 -1.0000000180025095e-35 278.25000000000006 0.9484298287351709 1.5000000000000002 5948.5000000000009 287.69853210449224 -70.000465393066392 0.95576749437503306 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 7 -6 -7 8 -1 right_child=-2 2 -4 -5 5 6 -8 -9 -10 leaf_value=2.8263849325032843e-05 0.00043234023506410465 -0.0017161754372554596 -8.9345265138218949e-05 0.00024095685994069313 -0.00029436371680269539 -0.0022483786095202013 -0.018882832539037549 0.0009451278177087767 -0.0035848974782419292 leaf_count=6013 42586 6163 447809 235848 100600 1663 97 19173 1276 internal_value=0 -0.000556192 -0.00333261 0.00290013 -0.00498384 -0.01028 -0.0946622 0.0155025 -0.0180716 internal_count=861228 818642 453972 364670 128822 102360 1760 26462 7289 shrinkage=0.0334364 Tree=188 num_leaves=10 num_cat=0 split_feature=25 4 9 5 16 12 28 8 8 split_gain=7.32181 15.4051 14.0868 12.9654 10.7632 10.4792 18.767 13.0769 20.8905 threshold=15576.500000000002 190.20892333984378 0.66814592544309381 287.69853210449224 231.31949687857858 685.42440456451459 23014.750000000004 13384.500000000002 10013.500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 -2 -3 4 -4 6 -1 8 -7 right_child=1 2 3 -5 -6 7 -8 -9 -10 leaf_value=-2.919699885907695e-06 0.0015435768928195744 -0.01381638690754297 -0.010742261697027987 0.00087950282921984621 -0.0020620906545358634 0.001302361748891908 -0.011601241994281117 -0.001506561152748731 -0.020444081767255637 leaf_count=848015 8413 99 215 1537 621 91 156 1973 108 internal_value=0 0.0257722 -0.0436293 -0.0282105 -0.128436 -0.000328767 -0.00015112 -0.0697001 -0.314021 internal_count=861228 10885 2472 2373 836 850343 848171 2172 199 shrinkage=0.0334364 Tree=189 num_leaves=10 num_cat=0 split_feature=0 25 18 28 27 24 25 19 15 split_gain=7.31995 10.3662 19.8206 16.9641 12.639 10.1364 28.2239 15.2302 16.0799 threshold=22.000000000000004 847.25000000000011 1.5000000000000002 654.25000000000011 30.500000000000004 6.5000000000000009 1040.2500000000002 1298.7500000000002 0.92000986300936149 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -4 -7 8 -8 right_child=-2 2 5 -5 -6 6 7 -9 -10 leaf_value=0.00013308182207050974 -7.5975172178482629e-05 6.4362925495598241e-05 -0.0002892401422701397 0.00063497977338524878 -0.0008630180645256497 -0.00062260550315977614 -0.0055492769752166025 -0.001481313422452873 -0.017932718768494303 leaf_count=147071 548820 55752 6474 78515 15768 5677 1886 1140 125 internal_value=0 0.00379147 -0.00682507 0.00691694 0.00109544 -0.0387052 -0.0607458 -0.136641 -0.188986 internal_count=861228 312408 71054 241354 162839 15302 8828 3151 2011 shrinkage=0.0334364 Tree=190 num_leaves=10 num_cat=0 split_feature=11 5 12 20 14 16 22 27 26 split_gain=7.25023 9.19047 15.6055 9.29004 18.6906 8.90227 8.62129 17.4541 12.6806 threshold=0.90053908747457145 40.993766784667976 123.23097038856282 0.95839339820684388 35.477904669855661 187.14198071866787 497.25000000000006 23.500000000000004 1.2163849310976325 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 2 -2 4 -4 -3 7 -1 -9 right_child=1 5 3 -5 -6 -7 -8 8 -10 leaf_value=-0.00013452866619779669 0.00013716422500914419 0.0050640425606570082 -0.018803661693523679 -0.0023505261472614525 0.0022043574342666839 0.0006972837587875954 1.6545339507315488e-05 -0.0017517527745224812 0.00066782119526082734 leaf_count=108097 75866 532 116 1144 80 27607 631551 13273 2962 internal_value=0 0.00785161 0.00221276 -0.104763 -0.305923 0.0233231 -0.00100363 -0.00861516 -0.0391882 internal_count=861228 105345 77206 1340 196 28139 755883 124332 16235 shrinkage=0.0334364 Tree=191 num_leaves=10 num_cat=0 split_feature=17 16 11 1 26 29 20 11 16 split_gain=7.22234 10.9601 12.4112 8.56839 9.74562 8.61462 10.2365 8.69735 8.25868 threshold=37.571458234330869 181.03381119691741 0.82517846357596636 136.50000000000003 0.3997988472868505 0.088842216566978174 0.99976733688006802 0.6669254883047987 103.83139191708898 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 8 4 -3 6 -5 -8 -2 right_child=1 3 -4 5 -6 -7 7 -9 -10 leaf_value=0.00030004494022459519 0.0012074092771156564 -0.00072968324527032614 0.00044376545920191124 0.00045712479467539 -0.0054629026133211564 2.8213104847765729e-05 -0.015202687042907824 -0.004229305969611072 -0.00067081184770861901 leaf_count=80273 2728 9036 15915 415 514 687391 106 339 64511 internal_value=0 -0.000987343 -0.0118396 0.000305871 -0.029442 0.000718645 -0.0993038 -0.204663 -0.0177833 internal_count=861228 780955 83154 697801 9550 688251 860 445 67239 shrinkage=0.0334364 Tree=192 num_leaves=10 num_cat=0 split_feature=9 14 6 33 17 29 11 25 27 split_gain=7.12641 14.4561 13.5393 10.0781 9.52785 9.40664 10.9506 9.03729 16.8388 threshold=0.8937272472899721 81.08476976731221 0.51378712503276514 2.5000000000000004 49.918750698765017 0.12627490996993221 0.64270492919389988 658.25000000000011 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 4 5 -1 6 -2 8 -7 right_child=1 -3 -4 -5 -6 7 -8 -9 -10 leaf_value=-0.00049678475850360184 -0.0063129817512417906 0.0012923446449071838 5.6162390172674465e-05 -0.00068771191094746766 -0.0019727049599634907 -1.0585493999813587e-05 -0.00078827764707596929 0.00015739507417106247 -0.00087486320004782176 leaf_count=13579 421 9961 32712 22453 7642 352876 8488 385955 27141 internal_value=0 0.000790965 -0.0110818 0.000317987 -0.0307535 0.000923173 -0.0313835 0.00129893 -0.00216269 internal_count=861228 807295 53933 797334 21221 774881 8909 765972 380017 shrinkage=0.0334364 Tree=193 num_leaves=10 num_cat=0 split_feature=6 19 9 6 13 17 28 18 21 split_gain=6.78311 12.7336 9.71905 19.4406 16.3312 21.3987 16.0418 17.2797 16.6757 threshold=0.89743590834109666 443.25000000000006 0.92886317885066683 0.51923983894449333 76.33613302741928 80.488250305677113 967.25000000000011 1.5000000000000002 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 6 -6 -4 -8 -9 right_child=1 -3 4 -5 5 -7 7 8 -10 leaf_value=-0.00082690413179020651 -0.0010086565339190315 -7.6805268882654322e-05 9.7598748284514792e-05 0.00012982730236232211 0.00055260546541338097 0.0040986151858385987 -0.00015930441005034397 -0.0011418867200204087 -0.0055170559327773041 leaf_count=41320 20022 90488 545599 55825 39453 1999 51338 14138 1046 internal_value=0 -0.00734637 0.00104503 -0.00828774 0.00243222 0.0216414 0.0011314 -0.0135295 -0.043165 internal_count=861228 110510 750718 97145 653573 41452 612121 66522 15184 shrinkage=0.0334364 Tree=194 num_leaves=10 num_cat=0 split_feature=17 16 1 16 8 29 9 4 13 split_gain=6.64543 11.4563 10.9891 10.3894 12.336 12.3237 15.3483 13.5358 12.3786 threshold=110.74178748514825 147.02348065111886 2385.5000000000005 103.83139191708898 623.50000000000011 1.7367813297678378 0.9484298287351709 37.000892639160163 236.31687782112323 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -2 5 -5 6 8 -8 -1 right_child=2 -3 -4 4 -6 -7 7 -9 -10 leaf_value=-0.0024581679168114079 -0.00018660177171825025 1.6512042209398703e-05 0.0037457645364075013 -0.00059440280467947383 -0.0026030027093479112 0.0060452500101138085 0.00072438915405759706 0.007539597277122341 0.010815858389320077 leaf_count=1863 1837 835130 1400 14233 4499 443 1307 434 82 internal_value=0 -0.000110743 0.0452843 -0.0221964 -0.0322051 0.0232099 0.00427026 0.0724748 -0.0567807 internal_count=861228 857991 3237 22861 18732 4129 3686 1741 1945 shrinkage=0.0334364 Tree=195 num_leaves=10 num_cat=0 split_feature=0 29 14 30 29 13 24 16 7 split_gain=6.76988 10.2261 9.63925 8.35133 9.12601 8.34911 7.53945 7.1862 6.74461 threshold=49.500000000000007 1.3456684327019477 50.045477088348669 1.0000000180025095e-35 1.9986821877591814 35.33081796379367 6.5000000000000009 180.08358997931512 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 5 3 -3 -5 6 -2 -7 -1 right_child=1 2 -4 4 -6 7 -8 -9 -10 leaf_value=0.00014619508516626288 -0.0011422890947300683 -0.0008909540097343262 0.00059144799224501092 -0.0011924498392674916 -0.0045049537926224893 -0.00074935002002628182 -0.00014102533042337467 0.00041443867400824423 -5.4443659986529153e-05 leaf_count=331873 12277 10483 3467 2001 1737 7119 26678 35572 430021 internal_value=0 -0.00779162 -0.0295905 -0.0411169 -0.0816991 -0.00306905 -0.0136552 0.0065907 0.000985526 internal_count=861228 99334 17688 14221 3738 81646 38955 42691 761894 shrinkage=0.0334364 Tree=196 num_leaves=10 num_cat=0 split_feature=17 16 9 14 29 16 16 7 26 split_gain=6.74339 10.4748 11.4568 13.9024 8.70549 7.00262 14.1719 11.1608 13.6316 threshold=38.014142756799451 177.976222560313 0.9650156622806495 31.682433052471257 3.5081837856821956 141.84280696796597 190.92520119886777 -89.940933227539048 1.3872306025215433 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 4 -4 -2 -1 -7 8 -8 right_child=1 -3 3 -5 -6 6 7 -9 -10 leaf_value=-0.0006146448803797793 -0.00086324973808089085 7.4520674120328921e-06 -8.4574262606336098e-05 0.0038322973629039839 0.0037542654343221747 0.0012213820434975678 -0.00068685789302655681 0.0002640399021209143 -0.0058411723627797025 leaf_count=8814 38163 702452 32204 1046 462 17382 3639 56385 681 internal_value=0 -0.000953625 -0.0124518 0.00115578 -0.0241658 0.00833655 0.0113524 0.00414363 -0.0448427 internal_count=861228 774327 71875 33250 38625 86901 78087 60705 4320 shrinkage=0.0334364 Tree=197 num_leaves=10 num_cat=0 split_feature=15 17 4 25 28 15 6 16 29 split_gain=6.45567 8.04865 7.70985 13.9787 19.8632 9.19508 9.71818 8.48592 11.4359 threshold=0.25255050903990911 33.978663770260006 190.20892333984378 15576.500000000002 23014.750000000004 0.33594181826536151 0.68421057196660284 154.9496011747008 3.1286025427077413 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 7 -4 -7 8 -3 right_child=1 2 5 -5 -6 6 -8 -9 -10 leaf_value=-0.000551185941164348 0.00051600682324101329 -0.0006598169027843279 -0.019807142247294202 0.0020905224385795733 -0.015895524682897497 0.0015505339031937435 -0.003971153256806091 1.1649020748935179e-05 0.0053550128023210544 leaf_count=23107 34424 27489 33 3555 88 559 983 770632 358 internal_value=0 0.000458967 -0.000182379 -4.51342e-05 -0.000323667 -0.0700791 -0.0589014 -0.00027131 -0.0174208 internal_count=861228 838121 803697 802122 798567 1575 1542 798479 27847 shrinkage=0.0334364 Tree=198 num_leaves=10 num_cat=0 split_feature=28 21 28 27 8 11 0 21 24 split_gain=6.46423 13.8848 13.3206 11.5808 9.62033 9.08306 9.05624 9.25111 9.08063 threshold=684.25000000000011 9.5000000000000018 978.25000000000011 22.500000000000004 1667.5000000000002 0.88529077265140377 51.000000000000007 8.5000000000000018 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 4 6 -3 -4 7 -1 -8 right_child=1 2 5 -5 -6 -7 8 -9 -10 leaf_value=2.5680169816277707e-05 5.4035685448224188e-05 0.0011354158803805613 -0.00197702183679752 -0.00036262383712329496 -0.012274752681363752 -0.014156694963735053 -0.0016805253384438107 0.00099761770676345929 -0.00017439272844793757 leaf_count=301580 385466 18715 217 123403 60 100 6653 11361 13673 internal_value=0 0.00291987 0.0292435 -0.00256954 0.0326758 -0.174037 0.000494788 0.00182332 -0.0199594 internal_count=861228 404558 19092 456670 18775 317 333267 312941 20326 shrinkage=0.0334364 Tree=199 num_leaves=10 num_cat=0 split_feature=6 9 17 17 24 27 16 11 12 split_gain=6.37116 9.03571 14.1634 11.9379 14.6524 11.7312 11.4647 18.5144 14.3904 threshold=0.89743590834109666 0.96083982874813834 51.213283932024758 80.488250305677113 4.5000000000000009 16.500000000000004 225.51815880458784 0.77724636234584343 140.81980515339467 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 -6 -4 -8 -9 right_child=-2 3 6 4 5 -7 7 8 -10 leaf_value=4.9969792362856103e-05 -0.00023714043293997944 0.00010616846654644368 -0.00038493034499426104 0.0042416523415749387 -0.0013868829375484788 0.0019288235035334273 -0.0010416159593068448 -0.012107944623226251 -0.0021810422089894592 leaf_count=196681 110667 453291 91164 1671 1966 3034 2098 350 306 internal_value=0 0.00103539 -0.00332979 0.00379326 0.0457881 0.0186948 -0.0134326 -0.0770003 -0.223631 internal_count=861228 750561 290599 459962 6671 5000 93918 2754 656 shrinkage=0.0334364 Tree=200 num_leaves=10 num_cat=0 split_feature=11 22 27 4 7 25 18 20 28 split_gain=6.58779 7.41293 9.88818 8.06173 7.07861 9.67886 9.5255 6.64214 6.58716 threshold=0.92773989576315163 278.25000000000006 1.5000000000000002 6.0103068351745614 -1.0000000180025095e-35 251.75000000000003 2.5000000000000004 0.45077177694464149 608.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 6 7 -6 -7 right_child=-2 -3 4 -5 5 8 -8 -9 -10 leaf_value=-0.0069980570540832676 0.00040835880853605955 -7.4876904991757787e-06 8.4287295432335782e-05 0.0059619096581910325 0.012334874562104749 -0.00016336612742111353 -0.0070502828789067752 -0.0024732590302614975 -0.0031489900384361444 leaf_count=63 42538 809141 3220 362 35 3008 678 1044 1139 internal_value=0 -0.000550829 -0.0282501 0.12085 -0.0351953 -0.0557653 -0.11797 -0.0596033 -0.0294106 internal_count=861228 818690 9549 425 9124 5904 1757 1079 4147 shrinkage=0.0334364 Tree=201 num_leaves=10 num_cat=0 split_feature=0 25 18 27 24 25 19 15 21 split_gain=6.45903 10.2074 19.4089 14.9101 10.1675 22.8299 14.348 14.5541 9.35349 threshold=22.000000000000004 858.25000000000011 1.5000000000000002 14.500000000000002 6.5000000000000009 1040.2500000000002 1298.7500000000002 0.92000986300936149 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -4 -6 7 8 -7 right_child=-2 2 4 -5 5 6 -8 -9 -10 leaf_value=0.00055653311077647665 -6.5974258794759998e-05 5.1976100356701388e-05 -0.00033052627346166562 1.8645602262770005e-05 -0.00068280241781593185 -0.0041865176937019057 -0.001317723191995662 -0.017375396484773337 -0.010180493826344377 leaf_count=93929 548972 54993 6335 149026 4833 1538 1124 119 359 internal_value=0 0.00372343 -0.00698177 0.006777 -0.0397909 -0.0635527 -0.12994 -0.180414 -0.159133 internal_count=861228 312256 69301 242955 14308 7973 3140 2016 1897 shrinkage=0.0334364 Tree=202 num_leaves=10 num_cat=0 split_feature=22 7 27 19 21 25 18 24 19 split_gain=6.0983 10.8723 17.7143 15.7425 10.9114 22.6696 16.7843 31.0557 26.2072 threshold=579.75000000000011 -89.940933227539048 2.5000000000000004 931.25000000000011 1.5000000000000002 1136.2500000000002 1.5000000000000002 6.5000000000000009 1320.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -3 -6 -7 -8 -9 right_child=1 4 -4 -5 5 6 7 8 -10 leaf_value=-0.00013122609139653801 -0.0080312884793598445 0.00049666548513058748 -0.00026773570585902825 -0.0019086687786728101 0.00013029009622280018 -0.00024080016189242259 -0.00032079186469613388 -0.0055283885088898569 -0.0010795144062976821 leaf_count=270173 575 64234 14982 2559 429139 63592 10047 3055 2872 internal_value=0 0.00181029 -0.0223093 -0.0906794 0.00257294 0.00102221 -0.0144811 -0.04346 -0.100867 internal_count=861228 591055 18116 3134 572939 508705 79566 15974 5927 shrinkage=0.0334364 Tree=203 num_leaves=10 num_cat=0 split_feature=0 17 16 11 8 22 28 24 17 split_gain=6.22565 10.2754 12.2392 16.7716 14.3135 11.1111 15.581 14.5881 13.3529 threshold=35.000000000000007 53.543991090860878 229.77434881952061 0.77724636234584343 1440.5000000000002 509.25000000000006 846.25000000000011 5.5000000000000009 56.945691600755872 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 5 -4 -5 -3 -7 -8 -9 right_child=-2 2 3 4 -6 6 7 8 -10 leaf_value=0.0001329381507876007 -0.00011773908099320394 -0.00088081788739725127 -0.0010848684570898676 -0.015040957959444247 0.0012043477323284162 0.00029729837899629446 -0.00020312409367366917 -0.00033173534081390807 -0.0036665229177504101 leaf_count=455630 316511 21405 695 218 84 49381 11772 2292 3240 internal_value=0 0.00205535 -0.00776695 -0.117943 -0.314699 -0.00651999 -0.000157042 -0.025979 -0.0683346 internal_count=861228 544717 89087 997 302 88090 66685 17304 5532 shrinkage=0.0334364 Tree=204 num_leaves=10 num_cat=0 split_feature=11 22 27 15 28 17 24 21 15 split_gain=5.89162 10.3313 14.8727 12.6421 11.5088 10.3055 9.48363 9.19553 11.8957 threshold=0.86668193617346179 519.25000000000011 28.500000000000004 0.4748858520997436 582.25000000000011 50.777349704699027 10.500000000000002 4.5000000000000009 0.54320294314131801 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 4 -3 6 -6 -1 8 -8 right_child=-2 3 -4 -5 5 -7 7 -9 -10 leaf_value=0.0002091213651152602 0.00014788738929343947 -0.00033713169363480878 -0.0018385406517126971 9.5042617020396299e-05 -0.00019895062237351439 -0.0015037003457349161 0.0022299357326071548 -0.00026856325752979028 -0.0024634448597868519 leaf_count=57524 224045 92514 6818 415700 13731 13346 702 32534 4314 internal_value=0 -0.00153885 -0.00953216 0.000489607 -0.00699509 -0.0251836 -0.00181502 -0.0141767 -0.0540308 internal_count=861228 637183 128969 508214 122151 27077 95074 37550 5016 shrinkage=0.0334364 Tree=205 num_leaves=10 num_cat=0 split_feature=6 19 0 17 1 15 7 9 6 split_gain=6.1632 10.4516 8.22773 7.80894 10.8769 11.9089 11.2969 7.92076 14.5368 threshold=0.89743590834109666 443.25000000000006 45.000000000000007 110.74178748514825 2289.5000000000005 0.56946321599251915 -54.417205810546868 0.91583377368764374 0.51378712503276514 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 7 5 6 -5 8 -1 right_child=1 2 -4 4 -6 -7 -8 -9 -10 leaf_value=-0.00086187989749153494 -0.00092590479909908689 9.7063118314968177e-05 -0.0006477691389063122 -0.0087268940233172637 0.0039920895223894337 0.0028248759524802181 -0.00017949861304699728 6.0769589499087295e-05 9.9513830233997566e-05 leaf_count=30529 20062 68784 21847 261 1327 762 512 675677 41467 internal_value=0 -0.00703855 -0.00246683 0.000954575 0.0530898 -0.00422927 -0.0916811 0.000755008 -0.00921609 internal_count=861228 110693 90631 750535 2862 1535 773 747673 71996 shrinkage=0.0334364 Tree=206 num_leaves=10 num_cat=0 split_feature=28 21 28 27 18 22 25 6 11 split_gain=6.16339 12.1249 11.4211 10.3627 9.56034 9.08462 8.79706 8.668 8.50465 threshold=684.25000000000011 9.5000000000000018 978.25000000000011 31.500000000000004 3.5000000000000004 482.25000000000006 772.25000000000011 0.48123933730395424 0.88529077265140377 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 5 7 -6 -5 -4 right_child=1 2 8 4 6 -7 -8 -9 -10 leaf_value=-3.7427919309809273e-05 5.5723276620713702e-05 0.0010265684308544173 -0.0015916278816806581 -0.0098751613885267719 -0.0013995461143337072 -5.1479727488507951e-05 -0.022563780323863126 -0.0017716939548457042 -0.013332854061119639 leaf_count=422328 385550 18715 213 161 11224 21143 22 1770 102 internal_value=0 0.00288278 0.0275238 -0.00247736 -0.0191882 -0.00753616 -0.0430952 -0.0731936 -0.161308 internal_count=861228 404580 19030 456648 34320 23074 11246 1931 315 shrinkage=0.0334364 Tree=207 num_leaves=10 num_cat=0 split_feature=0 25 18 28 27 17 24 28 7 split_gain=5.96592 9.2572 15.4026 14.3868 10.5201 8.85522 18.5308 8.50333 8.1571 threshold=22.000000000000004 847.25000000000011 1.5000000000000002 654.25000000000011 30.500000000000004 53.695594821173998 6.5000000000000009 604.25000000000011 -1.5856564640998838 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -4 8 -6 -7 right_child=-2 2 5 -5 7 6 -8 -9 -10 leaf_value=0.00012355432235800135 -6.7212998687913176e-05 3.8458765832172597e-05 -0.00077753559529921323 0.00058634674975761468 -0.001342051151538127 0.0011255796479711438 -0.0058362684804323826 0.00029052010508692349 -0.0043164755177573701 leaf_count=147035 548776 55737 12509 78516 10421 1111 1274 5423 426 internal_value=0 0.00346388 -0.00656862 0.00641704 0.00105705 -0.0346511 -0.0853678 -0.0234255 -0.0114473 internal_count=861228 312452 71057 241395 162879 15320 2811 15844 1537 shrinkage=0.0334364 Tree=208 num_leaves=10 num_cat=0 split_feature=25 4 9 5 16 17 1 23 12 split_gain=6.01809 12.9616 12.7512 11.8005 10.2316 9.45562 9.28008 8.97457 8.88491 threshold=15576.500000000002 190.20892333984378 0.66814592544309381 287.69853210449224 231.31949687857858 39.521669727114173 9935.5000000000018 0.99999189902950392 685.42440456451459 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 6 5 4 -4 -3 -2 -8 -1 right_child=1 2 3 -5 -6 -7 7 -9 -10 leaf_value=-2.9418516631556061e-06 -0.00032400708640152105 -0.022155155609499891 -0.010375300821625884 0.00088344066965183776 -0.0018896737945771861 -0.0013076486696266491 0.0054140373244609815 0.001609898655557397 -0.002142249698932877 leaf_count=848167 2448 56 213 1541 625 43 801 5158 2176 internal_value=0 0.0234117 -0.0401485 -0.0255151 -0.121021 -0.391794 0.0421463 0.0634412 -0.00025171 internal_count=861228 10885 2478 2379 838 99 8407 5959 850343 shrinkage=0.0334364 Tree=209 num_leaves=10 num_cat=0 split_feature=10 21 6 9 13 17 25 4 17 split_gain=5.90354 10.2336 9.61918 17.7612 15.7093 12.4545 11.9629 12.6526 10.9148 threshold=0.69142492142022605 7.5000000000000009 0.51923983894449333 0.92886317885066683 76.33613302741928 110.74178748514825 1136.2500000000002 39.625602722167976 64.728283741153874 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -2 6 -4 -5 8 -8 right_child=2 -3 5 4 -6 -7 7 -9 -10 leaf_value=-0.00021089700168856426 -0.0007397173574173573 0.00029224653064164599 0.00015424014648734785 9.1719585883830475e-06 0.00074300325197790187 0.003542309744740802 -0.00080831477060886695 0.016954371136058997 -0.0048105015513716454 leaf_count=244060 41392 55465 369594 103780 28907 1217 15969 44 800 internal_value=0 -0.00352091 0.00197634 -0.0037913 0.00128422 0.0049455 -0.00373457 -0.0284798 -0.029885 internal_count=861228 299525 561703 190892 149500 370811 120593 16813 16769 shrinkage=0.0334364 Tree=210 num_leaves=10 num_cat=0 split_feature=17 16 16 12 9 29 9 5 29 split_gain=5.90379 11.1442 10.1906 11.3623 12.1353 12.8813 8.7207 7.65681 7.44056 threshold=40.136576272938562 177.976222560313 103.83139191708898 423.26702730475887 0.952278807424498 3.1286025427077413 0.9650156622806495 77.65698623657228 0.32354992206087463 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 -2 -4 -6 -9 right_child=1 -3 6 -5 7 -7 -8 8 -10 leaf_value=0.00020858657301405992 -0.0021401488724496864 3.08183308487753e-06 -0.00091770777822506742 0.0069822538266742498 0.0016537508617814965 0.0078783572671127337 -0.00012623070566203419 0.014575983237930303 0.0038422187858116953 leaf_count=127690 1470 667928 33193 362 813 159 29304 115 194 internal_value=0 -0.00112944 -0.0135658 0.0422754 0.0203598 -0.034761 -0.0163473 0.100388 0.234385 internal_count=861228 733538 65610 3113 2751 1629 62497 1122 309 shrinkage=0.0334364 Tree=211 num_leaves=10 num_cat=0 split_feature=25 18 27 14 7 0 29 2 10 split_gain=5.54733 19.6632 6.78187 8.1434 5.85355 5.68744 8.58458 11.0334 8.78056 threshold=251.75000000000003 2.5000000000000004 1.5000000000000002 7.3379271387716996 -11.557353019714354 48.000000000000007 1.3829218920951252 62.641428571428584 0.7753313485552199 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 -2 8 -8 -7 right_child=5 -3 4 -5 -6 6 7 -9 -10 leaf_value=-0.0073419401490528611 4.3190441634404609e-05 -0.0054523080842141065 0.0015087271709166164 0.0062281413588703392 -0.0019732829155746892 -0.00033099988221118421 -0.0011549367699527123 0.00096719115063074285 0.00028412341865231757 leaf_count=58 729795 944 918 335 1310 63113 17453 3249 44053 internal_value=0 -0.0393149 0.00525584 0.126372 -0.016108 0.000213813 -0.00593823 -0.0245806 -0.00233696 internal_count=861228 3565 2621 393 2228 857663 127868 20702 107166 shrinkage=0.0334364 Tree=212 num_leaves=10 num_cat=0 split_feature=16 16 12 23 9 11 8 11 14 split_gain=5.89028 9.70415 13.1041 11.8737 9.48324 12.1114 8.64474 6.649 6.52487 threshold=151.0451332734352 103.83139191708898 193.1040764008566 0.96145249582946257 0.83365544534241598 0.62030662593984975 623.50000000000011 0.82052468037666937 7.3379271387716996 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 -6 -3 -7 -2 right_child=8 6 3 4 5 7 -8 -9 -10 leaf_value=-0.00060512574274234363 -0.00075827146719851374 -0.00034030716877310626 -0.00084507216362747863 -0.0027386429596044193 0.0083564519871305691 -0.0019946270348949733 -0.0017134692785033491 0.0060425586938538224 2.7201854134214466e-05 leaf_count=2592 11997 19841 623 168 754 264 6911 204 817874 internal_value=0 -0.0134883 0.0289126 0.0894446 0.140862 0.171488 -0.020787 0.0451233 0.000473935 internal_count=861228 31357 4605 2013 1390 1222 26752 468 829871 shrinkage=0.0334364 Tree=213 num_leaves=10 num_cat=0 split_feature=22 27 15 7 25 21 18 0 25 split_gain=5.84238 11.1653 7.66046 7.20373 11.6302 11.2357 11.4702 5.82981 10.0345 threshold=278.25000000000006 1.5000000000000002 0.3278405755895441 -7.5946431159973136 251.75000000000003 3.5000000000000004 1.5000000000000002 17.500000000000004 847.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 6 -5 8 -2 right_child=7 3 -4 4 -6 -7 -8 -9 -10 leaf_value=-0.0067430987732028805 0.00026819229507785239 0.00020820054539049732 0.0059752586769591951 -0.0050227350885971717 -0.00076040295023225451 -0.0065808860661510163 0.0020446776274670149 -4.5016183231955898e-05 -0.00024604008294628645 leaf_count=61 184075 3476 401 510 4583 901 517 611573 55131 internal_value=0 -0.0235 0.128482 -0.0305307 -0.0501542 -0.115316 -0.0438128 0.0002908 0.00447639 internal_count=861228 10449 462 9987 6511 1928 1027 850779 239206 shrinkage=0.0334364 Tree=214 num_leaves=10 num_cat=0 split_feature=17 16 11 17 1 5 13 16 11 split_gain=5.78573 9.29757 11.1009 7.0061 10.0836 9.68355 8.81479 9.42135 12.3758 threshold=38.433403916240707 181.03381119691741 0.82517846357596636 110.74178748514825 2502.5000000000005 39.999279022216804 52.508081814998093 103.83139191708898 0.64270492919389988 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 5 -5 -2 8 -8 right_child=1 -3 -4 4 -6 -7 7 -9 -10 leaf_value=0.00024328616335923234 -0.00048534469487963546 5.0746355635571139e-06 0.00043762783605753262 0.0018055371853681389 0.0033027231839296073 -0.0034828088193005181 0.0025358839929993699 -0.0022094959190594545 -0.0045963293359957856 leaf_count=93911 54361 686872 15239 807 1252 744 1094 6586 362 internal_value=0 -0.0010395 -0.011211 -0.0168899 0.0320187 -0.0218693 -0.0190868 -0.0499872 0.0228083 internal_count=861228 767317 80445 65206 2803 1551 62403 8042 1456 shrinkage=0.0334364 Tree=215 num_leaves=10 num_cat=0 split_feature=28 27 27 21 10 20 30 28 17 split_gain=5.80527 11.4488 9.99596 8.24685 8.30828 8.12495 9.44754 8.59416 9.67287 threshold=684.25000000000011 33.500000000000007 22.500000000000004 8.5000000000000018 0.90028724066643306 0.28456931289401438 1.0000000180025095e-35 628.25000000000011 61.114967621588129 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 6 -5 8 -7 right_child=1 -3 -4 4 -6 7 -8 -9 -10 leaf_value=-1.6572629374493121e-05 6.0094979975420302e-05 0.0010161150112642822 -0.0003367413886019618 0.011505903844919702 0.0051992248422247245 0.0006730722282891797 -0.0011755870740142839 -0.0013430523078064366 0.0045596049583875569 leaf_count=321301 390059 14526 123300 163 477 8358 110 2151 783 internal_value=0 0.00282385 -0.00237823 0.000467277 0.0261597 0.0208252 0.191293 0.0167039 0.0300865 internal_count=861228 404585 456643 333343 12042 11565 273 11292 9141 shrinkage=0.0334364 Tree=216 num_leaves=10 num_cat=0 split_feature=17 16 11 33 14 20 23 9 22 split_gain=5.2717 7.97197 11.1501 6.52701 9.45385 9.49367 18.4843 9.54335 8.93817 threshold=38.014142756799451 181.03381119691741 0.82517846357596636 2.5000000000000004 7.3379271387716996 0.51048153404317476 0.11537270132719117 0.96248798986556172 679.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 7 -7 -6 -9 right_child=1 3 -4 -5 5 6 -8 8 -10 leaf_value=0.00024861605179267074 -0.00052779391431378433 -0.0018963139839457317 0.000467480583185419 -0.00051652644270545011 -6.9645009707458349e-05 -0.010520894021824824 2.1197774289005007e-05 0.00053758914004751709 0.0025599302229348101 leaf_count=86886 66150 2834 15541 25285 7761 186 646789 5134 4662 internal_value=0 -0.000779241 -0.0101222 0.000322669 0.000920185 0.00116597 0.00054333 0.0241104 0.0448624 internal_count=861228 774342 81691 692651 667366 664532 646975 17557 9796 shrinkage=0.0334364 Tree=217 num_leaves=10 num_cat=0 split_feature=15 11 1 11 29 17 26 21 21 split_gain=5.571 7.23798 12.5977 11.5887 11.8429 8.67879 7.91767 8.15068 6.82936 threshold=0.25255050903990911 0.42019230329080787 2202.5000000000005 0.81093842895362667 0.38970600064709532 63.149038145229007 6.8402386901329821 6.5000000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 5 4 -3 -1 7 -6 -5 right_child=-2 3 -4 8 6 -7 -8 -9 -10 leaf_value=-0.00089598245881811211 1.119618176713943e-05 -0.0001054600876226052 0.0026518982177974157 -0.0014262512216035694 -0.0030741919911950314 -0.010592663747677903 0.0033412956623842358 0.0050464248487807808 0.00045490531303012777 leaf_count=615 838156 3527 1824 2883 5141 124 241 142 8575 internal_value=0 -0.0154166 0.0346864 -0.021678 -0.0484234 -0.0754575 -0.0773273 -0.0854135 -0.00055093 internal_count=861228 23072 2563 20509 9051 739 5524 5283 11458 shrinkage=0.0334364 Tree=218 num_leaves=10 num_cat=0 split_feature=10 9 25 19 6 9 13 25 17 split_gain=5.93365 9.20467 13.2471 15.1664 8.94522 16.2243 13.6501 14.397 10.7876 threshold=0.69142492142022605 0.72873487956359917 3053.2500000000005 8668.5000000000018 0.51923983894449333 0.92886317885066683 72.834923054991705 1136.2500000000002 110.74178748514825 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -2 7 -7 -6 right_child=4 -3 3 -5 8 6 -8 -9 -10 leaf_value=0.00073514682573049602 -0.00070792212315191243 -0.00011135435437614887 -0.017701861088376597 -0.0027991832106959518 0.00014978019432674691 1.3027349623414261e-05 0.00065210466250033283 -0.001110231555107327 0.0033120534295623138 leaf_count=309 41339 299072 131 183 369743 102624 32049 14568 1210 internal_value=0 -0.00358327 -0.125008 -0.269662 0.00192725 -0.00364113 0.00121488 -0.0037864 0.00478805 internal_count=861228 299695 623 314 561533 190580 149241 117192 370953 shrinkage=0.0334364 Tree=219 num_leaves=10 num_cat=0 split_feature=25 4 9 6 16 17 12 28 7 split_gain=5.88636 12.2133 11.9154 9.60097 8.77283 8.76492 8.5267 15.3949 11.7964 threshold=15576.500000000002 190.20892333984378 0.66814592544309381 0.6793893412716201 228.36106915072176 39.521669727114173 685.42440456451459 23014.750000000004 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 -2 5 -4 -5 -3 7 -1 -8 right_child=1 2 3 4 -6 -7 8 -9 -10 leaf_value=-2.9007187621635745e-06 0.0013826288473770302 -0.021189882092460196 0.0016424755876177054 -0.0071826944631659456 -0.0010632462253716863 -0.0011948490972355935 -0.010299852444695522 -0.010474146848474754 -0.0013617779606192389 leaf_count=848019 8391 57 1021 353 1015 43 180 157 1992 internal_value=0 0.0231033 -0.0384138 -0.024258 -0.079025 -0.376596 -0.000304965 -0.000144722 -0.0628806 internal_count=861228 10880 2489 2389 1368 100 850348 848176 2172 shrinkage=0.0334364 Tree=220 num_leaves=10 num_cat=0 split_feature=11 7 25 18 20 27 17 26 30 split_gain=5.27089 6.8717 11.1814 11.0158 10.5848 9.50831 12.2378 10.8296 9.34545 threshold=0.92773989576315163 -1.0000000180025095e-35 313.25000000000006 2.5000000000000004 1.1158475181442291 6.5000000000000009 66.70877015835336 0.34524262176353437 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -4 -7 -8 -6 right_child=-2 2 5 -5 8 6 7 -9 -10 leaf_value=0.00016339534879304958 0.00036365733401545297 -0.0008362427098383056 -0.00049798500896233212 -0.0048547825700334096 -0.00017173840822075793 -1.3118220774152736e-05 0.0020175528680038859 -0.0027886366283564955 -0.0014677128134516248 leaf_count=313140 42619 2988 55661 1024 44228 390670 634 3025 7239 internal_value=0 -0.000530647 -0.00312708 -0.0556851 0.00270239 -0.00265849 -0.00093147 -0.0584949 -0.0105879 internal_count=861228 818609 454002 4012 364607 449990 394329 3659 51467 shrinkage=0.0334364 Tree=221 num_leaves=10 num_cat=0 split_feature=28 25 18 6 27 27 29 14 7 split_gain=5.37196 11.78 17.8863 21.7615 15.5729 13.4267 18.3363 13.8773 14.7014 threshold=694.25000000000011 929.25000000000011 1.5000000000000002 0.43138745965343589 2.5000000000000004 21.500000000000004 4.9654877623016818 27.212104795145496 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 4 5 -4 -2 7 -7 -3 -9 right_child=1 2 3 -5 -6 6 -8 8 -10 leaf_value=-7.4775942720676711e-05 -0.0020745862517793897 -0.0004199651992789866 0.00072233316878379263 -0.0013202619871137875 0.00030079403995838996 -0.0029685667214907566 -0.022644503124127829 -0.0019613590454037443 0.0003547928578477582 leaf_count=474648 3133 45413 7697 24057 204049 332 63 3162 98674 internal_value=0 0.00278498 -0.00314729 -0.0246781 0.00792171 0.00148338 -0.182638 0.00197729 0.00846013 internal_count=861228 386580 179398 31754 207182 147644 395 147249 101836 shrinkage=0.0334364 Tree=222 num_leaves=10 num_cat=0 split_feature=16 17 17 16 32 16 7 26 28 split_gain=4.94565 11.0273 8.22556 17.3283 11.7385 19.3938 8.01044 11.9668 18.8353 threshold=147.02348065111886 110.74178748514825 38.014142756799451 191.61281710909034 1.5000000000000002 169.76080078795388 -89.940933227539048 1.3872306025215433 3603.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -2 7 -5 -9 right_child=2 -3 -4 6 -6 -7 -8 8 -10 leaf_value=-0.00066771748996005903 0.0012389490099649618 0.0020092668970543375 -2.0213647928958642e-05 -0.00053789726654818355 -0.00030170767890899772 0.0048078713372051779 0.00020742362247155237 -0.0028247110958214265 -0.017662873969575235 leaf_count=22913 8606 1860 761614 3636 3432 2122 56384 545 116 internal_value=0 -0.0139586 0.000378484 0.0103822 0.0418816 0.0581666 0.00303172 -0.0385878 -0.162358 internal_count=861228 24773 836455 74841 14160 10728 60681 4297 661 shrinkage=0.0334364 Tree=223 num_leaves=10 num_cat=0 split_feature=28 21 28 27 8 18 11 19 16 split_gain=5.09829 10.8543 10.6838 9.78911 8.09189 8.04024 7.99523 7.69692 8.1036 threshold=684.25000000000011 9.5000000000000018 978.25000000000011 22.500000000000004 1667.5000000000002 4.5000000000000009 0.88529077265140377 233.25000000000003 223.31308683513134 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 4 5 7 -1 -4 -3 -9 right_child=1 2 6 -5 -6 -7 -8 8 -10 leaf_value=6.3347255473701535e-06 4.792254050791173e-05 -0.0083890716953867201 -0.0015349346503569063 -0.00033070477487926516 -0.011293513053426581 0.0023720231474917363 -0.012881660750057707 0.0016990246434829906 0.00030151161616385585 leaf_count=331416 385526 97 213 123533 60 1614 103 10052 8614 internal_value=0 0.00258719 0.0258317 -0.00228779 0.0288929 0.000532348 -0.156518 0.0300654 0.0315255 internal_count=861228 404665 19139 456563 18823 333030 316 18763 18666 shrinkage=0.0334364 Tree=224 num_leaves=10 num_cat=0 split_feature=29 17 4 25 15 6 8 7 7 split_gain=4.98464 7.95092 7.27129 14.821 7.88331 10.27 6.76008 9.97877 10.8513 threshold=0.1808059040590406 31.155825494780458 190.20892333984378 15576.500000000002 0.33594181826536151 0.68421057196660284 20747.000000000004 -80.580303192138658 -33.618085861206048 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 6 -4 -6 -3 -8 -9 right_child=1 2 4 -5 5 -7 7 8 -10 leaf_value=-0.00048569533136033535 0.00075262012844595533 -1.4779878829541796e-06 -0.016454796862810258 0.002000287316899549 0.0017038949736187662 -0.0036955885048220592 -0.011001449214587828 0.0022043950155504351 -0.0042078057725636244 leaf_count=22882 16004 815099 42 4140 608 1118 135 523 677 internal_value=0 0.000433574 3.95328e-06 0.00014198 -0.0640576 -0.0536412 -0.000160656 -0.0712623 -0.0422639 internal_count=861228 838346 822342 820574 1768 1726 816434 1335 1200 shrinkage=0.0334364 Tree=225 num_leaves=10 num_cat=0 split_feature=9 17 17 16 16 11 22 8 8 split_gain=5.09373 12.8415 12.665 13.0213 13.9604 23.9617 11.6181 11.4434 10.3374 threshold=0.96536961012644917 66.70877015835336 49.643982070771891 185.47622492031323 228.36106915072176 0.77455430713814877 4553.5000000000009 3641.5000000000005 1470.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 -5 -6 7 -3 -7 right_child=1 6 3 4 5 8 -8 -9 -10 leaf_value=6.654990462829693e-05 4.7113136129997588e-05 0.0010159655998559262 -0.00092108644913299631 -0.00011874215739817644 -0.00073998013647365302 -0.010970162753215058 0.0056143059663680203 -0.012644812278411972 -0.0021923077360139509 leaf_count=242401 442419 10643 31803 130551 2044 446 626 69 226 internal_value=0 0.00226066 -0.00261033 -0.0093663 -0.00502754 -0.0759875 0.0354917 0.0277533 -0.239801 internal_count=861228 453757 407471 165070 133267 2716 11338 10712 672 shrinkage=0.0334364 Tree=226 num_leaves=10 num_cat=0 split_feature=22 27 15 28 24 18 7 4 30 split_gain=5.03005 10.6341 6.66536 5.69288 10.9301 7.79496 6.2964 5.7826 4.92224 threshold=303.25000000000006 1.5000000000000002 0.3278405755895441 303.25000000000006 2.5000000000000004 1.5000000000000002 -1.0000000180025095e-35 11.000376701354982 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -3 -6 -8 -2 right_child=8 3 -4 -5 6 -7 7 -9 -10 leaf_value=-0.0055006464126653373 4.2790956569281002e-05 -0.0021429690970199019 0.0056006204954486003 -0.00047671556660137373 -0.0007371571391051303 0.0056381095217257846 -0.0062041883957625697 -0.001432173356788746 -0.0001865283005634682 leaf_count=70 725005 282 444 10844 662 294 918 411 122298 internal_value=0 -0.0188716 0.122285 -0.0242817 -0.0666281 0.0546896 -0.101726 -0.141415 0.000289848 internal_count=861228 13925 514 13411 2567 576 1991 1329 847303 shrinkage=0.0334364 Tree=227 num_leaves=10 num_cat=0 split_feature=11 7 9 24 25 18 10 17 17 split_gain=5.13455 6.16143 9.57566 11.7412 9.55245 9.69018 9.952 9.29841 8.42701 threshold=0.92773989576315163 -1.0000000180025095e-35 0.96603994520790082 1.5000000000000002 313.25000000000006 2.5000000000000004 0.97372157435286488 66.70877015835336 51.213283932024758 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 6 -3 -4 -5 right_child=-2 4 7 8 -6 -7 -8 -9 -10 leaf_value=0.00090096483335300789 0.00035791746335864607 -0.00029064533776019836 0.00025700482860083879 6.086678117343316e-05 -8.649352612901179e-05 -0.0045214378175266476 -0.0085273909184465178 0.0014202539917163946 -0.00035398816579558431 leaf_count=14340 42534 2853 100850 156931 450135 1028 174 8316 84067 internal_value=0 -0.000564474 0.00249782 -0.00085352 -0.00302208 -0.0513407 -0.0228528 0.0103366 -0.00250764 internal_count=861228 818694 364504 255338 454190 4055 3027 109166 240998 shrinkage=0.0334364 Tree=228 num_leaves=10 num_cat=0 split_feature=26 9 5 6 26 28 6 22 28 split_gain=4.68263 5.57699 11.7021 10.7923 10.3088 16.5576 10.4399 11.0828 10.3939 threshold=6.8402386901329821 0.90891650917585187 240.99702453613284 0.51923983894449333 1.4353301797025801 6760.0000000000009 0.22222222881410197 52445.500000000007 1127.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 8 -7 -8 -6 right_child=-2 2 -4 -5 5 6 7 -9 -10 leaf_value=-0.00039505754456771366 0.0013141393349178168 1.0917753359540204e-05 0.0023081204356077802 4.1944920008688613e-05 -0.0024733354760068751 -0.022829569395072528 -0.0040263531671764531 -0.022489913971516114 7.1562203841076482e-05 leaf_count=19098 3010 787086 2487 41604 4664 51 270 42 2916 internal_value=0 -0.000208713 0.000542926 -0.00885427 -0.0244071 -0.0546828 -0.263318 -0.194753 -0.0446914 internal_count=861228 858218 789573 68645 27041 7943 363 312 7580 shrinkage=0.0334364 Tree=229 num_leaves=10 num_cat=0 split_feature=28 21 28 17 4 20 24 19 23 split_gain=4.84248 9.36118 10.0203 8.64664 9.3442 7.74913 7.57218 18.8077 8.96322 threshold=658.25000000000011 9.5000000000000018 978.25000000000011 59.866129830613751 28.850859642028812 1.1339586420964538 30.500000000000004 593.25000000000011 1.0001617599482371 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 -2 3 4 -3 -6 -1 8 -8 right_child=1 2 -4 -5 5 -7 7 -9 -10 leaf_value=-7.8293064049434624e-05 3.7709465279725082e-05 0.00062011732182423772 -0.0051759067709009118 0.0021524421475728234 -0.00059673086316944636 -0.0080426818634381624 -0.011084823119919448 0.0030830113033834196 0.0018299974771313393 leaf_count=405174 429709 20503 321 4212 414 251 302 267 75 internal_value=0 0.00223659 0.0207752 0.0229958 0.0147623 -0.1019 -0.00251376 -0.110862 -0.254679 internal_count=861228 455410 25701 25380 21168 665 405818 644 377 shrinkage=0.0334364 Tree=230 num_leaves=10 num_cat=0 split_feature=0 17 16 7 5 22 21 6 27 split_gain=4.78329 8.5129 12.4745 27.6344 22.2633 11.5496 14.1707 9.62458 9.56461 threshold=35.000000000000007 53.775091301457444 225.85393549539893 -17.102727890014645 70.032493591308608 509.25000000000006 8.5000000000000018 0.75000000753945817 30.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 5 -4 7 -3 -7 -5 -1 right_child=-2 2 3 4 -6 6 -8 -9 -10 leaf_value=0.00016162962302336404 -0.0001040870979005963 -0.00087449046000298157 -0.00019832054842690058 -0.013232667742177139 0.00098241374223854701 -0.00015206772463714543 0.0013186186606376753 -0.0022858397068300073 -0.00039394039578159512 leaf_count=422448 316351 20025 1794 470 239 53566 8485 111 37739 internal_value=0 0.00177566 -0.00743818 -0.0754446 -0.227526 -0.00527228 0.00146659 -0.333208 0.00347132 internal_count=861228 544877 84690 2614 820 82076 62051 581 460187 shrinkage=0.0334364 Tree=231 num_leaves=10 num_cat=0 split_feature=10 21 27 19 16 6 9 13 27 split_gain=5.19405 9.66714 16.3142 11.1915 8.44228 8.22224 14.1001 12.5518 10.9443 threshold=0.69142492142022605 7.5000000000000009 30.500000000000004 386.75000000000006 211.88435091431165 0.51923983894449333 0.92886317885066683 76.33613302741928 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 -2 8 -8 right_child=5 -3 3 -5 -6 -7 7 -9 -10 leaf_value=-0.00017042069617131492 -0.00066309264237484527 0.00028744462342771823 -0.0044463488011087186 -0.0020545332192722686 -0.017663173387211604 0.00015341043725863586 -0.00071264588126252479 0.00066015914144051393 5.450261789978482e-05 leaf_count=240967 41358 55532 133 2858 91 370907 26715 28913 93754 internal_value=0 -0.00331179 -0.00602152 -0.0783162 -0.293563 0.00184433 -0.00349117 0.00103281 -0.00345787 internal_count=861228 299581 244049 3082 224 561647 190740 149382 120469 shrinkage=0.0334364 Tree=232 num_leaves=10 num_cat=0 split_feature=6 19 11 27 0 9 16 4 17 split_gain=4.79151 9.46053 7.31083 7.17111 7.1051 6.34529 10.4673 12.7767 9.63457 threshold=0.89743590834109666 443.25000000000006 0.82430141697383086 43.500000000000007 46.500000000000007 0.96083982874813834 103.83139191708898 38.578464508056648 50.922085851980619 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -4 -3 8 7 -7 -1 right_child=1 4 3 -5 -6 6 -8 -9 -10 leaf_value=4.6503280808668688e-05 -0.0014272050023418114 9.1869906542585856e-05 -7.5207576019308667e-05 -0.014091528586705378 -0.00064221206882214652 0.0011806437319627414 0.00010064238272719448 0.0088252101591061154 -0.00036115478400604772 leaf_count=192896 11225 72010 8770 41 18535 968 458840 327 97616 internal_value=0 -0.00609762 -0.0257604 -0.00419989 -0.00174661 0.000953158 0.00326335 0.0930414 -0.00270589 internal_count=861228 110581 20036 8811 90545 750647 460135 1295 290512 shrinkage=0.0334364 Tree=233 num_leaves=10 num_cat=0 split_feature=10 9 28 19 21 27 19 6 9 split_gain=4.66383 8.71955 12.4433 12.5983 7.96805 14.6178 9.7586 7.72508 13.1154 threshold=0.69142492142022605 0.72873487956359917 3183.5000000000005 8668.5000000000018 7.5000000000000009 30.500000000000004 386.75000000000006 0.51923983894449333 0.9484298287351709 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 -7 8 -2 right_child=7 4 3 -5 -6 6 -8 -9 -10 leaf_value=0.00071744292238707535 -0.00048516574413382023 -0.00015171824137471022 -0.016344368211857491 -0.0028886032651613889 0.00026274854079109538 -0.0092725093688520981 -0.0019491905529785531 0.00014538155511212013 9.2154662750392082e-05 leaf_count=310 68898 240478 137 180 55549 219 2861 370890 121706 internal_value=0 -0.00319631 -0.121 -0.260311 -0.00294936 -0.00541427 -0.0738688 0.00168897 -0.00348514 internal_count=861228 299734 627 317 299107 243558 3080 561494 190604 shrinkage=0.0334364 Tree=234 num_leaves=10 num_cat=0 split_feature=11 7 27 28 17 16 4 25 9 split_gain=4.552 6.00654 9.27575 17.3755 9.59617 11.3122 12.6388 10.5237 8.43911 threshold=0.92773989576315163 -1.0000000180025095e-35 7.5000000000000009 303.25000000000006 66.70877015835336 209.75619101649741 25.975394248962406 552.25000000000011 0.96603994520790082 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 -3 -4 -5 -6 7 -7 -1 right_child=-2 2 3 4 5 6 -8 -9 -10 leaf_value=-2.1852345894361713e-05 0.00033680870920606217 -0.00044428595095592262 -0.0056211472885034372 -7.5651119686748337e-06 -0.0010377728371344273 0.0097085180464451786 0.00060523597999918854 -0.013008031863171551 0.00032926791019258613 leaf_count=255356 42605 72945 621 376983 2989 25 166 259 109279 internal_value=0 -0.0005289 -0.0029565 -0.000978787 -0.000705956 -0.0532909 -0.201105 -0.329232 0.00249358 internal_count=861228 818623 453988 381043 380422 3439 450 284 364635 shrinkage=0.0334364 Tree=235 num_leaves=10 num_cat=0 split_feature=17 26 7 10 5 25 16 16 26 split_gain=4.6752 10.0919 9.2126 21.8909 8.41125 9.51617 8.16179 8.29315 12.4847 threshold=110.74178748514825 0.93770123545351458 -57.457466125488274 0.84984552473692576 39.41502761840821 10166.000000000002 147.02348065111886 103.83139191708898 1.7095470888621764 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 4 3 -3 -2 -6 7 8 -1 right_child=1 2 -4 -5 5 -7 -8 -9 -10 leaf_value=9.7637344240975664e-05 0.0019985038399506689 0.0050719177420445929 0.0041570442655145109 -0.011032897683762373 -0.0052967892648098872 0.0032123337496046392 1.113007963476474e-05 -0.00092634672549187522 0.0060865965358854607 leaf_count=3692 641 226 1430 162 587 196 835061 18798 435 internal_value=0 0.0378681 0.0872466 -0.0494149 -0.0251726 -0.0947108 -0.000178159 -0.0187929 0.0217994 internal_count=861228 3242 1818 388 1424 783 857986 22925 4127 shrinkage=0.0334364 Tree=236 num_leaves=10 num_cat=0 split_feature=17 26 7 6 13 7 5 24 13 split_gain=4.62667 8.92195 7.8443 19.9483 7.62079 8.26693 7.49214 9.5632 6.83437 threshold=110.74178748514825 0.93471300233513832 -57.457466125488274 0.51378712503276514 53.637446160012281 -43.363420486450188 39.41502761840821 4.5000000000000009 113.33042058307412 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 6 3 -3 5 -4 -2 8 -8 right_child=1 2 4 -5 -6 -7 7 -9 -10 leaf_value=-3.4741196183332873e-06 0.0019762078827935473 -0.011099707621249752 0.0027057608652385616 0.0045045710200855796 0.005479327774537167 -0.0087742563426848903 -0.0026209832978310132 -0.0084674498509547998 0.0060367128288781463 leaf_count=858001 636 147 295 243 1031 92 407 240 136 internal_value=0 0.0378319 0.0844144 -0.0411839 0.118958 -0.000698006 -0.0215205 -0.0870081 -0.0135353 internal_count=861228 3227 1808 390 1418 387 1419 783 543 shrinkage=0.0334364 Tree=237 num_leaves=10 num_cat=0 split_feature=25 4 25 5 12 28 7 11 15 split_gain=4.51915 9.65152 10.1523 12.9401 8.0321 14.6532 10.1731 10.191 7.98328 threshold=15576.500000000002 190.20892333984378 51754.000000000007 490.24176025390631 685.42440456451459 23014.750000000004 -89.940933227539048 0.82052468037666937 0.75932464516335474 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 3 8 5 -1 7 -6 -3 right_child=1 2 -4 -5 6 -7 -8 -9 -10 leaf_value=-2.319867609685434e-06 0.0012166053286409794 -0.00075236856633279403 0.00099555690576298077 -0.021759939812661298 -0.014923949437047043 -0.010218223964313754 -0.0013366130712309349 0.0017254768157023831 -0.0065475953450334773 leaf_count=848008 8407 808 1230 41 126 157 1994 61 396 internal_value=0 0.0202268 -0.0346611 -0.0983205 -0.000281786 -0.000125937 -0.0608897 -0.283908 -0.0795073 internal_count=861228 10882 2475 1245 850346 848165 2181 187 1204 shrinkage=0.0334364 Tree=238 num_leaves=10 num_cat=0 split_feature=15 11 22 1 19 24 29 27 1 split_gain=4.57267 6.74248 11.0089 10.8715 9.78346 48.5935 16.7371 12.1115 16.3717 threshold=0.25255050903990911 0.42019230329080787 2116.5000000000005 2202.5000000000005 4896.5000000000009 1.5000000000000002 0.45018920732839257 9.5000000000000018 3916.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 -4 -7 -9 right_child=-2 2 4 -5 -6 7 -8 8 -10 leaf_value=-0.0022772866554483895 1.7150487465138415e-05 -9.3707333009124917e-05 0.00018622758934815171 0.0025176117349746639 -0.00042730269119915554 -0.00086714512141914497 -0.021662030476021998 -0.003822710513392961 -0.018949766942377336 leaf_count=740 838078 13358 49 1851 3441 2763 196 661 91 internal_value=0 -0.0137342 -0.0197927 0.0343389 -0.0513098 -0.0865711 -0.517172 -0.0565576 -0.169074 internal_count=861228 23150 20559 2591 7201 3760 245 3515 752 shrinkage=0.0334364 Tree=239 num_leaves=10 num_cat=0 split_feature=28 28 18 10 16 21 27 19 28 split_gain=4.54647 9.6304 19.4471 18.4883 16.2805 15.7375 17.4333 19.3734 15.1706 threshold=694.25000000000011 939.25000000000011 1.5000000000000002 0.93239836450685165 220.72408568857841 5.5000000000000009 17.500000000000004 1276.2500000000002 2156.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 8 7 -7 -6 right_child=1 2 3 -5 5 6 -8 -9 -10 leaf_value=-7.0865156819778321e-05 0.00023012773207548972 5.6314305916000549e-05 -0.0005103305239129416 0.00090866337064120846 -0.0013259302548769343 -0.013304619694961798 -0.0020526556365481627 -0.0025414744744060276 -0.0066265619404045724 leaf_count=474471 218335 139763 13033 5178 8141 460 880 315 652 internal_value=0 0.00249986 -0.00318167 -0.0269115 -0.0388387 -0.0682478 -0.157706 -0.267072 -0.0514101 internal_count=861228 386757 168422 28659 23481 10448 1655 775 8793 shrinkage=0.0334364 Tree=240 num_leaves=10 num_cat=0 split_feature=2 0 29 30 17 4 6 19 16 split_gain=4.43746 7.94933 8.33814 12.8654 6.99557 5.93738 5.75808 5.20948 5.17315 threshold=12.407785336356765 45.000000000000007 1.9986821877591814 1.0000000180025095e-35 55.676823680619329 48.004623413085945 0.8796684177192492 417.25000000000006 184.64838581424939 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 6 -5 -3 -6 -9 right_child=-2 2 3 5 7 -7 -8 8 -10 leaf_value=1.0123473142811681e-05 6.6828892447156978e-05 -0.00029561666532598084 -2.967403660326484e-05 -0.0051061294067282796 -0.0013310078865243831 -0.001209234228362431 -0.001044280076100213 -0.00056441768935219609 0.00060101209194799441 leaf_count=272845 480370 63162 2159 1283 2284 663 14038 5494 18930 internal_value=0 -0.00257174 -0.00983287 -0.0540372 -0.00808653 -0.113004 -0.0129127 0.0058635 0.0101344 internal_count=861228 380858 108013 4105 103908 1946 77200 26708 24424 shrinkage=0.0334364 Tree=241 num_leaves=10 num_cat=0 split_feature=26 30 26 30 32 29 5 27 14 split_gain=4.38055 4.65879 15.3442 14.6411 18.1625 12.8876 10.2125 9.16658 9.23234 threshold=6.8402386901329821 1.0000000180025095e-35 1.4099131055185736 2.5000000000000004 1.5000000000000002 0.088842216566978174 287.69853210449224 13.500000000000002 32.786302996470404 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 5 -3 4 7 -1 -5 -4 -9 right_child=-2 2 3 6 -6 -7 -8 8 -10 leaf_value=-0.0029064441740238854 0.0012704578945531753 -2.63450957065757e-05 -0.0018439892723178051 2.2673639989767658e-05 0.00019215057344230618 3.418442344653744e-05 -0.01066499311685397 -0.0027560896324677325 -0.0066015513504469143 leaf_count=1670 3025 101234 4591 9666 3311 734679 101 1818 1133 internal_value=0 -0.000124894 -0.00585237 -0.0307164 -0.0559947 0.000822912 -0.00262728 -0.0830997 -0.126584 internal_count=861228 858203 121854 20620 10853 736349 9767 7542 2951 shrinkage=0.0334364 Tree=242 num_leaves=10 num_cat=0 split_feature=10 9 28 19 21 27 19 22 5 split_gain=4.29946 8.19422 11.6124 13.0595 7.72907 14.3145 9.46302 7.82921 12.9798 threshold=0.69142492142022605 0.72873487956359917 3920.5000000000005 8668.5000000000018 7.5000000000000009 30.500000000000004 386.75000000000006 613.25000000000011 17.994492530822757 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 7 -7 -3 -9 right_child=-2 4 3 -5 -6 6 -8 8 -10 leaf_value=0.00049185378556200487 5.1605039243039954e-05 -0.00035208840188356074 -0.016916244688613503 -0.0027991539693258956 0.00025851125212355723 -0.0090758672585502641 -0.0019247311912992547 0.0014999559264424476 -4.7232048963104226e-05 leaf_count=321 561681 112959 125 177 55574 223 2862 6382 120924 internal_value=0 -0.00314787 -0.117714 -0.25847 -0.0029091 -0.00533909 -0.0730237 -0.00447001 0.000907104 internal_count=861228 299547 623 302 298924 243350 3085 240265 127306 shrinkage=0.0334364 Tree=243 num_leaves=10 num_cat=0 split_feature=33 20 18 16 4 4 29 5 27 split_gain=4.32502 9.58815 8.64033 6.68495 6.30518 9.95285 17.1446 14.5203 11.9039 threshold=2.5000000000000004 0.8933275513154092 1.5000000000000002 214.98050679041913 5.0068871974945077 10.999999046325685 1.0145725810223374 129.01163482666018 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 6 7 8 -6 right_child=1 2 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00095949219972434855 -0.00054315931560615957 0.0047429673062560464 0.0033848014907774488 -0.0016842627645630747 -0.00029608933536249323 8.4331734933586874e-06 -0.0078453026949339994 -0.01627474891476732 0.0014884691107839628 leaf_count=7313 28577 733 459 794 6084 803612 255 55 13346 internal_value=0 -0.0115752 0.0556122 0.00516326 0.000537482 0.000797133 0.0229807 0.026352 0.0278044 internal_count=861228 30563 1986 1253 830665 823352 19740 19485 19430 shrinkage=0.0334364 Tree=244 num_leaves=10 num_cat=0 split_feature=11 7 20 25 18 15 14 26 20 split_gain=4.55039 5.35952 9.00911 8.2928 9.64161 7.85217 7.84896 7.83348 12.3383 threshold=0.92773989576315163 -1.0000000180025095e-35 1.0746087874158983 313.25000000000006 2.5000000000000004 0.2366110237874636 16.88256309142432 0.75792503116351406 0.7444592660981505 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 5 -3 -6 -1 -9 right_child=-2 3 -4 -5 6 -7 -8 8 -10 leaf_value=-0.00015490984832855579 0.00033692880556950727 -0.0071837957901871221 -0.00028952944782162409 -8.0879689080272195e-05 -0.0057192784686870982 -0.0001941381389984173 0.0019619868414799463 -0.00098713470697612432 0.00029515620113420351 leaf_count=70791 42545 192 61981 450033 856 2802 180 8717 223131 internal_value=0 -0.000530515 0.00232473 -0.00282332 -0.0479842 -0.0192118 -0.131135 0.00457423 0.0073855 internal_count=861228 818683 364620 454063 4030 2994 1036 302639 231848 shrinkage=0.0334364 Tree=245 num_leaves=10 num_cat=0 split_feature=0 25 21 17 16 19 22 24 17 split_gain=4.32846 7.3221 13.4005 8.21223 7.22144 9.84987 10.9466 7.07788 6.85823 threshold=13.500000000000002 863.25000000000011 4.5000000000000009 45.679798755814168 234.33390834780403 4245.5000000000009 3078.5000000000005 10.500000000000002 69.294924210297708 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 -5 6 -6 -1 -9 right_child=-2 2 -4 4 5 -7 -8 8 -10 leaf_value=0.0005190345148489543 -3.8835016812049064e-05 0.00030914004303679322 -0.0019019960687015477 -0.00067602507364887857 -0.0053805088533798069 0.00093269136903143641 -0.022748821220148503 -1.6087771748278083e-05 0.0020510883940700678 leaf_count=63827 686611 23828 4859 9179 135 145 58 70745 1841 internal_value=0 0.0044146 -0.00782164 -0.000672329 -0.0255042 -0.169054 -0.31702 0.0078415 0.0010869 internal_count=861228 174617 38204 33345 9517 338 193 136413 72586 shrinkage=0.0334364 Tree=246 num_leaves=10 num_cat=0 split_feature=6 12 14 7 11 22 21 26 7 split_gain=4.21827 7.61464 9.3589 9.22513 7.58687 6.8133 7.99994 6.48195 12.9466 threshold=0.89743590834109666 99.269552621700484 36.104686941446033 -53.067413330078118 0.83620871143375697 577.75000000000011 3.5000000000000004 0.99999095603729737 -56.239715576171868 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 7 5 -2 -7 8 -4 right_child=1 2 3 -5 -6 6 -8 -9 -10 leaf_value=2.8693624093530355e-05 -0.0010423640185527137 0.00050975185233334509 -0.003724808405102822 -0.00011700191606399026 3.0625081341931955e-05 -0.0012481788533420068 0.00026799761777356902 -0.0015297554388395045 -0.019656174693532025 leaf_count=750771 24617 28004 465 9105 27744 5585 12825 2047 65 internal_value=0 -0.00576059 0.00532699 -0.0184494 -0.0119781 -0.0202923 -0.00574109 -0.0712708 -0.169834 internal_count=861228 110457 39686 11682 70771 43027 18410 2577 530 shrinkage=0.0334364 Tree=247 num_leaves=10 num_cat=0 split_feature=14 32 23 30 16 16 10 17 4 split_gain=4.58454 10.5898 10.0114 10.1823 8.75942 7.23877 12.2157 7.17425 6.37349 threshold=81.08476976731221 1.5000000000000002 0.77869832928072802 1.0000000180025095e-35 103.83139191708898 175.80544058744997 0.88099751421669736 69.294924210297708 101.54761123657228 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 2 -2 4 -4 6 -6 -7 -1 right_child=1 -3 3 -5 5 7 -8 -9 -10 leaf_value=-1.1587524489125248e-05 -0.016933285368912677 0.0025415207046742649 0.0064972043917681443 -0.0010593016195658046 -3.3788075374034206e-05 0.00054137090234955944 -0.015485861592120327 0.0042443663273995704 -0.014488562146144426 leaf_count=841063 38 2486 289 4835 184 11600 83 616 34 internal_value=0 0.0149064 0.00629743 0.00740402 0.0222002 0.0182154 -0.14467 0.0217756 -0.000364056 internal_count=861228 20131 17645 17607 12772 12483 267 12216 841097 shrinkage=0.0334364 Tree=248 num_leaves=10 num_cat=0 split_feature=27 5 11 16 6 0 28 21 18 split_gain=4.36168 9.33319 16.7341 8.67612 13.2335 8.05188 11.853 17.365 12.7283 threshold=14.500000000000002 48.000003814697273 0.76786919221129757 229.29276409236641 0.24138175629733705 51.000000000000007 990.75000000000011 4.5000000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 -2 3 -3 -5 6 -1 -8 -9 right_child=1 2 -4 4 -6 -7 7 8 -10 leaf_value=0.00024283372912301327 -3.645500037019601e-05 -0.0024834017069364956 -2.4559449682921367e-06 -0.01660812170920048 -0.00023342973822083955 -0.00035158913279956515 -5.2697923051900431e-05 -0.0003965702252790831 -0.0032627583585364307 leaf_count=277405 384231 6480 15630 56 3760 45000 121726 3609 3331 internal_value=0 -0.00232939 -0.0206934 -0.0519959 -0.0141681 0.00217658 0.00358305 -0.00434998 -0.0530038 internal_count=861228 410157 25926 10296 3816 451071 406071 128666 6940 shrinkage=0.0334364 Tree=249 num_leaves=10 num_cat=0 split_feature=28 25 27 17 18 16 5 20 19 split_gain=4.39855 10.5125 16.3112 20.3195 14.9016 25.7836 32.021 25.6758 18.7743 threshold=694.25000000000011 1136.2500000000002 9.5000000000000018 59.080472319702388 1.5000000000000002 220.91295297993415 44.350961685180671 0.81483983983983987 874.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 7 -7 -9 right_child=1 2 3 -5 5 6 -8 8 -10 leaf_value=-6.6259735707413221e-05 0.00021299638114583141 2.0269544267026381e-05 -0.00017984291321120573 -0.0042873210812715981 0.00086712463143126279 -0.0011263870083014027 -0.0016996321435845529 -0.0040070434629205873 -0.015531600401867874 leaf_count=474504 252178 110146 17220 1867 1939 348 2270 225 531 internal_value=0 0.00256187 -0.00457603 -0.0279696 -0.019663 -0.0659601 -0.11877 -0.258463 -0.361931 internal_count=861228 386724 134546 24400 22533 5313 3374 1104 756 shrinkage=0.0334364 Tree=250 num_leaves=10 num_cat=0 split_feature=25 4 25 5 11 1 23 12 28 split_gain=4.1145 9.96614 9.55559 11.9851 7.67223 6.8349 7.62213 6.6922 13.391 threshold=15576.500000000002 190.20892333984378 51754.000000000007 490.24176025390631 0.69526760272536359 9935.5000000000018 0.99999189902950392 685.42440456451459 23014.750000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 5 3 4 -3 -2 -7 8 -1 right_child=1 2 -4 -5 -6 6 -8 -9 -10 leaf_value=2.3108218306346858e-06 -0.00029314797423693348 -0.0011972482887375336 0.00090750323862564012 -0.020810785260419008 -0.0074932999652739139 0.0048406351018921157 0.0013373153911347682 -0.0018591316109311709 -0.0097949204649936863 leaf_count=848017 2438 941 1211 42 281 802 5171 2169 156 internal_value=0 0.0194387 -0.0363397 -0.0971587 -0.0791063 0.0358519 0.0540641 -0.000126646 1.5219e-05 internal_count=861228 10886 2475 1264 1222 8411 5973 850342 848173 shrinkage=0.0334364 Tree=251 num_leaves=10 num_cat=0 split_feature=16 12 23 16 9 11 17 16 32 split_gain=4.12159 11.2088 10.7961 9.30942 8.80588 9.77935 6.23247 15.932 11.5711 threshold=103.83139191708898 193.1040764008566 0.94246737381151779 147.02348065111886 0.83365544534241598 0.62030662593984975 36.610978398708959 190.92520119886777 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -2 -4 -6 7 8 -5 right_child=3 2 4 6 5 -7 -8 -9 -10 leaf_value=-0.00043625523046770674 -0.00071511154900251114 -0.00091404331427403704 -0.0026930001690180093 0.0021261753796217525 0.0077390707438346751 0.0015608638408208806 -1.2128877256917719e-05 7.0245143542939839e-05 -0.00027658190786146648 leaf_count=2626 20137 587 168 8245 779 453 780062 45094 3077 internal_value=0 0.0298312 0.0864991 -0.000140163 0.134229 0.163516 0.000371329 0.0105213 0.044059 internal_count=861228 4613 1987 856615 1400 1232 836478 56416 11322 shrinkage=0.0334364 Tree=252 num_leaves=10 num_cat=0 split_feature=26 15 29 22 23 13 7 16 0 split_gain=4.01532 4.71135 8.98832 9.7737 6.89473 8.593 10.5397 10.1223 8.54536 threshold=6.8402386901329821 0.25255050903990911 2.5756751799870226 684.75000000000011 1.4113105137972355 278.21299033424054 -47.986858367919915 238.72384355619218 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 6 7 -5 -6 right_child=-2 -3 3 4 8 -7 -8 -9 -10 leaf_value=-0.00025849633506010004 0.0012206134381520138 9.9471476727864152e-06 -0.011045892049417147 -0.0061637183371708662 0.0015783943840721108 0.0027774712274189883 -0.0037502702683457276 -0.025048779041510885 -0.0051193399530325909 leaf_count=20436 3009 835550 140 75 834 173 670 55 286 internal_value=0 -8.84314e-05 -0.0143132 -0.074552 -0.0574414 -0.11902 -0.162721 -0.423297 -0.0039454 internal_count=861228 858219 22669 2233 2093 973 800 130 1120 shrinkage=0.0334364 Tree=253 num_leaves=10 num_cat=0 split_feature=0 25 21 17 16 25 23 27 27 split_gain=3.97105 6.94713 11.4478 7.55006 7.67966 9.4857 8.88545 7.36422 7.10585 threshold=13.500000000000002 863.25000000000011 4.5000000000000009 45.679798755814168 234.33390834780403 3768.7500000000005 1.0899811511307547 14.500000000000002 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 8 -5 6 -6 -1 -3 right_child=-2 2 -4 4 5 -7 -8 -9 -10 leaf_value=0.00056275466508473029 -3.8007063089281362e-05 0.00031615576196162843 -0.0017717538078543436 -0.00064965692946057727 -0.015014673969907839 0.0018439245192639878 -0.0011362133760605831 5.7941295965194829e-05 -0.0093687424808069578 leaf_count=52497 686519 23723 4873 9184 139 119 82 84007 85 internal_value=0 0.00420314 -0.00771635 -0.00109772 -0.0248933 -0.172477 -0.295044 0.00753919 0.00842131 internal_count=861228 174709 38205 33332 9524 340 221 136504 23808 shrinkage=0.0334364 Tree=254 num_leaves=10 num_cat=0 split_feature=28 25 18 24 19 16 4 20 19 split_gain=4.12307 9.45969 15.3979 24.599 19.7036 24.2882 17.0474 21.3075 16.6938 threshold=694.25000000000011 1136.2500000000002 1.5000000000000002 6.5000000000000009 1298.7500000000002 228.20685754612023 24.041630744934086 1.2128309243759452 2146.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 -7 -8 -6 right_child=1 2 3 4 8 6 7 -9 -10 leaf_value=-6.8555147815017628e-05 0.00019932254883663677 -1.1761667405134448e-05 -0.00013313498145543684 -0.00256913037732194 0.00041447055400238114 -0.0031863628379647018 -0.016175250269188965 -0.0030403145032582243 -0.0055335425763845579 leaf_count=474503 252178 117530 10880 2036 2402 373 451 199 676 internal_value=0 0.00234863 -0.00442239 -0.0325366 -0.0831603 -0.139998 -0.265705 -0.363494 -0.026673 internal_count=861228 386725 134547 17017 6137 3059 1023 650 3078 shrinkage=0.0334364 Tree=255 num_leaves=10 num_cat=0 split_feature=11 30 16 20 22 25 29 8 7 split_gain=3.90378 5.32614 8.68541 5.78224 5.76952 6.63351 6.34498 5.65793 5.27125 threshold=0.92773989576315163 1.0000000180025095e-35 189.4566781357523 0.53321241090160554 750.25000000000011 2650.5000000000005 1.054580184505592 124.50000000000001 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 2 4 7 -2 -6 -7 -4 -1 right_child=1 -3 3 -5 5 6 -8 -9 -10 leaf_value=7.7804327883479186e-05 0.001452881036761815 -0.00056739452401327606 -0.0030215242305046425 0.00029525124470355772 0.009324934375766411 -0.0080048097322959286 0.0066386137109406655 0.0034425024536767893 -9.2912982481486433e-05 leaf_count=364548 650 6529 175 33706 289 58 77 1122 454074 internal_value=0 0.00931292 0.0140693 0.0113515 0.102648 0.193397 0.0103888 0.0768722 -0.000505117 internal_count=861228 42606 36077 35003 1074 424 135 1297 818622 shrinkage=0.0334364 Tree=256 num_leaves=10 num_cat=0 split_feature=6 19 0 11 27 14 26 16 25 split_gain=3.95821 8.74261 6.40173 6.16072 6.3355 5.5189 7.34188 7.72354 7.01178 threshold=0.89743590834109666 443.25000000000006 45.000000000000007 0.82430141697383086 43.500000000000007 81.08476976731221 0.99999095603729737 103.83139191708898 1136.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 3 -3 -2 -5 8 -7 -8 -1 right_child=1 2 -4 4 -6 6 7 -9 -10 leaf_value=5.7541260681041528e-05 -0.0013366894777136786 0.00011222164544685506 -0.0005451208282619245 -9.7379287450162933e-05 -0.01343452736165229 0.0026348104825495542 0.0058459080526512552 0.0002797826173624388 -0.0002326210892767867 leaf_count=624063 11240 68757 21820 8819 40 1812 284 14958 109435 internal_value=0 -0.0055664 -0.0013797 -0.0244339 -0.00471339 0.000839663 0.0186234 0.0114694 0.000426187 internal_count=861228 110676 90577 20099 8859 750552 17054 15242 733498 shrinkage=0.0334364 Tree=257 num_leaves=10 num_cat=0 split_feature=2 0 26 30 4 17 6 19 27 split_gain=3.92298 6.05132 8.69101 6.79751 6.6756 6.30108 5.94438 5.09345 4.94413 threshold=12.407785336356765 45.000000000000007 2.0005405405405408 1.0000000180025095e-35 48.004623413085945 55.676823680619329 0.8796684177192492 402.25000000000006 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 5 -4 -5 6 -3 -7 -2 right_child=8 2 3 4 -6 7 -8 -9 -10 leaf_value=7.1148625735159904e-06 0.00016985797727059053 -0.00025109574371769101 -0.00047441310232482393 -0.0049128785221233583 -0.00011973482834728541 -0.0014468094413131109 -0.0010100742353176407 0.00033453171027129507 -4.4846104066716545e-05 leaf_count=272688 249998 63997 1619 1142 454 1934 14074 24890 230432 internal_value=0 -0.00229723 -0.00862832 -0.0598424 -0.106154 -0.00705862 -0.0116017 0.00616387 0.00200015 internal_count=861228 380798 108110 3215 1596 104895 78071 26824 480430 shrinkage=0.0334364 Tree=258 num_leaves=10 num_cat=0 split_feature=17 26 7 6 29 21 20 16 26 split_gain=4.15668 7.31368 7.47712 19.1228 7.20469 7.11744 9.70608 6.92346 7.56168 threshold=110.74178748514825 0.93471300233513832 -57.457466125488274 0.51378712503276514 0.56196454695351383 1.5000000000000002 0.9649141458792635 147.02348065111886 3.6444971537001902 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 4 3 -3 -2 -6 -7 8 -1 right_child=1 2 -4 -5 5 6 -8 -9 -10 leaf_value=-0.00062480972387721516 0.0018502688664575708 -0.010781209991415141 0.0037180571534123378 0.0043274600575051161 0.0043156400354777066 -0.0010524135134067389 -0.0096990121403975164 1.5372845030722365e-05 0.0067385310317912908 leaf_count=22716 696 152 1435 244 127 377 236 835088 157 internal_value=0 0.0357271 0.0776283 -0.0440187 -0.0176999 -0.0863939 -0.131033 -1.03722e-05 -0.0171749 internal_count=861228 3267 1831 396 1436 740 613 857961 22873 shrinkage=0.0334364 Tree=259 num_leaves=10 num_cat=0 split_feature=17 4 25 28 4 2 1 11 10 split_gain=4.02692 5.17053 9.12536 7.60902 10.1338 7.43162 6.7895 8.16597 8.11113 threshold=33.978663770260006 190.20892333984378 15576.500000000002 23014.750000000004 26.914417266845707 1690.6421130952383 13853.000000000002 0.70002649708532072 0.95908158523774445 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 -5 -3 -2 8 -8 right_child=1 5 -4 4 -6 -7 7 -9 -10 leaf_value=0.00032860344855092222 -1.4716229001246979e-05 -0.0032124723947979778 0.0015814720328354175 0.0017896402824921257 -0.016304602524226403 0.0020961772570162224 -8.5444066741518647e-06 -0.0051671820009017693 -0.0122817724740799 leaf_count=39560 813905 1208 3993 65 74 390 1355 615 63 internal_value=0 -0.000501547 -0.000390812 -0.000624149 -0.234573 -0.0573288 -0.000584295 -0.0583019 -0.0165636 internal_count=861228 821668 820070 816077 139 1598 815938 2033 1418 shrinkage=0.0334364 Tree=260 num_leaves=10 num_cat=0 split_feature=16 17 26 13 9 13 1 29 26 split_gain=4.18952 7.57573 6.11596 5.77772 6.02615 14.8205 7.41062 6.7589 5.55436 threshold=151.0451332734352 110.74178748514825 3.6444971537001902 278.21299033424054 0.96413647606576469 65.970021975169857 587.50000000000011 4.0345178020745731 0.94956192773726644 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 6 -6 -1 -8 -3 right_child=-2 8 -4 -5 5 -7 7 -9 -10 leaf_value=-0.00042041111001250863 1.783625522775024e-05 -0.00012261056300442568 0.0059446442155869838 0.0094073717075051477 -0.00020479501760474914 0.0065082047199879131 -0.0020069551235904061 0.0050136406333023973 0.0033562362187857324 leaf_count=10622 829928 1044 163 65 11339 380 6521 157 1009 internal_value=0 -0.0112521 -0.0153739 -0.0164565 -0.0171236 0.000385225 -0.028984 -0.0550867 0.047468 internal_count=861228 31300 29247 29084 29019 11719 17300 6678 2053 shrinkage=0.0334364 Tree=261 num_leaves=10 num_cat=0 split_feature=29 20 11 4 25 25 1 24 17 split_gain=3.96535 7.30318 11.1493 6.58977 6.14273 9.2538 8.70966 6.09491 5.88514 threshold=0.12627490996993221 0.69029454076181829 0.70002649708532072 39.625602722167976 2650.5000000000005 1157.2500000000002 870.50000000000011 12.500000000000002 29.180276181856847 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 6 7 -4 -2 right_child=8 2 3 -5 -6 -7 -8 -9 -10 leaf_value=-0.00022008373512608811 0.00081109599690426244 -0.0059392367139650907 0.0011225046404205908 0.015871965777515679 -0.0035443897079667124 0.0056244948517171029 -0.010817437580849597 -0.0083434512731354413 -8.9032481642120534e-07 leaf_count=13796 10100 654 604 26 691 288 96 87 834886 internal_value=0 -0.0155108 -0.0658707 -0.0250844 -0.0324424 0.0148423 -0.0412838 -0.00207264 0.000263642 internal_count=861228 16242 2446 1792 1766 1075 787 691 844986 shrinkage=0.0334364 Tree=262 num_leaves=10 num_cat=0 split_feature=20 30 27 14 11 7 25 27 18 split_gain=3.9016 10.5863 9.74371 8.0042 6.98176 5.12313 7.6246 9.00068 7.35813 threshold=1.1910488768919312 1.0000000180025095e-35 3.5000000000000004 33.509395052496373 0.57029048993334719 -1.0000000180025095e-35 313.25000000000006 1.5000000000000002 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 -2 -3 4 -4 8 7 -7 -1 right_child=1 2 3 -5 -6 6 -8 -9 -10 leaf_value=0.00011183900419169667 -8.1998415181747987e-05 0.0060816304887166333 -0.0045142671953967472 -0.0034560128612285386 -0.00065233869893535797 0.0037779989239710111 -3.6376995007086725e-05 -0.0020626791759817699 0.0021039002050986166 leaf_count=332911 75858 197 567 1766 6799 323 437321 3400 2086 internal_value=0 -0.00636169 -0.03815 -0.0428968 -0.0284005 0.000767686 -0.00147158 -0.0465347 0.00371581 internal_count=861228 85187 9329 9132 7366 776041 441044 3723 334997 shrinkage=0.0334364 Tree=263 num_leaves=10 num_cat=0 split_feature=9 11 27 28 26 7 11 4 23 split_gain=3.91307 9.77851 9.7565 12.9098 14.2458 11.7822 12.0768 10.3224 9.88893 threshold=0.96536961012644917 0.67263732670877308 2.5000000000000004 355.25000000000006 1.2008516785744512 -89.940933227539048 0.7399091723688499 56.924596786499031 1.3990068059025516 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 5 6 7 -5 -6 right_child=1 2 -4 4 8 -7 -8 -9 -10 leaf_value=-7.4221147852407326e-05 0.00075371664403275798 0.0034510116417326366 5.9764949911693913e-05 -0.0066090544718006763 -0.00806654852221096 -0.00037947464434049912 -0.002708234129688244 -0.027691257699608757 6.4921827946886463e-05 leaf_count=407552 22149 708 419943 74 541 8513 1466 40 242 internal_value=0 0.0020495 0.000997693 -0.0276315 -0.036149 -0.0260686 -0.105376 -0.418894 -0.166088 internal_count=861228 453676 431527 11584 10876 10093 1580 114 783 shrinkage=0.0334364 Tree=264 num_leaves=10 num_cat=0 split_feature=33 20 18 16 14 4 29 5 27 split_gain=3.95084 8.5326 8.75662 6.31291 5.75073 11.1361 15.5062 12.8509 8.90555 threshold=2.5000000000000004 0.8901201219636975 1.5000000000000002 214.98050679041913 7.3379271387716996 10.999999046325685 1.0145725810223374 129.01163482666018 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 6 7 8 -6 right_child=1 2 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00085388540069457125 -0.00052279331130726406 0.0045851048200283096 0.0031389765852159724 -0.0017700813382238573 -0.00012706907532070711 2.6258735105190821e-06 -0.0075796548815256215 -0.015501183367435913 0.0014738735530206123 leaf_count=8479 28571 752 462 800 5582 803512 242 53 12775 internal_value=0 -0.0112009 0.0517091 0.000809117 0.000372057 0.000639264 0.0247951 0.0281008 0.0295205 internal_count=861228 30585 2014 1262 830643 822164 18652 18410 18357 shrinkage=0.0334364 Tree=265 num_leaves=10 num_cat=0 split_feature=28 21 28 11 17 4 20 22 25 split_gain=3.8789 8.08738 8.55291 7.1918 6.96402 8.04202 6.65582 6.47094 8.13941 threshold=658.25000000000011 9.5000000000000018 978.25000000000011 0.88529077265140377 59.866129830613751 28.850859642028812 1.1228818409084067 541.25000000000011 1136.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 7 4 -4 5 -3 -7 -2 -9 right_child=1 2 3 -5 -6 6 -8 8 -10 leaf_value=-7.4954544921399088e-05 -0.00054222032774356378 0.00058270602918677995 -0.0013207035933930585 -0.012074029326047059 0.0019565274617545318 -0.0003848934529381518 -0.0071855559961860778 0.00016582013910043655 -0.00015216241522805616 leaf_count=405365 20821 20510 214 103 4194 396 271 275756 133598 internal_value=0 0.0020101 0.0192464 -0.143995 0.021286 0.0139131 -0.0941483 0.000980827 0.00185553 internal_count=861228 455863 25688 317 25371 21177 667 430175 409354 shrinkage=0.0334364 Tree=266 num_leaves=10 num_cat=0 split_feature=17 16 16 12 4 1 17 15 5 split_gain=3.66851 5.07424 8.49641 8.64871 5.14878 7.90753 7.0663 6.29284 6.53737 threshold=33.978663770260006 154.9496011747008 103.83139191708898 397.3980156401966 190.20892333984378 25159.500000000004 58.779069169665455 0.35834967081528585 261.76774597167974 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -3 7 -6 -9 right_child=1 4 -4 -5 6 -7 -8 8 -10 leaf_value=0.00031444398740685487 0.00048196004676222818 6.9287686012186738e-09 -0.00064526440801536216 0.0055094617928690059 -0.015678759642631983 0.0024053310459713419 0.0037414215703757739 -0.006583964837134906 -0.0010818424256933982 leaf_count=39567 2764 789123 26204 444 41 1531 215 316 1023 internal_value=0 -0.000453814 -0.0133514 0.0352247 2.50037e-05 0.000139504 -0.0567339 -0.083006 -0.0711896 internal_count=861228 821661 29412 3208 792249 790654 1595 1380 1339 shrinkage=0.0334364 Tree=267 num_leaves=10 num_cat=0 split_feature=20 30 27 4 29 13 15 7 24 split_gain=3.6494 10.7295 8.71363 6.42405 9.94616 6.4771 5.80044 6.16857 7.35246 threshold=1.1910488768919312 1.0000000180025095e-35 3.5000000000000004 33.307950973510749 3.1286025427077413 80.490376652344665 0.52388845237801596 -3.3664604425430293 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 5 6 7 8 -4 right_child=1 2 3 -5 -6 -7 -8 -9 -10 leaf_value=1.9094810846185924e-05 -7.9854949470225517e-05 0.0055532573749417268 -0.001776943495341211 -0.003135820494401244 -0.013166672415413472 0.0030750314742704382 -0.00019798069567269393 -0.00046557941313045274 -0.0062699835870837937 leaf_count=775975 75920 204 1063 1950 74 442 3612 1328 660 internal_value=0 -0.00632165 -0.0383181 -0.0428858 -0.0290603 -0.0252617 -0.0330382 -0.0651414 -0.104617 internal_count=861228 85253 9333 9129 7179 7105 6663 3051 1723 shrinkage=0.0334364 Tree=268 num_leaves=10 num_cat=0 split_feature=17 16 16 16 32 16 4 7 26 split_gain=3.52031 7.48236 7.26172 20.7434 21.8108 10.2847 8.13019 7.86534 11.1331 threshold=40.136576272938562 177.976222560313 222.95523422978627 156.78195292306003 1.5000000000000002 169.76080078795388 74.246948242187514 -89.940933227539048 1.3872306025215433 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 -5 -7 8 -4 right_child=1 -3 7 4 -6 6 -8 -9 -10 leaf_value=-8.2992977504286656e-05 -0.00036859739789920043 5.4623989834613117e-06 -0.00060456194386890717 0.0015288396978335641 -0.00039780084942399942 0.003934245919051318 -0.0082677035096678161 8.0532215117583422e-05 -0.0049444820508574433 leaf_count=21396 65664 667822 4265 5534 4314 3982 62 87407 782 internal_value=0 -0.000838147 0.00485021 0.0170542 0.0471434 0.0737357 0.112069 0.000192162 -0.038192 internal_count=861228 733486 127742 35288 13892 9578 4044 92454 5047 shrinkage=0.0334364 Tree=269 num_leaves=10 num_cat=0 split_feature=26 9 5 6 26 28 6 28 22 split_gain=3.74552 4.11013 9.22752 8.96069 9.09567 14.2318 9.02291 8.92479 8.38133 threshold=6.8402386901329821 0.90891650917585187 240.99702453613284 0.51923983894449333 1.4353301797025801 6760.0000000000009 0.22222222881410197 1127.7500000000002 52445.500000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 7 -7 -6 -8 right_child=-2 2 -4 -5 5 6 8 -9 -10 leaf_value=-0.00033190720887820552 0.0011781444748773934 1.0557895729185979e-05 0.0020529176158960312 5.5131262690615731e-05 -0.0022675847642424228 -0.021192257157996261 -0.0038499582799282851 0.00010166622208865413 -0.019910330437307729 leaf_count=19072 3004 787199 2481 41557 4691 51 269 2862 42 internal_value=0 -0.000137077 0.000507666 -0.00756501 -0.0217533 -0.0502512 -0.243943 -0.040968 -0.18001 internal_count=861228 858224 789680 68544 26987 7915 362 7553 311 shrinkage=0.0334364 Tree=270 num_leaves=10 num_cat=0 split_feature=28 21 16 28 14 23 6 24 19 split_gain=3.70085 7.47096 7.76334 11.6287 9.31007 10.7459 7.16211 6.83042 16.9361 threshold=658.25000000000011 9.5000000000000018 218.7682831754548 923.25000000000011 19.449091549987692 1.3482350761377466 0.44374534230475599 30.500000000000004 593.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 -2 4 -4 -3 -6 -5 -1 -9 right_child=1 2 3 6 5 -7 -8 8 -10 leaf_value=-6.9024021555922705e-05 3.1296791501200322e-05 -0.00070407184315879757 0.00025634044255138484 0.0029351148954488478 0.0020755568510815235 -0.003943942041721429 -0.01061297009814643 -0.0080936506617099863 0.0029736949893751116 leaf_count=405056 429861 2026 15122 58 7945 346 176 375 263 internal_value=0 0.00192571 0.0184969 0.00424333 0.0397121 0.0545618 -0.216976 -0.00222718 -0.105616 internal_count=861228 455534 25673 15356 10317 8291 234 405694 638 shrinkage=0.0334364 Tree=271 num_leaves=10 num_cat=0 split_feature=17 5 27 28 1 18 13 11 21 split_gain=3.50035 4.85112 13.8223 17.535 13.2345 12.3704 10.3545 10.2069 14.9036 threshold=37.571458234330869 50.000854492187507 2.5000000000000004 355.25000000000006 1001.5000000000001 1.5000000000000002 30.222923675557634 0.82052468037666937 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -3 -5 -7 8 -6 right_child=1 4 -4 5 7 6 -8 -9 -10 leaf_value=0.00021027389438137728 0.0030185714963080826 -0.0016985814310814325 2.996080133346821e-05 -0.0012688548047223777 0.0003427125245853939 -0.00028704445953112341 -0.0075688898825043982 0.00038333570752389012 -0.00068288086018496576 leaf_count=80126 968 6445 662790 7623 23417 322 678 29896 48963 internal_value=0 -0.000651472 0.000350639 -0.0373404 -0.00684899 -0.0516665 -0.156241 -0.00407937 -0.0104997 internal_count=861228 781102 672381 9591 108721 8623 1000 102276 72380 shrinkage=0.0334364 Tree=272 num_leaves=10 num_cat=0 split_feature=0 25 27 18 17 11 6 5 17 split_gain=3.76756 8.30512 12.6021 11.8994 9.10304 9.05599 7.51088 9.28935 10.2958 threshold=22.000000000000004 847.25000000000011 14.500000000000002 1.5000000000000002 72.663438535497377 0.65213738167123492 0.35110676498076226 16.99705791473389 54.021419812705268 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -4 -6 -5 -8 -9 right_child=-2 3 4 6 5 -7 7 8 -10 leaf_value=0.00049488256902307354 -4.9408373815420843e-05 4.5539856919841115e-06 -4.1007544555496706e-05 0.00084930988034773831 0.0030713613631741061 -0.00060440999779011668 0.0032868713274649391 -0.0010656081791860137 -0.0035424546234595271 leaf_count=92943 549082 55753 144955 2020 2081 1171 468 10469 2286 internal_value=0 0.00287334 0.00567211 -0.00663316 -5.25697e-05 0.0522714 -0.0313929 -0.0400689 -0.0451459 internal_count=861228 312146 241150 70996 148207 3252 15243 13223 12755 shrinkage=0.0334364 Tree=273 num_leaves=10 num_cat=0 split_feature=10 9 25 22 11 27 27 25 28 split_gain=3.60211 6.88872 9.95247 13.1671 7.68492 6.79162 11.1898 18.5458 13.736 threshold=0.70195765338342853 0.72873487956359917 3053.2500000000005 7538.2500000000009 0.57653351196172264 14.500000000000002 7.5000000000000009 1136.2500000000002 303.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 6 -2 8 -8 right_child=5 4 3 -5 -6 -7 7 -9 -10 leaf_value=0.00062658512377236923 -6.7225821204207318e-05 0.0015340868753204416 -0.015375686845295024 -0.0019209913223593475 -9.9256335445896876e-05 -7.9132134224626775e-05 -0.0038403397908516501 -0.00044677140508658721 0.00052668658492064713 leaf_count=330 135300 3254 140 194 312892 243373 810 27713 137222 internal_value=0 -0.00267942 -0.104428 -0.226121 -0.00246572 0.00156161 0.00473732 0.0102457 0.0149855 internal_count=861228 316810 664 334 316146 544418 301045 165745 138032 shrinkage=0.0334364 Tree=274 num_leaves=10 num_cat=0 split_feature=33 20 18 29 26 6 23 9 20 split_gain=3.55155 8.10073 7.43003 5.0937 6.54658 19.629 9.3732 6.53681 6.19743 threshold=2.5000000000000004 0.8901201219636975 1.5000000000000002 0.12627490996993221 0.2204691655639551 0.25767433138017659 0.46193489774445401 0.97422735307357033 0.69029454076181829 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 8 5 -5 7 -7 -1 right_child=1 2 -4 4 -6 6 -8 -9 -10 leaf_value=-0.00027890548312644393 -0.00050087368639180829 0.0043198979751833547 0.00012980926683760341 -0.0032012496114626312 9.7401971934221983e-06 0.0002867353160025016 0.004084692763564839 0.002306776817108011 -0.0021978770443903122 leaf_count=8360 28552 753 1273 1187 809333 5444 1229 2669 2428 internal_value=0 -0.0106442 0.0504579 0.000329551 0.00061361 0.0253882 0.040779 0.0284506 -0.0212582 internal_count=861228 30578 2026 830650 819862 10529 9342 8113 10788 shrinkage=0.0334364 Tree=275 num_leaves=10 num_cat=0 split_feature=26 28 27 25 27 26 29 24 5 split_gain=3.57989 3.44266 8.75057 8.53744 8.26066 6.84446 7.62379 11.7953 7.90828 threshold=6.8402386901329821 684.25000000000011 31.500000000000004 642.25000000000011 33.500000000000007 1.2931882871290992 0.98079626896682082 30.500000000000004 17.994492530822757 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -3 6 7 -4 -9 right_child=-2 4 3 -5 -6 -7 -8 8 -10 leaf_value=-2.6469641407383156e-05 0.0011445020784297819 3.6645621738836317e-05 -0.00044250128198156379 0.00024054863416313324 0.00084948916146708442 0.00050031454352253998 -0.0019110941920899038 0.0080498894640037844 -0.0085264341540868815 leaf_count=421247 3038 388160 12120 9995 14500 3279 8550 36 303 internal_value=0 -0.00015892 -0.00204199 -0.0174054 0.0019714 -0.0275287 -0.0341606 -0.01838 -0.202358 internal_count=861228 858190 455530 34283 402660 24288 21009 12459 339 shrinkage=0.0334364 Tree=276 num_leaves=10 num_cat=0 split_feature=17 26 5 24 7 10 13 11 13 split_gain=3.43451 6.98844 7.26113 7.9608 6.86869 17.8739 6.53519 7.40161 5.63975 threshold=110.74178748514825 0.93471300233513832 39.41502761840821 4.5000000000000009 -57.457466125488274 0.84984552473692576 53.637446160012281 0.75505561689772227 113.33042058307412 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 8 5 -3 7 -6 -4 right_child=1 4 3 -5 6 -7 -8 -9 -10 leaf_value=-4.068313204610757e-06 0.0019858354618848494 0.0044564302979261802 -0.0024498301770866076 -0.0077779192067650585 0.0015483147257072294 -0.010110154376786766 0.0049191495299699102 -0.012578659342753998 0.0055899458063835275 leaf_count=857980 635 231 410 248 352 159 1038 47 128 internal_value=0 0.0324579 -0.0201383 -0.0843894 0.073366 -0.0443305 0.105309 -0.00346224 -0.016061 internal_count=861228 3248 1421 786 1827 390 1437 399 538 shrinkage=0.0334364 Tree=277 num_leaves=10 num_cat=0 split_feature=16 12 23 16 11 12 22 11 8 split_gain=3.51996 8.72329 8.96582 7.87675 7.09951 7.24634 7.71318 7.07943 6.32534 threshold=103.83139191708898 193.1040764008566 0.96378049428904278 147.02348065111886 0.64593948015000657 240.98275605729694 2316.2500000000005 0.82430141697383086 623.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 8 5 -4 -7 -6 -2 right_child=3 2 4 -5 7 6 -8 -9 -10 leaf_value=-0.00035645089336175427 -0.00029021574885532191 -0.00076081880225799454 0.010389881734194669 1.0879332088634971e-05 -0.0036585920741193053 -0.007484375276609989 0.0049523846131046293 0.0050970480892583167 -0.0016126278925359372 leaf_count=2600 14518 621 262 836498 222 61 648 193 5605 internal_value=0 0.0275707 0.0770979 -0.000144946 0.121837 0.168626 0.116112 0.012361 -0.0196958 internal_count=861228 4607 2007 856621 1386 971 709 415 20123 shrinkage=0.0334364 Tree=278 num_leaves=10 num_cat=0 split_feature=10 21 27 28 24 17 16 11 16 split_gain=3.53682 7.55014 13.2756 7.019 10.1813 6.58787 6.29455 12.6265 7.63127 threshold=0.69142492142022605 7.5000000000000009 30.500000000000004 407.25000000000006 2.5000000000000004 48.031441960725111 216.86349508532822 0.84389692086966128 206.13452917603576 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -3 7 -5 -9 right_child=-2 5 -4 6 -6 -7 -8 8 -10 leaf_value=0.0019321283279559174 4.8972628558316857e-05 -0.00020972940488812194 -0.0023571098279511139 -0.00046670399677147472 -0.0017998134758514656 0.00054181263023616948 6.1972294591542277e-05 0.00088650597046456168 -0.00024939611749064773 leaf_count=962 561485 20924 3073 93813 5433 34608 114347 14234 12349 internal_value=0 -0.00278959 -0.00518286 -0.00435054 -0.037038 0.00773521 -0.00346005 -0.00850658 0.0107317 internal_count=861228 299743 244211 241138 6395 55532 234743 120396 26583 shrinkage=0.0334364 Tree=279 num_leaves=10 num_cat=0 split_feature=17 12 10 10 4 5 16 16 4 split_gain=3.67456 5.62146 9.74693 7.38649 6.32015 9.16806 5.53064 6.14026 9.83461 threshold=110.74178748514825 184.89087296526017 0.81469499550300595 0.94940206586106946 83.002536773681655 240.99702453613284 147.02348065111886 103.83139191708898 32.000003814697273 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 2 -2 -4 -3 -6 7 -1 -9 right_child=1 4 3 -5 5 -7 -8 8 -10 leaf_value=0.00064905436681669175 0.0018606763052849118 0.0035186682781832251 -0.0046152304098755438 0.0068725391664486851 -0.0074610826818384294 0.0043475587171923581 9.094699906600885e-06 -0.00056145612321079302 -0.0035257756097239767 leaf_count=4135 979 1314 590 70 156 139 835062 17435 1348 internal_value=0 0.0335502 -0.0076695 -0.101591 0.0755385 -0.0567349 -0.000148609 -0.0154743 -0.0231543 internal_count=861228 3248 1639 660 1609 295 857980 22918 18783 shrinkage=0.0334364 Tree=280 num_leaves=10 num_cat=0 split_feature=33 20 18 16 14 4 29 5 16 split_gain=3.38176 8.31735 6.67766 5.58519 5.15327 10.3827 14.6944 12.6688 8.82511 threshold=2.5000000000000004 0.8933275513154092 1.5000000000000002 214.98050679041913 7.3379271387716996 10.999999046325685 1.0145725810223374 129.01163482666018 210.08047156704708 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 6 7 8 -6 right_child=1 2 3 -5 5 -7 -8 -9 -10 leaf_value=-0.00080799368164916963 -0.00048861553381563706 0.0042555680587205522 0.0031971907933574331 -0.0014436779782557084 0.0014396446943578968 4.3507037330851467e-06 -0.0073828269898333814 -0.014968852148693049 -0.00016060782080554693 leaf_count=8440 28683 743 457 793 12827 803480 242 56 5507 internal_value=0 -0.0102728 0.0521943 0.00756731 0.000418902 0.000671287 0.0240084 0.02723 0.0286806 internal_count=861228 30676 1993 1250 830552 822112 18632 18390 18334 shrinkage=0.0334364 Tree=281 num_leaves=10 num_cat=0 split_feature=17 16 16 20 16 10 22 16 16 split_gain=3.61054 7.36432 18.8411 17.7815 10.3783 7.19293 8.20669 7.12276 6.95981 threshold=40.136576272938562 222.95523422978627 156.78195292306003 0.26621157326022932 169.76080078795388 0.89110126388038813 3557.5000000000005 174.69729022043603 103.83139191708898 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 6 -6 8 -2 right_child=7 -3 3 4 5 -7 -8 -9 -10 leaf_value=-4.8102627545646281e-05 0.0011444628404414087 8.2487012303425553e-06 -0.00041238127661121014 0.001328494440660392 0.003094757064473166 0.0059054227982427475 -0.0048081059669407948 2.5284067839384354e-06 -0.00047923320647764832 leaf_count=21368 3125 92496 3819 5736 3189 1048 154 677165 53128 internal_value=0 0.00493695 0.0172219 0.0458134 0.0677411 0.10433 0.0816684 -0.000822583 -0.011635 internal_count=861228 127810 35314 13946 10127 4391 3343 733418 56253 shrinkage=0.0334364 Tree=282 num_leaves=10 num_cat=0 split_feature=11 27 28 4 17 4 27 17 14 split_gain=3.62131 4.8596 9.96115 27.5398 13.5876 12.0785 7.20712 7.08421 23.2733 threshold=0.92773989576315163 20.500000000000004 684.25000000000011 56.924596786499031 57.444412375626506 27.387325286865238 21.500000000000004 63.149038145229007 23.608177059836731 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 7 4 5 -4 -5 -3 -9 right_child=-2 2 3 6 -6 -7 -8 8 -10 leaf_value=3.2254998591812091e-05 0.00030024050444292641 -0.00026623119836838489 0.00021779480641588168 -0.0022396124563634667 0.0014676264852678041 -0.0012271078091490464 -0.018705682802069194 -0.0040501949860492449 0.00080398439471012287 leaf_count=604331 42514 142771 51168 41 8474 7404 108 2211 2206 internal_value=0 -0.000486415 -0.00457691 0.0055116 0.00646598 0.00105115 -0.423931 -0.00918257 -0.0486252 internal_count=861228 818714 214383 67195 67046 58572 149 147188 4417 shrinkage=0.0334364 Tree=283 num_leaves=10 num_cat=0 split_feature=11 7 20 22 22 18 22 25 16 split_gain=3.37171 4.50668 7.92811 7.91258 7.07698 8.48533 7.01235 8.45753 8.85756 threshold=0.92773989576315163 -1.0000000180025095e-35 1.0746087874158983 278.25000000000006 1054.2500000000002 1.5000000000000002 1237.7500000000002 1377.7500000000002 232.43980088543125 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 -6 -7 8 -8 right_child=-2 3 -4 4 5 6 7 -9 -10 leaf_value=0.00014289905813872806 0.00029031386815830837 -0.0012753273034114066 -0.00027237258384522499 -2.1213705987567179e-05 -0.00024904172826158225 -0.00032578419984710628 -0.0028139368552059113 -0.0011335292715212951 -0.0084355402907121801 leaf_count=302843 42511 6163 61904 396480 42982 3691 1421 2831 402 internal_value=0 -0.000451548 0.00216591 -0.00255457 -0.00206479 -0.0131136 -0.0422941 -0.0681094 -0.121233 internal_count=861228 818717 364747 453970 447807 51327 8345 4654 1823 shrinkage=0.0334364 Tree=284 num_leaves=10 num_cat=0 split_feature=7 25 26 11 10 22 7 17 16 split_gain=3.33849 9.45465 9.64967 15.6087 15.4343 8.78785 8.07534 10.9749 20.7668 threshold=-79.196342468261705 3238.2500000000005 1.1625185561923892 0.9455832332933175 0.96235014521513984 4553.5000000000009 -18.434947013854977 63.149038145229007 216.63755537423899 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 5 4 -4 -3 -2 -8 -9 right_child=6 2 3 -5 -6 -7 7 8 -10 leaf_value=-9.0897856953417509e-05 0.00022525770596732109 -0.003010580330821579 -0.0021288511713832919 -0.025539008656237566 -0.015064070197744892 -6.4186912824178426e-05 -1.4517618773051606e-05 -0.0006275600710019916 -0.0057562840146166781 leaf_count=72774 171895 1527 999 37 115 4372 597967 10579 963 internal_value=0 -0.0061059 -0.0410722 -0.124828 -0.103605 -0.02473 0.000683474 -0.00102373 -0.0315665 internal_count=861228 79824 7050 1151 1114 5899 781404 609509 11542 shrinkage=0.0334364 Tree=285 num_leaves=10 num_cat=0 split_feature=22 27 14 28 28 7 27 18 29 split_gain=3.4504 8.63579 6.13862 4.79846 6.48809 5.43971 7.20877 5.04431 5.03326 threshold=278.25000000000006 1.5000000000000002 7.3379271387716996 379.25000000000006 600.25000000000011 -2.7263108491897579 5.5000000000000009 1.5000000000000002 0.26603821619336748 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 7 -3 -7 -5 -6 right_child=-2 3 -4 4 8 6 -8 -9 -10 leaf_value=-0.0065104327940662945 1.0173395905849143e-05 -6.2071750789535898e-05 0.0052987338779807037 -0.00090543268085996494 -0.00039763125513416495 -0.00047291626127467408 -0.0043920197957446989 0.0014497587277518184 -0.0035748909262653152 leaf_count=56 850798 1252 406 1702 1355 874 1313 2525 947 internal_value=0 -0.0179952 0.115662 -0.02419 -0.00826644 -0.0544211 -0.084513 0.0149969 -0.0509832 internal_count=861228 10430 462 9968 6529 3439 2187 4227 2302 shrinkage=0.0334364 Tree=286 num_leaves=10 num_cat=0 split_feature=4 25 25 10 11 28 7 6 14 split_gain=3.41169 8.43968 8.1242 9.27111 7.569 7.22476 12.458 6.93022 6.49939 threshold=190.20892333984378 15576.500000000002 51754.000000000007 0.93239836450685165 0.6930159168410448 3384.7500000000005 -57.960309982299798 0.7359178486152429 132.1838414010308 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 5 -2 -7 -8 -1 right_child=2 -3 -4 -5 -6 6 7 -9 -10 leaf_value=-8.6112480330073447e-07 0.0032960327398733761 0.0010595732699164966 0.00078601098844169564 -0.018238740755988803 -0.0071676930651838073 0.0020817378251275389 0.00043722821021496865 -0.009191803949173136 -0.0025785404618203279 leaf_count=849106 296 8421 1219 43 298 323 114 313 1095 internal_value=0 0.000186977 -0.0360503 -0.0883943 -0.0737704 -0.033715 -0.0859258 -0.198019 -0.000125043 internal_count=861228 858622 2606 1387 1344 1046 750 427 850201 shrinkage=0.0334364 Tree=287 num_leaves=10 num_cat=0 split_feature=17 26 5 25 26 7 6 16 13 split_gain=3.18226 6.32523 6.69093 7.48155 6.7189 5.85305 16.3198 6.32863 6.21986 threshold=110.74178748514825 0.93471300233513832 39.212240219116218 10166.000000000002 0.71798794351876694 -57.457466125488274 0.47810997940686761 129.11329966329967 53.637446160012281 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 -5 6 7 -3 -7 right_child=1 5 3 4 -6 8 -8 -9 -10 leaf_value=-6.991537053805078e-08 0.0019559719909359756 0.0042085570829488925 -0.0045070281195718114 0.0053028557631428974 -0.013575906094016165 -0.00023668543973477739 0.0034224026203806238 -0.014892763517065859 0.0047212785407446424 leaf_count=857988 632 24 600 173 24 390 266 101 1030 internal_value=0 0.0313967 -0.0183436 -0.0792772 0.0898094 0.0706452 -0.0376945 -0.335721 0.100477 internal_count=861228 3240 1429 797 197 1811 391 125 1420 shrinkage=0.0334364 Tree=288 num_leaves=10 num_cat=0 split_feature=22 27 4 16 27 21 14 18 24 split_gain=3.49061 8.40712 5.19955 4.19561 3.84433 7.8385 7.63198 6.12738 11.5955 threshold=303.25000000000006 1.5000000000000002 6.0103068351745614 161.48156565656569 9.5000000000000018 4.5000000000000009 16.88256309142432 1.5000000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 7 -7 -3 -9 right_child=-2 4 3 -5 -6 6 -8 8 -10 leaf_value=-0.0047947264306459694 7.6682087539371966e-06 -0.0017316634368002551 -0.00035756875084709956 0.0069837350441630244 -1.8916310004354913e-05 -0.0064873003933041198 0.0037089013578756494 0.0050892518028046651 -0.00060549934843109486 leaf_count=70 847351 4000 119 324 5585 505 98 469 2707 internal_value=0 -0.01576 0.109868 0.149887 -0.0205824 -0.0349536 -0.144459 -0.0257518 0.00704156 internal_count=861228 13877 513 443 13364 7779 603 7176 3176 shrinkage=0.0334364 Tree=289 num_leaves=10 num_cat=0 split_feature=0 17 28 16 20 32 16 16 19 split_gain=3.63018 5.60399 11.3621 10.3195 6.87435 6.33118 6.71335 5.9647 10.6143 threshold=13.500000000000002 46.024694042290186 967.25000000000011 219.94559503963532 1.5178108883002266 1.5000000000000002 167.10779790385058 233.20477003992633 4245.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 5 7 6 -1 -4 -9 right_child=-2 2 4 -5 -6 -7 -8 8 -10 leaf_value=0.00071327570671009678 -3.7050111554626653e-05 5.3820630692893686e-05 -0.00094876638434915176 0.0001628157021112823 -0.0089331216734655737 -0.00042428481440885809 0.0023472824635221317 -0.0097686877663322319 0.0010655076661949948 leaf_count=5972 686572 68083 7044 85351 130 2353 5311 234 178 internal_value=0 0.00399801 -0.00248068 0.00895054 -0.0391905 0.0344953 0.0443354 -0.0352156 -0.152166 internal_count=861228 174656 75669 98987 7586 13636 11283 7456 412 shrinkage=0.0334364 Tree=290 num_leaves=10 num_cat=0 split_feature=11 16 17 16 32 17 16 12 5 split_gain=3.29293 11.0498 13.3117 10.5587 9.84962 9.6263 26.9509 17.7569 11.2916 threshold=0.87014958277396104 193.51997045790253 61.114967621588129 218.17550083555423 1.5000000000000002 52.345937505791703 224.35158092621884 130.0979797464467 32.999361038208015 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 4 5 -4 -2 -3 -7 8 -8 right_child=1 2 3 -5 -6 6 7 -9 -10 leaf_value=-3.7911020413258598e-05 0.0015755582585195254 -1.7610742016523233e-05 -0.0014828792256135087 -0.008817353252921949 -0.00049839785460344425 0.00085905962974776925 -0.0030101045100993664 0.0015623831822420911 -0.015251699703735782 leaf_count=650310 9967 171874 713 317 3445 24038 131 197 236 internal_value=0 0.00341327 0.00152712 -0.11186 0.0311888 0.00212153 0.0206225 -0.195456 -0.325456 internal_count=861228 210918 197506 1030 13412 196476 24602 564 367 shrinkage=0.0334364 Tree=291 num_leaves=10 num_cat=0 split_feature=26 29 0 5 27 14 15 25 7 split_gain=3.22122 3.77139 10.3455 8.26985 11.5242 17.4495 12.3953 10.0323 10.7871 threshold=6.8402386901329821 1.9986821877591814 52.500000000000007 146.66986846923831 14.500000000000002 68.755910131853838 0.20109115815222875 7471.5000000000009 -56.239715576171868 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 6 -6 8 -5 right_child=-2 2 -4 7 5 -7 -8 -9 -10 leaf_value=1.2356352223441724e-05 0.0010916506743059687 0.00051550542319566501 -0.0022098333632498291 -0.0064830379294805607 -0.013035611626010824 -0.015233071457407757 -0.00063510643374083619 5.239267617535614e-05 -0.0016092791535673463 leaf_count=819780 3017 20052 3006 656 91 94 9312 2974 2246 internal_value=0 -8.43377e-05 -0.00976626 -0.00498684 0.00182655 -0.0268694 -0.0225836 -0.0392498 -0.0810792 internal_count=861228 858211 38431 35425 29549 9497 9403 5876 2902 shrinkage=0.0334364 Tree=292 num_leaves=10 num_cat=0 split_feature=33 4 20 16 12 30 4 30 16 split_gain=3.24486 7.44339 5.55929 5.53071 4.88971 4.53468 8.8386 6.54255 5.69789 threshold=2.5000000000000004 92.29148101806642 0.8901201219636975 216.86349508532822 119.37310601229376 2.5000000000000004 20.306085586547855 1.5000000000000002 215.2100884713835 decision_type=2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -4 -5 7 8 -1 -7 right_child=1 -3 3 4 -6 6 -8 -9 -10 leaf_value=1.5686091695887552e-05 -0.00051312661894406606 0.004101387828497836 0.0035207645092001534 -0.0027225910410879719 0.0017853908617099961 0.0021750611888894872 6.1254104479734807e-05 -0.00052222757390112595 0.00056490122212791039 leaf_count=766712 28357 417 779 474 622 4112 27509 26141 6105 internal_value=0 -0.0100291 -0.0118594 0.0408765 -0.00491168 0.0004484 0.0111601 -6.12911e-05 0.0362759 internal_count=861228 30649 30232 1875 1096 830579 37726 792853 10217 shrinkage=0.0334364 Tree=293 num_leaves=10 num_cat=0 split_feature=26 29 30 20 27 13 14 32 0 split_gain=3.16244 3.54372 9.33661 18.597 14.9865 8.257 8.10456 8.04139 7.93382 threshold=6.8402386901329821 1.9986821877591814 1.0000000180025095e-35 0.97181551191905347 14.500000000000002 154.99588559740371 68.755910131853838 1.5000000000000002 26.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 7 -5 8 -4 -6 right_child=-2 2 4 5 6 -7 -8 -9 -10 leaf_value=1.1808301761778793e-05 0.0010799320842922195 -0.011827605194307558 -0.00099390061414652295 0.00034993215499253195 -0.00048264087861320552 -0.0012920123273832713 -0.013245740906859989 0.0012986149316005398 -0.0040276062358152913 leaf_count=819788 3026 147 6367 22337 1089 4044 85 2339 2006 internal_value=0 -8.67178e-05 -0.00947402 0.00096153 -0.0327648 0.00293796 -0.0915175 -0.0113045 -0.0831513 internal_count=861228 858202 38414 26528 11886 26381 3180 8706 3095 shrinkage=0.0334364 Tree=294 num_leaves=10 num_cat=0 split_feature=4 25 5 25 7 14 11 7 27 split_gain=3.65477 8.09589 9.94684 7.68323 6.19469 6.09592 14.9903 9.23238 9.22093 threshold=190.20892333984378 51754.000000000007 490.24176025390631 15576.500000000002 -57.457466125488274 132.1838414010308 0.76648500148500165 -80.580303192138658 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 -5 -1 7 -7 -8 right_child=1 -3 -4 4 -6 6 8 -9 -10 leaf_value=-3.2711280735598058e-06 -0.0024669442786051481 0.00072591747425877708 -0.017959317984845905 -0.0004670634775173342 0.0015657524955263679 -0.0088157496138983812 -0.0015233718605837064 0.00046884128141564291 -0.018629030167535036 leaf_count=849110 1334 1228 48 2309 6113 141 56 794 95 internal_value=0 -0.0373732 -0.0898729 0.000104135 0.0301596 -0.000193593 -0.0750669 -0.0278527 -0.36742 internal_count=861228 2610 1382 858618 8422 850196 1086 935 151 shrinkage=0.0334364 Tree=295 num_leaves=10 num_cat=0 split_feature=8 12 4 27 27 1 23 26 17 split_gain=3.41581 9.90584 11.0087 18.4921 13.8391 11.6637 11.4177 9.63659 10.5663 threshold=4650.5000000000009 248.9446968344225 24.00000095367432 1.5000000000000002 12.500000000000002 2385.5000000000005 1.3137912314201208 1.0024733923089031 54.451433863279497 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 6 -5 8 -4 right_child=-2 2 7 4 -6 -7 -8 -9 -10 leaf_value=9.3724230841922408e-07 0.0003022679939971552 -0.019376610531200045 -0.00094857782874345476 -0.0069299503849538915 -0.015284274777756813 0.0010832232968922334 0.0025799660807323457 9.8579085508814269e-05 -0.0047669742261424999 leaf_count=805317 39625 77 4096 606 91 762 184 9460 1010 internal_value=0 -0.000465755 -0.0248827 -0.100543 -0.0780961 -0.0558727 -0.141013 -0.0159485 -0.0509588 internal_count=861228 821603 16286 1720 1643 1552 790 14566 5106 shrinkage=0.0334364 Tree=296 num_leaves=10 num_cat=0 split_feature=10 9 28 10 11 27 27 25 7 split_gain=3.28859 6.551 9.70264 10.9109 6.5004 5.87881 9.50531 17.231 11.7387 threshold=0.70195765338342853 0.72873487956359917 3183.5000000000005 0.57901867510354765 0.57653351196172264 14.500000000000002 7.5000000000000009 1136.2500000000002 -70.445110321044908 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 6 8 -8 -2 right_child=5 4 3 -5 -6 -7 7 -9 -10 leaf_value=0.00060298031995008891 -0.00068455545680180916 0.0014104764571580249 -0.015000644763248725 -0.0025820847101436627 -9.0587271175308085e-05 -6.8806741549341821e-05 0.00047433301854100739 -0.00043883341743721497 9.8453178876864927e-05 leaf_count=338 26663 3259 130 202 312719 243396 138224 27738 108559 internal_value=0 -0.00245566 -0.101233 -0.222655 -0.00224621 0.00159704 0.00455066 0.00962158 -0.00167303 internal_count=861228 316648 670 332 315978 544580 301184 165962 135222 shrinkage=0.0334364 Tree=297 num_leaves=10 num_cat=0 split_feature=28 21 8 19 25 11 6 29 20 split_gain=3.11913 7.47758 7.35137 6.39204 6.16048 7.7482 5.16297 11.3972 9.65232 threshold=696.25000000000011 9.5000000000000018 1667.5000000000002 253.25000000000003 1012.2500000000001 0.88529077265140377 0.51612903325044168 0.69352404332458206 0.45077177694464149 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 -2 3 -3 -5 -6 7 8 -1 right_child=1 2 -4 4 5 -7 -8 -9 -10 leaf_value=-0.00055582891993393531 3.7742980041012962e-05 -0.0083378152448997985 -0.0088269775545652598 0.0009273984140708494 0.00026787951813098473 -0.012857431126428825 -1.3177364731362321e-05 -0.0005784689001108428 0.0010194880553411475 leaf_count=7202 366431 85 89 16502 130 82 408202 51530 10975 internal_value=0 0.00207698 0.0226505 0.0241691 0.0255601 -0.143822 -0.00175235 -0.00970618 0.0118231 internal_count=861228 383319 16888 16799 16714 212 477909 69707 18177 shrinkage=0.0334364 Tree=298 num_leaves=10 num_cat=0 split_feature=11 16 17 16 20 17 16 12 5 split_gain=3.1472 10.15 13.1993 11.4754 9.18431 7.90251 24.8841 16.5496 11.8959 threshold=0.86843572141054992 193.51997045790253 61.114967621588129 218.17550083555423 0.91563456634743345 52.345937505791703 224.17738742535587 130.0979797464467 32.999361038208015 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 4 5 -4 -2 -3 -7 8 -8 right_child=1 2 3 -5 -6 6 7 -9 -10 leaf_value=-3.8977163604886687e-05 0.00024074573782152997 -1.1903508961584976e-05 -0.0013383013974212483 -0.0087847164612513129 0.001974973151175828 0.00077498323399211673 -0.0025632043492357292 0.0012734340184046677 -0.01466368667939422 leaf_count=643728 8005 176585 753 334 5953 25260 144 220 246 internal_value=0 0.00323417 0.00144526 -0.108455 0.0293208 0.00203533 0.0183582 -0.18122 -0.304931 internal_count=861228 217500 203542 1087 13958 202455 25870 610 390 shrinkage=0.0334364 Tree=299 num_leaves=10 num_cat=0 split_feature=25 24 21 16 28 26 21 23 10 split_gain=3.25396 11.6801 8.06305 10.4508 10.9835 8.8847 7.05037 7.00057 6.91633 threshold=646.25000000000011 22.500000000000004 9.5000000000000018 218.7682831754548 923.25000000000011 0.48331251034092826 1.5000000000000002 1.3482350761377466 0.77825892058181456 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 -2 5 -5 -4 -1 -7 -3 right_child=2 8 3 4 -6 7 -8 -9 -10 leaf_value=-0.00083269759686645033 2.2086007003425907e-05 -0.0018145391653271168 -0.0012523452110186095 0.00019430064958857795 -0.0071441324458852082 0.0019209948007009431 -1.1241101139959409e-05 -0.0028883423345712413 -0.00030854652087651221 leaf_count=12081 453725 6582 1244 17677 231 9410 352854 351 7073 internal_value=0 -0.00222392 0.00169232 0.0178839 0.00297999 0.0421364 -0.0011495 0.0522799 -0.0309383 internal_count=861228 378590 482638 28913 17908 11005 364935 9761 13655 shrinkage=0.0334364 Tree=300 num_leaves=10 num_cat=0 split_feature=11 5 1 20 19 14 27 22 14 split_gain=3.3059 6.32447 8.84067 7.25076 19.1503 7.14153 6.22138 10.3332 10.1616 threshold=0.89950269160696783 43.000329971313484 1049.5000000000002 0.9626317224133768 1373.5000000000002 35.477904669855661 20.500000000000004 2930.2500000000005 68.755910131853838 decision_type=2 2 2 2 2 2 2 2 2 left_child=6 2 -2 4 5 -4 -1 -8 -9 right_child=1 -3 3 -5 -6 -7 7 8 -10 leaf_value=2.9696219077880913e-05 8.6592313115020322e-05 0.00065404796586608464 -0.023344723616962566 -0.0014423754916573263 0.00022898440847417701 -0.0014357812804504163 -0.00018560460683905732 -0.00080178828849570834 -0.020054054218272659 leaf_count=563245 83256 23714 80 1550 143 21 189096 65 58 internal_value=0 0.00511971 0.00109315 -0.0683616 -0.228594 -0.561944 -0.000778471 -0.00573944 -0.295489 internal_count=861228 108764 85050 1794 244 101 752464 189219 123 shrinkage=0.0334364 Tree=301 num_leaves=10 num_cat=0 split_feature=0 25 21 17 16 19 22 27 27 split_gain=3.3566 6.15401 9.80041 6.59788 6.34118 7.57914 9.22462 8.43651 6.2496 threshold=13.500000000000002 863.25000000000011 4.5000000000000009 45.679798755814168 234.33390834780403 4245.5000000000009 3078.5000000000005 10.500000000000002 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 3 -3 -5 6 7 -6 -1 right_child=-2 2 -4 4 5 -7 -8 -9 -10 leaf_value=0.00052471124579892621 -3.0873410888725124e-05 0.00026084688321460656 -0.0016414117641821767 -0.00061692885515553827 -0.0010632278873744926 0.00065337097532487632 -0.020643652184082734 -0.02417413829384718 5.9472151019013256e-05 leaf_count=52457 686601 23817 4878 9221 111 137 59 21 83926 internal_value=0 0.00398688 -0.00722355 -0.00110273 -0.023311 -0.159945 -0.288686 -0.14176 0.00713046 internal_count=861228 174627 38244 33366 9549 328 191 132 136383 shrinkage=0.0334364 Tree=302 num_leaves=10 num_cat=0 split_feature=28 27 22 29 28 25 11 11 21 split_gain=3.14213 7.07304 7.67822 12.2434 10.8367 8.77626 7.41852 7.23915 8.01118 threshold=694.25000000000011 22.500000000000004 497.25000000000006 1.1717505055726349 416.25000000000006 618.25000000000011 0.85610938578329898 0.83253203276086585 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 7 -7 8 -6 right_child=-2 2 -4 -5 5 6 -8 -9 -10 leaf_value=2.05202815003611e-05 6.999296899854944e-05 0.0031695810629520644 -0.00015324813147929407 0.0007807945870826631 -0.0016386393510141976 -0.0025325792694484641 -0.0090713701283162418 -0.00055325942892818362 -0.0055751782899814461 leaf_count=345333 386847 605 107223 4201 6761 612 284 8730 632 internal_value=0 -0.00174675 -0.00806334 -0.0251604 -0.0367241 -0.0413994 -0.137728 -0.0360461 -0.0590721 internal_count=861228 474381 129048 21825 17624 17019 896 16123 7393 shrinkage=0.0334364 Tree=303 num_leaves=10 num_cat=0 split_feature=33 20 18 16 4 4 27 28 16 split_gain=3.11648 7.01646 6.00959 5.46745 4.78387 7.93661 11.8203 13.5919 10.8997 threshold=2.5000000000000004 0.8901201219636975 1.5000000000000002 214.98050679041913 5.0068871974945077 10.999999046325685 7.5000000000000009 303.25000000000006 210.69693847072884 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 6 8 -8 -6 right_child=1 2 3 -5 5 -7 7 -9 -10 leaf_value=-0.00083722380103697601 -0.000463845357894722 0.0039234399159628888 0.0030204266967520624 -0.001534911257051842 0.00035586592117619779 6.0005446565402602e-06 -0.003344592158660141 0.0014861937933216744 -0.0027489525825167968 leaf_count=7304 28546 760 469 792 4493 803600 686 12819 1759 internal_value=0 -0.00984118 0.0470994 0.00476552 0.000440248 0.000666276 0.0204671 0.0371095 -0.0154824 internal_count=861228 30567 2021 1261 830661 823357 19757 13505 6252 shrinkage=0.0334364 Tree=304 num_leaves=10 num_cat=0 split_feature=22 7 28 28 24 24 10 12 28 split_gain=3.20708 4.87655 4.13395 7.38588 10.936 5.73565 5.80864 4.99839 7.14465 threshold=278.25000000000006 -1.0000000180025095e-35 608.25000000000011 379.25000000000006 3.5000000000000004 1.5000000000000002 0.88099751421669736 55.917261889578043 670.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -5 -7 8 -4 right_child=-2 2 7 5 -6 6 -8 -9 -10 leaf_value=0.00037773748592122194 6.2081857574300573e-06 0.00077448195488340589 -0.0052439284867566195 -0.0075327423973471763 -0.0038038790394692725 -0.0001286489376832937 0.003452766751180491 -0.0047767495661866109 0.0015833441725937249 leaf_count=3763 850815 954 265 96 1501 1982 680 687 485 internal_value=0 -0.017471 -0.0337499 -0.0206594 -0.0605553 0.0148535 0.0235137 -0.0812382 -0.0247921 internal_count=861228 10413 6650 5213 2455 2758 2662 1437 750 shrinkage=0.0334364 Tree=305 num_leaves=10 num_cat=0 split_feature=20 32 18 29 27 27 19 27 29 split_gain=2.94927 12.0614 12.9515 9.83484 9.54597 9.52467 15.3123 9.70414 9.30796 threshold=0.8901201219636975 1.5000000000000002 1.5000000000000002 0.8497976468284405 9.5000000000000018 41.500000000000007 570.25000000000011 48.500000000000007 0.088842216566978174 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 8 -3 5 -5 -1 7 -7 -2 right_child=1 2 -4 4 -6 6 -8 -9 -10 leaf_value=4.612466189778715e-05 -0.0026781277489537824 0.0027743075746504585 -2.467606788616206e-05 0.00044541911439323752 -0.00077776292854626872 -0.0048676954340479139 0.00040501184032948865 -0.016755044301514362 2.428590597621212e-05 leaf_count=144414 1428 3701 3692 8834 37047 559 805 89 660659 internal_value=0 0.00100053 0.0411683 -0.00344764 -0.0162173 0.000568933 -0.0799909 -0.19441 0.000552012 internal_count=861228 669480 7393 191748 45881 145867 1453 648 662087 shrinkage=0.0334364 Tree=306 num_leaves=10 num_cat=0 split_feature=16 12 9 11 10 9 16 29 29 split_gain=3.04258 7.68632 8.61525 9.36919 7.27841 6.8141 6.48075 6.40165 6.13385 threshold=103.83139191708898 193.1040764008566 0.95635394577266519 0.64593948015000657 0.97372157435286488 0.83365544534241598 147.02348065111886 0.93869470805015309 0.29571633186091023 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 5 -5 -3 -2 -7 -4 right_child=6 2 8 4 -6 7 -8 -9 -10 leaf_value=-0.00034218284933814019 -0.00059965511363660939 -0.0022955714193201274 0.012826501637011042 -0.0044817727069757724 0.010513034877291981 -6.3608850062104493e-05 8.0688725593112525e-06 0.0060970573880396008 0.0041135374888456753 leaf_count=2598 20089 231 122 380 40 275 836545 600 348 internal_value=0 0.0256191 0.0722853 0.0358246 -0.0913284 0.0841105 -0.000184916 0.124441 0.190666 internal_count=861228 4594 1996 1526 420 1106 856634 875 470 shrinkage=0.0334364 Tree=307 num_leaves=10 num_cat=0 split_feature=17 16 11 23 29 14 1 13 16 split_gain=2.90233 5.48023 6.3042 5.05955 6.59399 4.85436 5.35995 5.20546 6.47081 threshold=37.571458234330869 174.69729022043603 0.87368828891290617 1.2428891536609645 3.5081837856821956 100.05064538124843 25159.500000000004 154.99588559740371 129.11329966329967 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 7 -7 -2 -9 right_child=1 -3 -4 -5 -6 6 -8 8 -10 leaf_value=0.00019433570878893362 -0.00035689706671425045 9.4663512304380905e-06 0.0011155196140735465 -0.0016064898959168795 0.0043485412475699941 -0.0078650442626345251 0.0023119536342324403 0.0051100422198851816 -0.0015260018614235717 leaf_count=80181 55426 717441 3270 3605 337 191 83 427 267 internal_value=0 -0.000505594 -0.0094018 -0.0117195 -0.00941108 -0.0102445 -0.143025 -0.00959621 0.076473 internal_count=861228 781047 63606 60336 56731 56394 274 56120 694 shrinkage=0.0334364 Tree=308 num_leaves=10 num_cat=0 split_feature=2 27 25 27 17 13 23 1 20 split_gain=3.25493 5.86214 6.69163 12.7475 13.6114 11.1248 10.3981 8.56363 7.61662 threshold=16.038098693759075 14.500000000000002 1136.2500000000002 9.5000000000000018 66.70877015835336 48.035764387614925 0.4124275776178003 2289.5000000000005 1.0322773576169164 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 5 8 -6 -8 -5 right_child=1 -3 3 4 6 -7 7 -9 -10 leaf_value=-6.1458318646741121e-05 0.00032622264498365203 -6.5572669235186015e-05 0.00011706243474128423 -0.0022302213195107964 0.0045329439087007928 -0.00026101309358990236 -0.0096363083798632829 9.7424703582811838e-05 -0.0085590063549021399 leaf_count=447299 139966 193628 68659 1992 95 8778 442 131 238 internal_value=0 0.002053 0.0055811 -0.00169363 -0.0322401 -0.0238293 -0.170842 -0.221644 -0.0869013 internal_count=861228 413929 220301 80335 11676 11008 668 573 2230 shrinkage=0.0334364 Tree=309 num_leaves=10 num_cat=0 split_feature=11 16 17 8 28 13 16 7 17 split_gain=3.13203 10.7913 30.5161 14.1628 13.6649 12.0397 9.99433 8.33584 8.29675 threshold=0.85098280691586992 210.08047156704708 58.269410950008577 1412.5000000000002 4987.5000000000009 61.966802793484725 218.97118773946363 -16.699242591857907 52.419641944075963 decision_type=2 2 2 2 2 2 2 2 2 left_child=7 5 8 6 -5 -2 -4 -1 -3 right_child=1 2 3 4 -6 -7 -8 -9 -10 leaf_value=0.00010668905433790315 0.00044264138980021703 -4.186820231073058e-05 -0.0042516766259472847 0.0046020088520573694 -0.01198363972359261 0.0033963774066139455 -0.011045715639319885 -0.00015318387927743514 0.00064085227790022835 leaf_count=230016 47154 214258 591 255 71 1595 410 344940 21938 internal_value=0 0.0025762 -0.000205289 -0.151426 0.0296024 0.0161286 -0.210383 -0.00147203 0.000644304 internal_count=861228 286272 237523 1327 326 48749 1001 574956 236196 shrinkage=0.0334364 Tree=310 num_leaves=10 num_cat=0 split_feature=21 8 27 17 16 22 19 16 17 split_gain=3.03589 11.0626 10.6753 8.67805 11.3226 12.4718 8.08352 18.5559 7.67521 threshold=7.5000000000000009 2243.5000000000005 29.500000000000004 47.792759102302092 230.39438853604204 838.25000000000011 447.25000000000006 211.88435091431165 50.489870745896596 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 3 8 -2 -5 -6 7 -4 -1 right_child=1 -3 6 4 5 -7 -8 -9 -10 leaf_value=7.8093393923546762e-05 -0.00014686814866180913 -0.0081947913079283303 -0.00085158272670517936 0.00040116205565578444 -0.0025177427313784789 -0.017932718228340069 -0.00077995102984774979 -0.011789154410802189 -0.00014756864815877575 leaf_count=417418 64312 178 561 83905 529 66 11431 251 282577 internal_value=0 0.00406288 -0.000900887 0.00436089 0.011023 -0.126438 -0.0301748 -0.126584 -0.000388882 internal_count=861228 148990 712238 148812 84500 595 12243 812 699995 shrinkage=0.0334364 Tree=311 num_leaves=10 num_cat=0 split_feature=4 1 28 10 29 7 17 6 13 split_gain=3.44151 7.01032 6.96059 8.55436 6.61889 9.55098 4.84068 4.43097 5.41518 threshold=190.20892333984378 25159.500000000004 41028.000000000007 0.93509216180425414 1.2461256988085234 -45.165590286254876 60.412280919645347 0.68421057196660284 342.08455374336467 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -2 -3 -6 -9 right_child=2 6 -4 -5 7 -7 -8 8 -10 leaf_value=-4.8606589792773282e-06 0.00049018015247691477 0.0011231508499809013 0.00070419991745325678 -0.017104928277663568 0.002425279197285387 -0.01389353512134427 0.005290903604557624 -0.0014565548470279674 -0.0090940272594830958 leaf_count=855587 90 2654 1176 45 271 121 353 812 119 internal_value=0 2.40284e-05 -0.0361779 -0.0823458 -0.0686764 -0.232031 0.0482233 -0.0400009 -0.0727582 internal_count=861228 858594 2634 1458 1413 211 3007 1202 931 shrinkage=0.0334364 Tree=312 num_leaves=10 num_cat=0 split_feature=17 16 16 16 32 16 4 19 7 split_gain=2.92565 6.624 6.11306 16.0861 18.2461 8.85057 6.68733 7.20979 6.61791 threshold=39.996944656258243 174.69729022043603 225.69084661880277 156.78195292306003 1.5000000000000002 169.76080078795388 74.246948242187514 709.25000000000011 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 -5 7 -7 -4 right_child=1 -3 8 4 -6 6 -8 -9 -10 leaf_value=-5.9105274218453165e-05 -0.00037693428313745488 -6.4083706842549003e-07 -0.0011968607827926947 0.001357739420656623 -0.00037349402657436227 0.0026050933416220394 -0.0071257796472173583 0.0056531825696695239 6.8240590697143553e-05 leaf_count=21177 56658 680046 4890 5446 4393 2641 66 1292 84619 internal_value=0 -0.000884682 0.00435611 0.0155585 0.0420736 0.066838 0.102561 0.107858 -2.61284e-05 internal_count=861228 736704 124524 35015 13838 9445 3999 3933 89509 shrinkage=0.0334364 Tree=313 num_leaves=10 num_cat=0 split_feature=4 25 12 28 8 8 25 5 11 split_gain=2.9808 6.43528 6.48099 11.4654 8.68354 15.9015 6.41511 8.51522 6.71913 threshold=190.20892333984378 15576.500000000002 685.42440456451459 23014.750000000004 13384.500000000002 10013.500000000002 51754.000000000007 490.24176025390631 0.69768605815117457 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -4 7 8 -2 right_child=6 -3 4 -5 -6 -7 -8 -9 -10 leaf_value=-2.6627828221677031e-06 -0.00097531908000902663 0.00092165793045249737 0.0016005798172976406 -0.0091866723986596156 -0.0011837996684669495 -0.017538388736287887 0.00064075384257924583 -0.01682010708674811 -0.0067447264055905841 leaf_count=848037 1070 8392 91 152 1826 104 1224 46 286 internal_value=0 8.36276e-06 -0.00026363 -0.00012886 -0.0568251 -0.25741 -0.0337345 -0.0799164 -0.0655623 internal_count=861228 858602 850210 848189 2021 195 2626 1402 1356 shrinkage=0.0334364 Tree=314 num_leaves=10 num_cat=0 split_feature=17 26 29 16 26 7 6 16 13 split_gain=3.03837 6.01141 6.21524 5.32337 5.48876 5.2024 14.6727 6.18919 5.29695 threshold=110.74178748514825 0.93471300233513832 0.61830864287625598 147.02348065111886 3.6444971537001902 -57.457466125488274 0.47810997940686761 144.536097711812 53.637446160012281 decision_type=2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 6 7 -3 -7 right_child=1 5 -4 -5 -6 8 -8 -9 -10 leaf_value=-0.00055114936922843452 0.0013396730891273173 0.0024588386983173953 -0.0031039733332488321 8.8895588595824033e-06 0.0057024860059365929 -7.8664342263571005e-05 0.0033001817697305928 -0.015030051307234157 0.0044912405839914495 leaf_count=22730 807 30 624 835101 158 391 263 92 1032 internal_value=0 0.030539 -0.0178852 -0.000146505 -0.0151924 0.0688658 -0.0342617 -0.320893 0.0967675 internal_count=861228 3239 1431 857989 22888 1808 385 122 1423 shrinkage=0.0334364 Tree=315 num_leaves=10 num_cat=0 split_feature=22 27 15 20 20 18 4 29 6 split_gain=2.96274 6.75408 4.94954 3.84126 4.8984 4.34015 4.15064 5.29993 4.12473 threshold=303.25000000000006 1.5000000000000002 0.3278405755895441 1.0058163699278937 1.1410210524383755 2.5000000000000004 11.000376701354982 1.0396436083660756 0.435916879652478 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 -5 7 8 -6 right_child=-2 3 -4 4 6 -7 -8 -9 -10 leaf_value=-0.0049343923750866979 9.2984688806163772e-06 -0.00095968818990401124 0.0046468914230267631 0.003218686278518435 0.0016218643426663001 -0.0018231524807540412 0.00022961450964477411 -0.0078277027193519692 -0.0062990275499917826 leaf_count=70 847366 9935 434 890 245 243 1761 179 105 internal_value=0 -0.0144605 0.099178 -0.0187482 0.0101418 0.0639225 -0.0164667 -0.0941436 -0.0225623 internal_count=861228 13862 504 13358 3423 1133 2290 529 350 shrinkage=0.0334364 Tree=316 num_leaves=10 num_cat=0 split_feature=33 20 12 16 4 4 27 28 16 split_gain=2.89084 6.54934 5.45124 5.46789 4.44919 8.05607 12.5231 12.7707 10.0789 threshold=2.5000000000000004 0.85874259052684665 109.71625176280139 212.70861177707511 5.0068871974945077 10.999999046325685 7.5000000000000009 303.25000000000006 210.69693847072884 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 -1 6 8 -8 -6 right_child=1 2 -4 -5 5 -7 7 -9 -10 leaf_value=-0.00080912952447936913 -0.00046095065211892669 0.0029015888018271707 0.0024852786892045533 -0.0029597357401041093 0.00029736700590751508 3.3183518511841998e-06 -0.0031967020072398399 0.0014954963524694569 -0.0026821744871005039 leaf_count=7305 28186 273 1598 511 4436 803625 683 12833 1778 internal_value=0 -0.00953069 0.0408207 -0.0274772 0.000371372 0.000589366 0.0205526 0.0376352 -0.0166036 internal_count=861228 30568 2382 784 830660 823355 19730 13516 6214 shrinkage=0.0334364 Tree=317 num_leaves=10 num_cat=0 split_feature=26 25 11 25 15 10 5 17 26 split_gain=2.89558 5.91021 5.65505 7.78841 6.43318 5.72249 8.58536 5.22668 4.71194 threshold=4.547102060016857 1256.2500000000002 0.717337837837838 1597.2500000000002 0.40704497013659968 0.94069604063257961 223.32641601562503 72.663438535497377 2.3252675160561682 decision_type=2 2 2 2 2 2 2 2 2 left_child=8 7 5 -4 -5 -3 -7 -2 -1 right_child=1 2 3 4 -6 6 -8 -9 -10 leaf_value=5.7577883278949181e-06 0.0010849227499545101 0.00080651581212912821 0.00014787488646903513 5.7960884009228165e-05 -0.014083379824028157 -0.020108064581131811 0.00048292830438911757 0.0074273673489469979 -0.00058840436737268636 leaf_count=839897 4599 952 171 51 122 38 56 150 15192 internal_value=0 0.0216523 -0.0356994 -0.146923 -0.296519 0.000878943 -0.234507 0.0384387 -0.000143509 internal_count=861228 6139 1390 344 173 1046 94 4749 855089 shrinkage=0.0334364 Tree=318 num_leaves=10 num_cat=0 split_feature=17 16 16 4 26 9 4 6 13 split_gain=2.8788 5.17665 5.08212 8.84252 7.98585 9.79505 7.84741 8.33773 7.45973 threshold=110.74178748514825 147.02348065111886 103.83139191708898 32.000003814697273 1.7095470888621764 0.9484298287351709 37.000892639160163 0.88253589929617848 278.21299033424054 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 8 -7 -8 -1 right_child=-2 -3 3 -5 -6 6 7 -9 -10 leaf_value=-0.0018320402556199343 0.00099201602268116844 7.2332367485066692e-06 -0.00053330803870504603 -0.0033400774076383223 0.0048616591220150751 0.00064333270473058838 0.0074976273999255889 -0.008754730321332423 0.012246795013030276 leaf_count=1957 3241 835030 17469 1352 432 1294 371 39 43 internal_value=0 -0.00019095 -0.0150051 -0.02198 0.0167341 0.00172765 0.0574396 0.178 -0.0457389 internal_count=861228 857987 22957 18821 4136 3704 1704 410 2000 shrinkage=0.0334364 Tree=319 num_leaves=10 num_cat=0 split_feature=15 11 22 8 19 24 29 27 19 split_gain=3.00311 5.94421 10.4158 9.02841 8.5432 45.0364 15.103 10.1051 8.66154 threshold=0.25255050903990911 0.42019230329080787 2116.5000000000005 2343.5000000000005 4896.5000000000009 1.5000000000000002 0.45018920732839257 9.5000000000000018 3941.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 -4 -7 -9 right_child=-2 2 4 -5 -6 7 -8 8 -10 leaf_value=-0.0021519469471836835 1.193615532181856e-05 -1.2106935748604632e-05 0.00030434032971044341 0.0023070850151046393 -0.00038584885594149221 -0.00078388925947545963 -0.020601442461014075 -0.0036083188732774418 -0.013468248483503345 leaf_count=690 838069 13348 48 1921 3440 2757 198 639 118 internal_value=0 -0.0111867 -0.0168976 0.033757 -0.0475527 -0.0805007 -0.49414 -0.0515436 -0.153882 internal_count=861228 23159 20548 2611 7200 3760 246 3514 757 shrinkage=0.0334364 Tree=320 num_leaves=10 num_cat=0 split_feature=0 25 24 18 19 23 13 22 27 split_gain=2.94694 8.07033 13.9584 21.2784 21.7901 21.9701 20.1694 15.6549 12.0469 threshold=33.000000000000007 1157.2500000000002 6.5000000000000009 1.5000000000000002 1298.7500000000002 0.54783304347826089 45.244917391829951 932.25000000000011 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 8 -3 -4 5 -5 7 -7 -1 right_child=-2 2 3 4 -6 6 -8 -9 -10 leaf_value=0.00031189127973291268 -7.1560582729812523e-05 -6.6632936029776524e-05 -0.0003893267793482834 -0.00074777300399457515 -0.00078709074347057119 -0.0031513763655694076 -0.0044703988919442819 -0.015969169952855983 -4.2624890702232392e-05 leaf_count=187074 349733 61582 8366 603 1750 139 655 456 250870 internal_value=0 0.00162645 -0.00806614 -0.0393141 -0.103563 -0.179138 -0.254766 -0.388043 0.00325429 internal_count=861228 511495 73551 11969 3603 1853 1250 595 437944 shrinkage=0.0334364 Tree=321 num_leaves=10 num_cat=0 split_feature=0 25 21 27 15 17 27 18 14 split_gain=2.96397 5.19428 8.18383 6.42974 5.62146 5.54495 5.35066 5.34142 5.52791 threshold=13.500000000000002 863.25000000000011 4.5000000000000009 22.500000000000004 0.92911794331365594 45.679798755814168 14.500000000000002 2.5000000000000004 25.093164113890754 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 6 3 5 -4 -3 -1 -7 -9 right_child=-2 2 4 -5 -6 7 -8 8 -10 leaf_value=0.00048369014500004105 -3.183587635913587e-05 0.0002637989149712879 -0.0013298029360417716 -0.0083769906510373394 -0.0088118498796852518 -0.00055969040210781184 5.3338109327240976e-05 -0.010145485727203167 -0.00034952903187051291 leaf_count=52488 686624 23690 4722 103 115 9251 83977 134 124 internal_value=0 0.00366221 -0.00665499 -0.00107226 -0.0450912 -0.000298306 0.00654564 -0.020697 -0.162618 internal_count=861228 174604 38139 33302 4837 33199 136465 9509 258 shrinkage=0.0334364 Tree=322 num_leaves=10 num_cat=0 split_feature=10 21 27 19 28 24 26 9 28 split_gain=2.90132 6.74445 11.4497 9.13757 6.57512 8.70165 6.50453 5.8143 8.92254 threshold=0.69142492142022605 7.5000000000000009 30.500000000000004 407.25000000000006 407.25000000000006 2.5000000000000004 1.944207731794984 0.72873487956359917 3920.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 -1 -3 8 -6 right_child=-2 6 3 -5 7 -7 -8 -9 -10 leaf_value=0.0017582385968303487 4.5410631198561619e-05 0.00027471181794962597 -0.0081283404485388375 -0.0016245345327532479 0.00062176972294648522 -0.0017001956796404811 -0.0048804196936965052 -9.5726441652773081e-05 -0.0074868591665959222 leaf_count=955 561770 55241 264 2835 308 5484 275 233797 299 internal_value=0 -0.00249586 -0.00475983 -0.0651561 -0.0039827 -0.0355079 0.00745222 -0.00311671 -0.100861 internal_count=861228 299458 243942 3099 240843 6439 55516 234404 607 shrinkage=0.0334364 Tree=323 num_leaves=10 num_cat=0 split_feature=7 25 21 28 20 18 30 15 21 split_gain=2.90883 7.05693 12.2057 7.68408 6.80287 7.41464 6.72732 8.02132 9.28828 threshold=-1.0000000180025095e-35 251.75000000000003 3.5000000000000004 467.25000000000006 1.1158475181442291 4.5000000000000009 1.0000000180025095e-35 0.52388845237801596 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 -1 -6 8 -8 right_child=1 -3 -4 -5 6 -7 7 -9 -10 leaf_value=0.00011282107804800377 0.0015594847068991682 -4.7362715819833622e-05 -0.0048386336635682908 -0.0042955652838178099 -0.0001338392901264084 0.002181977534538887 -0.00057680401867224115 -0.00015982243923082698 -0.0040291571570385161 leaf_count=318765 1022 486388 938 332 44584 1948 1663 3758 1830 internal_value=0 -0.00167736 -0.0570353 0.00370344 0.00203213 0.00375007 -0.00859709 -0.0368459 -0.0713446 internal_count=861228 488680 2292 1354 372548 320713 51835 7251 3493 shrinkage=0.0334364 Tree=324 num_leaves=10 num_cat=0 split_feature=4 25 28 10 6 28 10 12 28 split_gain=3.01429 6.7676 6.61624 7.99615 5.79124 7.87843 8.73176 5.08198 9.75369 threshold=190.20892333984378 15576.500000000002 41028.000000000007 0.93509216180425414 0.68421057196660284 2891.2500000000005 0.77249496686687869 685.42440456451459 23014.750000000004 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 -2 -6 -7 8 -1 right_child=2 -3 -4 -5 5 6 -8 -9 -10 leaf_value=-3.1828607425721402e-07 0.0021071051958710643 0.00094866142380141709 0.00072288672885601304 -0.016071202963805296 0.00047453438199524705 -0.0035763898774095366 -0.012971226534170406 -0.0016830104740229166 -0.0084990579192262602 leaf_count=848054 280 8387 1181 48 401 574 137 2015 151 internal_value=0 0.000104911 -0.0338592 -0.0793597 -0.0655221 -0.0978884 -0.161101 -0.00017393 -5.47683e-05 internal_count=861228 858607 2621 1440 1392 1112 711 850220 848205 shrinkage=0.0334364 Tree=325 num_leaves=10 num_cat=0 split_feature=2 0 26 17 30 14 6 19 16 split_gain=3.01223 5.02607 6.79745 5.63552 5.23398 5.14076 4.90299 4.45647 4.68379 threshold=12.407785336356765 45.000000000000007 2.0005405405405408 55.793405991432614 1.0000000180025095e-35 48.145368084342316 0.8796684177192492 417.25000000000006 184.64838581424939 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 -4 -6 -3 -5 -9 right_child=-2 2 4 7 5 -7 -8 8 -10 leaf_value=7.5944602508328616e-06 5.7037532647270396e-05 -0.00023174670383408567 -0.00044214226370047012 -0.0012200634999731325 -0.0042792121853894747 3.3142119683447325e-05 -0.00091565404111501234 -0.00052050003928997483 0.00060259934821344364 leaf_count=272723 480439 64675 1626 2218 1170 420 14313 5372 18272 internal_value=0 -0.00205981 -0.00783131 -0.00644231 -0.0531163 -0.0939125 -0.0106373 0.00637014 0.0103907 internal_count=861228 380789 108066 104850 3216 1590 78988 25862 23644 shrinkage=0.0334364 Tree=326 num_leaves=10 num_cat=0 split_feature=17 5 13 27 28 19 7 6 11 split_gain=2.83389 3.84682 14.11 10.0211 15.5564 11.4912 10.4781 11.0736 9.52139 threshold=33.978663770260006 50.486978530883796 72.834923054991705 2.5000000000000004 355.25000000000006 1105.2500000000002 -88.563404083251939 0.34376687771837283 0.82052468037666937 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 6 7 -6 -4 right_child=1 2 8 -5 5 -7 -8 -9 -10 leaf_value=0.0002768413478808249 0.0027860885371267636 -0.0006263067086927092 -0.00014134937073098154 3.2606054669498013e-05 0.0056419354509017489 0.0007008249858539684 -0.0016226120935559109 -0.0069760913722715923 0.00069081490708097228 leaf_count=39432 1086 48911 51583 688832 87 2166 6502 732 21897 internal_value=0 -0.00039886 -0.00557086 0.000506205 -0.0300467 -0.0430246 -0.0619551 -0.16855 0.00318919 internal_count=861228 821796 122391 699405 10573 9487 7321 819 73480 shrinkage=0.0334364 Tree=327 num_leaves=10 num_cat=0 split_feature=7 27 23 17 7 27 26 1 8 split_gain=2.9218 11.0044 6.71675 12.636 7.04902 15.5194 13.3211 9.08371 12.1733 threshold=-79.196342468261705 6.5000000000000009 0.37010790291248846 85.303084067370733 -89.940933227539048 2.5000000000000004 1.6820124753663503 1151.5000000000002 401.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 6 7 8 -4 right_child=-2 -3 3 -5 -6 -7 -8 -9 -10 leaf_value=0.00041297274812679977 1.7334628242737567e-05 4.4771659440558727e-05 -0.00092796149689303089 -0.008226466105221715 -0.00036584545409633931 -0.00063438224206469236 -0.018396671566487749 -0.0014346761582145749 -0.0074046068199595007 leaf_count=3929 781443 58106 493 275 9197 5331 67 1438 949 internal_value=0 -0.00583451 -0.0250616 -0.033343 -0.0299959 -0.0511657 -0.109401 -0.0991467 -0.15523 internal_count=861228 79785 21679 17750 17475 8278 2947 2880 1442 shrinkage=0.0334364 Tree=328 num_leaves=10 num_cat=0 split_feature=11 27 18 28 4 18 17 7 0 split_gain=2.90002 4.79109 8.65692 7.89958 24.0831 13.8805 11.2046 7.04996 6.96333 threshold=0.90897890525550118 20.500000000000004 4.5000000000000009 684.25000000000011 52.169330596923835 1.5000000000000002 56.249428245708671 -20.854456901550289 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 7 -7 -5 -6 right_child=-2 3 -4 4 8 6 -8 -9 -10 leaf_value=2.1650510949048087e-05 0.00018811915316236348 -0.00030460092330748459 0.0028105696664684969 0.00038320465478569973 -0.017427823630440282 0.0001047862473221295 0.0013281345017744609 -0.0025776925312199152 -0.0036664424124070532 leaf_count=578482 81942 136913 1247 1298 109 48113 10133 2925 66 internal_value=0 -0.000627828 0.000826927 -0.00485401 0.00444745 0.00548523 0.00949895 -0.0498743 -0.366003 internal_count=861228 779286 579729 199557 62644 62469 58246 4223 175 shrinkage=0.0334364 Tree=329 num_leaves=10 num_cat=0 split_feature=27 12 20 21 22 20 16 25 8 split_gain=2.75662 12.7631 15.1924 9.32968 6.07429 4.64846 4.10537 4.04815 6.58841 threshold=46.500000000000007 83.958892449920668 0.60408487106711739 9.5000000000000018 636.75000000000011 0.95839339820684388 206.13452917603576 610.25000000000011 626.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 -5 -4 8 -7 right_child=1 3 6 5 -6 7 -8 -9 -10 leaf_value=4.360890290406698e-06 0.00062708860887026674 -0.0031410332070579434 -0.0017799916627979516 0.0026619677525701888 -0.023465753893741021 -0.0078878344853262755 -0.01778569098538051 0.00025541841154605064 -0.0001388136826603038 leaf_count=858637 122 35 21 575 31 208 122 1178 299 internal_value=0 -0.0325366 -0.240471 -0.00884669 -0.379451 0.00197627 -0.461628 -0.0245169 -0.0992301 internal_count=861228 2591 265 2326 66 2260 143 1685 507 shrinkage=0.0334364 end of trees feature importances: Column_16=445 Column_17=255 Column_0=160 Column_11=130 Column_29=130 Column_32=125 Column_20=122 Column_25=116 Column_28=115 Column_27=111 Column_9=107 Column_7=99 Column_26=97 Column_21=96 Column_30=83 Column_14=66 Column_1=64 Column_13=62 Column_22=60 Column_4=58 Column_5=51 Column_18=49 Column_24=48 Column_6=44 Column_12=41 Column_8=40 Column_19=40 Column_10=39 Column_15=37 Column_23=27 Column_2=25 Column_33=24 Column_31=4 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0334364] [num_leaves: 10] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 18467] [feature_fraction: 0.923717] [feature_fraction_seed: 26500] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 6334] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 41] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_10.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:46527.857142857145] [0:1] [0:548.9998779296875] [0:900.36224365234375] [0:1] [-90:90] [1:402150] [0.22222222222222221:1] [0:1] [0.11851851851851852:1] [0:3981.8458505361982] [0:1059.5611181807872] [0:577.64920432118276] [0:1] [0:255] [0:125.91889914146225] [1:8] [50:331713] [9.2613459205314771e-06:26.586834733893557] [1:22] [50:331713] [9.2613459205314771e-06:33.644680851063832] [1:39] [50:331713] [9.2613459205314771e-06:188.30093457943926] [1:67] [50:331713] [9.2613459205314771e-06:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=3484 3568 3574 3607 3574 3583 3597 3565 3584 3574 3624 3585 3603 3582 3616 3599 3593 3587 3594 3623 3610 3580 3623 3607 3604 3611 3604 3601 3598 3582 3588 3595 3595 3597 3584 3574 3595 3588 3564 3581 3588 3591 3563 3612 3547 3572 3602 3561 3597 3574 3590 3537 3545 3567 3560 3586 3532 3586 3542 3533 3558 3563 3538 3516 3591 3551 3502 Tree=0 num_leaves=42 num_cat=0 split_feature=29 0 30 1 11 11 20 30 1 2 20 11 1 0 0 1 1 1 12 9 0 11 30 12 0 9 1 30 11 12 1 1 0 0 1 0 12 1 20 19 8 split_gain=13139.8 4300.12 2880.2 1678.23 1104.28 796.469 723.114 652.303 457.089 448.843 395.905 375.189 369.307 346.892 323.031 276.031 266.789 244.754 228.146 200.162 194.318 176.741 174.704 166.236 139.677 124.225 119.52 113.94 111.519 108.4 88.8087 81.507 80.7029 79.7071 79.5055 74.2563 68.8504 68.1508 67.0667 61.9543 58.8464 threshold=0.69951038557884782 40.500000000000007 1.0000000180025095e-35 589.50000000000011 0.86668193617346179 0.8465017298632469 0.59852657856890901 1.0000000180025095e-35 2455.5000000000005 15.262531328320804 0.71200706713780926 0.86154474097331246 1549.5000000000002 24.000000000000004 49.500000000000007 676.50000000000011 586.50000000000011 461.50000000000006 104.98832970144353 0.9343726289833082 37.500000000000007 0.86668193617346179 1.0000000180025095e-35 74.298989873223334 24.000000000000004 0.93112557856667511 616.50000000000011 1.0000000180025095e-35 0.85994741877094827 75.716251762801377 2249.5000000000005 441.50000000000006 24.000000000000004 28.000000000000004 731.50000000000011 17.500000000000004 46.038582233137681 709.50000000000011 0.73535999970635124 229.25000000000003 2296.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 9 8 -4 12 14 20 -9 17 13 28 16 -7 -3 35 33 -16 23 34 -10 -1 -19 -18 -21 30 37 -11 -17 -22 39 36 -15 -2 -6 -5 -27 -13 -12 right_child=1 5 6 7 18 15 -8 10 22 29 40 32 -14 21 19 27 25 24 -20 26 31 -23 -24 -25 -26 38 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=0.52210614305863934 0.53907467383976915 0.52749638321183223 0.50209043151844357 0.55100213820474664 0.52843895487161208 0.53755823377505818 0.52615894791054763 0.51955232386474082 0.55129622016189372 0.52755677296239467 0.54398350156140496 0.51913567494867929 0.56000690692128319 0.54465317847842831 0.51526276392561687 0.54714234543310603 0.52759201730845273 0.54605173421886444 0.55567139089645023 0.52290256275547908 0.51454782766994955 0.55408450515155272 0.53477916483055277 0.53258873545746532 0.53891594955030953 0.52020604870147358 0.53160487095618036 0.53180624273850952 0.55831749756617921 0.5372515198074439 0.55826345050534643 0.5231241411955263 0.54483845822676669 0.53289833695779998 0.54962002435641466 0.53193933811894534 0.54309868206209577 0.55534883442545147 0.53975937747943747 0.55146667224608281 0.55061648238057348 leaf_count=33779 15737 19819 38902 33728 2177 27844 9181 3699 10708 12038 26163 357 50240 32122 7191 33668 6069 39299 5160 13177 22499 36754 5916 12273 27920 1068 32691 2579 49008 15965 4894 9328 21175 11001 47591 19351 15338 59031 46113 29225 11439 internal_value=0 0.0618262 -0.23552 0.112165 -0.162798 -0.057719 -0.446591 0.150381 -0.100355 -0.212964 0.0323604 0.0248337 0.166183 0.150921 -0.120898 0.0305077 -0.0777729 -0.0100389 -0.0050679 -0.180287 -0.252005 0.110485 0.05551 -0.210479 0.0252994 -0.0409092 -0.155967 0.0825468 0.184142 -0.104385 0.0961564 -0.312091 0.0951237 -0.0400807 0.0840328 -0.0777374 0.00181943 0.163755 -0.0235864 0.12886 0.0630684 internal_count=902217 714576 187641 502839 139558 211737 48083 349775 142752 105882 41301 153064 308474 258234 126128 68985 73069 102307 33676 53059 77879 116467 16624 46052 67219 53250 45868 41141 141767 28003 38562 31827 50757 28516 79713 35088 17515 92759 47181 29582 37602 shrinkage=1 Tree=1 num_leaves=42 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 16 20 17 17 29 26 17 16 16 12 16 16 20 16 16 12 0 0 17 29 30 1 12 11 16 1 29 1 29 split_gain=20874.5 5596.78 2830.53 2360.83 1285.79 1249.16 527.435 525.967 398.317 361.406 338.035 315.691 137.288 135.423 123.565 108.161 106.678 94.641 75.8955 69.6256 66.9651 60.9724 53.4181 49.5449 49.2465 44.8105 44.1565 43.6575 39.8418 37.4498 35.7347 34.1493 30.8159 30.3327 29.6859 29.3558 27.9096 25.029 24.6349 24.5627 24.378 threshold=213.25485080637947 1.5000000000000002 228.52686492177529 191.14167729525167 1.5000000000000002 0.63286692759295515 1.5000000000000002 91.99977874832733 222.02250693600178 234.99130418344393 202.9979288872137 164.83827678231037 231.92257653240918 0.67141408287452919 44.144776199235885 76.803432434677447 0.53679063897047563 0.80316902390716105 69.945415102550626 178.33110322271111 240.30267158156312 72.059397513309008 208.89505412754608 217.9657673838002 0.53158617698091393 224.82454031713903 231.27197577859022 96.683766184073576 43.000000000000007 35.000000000000007 48.412363167981177 0.54576867987586553 2.5000000000000004 424.50000000000006 70.887824638055193 0.84747528995649313 172.69394421118912 437.50000000000006 2.0001988466892029 750.50000000000011 0.63544162229590861 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 10 16 7 11 21 26 15 28 27 31 36 30 -3 -9 22 -16 -11 -2 37 -23 -8 -10 -4 -7 35 -21 -5 -6 -18 -32 -24 40 -13 -12 -35 -14 -1 right_child=1 5 9 4 13 12 24 17 25 20 18 14 39 -15 19 -17 32 -19 -20 29 -22 23 34 -25 -26 -27 -28 -29 -30 -31 33 -33 -34 38 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.027745987765092694 -0.0034077572943021664 -0.036587777262872372 0.012507812536297571 -0.0051477964714502769 -0.036697714078081263 -0.017673920298228431 -0.037287656829561699 -0.014170305872452302 0.0068101962698604614 0.018538386830607462 -0.0098844591941514501 -0.014868634834192063 -0.0027217013011142828 -0.017334240215841755 -0.022943169473117513 0.0018057245445742194 -0.018717287721786765 0.0038799658052439887 0.00550048164102064 -0.015339634637234919 0.022330498245482697 0.0014062283643477354 -0.0090818645879789349 0.0044814901597425407 -0.027436882089546692 0.0097163352174597459 0.015289697317000944 -0.0046053204133191207 -0.029407511120787672 -0.019899949654703101 -0.01534735697234956 -0.027927533724962737 -0.029360853637068501 -0.011193622090442341 -0.0023755105348345026 -0.018851928456228913 -0.0065541044645937479 -0.0056903132236952444 -0.022213937771296821 0.011152508328342012 -0.023020594357844926 leaf_count=15829 9539 14491 59963 4210 8473 2147 12868 2475 53620 81878 10864 4588 948 3818 26605 3540 2855 5731 4420 18806 41887 60498 4322 64316 3946 76785 78275 5218 18326 24909 16352 3839 3738 45423 43054 4173 5043 38371 1240 3815 11019 internal_value=0 0.118915 0.144018 -0.194567 -0.119304 -0.279234 -0.28622 -0.265777 0.0710961 0.217706 -0.0939586 -0.281358 -0.0235259 -0.389252 -0.242538 -0.146961 -0.426323 -0.0202767 -0.0568345 -0.257087 0.256958 0.0328829 -0.0626969 0.0387722 -0.453406 0.110466 0.182564 -0.109087 -0.344253 -0.232539 -0.155932 -0.440277 -0.320868 -0.161891 -0.0387258 -0.322413 -0.13631 -0.085763 -0.148904 0.108777 -0.334541 internal_count=902217 559973 526761 342244 187926 33212 154318 137504 264758 262003 171796 129298 12128 16130 79951 70765 21084 8206 101031 70320 123765 134353 96611 124814 16814 130405 138238 7365 49347 43715 67225 12312 6593 63015 47376 31021 9631 49235 46663 4763 26848 shrinkage=0.0771403 Tree=2 num_leaves=42 num_cat=0 split_feature=16 20 16 16 30 20 20 30 16 16 16 16 30 2 33 0 33 33 0 8 16 1 1 16 0 16 1 16 26 31 1 30 16 26 19 30 26 16 33 11 11 split_gain=17804.8 4199.46 2439.91 2142 1004.99 969.795 457.129 317.865 296.59 274.636 258.261 214.191 192.559 102.144 99.8451 95.5025 88.8591 85.8123 68.8777 62.9222 52.1337 48.6519 44.7507 44.2437 41.1453 40.6191 38.5913 36.9281 36.6891 36.1669 34.6242 34.2387 34.006 33.5894 33.7823 33.2046 31.9017 29.5175 27.9406 26.2936 29.6205 threshold=215.02080955005317 0.58901738573353668 195.61319472344988 228.8241826751802 1.0000000180025095e-35 0.63286692759295515 0.61571247862710166 1.0000000180025095e-35 236.27227737120845 223.28709679375979 173.90173766058152 206.90509546027172 1.0000000180025095e-35 38.860389610389618 2.5000000000000004 33.000000000000007 2.5000000000000004 2.5000000000000004 45.000000000000007 384.50000000000006 232.85954808100277 465.50000000000006 323.50000000000006 244.82061356133019 33.000000000000007 219.00062893081764 514.50000000000011 163.29980916030539 0.73544556262383998 1.5000000000000002 544.50000000000011 1.0000000180025095e-35 189.05683014354071 2.0084129171070519 458.25000000000006 2.5000000000000004 0.70652234613931653 103.24785896212352 2.5000000000000004 0.85898189159058735 0.64516823568781223 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 -2 7 12 -4 17 14 13 24 27 18 22 21 -11 20 28 -6 -5 -12 -3 31 30 -24 -13 -1 -8 -28 -7 -10 -17 34 -26 -31 -15 -30 -21 40 -38 right_child=1 3 5 8 19 11 10 -9 23 16 15 26 -14 36 -16 32 -18 -19 -20 38 -22 -23 25 -25 33 -27 29 -29 37 35 -32 -33 -34 -35 -36 -37 39 -39 -40 -41 -42 leaf_value=-0.025886331914581711 0.0040963961113094612 -0.004407195059021091 -0.011486618858352416 0.012241434693214714 -0.034590973877273196 -0.0082351222431913187 -0.022288920441999496 -0.031145832815509592 0.018473222797841894 0.0084038649338170849 -0.014358839599195901 -0.0049890560929919782 -0.033506631322967877 -0.021980022158811625 -0.015741564243436704 -0.018471717036225358 -0.012019902620637022 -0.0040000048997770087 -0.025562555856716983 -0.01985486745581155 0.015082386593830011 -0.0083014125758452614 0.0019643946215585294 0.022884881601720409 -0.014396680581800013 0.0047273298099323796 -0.00072222608334291164 -0.019440597723248465 -0.0023936451512744251 -0.011763235645270032 -0.0031018299851523308 0.012950889214795558 -0.014160963270742424 -0.022527073338514995 -0.0082827746683303734 -0.0022568810360044786 -0.005474738130776779 -0.018052850252080418 -0.029659643341938199 0.0080241720128483955 -0.017513332299457819 leaf_count=9552 6550 4368 8398 87700 11465 16757 19821 11730 82447 113088 15321 25945 15989 1553 1664 27432 1282 1688 22033 3107 68428 16268 55810 12733 6238 73181 55373 11851 752 3571 14659 7270 18058 1141 39005 5639 2604 15094 3901 469 2282 internal_value=0 0.116508 -0.1694 0.136146 -0.283454 -0.0899751 -0.252983 -0.297425 0.199606 0.0699183 -0.227028 -0.065169 -0.351333 -0.273661 0.039377 -0.18794 0.105975 0.172407 -0.287419 -0.402787 0.174832 -0.1457 0.0424145 0.241504 -0.103648 0.0457855 -0.0321 -0.289308 -0.260263 -0.0190136 -0.0757047 0.233675 -0.217273 -0.122574 -0.118301 -0.0770387 -0.158746 -0.224393 -0.328139 -0.12215 -0.143859 internal_count=902217 534682 367535 509659 25023 188456 179079 20128 260266 249393 141687 168328 37392 64608 135023 77079 114370 157816 57700 18473 156128 31589 133359 102450 77800 128991 90528 21403 35667 64583 31416 89717 45490 46384 45243 9210 6908 15846 7008 5355 4886 shrinkage=0.0771403 Tree=3 num_leaves=42 num_cat=0 split_feature=16 33 16 16 33 17 23 16 16 16 16 1 30 29 29 23 17 30 23 1 30 23 30 23 17 30 16 16 30 17 29 30 30 21 30 30 16 23 14 30 14 split_gain=15164.8 3623.06 2152.85 1720.72 588.071 397.17 339.371 306.786 302.009 246.834 209.91 173.54 170.375 146.754 104.252 103.214 94.6883 84.6545 98.531 81.6076 79.9855 102.796 74.314 84.1316 74.1 73.2365 69.301 68.1113 66.9981 66.2995 54.0787 53.9496 70.4361 50.6499 50.3747 48.0009 42.3004 38.3184 37.9366 34.2876 33.8976 threshold=213.25485080637947 2.5000000000000004 227.57434131799386 193.74832468887084 2.5000000000000004 85.931467074556778 0.59381933050909719 234.14167539028722 164.83827678231037 220.91869810470118 202.57727280261221 101.50000000000001 1.0000000180025095e-35 0.72830728276705592 0.53679063897047563 0.53783194294083947 46.034129888033085 1.0000000180025095e-35 0.65089580367209565 323.50000000000006 1.0000000180025095e-35 0.62687821397215615 1.0000000180025095e-35 0.80649726265882882 76.803432434677447 1.0000000180025095e-35 178.33110322271111 239.13145731160685 1.0000000180025095e-35 76.803432434677447 0.49737531000275564 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 208.89505412754608 0.67947948410133296 20.239999772375139 2.5000000000000004 19.268128547594319 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 10 8 -3 17 28 19 24 -9 16 -7 25 -14 -10 40 -19 34 38 -22 27 -24 30 -12 -18 -13 -1 36 35 -21 -33 -8 -2 -5 -16 -6 -11 -23 -4 right_child=1 6 7 4 37 13 33 11 12 20 14 22 15 -15 29 -17 26 18 -20 31 21 39 23 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.022854643474324952 -0.0044114944237671197 -0.030957329061235765 0.0072840252542930089 -0.013998564404083126 -0.031129563144352255 -0.016799096175798622 0.0074997510572127951 -0.032967477290979937 -0.0094721346233117183 0.0036244749513172731 -0.0087269364307900662 0.015331871509349868 -0.031201583595798436 0.0011725816710906134 -0.0055774715540453717 -0.018517761357668885 -0.020117722140899578 -0.019594851274662095 0.0066922631212874648 0.0023605301071030959 -0.02121818843191297 -0.0031755079887429588 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0.62050173228365824 81.058189301709987 1.5000000000000002 223.64297138047141 1.5000000000000002 237.68077997464289 204.27540747691808 170.15281593406596 160.38831221514309 2.5000000000000004 35.000000000000007 69.945415102550626 0.77883134894321959 2.5000000000000004 1.5000000000000002 69.945415102550626 676.50000000000011 209.83759011156275 1.6606188886718738 42.58934619333214 0.74094844438173069 335.50000000000006 43.000000000000007 45.090018922410714 233.18450412379556 91.99977874832733 1.5000000000000002 245.87626256178768 43.000000000000007 0.96793375169314266 0.47175263454333227 0.75652020872278591 219.7808981408746 46.612096010988822 0.82523754766401836 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 -2 8 10 13 -4 15 14 20 17 28 31 27 29 39 -9 -11 30 23 -6 -14 -18 -16 -22 35 40 -15 -5 -1 38 -13 37 -3 -12 -20 -29 -7 -8 right_child=1 3 5 11 22 12 7 18 -10 19 36 33 21 16 25 -17 24 -19 34 -21 26 -23 -24 -25 -26 -27 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leaf_count=21521 6929 4285 9565 69863 14273 1683 13382 1691 12168 126064 12474 68858 47812 4020 4755 1691 37391 3721 385 1369 1110 4422 4518 59333 2716 29840 10275 60425 13749 21384 80552 1053 14267 9168 2515 263 3188 5558 60671 49901 3409 internal_value=0 0.0993603 -0.144291 0.116467 -0.23909 -0.0768256 -0.215363 -0.178081 -0.249658 0.0640364 -0.269728 0.175283 -0.0543162 -0.195549 -0.243075 0.0349808 -0.169361 -0.097422 -0.0127642 0.0963226 0.156387 -0.0329482 -0.343337 -0.0373339 -0.195379 -0.21331 0.0873211 0.0375096 -0.251723 -0.128285 0.161614 -0.288689 0.0404407 0.214468 0.0213692 -0.049729 -0.367017 0.0591412 0.0456313 -0.106729 -0.221035 internal_count=902217 534581 367636 508861 25720 188605 179031 106200 21733 269035 72831 239826 166872 96051 57169 141602 65511 55305 10149 127433 161800 111567 18791 107145 40107 34595 11385 139911 30540 25404 150415 22574 135363 78026 8458 4548 15662 5943 121096 51584 16791 shrinkage=0.0771403 Tree=5 num_leaves=42 num_cat=0 split_feature=16 20 16 16 30 20 26 16 16 30 16 30 9 11 33 33 33 2 28 13 13 1 24 16 16 16 16 2 16 30 30 11 16 2 11 26 16 29 30 16 29 split_gain=11031.9 2766 1559.27 1267.17 611.692 590.038 231.949 210.737 199.956 183.461 180.016 121.874 81.8233 111.606 77.5138 70.0536 63.242 43.4357 38.7412 38.5297 38.0696 37.8291 38.3647 37.4762 35.7649 33.0047 31.2278 30.4975 30.26 27.9292 32.5585 31.1562 27.7287 26.5874 25.9206 23.5657 23.3263 22.8741 22.2942 21.8304 21.4431 threshold=213.25485080637947 0.5703224978614202 228.52686492177529 189.73070712024614 1.0000000180025095e-35 0.62459716829805301 0.59071254791803851 221.84443307176164 236.07585066162574 1.0000000180025095e-35 202.57727280261221 1.0000000180025095e-35 0.93643337304914476 0.65715134538663966 2.5000000000000004 2.5000000000000004 2.5000000000000004 15.627314814814817 314.50000000000006 25.689980807654131 33.379414789688575 2566.5000000000005 11.500000000000002 166.25717373404697 230.97646855248541 243.34458255267444 225.81116934809398 61.480769230769234 217.75600153639334 1.0000000180025095e-35 2.5000000000000004 0.679708614864865 164.83827678231037 13.633974358974362 0.86250142987874645 0.88212681494907319 222.93474945265802 1.56886639943254 1.0000000180025095e-35 208.89505412754608 0.53679063897047563 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 6 36 9 11 14 16 -5 33 23 27 21 18 26 24 32 -3 -12 -6 22 -14 -1 -4 38 -9 -8 -20 31 37 -21 -15 -7 -19 -24 -2 -31 -10 -33 -11 right_child=1 2 8 5 20 10 12 15 25 40 19 -13 13 17 -16 -17 -18 34 28 29 -22 -23 35 -25 -26 -27 -28 -29 -30 30 -32 39 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.020232182210877671 -0.002299607239231405 -0.01816528269803545 0.0088418048972170628 -0.010705762713941233 -0.02703681118046327 -0.0096331138764865019 -0.019864468694770234 0.0050017371414109064 0.014325139123457301 -0.027028810926989968 -0.0078532552361746475 -0.026667674298807974 -0.010522158098146469 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27.5657 25.9992 27.4977 23.379 23.024 22.7424 22.4043 21.3165 22.2328 threshold=213.25485080637947 0.59852657856890901 227.57434131799386 189.05683014354071 1.0000000180025095e-35 0.63286692759295515 91.99977874832733 234.99130418344393 1.0000000180025095e-35 202.57727280261221 161.79923119165298 221.66025815342945 0.65737197943369596 1.0000000180025095e-35 76.803432434677447 42.809876175726735 0.69895964392494292 1.0000000180025095e-35 76.803432434677447 2.5000000000000004 2.5000000000000004 750.50000000000011 0.92290984727711811 0.93342929390766038 240.62659851648434 48.487084824016613 176.13951806985258 0.8052527442787647 230.80941555445034 0.88980440409011852 19.747117400888524 1.0000000180025095e-35 2.5000000000000004 0.59738838841683484 103.24785896212352 -12.52880811691284 1.5306979798894831 49.361651366690531 20.239999772375139 1.5907653169191664 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 -2 8 10 17 -5 14 22 19 -8 15 25 -12 -15 28 29 30 38 -6 -1 -14 -9 -7 -17 -19 -4 -11 -3 35 -33 -24 -35 -32 -27 -28 -13 -31 -41 right_child=1 2 7 5 21 9 12 24 -10 18 13 20 23 16 -16 26 -18 27 -20 -21 -22 -23 33 -25 -26 36 37 -29 -30 39 31 32 -34 34 -36 -37 -38 -39 -40 40 -42 leaf_value=-0.023855755221615978 0.0022972166279872576 -0.001024472508875336 0.0081508860932868014 -0.0099365894544598456 -0.024419514416736086 -0.0020232212670125253 -0.018443331667767595 0.012304720008979874 -0.023028456341503037 -0.0051381423925354521 -0.006476932027887081 0.002710022783172204 -0.0054043517658042203 -0.024480468078898612 0.0032941378606254589 -0.016284398259361864 -0.013816864113815499 -0.0056929113102829427 0.0076468650276532955 -0.012461259921722928 -0.0091270678225785148 -0.016031168703532737 -0.020015143207493626 0.0060079207782319007 0.015088520560317249 -0.008429029254216347 -0.008425983648218149 0.0057310726634035502 0.010389572736551507 -0.0019144249019892613 0.0044655376766086071 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0.76836609447482906 882.50000000000011 29.500000000000004 189.05683014354071 334.25000000000006 19.890845194046232 0.9343726289833082 88.387824638055193 0.53638571183790618 25.343216435694604 0.84921002011658819 21.592153037346304 245.87626256178768 49.719411226565498 220.17956835511987 43.000000000000007 0.53783194294083947 149.55543014798096 20.500000000000004 44.935862730663878 233.18450412379556 54.362047591437936 33.000000000000007 26.50479521397132 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 17 7 8 18 20 21 14 35 -7 23 -6 -9 -3 26 38 40 34 -20 -4 -24 -13 33 -11 -12 -22 -31 -18 -8 -1 -5 -10 -23 -27 -14 -16 -2 right_child=1 5 4 10 15 13 32 16 12 27 28 25 19 -15 39 -17 31 -19 22 -21 29 36 24 -25 -26 37 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.017857387004113701 -0.0031066974725217113 -0.022369599732284005 -0.0065688012183607973 0.0074453266028437649 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2171 5648 16578 1972 1286 79848 25787 26054 3141 159 internal_value=0 0.0788182 -0.112856 0.094612 -0.0552727 -0.175913 -0.166061 -0.151861 -0.162285 0.0539489 0.140225 -0.0378297 -0.129933 -0.0410675 -0.05896 -0.246415 0.00275569 -0.267904 -0.20481 -0.139328 0.031505 0.125315 -0.225948 -0.0639122 -0.214767 -0.013461 -0.174079 0.0797451 0.171658 0.034273 0.0422674 0.0456129 -0.286869 -0.187055 0.0788294 -0.0408351 0.12927 -0.00754424 -0.161286 0.0686249 -0.05251 internal_count=902217 531035 371182 500032 178259 31003 192923 172631 161728 264359 235673 163352 91852 12573 87489 14907 10903 18430 69876 83091 141365 159850 41400 84220 34632 75863 28476 122994 75823 136856 97234 7914 20292 24001 12536 8761 147314 68777 42371 3269 4509 shrinkage=0.0771403 Tree=8 num_leaves=42 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 0 0 23 20 26 13 18 16 13 0 19 12 26 22 13 26 4 26 9 0 16 16 0 28 4 20 13 4 28 19 split_gain=6820.04 1816.05 957.407 786.583 535.27 404.258 253.223 136.796 127.188 96.783 94.9898 61.6206 58.4006 48.4148 48.035 45.805 37.7372 36.6276 35.4248 32.4598 31.1129 28.6564 26.3781 25.8161 24.605 22.8751 32.3754 22.5088 20.9694 19.7242 18.9154 18.7835 18.6647 18.5046 17.863 17.768 17.3834 17.3072 17.2095 17.1033 16.6834 threshold=215.25686102438951 1.5000000000000002 195.61319472344988 229.75442206338894 1.5000000000000002 0.69212093189817947 1.5000000000000002 173.90173766058152 223.64297138047141 206.90509546027172 237.47574955908291 40.500000000000007 35.000000000000007 0.74627202587513908 0.52080983024477912 0.68237526106485868 26.357658085184099 1.5000000000000002 103.24785896212352 26.357658085184099 33.000000000000007 342.25000000000006 95.473611075682101 2.0084129171070519 5265.0000000000009 30.105118242478323 1.3684529505582139 16.000239372253422 1.7145445230622769 0.95068650245067243 29.500000000000004 233.18450412379556 247.24182766118676 33.000000000000007 314.50000000000006 18.000169754028324 0.80052322338456072 23.919455902089314 48.000888824462898 314.50000000000006 622.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 14 7 11 21 19 27 15 16 -6 38 -1 -9 -7 -17 -4 -21 34 39 -22 29 -14 -27 -5 -24 -13 -29 -16 -12 -23 -2 -10 -8 -31 -3 -11 -35 right_child=1 5 4 10 13 17 36 12 35 22 32 24 25 -15 31 18 -18 -19 -20 20 23 33 28 -25 -26 26 -28 30 -30 37 -32 -33 -34 40 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.013798137222457589 -0.018240644251282197 -0.021184580660237502 -0.0082848956302489438 0.0045405580039495699 -0.020100586056936921 0.0045677417410857684 -0.021227308942259143 -0.0099408091443577221 0.003449742774152787 -0.017624941269647695 0.011822858416672407 -0.019753340718537495 -0.013160840998542929 -0.010266492643075427 -0.014660665642871164 0.002757237820904342 -0.0049189043967961983 -0.0048517740902123008 -0.0097717519334453926 -0.0020923185554481715 -0.0052342254125527145 0.0032799504755343717 0.00037959916272431611 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91.99977874832733 234.81645046724074 1.5000000000000002 202.57727280261221 219.58803088028444 164.83827678231037 0.72449756158171041 42.809876175726735 73.176421666742257 75.148351648351664 82.305086527633222 69.945415102550626 50.009630495582094 120.39696961967 18.000169754028324 0.84747528995649313 243.34458255267444 33.000000000000007 230.80941555445034 93.615746699413052 0.48702536804576035 51.558468598432505 149.55543014798096 40.824123029639274 45.265855768041398 27.791333017621934 24.349192450929682 1.3231778717084597 135.50000000000003 1.6606188886718738 26.800738335458082 0.74416708208707216 0.71464175132066454 1.9469384882118461 314.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 19 8 24 11 14 20 21 -8 -13 18 -7 -6 25 -5 -3 34 28 -9 32 30 40 -20 -22 -1 -30 -4 -12 -15 -28 -2 36 -25 -19 39 -16 -11 right_child=1 5 7 4 16 15 12 22 -10 17 31 13 -14 23 38 -17 -18 37 26 -21 27 -23 -24 35 -26 -27 33 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leaf_count=19961 578 17286 22367 7885 8293 9269 3210 108372 14259 462 15431 7431 6318 8780 2945 5421 7644 3397 6747 2421 28047 5466 18833 10147 84768 44384 51534 55753 7322 16597 61128 124112 17414 6156 20441 1780 25365 768 1448 205 42072 internal_value=0 0.060661 0.0744318 -0.106272 -0.0681828 -0.155459 -0.154909 0.11098 -0.164741 -0.0540836 0.0302399 -0.153896 -0.0161006 -0.131468 -0.0794522 -0.047285 -0.216813 -0.0326596 -0.0865179 -0.236095 0.00812502 -0.186128 0.136216 -0.142185 0.0919016 -0.0369 -0.093779 0.0159279 -0.194115 -0.175035 0.080254 0.0468517 -0.119552 -0.0876554 -0.0229841 -0.158081 -0.153169 0.055831 0.0316837 0.0718212 -0.0530032 internal_count=902217 574227 539830 327990 183940 34397 144050 295468 134522 168003 244362 120263 9528 70917 76920 14690 15937 91083 72322 19707 104819 49346 127205 63486 168263 86918 64437 83800 43880 23919 83495 139543 26194 57690 21019 37292 35512 4165 4598 3150 42534 shrinkage=0.0771403 Tree=10 num_leaves=42 num_cat=0 split_feature=16 20 16 16 20 30 26 30 0 16 30 16 16 9 0 25 9 30 0 20 16 11 20 30 13 18 16 25 20 30 16 16 25 0 30 1 13 26 33 1 18 split_gain=4963.73 1182.5 768.23 543.483 315.909 311.422 188.618 110.952 90.7587 89.9624 81.3837 65.538 55.7537 49.8867 43.9674 32.0544 38.5513 28.0395 26.0438 24.078 22.7669 22.1317 21.8961 21.8264 21.47 20.6531 20.4541 20.3964 20.2367 19.7445 19.551 19.4316 19.1958 18.9589 20.9974 20.5029 18.8709 21.5583 18.3744 17.8864 17.8446 threshold=216.18811049354647 0.62459716829805301 197.77020622518253 230.194464929779 0.67141408287452919 1.0000000180025095e-35 0.70097879542696562 1.0000000180025095e-35 40.500000000000007 224.82454031713903 1.0000000180025095e-35 237.68077997464289 208.89505412754608 0.9343726289833082 29.500000000000004 657.25000000000011 0.94523940778075299 1.0000000180025095e-35 33.000000000000007 0.52080983024477912 170.15281593406596 0.65715134538663966 0.76575082790910132 1.0000000180025095e-35 27.791333017621934 3.5000000000000004 153.5356684793762 667.25000000000011 0.5703224978614202 1.0000000180025095e-35 185.03801952872132 185.87735042735045 257.50000000000006 33.000000000000007 1.0000000180025095e-35 469.50000000000006 26.357658085184099 1.77904537323142 1.5000000000000002 5034.5000000000009 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 7 -2 10 -4 15 17 14 25 18 39 26 20 -17 24 -6 -7 -8 -18 -19 40 -3 29 -1 31 -12 -5 -16 -15 -14 -34 35 -35 -20 -38 -9 -10 -11 right_child=1 3 4 11 12 19 8 38 13 23 28 -13 32 27 30 16 21 22 36 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 34 -36 -37 37 -39 -40 -41 -42 leaf_value=-0.012969511079675361 0.0020550424672098875 -0.00017871020076570254 -0.0056813744488347102 0.0081302176799271306 -0.00180888222195913 -0.017705297234138509 -0.0099562185758161597 -0.011222023708441683 -0.016137257133511499 0.0056587323305652719 -0.018540037479776384 0.010357479734227387 -0.016906808302979349 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18.2477 39.0964 22.1224 20.9262 19.0034 17.8717 16.5516 16.0616 15.8246 15.6845 31.277 17.9424 15.6719 threshold=216.65504651651381 1.5000000000000002 199.35498560235723 230.194464929779 1.5000000000000002 0.64961348993687384 1.5000000000000002 81.058189301709987 176.13951806985258 224.82454031713903 47.414710464622573 236.86350775336226 19.890845194046232 69.945415102550626 210.16220532253752 0.8333667871002276 0.74616226224541327 29.505102040816329 0.96266772570823422 0.73039571671121439 149.55543014798096 39.27398547165722 48.329649330792748 189.05683014354071 45.265855768041398 0.75051154763175698 1026.5000000000002 19.09865124458339 0.74416708208707216 58.828067189832602 0.49375298930386896 14.500000000000002 50.078662146353871 142.50000000000003 0.49631808293043733 37.164457739460353 19.500000000000004 49.145541639876164 0.78750208820581369 1586.5000000000002 245.87626256178768 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 12 22 7 8 15 28 35 27 33 14 -14 20 -6 -7 19 -9 -1 -22 34 -12 -11 26 -15 36 30 31 -2 32 -30 -4 -3 -10 -5 -29 -39 -40 -13 right_child=1 5 4 11 16 17 -8 18 10 24 23 40 13 25 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 37 29 -31 -32 -33 -34 -35 -36 -37 -38 38 39 -41 -42 leaf_value=-0.014729714532247178 -0.0003592031139777651 -0.017109327105220763 -0.011904955542239254 0.0048485394001505332 -0.015604644054781187 -0.007179393996958482 -0.016136926844502665 -0.01639725126281107 -0.0032071781234316705 0.002373111938031287 -0.0091694742232060148 0.0091253905740467899 -0.0026481987660007303 0.009563976538891546 0.00016181905239437964 -0.0077617430384767216 -0.0060657987329213328 0.0025733903266431787 0.0048860252693155937 -0.00044438432538736981 -0.0066046169050658406 -0.01204513427838259 -0.0033288822565450673 -0.0065697928365459788 0.0052471108931477339 -0.0048948138191347353 -0.0011776816017522297 0.0073138956020225064 0.00091939851930429996 -0.01182666029101353 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172899 132023 125457 75144 15729 10598 12776 6787 61912 43447 18545 85330 113363 6566 5626 136233 141768 108492 33276 107238 104744 40876 17539 9195 7499 128734 2164 569 89401 shrinkage=0.0771403 Tree=12 num_leaves=42 num_cat=0 split_feature=16 32 16 16 32 20 16 32 16 0 16 12 0 1 18 20 1 9 14 1 12 16 18 7 11 7 8 14 0 12 30 16 19 19 18 23 0 14 30 30 1 split_gain=3606.74 1080.98 564.57 357.629 242.393 230.552 108.834 87.6063 66.8131 63.9645 49.4624 33.0452 31.3231 34.805 30.3122 27.7575 27.5437 33.0982 26.7964 25.5135 23.3735 23.0077 21.0217 20.5331 19.3321 19.756 19.0262 18.0099 17.5458 18.0248 17.3312 15.1951 15.1688 14.3298 14.6478 14.2552 14.245 13.4958 13.2462 18.3233 14.3916 threshold=211.60836312245411 1.5000000000000002 225.96948892198847 185.03801952872132 1.5000000000000002 0.70550504740258424 233.18450412379556 1.5000000000000002 202.57727280261221 29.500000000000004 219.00062893081764 74.298989873223334 35.000000000000007 461.50000000000006 1.5000000000000002 0.87192998268980559 381.50000000000006 0.9343726289833082 20.031656879832973 1792.5000000000002 89.23097038856281 240.30267158156312 3.5000000000000004 -14.878949165344237 0.86154474097331246 -26.648571014404293 142.50000000000003 20.031656879832973 35.000000000000007 71.473611075682101 1.5000000000000002 164.83827678231037 5138.5000000000009 315.75000000000006 4.5000000000000009 1.5519557004112088 49.500000000000007 52.773071612527964 1.0000000180025095e-35 2.5000000000000004 692.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 8 11 22 9 12 18 26 -3 13 -5 -7 -6 -11 32 31 36 -10 -8 -4 -12 25 -20 -2 -14 -28 -30 -13 -1 -18 34 -25 -29 -19 -32 40 -40 -31 right_child=1 5 6 4 15 14 21 -9 20 16 23 30 27 -15 -16 -17 17 19 24 -21 -22 -23 -24 33 -26 -27 28 35 29 38 37 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 leaf_value=-0.0097961951802495589 -0.013012566890599344 -0.016200989766964716 0.0053956921043550382 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2007 1409 7118 53839 37914 1299 20462 7915 14630 741 91176 95 2444 13462 739 1289 2774 21658 internal_value=0 0.0469724 0.0578779 -0.0851209 -0.0582207 -0.123484 0.0853939 -0.126576 -0.0472559 -0.117231 0.0203369 -0.176352 -0.0657456 -0.0454117 0.00123098 -0.171882 -0.136912 -0.122721 -0.0882407 -0.108979 -0.0268846 0.103585 0.0664238 0.0333308 -0.0537121 -0.0652501 0.00386986 -0.0823119 0.00495131 -0.00906135 -0.136384 -0.10536 -0.176398 0.0255071 -0.0561237 -0.0725768 -0.114275 -0.157811 -0.00579371 -0.0603224 -0.000533732 internal_count=902217 581513 546546 320704 194495 34967 315383 126209 177383 112107 231163 24557 92986 41746 10410 17112 66775 44869 45332 35723 84397 160998 154385 129207 15026 13617 101956 51240 101321 47482 11228 30306 9146 93278 2102 40358 34373 8654 46183 4063 42120 shrinkage=0.0771403 Tree=13 num_leaves=42 num_cat=0 split_feature=16 32 16 16 32 20 29 0 32 16 16 2 16 0 12 29 8 26 18 20 16 16 11 10 28 29 28 16 24 28 18 0 18 0 18 25 24 16 10 8 26 split_gain=3076.64 775.343 507.008 316.78 267.153 187.878 145.869 73.0223 61.2947 46.7751 46.482 39.571 34.3145 29.8976 27.9675 26.2162 25.6086 23.676 21.7458 20.6836 21.8895 24.8998 18.8687 18.3867 18.3222 18.0475 16.4129 16.358 15.6424 22.8429 15.4028 15.1151 14.9504 14.4572 14.0542 14.0677 13.9078 13.7379 14.0367 13.5776 13.0008 threshold=216.65504651651381 1.5000000000000002 199.35498560235723 229.60707972959008 1.5000000000000002 0.70550504740258424 0.62050173228365824 37.500000000000007 1.5000000000000002 223.28709679375979 236.27227737120845 17.340667311411995 184.18227329616568 31.000000000000004 94.873106012293775 0.53679063897047563 471.50000000000006 2.0084129171070519 1.5000000000000002 0.56134491297632849 103.24785896212352 167.62051444766004 0.84747528995649313 0.92105766036631564 314.50000000000006 1.6130651719709033 314.50000000000006 209.83759011156275 20.500000000000004 459.75000000000006 3.5000000000000004 29.500000000000004 3.5000000000000004 29.500000000000004 4.5000000000000009 20194.000000000004 2.5000000000000004 247.24182766118676 0.98742423661597278 513.50000000000011 0.72971901908289294 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 15 8 19 13 26 30 16 23 22 -6 -3 24 27 -7 -8 -21 -22 -1 -9 -4 -14 -2 -18 -11 -30 33 -26 -31 -5 35 -23 -17 -12 -39 -32 -20 right_child=1 5 4 10 14 18 7 12 -10 28 37 -13 25 -15 -16 36 17 -19 40 20 21 34 -24 -25 31 -27 -28 -29 29 32 39 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.0087307306944476235 -0.013192462782485525 -0.014604231573644865 -0.016099618513114405 0.0065406648132119065 -0.014323935063609343 0.0042605725436399905 -0.014257414915161257 -0.0090476641232532847 -0.014718990881870415 0.0039746036517397257 0.0077320546337890806 0.00020760036014625367 -0.0056496013933195529 -0.011135775409924628 -0.007522376328971187 -0.00019609326853958474 -0.0024244356921383978 -0.010803198510788859 -0.014473551923525676 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0.0202167 -0.0174609 0.0481153 0.0128094 0.074741 -0.0499286 0.0222284 0.077931 -0.04098 -0.0429742 -0.114626 0.103026 0.152313 0.0400037 -0.0427729 internal_count=902217 509786 392431 480577 188591 29209 203840 125510 78330 241753 238824 172906 69091 62552 15685 20045 112560 82105 9164 56419 55246 53844 33261 34248 30455 34843 111791 80498 129962 11444 138997 29710 10957 127306 39653 39213 7520 99827 5352 11691 4085 shrinkage=0.0771403 Tree=14 num_leaves=42 num_cat=0 split_feature=16 20 16 29 30 17 16 30 16 9 16 16 9 21 16 33 17 16 17 17 20 16 17 19 10 12 16 24 27 30 19 30 21 29 17 17 29 20 29 29 19 split_gain=2632.35 729.706 419.335 295.439 193.748 131.554 159.47 73.2592 70.7872 51.3057 43.2738 41.1208 34.8017 24.5922 22.7225 22.0209 21.9232 23.8359 21.6908 21.2332 21.0456 19.1303 34.1256 18.9429 17.4748 17.4726 17.3621 17.1141 16.3073 16.2152 15.8233 15.6896 15.6399 16.1196 14.363 15.8703 15.7117 14.3168 14.1191 13.6913 13.4673 threshold=211.60836312245411 0.64961348993687384 226.94741988720537 0.64219813729198194 1.0000000180025095e-35 73.176421666742257 193.12016660028647 1.0000000180025095e-35 233.9710868913858 0.88289850627931166 160.38831221514309 218.39607239122066 0.95570109671188996 1.5000000000000002 203.42055129995731 1.5000000000000002 40.071746739921636 191.14167729525167 57.835533129240481 51.070832077485939 0.47175263454333227 168.91240971149432 46.034129888033085 440.25000000000006 0.95637287159261997 72.642135623730965 242.26676365439556 20.500000000000004 6.5000000000000009 1.0000000180025095e-35 492.25000000000006 1.0000000180025095e-35 13.500000000000002 1.0051046465572953 54.452072560199234 46.453496015730998 2.0001988466892029 0.53158617698091393 1.3925141477262255 1.6606188886718738 741.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 7 18 6 9 10 23 -5 -1 19 13 24 -8 -6 -12 -18 28 -3 -9 -11 -23 27 -7 32 -10 -4 -2 -25 -14 40 33 -13 35 -16 -37 -17 -33 -24 -27 right_child=1 2 8 5 15 12 14 20 26 21 16 25 30 -15 34 37 17 -19 -20 -21 -22 22 39 29 -26 31 -28 -29 -30 -31 -32 38 -34 -35 -36 36 -38 -39 -40 -41 -42 leaf_value=-0.01062413245285487 -0.0083819930221186584 -0.0019799726683027738 0.0025378089126153699 -0.014090252107183534 -0.0060774567013491395 0.0096928279173303343 -0.0039649221355139508 -0.014017710273588519 0.0065418121569140409 -0.0084523168634921524 -0.00071462717640465381 -0.00017492171757224056 -0.011550949137234633 -0.0039039997608690631 0.0056167080094857904 -0.01376035362086157 -0.0085798683151575312 -0.0053025512265282727 -0.019742469267774794 0.00079070482251052728 -0.0088002842954965025 -0.00032481785096209021 -0.006246291380380741 0.0050232415376377133 -0.036378056438175495 0.0020445722857588768 0.0087277554759544202 -0.0069766545966549231 0.0020183444582648202 0.001923444112138838 0.0059040125515799494 0.0015549822119992969 -0.015474480412234445 -0.031266996912254083 -0.00070224104865397781 -0.0030069348236517815 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5744 67212 32821 31585 19808 15348 45198 136273 shrinkage=0.0771403 Tree=15 num_leaves=42 num_cat=0 split_feature=16 32 29 16 16 20 32 16 9 16 32 2 8 16 12 2 16 26 24 1 24 12 14 16 13 13 28 25 1 30 18 29 20 20 14 2 16 22 25 13 18 split_gain=2238.99 564.084 366.173 230.906 193.264 135.354 113.568 61.6153 49.2757 44.9019 36.9061 35.0514 31.4023 25.9164 25.1931 23.9288 21.6223 20.0631 19.6039 18.2383 17.9452 19.4616 17.0495 16.8398 17.5666 16.1579 15.9429 15.4395 14.3035 13.9952 13.8794 13.476 12.9107 12.8857 12.2436 12.0101 11.8397 11.5714 11.4735 11.2803 11.1749 threshold=216.87863018297804 1.5000000000000002 0.64870015769317424 230.97646855248541 198.83421491228071 0.74616226224541327 1.5000000000000002 191.14167729525167 0.93905866534513505 223.64297138047141 1.5000000000000002 25.188089622641513 235.50000000000003 238.3591836734694 77.574116139070426 17.340667311411995 147.44425580596354 1.8564324920854569 21.500000000000004 2455.5000000000005 21.500000000000004 68.887824638055193 7.3772206597924503 176.13951806985258 66.102965865541861 52.201763378009012 681.25000000000011 645.25000000000011 308.50000000000006 1.0000000180025095e-35 1.5000000000000002 0.96491855982117081 0.74094844438173069 0.67856346729507688 19.351755660664082 12.593171296296299 208.89505412754608 626.25000000000011 257.50000000000006 112.42528380952784 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 8 14 7 16 19 28 12 18 -6 34 -3 17 -1 26 23 25 38 32 -9 24 40 -4 36 -23 31 -19 -7 -2 -22 -13 -5 -18 -14 -20 -11 -35 -10 right_child=1 5 4 13 10 30 -8 22 11 20 -12 33 15 -15 -16 -17 35 29 37 -21 21 27 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 39 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.011085166878251739 -0.0020195650353400682 -0.012827185332814846 -0.0076414013762889305 0.0024028178142776386 -0.02057612750387388 0.0042780248489947574 -0.012419198698809772 -0.013245239101635525 -0.0081365088723664505 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19.5762 19.3431 17.6201 17.2318 25.706 17.0748 16.6546 21.9325 22.0503 16.3846 17.1594 16.1087 17.2674 15.8571 21.2559 15.0939 16.2324 14.4675 14.0581 13.5234 13.1571 13.8883 12.9574 threshold=211.60836312245411 1.5000000000000002 227.57434131799386 0.71247088316145668 76.803432434677447 0.74616226224541327 184.18227329616568 1.5000000000000002 234.81645046724074 178.33110322271111 220.74565029083445 202.57727280261221 0.88289850627931166 0.95600095648015315 47.181573913870459 0.53679063897047563 48.780057499596943 1.5306979798894831 47.098863796107025 51.558468598432505 227.2684783948082 50.215112382336763 -8.4711441993713361 8.5000000000000018 -57.430692672729485 0.57894737190045231 0.17990583787920375 -23.629376411437985 92.316785029886077 20.031656879832973 20.500000000000004 147.44425580596354 37.700708225440032 1.0620286533277219 622.50000000000011 0.51668276548548309 447.75000000000006 13.500000000000002 55.282284126179611 46.453496015730998 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 6 15 12 9 21 31 19 16 -5 24 -11 -3 -8 -18 -12 37 -7 29 -23 -24 25 26 -6 28 -26 30 40 -1 -33 34 -25 -21 -32 -2 39 -13 -4 right_child=1 5 8 4 13 20 11 -9 -10 14 18 38 -14 -15 -16 -17 17 -19 -20 35 -22 22 23 33 27 -27 -28 -29 -30 -31 36 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.010449837888461299 -0.00054208605028134083 -0.011557547232904038 -0.0011171566133312849 -0.012836910747839936 0.016104702093540615 -0.0033921276444411012 0.00072956469099561027 -0.01144765251980802 0.0060686306752673795 0.0014176095449595645 0.00032605862062297451 0.005586036573089234 -0.0062930342461420038 0.0063434900380392144 -0.0053294534269345186 -0.0068285830498487805 -0.0038716938348282068 -0.0090465038015947168 0.0027399138078696545 -0.0037152718327793811 0.0034541668492660315 0.0035086948525634605 0.0011560265968699177 -0.0057410216469439687 0.00090752114896724392 0.0010791827159083169 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0.0401053 internal_count=902217 581557 546567 320660 201177 34990 186632 119483 282274 95478 264293 136890 49742 14545 49076 25817 67572 61950 133187 131106 9173 155059 3490 1182 5864 1538 698 4326 2779 151569 15971 46402 33722 723 403 79864 2753 51242 69318 41586 13218 shrinkage=0.0771403 Tree=17 num_leaves=42 num_cat=0 split_feature=16 32 26 16 20 17 16 32 16 9 16 9 7 17 25 16 17 16 17 9 12 17 17 7 12 24 14 16 17 14 23 17 7 12 7 7 10 10 23 26 17 split_gain=1635.38 463.796 224.336 211.882 102.97 102.88 124.813 79.8991 44.502 36.2851 31.7693 30.7415 30.5909 41.9281 31.1791 22.9506 31.1339 22.3969 20.7424 19.4816 19.0893 18.906 18.163 25.4064 21.9106 19.5112 18.1502 18.0468 20.8318 16.936 16.7892 15.6874 15.6763 15.6438 15.261 17.3489 16.2544 20.1042 15.137 14.7226 14.5956 threshold=214.03503695484434 1.5000000000000002 0.70097879542696562 228.52686492177529 0.74616226224541327 73.176421666742257 199.35498560235723 1.5000000000000002 191.14167729525167 0.88289850627931166 237.68077997464289 0.95570109671188996 -14.878949165344237 58.828067189832602 257.50000000000006 170.15281593406596 46.453496015730998 222.02250693600178 51.070832077485939 0.94269702180450554 89.802038200428285 46.693865202216841 50.286426940445402 -8.1301026344299299 132.43250352560275 20.500000000000004 11.281181964484883 147.44425580596354 31.061428957445017 18.818577099947571 1.8246803950588244 46.933683078763657 -79.196342468261705 96.683766184073576 -57.430692672729485 -23.629376411437985 0.86025704229887501 0.98176182525622946 0.64294836530987476 1.2926910239247238 54.187731113122474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 12 20 6 9 8 27 -4 22 34 19 14 -14 -11 -17 18 -16 -2 -3 -19 25 -24 -25 -5 -8 -1 -29 -27 -28 -10 -21 -6 36 -36 -7 -38 -15 -18 -23 right_child=1 4 5 10 33 11 26 -9 31 15 -12 -13 13 38 17 16 39 21 -20 32 -22 40 23 24 -26 29 30 28 -30 -31 -32 -33 -34 -35 35 -37 37 -39 -40 -41 -42 leaf_value=-0.0096222905186624987 0.00031483699518303465 -0.010631880185582612 -0.010551558596866864 0.0045441853085229616 -0.0071444489718769794 -0.00095482722038459664 -0.017848492648744267 -0.010592017864033449 0.0039823533763280712 -0.0067836693615737787 0.0060753344783058601 0.0056959774838444719 -0.016490382379229351 -0.028418666379193637 -0.00095740876606335097 0.00098512971887903373 -0.0040959976341527638 3.4658545695475195e-06 0.0014332169793047757 0.0015269149577466479 -0.00607658413750241 0.0027859062784779199 0.0030288093052161721 -0.024733122792773031 -0.00093542393900460205 -0.00603154146043333 -0.0011541021941190413 0.0066014793245416448 -0.0065283964596907548 0.0025361107878816482 -0.0072385972794062918 -0.0039092519022998406 0.0043704651802724389 0.0021909713582819587 0.0047262638052414131 -0.004762776869491738 -0.021036860207123653 0.01496458881953862 -0.0075987582927190102 -0.0076413579300699695 -0.0084786615890797331 leaf_count=12452 13305 14982 6763 167347 1247 1071 396 25619 1569 23691 75760 10426 590 236 38392 6719 56636 20007 49370 15913 8626 72458 2023 445 477 1517 109202 730 48006 14457 2767 33567 41950 7448 3119 1813 635 108 1739 7948 691 internal_value=0 0.0342602 -0.0529674 0.041528 -0.0819846 -0.034669 -0.0406416 -0.0876746 -0.0744737 -0.0660123 0.0614915 0.0398049 0.0209862 0.0141602 0.0157371 -0.0609738 -0.0520142 0.0164855 0.00502233 0.0385849 -0.116249 0.027285 0.0544691 -0.0234404 -0.161022 0.0557207 -0.0176661 -0.0907616 -0.0820807 0.022329 -0.0169103 -0.0461089 0.0465186 0.0110464 -0.0127953 0.01605 -0.0912215 -0.204871 -0.130757 -0.0587541 0.0347354 internal_count=902217 548980 353237 516677 32303 231294 214122 121943 96324 101757 262026 17172 254651 183483 181508 94994 71303 180918 87762 71168 23608 93156 186266 2945 922 183321 112365 61188 48736 15974 111969 35136 57863 8695 6746 4932 1814 743 1975 64584 73149 shrinkage=0.0771403 Tree=18 num_leaves=42 num_cat=0 split_feature=16 32 16 32 16 29 32 2 2 11 16 13 21 14 29 30 13 29 16 24 2 13 7 25 21 5 14 16 10 13 21 30 7 24 7 24 14 15 19 14 24 split_gain=1396.38 331.37 250.977 150.663 130.976 77.0162 66.5761 44.4576 33.1271 29.8395 26.4105 23.6234 21.0553 18.3224 18.5861 20.1096 17.0096 16.5789 16.5264 16.225 15.9438 16.7569 14.876 15.4243 14.5906 14.4244 12.8953 12.3291 12.3626 11.2542 10.9608 10.922 10.6327 11.788 10.5098 10.506 10.8733 10.7662 10.3672 10.2303 10.1058 threshold=217.75600153639334 1.5000000000000002 197.77020622518253 1.5000000000000002 231.27197577859022 0.66880170940170947 1.5000000000000002 13.504716981132077 14.881652661064427 0.84921002011658819 225.81116934809398 24.552504694346101 10.500000000000002 19.956698447269865 1.5478472911935901 1.0000000180025095e-35 31.250864889794318 0.095731790088567567 238.84839375032129 1.5000000000000002 53.701851851851863 52.201763378009012 -12.52880811691284 257.50000000000006 13.500000000000002 31.563400268554691 7.3772206597924503 168.91240971149432 0.94329966518097252 66.102965865541861 3.5000000000000004 1.5000000000000002 -15.255119323730467 18.500000000000004 -89.940933227539048 21.500000000000004 18.818577099947571 0.6566204760486124 293.25000000000006 21.592153037346304 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 10 -3 7 9 13 11 22 -1 17 26 16 -16 -15 -9 35 -7 21 -19 -2 30 -25 -5 -4 -13 -29 -11 -24 -17 33 -10 -20 -6 -37 -38 -26 -12 -23 right_child=1 5 3 25 18 19 -8 12 32 29 39 27 -14 14 15 31 -18 20 34 -21 -22 40 23 24 38 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 36 37 -39 -40 -41 -42 leaf_value=-0.0080796529429256071 0.0026616214333671749 -0.0092552960566264723 -0.012181763260045447 -0.0097893185044368083 0.0044710203185966109 0.0067675220309775319 -0.0095204160162948703 -0.019882587301786572 0.00097834119927289374 -0.0030255867851878807 0.0016940870018344043 -0.0068983624480608817 0.0034950170376545344 -0.0023699539336947861 -0.0012421428451588072 -0.01610776790936199 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13.9219 13.5196 threshold=0.76836609447482906 48.487084824016613 1.5000000000000002 0.84921002011658819 649.50000000000011 26.357658085184099 1.0000000180025095e-35 2.5000000000000004 673.50000000000011 1.0000000180025095e-35 2.5000000000000004 257.50000000000006 0.095731790088567567 247.25000000000003 0.74094844438173069 -4.7636413574218741 0.8702430584859483 0.29013095011559575 1.4534826777213403 7.5000000000000009 685.25000000000011 51.487725399814941 110.58791293050314 2.5000000000000004 0.5703224978614202 69.945415102550626 1426.5000000000002 49.007654190063484 41.090665006490134 0.18345928975617096 1497.2500000000002 279.49150655784626 0.46515629994431229 0.44362190088775616 1.4225576195390439 30483.000000000004 0.9250016740324094 6.5000000000000009 54.273218701538774 1854.5000000000002 30.204264640808109 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 5 13 -1 8 18 10 12 -3 -12 -6 -2 -9 25 -17 26 -8 21 -21 -10 31 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16950 148174 25025 123149 83227 100753 27716 38679 3983 6480 217066 53311 50992 81830 81373 47117 26085 10433 91399 10377 34808 1397 13813 shrinkage=0.0771403 Tree=20 num_leaves=42 num_cat=0 split_feature=16 32 16 16 20 32 0 0 16 0 29 14 14 29 12 12 12 9 12 20 30 29 7 9 8 16 9 16 30 20 21 20 14 0 14 12 25 16 0 21 25 split_gain=1098.22 312.104 165.62 116.988 73.3699 72.3164 39.7136 34.453 33.3995 31.6449 30.9765 29.491 23.344 24.1992 23.3123 23.0927 18.526 18.3533 18.8563 16.5234 16.4989 24.4379 16.2885 19.1329 15.2973 14.8732 14.7946 13.9759 13.6631 13.577 13.3917 12.8875 12.8536 12.6952 15.866 12.634 11.5416 11.5162 11.8677 11.3345 11.2297 threshold=211.33562068424359 1.5000000000000002 225.96948892198847 185.03801952872132 0.76575082790910132 1.5000000000000002 45.000000000000007 33.000000000000007 233.02164928247609 33.000000000000007 0.75979196524341341 19.09865124458339 19.956698447269865 1.5907653169191664 40.642135623730958 92.5802127934803 98.873106012293775 0.95570109671188996 185.39087296526012 0.54240759386233528 1.0000000180025095e-35 1.4152133931563344 -16.699242591857907 0.94937147772959507 691.50000000000011 103.24785896212352 0.93982980425420415 231.12560868271353 2.5000000000000004 0.84888369026492372 1.5000000000000002 0.87787333485117303 7.3772206597924503 33.000000000000007 17.620474832231917 96.683766184073576 685.25000000000011 245.87626256178768 29.500000000000004 2.5000000000000004 462.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 19 9 10 14 33 15 17 -9 -11 16 -2 32 39 -1 -19 -3 24 -22 23 -16 -13 29 -27 -21 -23 -12 -17 -7 -5 40 -35 -6 -36 38 -10 -14 -4 right_child=1 4 8 5 35 31 -8 11 37 12 25 20 13 -15 22 30 -18 18 -20 27 21 28 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 34 36 -37 -38 -39 -40 -41 -42 leaf_value=-0.0076494206437912934 -0.015731934990367097 -0.0082464424423052095 0.00067513574591313431 -0.011275925701795197 -0.0063723153836265584 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1688 44611 978 17309 7461 25286 8743 35110 33650 97951 internal_value=0 0.0257035 0.0315489 -0.0473677 -0.0655643 -0.0317521 -0.0709854 0.0114085 0.0465058 -0.0257131 -0.0581523 -0.00183773 -0.0373127 -0.0299623 0.0225096 -0.0100504 -0.0249395 -0.0717995 -0.0596727 -0.0915486 0.00275856 -0.0412207 0.0233172 0.0406798 0.00653904 -0.0307617 -0.0362803 -0.0510821 -0.112311 0.067036 0.0121834 -0.0944638 -0.0240651 0.0357674 0.02137 0.0146227 0.0242614 0.0563641 0.0543817 -0.0406849 0.0416066 internal_count=902217 585010 549797 317207 35213 190952 126255 234298 315499 174179 82868 106828 100069 81251 127470 74110 74906 55310 38325 26595 99234 7855 127017 37907 91379 27558 26086 7315 2993 1472 28653 16773 45457 151009 43573 8618 42595 164490 155747 37408 107436 shrinkage=0.0771403 Tree=21 num_leaves=42 num_cat=0 split_feature=16 32 16 20 17 16 20 0 0 16 11 14 17 32 12 27 24 25 17 13 11 13 17 31 5 26 5 11 23 26 7 17 1 7 11 11 24 17 11 1 17 split_gain=925.483 280.456 154.531 92.814 100.108 81.7992 62.1918 33.748 28.8842 28.5631 28.0203 25.7399 22.9237 21.7182 21.1667 18.5208 24.5814 21.557 18.2601 17.8278 17.7455 16.9879 16.0327 16.0097 17.2455 16.7094 15.8166 15.2719 17.2739 15.0639 15.053 23.2888 14.3696 14.1204 14.0692 13.7207 13.1871 12.9884 32.7199 15.6878 16.5799 threshold=209.83759011156275 1.5000000000000002 225.96948892198847 0.69895964392494292 81.058189301709987 178.33110322271111 0.76575082790910132 33.000000000000007 33.000000000000007 232.85954808100277 0.80440293082338543 19.09865124458339 51.775266793720732 1.5000000000000002 40.642135623730958 16.500000000000004 4.5000000000000009 1050.2500000000002 56.683319198712219 75.131239959587631 0.71241897823473865 64.581926456161838 42.809876175726735 1.5000000000000002 28.00000095367432 1.5058962592129053 94.636337280273452 0.61939084724799021 0.55764294279219351 2.3209860002822458 -16.699242591857907 61.380369160741559 750.50000000000011 -72.753795623779283 0.75209888242342615 0.8465017298632469 30.500000000000004 51.280926918034382 0.79431628154454248 1549.5000000000002 53.470754149580905 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 13 5 10 32 12 14 22 -5 -10 -7 35 -2 16 27 -18 29 -19 21 -17 -4 24 36 -25 -21 -6 -29 -9 -16 -32 -3 -30 -33 -1 -13 -24 -39 40 -40 right_child=1 6 9 4 15 7 -8 18 11 -11 -12 23 -14 -15 30 20 17 19 -20 26 -22 -23 37 25 -26 -27 -28 28 33 -31 31 34 -34 -35 -36 -37 -38 38 39 -41 -42 leaf_value=-0.0057794852064335369 -0.014519531210593026 -0.0075623978723364672 -0.00058313518592645081 -0.0065854559116681217 0.0094578849068408105 0.0013223443147776911 0.00085528496128366269 -0.0037867452461249839 -0.0042586755491943887 0.0040032501477582274 -0.0030436005021980597 -0.0014226872206248914 -0.0018528221615827698 -0.0079006756231632565 0.0028250750483249337 0.0099120305536754567 0.0011000115035745782 -0.01919446840780787 -0.0017177032149395383 0.0071776468084936785 -0.0020664928913515573 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0.0204209 0.0135049 -0.0850945 -0.0535948 -0.129512 -0.0644603 -0.0207676 0.03552 -0.0209694 -0.167037 -0.231466 internal_count=902217 602987 566249 299230 235797 222291 36738 158981 250563 315686 63310 115733 62653 63433 134830 13506 7987 3833 96328 1351 5519 4495 147663 107341 98734 8607 622 4154 1785 62186 134342 94152 27879 1375 1125 38776 19462 138449 3954 1105 855 shrinkage=0.0771403 Tree=22 num_leaves=42 num_cat=0 split_feature=16 32 16 29 17 16 20 16 9 0 0 29 0 11 13 0 24 19 12 20 9 17 19 0 9 13 7 17 9 0 14 29 0 17 12 1 11 19 17 13 33 split_gain=795.214 230.01 117.432 88.0972 58.6981 61.722 53.4534 26.5537 25.2175 24.4536 23.5458 23.0269 22.5725 22.5215 22.3429 19.2944 18.9468 18.3096 17.8354 17.2978 16.8532 17.0875 14.2698 14.0518 17.3202 13.3872 13.3462 20.7342 17.3483 13.2303 12.9129 13.2292 14.2618 12.6282 12.4189 12.3692 13.2042 11.5232 11.5562 11.4758 10.8711 threshold=211.33562068424359 1.5000000000000002 226.7933012461265 0.58080097205346304 76.803432434677447 193.74832468887084 0.54240759386233528 231.92257653240918 0.89206520528700783 29.500000000000004 33.000000000000007 0.12949464717393808 31.000000000000004 0.69930955029397757 27.089607185973577 46.500000000000007 20.500000000000004 672.25000000000011 40.642135623730958 0.62459716829805301 0.96206913192375931 91.99977874832733 420.25000000000006 37.500000000000007 0.93820417049725169 30.628712723400263 -16.699242591857907 61.380369160741559 0.94937147772959507 28.000000000000004 18.526839460874189 1.5306979798894831 49.500000000000007 54.988439974494121 362.70257915756656 831.50000000000011 0.79089321423417547 265.25000000000006 42.236288549350192 38.065954771750107 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 11 5 8 40 -8 -5 16 18 -1 20 19 -12 39 -4 -11 -2 -6 -13 -22 -18 37 -25 -26 28 -28 -20 -21 -16 -32 -33 -27 -15 36 -14 -7 -39 -10 -3 right_child=1 6 9 4 13 23 7 -9 15 17 14 12 35 34 30 -17 22 -19 26 29 21 -23 -24 24 25 33 27 -29 -30 -31 31 32 -34 -35 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.0085141768376942421 -0.013596733773452425 -0.0022939740704345851 0.0037643119497239108 -0.0084294297905818886 -0.0084502664279717896 -0.0099342387808949821 -0.0033299426663596287 0.0032831848780887443 -0.003447086249576136 -5.8769242838889926e-05 -0.0041872175154875754 -0.0053481886504755122 -0.0082024888287078965 -0.0016403259127695568 -0.0038206899889071011 -0.00523141324652258 -0.0074739470333733777 0.0026229109141437806 0.00013051566167737806 0.0073786254980045193 -0.0025051198452074627 0.011163221813026139 0.0016749348623736197 -0.0062605637469211328 -0.003820130051501172 -0.0026983778543993183 0.0011920475504364648 -0.0097903175920568321 0.0037007481659468758 0.0020388786365002401 0.0007914606660845829 -0.00014022108590213667 -0.0059430164864557895 -8.8717100445504383e-05 -0.021004788249969722 -0.00096168439862985783 -0.0051084084105206783 0.0092559794707351341 -0.00055776563035227081 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19359 shrinkage=0.0771403 Tree=23 num_leaves=42 num_cat=0 split_feature=16 32 16 32 16 12 13 9 11 13 27 27 2 14 25 11 13 27 25 11 25 14 28 28 10 29 23 9 10 14 16 29 8 30 16 13 27 25 1 27 28 split_gain=683.17 150.046 129.831 67.6102 63.0773 41.2767 36.4523 43.7466 27.8968 20.3068 21.7077 18.6127 17.4609 17.4378 17.6616 13.369 17.0547 12.5287 13.8883 13.8109 12.8102 12.6538 12.4998 12.2967 11.8273 15.6361 12.887 11.759 11.2462 11.058 10.9099 10.7817 12.1487 10.7624 10.5376 10.4556 10.3558 10.1326 9.89854 9.76897 22.7274 threshold=217.53447697329506 1.5000000000000002 199.83301229721221 1.5000000000000002 232.09057636154199 89.802038200428285 24.552504694346101 0.93905866534513505 0.68222609368950848 76.915933722688706 16.500000000000004 36.500000000000007 17.904304029304033 20.629705981241624 3650.5000000000005 0.82148161456461855 69.882877450560258 23.500000000000004 1179.2500000000002 0.74754730082776455 661.25000000000011 35.768819427089028 314.50000000000006 314.50000000000006 0.92911798839161885 3.4496615352056299 1.0610396877388364 0.96104329401518507 0.57603989470938033 48.329649330792748 153.5356684793762 1.5478472911935901 715.50000000000011 1.0000000180025095e-35 244.82061356133019 153.08797137063834 9.5000000000000018 3365.2500000000005 391.50000000000006 31.500000000000004 447.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 12 13 -3 36 24 9 10 -9 15 23 14 22 -10 37 18 19 38 21 -19 -2 -4 25 30 -27 -12 -11 -7 35 32 -25 -33 -6 -8 -1 -17 -15 -24 -41 right_child=1 5 3 -5 34 29 7 8 11 28 27 -13 -14 17 -16 16 -18 20 -20 -21 -22 -23 39 31 -26 26 -28 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40 40 -42 leaf_value=-0.0069854569095141421 -0.010025502398361145 -0.0066601279084280368 -0.01053830639864157 -0.0056752771272968695 0.0032029906236036602 -0.0019606904716118461 -0.0084646001279366796 -0.002585365677443819 -0.0036320758658533736 -0.027272528107983203 -0.00084612541726841631 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0.00857448 -0.00247553 -0.0368899 -0.00667637 0.0197636 0.00336985 -0.0390854 -0.0224065 0.0235242 0.027615 0.0313754 0.0102125 -0.00420696 0.00404126 -0.0136605 -0.0723377 -0.0623409 0.0936233 0.0467505 0.126877 -0.00969848 -0.0662715 -0.0128341 -0.0108594 -0.0582566 0.0435274 -0.100861 -0.0696491 -0.0265823 0.0467663 0.00581104 -0.0246398 internal_count=902217 495631 406586 199288 467441 28190 207298 150928 118415 15534 14207 102881 182818 282848 52777 100211 32481 230071 175988 149245 54083 28801 52706 121014 32513 25506 627 5494 1327 14846 24879 120206 115198 5008 184593 6673 56370 31437 41925 52019 8761 shrinkage=0.0771403 Tree=24 num_leaves=42 num_cat=0 split_feature=16 32 16 20 20 0 16 0 16 0 14 29 22 22 14 27 30 30 22 24 32 5 11 12 29 28 13 28 27 29 10 0 24 13 30 29 27 30 5 13 11 split_gain=592.265 180.622 103.586 55.5579 42.8939 38.1892 29.7282 24.1989 22.35 22.2507 20.4162 19.5513 19.9409 19.4231 18.427 17.5707 16.0991 18.6142 16.0747 15.8011 15.7422 14.1142 14.1756 13.0326 12.7114 12.7032 12.7602 12.4317 11.7336 11.3298 11.2291 10.9766 12.9016 10.9494 10.6156 10.2849 10.3763 9.44492 9.14667 11.966 10.8745 threshold=208.5614380824712 1.5000000000000002 225.81116934809398 0.72415195982155389 0.55162531874836163 33.000000000000007 168.91240971149432 33.000000000000007 228.36573455494053 29.500000000000004 19.09865124458339 2.0001988466892029 449.25000000000006 305.25000000000006 21.322240294603109 38.500000000000007 1.0000000180025095e-35 2.5000000000000004 572.75000000000011 20.500000000000004 1.5000000000000002 34.00000190734864 0.83985468575028011 40.642135623730958 0.095731790088567567 447.75000000000006 22.943408620707494 897.25000000000011 1.5000000000000002 1.6606188886718738 0.49849714558440134 43.000000000000007 2.5000000000000004 30.628712723400263 1.0000000180025095e-35 1.3286520316555785 5.5000000000000009 1.5000000000000002 54.000511169433601 136.72123579234261 0.58690432469729348 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 20 37 13 -7 23 -6 19 -9 12 -8 28 -11 21 18 29 -12 -4 27 -15 24 -2 -23 26 -21 31 -5 -18 -29 32 -1 -14 -16 -35 -37 -3 -26 -40 -41 right_child=1 4 9 5 8 6 11 10 -10 14 16 -13 33 15 34 -17 17 -19 -20 25 -22 22 -24 -25 38 -27 -28 30 -30 -31 -32 -33 -34 35 -36 36 -38 -39 39 40 -42 leaf_value=0.012443407976662098 -0.010469004589556987 -0.0019811437592976463 0.003220424075830525 0.010892474627403552 -0.003404441723805416 -0.0055252885173524228 -0.0056829610416840367 -0.0037721220132673739 0.0023023793736210987 -0.001664663505704734 -0.0014413109850579678 -0.0086444016866967163 -0.0034983517959824529 -0.0017242978480347772 0.0021853278476006042 0.0055670467841303743 -0.0034288843110433362 -0.00070719627129412995 0.00083367511058527908 -0.042808942444509876 -0.0064380609531472597 -0.019905369034327242 0.0051477702107649171 0.0012810997471236468 0.00083821650999950739 0.0013151085891892501 -0.0056784516489048701 0.0028450467668689628 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579234 285026 37957 219111 127821 260477 16532 318757 121729 102104 99025 91290 94069 86023 112632 9269 103363 224688 65915 83547 27244 138748 23936 18332 887 41677 5267 2922 3344 38333 28683 89103 84869 66369 10557 21425 23742 6373 1539 shrinkage=0.0771403 Tree=25 num_leaves=42 num_cat=0 split_feature=26 0 1 32 0 25 9 13 0 20 17 9 17 11 29 9 17 15 22 7 17 4 29 24 25 19 21 9 21 13 22 24 15 19 24 11 21 13 30 1 13 split_gain=365.324 183.799 75.8938 67.6939 56.5855 36.5988 35.1225 34.3437 32.5056 32.209 28.9645 27.0351 23.9538 23.4983 21.8237 20.7601 19.7882 19.3472 16.7176 16.628 15.7896 15.0129 19.7369 14.5884 14.0713 13.9008 17.1773 13.2923 12.8815 12.0223 11.4623 17.1382 11.2842 13.4365 13.4118 11.2003 11.1145 11.0933 10.8049 10.6831 10.6578 threshold=0.73544556262383998 45.000000000000007 661.50000000000011 1.5000000000000002 29.500000000000004 639.25000000000011 0.95445640494282002 24.129589465498238 29.500000000000004 0.71200706713780926 46.289087243030018 0.95661888094725056 53.779191450309234 0.82148161456461855 0.095731790088567567 0.95824881537712503 60.573981507116166 0.64937700517561348 610.75000000000011 -86.613552093505845 69.945415102550626 45.000905990600593 1.6873664915118909 1.5000000000000002 30483.000000000004 178.25000000000003 3.5000000000000004 0.96083041400980607 14.500000000000002 26.357658085184099 5889.0000000000009 12.500000000000002 0.52737667447051051 229.25000000000003 10.500000000000002 0.90728648288807412 16.500000000000004 22.09475569537128 1.0000000180025095e-35 9934.5000000000018 49.066465630333859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 4 12 15 21 25 20 -4 14 40 18 29 -11 -3 -13 -8 19 -1 32 22 -7 -16 -25 26 -2 -20 -27 -6 31 -18 33 -9 -34 -36 -10 -21 -24 -5 -12 right_child=1 5 9 39 13 6 17 8 36 10 11 16 -14 -15 23 -17 30 -19 27 37 -22 -23 38 24 -26 28 -28 -29 -30 -31 -32 -33 34 -35 35 -37 -38 -39 -40 -41 -42 leaf_value=0.0036211394762419484 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79337 19538 29435 13904 45875 3711 37376 9341 12624 2863 8831 2132 161254 40 8075 364 18386 126 20459 500 4526 54840 21632 59787 9547 611 19354 2149 275 27236 internal_value=0 0.010716 0.0193112 -0.0379617 -0.0277721 -0.019621 -0.00842253 0.00546305 0.00793022 0.0292891 0.0304105 0.0196841 -0.010239 -0.0490764 0.0389744 -0.0406224 0.030353 0.00326988 -0.000825875 -0.0150917 0.0163477 -0.0380182 -0.0532382 0.0392783 0.0365992 -0.0550549 -0.180115 0.017611 -0.0427182 -0.0651896 0.0755215 0.0665976 0.0149083 -0.00590149 0.018615 0.00937219 -0.00954277 -0.0225719 -0.113398 -0.0716266 0.00158173 internal_count=902217 704877 549259 197340 151488 155618 101497 230019 221009 319240 315310 139982 83099 68389 175328 54121 88074 72754 63561 35834 149155 28743 19912 175198 161294 9010 809 27727 8201 38954 8737 8237 146292 22118 124174 69334 71854 31978 4281 45852 51908 shrinkage=0.0771403 Tree=26 num_leaves=42 num_cat=0 split_feature=16 32 16 16 2 32 7 0 0 7 25 14 0 29 26 24 19 11 5 29 29 30 24 11 8 7 27 8 7 27 25 18 16 5 15 29 14 24 25 25 11 split_gain=448.615 137.521 84.5697 42.2159 32.6358 22.7488 20.3031 20.1021 18.5448 16.7715 19.0116 16.7541 14.1755 14.0594 15.2605 12.9581 13.4063 12.4167 14.1224 11.8579 10.4473 10.0365 9.8457 9.72491 18.814 10.2125 13.3398 10.772 14.5764 11.583 9.0694 9.05316 8.97511 8.90865 8.68507 8.61013 13.0191 8.56848 17.5566 13.025 9.08057 threshold=206.90509546027172 1.5000000000000002 224.82454031713903 178.33110322271111 35.737468671679203 1.5000000000000002 -27.738521575927731 45.000000000000007 29.500000000000004 -8.1301016807556135 257.50000000000006 21.322240294603109 46.500000000000007 1.5478472911935901 0.46308208569953541 21.500000000000004 356.75000000000006 0.84314297147430406 29.516095161437992 1.4152133931563344 0.15890490045703651 1.0000000180025095e-35 4.5000000000000009 0.86413141508250213 809.50000000000011 -16.699242591857907 9.5000000000000018 2605.5000000000005 -70.528759002685533 9.5000000000000018 314.25000000000006 6.5000000000000009 233.65653881055428 127.0081024169922 0.48531807495566032 0.30202392580689214 31.826845463315234 22.500000000000004 713.25000000000011 423.25000000000006 0.8702430584859483 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 -3 6 12 23 15 13 22 -10 33 14 -2 20 -17 18 -8 -20 -4 -13 -11 25 -25 27 -27 -1 29 -29 -19 37 -22 34 -5 36 -16 40 39 -39 -12 right_child=1 4 8 5 -6 -7 17 -9 11 10 31 21 -14 -15 35 16 -18 30 19 -21 32 -23 -24 24 -26 26 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.0027012541558908785 -0.0038111221902455972 -0.0048296512328675672 -0.012748851919940733 -0.0025057456223839393 -9.4547265990421259e-05 -0.0047611105276428633 -0.0037071625385666817 -0.0054338334364178236 -0.0015663032368943867 -0.00012544584095733444 -0.00028550675752071726 0.0018734836513438584 -0.0023096990634164081 -0.0017174391312525397 -0.00091747580972936392 -0.017204492786270176 0.00073190042234019489 -0.011103300140865968 -0.0011552481776454101 -0.0048555341572239724 0.0022540186414765893 -0.0015562385097937681 -0.019024602719419387 -0.0017431206417269488 0.011568519687083462 -0.0065177917944549309 -0.0032926026076443263 -0.016383887593597254 0.0064220399173922004 0.021424048940756921 -0.00062540099200278127 0.016984427312899012 0.0032405238871603087 0.012248580344746171 0.0012604174987553389 0.0018877709071918086 -0.043144074356212841 -0.01899085696440193 0.0084174635671418543 -0.002586916955443489 0.0009621948281055289 leaf_count=21672 2963 26716 259 4325 12817 15047 38914 33807 10581 250 113857 87231 12308 8429 140 252 15509 500 36676 5996 108457 5391 477 6572 699 10923 25324 313 1608 57 29184 186 111089 401 23129 69467 63 297 859 9540 49932 internal_value=0 0.0144062 0.0181995 -0.034421 -0.0427077 -0.0246365 -0.0209517 -0.0505529 0.0285706 0.00449994 -0.000997653 0.0173924 -0.00167881 0.0163954 0.0208817 0.0334678 0.00577025 -0.0279082 -0.0342801 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9.94698 9.89792 threshold=0.76836609447482906 46.500000000000007 20.031656879832973 1.5000000000000002 29.500000000000004 46.289087243030018 0.95600095648015315 681.25000000000011 193.50000000000003 1103.2500000000002 81.058189301709987 52.058012072430223 0.81273512523512537 104.4411254969543 39.500000000000007 22.000000000000004 0.89625054489973854 53.500000000000007 4.5000000000000009 -83.694370269775376 0.92130155723905738 0.96285897237429119 1179.2500000000002 -7.5946431159973136 181.49729291677059 55.815936618335542 0.94464447757324355 -57.430692672729485 0.84768610298394997 136.72123579234261 26.357658085184099 86.995628356933608 0.92366372435945798 678.67314190604372 735.25000000000011 0.68965517833030721 65.343301310698337 0.87787333485117303 280.75000000000006 22.000000000000004 877.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 11 13 9 -8 18 32 16 20 30 39 40 -10 17 22 -2 -20 38 -17 23 26 25 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0.013929780598937881 0.0016228761716823939 -0.00083415256140989991 0.0055180627085295976 0.0028072924237719731 8.0778064685710325e-05 8.7447326747388564e-05 -0.0055753915633194344 leaf_count=2587 522 15975 46302 47119 17278 17734 46397 26902 32708 12186 1169 24910 37677 5142 1009 10798 21570 231 146 616 6514 21405 10548 101468 2080 3390 61315 7543 317 156 22156 75 3630 41 27845 21612 5226 154984 52776 25309 4849 internal_value=0 0.00977082 0.0165756 -0.0308094 -0.0223525 0.0202516 -0.0202319 -0.0115583 -0.0107714 -0.0461266 0.0121128 -0.00675778 -0.0410889 0.0294078 -0.0268314 -0.00818827 0.0103997 0.00804398 -0.141358 -0.228853 0.00322371 -0.02353 0.00830731 0.0104406 -0.0201387 -0.0328248 0.0217212 0.0584181 -0.0171265 -0.15805 -0.0560613 -0.00117757 -0.066351 -0.244597 0.00308889 0.00575811 0.0284573 0.0349234 -0.00195389 0.0170747 -0.0309405 internal_count=902217 685342 558640 216875 169756 492445 126702 94911 66195 31791 260708 92645 77111 231737 30768 64911 251407 229837 1284 762 61877 32203 229606 213588 16018 13938 84275 9301 1758 589 39434 272 19605 116 129313 48514 66541 160126 55363 71611 29759 shrinkage=0.0771403 Tree=28 num_leaves=42 num_cat=0 split_feature=16 32 16 17 16 12 17 16 32 13 17 11 13 22 9 2 17 17 16 17 27 29 17 21 4 19 22 26 9 23 27 26 29 29 13 21 16 2 16 27 25 split_gain=345.885 100.037 62.3344 50.0357 43.4573 28.4272 19.9767 22.7272 21.6728 16.724 15.1453 47.0914 19.2172 17.1281 14.9548 14.8702 13.343 13.3308 15.776 11.5906 11.5615 11.0309 10.9829 10.3937 15.4453 10.5931 12.1407 11.1517 10.2038 10.1513 9.83813 9.62056 9.37064 9.36906 9.07856 8.74515 9.66408 8.60846 8.60043 8.50118 12.9451 threshold=206.90509546027172 1.5000000000000002 223.81118692253023 81.058189301709987 161.79923119165298 104.68376618407358 49.859409614733778 189.05683014354071 1.5000000000000002 37.28012767155824 52.548453318904727 0.77090630674289662 44.935862730663878 933.25000000000011 0.96603994520790082 24.276228906823189 43.735035360902017 50.078662146353871 218.59901752306587 54.187731113122474 14.500000000000002 0.48702536804576035 56.683319198712219 1.5000000000000002 37.001329421997077 6866.5000000000009 6614.0000000000009 0.71866725094945971 0.951087866870585 1.875882640192559 28.500000000000004 1.5421775141652454 0.4319133615599528 0.15890490045703651 37.399344396165226 1.5000000000000002 239.39653059625368 23.644957983193283 215.02080955005317 31.500000000000004 645.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 17 4 28 -3 8 -8 9 -6 15 -12 13 30 23 33 -11 20 19 38 37 -9 31 24 -5 26 27 -25 -1 -22 34 -23 -20 -4 -13 36 -7 -2 -19 -35 -41 right_child=1 5 10 14 6 35 7 21 -10 16 11 12 -14 -15 -16 -17 -18 18 32 -21 29 22 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 39 -36 -37 -38 -39 -40 40 -42 leaf_value=-0.0062598414855645568 -0.00058418544734336513 -0.0044413758520885725 -0.014896139669073757 -0.014009005980388182 -0.00078076201770881147 0.00023439465832752825 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34458 10465 6483 internal_value=0 0.0127777 0.0160096 -0.0300953 -0.0336209 -0.0359869 -0.0272236 -0.0325524 -0.00874618 0.0010459 0.0243161 -0.0266068 -0.168884 -0.264531 0.0229664 0.0251449 0.0406481 0.00340358 0.00769867 0.00173538 -0.00972256 -0.0242231 -0.0205058 0.000475241 0.0777862 -0.0121399 -0.00594867 -0.0120667 -0.0607063 -0.0226808 -0.194059 -0.0289428 0.022548 0.0184932 -0.256303 -0.00261099 0.0317777 0.00558223 -0.00582136 0.0187504 -0.002514 internal_count=902217 634748 595295 267469 250805 39453 202886 157472 45414 37816 358842 5747 1656 926 16664 353095 8318 236453 178157 127111 58296 106349 93847 10657 1495 9162 8868 8632 47919 31568 730 58354 51046 172191 567 15496 5006 26728 78162 171982 16948 shrinkage=0.0771403 Tree=29 num_leaves=42 num_cat=0 split_feature=16 16 20 20 16 9 12 0 29 13 27 30 0 27 5 8 6 0 24 30 19 30 24 22 29 24 25 19 25 27 13 18 12 7 5 19 11 15 7 29 23 split_gain=295.334 66.4295 64.245 29.4821 28.5872 22.0546 20.7718 19.8439 16.7751 16.1726 17.52 16.1722 15.9464 15.8361 15.6718 14.9981 14.555 13.6961 13.6152 12.8611 14.5292 12.1857 11.5884 11.0475 10.811 10.323 22.4255 13.8421 11.0746 15.9997 14.4597 36.3487 46.122 17.8096 25.8362 15.6878 11.4056 10.0961 10.0596 9.83426 13.3809 threshold=218.39607239122066 190.42454401993919 0.52080983024477912 0.65737197943369596 232.85954808100277 0.95570109671188996 198.29646455628168 33.000000000000007 2.0001988466892029 24.349192450929682 36.500000000000007 1.5000000000000002 40.500000000000007 1.5000000000000002 23.000001907348636 715.50000000000011 0.81250000237441611 33.000000000000007 2.5000000000000004 1.0000000180025095e-35 711.25000000000011 1.5000000000000002 22.500000000000004 509.25000000000006 0.30202392580689214 1.5000000000000002 30483.000000000004 521.25000000000011 1179.2500000000002 21.500000000000004 45.155215035503886 1.5000000000000002 125.16599923110722 -89.940933227539048 227.75713348388675 1315.2500000000002 0.86500377073906498 0.68817290746760396 -29.910969734191891 3.4496615352056299 1.0610396877388364 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 11 21 14 39 9 13 15 -7 12 37 38 -5 -4 18 -8 -16 -9 20 22 -3 -19 -15 -22 27 28 -6 -27 30 31 -30 36 34 -32 -34 -33 -2 -11 -1 -41 right_child=2 3 4 7 25 6 16 8 -10 10 -12 -13 -14 23 17 -17 -18 19 -20 -21 24 -23 -24 -25 -26 26 -28 -29 29 -31 33 32 35 -35 -36 -37 -38 -39 -40 40 -42 leaf_value=-0.0042362007322918512 -0.0024462109850950952 -0.0016699000458930233 -0.0013070301320937633 0.010801687255107075 -0.035533412025680722 -0.0035633384603996031 0.010850376811560392 -0.0083959966072769381 -0.0058032531134374118 0.001715495002629374 0.0068401872683827372 -0.0048615979210573663 -0.0029115329468731781 -0.00097330486794850097 0.0015574825943010825 -2.3658734830675292e-05 -0.013388139484148054 -6.207565329458313e-06 -0.0015224068514386262 -0.0023821008627135289 -0.013792243323473593 -0.0047502057301258976 -0.0046781575783487505 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12.197577131266707 29.500000000000004 1.0000000180025095e-35 50.502554260755495 9.5000000000000018 643.50000000000011 1.0000000180025095e-35 0.8333667871002276 110.58791293050314 1179.2500000000002 1.5000000000000002 0.90740065919257351 0.44424362419845992 53.779191450309234 48.329649330792748 0.50743648038342204 21.500000000000004 70.887824638055193 1.5000000000000002 15.500000000000002 4.5000000000000009 0.7897778645405229 1503.5000000000002 193.71930009000633 1249.5000000000002 -75.900794982910142 1.3587129054520362 0.679708614864865 247.25000000000003 25.500000000000004 486.25000000000006 2.5000000000000004 4109.5000000000009 0.3523167754755559 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 8 7 20 12 27 9 14 -4 15 -3 -8 32 16 -12 19 25 33 40 38 -9 -24 -25 -6 -27 34 -19 -30 31 -17 -1 -18 -2 -29 -22 -28 -15 -16 -5 right_child=1 6 10 5 18 -7 13 22 -10 -11 11 -13 -14 21 39 30 17 28 -20 -21 36 -23 23 24 -26 26 37 35 29 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leaf_count=2920 107 25718 200329 1962 3027 46789 7926 272 47755 19533 58087 6693 62244 2134 16885 443 88 6111 4287 3757 18442 1172 164314 134 15732 77021 3078 322 771 1467 1038 178 19882 38 960 92 445 20464 709 162 58729 internal_value=0 0.00835918 0.0135009 -0.0239141 0.00465955 -0.012202 -0.0209161 0.0130013 -0.0377283 -0.0267351 0.0226849 0.0108683 -0.0157431 -0.0590221 -0.0153419 0.00516733 0.00312082 -0.0272321 -0.00940867 0.0318264 -0.00225262 -0.108032 0.013902 0.0142009 -0.0108381 -0.00723201 -0.00548033 -0.0967425 -0.0546993 0.00314859 0.0919114 -0.00801011 -0.0309357 -0.269157 -0.0441922 -0.23218 -0.0233259 -0.0246865 -0.141352 0.00551627 0.00430535 internal_count=902217 668713 568810 233504 289810 126367 99903 181933 107137 59382 279000 78671 87962 11941 39849 71978 70319 12232 107877 3883 79578 4015 180452 180180 15866 103590 100563 1481 8349 2238 1659 621 22802 126 1067 414 18887 23542 2843 17047 60691 shrinkage=0.0771403 Tree=31 num_leaves=42 num_cat=0 split_feature=16 30 17 16 16 20 0 17 14 32 7 17 11 9 22 10 20 20 17 11 1 28 4 13 17 0 7 20 26 28 13 29 5 1 11 10 15 22 1 29 29 split_gain=229.833 67.0721 38.0299 34.6808 33.1171 28.6265 19.4179 16.7882 15.6077 15.3128 14.8473 22.0137 17.7386 14.0904 13.7208 13.1911 12.9071 12.8898 12.3515 22.2437 12.5332 11.3574 11.6222 11.2961 11.2213 10.942 10.7352 11.3394 10.3725 14.1777 9.88333 9.74596 11.6966 9.55762 9.35035 9.12733 9.06597 11.3043 48.1733 22.7683 28.9817 threshold=208.5614380824712 1.0000000180025095e-35 81.058189301709987 228.52686492177529 176.13951806985258 0.53158617698091393 33.000000000000007 49.859409614733778 81.292501108464393 1.5000000000000002 -14.878949165344237 58.828067189832602 0.81868283733955394 0.95570109671188996 582.25000000000011 0.93473995551166522 0.63286692759295515 1.1648275547167517 50.286426940445402 0.77778275364482274 1464.5000000000002 314.50000000000006 13.999999046325685 26.357658085184099 38.922582747527017 35.000000000000007 -17.102727890014645 1.4300074536252272 0.71866725094945971 3735.5000000000005 24.964560043649037 1.1913297165322081 32.99963569641114 811.50000000000011 0.88194497495968094 0.7169934620230215 0.26479602382538736 2190.7500000000005 2688.5000000000005 1.168763451551418 0.99916593451159874 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 13 -3 17 9 18 24 28 14 -13 -1 21 23 -4 -7 36 -20 31 22 -12 -9 -6 -23 27 -18 29 35 -27 32 -21 -28 -16 -2 37 -5 39 40 -39 right_child=1 5 16 8 7 6 -8 15 -10 -11 11 12 -14 -15 34 -17 26 -19 19 20 -22 25 -24 -25 -26 30 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.0046656005638222317 -0.0036321978595556144 -0.0037395258639048843 -0.0027975233239812053 0.001765938842743726 0.0072083120702628491 0.0011886736626974305 -0.0023433858721730524 -0.0028664718216170606 0.0046344947615827616 -0.0032798175390078327 -0.01449655208383044 -0.00082819689770427681 -0.012110560600323433 -0.0025753269331157927 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19.6608 13.8742 29.2445 10.973 9.53671 15.9851 11.6959 threshold=19.890845194046232 48.000000000000007 29.500000000000004 0.92095472913130128 1.5000000000000002 683.25000000000011 29.500000000000004 0.095731790088567567 305.25000000000006 0.95375984571766981 0.64937700517561348 91.99977874832733 25.500000000000004 2.5000000000000004 0.97493460706084123 0.95570109671188996 23.452322659655511 7.5000000000000009 50.64127398080219 898.25000000000011 1.5000000000000002 30.500000000000004 314.50000000000006 58.54550038770347 10337.500000000002 0.70816595412868721 1.0000000180025095e-35 44.900888037889437 1.6873664915118909 37.500000000000007 181.49729291677059 0.26479602382538736 5138.5000000000009 1.5000000000000002 138.00999450683597 31.78640658927208 2089.2500000000005 714.25000000000011 0.72963226043469132 0.83528752068611223 345.50712585449224 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 18 8 6 -5 24 13 27 -11 14 -8 -1 23 -4 -17 -18 21 29 30 -2 -15 -10 -7 -14 31 28 -3 -20 -21 32 33 34 -9 36 -35 -37 39 -28 -40 right_child=1 9 15 5 -6 7 12 26 11 10 -12 -13 25 22 -16 16 17 -19 19 20 -22 -23 -24 -25 -26 -27 38 -29 -30 -31 -32 -33 -34 35 -36 37 -38 -39 40 -41 -42 leaf_value=-0.0022704469430660048 0.00048430731975821612 -0.0029217841926886014 -0.0046328807362594837 0.0012927197302658035 -0.0035857949902464406 0.01339035567679117 0.00022868496787623889 -0.053006560604726312 -0.00048705803701473439 0.00092737345280307737 -0.0019689857266088134 0.01189039806273298 -0.0101863537037453 -0.019325781454920542 0.0012406460335677679 -0.003781457919996384 -0.0044308468714665261 -0.0010707726960393503 -0.00048519222009460201 -0.0019800133372044489 -0.0075179825926813843 -0.020408887016881372 -0.0058897462799883784 -0.0045357689991953054 -0.026376854114415961 -0.0018024403191905299 -0.0030442359323429105 -0.00052470606994492008 -0.0081862269162561192 0.0051950556021709351 0.012923529504588888 0.0021798617968993629 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66532 42297 135153 59407 14564 75746 1722 69334 268 17639 209821 26960 20211 44843 10473 182016 7304 5054 171 4883 322 4561 27805 1839 25966 shrinkage=0.0771403 Tree=33 num_leaves=42 num_cat=0 split_feature=14 17 9 11 29 2 11 20 30 6 10 22 13 17 29 7 13 29 10 26 13 29 11 23 27 21 23 19 12 27 2 22 18 27 13 23 27 13 10 22 19 split_gain=116.799 40.1001 31.6096 31.2664 25.166 20.3933 19.1723 18.2516 17.1338 16.9995 12.7764 16.3862 12.6061 11.8382 11.6495 11.6116 10.7105 10.6271 9.75508 10.1961 9.82984 14.487 12.1618 9.19694 9.0984 8.97293 8.89073 10.4024 8.77245 10.1139 8.72992 8.62844 8.54071 8.48587 8.78845 8.47633 8.24002 13.2047 12.781 8.47606 8.24672 threshold=19.820746836472036 49.434672600842497 0.95341662494789126 0.68222609368950848 0.18345928975617096 30.744135297326789 0.8763256268691052 0.55162531874836163 1.0000000180025095e-35 0.68965517833030721 0.69146626103849973 616.75000000000011 51.155663526859946 61.380369160741559 0.38411132697199663 -87.654693603515611 36.405557675989762 2.3883424487344649 0.88509122121593331 3.7449156763680356 181.49729291677059 11.227454673472982 0.7897778645405229 2.2528482757347223 50.500000000000007 9.5000000000000018 0.55764294279219351 1095.2500000000002 139.84671708797586 8.5000000000000018 439.1753246753247 280.75000000000006 2.5000000000000004 4.5000000000000009 32.070337852509006 0.84033230080353316 16.500000000000004 76.915933722688706 0.72087776570508943 1094.2500000000002 510.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 5 18 13 -1 8 10 30 16 26 11 -6 15 14 -4 33 -2 -14 19 35 21 22 -20 24 25 -11 27 -5 29 -8 -7 32 -17 34 -12 -3 37 -15 -39 40 -38 right_child=1 2 3 9 6 7 28 -9 -10 23 12 -13 17 36 -16 31 -18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 39 38 -40 -41 -42 leaf_value=-0.0040955123693344293 6.9563280711706739e-05 -0.0031659693992737532 -0.026776539639805901 -0.012661827251193972 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90301 760 6141 540 41369 201 139 828 72 6361 internal_value=0 0.00631232 -0.00213849 0.00335782 -0.0206886 0.0131505 -0.01696 0.0214707 0.00676013 -0.000545398 -0.0221433 -0.0367956 -0.0162535 0.0368232 0.0176802 -0.0139417 0.00959293 -0.0678916 -0.0206686 -0.0138174 -0.0407231 -0.0480905 -0.0462491 -0.0076631 -0.00715474 -0.00677121 0.0105962 -0.0712329 0.00284077 0.000678905 -0.0455465 -0.0169437 -0.0662401 0.0243271 -0.0521785 -0.0157428 0.0615576 0.0273153 0.130105 0.0836183 0.0873625 internal_count=902217 693920 310363 239364 208297 383557 186802 166619 216938 214362 148047 42448 105599 25002 14094 101074 196929 4525 70999 52920 18079 16438 16375 130801 130322 130048 83561 1307 38755 37971 3967 93722 3421 7352 1211 51921 10908 4274 967 6634 6562 shrinkage=0.0771403 Tree=34 num_leaves=42 num_cat=0 split_feature=16 33 0 8 9 7 28 27 0 16 7 9 21 25 20 29 28 13 10 8 9 13 23 25 27 12 30 27 12 4 21 4 27 6 4 0 19 15 15 20 27 split_gain=168.36 49.9298 31.8058 20.4582 18.782 16.0227 15.7742 14.9802 13.2919 13.2497 15.5313 13.4518 11.6157 10.9923 10.9557 10.9099 10.5207 9.62846 11.3535 9.50793 9.49077 9.40655 9.49667 9.40329 9.3975 10.0486 9.08339 9.03422 8.53456 8.47471 8.23561 8.15651 8.08072 7.87653 7.84216 7.80376 7.74143 7.4454 8.89847 8.95731 13.0108 threshold=204.27540747691808 2.5000000000000004 35.000000000000007 142.50000000000003 0.93905866534513505 -0.47945979237556452 691.25000000000011 31.500000000000004 49.500000000000007 232.55674831349543 -16.699242591857907 0.95305339238611009 2.5000000000000004 314.25000000000006 0.69895964392494292 0.28708905695323356 314.50000000000006 76.915933722688706 0.56894327479119156 719.50000000000011 0.96776973774902453 30.105118242478323 1.3802295085565051 483.25000000000006 2.5000000000000004 105.45889244992067 1.0000000180025095e-35 16.500000000000004 77.574116139070426 60.001163482666023 9.5000000000000018 11.00072765350342 52.500000000000007 0.33333333770898604 6.0041637420654306 24.000000000000004 2086.5000000000005 0.4352098616821653 0.71132644226007968 1.1426356002041287 44.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 35 8 7 24 17 10 11 -5 19 -14 -3 29 31 20 -19 -7 -6 -17 30 -9 25 -4 -24 -28 -16 -8 -23 -12 37 -33 -22 -1 -20 -25 -39 -40 -41 right_child=1 14 6 9 5 12 15 23 -10 -11 16 -13 13 -15 28 21 -18 18 36 -21 34 22 26 32 -26 -27 27 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 38 39 40 -42 leaf_value=-0.001747211543410526 -0.0054243946817758657 -0.0034927727015061551 -0.0065790444997170898 0.00035907069548469183 -0.0010132128097545888 -0.004386695549002971 -0.0045120051004728283 -0.012969536963764058 -0.0024989120747103254 0.0017583983969808935 -0.015183595013918586 0.0024477148626971925 -0.0092630373429233442 -0.0015240867535856047 -0.012025529889425186 -0.0032113844472762046 0.00053186688917476722 -0.021032727165402526 0.017999092020446132 -0.00068661471863694173 -0.0042810118980535043 0.00095262337467166543 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-0.0376659 -0.00365401 0.012944 -0.0417546 0.0968249 -0.0325529 -0.0241781 -0.0740517 -0.187406 internal_count=902217 659410 634094 436148 242807 200826 197946 91545 74804 433342 279437 82718 126022 102946 25316 106401 196719 58741 1602 23076 57139 104653 101121 11130 80415 528 12448 2790 4761 1748 88673 875 10547 425 24229 41981 1514 10199 9305 2584 549 shrinkage=0.0771403 Tree=35 num_leaves=42 num_cat=0 split_feature=13 0 26 9 0 8 24 25 11 28 22 30 23 18 28 25 13 18 24 24 28 24 17 22 17 17 1 12 7 5 1 25 23 0 9 4 4 28 9 10 8 split_gain=89.4856 63.224 24.2734 21.7372 19.5396 19.2105 18.1431 16.9742 14.2877 13.9193 12.9131 21.5174 12.6525 11.7921 11.3193 12.3042 25.2216 44.6144 15.7405 14.1443 12.1669 11.1893 12.5384 11.0926 10.3298 16.9029 14.0103 11.5357 19.6755 13.8119 11.2088 11.3467 10.3273 13.1348 10.3208 9.9285 9.71383 9.65257 9.64553 9.228 9.05986 threshold=26.357658085184099 35.000000000000007 0.51668276548548309 0.95600095648015315 35.000000000000007 722.50000000000011 2.5000000000000004 777.75000000000011 0.9250016740324094 877.25000000000011 596.75000000000011 1.0000000180025095e-35 0.82319126155658962 3.5000000000000004 657.25000000000011 1098.2500000000002 44.465298617555597 1.5000000000000002 1.5000000000000002 6.5000000000000009 10337.500000000002 8.5000000000000018 65.343301310698337 324.25000000000006 110.58791293050314 51.280926918034382 1549.5000000000002 529.68986283848358 -89.940933227539048 119.65850830078126 8783.5000000000018 5805.7500000000009 0.9985380085710317 51.000000000000007 0.93112557856667511 29.481146812438968 12.00056314468384 7552.0000000000009 0.9645126171851125 0.90960895210016213 253.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 38 7 9 6 -5 39 12 10 13 -12 36 -1 40 20 17 -17 35 -19 21 -16 -23 -15 25 27 -26 -20 -29 -30 31 -27 -9 -34 37 -18 -4 -33 -2 -3 -14 right_child=1 3 8 5 -6 -7 -8 32 -10 -11 11 -13 14 23 15 16 18 19 24 -21 -22 22 -24 -25 26 30 -28 28 29 -31 -32 34 33 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.0011575449035843052 -0.003260294658356555 -0.0026272504282237779 0.0049956604789524513 -0.0066310887034820671 -0.00317247676491478 0.00054211961899191868 -0.00073601934261013728 -0.0026107622987209594 0.0026270648129298512 -0.0042668643755259883 0.0024183996115488965 -0.0024818720596943272 -0.014312403342652068 -0.015549518654625645 0.0027493409249470823 0.0011438416093652599 -0.0055959674135437404 -0.0087584916822041788 0.0009615909491512421 -0.036937907324803905 -0.022606919402671503 0.0010752137676008546 0.0051959600570566289 -0.0037965545759014977 -0.02072492171413088 -0.00408218733127902 0.014480778229345431 -0.040747280725896007 -0.046013724364730807 -0.0023913474998778308 0.0041244284877679635 -0.0355391004262164 0.00095860415560994664 -0.0025027891589204689 0.00070631134999269102 0.0039525783371334782 -0.00045053931878325399 -0.0012959502737488276 0.00044670734494049491 -0.0063843418341530574 0.00062290635070514331 leaf_count=56575 11415 21090 2026 3200 43163 107757 106525 13640 29462 7977 14833 8325 242 533 52224 798 692 153 32699 345 121 78063 4656 4619 77 5179 532 86 44 2350 931 190 22013 9271 120 10190 51138 66 6587 4770 187540 internal_value=0 0.00428625 0.0113411 -0.00741025 -0.0235464 -0.0024562 -0.01177 -0.0226315 0.0127511 -0.0153752 -0.011622 0.00851456 0.0112929 -0.0191767 0.013328 0.0187802 0.00609007 -0.131743 0.00945059 -0.36661 0.0238963 0.0241806 0.0169452 -0.0649785 0.000719856 -0.00117001 0.130016 0.0074785 -0.0582754 -0.0413934 -0.0480781 -0.0650967 -0.0108824 -0.000870859 -0.232831 0.0433674 -0.00315001 -0.346263 -0.0246809 -0.0430419 0.00782547 internal_count=902217 766192 477926 288266 136025 217482 109725 70784 459924 92862 84885 23158 430462 61727 377298 189516 54452 1296 53156 498 135064 134943 82719 5152 42274 41665 609 35179 2480 2394 6486 5555 44924 31284 376 10882 53164 256 18002 25860 187782 shrinkage=0.0771403 Tree=36 num_leaves=42 num_cat=0 split_feature=20 19 29 17 21 10 21 28 28 27 19 17 4 28 21 6 23 10 30 7 27 10 28 7 26 27 26 29 26 17 7 5 23 28 5 27 19 23 29 17 7 split_gain=76.9864 38.8546 21.4692 20.3011 18.0602 16.9158 14.9608 14.3875 14.3534 13.8493 13.386 11.9384 11.4996 11.4139 14.5941 12.7672 11.3055 12.1966 11.0186 11.2332 16.4979 10.9225 20.5147 11.8835 13.5752 10.4982 12.1572 10.3889 13.2584 10.3098 9.84597 9.77442 9.72007 9.68863 9.50449 9.27723 8.97229 8.96764 10.7611 8.87117 8.47842 threshold=0.74616226224541327 521.25000000000011 0.095731790088567567 46.289087243030018 1.5000000000000002 0.89567823556347159 14.500000000000002 391.25000000000006 725.25000000000011 36.500000000000007 461.75000000000006 76.803432434677447 5.0068869590759286 314.50000000000006 3.5000000000000004 0.77474579714409242 0.51759162380819068 0.64899995314251668 1.5000000000000002 -89.940933227539048 9.5000000000000018 0.73656685608372319 4067.5000000000005 -36.004024505615227 1.3152106734024833 16.500000000000004 3.7449156763680356 0.51763763197586743 0.83376456018208611 31.061428957445017 -69.980400085449205 15.004100799560549 1.3707947182809812 24776.000000000004 35.329874038696296 1.5000000000000002 280.25000000000006 0.27897640976338173 0.47724693580936711 110.58791293050314 -86.807476043701158 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 4 -3 29 7 11 13 35 -7 10 -8 16 -1 14 -6 -15 17 -5 19 20 -14 22 32 24 -24 26 27 -13 -29 -4 34 -22 -18 -10 -30 -2 -16 -21 -39 -36 -17 right_child=1 2 3 5 6 8 9 -9 33 -11 -12 25 18 15 36 40 21 -19 -20 37 31 -23 23 -25 -26 -27 -28 28 30 -31 -32 -33 -34 -35 39 -37 -38 38 -40 -41 -42 leaf_value=-0.0041990145242255909 0.0084850402230514464 -0.014741600908763437 0.0031504046924359518 0.0017816600199561819 0.00052761988826033443 -0.0034937826833853864 -0.017401756438929144 -0.0052875407484572401 -0.00047031677340071606 -0.0023866191696052443 -0.00039241806057220514 0.0089050291808566683 -0.0029035833127282256 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9.42405 8.62123 20.5766 8.38143 8.3734 8.36721 9.41244 8.22247 8.03376 7.9393 threshold=203.42055129995731 1.0000000180025095e-35 85.931467074556778 147.44425580596354 222.19525834194135 40.071746739921636 0.75652020872278591 1.382860967680245 51.000000000000007 182.34974048442908 41.977890096235477 51.070832077485939 3.5000000000000004 4.7161172161172171 35.000000000000007 3472.5000000000005 44.444657728895727 0.15890490045703651 1004.2500000000001 123.81118318204311 215.02080955005317 54.362047591437936 0.97466728452270635 86.995628356933608 45.000905990600593 705.25000000000011 6.5000000000000009 53.470754149580905 -17.102727890014645 130.54772721475254 66.100021362304702 224.82454031713903 0.81562819194604608 0.72963226043469132 41.977890096235477 0.52080983024477912 50.009630495582094 474.25000000000006 52.75553787371657 572.75000000000011 170.15281593406596 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 11 10 -3 32 13 38 -5 14 17 -9 16 40 -2 34 25 -20 21 -13 35 27 -10 26 -14 -19 30 31 -29 -30 -8 -34 -6 -4 -11 -38 -7 -16 -12 right_child=1 6 22 5 12 9 7 8 24 36 15 20 18 -15 39 -17 -18 23 19 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31 -32 -33 33 -35 -36 -37 37 -39 -40 -41 -42 leaf_value=-0.0041245993745811296 0.0060441611132560011 -0.002101886015696264 -0.0042374941568080913 -0.00010251960486835411 -0.0032962672210606189 -0.0023252690212621505 0.0013494573133725118 -0.0019718820778815024 -0.013360927368667248 0.00054351700342588065 0.0041151131734856634 -0.00096652101928141655 -0.001040285852449525 0.004902618192303288 -0.0044402041362404474 -0.0043054382999830132 -0.00026534993074220061 0.0012361012662163585 -0.056102809453439019 0.0010638147323545327 0.0012657095455459611 0.00088719788509707674 0.0065828838182706434 0.0035061184556456088 -0.0027385509404401786 0.0029444191479555742 0.014392961510562541 0.0027317644962361731 -0.008519740836130359 -0.00084676151105548972 -0.026309342563840266 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59475 2673 37926 338046 28166 175 153053 94713 13617 337649 1932 27991 23711 327342 5020 1603 3417 984 34884 2750 397 11650 113553 99319 66364 21549 2160 shrinkage=0.0771403 Tree=38 num_leaves=42 num_cat=0 split_feature=16 31 17 16 12 0 17 21 20 21 4 0 16 8 32 16 25 21 14 11 26 20 15 0 23 14 19 23 14 6 5 19 23 0 19 14 25 18 5 23 20 split_gain=104.882 30.0131 22.2581 19.2809 18.9622 14.8095 14.6991 12.0022 11.7417 17.2625 22.7784 13.6586 11.1204 11.0124 10.8319 12.9748 10.7448 12.5456 9.88579 11.8515 10.3656 10.3618 15.0163 9.48551 9.36689 9.00274 8.58116 8.37544 8.24512 8.22511 10.178 9.66056 9.11642 8.04085 7.88687 7.53837 12.6501 18.6753 46.9081 31.0866 47.5434 threshold=203.42055129995731 1.5000000000000002 85.931467074556778 147.44425580596354 103.41778489984131 29.500000000000004 40.382039920075336 15.500000000000002 0.75652020872278591 5.5000000000000009 30.999998092651371 26.000000000000004 178.33110322271111 156.50000000000003 1.5000000000000002 170.15281593406596 883.25000000000011 10.500000000000002 20.75069735296411 0.9198904053555218 0.29013095011559575 0.67141408287452919 0.27722805723434035 52.500000000000007 0.29628809500377268 7.3772206597924503 714.25000000000011 0.38702800840456136 52.773071612527964 0.80534937557571518 93.008735656738295 6866.5000000000009 1.596296447831915 49.500000000000007 280.25000000000006 81.292501108464393 1179.2500000000002 1.5000000000000002 46.00000190734864 0.78796186561454584 1.1533788458877257 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 5 13 14 -7 -3 23 -11 -12 -8 -2 15 -5 24 -18 19 20 -6 22 -22 29 25 -15 -17 -23 -28 -10 -31 32 -32 35 -4 36 -20 -38 39 -39 -41 right_child=1 8 34 6 18 7 12 -9 9 10 11 -13 -14 16 -16 26 17 -19 33 -21 21 27 -24 -25 -26 -27 28 -29 -30 30 31 -33 -34 -35 -36 -37 37 38 -40 40 -42 leaf_value=-0.0037525248137038683 -0.0044571826542718577 -0.001966095490461223 0.02452093034646885 0.00035441216985866622 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1550 64 26294 13556 10847 51370 810 4702 672 342 internal_value=0 0.00651642 -0.0180383 -0.020451 0.00913324 0.00329774 -0.0173664 -0.00558797 -0.0106821 -0.00167677 -0.0323949 -0.141323 -0.0202823 0.00917029 0.00785943 0.02004 0.0101329 -0.0415956 0.0147473 -0.0152438 -0.0285228 -0.023743 -0.252944 0.00858556 0.011366 0.111225 0.0721157 -0.0187042 0.147477 0.0121022 -0.019488 -0.0847619 -0.281867 0.0158646 0.0211618 0.0175617 0.0164298 0.00349396 -0.0468956 -0.183018 -0.299698 internal_count=902217 666876 235341 221696 578808 283806 199833 112931 88068 54760 13713 1684 179127 170875 20706 16131 168453 3922 295002 10596 9153 8972 193 41047 164531 934 3690 8779 1072 38962 6803 1768 218 284406 13645 258112 247265 57896 6526 1824 1014 shrinkage=0.0771403 Tree=39 num_leaves=42 num_cat=0 split_feature=14 20 10 24 25 7 20 17 2 24 7 5 20 7 17 23 12 24 25 18 23 5 17 17 22 4 7 12 8 17 5 14 15 30 24 24 8 17 25 18 22 split_gain=52.683 20.4357 19.8892 13.8587 17.0928 14.8079 21.6924 10.6752 10.5647 10.2102 9.9482 9.60293 11.1135 8.95454 8.88314 8.87132 11.7183 8.63422 26.4446 9.07231 10.8923 8.55238 12.3284 10.3734 13.7625 10.7805 10.235 8.93687 10.2049 8.01971 7.81214 7.65313 7.39816 7.28451 6.87067 6.86506 6.77735 7.60276 7.14825 6.77931 6.67234 threshold=19.890845194046232 0.74616226224541327 0.71121667418962276 5.5000000000000009 257.50000000000006 -86.164558410644517 0.32574393963667664 81.058189301709987 20.09404481132076 17.500000000000004 -89.940933227539048 47.00000190734864 0.88079393585491894 -1.0000000180025095e-35 35.305403415874878 0.43982441985554027 120.39696961967 20.500000000000004 423.25000000000006 2.5000000000000004 0.4140511610501737 49.49809646606446 110.58791293050314 49.932926749250932 17123.000000000004 221.87920379638675 -15.255119323730467 170.92945519839782 1229.5000000000002 47.802284524917056 26.797034263610843 13.308984185057385 0.35972502261783856 1.0000000180025095e-35 15.500000000000002 17.500000000000004 722.50000000000011 59.49719272540699 623.25000000000011 5.5000000000000009 462.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 9 8 -1 13 6 -6 31 33 -2 -4 12 -7 -5 -12 16 -16 34 -19 20 -20 26 23 25 -25 -23 -17 28 -24 -13 -21 -8 -32 40 -14 -35 37 39 -39 -28 -3 right_child=1 2 10 4 5 11 7 -9 -10 -11 14 29 17 -15 15 21 -18 18 19 30 -22 22 27 24 -26 -27 36 -29 -30 -31 32 -33 -34 35 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.0022635943331958466 -0.0017940391844758527 -0.0017723140214928421 -0.0021631971889089579 0.0037109454398175723 -0.0029640517422763811 -0.0014507577560668519 0.0060483303337147392 0.024069348722146899 0.00052039394384176957 0.002759825062983624 0.0022063834778867902 -0.00044538816611251964 -0.00013527904895339787 -0.015028889996742345 -0.013552822686389659 0.0017814030325079551 0.00070841292309366515 -0.01860385277258338 -0.019267859913978985 0.0034657409816443606 0.0080106361959712998 0.00066675976213168692 0.01460233029245144 -0.001373984264499207 0.0073606638540319623 -0.01472270717413608 0.00022953132267141102 0.010211399027745953 -0.018730779785485339 -0.0096653760610033498 0.005292034002820108 0.0016032735358562859 -0.0041802914377341441 -0.0020736552942003644 0.0021500716540356082 -0.010191913278694488 0.0010977525634226438 0.00046342048164588553 -0.0094522266545618364 0.011658996811962054 -0.0001819869266886915 leaf_count=45294 34935 17779 6748 191 4113 79527 3865 151 101199 3198 25824 960 51727 738 600 69771 800 559 96 1198 940 64956 87 31729 1111 272 80671 1141 147 1352 538 5710 5575 7226 9224 678 105360 803 938 310 134176 internal_value=0 0.00419528 0.00551064 -0.013835 -0.00961508 -0.00885596 0.0224579 0.0482042 -0.00124934 -0.018306 0.010021 -0.0117127 -0.0107229 -0.144879 0.0106889 0.00939929 -0.0700483 -0.00151994 -0.030604 -0.0165025 0.071077 0.00971059 0.00183237 0.000513949 -0.0139808 0.00781156 0.0127489 0.0958649 -0.0821581 -0.0756675 -0.0289129 0.0440437 -0.0433838 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0.91250692137320055 40.382039920075336 61.380369160741559 24.981993675231937 16.500000000000004 47.999996185302741 0.52080983024477912 1.5000000000000002 0.88341466265239166 36.500000000000007 280.75000000000006 29.500000000000004 41.661453527324177 3.5000000000000004 22.999998092651371 951.25000000000011 6.5000000000000009 0.75209888242342615 178.33110322271111 35.500000000000007 16.000239372253422 0.095731790088567567 839.75000000000011 218.18865191146884 0.15890490045703651 3780.2500000000005 45.66019217906203 41.500000000000007 -81.893634796142564 49.859409614733778 1.5000000000000002 73.176421666742257 126.72628021240236 1170.2500000000002 33.436320587957809 19.645382881164554 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 39 26 7 12 15 22 11 -11 -3 13 30 23 -6 29 18 19 32 21 -20 -9 -8 -19 -12 27 -2 -24 -17 31 -5 -18 -13 -25 36 38 -38 -28 -1 -41 right_child=1 9 -4 6 5 -7 14 8 -10 10 25 33 -14 -15 -16 16 17 24 20 -21 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-0.0028589140093635691 -0.0059756849018885536 leaf_count=7414 80 15824 13769 10115 2365 56931 48636 107 919 21669 108 4826 4211 2279 5201 516 10837 5185 9267 7865 33 125 593 16827 4074 4118 1495 72 221 239894 110 596 2736 40138 112629 219900 42 33 9421 14423 6613 internal_value=0 0.00570663 -0.0158648 -0.0179724 0.00797894 0.00375085 -0.0147664 0.000584069 -0.0854217 -0.00930647 -0.0265944 -0.001942 0.0133231 0.0274028 -0.0174193 0.00114346 0.00165544 -0.0120349 -0.0205939 -0.00748931 -0.0504014 -0.0480729 -0.178945 -0.0187107 0.0164949 -0.0833522 0.0142315 -0.208094 -0.213893 0.00394021 0.0142569 0.016887 0.0126504 0.00701233 -0.0144836 0.0143778 0.0388599 -0.300146 0.041189 -0.0405787 -0.0497629 internal_count=902217 659394 242823 229054 572711 341668 200604 284737 1840 86683 25895 60788 17311 13100 183293 282897 280532 40122 30863 21438 9425 9392 921 178092 9259 4226 231043 152 814 240410 10821 10711 13573 44964 129456 230891 10991 75 10916 28450 21036 shrinkage=0.0771403 Tree=41 num_leaves=42 num_cat=0 split_feature=16 26 0 17 16 11 28 21 9 26 6 15 25 28 13 11 1 6 0 11 11 17 26 16 30 32 17 28 1 13 17 17 17 21 25 14 13 18 26 11 25 split_gain=70.189 18.9305 15.7992 15.4832 15.5871 10.0241 9.50043 9.74519 8.37543 8.27582 8.12609 12.7463 7.9484 11.4885 11.1666 9.9409 8.08028 7.72378 7.67484 7.49503 9.34198 19.1372 9.69293 9.15176 7.48593 6.89168 9.28028 6.71076 6.64534 6.59523 9.29438 9.27541 6.52857 6.46642 6.32097 6.15078 6.06674 5.96856 5.94942 5.92848 7.05409 threshold=208.89505412754608 0.53638571183790618 33.000000000000007 76.803432434677447 147.44425580596354 0.82148161456461855 693.25000000000011 13.500000000000002 0.96603994520790082 1.6869176992184953 0.68367344863500812 0.35208963511450747 20194.000000000004 12598.000000000002 136.72123579234261 0.64829478644202243 6205.5000000000009 0.7652173945766173 28.000000000000004 0.9250016740324094 0.76818794413134051 58.54550038770347 1.6869176992184953 218.18865191146884 1.0000000180025095e-35 1.5000000000000002 31.061428957445017 849.25000000000011 2566.5000000000005 49.066465630333859 41.090665006490134 65.343301310698337 33.436320587957809 8.5000000000000018 1006.2500000000001 26.441444752603925 198.71290944173475 3.5000000000000004 0.84642680895423561 0.80004748338081677 7512.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 19 4 32 10 7 -4 12 33 11 -6 13 14 27 -16 -15 37 -10 20 29 -22 23 38 -11 26 -7 28 -5 31 -31 -3 -1 -8 -33 -20 -32 -9 -23 40 -29 right_child=1 2 6 8 5 25 9 17 18 24 -12 -13 -14 16 15 -17 -18 -19 35 -21 21 22 -24 -25 -26 -27 -28 39 -30 30 36 34 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.0011453473201741714 -0.0012097253525861693 0.0015628638061682707 -0.00039344446600917565 0.00048418190616917255 -0.003669620730406485 0.0076865786630563619 0.00057633491407997064 0.0010942462999769763 0.0059410496671018472 -0.00019016074403490775 -0.0018262462357919785 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0.00673607 -0.0171379 -0.00964078 -0.00147282 -0.00614241 -0.000871801 0.107665 -0.186807 -0.057054 0.0413976 0.0111882 0.00991867 0.00614089 -0.106667 -0.13195 -0.0188033 -0.00361617 -0.000664743 -0.00964801 0.011848 0.0169593 0.00694201 0.0223273 -0.0409824 0.00987543 0.0785123 0.0113833 -0.00676035 -0.0350164 -0.0605729 -0.0384315 -0.0498629 internal_count=902217 613734 575958 288483 268826 247729 196031 92812 19657 103219 165823 77236 12478 12065 11723 877 342 3763 7179 379927 351230 228581 1494 1360 11299 81906 74222 10846 6209 122649 42793 79856 21097 91920 2834 3896 22952 3043 774 4637 4207 shrinkage=0.0771403 Tree=42 num_leaves=42 num_cat=0 split_feature=0 26 13 9 28 9 25 25 28 13 18 19 28 24 25 10 11 19 29 24 24 0 9 1 24 29 17 32 0 17 13 13 4 4 29 10 11 9 22 24 17 split_gain=42.9675 26.67 19.7089 15.6312 15.3488 11.451 10.2926 9.7668 22.2831 20.8792 41.4403 14.1047 13.3468 10.7972 12.7187 19.4546 10.586 9.59086 21.6894 11.7634 11.8214 9.43283 9.5126 8.83824 11.4911 8.97674 8.60157 8.04749 9.74567 9.9962 8.04638 10.6445 15.4305 16.2418 13.5574 7.91841 7.82571 7.68033 7.30182 6.72867 6.54427 threshold=45.000000000000007 0.56408584351199298 30.628712723400263 0.95967992044531425 693.25000000000011 0.96247807816263642 780.25000000000011 1179.2500000000002 1386.2500000000002 44.465298617555597 1.5000000000000002 1315.2500000000002 10337.500000000002 1.5000000000000002 5805.7500000000009 0.98742423661597278 0.56155372764068423 6866.5000000000009 0.84016608918998126 3.5000000000000004 2.5000000000000004 22.000000000000004 0.95721351863224902 720.50000000000011 21.500000000000004 0.35716921454928841 67.355487613382721 1.5000000000000002 22.000000000000004 91.99977874832733 73.405112469898043 153.08797137063834 83.999992370605483 62.004669189453132 3.4496615352056299 0.8705727638254247 0.50737218196457345 0.98276134703046969 596.75000000000011 25.500000000000004 69.945415102550626 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 39 6 21 -1 -4 12 9 10 -9 -12 23 -10 -15 17 -11 18 -16 20 36 40 -23 24 -6 -25 -22 28 29 -7 35 -32 33 34 -33 37 -20 -18 -5 -2 -3 right_child=2 4 3 38 7 27 -8 8 13 16 11 -13 -14 14 15 -17 30 -19 19 -21 26 22 -24 25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.001899238823881265 -0.0022667738671555038 0.00049427057734443148 -0.0032653699255241462 -0.0013940830514036901 0.00021034179238997683 0.0012979072893914429 -0.00089098557128540609 -0.0014478181081273944 0.0027935721800864733 -0.0064074160900259242 -0.034171057270080539 0.0069867898046662756 -0.019843911211719131 0.00089088448225098328 0.0064281271010046531 -0.045470656109297881 0.00014919653125196219 -0.0011454350425159018 -0.040427353210203923 -0.001507190916027016 -0.044220238368523283 -0.0013983168672493205 2.875477410497241e-05 0.014779487954181447 0.0054439092216383113 0.0016349629989447195 0.0010149541909595296 -0.0022237462074425961 -0.00082228016498037929 0.016435055196276513 0.0030843547806176674 -0.051055205636595873 0.0026356159646330566 -0.04078731117345738 0.0029238434423777206 -0.0053337958086320959 -0.0054126442929909218 -0.014850963319355434 0.00030304463822688126 -0.011483616976092412 0.0040260689595661278 leaf_count=40891 48064 174097 16538 18540 50614 20096 31664 895 14175 2187 430 56 178 37418 331 63 5438 5454 48 182 182 33780 156885 310 2626 114869 29 9421 23067 263 4659 33 454 128 172 2965 182 211 80967 476 3179 internal_value=0 0.00365226 -0.0130752 -0.00733037 0.00605729 -0.0120556 -0.0221108 0.0122022 0.00276544 -0.0283743 -0.146419 -0.381495 0.0164389 0.0122193 0.00446962 -0.0364656 -0.0183405 -0.0310289 -0.123531 -0.233436 -0.321712 0.00197744 -0.00290482 0.0167281 0.00607311 0.0216533 -0.492649 -0.00233337 0.00341433 0.0193602 -0.0082732 0.0218133 -0.0857549 -0.249251 -0.0747401 -0.0272947 -0.164895 -0.00532907 -0.000170621 -0.0305568 0.00722845 internal_count=902217 705968 196249 147709 612230 93738 48202 244289 75692 17628 1381 486 168597 58064 43889 6471 16247 6408 954 623 441 367941 190665 168419 53240 115179 211 52847 43426 20359 14060 5446 787 333 205 8614 230 5649 99507 48540 177276 shrinkage=0.0771403 Tree=43 num_leaves=42 num_cat=0 split_feature=16 16 17 11 13 24 17 16 32 27 25 17 11 1 32 8 14 22 17 24 25 25 13 11 8 14 17 0 11 17 27 25 27 7 16 7 26 25 27 13 22 split_gain=56.4803 17.7941 12.3537 16.2885 16.2994 13.6868 13.617 12.2506 12.0282 11.9609 16.9594 11.9776 37.2164 15.1331 11.5635 10.1243 14.7032 9.28762 9.22933 14.3334 10.2903 8.90058 13.0199 9.56292 8.86143 7.90499 7.88128 14.4496 10.0905 7.87961 7.93134 7.75559 7.72427 10.1948 11.3019 9.52278 7.75865 7.68244 17.7543 10.476 14.3891 threshold=219.00062893081764 164.83827678231037 69.945415102550626 0.71464175132066454 48.706068503372883 3.5000000000000004 46.117021476846766 191.14167729525167 2.5000000000000004 23.500000000000004 1050.2500000000002 54.890781641068521 0.77090630674289662 1464.5000000000002 1.5000000000000002 2495.5000000000005 39.646366202409155 685.75000000000011 100.72829533226913 4.5000000000000009 1136.2500000000002 454.75000000000006 25.689980807654131 0.90728648288807412 142.50000000000003 28.763784125419352 52.197221183786759 35.000000000000007 0.8702430584859483 37.922526778081171 9.5000000000000018 524.75000000000011 6.5000000000000009 -89.940933227539048 242.76321151569189 -1.0000000180025095e-35 0.55489905160877417 1006.2500000000001 12.500000000000002 164.64409433521624 4852.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 6 4 31 -6 14 -8 9 11 21 32 37 -14 17 16 -7 -3 29 -20 -21 22 -11 -23 -9 -5 27 -26 -28 -1 -31 -4 33 36 35 -35 -2 -13 39 40 -39 right_child=8 2 3 25 5 15 7 24 -10 10 -12 12 13 -15 -16 -17 -18 -19 19 20 -22 23 -24 -25 26 -27 28 -29 -30 30 -32 -33 -34 34 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.00094892905614386283 -0.010905581211560657 0.00097063187775715126 -0.0071607745610505332 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155358 30218 23601 13466 22192 9421 278812 31739 13898 24712 3805 1067 94 655 335 internal_value=0 -0.00821164 -0.00558008 0.0192976 0.0383717 -0.0194951 -0.00692505 -0.0086481 0.00762808 0.00832864 -0.00122957 0.0110362 -0.0315081 -0.157295 0.0156371 -0.0761299 -0.132968 0.0278717 -0.0238943 0.0178279 -0.0275341 -0.000718573 -0.0408948 0.00145634 -0.00549457 -0.0257971 -0.00472309 -0.0133969 -0.00113231 -0.0274648 -0.0365702 0.0595373 0.0118179 0.0027974 0.00574602 -0.000543069 -0.0434014 0.0140241 -0.0302628 -0.0108415 -0.0596199 internal_count=902217 431164 369210 18937 13308 3564 350273 325421 471053 462170 102021 360149 6498 1727 24852 1942 1199 18803 61954 4884 2871 101861 5231 96630 257419 5629 253044 74085 178959 57070 35658 9744 353651 74839 70349 56451 4490 4771 2151 2057 1402 shrinkage=0.0771403 Tree=44 num_leaves=42 num_cat=0 split_feature=16 33 18 16 17 11 24 18 1 17 27 29 16 17 16 17 11 13 5 1 29 29 25 19 27 14 5 22 11 17 7 13 5 17 1 25 4 1 19 24 25 split_gain=50.8197 16.6336 11.7138 11.5154 10.2418 10.6497 9.49032 13.288 10.9868 9.33948 10.3958 9.70805 8.17084 9.2776 9.17797 7.81615 26.6084 17.5732 12.5836 10.508 8.8502 7.4735 7.10585 12.5798 13.5039 13.5012 12.5129 8.99685 7.0596 9.01968 8.11765 7.02907 6.83902 8.51423 9.97514 6.79932 6.79787 6.55755 6.47546 6.55714 18.5297 threshold=202.17409025539774 2.5000000000000004 6.5000000000000009 222.02250693600178 91.99977874832733 0.80440293082338543 21.500000000000004 3.5000000000000004 316.50000000000006 51.070832077485939 14.500000000000002 0.80934509011261457 151.57314276522041 45.265855768041398 182.34974048442908 53.470754149580905 0.77090630674289662 44.935862730663878 32.99963569641114 821.50000000000011 1.1331244817553348 0.15890490045703651 647.25000000000011 649.25000000000011 33.500000000000007 24.895491060376116 35.589204788208015 540.75000000000011 0.8702430584859483 59.49719272540699 -4.7636413574218741 41.977890096235477 49.000003814697273 69.945415102550626 371.50000000000006 396.25000000000006 28.991376876831058 244.50000000000003 280.25000000000006 4.5000000000000009 1034.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 9 5 12 15 -8 37 10 -2 -12 -1 -14 -15 21 -17 18 -18 -19 -20 31 23 35 -25 -26 -27 -24 30 -30 32 -5 33 -11 -35 -10 -29 -9 -6 -40 -41 right_child=1 -3 -4 6 38 -7 7 8 22 28 11 -13 13 14 -16 16 17 19 20 -21 -22 -23 27 24 25 26 -28 36 29 -31 -32 -33 -34 34 -36 -37 -38 -39 39 40 -42 leaf_value=-0.0029311461040613094 0.00021817949817968382 -0.0015799769457090452 0.013856354712362679 -0.002992759038178916 0.023912049356473009 -0.00042514666096107547 0.00066923754514237096 0.0010925029488957432 -0.033578629914484216 0.00076898604785580606 0.00045006784642482 -0.0023964038636832695 0.00041984433156893762 -0.0025453845503105887 -0.00098929378704027239 0.0012870492291366961 -0.0076442195295610494 -0.034518418201199795 -0.031178440608323043 0.0010353272578011064 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0.0174921 0.000806163 -0.0679633 0.00932517 0.013847 0.0548113 -0.0342207 0.0183348 -0.284613 0.0171824 0.0151053 -0.0028509 internal_count=902217 677158 651024 650639 225059 214412 400876 24890 10117 249763 70598 37057 133827 112478 96228 375986 6123 1792 997 795 521 369863 9939 7492 887 715 133 2447 179165 30573 148592 1216 63816 53591 4635 6605 2427 178 10647 10572 6956 shrinkage=0.0771403 Tree=45 num_leaves=42 num_cat=0 split_feature=16 9 11 29 27 14 17 11 29 9 5 28 18 23 11 7 8 16 23 20 20 28 8 15 16 17 17 28 27 10 24 17 4 11 7 24 20 14 4 27 28 split_gain=42.7284 17.4169 17.6717 9.76645 9.71731 10.2662 9.52272 28.6802 12.7833 10.0644 9.25938 8.39979 10.6834 10.1409 8.39914 7.67912 7.26775 7.13562 6.98757 6.78027 6.98375 6.66297 7.79985 6.65815 6.58359 10.3718 7.84957 7.18617 6.34335 6.27888 8.0497 6.2399 6.19978 10.0421 7.67284 7.0558 6.12673 9.34606 7.41247 6.85583 6.88071 threshold=218.39607239122066 0.95570109671188996 0.68222609368950848 0.27143339442461661 23.500000000000004 69.032103133481812 55.931435465997453 0.77090630674289662 1.146216655823032 0.95772849919251124 34.00000190734864 463.25000000000006 3.5000000000000004 0.90416562134136147 0.93088045295637645 -64.34108734130858 1503.5000000000002 103.24785896212352 2.2528482757347223 1.1498690875194486 0.74094844438173069 8817.0000000000018 1314.5000000000002 0.71912514273838501 184.18227329616568 43.54050605824046 100.72829533226913 2892.5000000000005 2.5000000000000004 0.62547308215607023 23.500000000000004 65.343301310698337 83.999992370605483 0.56155372764068423 -57.430692672729485 1.5000000000000002 0.40412105772930523 12.976355517659695 7.0179872512817392 2.5000000000000004 470.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 19 31 -2 6 11 -5 9 -9 21 15 12 16 -14 -13 17 29 -4 -12 20 -1 22 -8 -20 26 -26 27 -22 -21 30 -6 -3 -28 34 35 -34 -19 38 -38 40 -39 right_child=3 2 10 4 5 -7 7 8 -10 -11 18 14 13 -15 -16 -17 -18 36 23 28 24 -23 -24 -25 25 -27 32 -29 -30 -31 -32 -33 33 -35 -36 -37 37 39 -40 -41 -42 leaf_value=-0.0021593334269705226 -0.0019187233070195554 0.00074635388518783628 0.013889079094475303 0.00078214081930640892 -0.0025154343608773206 -0.041298520197936568 0.00084764066225469518 -0.016149256005710426 -0.00072241204492957272 0.0045879073547086249 0.00044821466651593782 -0.0001500381904403561 -0.018455312051058624 -0.0046121393308658273 0.0024999627011903342 -0.00082588269227259917 -0.029068760430328903 -0.0020546773049114515 -0.0020825254902290058 0.013927975920367191 -0.0016868530080264245 0.0066165364303022471 -0.0090185277372745315 -0.019704998082841756 0.0083811667035151426 -0.00034880026764554485 0.0044390418393556149 -0.0060038666123811693 -0.0031963252624528219 0.002444950579585747 -0.023443065871179541 0.003351773505148095 -0.041711574743700054 -0.020291852418182679 0.013030847382719288 0.0092703498996029119 -0.00062939422155607028 0.0059363928140304207 0.0078253248195178354 0.00071241833735984235 -0.013945696993541305 leaf_count=29801 9773 13470 241 361376 1138 36 866 1058 458 2152 64699 91840 437 1127 7715 197301 53 4336 369 130 20482 378 1061 195 825 44018 1877 2584 13102 1974 121 9210 35 171 168 30 895 144 1987 14215 369 internal_value=0 -0.00737851 -0.00347356 0.00641659 0.00706475 -0.00144669 0.00948463 -0.030118 -0.148932 0.0102952 -0.00561326 -0.00126258 -0.0419008 -0.109931 0.000717177 -0.00872273 -0.0095213 0.00891593 0.00484429 -0.0179815 -0.0151665 -0.0356201 -0.0594325 -0.105981 -0.0097209 -0.00243959 -0.0226027 -0.0281367 -0.0392543 -0.00349985 -0.058682 0.0233908 0.0333579 -0.0790164 0.0560479 -0.235693 0.00703662 0.0153275 0.0674061 0.00513669 -0.108436 internal_count=902217 420654 307431 481563 471790 104441 367349 5973 1516 4457 284751 104405 4850 1564 99555 219488 3286 22187 65263 113223 99991 2305 1927 564 70190 44843 25347 23066 13232 3233 1259 22680 2281 404 233 65 21946 17610 2882 14728 513 shrinkage=0.0771403 Tree=46 num_leaves=42 num_cat=0 split_feature=13 26 1 11 5 1 27 2 28 22 27 30 22 5 18 25 27 1 27 21 25 6 19 27 17 22 14 26 29 30 30 14 11 19 27 27 22 15 28 6 26 split_gain=22.2435 11.4664 10.5316 10.514 9.35494 13.8463 12.4284 8.8136 8.3652 17.808 12.676 10.8574 9.09183 10.9967 8.17282 12.3873 10.7628 9.44154 7.6223 7.60342 19.7912 11.0943 9.02303 8.01554 8.47577 8.67174 7.47473 12.0211 7.40024 14.7534 11.0497 7.3007 7.26485 7.24603 7.24367 7.39528 8.19367 7.70722 7.34099 7.22513 7.22322 threshold=26.357658085184099 0.29013095011559575 1426.5000000000002 0.88647651089421287 40.90733718872071 1006.5000000000001 47.500000000000007 19.63100686498856 756.75000000000011 610.75000000000011 3.5000000000000004 1.0000000180025095e-35 768.25000000000011 17.986495018005375 3.5000000000000004 494.75000000000006 46.500000000000007 323.50000000000006 40.500000000000007 1.5000000000000002 5805.7500000000009 0.17468022807828634 1246.7500000000002 14.500000000000002 69.945415102550626 1150.7500000000002 26.58632172521369 3.1514911290241203 1.3540736034730358 1.0000000180025095e-35 1.5000000000000002 21.269652111136896 0.84226302785265061 325.25000000000006 50.500000000000007 6.5000000000000009 708.25000000000011 0.23810216495026007 555.25000000000011 0.86956521968941591 1.1199054725951487 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 -2 7 5 -5 -7 28 9 10 -1 12 -11 -14 16 17 32 -16 -17 33 22 -22 23 -21 -25 -26 27 -24 34 31 -31 -30 39 -9 35 36 37 -3 -36 -12 -23 right_child=1 3 -4 4 -6 6 -8 19 -10 11 14 -13 13 -15 15 18 -18 -19 -20 20 21 40 26 24 25 -27 -28 -29 29 30 -32 -33 -34 -35 38 -37 -38 -39 -40 -41 -42 leaf_value=0.0038259457886885427 -0.0034707679342189791 -0.013586432104934123 0.0044821146379362062 0.00054998674183725658 0.0018161044924539286 -0.0048258515771044657 -0.056528111391408939 -0.022177180697765708 -0.002273707022641101 0.0015054979844586797 -0.001050724713487844 -0.0010196795935905304 0.013214487762725914 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0.0303946 0.0813849 -0.0171604 -0.0495998 -0.0142197 -0.0921059 -0.00867534 0.00498164 0.00303133 -0.114642 0.00371713 0.0066017 0.00125821 0.0385082 -0.00911195 -0.0386127 -0.00258985 -0.0141167 -0.0457811 -0.00438731 -0.0151442 0.018928 -0.00071062 -0.000419364 -0.0133991 -0.0327309 -0.0853785 -0.0223838 -0.100195 internal_count=902217 766191 9381 756810 135638 96358 2353 621172 136026 113763 88614 25149 16391 2882 85672 7121 78551 3493 3628 279541 245245 1421 243824 199065 116473 5804 44759 7206 341631 47889 11256 36633 78064 34296 293742 292735 38172 13926 1007 49939 1384 shrinkage=0.0771403 Tree=47 num_leaves=42 num_cat=0 split_feature=0 20 19 22 0 29 13 14 29 1 5 14 30 21 32 14 11 21 21 21 5 5 21 5 10 26 19 24 12 22 23 22 11 10 7 11 11 5 1 29 22 split_gain=29.8891 20.6869 16.3539 11.6029 10.6555 10.5081 13.6903 13.6345 9.35332 9.3405 9.22136 9.59404 8.07671 8.02106 7.88722 11.1193 10.6933 7.49984 7.46443 11.1738 10.6194 7.90696 9.8169 12.9058 17.8001 13.3283 26.6894 18.7808 21.6663 28.9442 12.2539 11.7443 9.50485 9.13521 16.9845 14.5559 7.8142 7.71303 10.1802 10.165 7.62294 threshold=48.000000000000007 0.82434556833520112 726.25000000000011 3780.2500000000005 29.500000000000004 1.5306979798894831 30.530370531495056 48.329649330792748 0.12949464717393808 2826.5000000000005 45.742670059204109 23.321174952049699 1.0000000180025095e-35 16.500000000000004 1.5000000000000002 5.5537038304949329 0.90478095238095257 7.5000000000000009 9.5000000000000018 5.5000000000000009 113.00860977172853 49.49809646606446 1.5000000000000002 301.00811767578131 0.96976343700742396 1.1646769218100743 6189.5000000000009 2.5000000000000004 242.63961030678931 4488.7500000000009 1.0048387222651465 2424.5000000000005 0.81868283733955394 0.59265374093616463 -25.189328193664547 0.84921002011658819 0.65428697739042574 54.000511169433601 1594.5000000000002 1.4806689707028069 1233.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 4 -3 6 -2 12 9 -4 13 17 -7 -6 15 -1 -17 -12 19 21 -21 -10 -23 25 -25 26 27 28 37 31 -28 -30 -27 34 35 -29 -22 38 -24 -39 -20 right_child=5 2 8 -5 10 7 -8 -9 18 -11 11 -13 -14 -15 -16 16 -18 -19 40 20 36 22 23 24 -26 32 30 33 29 -31 -32 -33 -34 -35 -36 -37 -38 39 -40 -41 -42 leaf_value=-0.010181441597053238 -0.0021787207638894138 0.00037764649191879415 -0.013274802717614689 -0.014035645755635952 -0.00034660447127428124 -0.0029464641050390024 -0.000303173621479499 0.00073599608132600544 0.0015424285585656915 0.040750569354497876 -0.011858448349041793 0.00074040577115141169 -0.0073433553631532551 -0.0077602415180886043 -0.0015161716997249329 -0.00049098465985077848 0.0021566734978893717 0.0029863260607715433 0.0027502268049838597 -0.00019577670557909311 -0.037917287416786752 0.0015316955077814757 -0.0197196571005189 -0.0031444608393934731 -0.048181813234678648 0.0001235136026428215 -0.027974183514093375 -0.035554546727065199 0.00041418780212440623 -0.001063514102551654 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136977 136046 91383 90715 1413 260814 247502 51350 196152 102875 64155 236 63919 27777 27104 1934 517 673 290 36142 25170 621 263 123 1417 423 994 13312 shrinkage=0.0771403 Tree=48 num_leaves=42 num_cat=0 split_feature=16 0 9 7 21 1 27 4 25 5 21 13 15 20 15 4 17 4 4 29 22 5 11 17 11 24 16 7 27 27 28 7 29 0 7 17 25 4 24 25 21 split_gain=31.5586 11.4281 10.0118 13.6839 11.5021 8.38476 7.68668 15.1988 11.531 8.25994 7.05055 7.84613 7.11135 7.61582 7.09149 7.02815 7.01679 6.99059 6.94822 6.86156 6.85431 6.71595 6.38367 6.27628 6.27285 5.85469 5.72845 6.26385 5.70223 5.42617 8.84584 7.48147 6.0092 9.99479 5.66233 8.85913 6.27334 6.2651 5.37755 5.3754 5.12129 threshold=208.5614380824712 33.000000000000007 0.96503707263200944 -11.586396694183348 2.5000000000000004 149.50000000000003 23.500000000000004 31.474985122680668 762.25000000000011 24.206868171691898 1.5000000000000002 51.155663526859946 0.63495524342815901 0.5703224978614202 0.22324632845024692 38.000907897949226 69.945415102550626 13.999999046325685 58.05207824707032 2.0001988466892029 305.25000000000006 37.336191177368171 0.80352376495377775 59.132479679890515 0.79658704598318131 5.5000000000000009 103.24785896212352 -46.562355041503899 58.500000000000007 6.5000000000000009 2482.2500000000005 -89.19020843505858 1.5132571132571135 52.500000000000007 -5.8263418674468985 58.290850218722532 617.25000000000011 25.707756042480472 5.5000000000000009 2276.2500000000005 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 10 16 15 -2 9 8 24 -3 14 12 13 -12 -1 17 -4 -5 -9 -18 -6 -16 -22 -14 -8 -13 27 -27 -26 31 32 -11 34 40 -31 -36 -37 -38 -23 -15 -34 right_child=1 6 3 4 20 -7 7 18 -10 29 11 25 23 39 21 -17 19 -19 -20 -21 22 38 -24 -25 28 26 -28 -29 -30 30 -32 -33 33 -35 35 36 37 -39 -40 -41 -42 leaf_value=-0.0059604952768550021 -0.0021584747619427455 -0.0018595669849790237 0.00048429146023740052 0.00069072812578410898 -0.0046702100553778188 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1686 65300 124 328 227 315 348 12013 internal_value=0 0.00394649 -0.00877683 -0.00344916 -0.00899386 0.00702129 -0.00207458 -0.0140145 -0.0108147 0.00101059 -0.0153721 -0.0179675 -0.0141788 -0.00517671 0.00596419 -0.0309065 0.0122089 -0.0342909 -0.124874 0.040913 -0.0044842 0.0121346 -0.00321752 -0.0225833 -0.0180866 -0.0362118 -0.0536706 0.0713741 -0.0127465 0.0029938 0.0062934 -0.0077065 0.00500381 -0.0117648 0.00812196 0.00288845 -0.110747 -0.156181 0.0307247 0.000934286 -0.00419838 internal_count=902217 617284 284933 157613 116396 408615 208669 42847 41645 165822 127320 113512 93993 45383 13808 19866 41217 19243 1202 7058 96530 12855 94397 48610 34967 19519 9681 353 30171 153687 117465 36222 114927 18020 96907 65979 679 555 7737 37122 16334 shrinkage=0.0771403 Tree=49 num_leaves=42 num_cat=0 split_feature=16 0 14 30 27 27 1 14 27 20 27 9 22 28 11 26 18 11 26 24 28 24 11 27 18 10 20 28 18 6 28 20 14 28 28 11 11 20 20 11 22 split_gain=27.3303 11.3206 11.5477 9.76594 11.4529 9.57427 9.34182 8.12883 7.88321 7.94786 6.94632 6.80702 8.08009 6.68004 7.33787 7.24362 6.90131 6.49377 6.29576 5.85552 8.5801 12.8685 17.5347 8.17458 10.5258 10.6127 8.66778 7.79998 11.3813 10.7224 15.4586 9.44842 23.5225 16.4167 10.9265 10.6804 9.43661 8.7688 7.19524 7.03692 6.93504 threshold=202.17409025539774 29.500000000000004 21.269652111136896 1.0000000180025095e-35 16.500000000000004 2.5000000000000004 149.50000000000003 30.748559577893928 36.500000000000007 0.38949339641237929 58.500000000000007 0.96503707263200944 610.75000000000011 605.25000000000011 0.72072902395483052 1.1395452196382432 2.5000000000000004 0.84226302785265061 1.3404309293262953 8.5000000000000018 968.25000000000011 14.500000000000002 0.8809639953542393 14.500000000000002 1.5000000000000002 0.73310717101997558 0.84888369026492372 871.25000000000011 1.5000000000000002 0.33333333770898604 1005.2500000000001 1.1648275547167517 31.133472955370213 1354.7500000000002 2159.5000000000005 0.68726570726570735 0.89428873452129276 1.0797582529944496 1.1119081379260085 0.94040749965407511 2663.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 6 5 -4 -5 -3 -2 -6 11 -10 -7 -1 13 14 15 16 -13 -16 -11 27 39 23 -23 24 -22 26 -26 -8 -29 -30 -31 32 38 35 -35 -34 -36 -37 -32 -21 -33 right_child=1 2 3 4 7 10 19 -9 9 18 -12 12 -14 -15 17 -17 -18 -19 -20 20 21 22 -24 -25 25 -27 -28 28 29 30 31 40 33 34 36 37 -38 -39 -40 -41 -42 leaf_value=-0.0012650339690841172 -0.0022399070882581783 -0.0082769513864388647 0.0003060721076992562 -0.00037369432542394109 -0.002537642655424359 -0.00093155320557663721 0.0014285545122472922 -0.0089476852231813574 -0.0078396883672727478 0.003391621708476894 -0.021593013841792564 0.0011393533620115588 0.00030432611353875018 -0.0021733931566249856 -0.0014409847874826596 -0.0069524337457750078 0.0081972977454538853 0.00063339055725574118 -0.01136345309911482 0.00032294760015142787 -0.0021137441141442343 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1.5907653169191664 5.5000000000000009 0.73281858122650656 2811.5000000000005 0.68077751904404693 305.25000000000006 1.5000000000000002 62.334523779156079 47.699816948965186 0.96634822791531172 301.00811767578131 314.25000000000006 22.000000000000004 23.500000000000004 1050.2500000000002 54.025189872177329 -16.699242591857907 1.5000000000000002 224.82454031713903 129.61879502661802 6.5000000000000009 49.859409614733778 223.4709336064175 606.50000000000011 1.5000000000000002 185.39087296526012 47.098863796107025 2.5000000000000004 31.551379892682721 462.25000000000006 25.868293504787133 8375.5000000000018 -21.801408767700192 0.74616226224541327 0.57084417484244143 18.217858793938344 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 8 17 -7 -8 9 30 11 12 -5 -4 -11 -12 40 -6 20 29 25 -22 -23 -24 -25 28 27 -27 32 -20 -3 -32 33 -2 35 -31 37 38 -10 -18 -13 right_child=18 3 13 10 5 6 7 -9 36 14 15 16 -14 -15 -16 -17 39 -19 19 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num_leaves=42 num_cat=0 split_feature=16 18 0 27 27 8 20 5 21 26 9 6 22 0 5 31 24 12 17 27 24 12 16 27 26 22 0 6 25 6 5 27 10 26 17 24 0 26 21 24 27 split_gain=21.0148 10.1899 8.38815 7.56123 7.51559 7.13422 6.55648 6.46768 6.92243 6.08229 5.92561 6.90384 9.244 7.34096 6.12543 7.25819 8.0705 5.93259 11.595 7.79449 9.83601 10.675 7.72302 8.14394 7.04662 6.73033 6.14072 6.03382 6.70299 5.91089 5.62808 5.2902 8.23409 5.26648 6.18057 6.44477 5.86285 5.19454 5.18572 6.16029 5.03021 threshold=202.57727280261221 6.5000000000000009 33.000000000000007 52.500000000000007 36.500000000000007 156.50000000000003 0.40412105772930523 24.206868171691898 14.500000000000002 1.3684529505582139 0.89206520528700783 0.77474579714409242 620.75000000000011 24.000000000000004 19.002605438232425 1.5000000000000002 6.5000000000000009 193.71930009000633 110.58791293050314 8.5000000000000018 7.5000000000000009 124.47665940288704 103.24785896212352 4.5000000000000009 0.46308208569953541 1048.2500000000002 33.000000000000007 0.47826087638938458 1098.2500000000002 0.29296492593576734 65.134845733642592 1.5000000000000002 0.89754500502324264 1.2527756971242738 91.99977874832733 19.500000000000004 48.000000000000007 1.3998503538996065 10.500000000000002 14.500000000000002 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 7 10 -2 -6 8 -4 -8 -1 17 33 14 15 16 -14 19 22 -12 26 25 23 -19 -20 -22 27 28 29 -21 -23 32 -26 34 -13 -36 -35 -24 -18 -40 -29 right_child=1 -3 3 -5 6 -7 9 -9 -10 -11 11 12 13 -15 -16 -17 38 18 24 20 21 30 37 -25 31 -27 -28 40 -30 -31 -32 -33 -34 36 35 -37 -38 -39 39 -41 -42 leaf_value=-0.0021652547464972032 -0.00189152944939245 0.012702809439521824 -0.0012648624572515871 -0.0099463497268833228 -0.0066198640230660799 0.00045979739765689614 0.0032727868270793934 -1.2285567204110486e-05 -0.011555621861709392 -0.012085995782508626 -0.0013437928198226491 -0.0018942630463375046 0.018209426210167735 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0.0273159 0.06962 0.106962 -0.00337131 0.0293551 -0.00475194 0.000131747 -0.00540308 0.0065797 0.100286 0.125141 -0.00228083 0.0196751 0.0383948 0.0849565 0.10414 -0.0536513 0.104383 -0.120948 -0.0250242 -0.0228229 0.0635589 -0.0807758 -0.0126138 0.0670921 -0.116002 0.0245426 internal_count=902217 673760 673371 240869 228457 432502 5940 240401 19649 5465 222517 207083 75781 32869 6516 2244 1568 131302 5315 125987 90932 70863 4294 730 1021 66556 20069 9355 2145 1919 4307 961 94 42912 41282 812 1630 3564 1198 137 7210 shrinkage=0.0771403 Tree=52 num_leaves=42 num_cat=0 split_feature=20 15 9 29 11 22 27 20 24 21 17 15 13 5 22 11 27 12 11 8 8 1 11 22 29 1 29 17 27 21 23 25 5 20 15 14 13 9 28 20 28 split_gain=12.6562 12.1815 8.15585 7.85552 8.27055 7.84624 9.40256 28.963 11.5712 7.8096 7.64609 7.44782 11.1511 18.1058 12.5636 22.3207 24.9286 33.5219 23.5145 18.7599 24.8282 17.8345 14.7832 14.0085 10.7559 9.96334 9.68369 8.8546 8.54428 7.90036 7.68067 31.2122 7.44806 7.3041 10.8509 14.9564 11.5072 9.74587 9.00872 12.1088 7.75008 threshold=0.88694453105281135 0.72111650353284762 0.96700612419888909 0.054316198288454805 0.766672237076649 445.75000000000006 46.500000000000007 1.0662084711069124 28.500000000000004 9.5000000000000018 33.436320587957809 0.26479602382538736 181.49729291677059 165.99998474121097 2190.7500000000005 0.58690432469729348 6.5000000000000009 235.23401871576777 0.8465017298632469 3932.5000000000005 2495.5000000000005 3960.5000000000005 0.81780957410248034 942.25000000000011 2.5569978884471105 5034.5000000000009 0.90925508305572011 31.061428957445017 1.5000000000000002 1.5000000000000002 1.1243688982165163 5805.7500000000009 107.96275329589845 1.0611895439011956 0.47648684977349792 50.336257788819843 71.700106167449249 0.93905866534513505 2159.5000000000005 1.3089052595186847 314.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 -2 -3 9 -8 -9 10 -7 12 13 14 23 28 18 -18 32 20 -20 -19 -23 24 -5 -15 -25 -13 -16 -28 -14 -32 -17 -29 35 36 37 -35 -36 -40 -39 right_child=1 5 -4 11 -6 6 7 8 -10 -11 -12 27 30 25 15 16 17 21 19 -21 -22 22 -24 26 -26 -27 29 33 -30 -31 31 -33 -34 34 38 -37 -38 40 39 -41 -42 leaf_value=-0.0010287463600497297 -0.0185018543247037 -0.0014971426972615184 -4.2843367178731514e-05 -0.0030563175567844404 0.0016808501135128049 0.0026323785727315964 0.0025536723505726788 -0.037506664524082502 -0.01236009607161085 0.0015354791802913409 -0.00032392466617860096 0.0026804672216646157 0.0041587635274292923 -0.061105116867051557 0.032599719839745724 0.0052301503633641411 -0.052299719142410904 0.0038741557554050417 -0.0079022140034187855 -0.0040942529490285047 -0.050129028881080222 -0.041669922300498034 -0.00062618177765482331 0.0078047759817863535 -0.016678716423289212 -0.0018136706566716752 -0.0099310430713460528 0.00057910712551670785 0.002459493461017509 0.0009576902912400106 0.0011534749230722038 -0.04430573464903137 -0.013317623770978929 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454992 893 5386 4101 917 623 444645 111952 21564 21353 17730 90388 301 13844 shrinkage=0.0771403 Tree=53 num_leaves=42 num_cat=0 split_feature=0 16 5 27 5 29 21 14 27 25 30 16 28 30 10 27 25 25 28 27 15 15 28 5 9 5 17 21 14 12 27 20 20 5 29 28 21 25 28 21 12 split_gain=18.1434 9.5153 9.26202 7.67564 7.14431 10.3899 9.31828 9.18484 8.68137 7.49705 7.19191 6.52283 6.43563 6.00342 5.91296 5.47828 9.24656 6.90958 12.1084 10.4242 10.3022 9.63807 8.36749 9.6691 26.7086 17.3496 9.34653 7.53048 16.7282 8.21589 7.03457 6.60125 12.7183 14.2884 6.46009 6.1261 6.89404 8.38923 7.42443 6.5993 6.58819 threshold=46.500000000000007 219.7808981408746 301.00811767578131 50.500000000000007 28.284272193908695 1.4277667994631782 15.500000000000002 48.329649330792748 5.5000000000000009 740.75000000000011 1.0000000180025095e-35 179.43043176293557 691.25000000000011 2.5000000000000004 0.98742423661597278 23.500000000000004 1050.2500000000002 1179.2500000000002 1386.2500000000002 2.5000000000000004 0.67336933028803858 0.35208963511450747 1103.2500000000002 142.41956329345706 0.90832038237456347 227.75713348388675 52.33558143644909 6.5000000000000009 28.107853435228314 137.46194077712562 9.5000000000000018 1.0248315036568365 1.1731956970388795 45.999996185302741 1.146216655823032 463.25000000000006 7.5000000000000009 669.25000000000011 739.25000000000011 9.5000000000000018 146.94722215136417 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 8 -2 10 9 -6 -7 -10 -13 -12 -4 17 35 19 22 20 21 -3 -19 26 -25 -26 27 31 -29 -30 -28 -24 33 -33 -32 39 -37 38 -38 40 -17 right_child=3 15 14 -5 5 7 -8 -9 11 -11 13 12 -14 -15 -16 16 -18 18 -20 -21 -22 -23 23 24 25 -27 30 28 29 -31 34 32 -34 -35 -36 36 37 -39 -40 -41 -42 leaf_value=-0.0001759418016134641 -0.0015174520335451305 0.0052136245003176771 0.014855813973309848 -0.018176566246873617 -0.0054139837326545254 -0.0018001279437764497 -0.019721583198040956 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0.00207837 -0.00208828 -0.00952301 -0.00931723 -0.00548245 -0.0206209 -0.0241324 -0.000955616 -0.0206759 -0.0349319 0.00348981 0.00693462 -0.0686091 0.150943 0.00517593 -0.00153295 0.00710692 -0.00129779 0.00961056 -0.0572 -0.100513 -0.0234775 -0.0407399 -0.195014 -0.510996 -0.0351299 -0.0289699 -0.155629 -0.36621 -0.175882 -0.0232133 -0.113334 -0.292695 -0.306282 -0.00111931 0.000717879 0.00658304 -0.00169656 -0.0364622 0.00540215 internal_count=902217 737251 314374 164966 164816 123066 41750 24037 99029 18217 18416 80812 70454 4717 395 422877 94512 328365 75365 253000 2314 1628 18554 11172 392 159 10780 10328 449 205 452 9879 751 259 216 94347 89685 61958 41133 4662 2083 shrinkage=0.0771403 Tree=54 num_leaves=42 num_cat=0 split_feature=16 33 0 27 19 21 27 8 8 5 22 24 25 28 27 23 30 27 4 5 4 17 16 17 13 22 4 28 24 28 4 25 28 0 29 22 16 21 27 16 29 split_gain=15.3624 7.69023 6.88691 7.65037 6.91395 10.2046 6.04243 5.92125 5.36355 9.23626 7.1759 8.49943 6.3948 14.1227 5.31397 5.23399 6.81953 9.08512 7.15441 6.02077 5.21456 5.01797 6.55248 12.3916 6.02727 9.62267 5.81173 5.68848 5.40235 10.5376 6.52684 8.19753 5.38638 5.79418 5.24039 5.17782 5.12631 5.04103 5.02492 5.0064 9.49412 threshold=199.35498560235723 2.5000000000000004 29.500000000000004 58.500000000000007 483.25000000000006 13.500000000000002 37.500000000000007 181.50000000000003 156.50000000000003 17.986495018005375 693.25000000000011 11.500000000000002 641.25000000000011 713.25000000000011 37.500000000000007 1.4130825035790695 1.0000000180025095e-35 14.500000000000002 29.00000095367432 76.084064483642592 90.993850708007827 100.72829533226913 147.44425580596354 42.58934619333214 41.977890096235477 2424.5000000000005 23.162575721740726 1841.2500000000002 4.5000000000000009 865.25000000000011 83.999992370605483 20194.000000000004 787.25000000000011 20.000000000000004 1.3208764073072909 5889.0000000000009 178.33110322271111 2.5000000000000004 9.5000000000000018 103.24785896212352 1.7164232848564647 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 8 4 5 -4 21 -8 -2 10 11 -10 -13 -14 -12 -6 -17 -18 -19 -20 -3 22 39 24 26 27 32 -26 30 -30 35 -32 33 -24 -31 37 38 -23 -25 40 -1 right_child=1 20 3 -5 15 -7 7 -9 9 -11 14 12 13 -15 -16 16 17 18 19 -21 -22 28 23 36 25 -27 -28 -29 29 34 31 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.00062842021769952212 -0.0024944449939384608 -0.001245956240544194 -0.00082887399871283633 -0.021499617932299854 0.00019644795744169186 -0.0073644143019038098 -0.0079434669067055836 0.0029963271799774006 0.005567952217796066 0.00042527523539952401 0.011523148621886043 0.00014243476736353357 -0.025186436505525992 0.017471736609133023 -0.020515133871695696 -0.00031572119317331408 -0.00065676127656988696 -0.0019817429318061365 -0.01370554587390559 -0.0026706427038560823 0.007573866112795551 0.00074925310712492554 0.0032672634613550122 -0.0026373219723741029 0.0043921454903285834 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-0.0253793 0.00835594 internal_count=902217 698489 671614 297568 297469 30854 203728 4449 374046 370371 4321 3463 1385 236 858 266615 30150 5814 2447 1407 26875 199279 192227 169372 26489 3242 23247 2479 7052 4311 2741 519 21865 16411 1106 2222 142883 1659 48043 22855 3689 shrinkage=0.0771403 Tree=55 num_leaves=42 num_cat=0 split_feature=0 14 13 29 7 11 25 9 17 4 15 9 4 4 8 17 15 29 23 8 11 4 15 8 11 19 17 4 29 25 14 8 25 17 8 13 11 4 26 10 11 split_gain=13.8295 9.24874 7.96331 6.44556 6.69096 10.2773 11.1513 9.01826 9.94213 6.76241 6.36493 7.56067 7.38875 6.54137 10.6357 5.95741 6.10157 5.87368 5.6827 5.42295 6.21777 5.34143 6.83502 9.58251 5.52508 5.30308 5.28813 6.8485 8.55864 6.45828 6.09703 9.04233 7.06539 7.78856 7.61595 5.59343 6.89543 5.53538 5.25123 8.9999 12.8569 threshold=35.000000000000007 21.641604543185757 50.700386519656597 0.18345928975617096 -18.434947013854977 0.90478095238095257 314.25000000000006 0.9550864706672948 65.343301310698337 8.00000047683716 0.64937700517561348 0.9343726289833082 221.87920379638675 45.000905990600593 11611.500000000002 58.54550038770347 0.40892294402309831 1.7488610622711469 1.2114356787491118 262.50000000000006 0.82708602497846695 45.961938858032234 0.27722805723434035 6135.5000000000009 0.70156559247177841 693.25000000000011 47.802284524917056 122.04935836791994 11.227454673472982 3365.2500000000005 36.406800466570559 1542.5000000000002 1179.2500000000002 110.58791293050314 21110.500000000004 144.89683766591136 0.48901958362919745 55.050056457519538 1.1161865244022924 0.94052751199704698 0.5230405290410659 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 7 6 -6 26 -9 -8 11 12 13 14 17 -11 -17 -3 -12 -18 -21 22 -13 -24 -23 -4 29 28 30 -5 35 -32 37 -34 -35 36 -28 -33 -31 -40 -41 right_child=1 10 25 4 5 -7 9 8 -10 15 18 21 -14 -15 -16 16 19 -19 -20 20 -22 24 23 -25 -26 -27 27 -29 -30 38 31 32 33 34 -36 -37 -38 -39 39 40 -42 leaf_value=-0.0013119776540161841 -0.00087439444921975321 -0.00066444093121225908 -0.0091799715417192375 0.00099873289399723909 -0.0046388344160952265 0.001008542749881376 0.0044304103580342759 0.00091536112306698136 0.0035768099435855585 3.252967519044238e-06 -0.0002538699788594303 -0.0037423507909163361 -0.012798835037925638 0.00091923482208111987 -0.053077288856820622 0.0032610470944788379 0.0029134696957728557 -0.0040980522816098566 -0.001575789653124052 -0.0019335797396922416 -0.0067510377077318415 0.0073893732163683029 0.0006578699712834437 -0.046181458340974195 0.0014942130656333001 -0.0027921616807981067 -0.0050680423711294293 0.0070359476493025465 -0.027238925299185365 -0.00053450714872241528 -0.019082739419075789 -0.0006518728154057856 -0.0061817896464686928 0.0085577884494886236 -0.029579211704511131 0.011672288052680536 -0.00019186397557465301 0.014575275630927869 -0.0030015402532807653 -0.0059260372731837242 -0.041676741961636656 leaf_count=15739 93512 10005 988 34053 3156 61853 2009 85037 9262 311577 105996 2179 307 8668 24 1245 998 4213 23673 6650 2097 1344 73757 26 3195 3560 1847 668 73 3215 216 415 2363 373 34 226 26276 216 917 159 96 internal_value=0 -0.00517307 -0.0133225 0.00294814 0.00351402 0.0012514 -0.000979913 0.00884195 0.0152549 -0.00040472 -0.00174901 0.00409014 -0.0118082 -0.00974306 -0.0229255 -0.000764944 -0.0236474 -0.0218028 -0.00641955 -0.0320694 -0.0400376 0.00867531 0.00668413 0.00831426 0.0419985 -0.0541849 0.000342157 -0.00900424 -0.0110937 0.00829462 -0.0103126 -0.0489769 -0.0363763 -0.0581303 0.069638 -0.0053795 -0.0066387 0.0591208 -0.0278181 -0.0851206 -0.251297 internal_count=902217 331447 98060 570770 555031 389585 327732 165446 94299 324576 233387 103718 23217 22910 14242 322567 10990 14218 129669 9745 8747 80501 75962 73783 4539 4548 71147 32707 32039 38440 31966 3617 3401 2770 407 28349 28123 631 4387 1172 255 shrinkage=0.0771403 Tree=56 num_leaves=42 num_cat=0 split_feature=0 20 19 25 25 22 20 5 30 10 13 20 24 7 10 25 7 23 26 1 13 7 15 30 21 15 22 21 24 20 13 22 1 26 11 19 6 6 15 23 23 split_gain=12.4191 9.51258 9.71109 14.9684 9.61778 13.4054 17.876 26.9232 13.5592 10.0606 9.54476 9.33828 7.89752 11.2671 19.4611 10.1438 8.87372 7.35363 7.28107 11.0432 12.6349 12.1209 10.2401 8.55767 7.19286 9.22778 8.00531 7.82031 6.9503 9.81949 8.90957 6.93639 6.63649 6.29687 7.84487 6.23961 9.68632 6.02228 10.8006 6.42016 5.77531 threshold=48.000000000000007 0.83169122749130231 720.25000000000011 3952.0000000000005 1136.2500000000002 1458.2500000000002 0.97214405598459164 43.298292160034187 1.0000000180025095e-35 0.3957196665319056 59.895085012150922 1.0316304762106425 1.5000000000000002 -68.198589324951158 0.45781779517048987 5122.5000000000009 -80.58874130249022 0.76819437151136805 1.5058962592129053 4645.5000000000009 128.95909644769435 -76.986011505126939 0.38099754714202894 1.5000000000000002 4.5000000000000009 0.22324632845024692 820.75000000000011 9.5000000000000018 6.5000000000000009 1.0381327386396606 44.701567001722296 4109.5000000000009 1426.5000000000002 1.1199054725951487 0.81677128062365689 52444.000000000007 0.51406136681039327 0.51851852056950754 0.52302622766789797 1.2059976189381285 1.5320928459515419 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 31 24 6 7 8 17 11 -7 -8 -12 14 16 -16 -14 -6 19 -17 21 -21 -20 33 -4 26 -26 -27 37 -30 -31 -3 -13 34 -22 -15 -37 38 39 -11 -29 right_child=-2 2 4 -5 5 10 9 -9 -10 28 12 32 13 35 15 18 -18 -19 22 20 23 -23 -24 -25 25 27 -28 40 29 30 -32 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 leaf_value=-0.00045725559572808237 -0.00068571693584218766 1.3542070268195922e-05 0.0014253525126206989 -0.011363590435693285 -0.011364331818810119 0.0030389531605489891 -0.0047005640259200551 0.00053033767680771152 0.00033559495037455747 -0.0031725316518803007 0.0016394410828089966 -0.038550217089274696 -0.00091796296996608838 0.00023715513770927287 -0.00086064645084082275 0.004225242272115716 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-0.124593 0.0120943 0.00568409 -0.161222 0.00631444 -0.0137109 -0.0404634 -0.130163 0.000116031 -0.392268 -0.0682608 -0.000508604 0.00249606 -0.28565 -0.000616808 -0.0257531 -0.0203568 0.0280294 internal_count=902217 768100 628514 362918 265596 89805 21053 843 406 20210 68752 369 61086 45337 7891 7719 172 321 1872 1302 1058 224 570 834 175791 87709 330 87379 19841 6520 1028 362228 133 637 435 37446 75 13321 5556 5474 13939 shrinkage=0.0771403 Tree=57 num_leaves=42 num_cat=0 split_feature=16 18 7 22 11 7 27 29 27 17 20 18 18 14 14 5 29 22 22 5 1 27 20 19 29 13 27 27 13 23 29 15 11 27 15 18 20 23 15 15 22 split_gain=11.7883 10.5235 7.51173 11.3709 9.74743 7.78181 8.81291 7.59698 10.3682 10.1843 7.11871 7.99333 6.90183 7.60312 6.54704 12.0944 11.4305 8.67913 6.15098 6.08193 8.69018 10.6851 6.63958 12.9403 9.96205 5.96019 9.26871 7.22011 6.55074 5.94991 6.90175 5.66455 5.69542 5.44638 9.82833 5.31666 5.31443 6.95626 5.58924 4.81796 11.1315 threshold=172.69394421118912 6.5000000000000009 -8.1301016807556135 305.25000000000006 0.8763256268691052 -76.986011505126939 6.5000000000000009 1.6873664915118909 14.500000000000002 100.72829533226913 1.0715963063338008 3.5000000000000004 2.5000000000000004 21.855519703779215 22.664474571746435 47.00000190734864 2.3883424487344649 1389.7500000000002 5889.0000000000009 40.90733718872071 997.50000000000011 47.500000000000007 0.9539202922845228 1315.2500000000002 1.5306979798894831 28.705214811129743 10.500000000000002 1.5000000000000002 59.01123208729458 1.2402037021300985 3.0609162175028031 0.28810996453330484 0.57522312593067315 31.500000000000004 0.6566204760486124 2.5000000000000004 0.89833360914846072 0.15099631212356193 0.50397505490424799 0.26479602382538736 960.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=29 2 5 12 14 6 -2 10 9 -9 11 36 25 -14 15 -5 31 -18 -8 20 -6 22 23 -22 -25 27 28 -4 -27 30 -1 35 -33 39 -35 -17 38 -38 -7 40 -16 right_child=1 -3 3 4 19 7 18 8 -10 -11 -12 -13 13 -15 33 16 17 -19 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31 -32 32 -34 34 -36 -37 37 -39 -40 -41 -42 leaf_value=-0.00078172718430930823 -0.0016398028514106643 0.012347052598721372 0.019541254617781115 -0.00052642302623185191 0.00026174567496454429 -0.0031497819561629894 0.00015087198346413282 0.00037642849041306557 -0.0040802569529929025 -0.028711214325807418 -0.0001958145226547216 0.0050914848236369419 -0.0089216314635965389 0.0068285894203167791 -0.018857970522398137 -0.0016695965814903209 -0.030618148097369461 0.004875587697077766 0.0073518383781170865 0.0012279572292848968 -0.035896404050973232 -0.049062940119816614 -0.0022307655547959978 0.0047834485553534924 -0.041531592903314686 -0.014242387196972269 0.0024957528183563922 -0.00085479677682992342 0.007390693946673162 -0.0036917310213670793 0.0094794427199139195 -0.035903211068734335 -0.0050574051962050844 0.00096733875798290581 -0.0033994341260594166 0.010650257840688571 -0.028405289837818804 0.0012784592769167023 0.00043836438605343895 0.00015128197832497747 -0.0015069979264234815 leaf_count=78673 19637 416 106 146311 129374 2865 61994 13818 4376 72 31380 2912 1653 205 232 1730 161 55 714 42622 107 31 2545 170 33 676 436 4024 95 4256 392 36 3376 5302 7276 237 47 103403 26273 199934 4262 internal_value=0 0.00105009 0.00096927 -0.00114154 -0.000618994 0.0053172 -0.00277048 0.00891426 -0.0104475 0.00292519 0.0110335 0.0141766 -0.0406352 -0.0931271 -0.003534 -0.00856911 -0.0541983 -0.279755 0.0030187 0.00553018 0.00218245 -0.0520895 -0.0457491 -0.183924 -0.0355923 -0.0223609 -0.0841771 -0.00429496 -0.150075 -0.0114349 -0.00947434 -0.0451408 -0.0697802 -9.37376e-06 -0.0202062 -0.00240084 0.0130383 0.0163984 0.00110914 0.00123329 -0.0311476 internal_count=902217 818896 818480 550989 543794 267491 82345 185146 18266 13890 166880 135500 7195 1858 368912 151906 5595 216 62708 174882 132260 2886 2855 310 203 5337 1207 4130 771 83321 79065 5379 3412 217006 12578 1967 132588 103450 29138 204428 4494 shrinkage=0.0771403 Tree=58 num_leaves=42 num_cat=0 split_feature=0 7 25 11 29 14 5 21 21 25 7 5 23 17 27 0 21 24 26 5 14 17 23 17 1 23 8 23 19 32 27 5 13 29 14 21 1 14 5 27 26 split_gain=11.5402 7.44349 12.9354 7.0604 6.28494 7.56223 7.54095 6.41389 6.27644 14.0066 13.6387 8.50659 9.67713 7.45201 10.459 8.71056 7.41873 9.34295 7.32999 7.58503 6.71677 9.91798 8.89464 12.2395 13.7962 7.12076 8.06654 6.67001 6.11142 5.29485 5.28009 6.63503 6.56088 5.83542 12.0193 6.27002 5.92177 5.2131 6.8017 5.16116 5.04469 threshold=48.000000000000007 -1.0000000180025095e-35 314.25000000000006 0.8763256268691052 1.5306979798894831 48.329649330792748 28.477081298828129 15.500000000000002 1.5000000000000002 1179.2500000000002 -68.198589324951158 270.66966247558599 1.7826794671396533 50.286426940445402 8.5000000000000018 28.000000000000004 3.5000000000000004 4.5000000000000009 0.2216956867241395 100.00245285034181 39.646366202409155 65.343301310698337 1.1638143096434557 85.931467074556778 6205.5000000000009 0.96435890783825295 2124.5000000000005 1.8246803950588244 5138.5000000000009 2.5000000000000004 1.5000000000000002 24.907598495483402 21.145832428240652 0.94951793976700005 17.212058664842409 1.5000000000000002 461.50000000000006 27.722135507716782 41.71930122375489 51.500000000000007 0.53638571183790618 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 30 -4 6 -6 7 -2 10 29 -1 13 -13 -11 20 18 17 -17 -16 -20 21 -15 23 25 -25 -22 -27 -24 -29 -10 31 -3 -32 35 36 -34 -35 -23 -39 -8 -12 right_child=4 2 3 -5 5 -7 39 -9 9 11 40 12 -14 14 15 16 -18 -19 19 -21 22 37 27 24 -26 26 -28 28 -30 -31 32 -33 33 34 -36 -37 -38 38 -40 -41 -42 leaf_value=-0.00067057091354267326 -0.0013666291996149663 0.014955073971536783 -0.00027708379579234903 0.00037829467289919014 -0.003089704096471788 0.00064546432327477847 -5.8762028518981011e-05 -0.01735368671865473 0.00054182332108693458 -0.00029253611993153685 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0.00509868 0.00351722 0.0170285 -0.0135113 -0.202024 -0.0124235 -0.0333569 -0.0764935 -0.0385901 -0.0941813 -0.136465 -0.155457 -0.0132205 0.00789806 -0.0519646 -0.107232 -0.00424824 -0.189084 -0.290013 0.00360851 -0.133149 0.00631746 -0.0550743 0.102041 -0.0626966 -0.0286401 -0.0816011 0.0170413 -0.177545 0.0667423 0.116226 -0.000921179 0.0306458 internal_count=902217 768008 435330 430921 134209 16311 117898 33575 332678 293739 38939 41482 238 41244 12041 3832 2348 1187 1484 1383 8209 5313 2896 1452 643 809 375 1444 286 252257 4409 204 4205 2412 1117 1295 602 1861 993 84323 25460 shrinkage=0.0771403 Tree=59 num_leaves=42 num_cat=0 split_feature=16 18 0 28 24 25 24 25 17 4 25 24 11 25 17 11 25 16 17 18 28 6 23 29 19 19 19 18 18 28 19 5 7 6 19 4 25 19 1 11 7 split_gain=9.89736 8.58438 7.95083 7.80895 8.42693 6.81379 6.14947 12.3642 15.1942 10.3038 9.23424 9.04861 12.0777 8.5097 7.66898 13.7262 8.48349 8.21176 8.80333 6.15706 6.38119 9.21637 9.20883 10.3405 8.57303 6.47011 6.01045 5.78345 5.75473 7.28204 10.5156 8.86778 8.42037 7.88654 7.09503 17.0578 11.3494 10.9332 8.35571 6.11009 5.66509 threshold=166.25717373404697 6.5000000000000009 29.500000000000004 693.25000000000011 20.500000000000004 404.75000000000006 7.5000000000000009 1034.2500000000002 57.115489353575889 81.170921325683608 257.50000000000006 15.500000000000002 0.8809639953542393 898.25000000000011 69.945415102550626 0.74081703367417662 898.25000000000011 223.81118692253023 42.809876175726735 1.5000000000000002 1005.2500000000001 0.33333333770898604 0.49625988185734965 0.6620121187502116 1340.2500000000002 1223.7500000000002 416.25000000000006 3.5000000000000004 1.5000000000000002 1841.2500000000002 1713.5000000000002 72.000694274902358 -26.648571014404293 0.7962084985544885 1315.2500000000002 24.041630744934086 1369.2500000000002 847.25000000000011 1426.5000000000002 0.71876434802571176 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 -4 5 -5 13 10 9 11 -8 28 -13 27 17 16 -16 18 -12 40 -21 -22 -23 24 25 -24 -20 -2 29 -9 31 32 -31 -32 35 -30 37 -37 -39 -38 -15 right_child=1 -3 3 4 -6 -7 7 8 -10 -11 14 12 -14 19 15 -17 -18 -19 26 20 21 22 23 -25 -26 -27 -28 -29 34 30 33 -33 -34 -35 -36 36 39 38 -40 -41 -42 leaf_value=-0.00091310134225385691 0.0012845507777844674 0.01131247992765191 -0.00052371081828376566 -0.01150474614198654 0.003071767164977712 9.1486282504254918e-05 -0.011953083362923753 0.00069269033477943316 -0.014972373894016065 -0.047779125433671008 0.0033767354422594522 0.0065470211228520619 -0.03836050677418508 -0.002916215834801064 0.0045454549155201866 -0.0064051230087835255 -0.027063804824146307 0.00048698397230949596 0.00065707373694532951 0.0010245984222043742 0.002880825493462873 0.0020928254971058114 -0.014214314598892695 -0.0043084698351371761 0.0013434625723280633 -0.033134203371002348 -0.00078213567386113193 -0.0059014848299722656 -0.00013168009535490151 0.010789757187598619 0.00070430650401208622 -0.061949538296393249 -0.039917733220116935 -0.034639728298143213 0.00020233281667673015 -0.00073789519737872114 -0.02522380754597461 -0.032419823868225915 -0.0013200624329766685 0.0054122084228326586 0.00049398599603845393 leaf_count=65643 80753 404 200562 302 5745 189922 373 5672 559 29 3605 59 90 3049 5427 828 51 159408 21518 2806 1062 832 623 2408 178 130 87408 672 839 38 356 35 40 42 1179 111 50 359 60 172 58818 internal_value=0 0.000914826 0.000844414 -0.00240248 0.00208692 0.000947314 0.00377294 0.00106334 -0.034052 -0.0242543 0.00228461 -0.0223582 -0.266765 0.00893515 0.00249539 0.0369712 0.0551097 0.00169593 -0.00484443 0.000842047 -0.025193 -0.0458239 -0.067 -0.090455 -0.179954 -0.226609 -0.00645349 0.0158833 -0.0182906 -0.00132114 -0.115658 -0.384879 -0.197226 -0.0392203 -0.0561687 -0.0997359 -0.209106 -0.288615 -0.36254 -0.0192869 0.00422504 internal_count=902217 836574 836170 396531 195969 190224 439639 288308 9690 9131 278618 9102 149 151331 278245 6306 5478 271939 112531 69906 8039 5233 4171 3339 931 753 108926 81425 8953 6183 511 113 78 398 2770 1591 752 530 419 222 61867 shrinkage=0.0771403 Tree=60 num_leaves=42 num_cat=0 split_feature=0 14 12 12 16 26 0 23 15 11 24 18 28 11 24 24 4 14 10 18 19 9 10 14 24 11 9 9 24 24 28 28 18 6 19 19 10 19 17 10 1 split_gain=8.51056 7.10131 5.87254 6.54357 5.75172 5.50875 8.89541 5.37061 5.08372 4.87087 4.51279 4.7036 4.4382 4.41606 4.36485 4.32639 6.22254 4.97 5.79096 4.24232 4.18788 4.48382 4.59867 5.46559 5.73843 4.04502 5.04154 4.26113 4.02406 4.23948 9.85031 7.1974 6.45054 5.81184 11.036 15.0765 9.41112 7.05469 7.49608 7.16554 8.83422 threshold=33.000000000000007 20.926643170774181 120.95027047856911 152.12184335382295 171.5114446885255 1.5844617514393635 52.500000000000007 0.99999688753738858 0.72310156442443008 0.68726570726570735 30.500000000000004 2.5000000000000004 520.25000000000011 0.79658704598318131 5.5000000000000009 11.500000000000002 36.541715621948249 132.83773392028885 0.92624332874154403 6.5000000000000009 791.25000000000011 0.89593016199390296 0.7820956616382243 29.862478559145977 19.500000000000004 0.56155372764068423 0.82769685759242051 0.96226565292751742 32.500000000000007 7.5000000000000009 1841.2500000000002 849.25000000000011 1.5000000000000002 0.3445128024505491 1223.7500000000002 1365.2500000000002 0.80296750543881179 750.25000000000011 24.607579654308424 0.84340882204615486 709.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 14 9 -3 8 15 13 -6 -4 -10 -12 -13 -5 -2 17 20 -7 25 28 -17 -22 23 24 -23 -19 -27 -28 29 31 -31 -1 -33 -34 37 36 -36 38 -35 -40 -41 right_child=1 4 3 7 5 6 -8 -9 10 -11 11 12 -14 -15 -16 16 -18 18 -20 -21 21 22 -24 -25 -26 26 27 -29 -30 30 -32 32 33 34 35 -37 -38 -39 39 40 -42 leaf_value=0.00092404911206711668 -0.0017505114115134173 -0.0014949485310535046 -0.00084810083063352644 -0.0013761310651410974 0.00043330188530081283 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2221 344 261 internal_value=0 -0.00369509 -0.0112531 -0.0516576 -0.00112994 2.25392e-05 -0.0130253 0.00207098 0.00166388 -0.0868264 -0.00396444 -0.155159 -0.262347 0.0870545 -0.00968715 -0.0055067 -0.0284022 0.00226858 -0.0892165 0.00255909 -0.0154378 -0.036387 -0.0271169 -0.0825847 -0.252264 -0.0628986 -0.125155 -0.0389224 0.00249329 0.00236587 0.000274592 0.00615871 -0.000351239 -0.0218671 -0.0311459 -0.086542 -0.21204 -0.0116757 -0.0506011 -0.0578429 -0.154322 internal_count=902217 366284 92814 3463 273470 257226 28742 1370 228484 2093 94269 197 133 482 89351 24303 6161 18142 575 535933 5282 3400 3192 1018 160 538 355 233 535640 534485 344523 189962 89667 12060 10232 2661 704 7571 2883 2826 605 shrinkage=0.0771403 Tree=61 num_leaves=42 num_cat=0 split_feature=0 20 19 25 29 19 25 22 18 13 27 9 28 20 11 29 23 9 11 22 17 22 14 29 12 17 28 22 15 22 11 26 29 11 26 27 22 17 20 15 11 split_gain=7.53465 5.83575 7.32503 12.3638 7.28484 7.07298 6.96549 10.1779 21.2994 34.5849 13.4324 10.2392 9.45718 8.87218 8.81855 7.73431 7.26247 6.78408 6.31509 6.56075 6.01234 5.82951 10.2908 16.3159 18.962 6.70746 5.81446 5.7478 8.28263 8.39654 7.31706 5.4607 9.66022 11.7568 8.17501 8.32096 5.32867 5.31388 6.64555 5.58117 5.50973 threshold=48.000000000000007 0.82434556833520112 726.25000000000011 3952.0000000000005 0.12949464717393808 2016.5000000000002 1179.2500000000002 1389.7500000000002 1.5000000000000002 44.935862730663878 21.500000000000004 0.95692985559581478 2159.5000000000005 1.2124240627190159 0.85614557226399335 0.3967295591478201 0.75741091954873208 0.96700612419888909 0.46416718456240746 1943.7500000000002 27.275133625847275 2089.2500000000005 27.537926559946424 0.99916593451159874 341.6431816442576 32.976047491259017 2159.5000000000005 768.25000000000011 0.26479602382538736 683.25000000000011 0.8836982072963383 0.93342929390766038 0.90219392580774382 0.56155372764068423 0.70652234613931653 3.5000000000000004 4109.5000000000009 52.197221183786759 1.196129252337699 0.6040302853241718 0.78869413244413256 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 20 5 -4 15 8 -8 13 11 18 -11 16 -14 -6 -10 -1 19 -9 -3 26 23 -23 25 -25 -20 28 29 30 -17 32 -24 -34 35 -35 -22 38 -2 -40 -39 right_child=37 2 4 -5 6 -7 7 10 9 12 -12 -13 14 -15 -16 27 -18 -19 21 -21 36 22 31 24 -26 -27 -28 -29 -30 -31 -32 -33 33 34 -36 -37 -38 40 39 -41 -42 leaf_value=-0.00088060934744881676 -0.00084132707988942646 0.0080575164601766665 -0.01228434825520925 -0.010389924574698645 0.012600107274244286 0.027840328405754303 -0.00050206680605377073 -0.0038676227819630141 -0.004220995997251089 -0.001949833820095701 -0.037421412542167236 0.0015662111971276778 -0.00054275086716416561 0.007712465212359655 -0.040913055614601554 -0.022019098825205568 -0.029788653713988394 0.00021008803985141206 0.00011335876693036081 0.0036235782063327388 -1.7466227316619116e-05 0.0016098801330026503 -0.00098754386812841032 -0.046990695600645449 0.0059107661676242231 -0.02183609326998873 0.0051941013766654128 0.0011470520878122932 0.00031561065869986909 0.0048910209473069172 0.0065823564867005012 -0.0005543552757876801 0.0063154783759654682 -0.046106928854988564 -0.0092765086011264083 -0.015228200073963319 -0.023401033270718283 -0.00079886137506337716 -0.00093692318303432109 -0.0063199141784463396 0.00052691209204932209 leaf_count=71744 54613 549 394 684 330 28 12569 845 76 1991 56 26700 57 49 74 275 508 64392 9671 3937 369550 466 2382 79 143 313 1556 103152 70530 161 66 23610 224 80 711 148 58 35446 2092 2535 39373 internal_value=0 0.00121095 0.00249016 -0.000366872 0.00654676 -0.124734 0.00675922 -0.000592761 -0.023963 -0.103595 0.00445688 0.00484376 -0.0424006 -0.308736 -0.302661 0.0103926 -0.343029 -0.00472791 -0.0045024 0.0298139 -0.000118664 -0.00866919 -0.0163518 -0.115926 -0.235079 -0.348787 0.0105979 0.0101028 0.00318038 -0.124814 -0.21368 -0.0126812 -0.0492777 -0.123986 -0.173093 -0.337863 -0.00027399 -0.00691387 -0.0139894 -0.0503772 -0.00131166 internal_count=902217 768158 632022 370841 261181 422 260759 86245 15324 2755 70921 70865 2122 633 131 174514 584 136136 44165 4782 370157 39383 28156 1001 535 392 11227 174184 71032 502 341 27155 3545 1163 939 228 369608 134059 59240 4627 74819 shrinkage=0.0771403 Tree=62 num_leaves=42 num_cat=0 split_feature=16 18 7 22 20 18 18 27 4 13 24 28 28 15 19 27 4 8 0 28 20 17 27 4 28 5 18 29 5 28 12 24 22 27 15 7 19 14 28 7 29 split_gain=7.98069 6.44113 5.76675 8.59995 8.15646 7.36822 6.31563 11.3775 8.16258 7.33449 6.71732 11.1328 8.82279 7.1911 9.01738 7.80938 8.68952 7.74232 7.41306 7.8959 7.04887 5.81819 6.19684 5.4147 5.15124 8.1171 6.43676 6.52066 6.00126 6.69102 5.3391 5.06293 7.89832 10.161 16.7967 11.174 12.3892 23.5319 11.7743 13.0587 11.582 threshold=164.83827678231037 6.5000000000000009 -1.0000000180025095e-35 305.25000000000006 1.0797582529944496 4.5000000000000009 3.5000000000000004 40.500000000000007 27.978172302246097 41.346012580930946 19.500000000000004 466.75000000000006 705.25000000000011 0.68817290746760396 649.25000000000011 30.500000000000004 20.999998092651371 342.50000000000006 37.500000000000007 502.25000000000006 0.83853392952411698 65.343301310698337 2.5000000000000004 22.999998092651371 804.25000000000011 17.986495018005375 2.5000000000000004 1.2234902752452899 18.997112274169925 314.50000000000006 145.47665940288707 1.5000000000000002 4852.5000000000009 6.5000000000000009 0.88942102630052344 -67.354396820068345 8407.5000000000018 52.773071612527964 1841.2500000000002 -77.431293487548814 1.6873664915118909 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 24 5 31 7 21 -9 -10 -8 -12 13 20 17 -16 -17 -15 -19 -20 -13 -5 -23 -18 26 -26 27 -4 -28 -30 -27 -2 -33 35 -35 36 37 -34 -39 40 -40 right_child=1 -3 3 6 -6 -7 10 8 9 -11 11 12 -14 14 15 16 23 18 19 -21 -22 22 -24 -25 25 30 28 -29 29 -31 -32 32 33 34 -36 -37 -38 38 39 -41 -42 leaf_value=-0.00083379437003045734 0.0017201681056837239 0.009669460316928391 -5.3129120686215083e-05 -1.2680330471961801e-05 -0.00049500976872512471 0.0047561497068379852 -3.339195703662871e-05 0.0031007303563501715 -0.025219747710282493 9.5580427797217765e-05 -0.0081281346950738652 0.0042230750669343883 0.0034730872028556261 -0.01267992240750824 0.0016603452783048092 0.00089881505238027012 -0.046499549969681336 0.00041378372190983777 -0.031595868532698419 -0.005906948438474331 -0.0018566837869135649 0.008972044406017541 -0.0038922835724199672 -0.020449003059676979 0.0071800836494211586 -0.019161916904939555 -0.010989725884823671 -0.011557660128802385 -0.011421169199723113 0.0017824628744430387 0.011014649157384163 0.00045191013050153615 0.0018934245945398723 0.0031270150338493217 -0.027645495500903752 -0.00090580249681847897 -0.0028704216987553394 -0.001975482349014544 -0.0099836973807023929 -0.042665163635909956 -0.03885799374936845 leaf_count=62007 17257 416 4857 423585 62810 2371 19851 8972 115 167 1649 1281 1894 499 98 63 86 1892 79 721 9941 238 3494 106 119 331 817 312 328 752 39 261585 419 3335 109 6750 2120 155 294 188 115 internal_value=0 0.000947238 0.000885615 -0.00137054 0.00392922 0.00613435 -0.000837837 0.000240517 0.0349306 -0.13259 -0.0131748 -0.0269898 -0.019232 -0.0274738 -0.0667432 -0.218403 -0.31061 -0.0499661 -0.0287588 -0.109459 -0.0150722 -0.000510734 -0.0398221 -0.416352 -0.0348441 -0.134103 -0.0279749 -0.00969067 -0.0777964 -0.0288763 -0.20717 0.00568403 0.00464164 -0.0189592 0.0279113 -0.0350354 -0.0828109 -0.165367 -0.271182 -0.334941 -0.234668 internal_count=902217 840210 839794 482286 357508 294698 474731 436571 9254 282 38160 18309 16660 14766 3544 353 255 3191 2692 800 11222 427317 3732 192 7555 489 7066 5169 1897 1080 370 292327 275070 13485 3444 10041 3291 1171 752 597 409 shrinkage=0.0771403 Tree=63 num_leaves=42 num_cat=0 split_feature=0 27 14 13 22 16 26 0 21 20 12 22 32 17 28 16 22 22 4 12 16 4 20 27 26 20 28 9 27 27 22 17 22 8 16 27 22 26 8 22 28 split_gain=6.74136 6.28497 5.12246 6.11774 5.35836 4.61331 4.5497 7.43979 4.31594 4.23273 4.62375 5.00789 5.759 8.99403 8.29358 9.80128 9.62803 7.93827 15.2721 14.5572 7.23593 8.56444 7.70339 6.27089 7.43682 5.9177 6.94077 6.1596 5.4846 6.04045 10.9471 5.39872 5.27003 7.28545 5.22975 4.95932 4.70482 4.52416 4.83386 4.51985 4.43101 threshold=33.000000000000007 52.500000000000007 20.926643170774181 50.700386519656597 1170.2500000000002 168.91240971149432 1.5844617514393635 52.500000000000007 1.5000000000000002 0.83169122749130231 87.275649276110357 305.25000000000006 1.5000000000000002 100.72829533226913 877.25000000000011 222.02250693600178 942.25000000000011 680.75000000000011 5.0068869590759286 59.230970388562802 220.36480948161281 12.788276672363283 0.35987321454335602 8.5000000000000018 0.23947290108990812 0.72415195982155389 1122.2500000000002 0.95600095648015315 13.500000000000002 3.5000000000000004 486.25000000000006 55.931435465997453 1048.2500000000002 450.50000000000006 176.13951806985258 16.500000000000004 1131.2500000000002 0.049355142863610556 156.50000000000003 729.25000000000011 1297.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 3 8 -5 -4 -7 -8 -2 10 11 -1 13 14 17 16 25 20 -19 39 21 22 -13 24 -18 26 -16 -28 29 30 -23 -29 33 -17 -24 40 -15 38 -11 -20 -25 right_child=1 -3 5 4 -6 6 7 -9 -10 37 -12 12 -14 36 15 32 23 18 19 -21 -22 28 34 35 -26 -27 27 31 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 leaf_value=-0.003805278351562723 -0.002581967648417624 -0.0087596279351253789 -0.001416246633074306 -0.0053206467932324112 0.0014043833941788048 0.00011700675897803294 -0.00038021385486515931 -0.0038032074149867102 -0.00045813251049143329 0.025118814755317558 -0.001183482453245719 -0.0010368832263834417 -0.0009293628450861382 0.015639928463232814 -0.015063695930299539 -0.037241059514633364 -0.014481211280074527 -0.020922247661128643 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0.69916976712140022 466.75000000000006 32.500000000000007 512.75000000000011 41.500000000000007 37.91304644102879 12.00056314468384 189.73070712024614 36.500000000000007 0.60651797342234703 35.500000000000007 23.566599845886234 15.004100799560549 -17.102727890014645 46.384017944335945 4488.7500000000009 487.64727599198903 59.66269669635583 1.2224215376497012 1.1570380377198561 1.0000000180025095e-35 1.1011021286789642 28.433049827857605 0.85614557226399335 0.97347751346004452 100.72829533226913 468.75000000000006 19.877800941467289 33.000000000000007 0.74416708208707216 25.500000000000004 -35.537675857543938 23.796254980741612 27.814667845891758 2.0001988466892029 0.89942499633118322 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 17 -5 -6 7 10 9 -9 -7 -8 13 30 -4 39 -17 -3 20 28 23 22 -22 -19 -18 26 27 -26 29 -20 31 -13 -30 -14 35 -35 37 -37 -39 -16 -41 right_child=1 2 14 4 5 6 11 8 -10 -11 -12 12 33 -15 15 16 24 18 19 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shrinkage=0.0771403 Tree=65 num_leaves=42 num_cat=0 split_feature=18 10 20 24 27 23 19 27 28 13 24 23 11 18 20 20 14 28 27 23 8 28 14 28 14 24 25 11 28 6 9 14 23 23 16 1 9 21 10 23 28 split_gain=5.49814 5.40363 7.51922 8.26755 19.7657 6.71141 6.18934 6.36283 8.08231 7.33782 6.34844 7.35493 6.07796 5.53363 7.42201 6.92527 6.87867 6.11103 5.49252 8.73437 14.4611 7.27653 7.00679 7.1481 7.72466 6.74134 6.34938 6.11328 8.9627 11.6386 9.17059 22.324 13.2547 8.39381 7.87843 8.36266 7.5915 7.84112 7.14754 6.69083 6.4683 threshold=6.5000000000000009 0.69146626103849973 0.88987830922777644 28.500000000000004 48.500000000000007 0.95084905962641386 625.25000000000011 38.500000000000007 679.25000000000011 31.970044703123531 24.500000000000004 0.99999688753738858 0.90855527097562339 4.5000000000000009 0.82062952875098827 1.0878012485482 25.008606679865292 583.25000000000011 6.5000000000000009 0.43982441985554027 483.50000000000006 314.50000000000006 12.976355517659695 2256.5000000000005 21.043119403679228 3.5000000000000004 619.25000000000011 0.66608619840036398 2159.5000000000005 0.42223513388772838 0.90832038237456347 63.691632407148845 1.1952615945926985 0.38702800840456136 242.26676365439556 5034.5000000000009 0.89593016199390296 1.5000000000000002 0.94639615953697231 1.596296447831915 1972.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 3 4 6 -6 -3 8 9 -8 -11 -12 13 -1 -15 17 -17 -16 27 20 25 -21 -23 -24 -25 -20 -22 28 29 30 -4 32 34 38 -32 -36 37 -30 -29 -35 -40 right_child=-2 2 18 -5 5 -7 7 -9 -10 10 11 -13 -14 14 15 16 -18 -19 19 21 26 22 23 24 -26 -27 -28 33 36 -31 31 -33 -34 39 35 -37 -38 -39 40 -41 -42 leaf_value=-0.00033520559494260932 0.0088341214863855225 0.00021043930204227924 0.00025511744962708276 0.0063078164561821562 -0.027274080896654281 0.01169684587218805 -0.000394827153778436 0.0047059332869745221 -0.00044482246129541559 -0.0032574467767470779 -0.0007124906898090561 -0.038675104065477507 0.00088658285859102121 -0.010420763116779287 0.0057832502739083415 -0.02222951422273646 -0.0010677709921365394 -0.0069279850205564066 -0.02397503528850755 -0.0065849471556190696 -0.039372746528792663 0.0041404235731889727 0.00037868803285202532 -0.034279972359905694 0.0031361664676031217 -0.00044390454362796172 -0.010702271299233585 0.0016917787749056959 0.0015862337241156045 0.00048191966502787612 -0.0092538670546099041 -0.048488354400384216 0.0032978971114006814 -0.0010719470218363827 -0.055334974465921664 0.003618511907019813 0.0035719993556641671 -0.004028906501789691 0.018868116303421438 0.0022864653629142834 -0.00077430694589350371 leaf_count=284304 419 49648 1313 1076 213 30 7549 1170 43898 12719 57 65 25105 754 776 159 215 317 74 876 49 3043 367136 33 6526 3453 742 1532 6022 10210 1294 78 586 56554 45 21 7968 1962 315 3765 146 internal_value=0 -5.79271e-05 0.00172084 -0.0054794 -0.00629328 -0.291195 -0.00569183 -0.012078 -0.0134081 -0.02986 -0.0444052 -0.271434 -0.00342658 -0.00473383 -0.054455 -0.0130114 -0.130468 0.0271796 0.00349034 0.00515977 -0.0395606 0.00567115 0.00588283 0.00549366 0.038215 -0.0121546 -0.161761 -0.00345446 0.0084052 -0.0105096 -0.0617797 -0.104003 -0.0829766 -0.00906892 -0.137151 -0.474163 0.0244683 0.00267514 0.054782 -0.0111786 0.163952 internal_count=902217 901798 590168 116425 115349 243 115106 65458 64288 20390 12841 122 311630 286525 2221 1467 374 1093 473743 381932 4318 377614 376738 373695 6559 3527 791 91811 29499 13547 3337 2024 1946 62312 1360 66 15952 7984 1993 60319 461 shrinkage=0.0771403 Tree=66 num_leaves=42 num_cat=0 split_feature=26 16 16 26 20 9 8 10 23 4 5 6 27 30 26 17 14 6 16 27 33 11 10 11 22 5 16 4 22 27 22 11 8 5 29 6 25 22 8 4 8 split_gain=5.64186 4.94752 4.55674 7.70057 7.99147 6.30717 5.37186 4.80926 4.51487 7.63839 4.44402 5.66719 7.48259 4.66569 4.58375 4.40818 9.50954 7.16311 5.13218 4.09513 4.05176 4.331 4.84793 8.05329 9.31279 22.001 18.382 11.1426 10.9392 9.73467 9.60292 9.20838 16.4987 9.06796 7.12228 6.87704 6.8395 7.14211 6.60855 6.20969 5.91283 threshold=7.3045742485604164 161.79923119165298 103.24785896212352 1.052830905818148 0.88987830922777644 0.9463339077822216 624.50000000000011 0.87862308812457324 1.2059976189381285 44.002910614013679 78.224712371826186 0.67647058963418127 11.500000000000002 1.0000000180025095e-35 0.42751511396150649 110.58791293050314 30.201361530790436 0.849999975068915 139.31655650780601 11.500000000000002 2.5000000000000004 0.93762159579098781 0.96625830677476221 0.4275809716599191 2190.7500000000005 147.17583465576175 243.34458255267444 25.930676460266117 924.75000000000011 1.5000000000000002 4109.5000000000009 0.50737218196457345 5071.5000000000009 100.00245285034181 3.4496615352056299 0.32433364722904651 930.75000000000011 504.25000000000006 1628.5000000000002 142.15422058105472 2042.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 -5 -1 7 19 -6 -10 11 -7 -13 14 -12 18 -17 -18 -8 -4 21 22 -3 33 28 26 29 -28 34 30 -26 32 -27 40 36 -34 -25 -38 -30 -33 -24 right_child=-2 20 6 4 8 10 15 -9 9 -11 13 12 -14 -15 -16 16 17 -19 -20 -21 -22 -23 23 24 25 31 27 -29 38 -31 -32 39 35 -35 -36 -37 37 -39 -40 -41 -42 leaf_value=-0.0030775847497933437 0.0032926250657724326 6.2240798205592484e-05 -0.0018918048665621471 -0.014563874928861608 0.014890655438048555 -0.0022569445435014373 -0.0058093425087808234 0.0016380265881973802 0.012125327677165528 -0.013824243462657378 0.035911515159596251 0.010965349256281655 -0.0071728977104206781 -0.0072107440283012266 0.010578622446821031 -0.0058051021592569942 0.0085497500800835475 -0.0065048578542441504 -0.001924450490389867 -0.00012742676269184998 -0.00084013820002343058 0.0010240751142200485 0.00039103027080193692 -0.0015989144367650082 -0.045972939094652519 -0.053402356695432883 -0.047317650976205439 -0.012452143348065676 0.0058417688419306821 -0.006630294990960843 -0.0016141665419779293 0.0020249445722699839 0.0011016119690740599 0.0056490085871343763 -0.0182572747793356 -0.046734326199879744 0.0092433892446873583 -0.016516785955305716 -5.7801631002110227e-05 -0.019946881442070522 -0.019761078099914266 leaf_count=1913 3087 771027 13212 84 503 955 2808 5410 189 105 59 575 177 57 152 733 911 237 7243 19209 30340 27238 211 3146 76 51 120 100 1666 1901 47 2460 169 1665 188 20 78 358 3511 79 147 internal_value=0 -0.000140388 -0.0093721 0.0201564 0.104572 0.00102823 -0.0122019 -0.00636692 0.135492 0.0370445 0.0406677 0.0218722 0.0868043 0.160384 0.228963 -0.0307021 0.0137286 0.0705441 -0.0390171 -0.0109727 0.000455663 0.000878452 0.000449402 -0.0167834 -0.0253226 -0.0597813 -0.133431 -0.407954 -0.00597695 -0.103592 -0.376235 -0.000310087 -0.187539 0.0421854 -0.0469522 -0.0513401 -0.0369946 -0.154372 0.0238621 0.0173878 -0.1022 internal_count=902217 899130 54532 4769 881 3888 49763 37831 797 294 1975 1707 752 268 211 11932 1881 1148 10051 32421 844598 814258 787020 15993 13970 5023 2244 220 8947 2024 123 2779 240 2023 3770 189 3582 436 5177 2539 358 shrinkage=0.0771403 end of trees feature importances: Column_16=289 Column_17=204 Column_11=127 Column_27=125 Column_0=121 Column_29=119 Column_20=116 Column_13=101 Column_25=91 Column_30=91 Column_22=90 Column_28=90 Column_14=88 Column_26=83 Column_24=82 Column_9=78 Column_1=75 Column_7=75 Column_12=65 Column_5=63 Column_19=63 Column_21=63 Column_4=60 Column_23=59 Column_32=58 Column_18=57 Column_8=48 Column_10=45 Column_15=44 Column_6=26 Column_2=22 Column_33=20 Column_31=9 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0771403] [num_leaves: 42] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 16899] [feature_fraction: 0.714445] [feature_fraction_seed: 13694] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 3272] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 71] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_11.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:322731] [0:39678.625] [0:1] [0:554] [0:900.2828369140625] [0:1] [-90:90] [1:385720] [0.234375:1] [0:1] [0.125:1] [0:3721.5047968267445] [0:1055.288509485312] [0:581.02990538112954] [0:1] [0:255] [0:125.18925374192781] [1:8] [53:331713] [6.2249252230857579e-06:8.5049504950495045] [1:22] [54:331713] [6.2249252230857579e-06:27.915384615384614] [1:39] [54.5:331713] [6.2249252230857579e-06:188.28971962616822] [1:67] [80:331713] [6.2249252230857579e-06:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=2910 2980 2990 2996 3002 3028 2999 3027 3004 3010 2999 3033 3010 3027 3013 3059 3017 3009 3034 3028 3025 3029 3030 3019 3023 3019 3009 3046 3039 3009 3030 3022 3013 3051 3027 2983 3036 3003 3016 3015 3020 3037 3025 3031 3022 3018 3021 3012 3003 2988 3001 3015 3008 3024 3007 2991 3031 2976 3026 3025 3040 3020 3001 2999 2994 3014 3012 2974 3006 3000 2983 3001 2992 3027 3033 2985 2983 2990 3026 2969 3005 Tree=0 num_leaves=35 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 26 17 0 1 16 29 1 17 29 16 20 14 16 11 29 29 0 0 17 16 split_gain=23092.9 5853.38 3150.4 2804.99 1657.42 1384.83 798.158 482.578 436.261 433.426 353.645 346.34 179.557 143.795 104.317 103.867 92.8744 88.0627 87.9029 86.459 83.6696 78.9927 72.6201 67.1866 65.7937 64.8212 53.8731 50.3628 48.7811 48.6845 41.28 40.5482 39.0526 40.2798 threshold=215.43552304217101 1.5000000000000002 195.59501730352812 228.59248307714867 1.5000000000000002 0.59953604261534499 1.5000000000000002 87.95585196669937 234.96569215921667 174.53599137931039 207.00084459459461 223.22171619998912 0.67354613176505673 233.22030715681487 0.78189605695375575 46.496668476885851 40.500000000000007 430.50000000000006 240.41897266437522 0.532469487687807 391.50000000000006 81.110201321802705 0.57790576257912951 188.84487378020307 0.75904295916698483 19.623122625453004 232.15018375412399 0.84797734711101069 0.59359637554436329 0.62521790802235022 35.000000000000007 40.500000000000007 71.931536470760037 210.48805555054994 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 19 7 9 26 16 17 25 28 24 -9 -11 27 -4 -10 -3 -12 31 -8 30 -7 -2 -5 29 -6 -1 -17 -19 33 -22 right_child=1 5 4 8 12 13 22 14 18 15 20 -13 -14 -15 -16 23 -18 21 -20 -21 32 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=0.51918686330340713 0.5418009617640579 0.50847412782819223 0.53034089504984527 0.5534938483969627 0.50906966559581845 0.52752844256452791 0.50805855007702627 0.52902740781648694 0.55872968921027477 0.53453038012175547 0.53487822122965278 0.55006036469154296 0.52770103281984637 0.54961216619516795 0.54498133784241853 0.52733658612133327 0.5176045131264766 0.53681631098855387 0.56244525941761747 0.51822988411844761 0.5383851519005336 0.54798661941866922 0.51730343809070789 0.52895422927571123 0.53961246581169409 0.54575673293340465 0.55606548251134169 0.52761871805053595 0.5182207772973213 0.52403966512526945 0.52314116340838868 0.53340451184455373 0.5488343997519306 0.54137038455230213 leaf_count=19256 21023 12473 20532 79538 8950 3205 13384 2487 85674 7857 12731 112451 3872 4252 5841 17214 29557 25616 39636 5603 29815 2010 4955 30337 4774 109240 61460 6580 3429 16201 23756 35194 2352 54219 internal_value=0 0.132563 -0.190255 0.157983 -0.10378 -0.294384 -0.287109 -0.264337 0.228851 -0.277282 -0.0765254 0.0802253 -0.4098 -0.0345194 -0.030002 -0.226291 -0.333664 -0.124532 0.271785 -0.470219 -0.0361541 -0.10595 -0.484654 -0.238315 -0.113672 0.0451279 0.190695 -0.303463 -0.468588 -0.318374 -0.264729 -0.112397 -0.0250004 -0.0285575 internal_count=915474 539329 376145 509022 198720 30307 177425 159086 266308 150758 182469 242714 16251 12231 8328 79164 71594 83352 125310 18076 99117 62820 18339 71307 7979 130263 140998 42037 12379 35457 40970 60810 86386 84034 shrinkage=1 Tree=1 num_leaves=35 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 1 29 16 1 2 29 16 9 2 20 16 1 20 12 16 16 9 16 10 16 19 20 26 split_gain=20149.6 5334.39 2792.57 2365.57 1308.67 1239.8 640.591 393.136 380.522 288.289 265.091 175.01 145.444 136.216 94.7153 84.4379 77.6234 75.5382 71.3908 63.1786 61.1914 60.8269 60.6416 53.8391 50.1597 43.6729 43.6609 41.6428 39.719 39.5759 37.3809 31.6902 29.0338 28.2045 threshold=214.00080256821835 1.5000000000000002 228.59248307714867 193.69612634627572 1.5000000000000002 0.59953604261534499 1.5000000000000002 221.99358074833901 236.21299446749657 203.52493383940387 173.31417308397508 1795.5000000000002 0.65300521349848062 231.98646466565353 462.50000000000006 15.252659574468087 0.52238124446261847 232.15018375412399 0.93928850917749085 12.159545454545457 0.59953604261534499 244.76057056154414 321.50000000000006 0.75904295916698483 82.988329701443533 225.76074631387934 208.96514542275693 0.95560577616346309 217.89143687344833 0.99529740771309061 154.48383363201916 11757.000000000002 0.77866861456050651 2.0779018489298866 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 9 16 10 22 17 24 11 19 -6 23 -11 -12 -3 -4 -13 30 -8 -10 -2 -7 -5 -9 -16 -21 -24 -23 -1 -18 -14 -26 right_child=1 5 8 4 12 13 20 25 21 14 15 18 32 -15 26 -17 31 -19 -20 27 -22 29 28 -25 33 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.023423601824328885 -0.0044367885815407839 -0.031536918316706117 0.010573481992394943 -0.011591738086088229 -0.030083852946847834 -0.0141944415234569 -0.031525763543518805 0.0058585489330836311 0.016513556609404328 -0.0069196432560420388 -0.015196460510018887 -0.013588927189424624 -0.020636982172453168 0.0062069096667346719 -0.0040955924358566679 -0.010463212908337523 -0.02398981153175838 0.013365961142951905 0.0030456911742677757 -0.020646710586561322 -0.0215748219075554 0.021775437919850066 0.00086297440267049414 -0.0032640980559352772 -0.007443391234540203 0.0082119795986784986 -0.0010838387945945234 -0.014826437606019234 0.00324315125894417 -0.019850622547259854 -0.019744544451260948 -0.0063776372377130275 -0.011121122961518902 -0.018437960493977012 leaf_count=21169 6175 13046 79386 21562 9815 3226 14198 74466 89113 26190 51894 2710 3640 4814 36818 23217 5659 85771 1846 8690 3228 12025 53474 4730 40487 61090 46182 13147 67509 98 26427 471 2183 1018 internal_value=0 0.11779 0.14175 -0.186785 -0.109873 -0.279039 -0.273566 0.0685938 0.213895 -0.0847275 -0.252362 -0.294846 -0.386858 -0.0376315 -0.0536365 -0.210512 -0.439801 0.184305 -0.104984 -0.307304 -0.454987 0.262169 0.028653 -0.11797 -0.138556 0.10606 -0.0370923 -0.26277 0.0335866 0.328627 -0.327736 -0.346985 -0.261651 -0.11823 internal_count=915474 561053 529107 354421 187895 31946 166526 262714 266393 172257 149100 73989 15638 12770 109190 75111 19176 165157 4556 69433 17426 101236 127158 7956 63067 135556 83000 21837 120983 12123 47596 6130 5823 41505 shrinkage=0.065238 Tree=2 num_leaves=35 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 17 16 21 1 29 17 12 23 14 16 12 16 14 23 16 11 17 10 14 28 16 split_gain=17670.8 4555.49 2277.62 2241.96 1185.99 902.368 604.066 402.315 352.905 341.161 294.218 235.787 129.114 128.204 109.424 103.202 82.2426 81.2622 70.6652 63.5509 61.5181 57.8824 55.841 52.2712 48.3632 41.238 38.3588 38.3521 37.3148 35.4368 34.5819 32.7176 32.2351 31.547 threshold=214.74203813175697 1.5000000000000002 229.24086943269711 195.59501730352812 1.5000000000000002 0.65855140325400841 1.5000000000000002 87.95585196669937 223.22171619998912 165.84789504036911 236.58890576470097 207.00084459459461 0.65855140325400841 43.735513949821417 184.72942014061053 1.5000000000000002 365.50000000000006 0.74449370178693497 81.110201321802705 76.302038200428285 0.51632811756117702 19.623122625453004 233.22030715681487 77.13046532517447 244.76057056154414 20.19228503836565 0.85542964372761554 220.86074328790991 0.83531893880254549 76.324665501966152 0.99529740771309061 52.814177097830921 311.50000000000006 202.25383097283495 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 16 7 9 21 28 22 18 -6 -11 -15 -7 -3 -9 23 -13 -8 32 -4 -5 -12 -10 -17 -23 -1 -21 -26 -18 -2 -25 right_child=1 5 10 4 12 15 20 17 25 13 24 19 -14 14 -16 26 31 -19 -20 29 -22 27 -24 33 30 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.020989447886832571 -0.017501340665238358 -0.029713910157459621 0.010489242458761549 -0.010471364231349466 -0.027573867866887803 0.0079831501068637119 -0.029988726127034026 -0.011156050440129033 0.0043746777904376767 -0.0061868245344355597 0.015605126570384089 -0.006466823812529404 -0.014847812994460575 -0.016690360825263973 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internal_count=915474 550259 519170 365215 188051 31089 177164 158868 267025 150537 252145 172562 15489 99729 90802 13197 17892 8331 83239 89323 18296 140320 157677 81159 94468 126705 10688 117451 50808 76185 12065 6406 22869 62823 shrinkage=0.065238 Tree=3 num_leaves=35 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 16 26 0 29 16 17 29 12 16 8 29 14 29 16 0 14 0 16 14 29 split_gain=15409.1 3884.15 2116.32 1880.27 1052.28 974.416 587.502 356.511 358.307 274.212 256.451 182.678 124.512 89.959 89.431 81.7032 81.2736 74.8243 71.6449 64.1909 61.619 52.0054 49.6317 48.9108 47.3321 46.8884 45.6318 38.4443 37.2101 36.1633 35.4432 34.6417 32.144 32.1267 threshold=215.43552304217101 1.5000000000000002 197.84503609394596 229.24086943269711 1.5000000000000002 0.63514196139630219 1.5000000000000002 87.95585196669937 174.53599137931039 223.3990001020517 236.02851430976435 208.64291491560229 0.66606377088481084 46.496668476885851 230.75225638245675 0.78189605695375575 43.000000000000007 0.49181667202400087 189.57194375259448 76.324665501966152 0.51260620207152352 71.088834764831859 242.63220945930331 335.50000000000006 0.64023918076439867 19.382714057032562 0.62521790802235022 220.0929164162545 43.000000000000007 20.19228503836565 35.000000000000007 232.6081816330238 48.638724235299001 0.55148662347253619 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 17 7 8 16 23 25 19 33 -10 -7 -9 26 -3 30 24 -8 -13 -12 -2 -4 -5 -1 -25 -17 -11 -15 -27 -19 -6 right_child=1 5 4 10 12 14 20 15 13 29 22 21 -14 18 -16 28 -18 32 -20 -21 -22 -23 -24 27 -26 31 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.01801303492886926 -0.0032167974123130396 -0.027821435334708787 -0.0095916008579804528 0.0063187702487271496 -0.027461954154932206 -0.0056842495996346143 -0.028179467820268131 -0.010631884518247385 -0.0052661657170456214 0.0040847779035822753 0.014163386236065665 -0.0067467782498054707 -0.011336160737285937 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89.269552621700484 240.41897266437522 168.63508829300198 15.252659574468087 161.31408447693559 111.22556009957327 80.438077169749349 230.90514106286963 2000.5000000000002 165.84789504036911 0.60258710565945461 0.60986904115849316 33.000000000000007 2.1342115993173056 0.54217225966144489 109.85533905932739 0.64632346397695783 29.500000000000004 2.0543882165994383 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 8 14 10 22 18 21 11 19 29 -7 -3 -10 -9 23 31 -1 -13 -2 -4 -12 -22 -8 -11 -17 -29 -6 -15 -5 -33 -34 right_child=1 5 7 4 12 13 25 16 15 26 17 20 -14 30 -16 27 -18 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 32 33 -35 leaf_value=-0.017140609754279498 -0.0019076282535755926 -0.02558087911105179 0.0079772481817383615 -0.011694570306167088 -0.025900737288666775 -0.0067207723659994676 -0.026110539530597179 0.012576959356076842 -0.0051370364281967291 0.0006730184913662894 -0.019802780322827149 0.0043766290158263246 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0.0728725 -0.139472 -0.126502 -0.138981 internal_count=915474 571887 539205 343587 198749 32682 144838 290331 181974 248874 129453 74327 16775 11744 20938 99221 128887 55126 82753 47197 27130 116614 161444 24664 25725 15385 132260 60006 38570 12898 6025 54782 41315 34020 shrinkage=0.065238 Tree=5 num_leaves=35 num_cat=0 split_feature=29 17 32 11 0 14 20 17 12 11 17 0 0 0 19 12 0 0 20 1 12 11 1 1 30 30 17 30 1 1 17 20 17 30 split_gain=6979.34 3614.58 1776.08 609.802 566.068 539.167 416.213 353.48 313.151 199.989 190.794 176.919 171.444 159.827 157.972 135.481 129.225 119.693 112.622 97.3213 95.1341 93.7522 81.7954 70.0365 79.5163 72.3348 68.4481 64.3494 61.7755 61.5442 59.7532 57.456 64.2942 56.7087 threshold=0.71100868940146744 48.703517645709233 1.5000000000000002 0.8681511531815792 45.000000000000007 20.265071566225195 0.65197161956895566 44.137239333576581 78.059397513309008 0.8378458057113719 52.513013469590284 40.500000000000007 33.000000000000007 45.000000000000007 1303.2500000000002 85.559397513309008 40.500000000000007 46.500000000000007 0.56023562875201594 557.50000000000011 100.92640687119287 0.8362033663757803 587.50000000000011 566.50000000000011 1.0000000180025095e-35 2.5000000000000004 50.960711011792021 1.0000000180025095e-35 759.50000000000011 617.50000000000011 53.399101812696919 0.71283954581477349 76.324665501966152 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 8 10 11 33 13 12 23 22 21 -1 20 -15 -5 26 -9 -4 -12 -8 -2 -3 -6 30 -26 28 -22 -10 -11 -25 -21 -33 -7 right_child=1 4 18 15 9 6 7 17 16 29 19 -13 -14 14 -16 -17 -18 -19 -20 31 27 -23 -24 24 25 -27 -28 -29 -30 -31 -32 32 -34 -35 leaf_value=-0.010085239037624051 -0.0025235042944364476 -3.8990648351609465e-05 -0.024168267406933314 -0.0025690709931139141 -0.011155457411266155 0.0028417222378000545 0.0080002183763309559 0.0067552949959440297 -0.0024478286534266773 -0.0050659806404316386 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203.52493383940387 43.936527883115261 0.67951777780294376 75.458512931034491 178.92146780832726 359.50000000000006 242.12402377859556 89.816756826189717 0.92659440097544532 76.324665501966152 71.931536470760037 24.000000000000004 230.90514106286963 80.438077169749349 35.000000000000007 440.50000000000006 0.51632811756117702 18.00000095367432 51.030143225591601 0.98670138659695561 0.93376821061722093 194.78174593052026 13.298936170212768 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 11 16 7 9 23 22 24 20 -11 -6 -7 -14 -3 -10 -13 -9 33 -20 -1 -4 -2 26 -17 -8 -12 -26 -19 -24 -33 -5 right_child=1 5 8 4 13 14 27 19 17 12 28 18 15 -15 -16 25 -18 30 21 -21 -22 -23 31 -25 29 -27 -28 -29 -30 -31 -32 32 -34 -35 leaf_value=-0.013535209820297916 -0.00146132653942711 -0.022855002709249197 0.0071236639908135273 -0.0080104681477149078 -0.021134793938495169 -0.0064662044860427327 -0.023040846839016627 -0.0053332413630497923 0.011320605634927677 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0.57945067751296764 37.500000000000007 0.87059222062808883 872.50000000000011 104.0477272147525 462.50000000000006 33.000000000000007 677.50000000000011 0.56023562875201594 28.000000000000004 778.25000000000011 24.000000000000004 29.500000000000004 0.93928850917749085 1.0000000180025095e-35 0.89394644115574351 1.0000000180025095e-35 3448.5000000000005 0.92463890831891427 29.448637621675655 68.402543263816625 0.73232790198307451 69.713203435596441 232.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 7 8 13 16 23 20 -8 29 15 19 22 32 -1 -7 -4 -5 -10 -17 30 -3 -19 -15 27 28 -11 -9 -6 -22 -2 -14 right_child=1 5 18 6 14 17 10 11 9 26 -12 -13 33 25 -16 21 -18 24 -20 -21 31 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0093733983834513434 -0.010269045548151829 -0.017889103684691959 -0.021119734053228093 0.007378729033761626 -0.002686917922679949 -0.0019165770662223109 -0.016760437686233035 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1.5000000000000002 221.61209626208066 202.6751809836048 38.715633423180599 162.80821709155046 29.708994708994712 0.66606377088481084 239.25449290363053 48.638724235299001 235.13448015112917 30.75767706152941 19.77975118265881 311.50000000000006 14.75235849056604 230.75225638245675 0.85140462985290577 111.22556009957327 0.93569075574032212 0.67130638703219359 0.95334823553949477 1.0000000180025095e-35 1.4638583222427806 31.986256956365199 247.146854890816 27.357013450278007 2.5000000000000004 0.95963422209480131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 15 9 21 10 18 20 11 22 -6 -7 -8 32 -14 -11 19 -2 -5 -4 -1 26 -13 -26 -12 29 -29 -20 -16 -27 -3 -25 right_child=1 4 6 5 12 13 14 -9 -10 17 23 24 16 -15 30 -17 -18 -19 27 -21 -22 -23 -24 33 25 31 -28 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.015156718318702198 -0.016912009244928614 -0.01526773005307089 0.0063189110878031744 -0.0075090677933135133 -0.0087626849969604896 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0.164149 -0.281773 0.0346858 -0.0415114 0.0152347 -0.0178861 -0.100325 0.111674 -0.223655 -0.0823534 -0.162143 -0.155492 0.0497808 0.0227054 -0.0201296 0.0272351 0.186057 -0.161581 -0.29087 -0.10319 internal_count=915474 582668 549075 332806 33593 187997 290381 144809 258694 172131 129417 118970 13675 15866 128838 19918 8844 95988 139992 25765 76143 161543 44092 10447 74878 66760 1423 114227 10924 103303 53272 62607 19130 9024 shrinkage=0.065238 Tree=9 num_leaves=35 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 2 0 20 0 16 13 20 14 8 16 0 11 29 20 19 29 26 14 8 0 7 8 26 split_gain=7628.4 1700.78 1244.69 784.383 553.263 451.746 237.764 162.231 132.622 120.48 110.846 74.3333 61.597 61.3011 50.015 46.9231 43.7194 41.6546 33.8377 31.2886 31.2459 31.0674 30.5022 27.3298 26.6603 26.5764 26.4725 25.6003 25.4453 25.1698 22.7537 21.9258 21.491 21.1068 threshold=216.60259989801173 1.5000000000000002 197.84503609394596 230.14849273202154 1.5000000000000002 0.65197161956895566 1.5000000000000002 174.53599137931039 224.42507891132155 208.64291491560229 238.25606709713531 38.715633423180599 33.000000000000007 0.71948973184438303 43.000000000000007 235.13448015112917 26.234697861780742 0.49349395172668958 19.854522799850699 473.50000000000006 111.22556009957327 29.500000000000004 0.88034951159951169 2.0543882165994383 0.80431543825032425 315.25000000000006 0.60123654989201702 1.9943233082706768 48.638724235299001 505.50000000000006 33.000000000000007 -7.5946431159973136 585.50000000000011 0.9617864075364625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 17 7 11 25 19 21 14 16 -6 22 32 -9 28 -11 -4 33 -5 26 29 -8 -2 -1 -21 -3 -14 -20 -27 -7 -13 right_child=1 5 4 10 13 15 24 12 -10 18 -12 20 23 -15 -16 -17 -18 -19 30 27 -22 -23 -24 -25 -26 31 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.013320990896498543 -0.003536735277477711 -0.018750939473678764 -0.0060659227812031096 0.008465487586125961 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0.66070197044334988 1.5000000000000002 97.261330325256907 234.01444508026609 220.0929164162545 1.5000000000000002 161.31408447693559 202.25383097283495 43.735513949821417 0.76724534466897198 3608.0000000000005 76.324665501966152 0.54217225966144489 239.25449290363053 49.982870031521955 81.110201321802705 178.92146780832726 111.22556009957327 145.85162802985275 39.210909782007256 0.95326682412705266 1.70565200963311 43.440587646268774 256.25000000000006 473.50000000000006 1815.5000000000002 51.728534399303172 20.576334861181799 224.93630875027074 0.52238124446261847 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 26 11 9 31 27 10 21 15 -12 -8 32 18 -7 -9 -5 28 -14 24 -23 -24 25 -1 -3 -2 -13 -26 -29 -4 -6 -32 right_child=1 4 7 5 14 16 13 17 -10 -11 12 19 20 -15 -16 -17 -18 -19 -20 -21 -22 22 23 -25 29 -27 -28 30 -30 -31 33 -33 -34 -35 leaf_value=-0.017699228354454047 -0.014372658472430246 -0.016928556607583502 0.0041002858804683453 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-0.174481 -0.164347 -0.06229 -0.144036 0.00955272 -0.0470706 -0.0885923 -0.216616 0.1411 -0.093922 -0.0408753 -0.157083 -0.203986 -0.210873 -0.190588 -0.106954 -0.197496 -0.245358 0.00688075 -0.0432695 0.00572832 0.00784797 0.0934814 -0.0774119 0.019374 internal_count=915474 594107 559512 321367 34595 176598 144769 300802 258710 137820 123451 161603 81626 6949 15572 72525 14995 145750 69497 89078 69928 41825 39053 24959 2772 1537 19023 123135 87785 1235 122613 155052 12553 73986 shrinkage=0.065238 Tree=11 num_leaves=35 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 30 20 16 20 16 17 16 30 17 30 30 1 30 30 25 16 10 26 17 11 24 4 17 17 26 split_gain=5854.35 1383.39 855.048 694.855 345.547 294.136 190.477 172.64 118.599 95.8132 91.4142 90.498 83.8293 67.0158 60.6255 53.5661 46.8446 43.2405 42.1217 40.9558 28.2338 27.5045 26.4387 26.2067 25.0475 24.5177 24.1405 23.7412 35.5902 25.2825 26.9872 23.5558 22.2774 22.2107 threshold=215.43552304217101 0.59953604261534499 197.84503609394596 228.59248307714867 0.66606377088481084 1.0000000180025095e-35 87.95585196669937 165.84789504036911 237.38986070618725 1.5000000000000002 0.64336846252339219 223.3990001020517 0.65928100572303838 208.96514542275693 46.496668476885851 182.89806093809037 1.0000000180025095e-35 76.324665501966152 1.0000000180025095e-35 1.0000000180025095e-35 1645.5000000000002 1.0000000180025095e-35 1.0000000180025095e-35 256.25000000000006 245.77520772412481 0.99529740771309061 1.9943233082706768 49.982870031521955 0.78703995609733324 20.500000000000004 16.263455390930179 50.199077372833393 54.35512932384821 0.78189605695375575 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 11 9 -2 7 21 18 -4 16 19 -8 17 -12 -16 -9 26 27 31 -7 -1 -13 -15 -10 -26 -6 29 -29 -5 -31 -3 -25 -14 right_child=1 3 4 8 13 20 12 10 24 -11 14 22 33 23 15 -17 -18 -19 -20 -21 -22 -23 -24 32 25 -27 -28 28 -30 30 -32 -33 -34 -35 leaf_value=-0.012140852810389728 0.00084582297572703929 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0.62641777444253866 197.84503609394596 230.58840336134458 1.5000000000000002 1.5000000000000002 0.62521790802235022 223.74185066183341 40.500000000000007 1.5000000000000002 208.96514542275693 237.61023039854402 0.93472362023272271 89.816756826189717 29.500000000000004 1.5000000000000002 0.94091688688607833 728.50000000000011 1.0000000180025095e-35 2.9842770626975303 15.252659574468087 52.814177097830921 256.25000000000006 185.62580067990697 0.65241772276255039 1351.7500000000002 29.500000000000004 579.50000000000011 0.49349395172668958 247.146854890816 0.88214694344557054 294.25000000000006 20.265071566225195 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 7 10 25 9 15 16 14 20 26 -10 -6 30 31 19 24 27 -8 -4 28 -12 -14 -18 -2 -5 33 -7 -13 -1 -3 -24 -9 right_child=1 3 4 11 13 21 8 18 12 -11 22 29 23 -15 -16 -17 17 -19 -20 -21 -22 -23 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0088434711804290921 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0.075819 -0.0413569 -0.142097 -0.133019 0.045697 -0.108934 -0.169629 -0.0284586 0.112167 -0.136934 -0.1867 -0.153564 0.0247004 -0.0792523 -0.066167 0.0631791 -0.124725 -0.0501314 -0.210048 -0.00832232 -0.122492 -0.0816099 0.0116583 0.0993289 0.067569 -0.218184 0.135961 -0.126875 0.027419 -0.00717427 0.0459197 internal_count=915474 521176 394298 495534 202528 25642 191770 270973 115671 76099 186020 224561 59522 16508 61393 123112 56149 43602 147861 12547 89592 17783 96428 49581 37128 7859 145864 135706 17070 78697 30391 120269 95962 35811 shrinkage=0.065238 Tree=13 num_leaves=35 num_cat=0 split_feature=16 20 16 16 32 32 17 16 16 16 32 20 17 16 32 12 16 17 14 31 17 9 14 17 17 17 13 26 17 26 26 31 2 26 split_gain=4476.35 1009.11 719.92 479.612 350.346 216.16 156.043 116.762 93.7335 87.6625 80.3302 69.1287 67.2034 61.1686 45.9529 43.3177 41.9669 30.875 26.6883 25.6394 25.3139 25.1369 25.086 24.6099 23.3555 23.2601 24.1552 23.0323 22.6072 22.5331 22.4164 22.0848 21.1636 19.8027 threshold=216.60259989801173 0.59953604261534499 194.9692996231156 230.58840336134458 1.5000000000000002 1.5000000000000002 81.110201321802705 161.31408447693559 207.00084459459461 224.93630875027074 1.5000000000000002 0.71283954581477349 40.454750416364654 237.61023039854402 1.5000000000000002 96.5802127934803 180.97865047138845 81.110201321802705 20.12486631661848 1.5000000000000002 48.703517645709233 0.89185564560377173 52.814177097830921 47.971289003484721 49.426351995874512 47.368842111645129 26.234697861780742 0.88909359129793397 71.931536470760037 1.9943233082706768 2.2855122091440108 1.5000000000000002 16.147603485838783 0.44600062552376724 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 -2 7 21 17 14 12 -8 -9 23 32 -6 24 25 -10 -11 -18 -1 -7 31 -14 -4 -27 -13 30 -28 -20 -5 -3 -23 right_child=1 3 4 13 15 22 11 10 18 19 -12 27 16 -15 -16 -17 20 -19 28 -21 -22 33 -24 -25 -26 26 29 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.015948881202176635 0.00076339037640519366 0.0010726711411865354 0.0017091338221976839 0.0063597511310379915 -0.013784545365604963 -0.013564230399065666 -0.0097549349993062036 -0.0011293601428023999 -0.0025702440677515996 0.0043112650987857104 -0.01315680888937695 -0.0032061717337464541 -0.0072688499419518715 0.0082875910476251334 -0.0055685493792621389 -0.0070574089907089847 -0.0025341406020606056 0.0040351417556974186 -0.00027815855707157596 0.00089852512400444946 -0.0069960497101082654 -0.013096042076977234 -0.00051592228470280868 -0.00044681797347001425 -0.010411929062939944 -0.0063749103701916127 -0.0033074372406626286 0.0041650657276090797 0.0059065961542546837 -0.011448709754169213 -0.0087327054672683389 0.0031072621128238947 0.0026533580623844017 -0.01008746517188553 leaf_count=5196 6700 72156 3123 134218 11865 16407 2880 7122 27194 114021 10798 2588 16160 78928 3631 6204 6079 2187 84998 10208 49283 14269 652 2452 26664 15182 64682 5956 2480 1480 1356 9515 72042 26798 internal_value=0 0.0608366 -0.0803677 0.0704581 -0.0424659 -0.140498 -0.12851 -0.136458 -0.0305711 0.0422053 -0.119531 -0.0155441 -0.111108 0.104603 0.0257499 -0.175891 -0.117912 -0.0554555 -0.0119865 0.0617867 -0.0997289 -0.178941 -0.200275 0.0924904 -0.141419 -0.0584928 -0.0617443 0.0296192 -0.00359532 -0.0534896 -0.00629877 0.094185 0.0285476 -0.170649 internal_count=915474 520930 394544 497171 220751 23759 173793 162369 202682 272058 116106 11424 105308 225113 147829 18069 98186 86654 116028 124229 55362 46263 17059 146185 42824 84467 81344 8544 88834 66162 86354 143733 144198 41067 shrinkage=0.065238 Tree=14 num_leaves=35 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 17 16 16 20 20 17 18 16 20 17 12 17 17 17 29 10 17 11 12 0 15 16 0 9 split_gain=3924.79 1057.58 616.38 385.302 256.31 201.945 148.022 130.151 72.0893 62.3337 61.37 55.0718 51.5393 50.4169 34.868 34.2934 33.9766 28.8681 28.6097 26.7967 25.5927 25.534 25.4639 25.3552 24.7354 24.2307 22.981 34.7962 30.7544 22.4856 21.7668 21.2038 21.1157 20.2966 threshold=211.62881230313141 1.5000000000000002 225.76074631387934 189.57194375259448 0.70639855742081237 1.5000000000000002 97.261330325256907 233.5291349299205 1.5000000000000002 162.80821709155046 43.735513949821417 218.91935321233078 202.25383097283495 0.64336846252339219 0.49349395172668958 76.324665501966152 1.5000000000000002 243.8988934924765 0.8000752728641326 49.982870031521955 89.269552621700484 81.110201321802705 47.599176750120243 51.599724352840916 1.6508169262094408 0.98670138659695561 53.629643410031512 0.79297060481956327 130.30203820042831 33.000000000000007 0.38092118972943795 177.9055204293077 33.000000000000007 0.93376821061722093 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 14 12 8 26 9 33 -11 23 15 -8 -3 19 -6 -9 -7 -5 -14 -22 -13 29 31 -19 32 -28 -29 -2 -21 -12 -4 -1 right_child=1 4 7 5 16 18 13 17 -10 10 24 22 20 -15 -16 -17 -18 25 -20 30 21 -23 -24 -25 -26 -27 27 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.013090893545839057 0.00012909490937293623 -0.013239239912132298 0.0049535192185867936 -0.00095600992618834007 0.004356676093374796 -0.012131436270256951 -0.0098049523876915113 0.0067143313155914909 -0.013131504360002278 -0.0024740214494136589 -0.0089894806043638639 -0.00012467143213353983 -0.0033842976198934943 0.0039065209497030681 -0.0079067366649050036 0.0024376654819058645 -0.0031742024508732919 0.0099888288017626076 -0.0038584043621388208 -0.010767272548757884 -0.0013410414999865837 0.0085500566296691279 0.0025206514787025126 0.00084650426206322365 -0.014580595570623599 -0.012015404575049652 0.0032841794316385477 -0.025518015815599124 0.0019257383739815447 -0.003249102375838898 -0.004852018891705806 -0.0066193222485287917 0.0033386043560380795 -0.0095281336673987676 leaf_count=8346 19457 16748 121167 7373 5304 12964 1444 140674 14418 10389 27951 18012 35895 5445 7581 3010 4910 15271 2062 2771 52070 1135 110478 68839 2252 216 1606 415 299 14737 59441 37774 48154 36866 internal_value=0 0.0481559 0.0586431 -0.0890031 -0.121654 -0.0576626 -0.12723 0.0865417 -0.134372 -0.126565 -0.109506 0.0191427 -0.0473577 0.0158261 -0.177467 -0.0671368 0.0112892 0.107432 -0.168554 -0.0716572 -0.0312425 -0.0173218 0.0329536 0.00191951 -0.120446 0.148409 0.0675356 -0.0313163 -0.214989 -0.0203386 -0.0784128 -0.116915 0.06889 -0.156133 internal_count=915474 593868 559325 321606 34543 176721 144885 327802 137996 123578 78366 231523 161695 6889 24329 72595 10214 156161 15026 69585 89100 53205 128490 103033 67977 15487 171641 2320 714 34194 62212 65725 169321 45212 shrinkage=0.065238 Tree=15 num_leaves=35 num_cat=0 split_feature=26 17 20 0 14 0 30 0 9 12 14 8 20 12 30 0 19 30 11 17 17 17 11 25 22 0 30 11 19 0 12 11 11 20 split_gain=2066.46 923.931 427.212 218.399 179.609 164.71 147.892 125.216 95.6779 86.4721 76.8671 74.3882 58.7122 58.7731 57.8247 57.6384 55.0191 57.2595 53.9397 51.2063 46.1999 46.4042 43.793 42.4555 35.9846 37.2201 32.4357 30.3352 29.5595 31.193 27.7574 27.702 27.2782 27.0851 threshold=0.76724534466897198 48.409106756592621 0.59953604261534499 48.000000000000007 20.265071566225195 29.500000000000004 1.0000000180025095e-35 35.000000000000007 0.94310013467016152 69.088834764831859 20.635296334404348 465.50000000000006 0.68752646062658773 104.88782463805519 1.0000000180025095e-35 35.000000000000007 626.25000000000011 1.0000000180025095e-35 0.84617029442403646 52.080940371005831 51.867307107749824 81.110201321802705 0.81366990497425296 678.25000000000011 246.25000000000003 29.500000000000004 1.0000000180025095e-35 0.90332432813635832 3448.5000000000005 52.500000000000007 98.58326112068525 0.86391085618626884 0.87236623050411832 0.73232790198307451 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 15 9 18 12 -5 31 24 22 -6 -14 20 -2 -9 28 -1 27 30 -22 -7 -10 -3 -26 -15 -11 29 -18 -12 -4 -13 -16 right_child=1 3 5 8 7 11 -8 16 23 19 14 32 13 26 33 -17 17 -19 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96828 6393 18718 36662 29427 21283 17688 5969 9413 1868 45842 6756 5864 21940 internal_value=0 0.0264532 -0.0852245 -0.0103254 0.0624317 -0.053889 -0.147983 0.0698805 -0.0542205 -0.0221029 0.00408468 -0.0896522 0.0802604 0.0818723 0.0126932 -0.00588393 0.0319761 0.0446449 -0.0979882 0.000830356 0.0186821 0.00465877 -0.119783 -0.0400569 -0.0302657 -0.0259299 0.0936136 0.0222749 0.0566791 0.0449288 0.0365757 -0.0712555 -0.0534415 -0.0337595 internal_count=915474 698235 217239 345278 352957 144893 72346 318256 85335 76712 259943 68181 249839 247107 207853 34701 68417 57034 32549 52307 184116 103221 37215 72384 52090 50710 156435 35589 49844 40431 80895 24405 30966 23737 shrinkage=0.065238 Tree=16 num_leaves=35 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 16 17 16 20 30 0 1 17 26 29 30 11 18 17 16 17 0 16 14 17 26 25 16 24 10 split_gain=3148.43 827.163 477.016 315.82 200.814 152.78 124.454 79.206 61.0784 60.6923 49.245 42.7942 39.5634 38.1043 33.8814 30.9996 26.7651 26.1393 28.538 22.7876 22.6569 22.1405 20.9166 20.6215 20.6041 20.0997 18.8878 22.7958 18.8799 19.3719 18.7152 18.3747 17.5795 17.5133 threshold=211.35132077608594 0.65197161956895566 227.51381134672306 189.57194375259448 1.5000000000000002 0.66606377088481084 97.261330325256907 236.02851430976435 154.48383363201916 219.10346189464511 76.324665501966152 202.6751809836048 0.64336846252339219 1.5000000000000002 29.500000000000004 150.50000000000003 51.599724352840916 0.54248603588867494 1.6508169262094408 1.0000000180025095e-35 0.6800178253119431 3.5000000000000004 47.599176750120243 245.77520772412481 58.737796398775508 33.000000000000007 111.22556009957327 39.454590340698125 47.207991627212714 2.0779018489298866 256.25000000000006 224.08373735714454 20.500000000000004 0.99529740771309061 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 6 15 13 8 19 26 16 11 28 -8 -5 -10 -2 25 -16 -19 21 -12 -4 -11 -9 -17 -3 27 -1 -7 -30 -18 -24 -23 -25 right_child=1 2 7 5 -6 10 12 23 14 22 20 -13 -14 -15 17 24 30 18 -20 -21 -22 32 31 33 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 leaf_value=-0.0093773836263355663 -0.010533860342722712 0.0001380931782975593 0.0048415035279130133 -0.0062818783554271836 -0.011223736618696861 0.00078688617074679928 -0.0086053098044972017 0.0063638046667767309 -0.0056500357940072249 0.00083586907043807143 0.0071216714613744165 -0.0017641309405596233 0.003579073753267928 -0.011791514105885326 -0.010463226525904682 9.2803908080792662e-05 -0.016124216744552094 -0.0069602528458378755 -0.013994349746509345 0.0017559657374177781 -0.0019632135376352546 0.0041647657167927831 0.0020393249355450025 0.009817722261546034 -0.017916201925579786 -0.0029654496374792419 -0.010840416884036879 0.0018483511342244139 -0.0041024177070819231 -0.012559794662367819 0.0010207638986455766 0.0036888628446009025 -0.00029455258245131343 -0.022261310829067581 leaf_count=2425 1381 20262 158273 14532 19965 3322 1430 97369 40415 35878 3159 77192 5483 8448 14840 13280 272 46041 2593 12763 1854 8746 81430 9299 276 15812 30387 1128 63413 1174 71538 44418 6603 73 internal_value=0 0.0429506 0.0522156 -0.0802321 -0.106433 -0.0514067 -0.114704 0.0801382 -0.121271 0.0218576 -0.0397827 -0.0431492 0.0162276 -0.127339 -0.109239 -0.0187383 0.00348757 -0.123649 -0.112439 0.0676984 0.0576617 0.0706963 0.0341119 0.10186 -0.00419785 -0.0187353 -0.158101 -0.0891116 -0.0614589 -0.0652404 0.0146513 0.0401841 0.0344341 0.146661 internal_count=915474 597638 562736 317836 34902 173094 144742 293126 137829 269610 150114 145101 6913 22980 103889 14937 107884 63474 48634 186385 5013 173622 161726 106741 13556 36074 33940 3553 67909 64587 71810 125848 15349 9372 shrinkage=0.065238 Tree=17 num_leaves=35 num_cat=0 split_feature=16 32 16 16 20 32 17 16 9 29 16 16 20 20 5 16 0 17 17 17 2 29 17 2 10 1 22 11 0 17 20 24 19 17 split_gain=2740.48 726.586 418.912 282.378 172.446 139.218 110.355 91.5291 56.7427 43.0252 41.6204 35.8745 35.8647 32.0988 30.0813 23.01 22.9274 22.5715 22.7985 22.5415 20.6932 20.6755 19.6287 19.6006 19.3838 18.9868 22.3909 19.6899 18.9674 18.9454 18.9253 17.4974 23.6464 18.8268 threshold=211.62881230313141 1.5000000000000002 225.76074631387934 188.84487378020307 0.75904295916698483 1.5000000000000002 97.261330325256907 233.22030715681487 0.93664147703686951 0.59359637554436329 202.6751809836048 218.51189486206641 0.64336846252339219 0.49349395172668958 77.398830413818374 241.63130804859716 43.000000000000007 71.931536470760037 49.982870031521955 48.122703696985347 29.408249158249163 0.532469487687807 46.977894840438097 16.147603485838783 0.93461626501515627 4272.5000000000009 3117.5000000000005 0.7882002122554449 29.500000000000004 51.599724352840916 0.75442086994590218 20.500000000000004 443.25000000000006 51.456664337605751 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 13 10 8 31 -1 14 17 29 -8 -3 28 22 -11 18 -5 -13 -6 -7 -9 -12 -20 26 27 -24 -10 -2 -19 33 -33 -4 right_child=1 4 7 5 20 21 12 15 9 16 23 19 -14 -15 -16 -17 -18 30 24 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 leaf_value=-0.010258138433016864 -0.0012207017150619383 -0.010932941565726908 0.0039424639439876097 -0.00067832395647618319 -0.0038073355109910869 -0.011344073731947915 -0.0081331614635419078 0.0055136015925884903 -0.0070248762362185814 -0.0044874770290636223 -0.0023268716417163813 6.5295254323141191e-05 0.0034802088131463049 -0.0061313838121276609 0.013443803523229469 0.0074561706096123934 -0.0070081015948796855 -0.011617770447186202 -0.0041042402590915003 0.0021807271457567885 0.0033813231427633483 -0.0065469785725955866 0.0045479468357054343 -0.00027272316185125993 -0.010270263990309196 0.0079763180133637212 -0.039301108477504662 -0.016208460204000564 -0.0096314339388737166 0.00073951817697143771 0.0027322102710640368 -0.0060854441987045196 0.0023805022321042252 -0.000978969685665655 leaf_count=24816 30777 16658 145827 8260 2339 8099 1431 132439 22633 32889 54830 26731 5412 9197 270 29149 28813 440 64817 108268 6280 7244 441 30918 2245 487 88 348 25012 65951 3523 1562 13895 3385 internal_value=0 0.0403305 0.0490145 -0.0742776 -0.100569 -0.0480555 -0.107757 0.0720301 -0.114063 -0.104287 -0.0395847 0.0164745 0.01612 -0.141405 -0.126769 0.0888324 -0.0868288 -0.0560999 -0.0599701 0.0270066 0.0219272 -0.13917 0.0832861 -0.0243142 -0.0660759 -0.0360616 -0.123981 -0.0706179 -0.128656 0.00177525 0.0174588 0.0554029 0.0233757 0.0587207 internal_count=915474 593822 559348 321652 34474 180376 141276 327621 134433 109617 165033 231727 6843 25855 47915 162952 61702 79285 75322 134999 8619 15343 133803 85748 67062 1364 877 789 47645 96728 3963 164669 15457 149212 shrinkage=0.065238 Tree=18 num_leaves=35 num_cat=0 split_feature=16 33 16 16 20 17 16 20 16 1 16 26 0 30 26 17 20 17 22 14 17 17 12 0 26 16 17 7 6 16 17 26 30 17 split_gain=2416.64 598.969 321.21 316.046 140.893 94.1842 65.2374 60.6588 59.8899 42.0726 42.8054 41.9051 41.0703 36.8219 36.3245 33.5528 31.3432 43.5623 30.515 29.0988 27.6925 26.5497 24.4375 23.2148 22.3617 19.231 18.8126 18.7553 32.6812 17.4131 23.9843 17.3247 16.6963 18.9104 threshold=214.00080256821835 2.5000000000000004 229.55223226889572 193.69612634627572 0.66606377088481084 81.110201321802705 165.84789504036911 0.56023562875201594 221.99358074833901 163.50000000000003 238.25606709713531 0.88909359129793397 33.000000000000007 1.5000000000000002 2.2855122091440108 50.199077372833393 0.72568874257045146 40.308189365868508 282.75000000000006 19.854522799850699 71.931536470760037 45.045428964018278 93.816756826189717 29.500000000000004 1.5776399215295587 204.34202052980029 56.772833232548784 -56.309932708740227 0.45873063938470365 148.28407423708924 39.210909782007256 0.5129916216590501 1.0000000180025095e-35 44.867299445624504 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 13 6 29 -3 15 -4 23 -7 18 -5 19 -2 32 -18 -6 -14 -20 -10 -9 -11 -19 26 -21 28 -13 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2290 12607 131936 68748 312 12551 9156 1643 3821 3994 66835 63070 19268 3705 147389 4223 49302 3366 48943 13883 4917 857 10261 24084 90999 8286 13758 internal_value=0 0.0408305 0.0470852 -0.064653 -0.0365428 -0.0963823 -0.102755 -0.129832 0.0244602 0.0733135 0.0739976 -0.0075891 -0.0263078 -0.109809 -0.0396274 0.00857161 -0.0871673 -0.076974 -0.0076041 -0.0370683 -0.00414538 0.0374308 -0.0507381 0.0659383 -0.0827537 -0.0302123 -0.0488092 0.0483201 -0.0655315 -0.129702 -0.115523 0.0184189 -0.118418 -0.0994652 internal_count=915474 561129 541291 354345 187888 166457 155311 19838 290608 250683 249986 11146 164858 23030 96288 130612 98396 74195 68570 94645 66775 159996 6513 181238 70201 82094 33151 6086 1169 56915 34345 94820 24201 15915 shrinkage=0.065238 Tree=19 num_leaves=35 num_cat=0 split_feature=16 20 16 16 30 20 16 17 17 16 9 30 7 28 17 30 30 13 26 1 1 11 20 30 24 14 24 4 10 28 17 17 11 28 split_gain=2097.8 580.913 337.89 201.033 133.511 121.269 73.883 73.854 54.9083 48.3757 37.0402 34.4807 35.7814 34.6548 34.3532 29.7296 28.5222 27.1538 25.7645 25.5646 23.7351 23.3369 23.2105 20.1233 19.7516 20.5142 19.2643 21.9353 19.5255 32.4785 17.6279 16.8734 16.8672 16.8539 threshold=210.77778539275093 0.65197161956895566 225.76074631387934 178.92146780832726 1.5000000000000002 0.68752646062658773 234.01444508026609 97.261330325256907 76.324665501966152 198.89775658006542 0.91573632387599713 1.0000000180025095e-35 -7.3433792591094962 311.50000000000006 48.703517645709233 1.5000000000000002 2.5000000000000004 24.721692462232458 1.4845519918543977 653.50000000000011 150.50000000000003 0.6800178253119431 0.63514196139630219 1.0000000180025095e-35 20.500000000000004 19.382714057032562 1.5000000000000002 237.18479156494143 0.98670138659695561 24668.250000000004 58.737796398775508 45.822550350063267 0.86226253271707831 9715.2500000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 7 20 15 23 10 9 14 -1 12 33 -14 -7 -5 18 -12 -13 -15 -2 -10 -9 24 -4 -26 28 31 -8 -30 -22 -28 -19 -3 right_child=1 2 6 5 -6 8 26 22 21 -11 17 16 13 19 -16 -17 -18 32 -20 -21 30 -23 -24 -25 25 -27 27 -29 29 -31 -32 -33 -34 -35 leaf_value=-0.010483748294805298 -0.0093020458439425305 0.0026036978788008718 0.0036451613062863843 -0.0054906289075255963 -0.0093257494740244754 -0.00014068158948297746 0.0078780811547366422 -0.0075151219443926106 0.0061097225733815087 -0.0017641249187015881 -0.00809598040420474 -0.0019949774747984252 -0.014552053394923272 -6.1272179170992108e-05 -0.0044841516354925497 -0.0096896932783459514 0.0001485229016809641 -0.0060676374183326488 -0.0096787707985952452 0.0016246219224148283 -8.4906235497537585e-05 -0.0018414186563396719 0.0024556516186420452 0.00079526069270513121 -0.0039378457011098496 0.0022848435180651801 0.0050304644973117674 -0.040100061832456201 -0.031111185963177395 0.010671290802256799 -0.015768533963994663 -0.0023736647523841629 -0.0017605274109518073 -0.015611697690457236 leaf_count=12537 1416 57514 152139 22673 20240 8767 13491 1263 4335 94161 33953 5756 637 85263 66799 10499 17132 44633 2742 69471 13605 2464 4659 13504 2694 13829 132844 46 146 173 312 1323 4237 217 internal_value=0 0.0343449 0.0420965 -0.0667301 -0.0896277 -0.0490601 0.0628187 -0.103315 -0.0386355 -0.0421654 -0.110044 0.0134358 0.0176036 0.00970495 -0.061011 -0.104535 -0.0212182 -0.102376 -0.0685837 0.0106632 -0.019241 0.0494831 0.00504552 0.0493346 0.0523086 0.0194712 0.079413 0.0757536 0.114977 -0.129552 -0.00669107 0.0759903 -0.0872838 0.0388613 internal_count=915474 604494 568921 310980 35573 209698 330189 101282 176526 169727 95360 238732 213102 155371 75566 33172 25630 82823 8498 154734 15333 6799 5922 182166 168662 16523 148023 134213 13810 319 13917 134167 48870 57731 shrinkage=0.065238 Tree=20 num_leaves=35 num_cat=0 split_feature=16 33 16 16 32 17 16 30 2 23 32 17 7 17 25 8 0 1 23 30 16 7 9 0 15 13 0 8 9 9 13 24 9 0 split_gain=1855.16 431.956 323.761 194.525 143.099 69.896 68.6352 39.6253 38.1938 37.6165 36.6556 55.409 35.6517 47.573 40.6924 31.115 32.1278 28.6883 28.039 25.0298 24.2175 24.1735 24.0747 22.84 22.2493 19.9794 18.1965 23.2305 17.4741 17.4276 17.3323 17.3152 16.904 16.3219 threshold=216.82472277878051 2.5000000000000004 197.84503609394596 231.36719800747201 1.5000000000000002 81.110201321802705 169.83548239640598 1.0000000180025095e-35 15.009433962264152 0.91986297352151014 1.5000000000000002 40.160049731362022 -7.3433792591094962 56.772833232548784 256.25000000000006 686.50000000000011 33.000000000000007 134.50000000000003 0.59398646917895948 2.5000000000000004 239.25449290363053 -57.449995040893548 0.9177045424715724 40.500000000000007 0.3744941841822203 32.920494755137803 33.000000000000007 469.50000000000006 0.95359924242424254 0.96221381830946173 26.234697861780742 4.5000000000000009 0.93845775101314255 26.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 8 6 22 12 24 29 11 -8 -2 14 31 16 -16 -5 -3 -9 33 -11 -1 30 -4 -6 -26 -28 -29 -7 -13 -14 -25 -19 right_child=1 18 4 17 25 9 10 19 -10 21 -12 23 13 -15 15 -17 -18 20 -20 -21 -22 -23 -24 32 26 -27 27 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.010251862361309778 0.0033031331172825103 -0.0093046816298700766 -0.0062289582148865527 -0.011352533918057619 -0.0089631039553772149 -0.0074191230455090944 0.0038763232185921991 -0.0028974283779187046 5.479804154909244e-05 -0.0055655236394873521 -0.0083074598289605301 -0.0050855254261523482 0.0020872771471156745 -0.0090398718257175166 0.0017357897628982421 0.0026416467713591225 -0.00081131052562461857 0.0045180128895052057 -0.0039162447402622813 0.0011648063428601129 0.00565915838794398 0.0047879906394117577 -0.0067495065876420034 -0.0089984829728393043 -0.00040012438787825959 -0.0042064592964840431 -0.004603420683046206 -0.0053700837571607285 -0.0013019116099557736 4.6320054495555343e-05 -0.002611136448884656 -0.025454441858696303 -0.0051169286486865686 0.0030679786364463399 leaf_count=9787 73044 11525 4679 488 11032 3305 3451 11293 78312 1172 10440 19637 137 1769 69660 89188 30219 105228 6388 15070 54925 5300 57007 5373 34483 5700 14041 4909 53108 2228 31176 334 42908 48158 internal_value=0 0.0394038 -0.0514038 0.0448753 -0.0239034 -0.0809805 -0.0859138 0.028151 -0.0160774 -0.00710364 -0.0708906 -0.0651434 0.0318379 0.024662 0.0261855 0.0269168 0.0147943 0.0681606 -0.113172 -0.00881871 0.068728 0.0446534 -0.111326 -0.0694813 -0.0279892 -0.112552 -0.0250252 -0.0340658 -0.0252327 -0.0676443 -0.0546826 -0.267381 -0.0850562 0.0622759 internal_count=915474 517426 398048 499513 206264 191784 179779 290714 189532 12005 112985 102545 264351 191307 189538 189067 99879 208799 17913 26363 208311 6472 66794 99094 111220 16732 106541 72058 58017 5533 50813 471 48281 153386 shrinkage=0.065238 Tree=21 num_leaves=35 num_cat=0 split_feature=16 32 16 29 20 16 32 0 0 1 16 15 0 30 26 0 29 7 25 18 8 20 11 16 1 0 1 21 29 21 24 11 16 30 split_gain=1616.15 428.759 220.8 205.113 107.76 107.436 59.9192 50.6749 37.2206 38.2794 34.275 32.7399 32.0142 27.4669 25.1845 24.0895 28.4776 23.5143 31.0671 19.0097 18.3672 17.6574 17.1455 16.5721 16.0151 15.2374 15.1297 15.0532 15.0457 14.7744 13.4326 13.3921 13.4748 13.1016 threshold=213.25266923151486 1.5000000000000002 228.59248307714867 0.63328851770541639 0.74916264499512175 198.89775658006542 1.5000000000000002 33.000000000000007 33.000000000000007 575.50000000000011 236.58890576470097 0.38696046704661774 29.500000000000004 1.0000000180025095e-35 1.5000702839471467 33.000000000000007 2.1342115993173056 -16.688151359558102 256.25000000000006 1.5000000000000002 236.50000000000003 0.49349395172668958 0.8125652661884547 184.72942014061053 674.50000000000011 29.500000000000004 497.50000000000006 15.500000000000002 1.5090134537096671 3.5000000000000004 20.500000000000004 0.84797734711101069 164.28460833715073 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 21 7 12 26 17 27 25 -9 31 -11 -15 20 24 -2 29 -6 -7 -3 -14 -13 -17 30 -5 -10 -26 -19 -4 32 -1 -16 right_child=1 4 10 5 19 15 -8 11 9 13 -12 23 22 14 33 16 -18 18 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0064615151069572626 0.0032519393832005326 -0.0086509858792629766 0.0039829818661284277 -0.0035001369106609313 0.0040844586052466618 -0.017295032515872503 -0.0089227793405688358 -0.010068207242038637 -0.0015118938293126301 0.0013751645054444496 0.0049031865780871679 -0.0055605580246495786 -0.0075861093459756871 5.2943991143111077e-05 -0.013063378411053827 -0.0025707379424158108 -0.0096169897598152258 0.00058647570803011906 0.0015122100079691544 -0.0020629417027509152 0.0001595152191155565 -0.0049402828286953162 -0.0048559692631323119 -0.0035309921287231989 -4.3271512296632341e-05 0.0024079861473099225 -0.0011287516019493759 -0.011605213592351988 -0.0040461265899876539 -0.022684110756373773 0.0017011776699569778 -0.0018931466454790811 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split_gain=1422.84 317.796 261.745 136.825 122.663 63.5586 42.5894 36.0149 33.3951 32.2771 32.1912 37.6902 31.1854 28.9389 28.6948 28.2677 24.2903 23.1871 22.2768 22.0809 21.2247 21.1209 20.6924 23.2955 20.1992 19.7453 18.7754 17.643 17.6216 17.4823 16.6888 15.174 15.2743 14.7602 threshold=217.70000833715457 2.5000000000000004 198.89775658006542 231.83278026085839 1.5000000000000002 0.71948973184438303 40.500000000000007 0.56023562875201594 520.25000000000011 46.020815280171313 33.000000000000007 18.164531404694038 0.93664147703686951 0.93472362023272271 15.009433962264152 194.78174593052026 1.0000000180025095e-35 608.75000000000011 1.5000000000000002 134.50000000000003 0.82597720906544447 -17.650122642517086 1.9943233082706768 19.921395695672345 30.232821417041347 243.8988934924765 256.25000000000006 90.63046532517447 2.9842770626975303 96.5802127934803 0.13043478320962479 0.8666666685651282 1.0647015893652667 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 14 18 8 -3 20 -2 21 -12 28 -8 22 -14 17 -13 -1 -5 -7 -11 23 -4 -15 33 -23 -9 -10 -6 -27 32 -17 -21 right_child=1 7 4 19 29 6 13 27 12 10 11 16 15 24 -16 31 -18 -19 -20 25 -22 26 -24 -25 -26 30 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0055311474691060935 -0.0099821227195052049 -0.0085148348252383193 -0.0028565399754731814 -0.010018292266941085 -0.0080455633737145978 -0.0049191583915554086 -0.0082034305830446207 -0.0078432463053419894 -0.00515666951529818 0.0034851455128327154 -0.0054388849638480228 -0.00033436544453609407 -0.00061046366974051326 -0.005946248387525525 0.00013932374455935724 0.012502665737610131 -0.0022581286707363544 0.0020069693074553771 -0.0083818902320616454 0.0039541104272155791 -0.0017725167644442401 -0.012956384792402154 -0.0082695962422027307 -0.00075846419169465031 -0.0034965930872483892 -0.015548944921630307 0.0019212734786260455 0.00011117198137812256 0.0072630831556291693 -0.0036543062372022912 0.006386296234371279 -0.016605250649327635 -0.0051038258499154117 0.0015952268013066713 leaf_count=34213 998 11409 31288 480 11275 30477 10298 1670 8696 47397 3879 24172 22450 23616 82367 1329 8365 70525 17703 169548 13021 362 1868 80402 36418 149 132254 4101 515 5866 15920 99 249 12095 internal_value=0 0.0357099 -0.0435309 0.0404336 -0.0191712 -0.0696015 -0.0589891 -0.0979561 -0.0427135 0.0265154 0.0271397 0.013398 -0.0188999 -0.0767699 -0.0120742 -2.312e-06 0.0170401 0.0216029 -0.0996848 0.0606552 -0.0609648 0.0353034 -0.022381 -0.0206353 -0.0683687 0.0611753 0.0288277 -0.0335795 -0.0683998 -0.100291 0.0947746 0.125235 0.149061 0.0582029 internal_count=915474 503324 412150 486144 213066 199084 147168 17180 76836 287952 286954 106941 33338 70332 195925 24127 103062 94697 51916 198192 43498 180013 113558 111690 60034 197712 132616 5771 9211 17141 16069 1677 1578 181643 shrinkage=0.065238 Tree=23 num_leaves=35 num_cat=0 split_feature=16 20 16 29 30 16 17 16 32 0 29 9 0 30 8 0 30 13 0 17 13 17 24 17 21 26 7 5 7 29 30 29 8 7 split_gain=1252.55 356.393 204.178 131.542 77.8984 66.1073 50.4572 42.8259 39.6135 32.3502 36.319 31.0972 27.2669 31.3134 27.039 23.9184 21.606 19.9599 19.7161 18.6882 18.0608 17.5353 16.813 16.8162 16.4736 24.356 20.0401 19.1874 28.9159 16.4513 16.4478 16.2518 16.1557 15.9298 threshold=210.77778539275093 0.65197161956895566 225.76074631387934 0.63328851770541639 1.5000000000000002 185.62580067990697 81.110201321802705 233.22030715681487 1.5000000000000002 33.000000000000007 1.5420443485500537 0.88747538734823006 33.000000000000007 1.0000000180025095e-35 612.50000000000011 29.500000000000004 2.5000000000000004 16.281247437822636 49.500000000000007 71.931536470760037 30.550035575871167 42.836422204651804 1.5000000000000002 45.822550350063267 1.5000000000000002 0.71718644167623768 -23.962488174438473 211.00744628906253 -49.927892684936516 1.70565200963311 1.0000000180025095e-35 1.1922288158694878 140.50000000000003 -16.688151359558102 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 8 32 6 11 21 15 19 20 -5 17 14 -14 -1 29 -3 -13 -7 -11 -4 -9 -24 27 -26 -27 -8 -29 -15 -12 -25 -2 -19 right_child=1 2 7 5 -6 9 24 22 -10 10 30 18 13 16 -16 -17 -18 33 -20 -21 -22 -23 23 31 25 26 -28 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.0035306645340268234 -0.0084431426605589954 -0.014863516228248519 3.4268211224154342e-05 -0.0093880527343477675 -0.0072533206296332246 -0.00073486376736658736 0.013824591319024282 0.0060607394118295278 -0.0078419662366223958 -0.0035670551024254375 -0.0042451235956059439 -0.0034949068915021302 -0.0013462405069248546 -0.0039398645535541612 0.00097984010233992586 -0.0057983645879013963 -0.0011419951818928168 0.002565497531222581 -0.0062691525999665964 0.0039107300815598191 -0.0014128644258065896 0.002621341498141418 0.003794842059415003 -0.0082280784376253351 -0.013571807667662099 0.0038312345175400115 -0.0057205370487827317 -0.02549589068989579 0.011923465183870769 -0.012513226220233559 -0.010421264292488391 0.0037431390098068857 -0.00048249515920266624 0.00092087173512781504 leaf_count=40229 1175 323 12030 5520 20282 50107 820 14249 20860 22954 4596 39977 30232 2535 71737 38972 6766 34616 14991 3978 59503 152524 149336 980 523 3474 1279 155 203 1526 3055 951 14165 90851 internal_value=0 0.0265176 0.0325959 -0.0515704 -0.0705136 -0.0374168 -0.0633865 0.0487061 -0.0814355 -0.0253603 -0.0369647 -0.0723544 0.0103085 -0.000980927 0.00444831 -0.0712242 -0.0521136 0.0204317 -0.0651692 -0.0060268 -0.0308492 0.0372821 0.0600636 0.0569703 0.0206625 -0.00321013 0.019328 0.127583 -0.06557 -0.109775 -0.102873 -0.0357516 -0.0167427 0.0210709 internal_count=915474 604278 568656 311196 35622 211135 66942 330070 100061 144193 90108 60488 238586 112796 101969 79201 10827 125790 54968 54085 82457 164554 165516 151267 6454 5276 4753 1178 358 4061 7651 1931 15340 125467 shrinkage=0.065238 Tree=24 num_leaves=35 num_cat=0 split_feature=16 20 16 16 30 20 17 17 16 17 26 0 30 8 16 30 16 17 32 25 18 16 17 7 4 24 32 13 10 5 27 26 0 21 split_gain=1099.37 316.837 181.499 111.573 69.4185 66.9917 50.7447 40.1873 33.3231 27.7365 25.1514 24.8634 27.7789 25.4721 23.951 20.5237 20.1971 29.3861 22.7224 19.8843 18.6999 18.4136 17.534 24.566 16.3544 16.3299 16.194 15.981 20.3012 15.8642 15.8497 15.6704 15.5031 15.0423 threshold=210.48805555054994 0.65197161956895566 226.56117088961028 178.92146780832726 1.5000000000000002 0.68752646062658773 97.261330325256907 76.324665501966152 236.58890576470097 46.496668476885851 2.0779018489298866 33.000000000000007 1.0000000180025095e-35 612.50000000000011 198.89775658006542 2.5000000000000004 148.28407423708924 40.758394105392867 1.5000000000000002 256.25000000000006 3.5000000000000004 111.22556009957327 51.599724352840916 -17.102727890014645 6.0232255458831796 20.500000000000004 1.5000000000000002 79.775952405902444 0.83182901685816935 54.000513076782234 9.5000000000000018 1.0759119105627841 33.000000000000007 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 24 26 16 9 20 -7 14 19 13 -13 -11 -14 21 18 -18 33 22 31 32 -24 -2 -22 -5 28 -8 -19 -25 -1 -4 -3 right_child=1 2 8 5 -6 7 27 -9 -10 10 -12 12 15 -15 -16 -17 17 29 -20 -21 25 -23 23 30 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0046923623582098561 -0.0088712901880024578 0.00032289875708158184 0.0031862042221146888 -0.0037251370520848537 -0.006826748894619118 0.0018842923402928235 0.0013875544472760778 0.0031317083852436247 0.0040449635625528762 -0.00298026431993951 -0.0082953494122446642 -0.0012162543150808049 -0.0066030557189848899 0.00097492167922816591 -0.0013541793053948115 -0.00089272463735229465 -0.0014033174148050192 -0.00524377716030345 -0.0076950645570954979 0.0013560331814278276 0.0022805862027542065 -0.0077394636985687465 0.0023456838033953792 -0.0021320376023027236 -0.00046445639099151561 -0.0016318603885187052 -0.0066421927177785578 0.005868830507752297 -0.0089885970082255844 -0.0099422890902698836 -0.017758630446788787 0.0065173415984960325 0.0018503134385118782 -0.017999222477678375 leaf_count=2913 1057 367 145846 18364 20479 7477 2982 6761 96267 68971 2813 31884 4304 77372 87407 7094 14621 50887 2933 137339 10604 20084 1881 555 14428 7940 14491 1877 1098 3254 550 649 49528 397 internal_value=0 0.0246018 0.0303267 -0.0487652 -0.0664402 -0.0354188 -0.075944 -0.0275751 0.0465195 -0.030641 -0.0334368 0.0107287 0.000241392 0.00514232 -0.031751 -0.0467366 -0.0815386 -0.0731799 -0.0376249 0.019891 0.0396474 -0.106882 0.0424864 -0.0335641 -0.0159156 0.00927973 -0.0768223 0.0135967 -0.0215343 -0.0847079 -0.151905 -0.0406197 0.0436487 -0.14099 internal_count=915474 607892 571928 307582 35964 206284 101298 173429 313171 166668 159191 258757 120654 109256 156378 11398 95341 71695 17554 138103 216904 23646 198360 2986 15485 18544 32855 5957 4080 54141 1105 3562 195374 764 shrinkage=0.065238 Tree=25 num_leaves=35 num_cat=0 split_feature=16 33 16 20 16 17 16 16 29 17 29 27 28 33 20 17 25 0 26 15 0 29 14 14 17 1 16 16 14 19 21 15 15 9 split_gain=966.891 220.578 180.94 93.5499 90.5613 49.6772 32.738 32.0094 26.5081 24.7206 25.9236 22.0099 28.6961 21.5126 21.3566 20.7224 19.7463 19.1506 19.1229 17.8354 17.7055 19.9664 17.362 16.7723 16.4025 15.764 15.3907 15.2676 15.4913 26.7872 15.0168 14.5447 14.4291 14.0878 threshold=217.89143687344833 2.5000000000000004 190.30858290765752 0.67354613176505673 231.83278026085839 97.261330325256907 207.00084459459461 154.48383363201916 0.16342184219996211 39.536748609997254 0.16342184219996211 31.500000000000004 447.25000000000006 2.5000000000000004 0.53920271451895863 52.950261262839966 256.25000000000006 33.000000000000007 0.92659440097544532 0.38092118972943795 29.500000000000004 1.8054050991501418 21.324974168340692 7.2813240403498547 71.931536470760037 134.50000000000003 174.53599137931039 243.25161808374318 48.638724235299001 8933.5000000000018 3.5000000000000004 0.26719917641627694 0.14310287092240667 0.96278568679380161 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 13 8 7 24 -1 -2 10 -9 16 -13 23 -3 20 30 -18 33 -11 -8 -22 32 -4 -5 -6 -21 -27 29 31 -10 -29 -19 -7 right_child=1 14 3 6 25 18 15 9 11 19 -12 12 -14 -15 -16 -17 17 22 -20 26 21 -23 -24 -25 -26 27 -28 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.0061613359658669346 -0.0098290610366447827 -0.007092670491353566 -0.0095635286955066019 -0.0019112044006883387 -0.0085603026969714828 -0.0057732759795662055 0.00020018159970621368 -0.0071090219926731174 0.0018988010774568277 -0.0075510662147756542 0.00039923555160082769 -0.014182469953837437 8.2907846986745819e-05 -0.0072518887022751492 -0.0022788479216241044 0.00056753267495747504 0.0021404031085793191 -0.023493873436932523 0.0043414581388955221 -0.0050374633278365286 -0.001683310831933906 -0.0086856711579250505 0.0013194771747858894 -0.0030276227024607074 0.0020162037714074282 0.0030994745319359134 -0.0032822573235782794 -0.004410011390910116 0.006296149784292146 -0.037202213747036084 -0.017812781694289112 0.004195418753591685 -0.0010421724184907812 0.0032600098590570737 leaf_count=34050 885 10917 1811 97981 479 2035 26074 2447 285 6384 9776 613 28620 9226 6122 72154 159202 123 3801 35323 31783 1833 81795 21619 4745 178206 53412 995 13170 72 389 5228 12769 1150 internal_value=0 0.029614 -0.0356604 -0.0201125 0.0335602 -0.063662 -0.0131313 -0.0677292 0.0221343 -0.059255 -0.016921 0.0226731 -0.00331447 -0.0702586 -0.0822082 -0.00270336 0.0256575 0.0261113 0.0186555 -0.064695 -0.0164872 -0.0316554 0.0148497 -0.0541527 -0.0265151 0.0499758 -0.0610221 0.0504149 0.0770067 0.0362019 -0.14528 0.0432186 -0.0192584 -0.0384998 internal_count=915474 499870 415604 267226 482831 148378 234570 141392 284681 107342 12223 283796 29233 32656 17039 131844 254563 253889 6986 95119 59690 33616 94687 23430 102726 198150 88735 197671 19465 6295 674 6223 12892 3185 shrinkage=0.065238 Tree=26 num_leaves=35 num_cat=0 split_feature=16 20 16 32 16 32 17 16 9 13 1 24 17 29 0 0 17 28 14 20 22 17 23 23 14 17 24 19 17 26 0 29 0 8 split_gain=847.554 189.319 158.604 88.6516 77.3523 54.9924 48.149 34.2173 27.9011 27.4064 26.2414 28.3986 20.6563 20.4394 19.7536 19.7389 19.1255 17.7283 17.5477 17.4592 17.1869 18.0049 20.0353 17.731 16.2783 15.2751 14.6009 18.322 15.987 17.2612 14.3549 14.3226 16.6038 13.6107 threshold=217.89143687344833 0.68029565324694807 188.84487378020307 1.5000000000000002 231.36719800747201 1.5000000000000002 97.261330325256907 207.00084459459461 0.89185564560377173 23.896691064482187 314.50000000000006 22.500000000000004 57.230589344719156 1.0027378623310621 33.000000000000007 46.500000000000007 46.246069065863743 1467.7500000000002 21.324974168340692 0.51640142252348664 500.25000000000006 56.633406288479627 1.7722338368606436 0.69306526571024463 52.814177097830921 54.192974698931508 1.5000000000000002 53988.000000000007 47.669111712682003 1.1208844347142222 37.500000000000007 1.9392318919905127 49.500000000000007 585.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 7 10 12 8 16 -1 -10 11 13 17 -3 -12 -11 -4 -2 -16 -8 -18 22 -22 -23 -7 31 33 28 -28 -30 -21 -9 -33 -6 right_child=1 4 3 -5 26 24 19 25 9 15 14 -13 -14 -15 18 -17 20 -19 -20 30 21 23 -24 -25 -26 -27 27 -29 29 -31 -32 32 -34 -35 leaf_value=-0.0074291924087027611 0.0012873424634169584 -0.0013262857453694146 0.0028449833871891741 -0.0051776866966228392 -0.017947728973767989 -0.0059680796166183226 -0.0065247569203600864 -0.00057690980932119948 -0.0053714324574725856 -0.0025229379874614848 0.0019190864958709023 -0.023449846389045025 -0.022264193210540986 -0.025781445274170069 -0.001374007405115809 -0.0045886880823500838 -0.0033451222202059085 -0.014266713399161253 0.0011030144986270644 0.0048863428204405229 -0.0020314339048772747 -0.0039615823153067962 -0.011714251241385089 0.00032507154710073518 0.0031436267185453166 0.0007382341280984928 0.0029899088289845831 -0.037382848946970318 -0.0089602207754387615 0.0030506318686125485 -0.0021739310420386673 -0.0013267927144600296 -0.012629202807313602 0.0051886820482512849 leaf_count=10635 9918 3961 3760 22566 109 17208 1011 85985 39261 53324 160981 287 168 151 14186 31208 26282 322 85734 4074 50976 4775 926 29344 877 47425 188827 48 996 1042 1753 1406 912 15036 internal_value=0 0.027775 -0.0333384 -0.019321 0.0325599 -0.0513809 -0.0605621 -0.0139396 -0.064726 -0.0605033 0.02127 -0.0553224 0.00652963 -0.0340955 0.0225615 -0.0503631 -0.026546 0.0122358 0.011517 0.0212948 -0.0288949 -0.0220569 -0.0337869 -0.00421306 -0.0847087 -0.00315972 0.0470956 0.0447247 0.04488 -0.0432148 0.0423423 -0.0109342 -0.0885013 0.0769823 internal_count=915474 499851 415623 274357 471358 28493 141266 251791 134428 123793 265300 4399 10408 4112 260901 84532 116063 10240 99920 6838 112303 86021 51902 34119 18085 135728 206058 190913 190865 2038 5827 88303 2318 15145 shrinkage=0.065238 Tree=27 num_leaves=35 num_cat=0 split_feature=1 0 20 0 13 9 17 8 1 30 22 9 17 20 1 22 9 11 6 11 11 0 1 25 15 21 20 6 21 11 24 10 9 30 split_gain=494.974 242.195 100.919 99.2663 67.1991 66.926 62.6185 51.0236 38.1254 37.6575 27.9208 27.5583 33.3224 26.9679 25.9972 24.1454 23.3591 22.1301 21.3695 19.0817 18.0838 17.4272 17.0784 16.1742 15.4367 14.6886 13.8105 13.7248 13.6211 15.6201 13.5609 16.5104 19.9599 15.2583 threshold=470.50000000000006 40.500000000000007 0.70051724291689343 29.500000000000004 23.896691064482187 0.95397594194586854 47.049048566453699 721.50000000000011 3608.0000000000005 1.0000000180025095e-35 660.25000000000011 0.94310013467016152 68.319192439665201 0.28330186575602789 314.50000000000006 585.25000000000011 0.92895779018918401 0.66228291912795145 0.45873063938470365 0.84712563073302072 0.85140462985290577 22.000000000000004 716.50000000000011 775.25000000000011 0.25463322812376837 2.5000000000000004 0.53920271451895863 0.63636363930093764 14.500000000000002 0.83449275712995241 1.5000000000000002 0.98670138659695561 0.9275393023827071 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 26 4 9 8 10 25 16 15 21 18 22 -6 -5 28 24 -14 -8 -15 -16 -4 -13 -18 -3 -7 -2 -9 29 -1 31 -12 -33 -32 right_child=1 5 6 14 13 7 11 27 -10 -11 30 12 17 19 20 -17 23 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 33 32 -34 -35 leaf_value=-0.0043406025675475062 -0.0060532423238907332 -0.012289058863258196 0.0022694627223294769 -0.0056678392708981035 -0.0089397604374456454 -0.004250037815279867 -0.0035021999413606562 0.0015090388666146783 0.00032958203826308831 -0.0061249818347033531 0.0054749680600386348 0.00063931462875242977 0.0079576451293253154 -0.00088909124113313186 -0.0041954189732644224 0.00059128067011452953 -0.0047525651044064907 0.0014182158128527092 0.00023010134061995208 0.0012764726425891163 -0.0016791697499054599 0.00041788373672167837 0.0020537866124735577 -0.0010997946268577461 -0.0052937659915142177 -0.0012816517597692887 -0.0019232672997353737 -8.8682035164551029e-05 -0.013905563312153769 -0.0012604112728986172 0.0030900469610440182 0.0036051538923819655 -0.029891629931032431 0.00084091630818499384 leaf_count=15850 6322 1475 64247 36119 1490 7922 8372 44978 10749 14431 12350 103796 5235 46061 40273 9732 8932 3802 29657 27750 17411 32618 55892 12214 14956 67947 7575 46580 494 12559 133161 192 125 14207 internal_value=0 0.0131251 0.025688 -0.0411137 -0.0230444 -0.0146818 0.0282047 -0.0052195 -0.0474643 -0.0502995 0.0386303 0.0152505 0.0207316 -0.00383728 -0.065841 -0.0340187 -0.0624867 0.0798065 -0.00906767 -0.00114849 -0.0526676 0.0252302 0.0173885 -0.0405088 -0.0907712 -0.0243969 -0.05828 0.0106717 -0.048525 -0.0456623 0.046741 0.0781389 -0.147205 0.0440421 internal_count=915474 693304 477551 222170 128367 215753 463654 167427 48326 53066 256900 206754 168725 75301 93803 38635 37577 9037 38029 73811 57684 96865 159688 21146 16431 75869 13897 91558 28903 28409 160035 12667 317 147368 shrinkage=0.065238 Tree=28 num_leaves=35 num_cat=0 split_feature=29 0 1 30 1 30 11 26 30 0 22 14 17 0 19 18 11 29 28 0 30 4 11 29 12 11 12 26 17 23 23 14 24 10 split_gain=438.635 219.189 72.7981 71.1552 61.6149 59.9768 54.0917 45.9962 37.4725 36.4562 33.8026 25.4704 23.1749 23.1612 23.0178 22.9644 21.1884 19.3082 17.4171 16.0978 15.8955 15.6418 15.2747 14.9734 14.9165 13.238 13.0223 12.7695 11.489 11.4781 22.4042 23.2656 10.7435 10.6354 threshold=0.64632346397695783 35.000000000000007 569.50000000000011 1.0000000180025095e-35 575.50000000000011 1.0000000180025095e-35 0.83016256472715033 1.4048183409629196 1.0000000180025095e-35 49.500000000000007 246.25000000000003 27.512862084342171 45.995627967395585 33.000000000000007 741.25000000000011 2.5000000000000004 0.92132342281146717 10.419330963488015 788.25000000000011 22.000000000000004 2.5000000000000004 48.002502441406257 0.86473797042714728 0.098841756018517371 121.55939751330901 0.85217822636300899 105.21930009000633 0.4107678716855081 50.477092844203263 0.73057623622918666 0.43761465844463981 36.276155646968569 1.5000000000000002 0.8744218428716467 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 22 9 11 -7 12 14 15 13 26 23 -6 32 -8 -14 24 -12 21 -9 -3 -1 -11 28 -4 -5 -16 30 -13 -32 -2 -30 right_child=1 4 8 27 5 7 16 20 -10 18 19 29 17 -15 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 33 -31 31 -33 -34 -35 leaf_value=-0.012306148266279621 0.0081511735772898299 -0.003012617762700843 0.0018618905099661253 -0.0061738322860921376 -0.00017289418342331933 -0.0011099038141122283 -0.0012278930319514776 -0.010731717471734807 0.00015328010055054537 -0.0014617917605998824 0.00097725379123320111 0.0072708005607209506 0.0016709859061333958 -0.0053957831060380225 0.0019583245972890754 -0.020543421511369914 0.0023813380874214943 -0.023014238302319818 0.00013891456796026662 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67384 291155 62501 125462 1614 49096 126310 58954 141438 9577 6052 70813 38291 33114 71022 164845 43125 44815 4883 1877 1261 1104 22080 shrinkage=0.065238 Tree=29 num_leaves=35 num_cat=0 split_feature=16 32 16 16 20 20 17 17 17 16 11 29 8 17 9 16 8 24 18 17 11 8 16 10 24 16 8 6 8 9 18 28 22 14 split_gain=616.707 180.839 114.196 58.1907 50.622 32.8253 28.865 26.972 23.934 22.2375 17.9672 17.6952 19.325 17.8061 17.4931 19.0722 19.0506 17.3583 23.2455 17.8968 29.0835 21.7819 17.1997 16.6396 16.5198 15.7326 15.6053 14.9386 14.8833 16.5551 14.8204 13.8634 13.29 12.4596 threshold=208.64291491560229 1.5000000000000002 224.42507891132155 174.53599137931039 0.8000752728641326 0.68752646062658773 97.261330325256907 76.324665501966152 49.495596406826117 238.25606709713531 0.67424520331710369 0.532469487687807 236.50000000000003 49.779384565273851 0.95560577616346309 111.22556009957327 1815.5000000000002 21.500000000000004 3.5000000000000004 51.867307107749824 0.78469143638316574 1717.5000000000002 220.27986013986018 0.92346029038003752 8.5000000000000018 190.30858290765752 328.50000000000006 0.27159225013979582 2490.5000000000005 0.95464449157753706 1.5000000000000002 720.75000000000011 1113.2500000000002 48.638724235299001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 33 -5 14 8 32 17 27 -2 -13 24 -1 16 -16 19 -19 -4 -21 -22 -15 25 -14 -10 -20 -9 29 -8 -6 -28 -7 -3 right_child=1 4 9 5 30 7 28 10 23 -11 -12 12 13 22 15 -17 -18 18 26 20 21 -23 -24 -25 -26 -27 31 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0055081862213338037 -0.0020159292171609547 -0.0048152385146191558 0.0021242165871051019 -0.0037580142616390646 0.0042156769257693369 -9.3186163050506607e-05 -0.0069870305417462425 -0.027544065957312108 -0.0030607946063098378 0.0032294700710774719 -0.001674885520863428 -0.010831406254610886 0.00095322970180527242 0.00045385318186998727 -0.00027371039662689 -0.0037183433204234927 0.017690231553718357 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86991 165542 158462 355225 7080 236745 223572 222927 81559 52394 1365 288390 21305 267085 4833 1564 168548 139891 54379 133637 8844 4305 5432 3708 7833 8741 18571 29554 shrinkage=0.065238 Tree=30 num_leaves=35 num_cat=0 split_feature=16 33 16 16 20 17 9 29 0 29 22 13 7 17 9 17 25 14 17 11 16 17 0 17 30 4 1 21 29 17 7 17 11 1 split_gain=546.726 135.439 87.2045 58.2381 44.6039 30.1024 23.4504 20.9465 20.376 25.2574 21.0333 19.1241 19.017 44.7277 17.9718 17.8311 17.8524 17.6361 16.4518 26.5975 16.2537 24.6561 15.2707 15.1394 14.4195 15.3005 21.711 14.4173 15.2656 14.3887 14.1752 13.8194 13.5078 12.9742 threshold=215.90640642303435 2.5000000000000004 190.30858290765752 230.00448941811206 0.67354613176505673 97.261330325256907 0.88235865997186369 0.16342184219996211 33.000000000000007 2.2249047528158035 282.75000000000006 23.896691064482187 -14.895014762878416 57.064640058062047 0.90588685359377119 45.393303886489697 256.25000000000006 19.214428967304851 48.926581201467322 0.78703995609733324 224.93630875027074 50.125265228648708 46.500000000000007 71.931536470760037 1.0000000180025095e-35 43.324934005737312 9548.5000000000018 1.5000000000000002 0.80475321515467513 43.936527883115261 -79.101669311523423 54.35512932384821 0.6800178253119431 2443.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 -4 6 -1 -2 10 17 -6 -8 14 15 -9 -14 -17 -10 24 -20 21 -18 -13 29 25 26 -5 -15 -29 -12 -16 -19 -25 -7 right_child=1 -3 4 18 8 33 11 12 9 -11 23 22 13 27 30 16 20 31 19 -21 -22 -23 -24 32 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.0064674916649430664 -0.008628579938594224 -0.0041265403699528623 -0.0034684866989752403 0.0022925144459992465 -0.0062154097611513076 -0.00075710132178719415 -0.0042764061625834206 -0.0018997443798425637 -0.0035914583319205046 -0.0075440807509686231 0.0053441601144674049 -0.0019260327658938571 -0.0012989702508857195 0.0078689878058675992 0.0006767061700523097 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internal_count=915474 532152 383322 513605 234935 148387 141440 273367 205373 118909 86464 132006 272388 202232 70156 199891 182783 116204 240238 2478 182322 114890 91287 84210 237760 220943 193471 2341 2129 79827 65124 104697 4383 6947 shrinkage=0.065238 Tree=31 num_leaves=35 num_cat=0 split_feature=16 33 16 16 20 14 24 17 17 17 17 29 21 25 23 27 23 8 11 6 12 8 0 11 20 26 20 27 22 27 6 30 12 8 split_gain=477.616 143.017 95.8729 42.4922 23.6723 22.7953 24.866 22.7341 22.9596 22.5243 19.39 19.9387 19.3488 16.4667 16.4385 16.0675 16.2534 15.399 14.9555 14.865 14.8218 20.553 15.5549 14.6969 13.8161 13.6462 12.7638 12.7364 13.7602 13.4679 12.5517 12.3938 12.1955 12.1623 threshold=208.64291491560229 2.5000000000000004 223.3990001020517 173.31417308397508 0.68752646062658773 19.043281811692918 21.500000000000004 76.324665501966152 36.36363387622837 97.261330325256907 49.714629682286677 0.532469487687807 5.5000000000000009 256.25000000000006 1.7722338368606436 36.500000000000007 0.99540862790070161 140.50000000000003 0.69079703569268014 0.27159225013979582 194.78174593052026 1134.5000000000002 29.500000000000004 0.8001909896995959 0.78283270533708371 0.67442707362929599 0.77866861456050651 37.500000000000007 613.75000000000011 23.500000000000004 0.88043475507320823 1.0000000180025095e-35 262.87310601229382 1876.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 9 -5 6 17 8 -6 23 -2 -12 31 -13 27 16 -8 -4 19 -9 21 22 -11 -1 -3 -17 -25 28 29 30 -10 -7 -14 -15 right_child=1 24 5 4 7 12 15 18 14 20 11 13 32 33 -16 25 -18 -19 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0043877524693435423 -0.0010700078772571465 -0.0046408698866146738 -0.0073691769876645533 -0.0032599623128831104 0.007113996370519524 0.0024830084418299963 -0.0079458666743188501 -0.027188093035818366 -0.0013801142628263015 0.0050297337148946606 -0.0023938510422398689 -0.011366100328501034 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1.70565200963311 0.52238124446261847 37.500000000000007 8.5328414946668101 20.500000000000004 19.043281811692918 37.500000000000007 668.25000000000011 186.317279836453 131.13351365237943 0.77866861456050651 28.572948328267483 0.86967913520933438 726.25000000000011 0.67424520331710369 0.27159225013979582 134.50000000000003 0.56023562875201594 0.65217391620639342 0.70971305418261865 1.0024033671207058 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 8 17 -7 12 -5 -10 -2 13 -1 16 -12 -15 -11 29 19 33 -8 22 -9 -14 -3 -25 -27 28 -13 -4 -26 -20 -21 -19 right_child=1 24 5 4 -6 6 20 21 9 11 14 27 23 15 -16 -17 -18 18 31 32 -22 -23 -24 25 30 26 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0039105855266749045 -0.00081493481862900162 -0.004790147978442588 -0.0079478339050456284 0.0016153604384028363 -0.0037237060669836762 -0.0039335139219194293 0.00014283203871938392 0.0018776381842740986 -0.0024219984419682097 -0.0099575979154320152 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24.114089076010966 0.33517904190760012 0.86967913520933438 25.500000000000004 -7.0814788341522208 0.87952452405675441 0.098841756018517371 0.83016256472715033 71.931536470760037 0.74085471056573937 81.110201321802705 3035.5000000000005 644.25000000000011 0.98670138659695561 1.5000000000000002 9.5000000000000018 11.999999046325685 1.5000000000000002 1.5000000000000002 0.90897087513935348 17.625743952287735 1.0000000180025095e-35 15607.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 16 9 -6 23 11 18 19 28 21 14 15 -13 17 -5 26 -9 -21 -11 -23 -3 25 -25 -1 -28 -2 -8 -12 -30 -27 -34 right_child=1 7 -4 4 6 -7 29 10 -10 12 30 13 -14 -15 -16 -17 -18 -19 -20 20 -22 22 -24 24 -26 32 27 -29 31 -31 -32 -33 33 -35 leaf_value=-0.0053442559567876587 0.0086753402577381417 0.0011197128594107471 -0.0040776655520919965 -0.026077944001851438 -0.00048167668378846557 0.00053231424431717856 -0.0091349064462695004 0.00088107948766817808 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0.0192136 0.0780674 -0.0875817 0.106888 0.0272702 0.0332381 0.0340901 -0.0495611 -0.0412961 -0.0523676 -0.0875734 -0.0169823 -0.0610581 0.0308845 0.00468689 internal_count=915474 698306 217168 421143 201308 171415 23780 277163 219835 136791 64601 207077 69983 199240 142950 119404 177528 137312 66808 39780 3517 3113 306 212562 133646 132720 47239 37628 7837 5659 24821 7486 120641 14957 shrinkage=0.065238 Tree=34 num_leaves=35 num_cat=0 split_feature=16 16 20 20 16 31 0 17 17 29 27 26 32 17 23 16 17 4 7 17 25 29 17 16 33 23 21 17 16 25 25 5 21 7 split_gain=346.228 74.4706 72.6452 29.4353 28.3966 24.2808 22.4512 19.0645 18.8069 17.1748 17.042 16.0097 14.3234 14.0965 15.5634 13.9644 18.0582 13.6906 14.9071 37.4637 17.0992 13.3599 13.2937 12.9961 12.9533 12.8521 12.7589 12.4669 12.3463 11.6695 11.3645 18.9747 11.5111 11.296 threshold=218.51189486206641 202.25383097283495 0.69369124292954554 0.76870356888440072 232.15018375412399 1.5000000000000002 29.500000000000004 59.050385674626277 87.95585196669937 0.48186225872054161 26.500000000000004 1.3442802703480015 1.5000000000000002 54.35512932384821 1.7722338368606436 162.80821709155046 40.454750416364654 64.003540039062514 -16.688151359558102 55.877875400073968 256.25000000000006 1.5244323626770109 44.325228249323693 111.22556009957327 2.5000000000000004 0.77393346188846046 2.5000000000000004 34.004154400654294 159.79994333053034 256.25000000000006 464.75000000000006 23.352087020874027 9.5000000000000018 -81.828559875488267 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 24 10 7 8 21 12 -8 17 28 15 14 22 27 -17 18 33 20 -20 -2 -5 -13 -3 -21 -27 -1 -11 -15 31 32 -12 -4 right_child=2 3 4 13 -6 -7 9 -9 -10 11 30 23 -14 29 -16 16 -18 -19 19 25 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=0.00048378122564460019 0.00094029366269189521 -0.00150427194975347 0.00060843646499849334 0.0055482728870412936 0.0019969622066842449 -0.0034552875934084175 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1.5000000000000002 0.95359924242424254 0.68965517833030721 29.500000000000004 36.934224084119755 3678.2500000000005 1.0001250938203656 -51.84277153015136 282.75000000000006 34.789659500122077 47.00000190734864 1.6234090099426759 0.95251529283186653 2.5000000000000004 2.5000000000000004 0.73536682615629989 44.346288681030281 0.60258710565945461 5.5000000000000009 47.500000000000007 0.90814501807565484 0.87005080454265882 22.905955235025665 0.94445941898772101 0.28860669085126994 42.001071929931648 1.5000000000000002 0.4923116661202675 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 11 9 30 16 -9 -4 -8 14 13 15 -1 -12 17 -3 -5 23 -21 22 -22 -15 -23 -10 27 -17 -20 -16 31 32 33 -7 right_child=1 7 5 18 -6 6 10 8 25 -11 12 -13 -14 19 29 26 -18 -19 28 20 21 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0037821864086074425 -0.0037334721932005032 -0.0028087293175251041 0.00098703594785704073 -0.004538983651131802 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1.5000000000000002 40.500000000000007 4655.5000000000009 0.90660350079518215 2.5000000000000004 20.06025641086886 0.84200065832784732 1.0000000180025095e-35 -0.93919089436531056 751.25000000000011 611.75000000000011 0.884631173424277 684.25000000000011 605.75000000000011 3.5000000000000004 339.25000000000006 0.72478842187611126 52.500000000000007 3.5000000000000004 0.098841756018517371 1.5000000000000002 1179.7500000000002 -50.710590362548821 108.40254326381663 1.1548288327740868 36.934224084119755 35.00041580200196 1.6773889227023739 51.995135535721637 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 7 9 -2 6 11 32 10 -4 -6 14 13 24 15 23 22 -5 19 -13 21 -21 -11 -1 -12 -26 -27 29 -29 30 -28 -32 -3 -10 right_child=1 2 3 17 8 -7 -8 -9 33 16 12 18 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 26 27 28 -30 -31 31 -33 -34 -35 leaf_value=0.0046352939340004251 -0.0044224790228231453 -0.0030677363974823992 -0.0093375538486982473 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0.0159762 -0.0185091 0.0132713 -0.0152834 0.0164942 0.0192298 -0.0282425 -0.0219389 -0.0169686 0.00777594 0.00336486 -0.00676569 -0.0754318 -0.2581 -0.0220499 -0.0312698 0.0271663 0.0274121 0.0241225 -0.00226887 0.0190453 -0.0425261 -0.0732212 -0.193566 -0.0591277 0.0345483 internal_count=915474 775724 292598 256031 483126 139750 110198 36567 477891 122930 417137 84192 350238 307745 49673 44786 121429 133101 34519 27095 3204 446 100450 37892 151222 151108 134652 19164 12530 6634 4355 1180 26557 60754 shrinkage=0.065238 Tree=37 num_leaves=35 num_cat=0 split_feature=16 31 16 9 5 20 26 21 5 28 0 17 21 0 28 9 6 17 5 13 18 4 26 4 18 20 12 22 21 27 4 4 15 9 split_gain=257.715 77.6097 41.2873 32.3683 32.3555 30.8578 29.0425 18.1445 17.3385 16.8086 16.4497 16.2444 15.5155 15.1944 15.1411 14.1948 14.1483 12.9733 12.9172 12.6651 14.008 11.2122 11.0756 11.9536 10.5069 10.4413 10.4212 10.0814 10.0566 9.78329 12.2745 10.3356 9.35772 21.0095 threshold=208.64291491560229 1.5000000000000002 223.22171619998912 0.94240930757161501 34.00000190734864 0.75904295916698483 1.4048183409629196 2.5000000000000004 70.023921966552749 391.25000000000006 40.500000000000007 63.569371843269558 5.5000000000000009 24.000000000000004 311.50000000000006 0.96461262021460603 0.88043475507320823 50.199077372833393 459.49996948242193 26.372924466404424 4.5000000000000009 131.99998474121097 0.95920707538490813 12.002450942993166 1.5000000000000002 0.41551603620287408 237.20458146424491 192.75000000000003 3.5000000000000004 16.500000000000004 109.2715187072754 15.934057235717775 0.72771334661630838 0.73273179919148002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 17 13 7 -3 32 9 15 -5 18 26 -4 25 -9 -6 21 24 29 -16 -21 -13 -19 -24 -2 -1 -10 -14 -12 30 31 -8 -7 -34 right_child=1 5 12 4 8 6 10 14 11 -11 28 16 27 -15 19 -17 -18 22 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 leaf_value=-0.0051065487438244966 0.00097669852825882841 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1.0000000180025095e-35 226.71877909683431 0.94091688688607833 0.66228291912795145 0.75904295916698483 1.4048183409629196 65.548099163162945 16.500000000000004 14092.000000000002 177.9055204293077 49.917841212906424 0.14310287092240667 750.25000000000011 52.500000000000007 658.25000000000011 2.5000000000000004 31.500000000000004 14.500000000000002 0.66726716544781428 6.5000000000000009 1.9943233082706768 24.000000000000004 3.5000000000000004 362.25000000000006 0.27159225013979582 18.865418407083663 544.25000000000011 453.50000000000006 39.454590340698125 2179.7500000000005 2834.5000000000005 1.5000000000000002 2393.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 22 7 -3 -7 -5 9 14 -6 -12 -2 18 -8 16 28 -18 20 -20 -14 -10 -1 -19 -25 29 27 -26 -4 30 -17 33 -33 -32 right_child=1 5 15 4 10 6 8 -9 21 -11 11 -13 13 -15 -16 25 17 23 19 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31 31 32 -34 -35 leaf_value=-0.0015359456614155872 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threshold=208.64291491560229 1.0000000180025095e-35 222.34686092947038 0.93664147703686951 709.50000000000011 0.53920271451895863 13.500000000000002 1.9943233082706768 2.5000000000000004 51.030143225591601 311.50000000000006 238.48519634020229 1.2752925391160714 391.25000000000006 26.372924466404424 109.93142130617026 8315.5000000000018 1.1951871026290193 194.78174593052026 30.500000000000004 447.25000000000006 53.551012558472202 -32.460475921630852 274.40559159102162 3077.5000000000005 2142.2500000000005 311.50000000000006 24.000000000000004 14.500000000000002 0.89863695210458505 0.35226455340774415 644.25000000000011 23.540337562561039 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 27 8 -3 15 -8 13 28 -10 19 18 -5 -12 -7 -17 -18 29 21 -21 -4 -23 24 25 -24 -11 -1 -2 -6 -19 33 -33 -22 right_child=1 5 11 4 12 6 7 -9 10 26 14 -13 -14 -15 -16 16 17 30 -20 20 31 22 23 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 leaf_value=-0.0014707133819073419 0.00032777867338558517 -0.002902370519886845 0.0012488673534909222 0.0018784009191192719 -0.0016767306621750112 0.0010674079286886868 -0.0011046789837584534 -0.0067045596651177071 -0.010034914530112037 -0.009312564646943423 -0.001889775672167358 0.0021249249401535659 -0.0016019919568168119 -0.0031508853338167169 -0.00074458054732113221 -0.035895547580890599 0.00087866367761067115 -0.030325338032488523 0.0047114319494457931 -0.0084169002795025597 0.00024964397274166686 0.0025813415906702718 -0.01028794369031155 0.0076921566732916866 -0.036964301246022395 0.0082759964145686336 0.00060611467825296501 -0.0035828284312169768 -0.0014177653631082447 0.0010511153492569938 -0.0065675385403585092 0.0028858463876370766 -0.0017499472972233878 -0.0028054971763589727 leaf_count=15158 24979 20614 271067 2253 7503 30319 20608 2974 753 473 66063 59584 12960 30076 94539 69 2372 81 2835 1000 17133 2557 1543 229 94 160 120222 28531 32690 25479 1176 9666 3411 6303 internal_value=0 0.009868 0.0135142 -0.0220189 -0.0181146 -0.0158245 -0.00556579 -0.0277583 -0.0232144 0.00260434 -0.019265 0.0187348 0.00213567 -0.0429259 -0.0186341 0.00981902 -0.0438233 -0.0341949 0.0117938 0.016102 4.19742e-05 0.0182877 -0.0323186 -0.123046 -0.153752 -0.130964 0.00869499 -0.0436866 -0.0101428 0.0065999 -0.124137 0.00357662 0.0257005 -0.00876823 internal_count=915474 629324 551111 286150 242461 78213 57599 23582 193684 178364 161355 372747 48777 32329 160602 34017 3698 3629 35817 313163 37513 275650 4583 2026 1797 1703 120695 43689 57669 32982 1257 36513 13077 23436 shrinkage=0.065238 Tree=40 num_leaves=35 num_cat=0 split_feature=16 33 16 4 16 7 7 17 25 27 11 12 5 11 17 7 11 27 28 15 7 22 19 10 11 17 1 22 6 28 6 25 17 5 split_gain=179.879 40.3863 35.2813 19.2884 19.0084 15.1088 14.9607 35.1369 14.2667 13.4076 12.8577 15.7362 12.1459 12.0625 11.9639 11.8318 10.9847 13.8848 13.8734 10.8715 12.0792 14.545 36.942 23.2336 12.3365 11.7769 12.1929 20.8947 12.0225 10.8193 10.586 10.4673 10.3354 11.0587 threshold=216.60259989801173 2.5000000000000004 184.72942014061053 6.0232255458831796 233.22030715681487 -16.688151359558102 -16.688151359558102 56.489294185760691 256.25000000000006 6.5000000000000009 0.82501221896383192 175.56854249492383 26.870056152343754 0.84712563073302072 43.048646939394679 -79.101669311523423 0.90773967328182603 30.500000000000004 447.25000000000006 0.26719917641627694 -2.0095537900924678 2179.7500000000005 2662.7500000000005 0.97324583930766961 0.58109147929092531 45.822550350063267 4272.5000000000009 3117.5000000000005 0.52830189199391464 8164.7500000000009 0.20517676108743926 1293.7500000000002 107.89735329133349 54.000513076782234 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 10 -4 6 -5 15 8 -8 12 32 -12 -10 -7 -11 31 17 -16 -19 20 -6 -22 23 -23 30 -21 27 28 -27 -9 -24 -2 33 -1 right_child=1 -3 3 5 19 13 7 29 9 14 11 -13 -14 -15 16 -17 -18 18 -20 25 21 22 24 -25 -26 26 -28 -29 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58 4357 3144 8584 internal_value=0 0.0121208 -0.0161864 -0.00981757 0.0137833 -0.00874091 0.00945166 0.00555355 0.00674956 0.00710898 -0.0302328 -0.0118009 -0.0164964 -0.0133621 0.00940368 0.020868 0.0110619 0.00812898 -0.0123135 0.0225049 -0.0112574 -0.0425135 -0.0944365 -0.351402 -0.0402273 0.0244334 -0.0505903 -0.102087 -0.0650339 -0.111674 -0.407044 0.00349038 -0.0359026 -0.0378512 internal_count=915474 521090 394384 271350 503147 266996 336179 250609 248078 247522 123034 28943 21930 193843 225592 85570 214472 183631 28135 166968 9022 5216 2652 462 2190 157946 2065 1425 1303 2531 88 26875 94091 90947 shrinkage=0.065238 Tree=41 num_leaves=35 num_cat=0 split_feature=16 30 8 0 20 26 27 14 2 21 25 0 8 0 21 29 28 28 22 6 14 12 7 19 6 27 7 11 28 23 29 22 18 6 split_gain=155.782 53.0402 31.5857 27.7979 20.6439 23.6438 18.2615 18.2095 16.6842 16.2827 21.1983 15.2843 15.0718 13.9581 13.2518 12.5862 11.5352 11.4005 13.6541 11.4891 11.292 13.5221 10.9872 16.1217 10.5269 10.3038 10.0892 10.1518 10.6116 12.5059 9.99298 9.64944 17.4091 37.8298 threshold=203.52493383940387 1.0000000180025095e-35 725.50000000000011 29.500000000000004 0.75904295916698483 1.4048183409629196 2.5000000000000004 13.035436664427754 46.219375000000007 1.5000000000000002 1179.7500000000002 40.500000000000007 156.50000000000003 51.000000000000007 16.500000000000004 0.77562082162818247 684.25000000000011 748.75000000000011 625.75000000000011 0.64999995084306639 18.376414938753772 137.95889244992068 -50.194429397583001 342.25000000000006 0.30437738011578713 2.5000000000000004 -16.688151359558102 0.93405601253427351 875.75000000000011 0.30215152274962881 0.79550018272517498 1376.7500000000002 1.5000000000000002 0.62500000392135835 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 12 -3 -6 -5 -4 13 -9 16 15 -2 -7 22 17 -11 18 19 -1 21 -18 -8 -24 -20 30 -27 28 29 -28 -14 32 -12 -34 right_child=1 4 7 6 5 8 14 9 -10 10 31 -13 25 -15 -16 -17 20 -19 24 -21 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11562 36775 698 9210 2873 126062 740 35123 1506 1344 internal_value=0 0.00768016 0.0110637 0.00369545 -0.0153725 -0.0033618 -0.00847836 0.018293 -0.0352782 0.0184745 0.0156012 -0.0221639 0.0114712 -0.0618583 -0.00746013 -0.0148839 0.0197893 -0.0228046 -0.0152821 -0.0233835 0.0258999 -0.188577 -0.00650957 -0.0101068 0.0144862 0.0125231 0.0131685 0.0092677 0.0069885 0.0083506 -0.0777289 -0.00388506 -0.0299841 -0.0970713 internal_count=915474 680002 592969 293661 87033 54119 114460 299308 16244 299146 259748 235472 179201 9624 113721 129630 213797 78747 56617 44505 126353 245 112846 99608 12112 176874 175618 138843 129633 126760 1256 45951 10828 2850 shrinkage=0.065238 Tree=42 num_leaves=35 num_cat=0 split_feature=16 20 30 16 17 11 11 27 20 17 17 12 17 11 12 25 28 29 9 11 29 5 16 17 11 4 29 17 29 19 24 28 12 29 split_gain=138.728 34.7025 25.9943 24.7565 18.0625 18.1527 14.1535 15.4553 13.7859 12.7505 13.0001 12.6554 12.4486 32.8637 15.3466 11.9543 11.8792 11.7619 11.4821 11.4425 10.6096 10.504 10.4902 13.9497 11.6981 10.1519 9.84856 9.78927 9.775 9.72399 9.65068 9.55145 10.9993 9.31685 threshold=220.0929164162545 0.74380676704034043 1.0000000180025095e-35 203.10759066075829 76.324665501966152 0.82762000768049171 0.92839190426573215 26.500000000000004 0.52859891004544368 53.026189644034552 44.413399210252408 108.71930009000631 54.273684360602608 0.77597621676569062 130.30203820042831 902.75000000000011 5060.5000000000009 1.6773889227023739 0.96797295487635671 0.62971094829525376 3.3190847720230194 40.999996185302741 148.28407423708924 39.38033332990576 0.60363625953868627 5.0298221111297616 1.5820560120744593 81.110201321802705 0.098841756018517371 17803.000000000004 14.500000000000002 455.75000000000006 71.088834764831859 0.38825941333070002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 6 4 5 17 7 12 -4 10 -5 19 -2 -14 -15 25 26 22 20 -9 -6 -16 29 24 33 -1 -12 -11 -25 -3 -28 32 -21 -24 right_child=2 3 8 9 18 -7 -8 11 -10 27 16 -13 13 14 21 -17 -18 -19 -20 31 -22 -23 23 28 -26 -27 30 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0049934196510071594 0.0010994815296040395 -0.0035591870119439325 -0.0024638099193095785 0.0051024322661147991 -0.00055609755692192662 -7.0820734221487932e-05 0.0022107928404430724 -0.015910282039061932 2.5389646058888066e-05 0.00042794913908220848 -0.00041241143455474576 0.0012731371021892815 0.001243277687186906 -0.015230353807085487 -0.032848921577034555 -0.0034446678048473465 -0.0088184782979612141 -0.0045541787046829776 0.0046478786253021315 -0.017220406082842647 0.0091125033730057505 0.00019728324189761018 0.027299375724990502 -0.012842834987326713 0.00093492025652217113 -0.0013995510592938294 -0.0018748070279106393 0.0059033099680691195 -0.0014748296388282798 0.027524640064115192 -0.0085173127127251454 -0.00038861714227454833 -0.0030840543262208612 0.0059996820992484282 leaf_count=3515 304402 11015 12638 1698 7351 40119 35779 209 37767 96595 86274 20650 3750 947 44 18148 753 5747 3333 266 517 588 123 323 5564 69257 4922 1410 96331 43 1148 41983 1963 302 internal_value=0 -0.0123665 0.0122542 -0.00799673 -0.0167648 -0.0194896 0.0148853 0.0130712 -0.00917756 -0.000230645 -0.00849943 -0.000938708 0.0160146 -0.0319002 -0.152921 -0.0298401 -0.010081 -0.025671 0.0220528 -0.0104472 0.0012143 -0.032242 -0.02344 -0.0202873 0.0265456 -0.0241139 -0.00906093 0.00776731 -0.0231893 -0.0527042 -0.0479948 -0.00934367 -0.0731327 0.186457 internal_count=915474 454488 460986 363568 170768 159567 410581 374802 50405 192800 94795 65071 309731 5329 1579 90920 93097 119448 11201 44421 7868 632 113701 102643 5989 72772 92344 98005 96654 11058 6070 44212 2229 425 shrinkage=0.065238 Tree=43 num_leaves=35 num_cat=0 split_feature=16 29 9 30 28 6 0 0 7 7 17 12 16 20 6 25 27 1 27 29 6 20 28 16 28 19 28 25 27 23 30 28 26 16 split_gain=123.361 30.6708 24.9817 22.3233 21.9573 19.6205 16.3477 13.8443 13.5512 12.678 16.9598 13.7167 14.88 12.5322 12.3789 10.8575 15.5746 10.8401 12.5194 9.96093 18.6858 11.3048 11.4444 9.59957 9.51847 9.27044 9.91691 9.01488 10.5711 8.89962 9.23206 8.8967 8.89257 8.76881 threshold=220.0929164162545 0.532469487687807 0.94091688688607833 1.0000000180025095e-35 684.25000000000011 0.45873063938470365 37.500000000000007 24.000000000000004 -26.696461677551266 -1.0000000180025095e-35 54.273684360602608 130.30203820042831 224.76974762300708 0.52859891004544368 0.74999999215999691 454.25000000000006 32.500000000000007 238.50000000000003 1.5000000000000002 0.13330765279917825 0.57633577459794005 0.51640142252348664 4600.5000000000009 111.22556009957327 24668.250000000004 484.25000000000006 463.25000000000006 256.25000000000006 1.5000000000000002 0.33517904190760012 1.0000000180025095e-35 594.25000000000011 0.13304407298647195 194.9692996231156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 19 5 9 6 -3 8 -7 -4 -2 15 12 -12 -5 -14 16 27 18 -10 -1 21 -21 31 -6 33 26 -18 -11 -29 30 -22 -23 -31 -25 right_child=3 2 4 13 23 7 -8 -9 17 10 11 -13 14 -15 -16 -17 25 -19 -20 20 29 22 -24 24 -26 -27 -28 28 -30 32 -32 -33 -34 -35 leaf_value=-0.0035983478354080028 0.0013506633602250379 -0.0038896601240662383 0.0012021079970161177 -0.0023190935679283722 0.0068980289788791215 0.00048696237485991255 -0.0012926044883455946 -0.002026931813367746 0.014096410547579138 -0.0092984097772988213 -0.0047381146299557645 0.0024484171200776124 -0.027938653228576481 5.5343988237642349e-05 -0.00062282954984917247 0.0007788089816070235 -0.014083969886217497 -0.00042745380336257254 -0.0084556736888687489 -0.0018156799379014528 0.00033464112512224188 0.0031627458713075359 0.0081322028553699501 -0.00057603760421463075 0.015212569681563325 0.000643077970016634 -0.0017993067893979223 -0.026650985423092455 0.00012955515443265241 0.015282775995621308 -0.0029268545693065004 -0.00055753869068208932 -0.0028071821987550182 0.00076401836016292259 leaf_count=12006 168388 14083 25193 12611 985 15237 95324 24023 115 456 697 535 275 37866 95 223411 807 85057 1177 8444 9685 4142 952 28482 185 508 428 63 14678 116 5971 8058 38544 76877 internal_value=0 -0.0116174 -0.00759592 0.0115996 -0.00419086 -0.027601 -0.0101975 -0.0161145 -0.00197951 0.0140408 0.00940371 -0.0931466 -0.158669 -0.00824485 -0.320751 0.0100872 -0.0143211 -0.00793313 -0.0988432 -0.0283923 -0.0241592 0.000722349 0.0190549 0.00747332 0.00655627 -0.103854 -0.150627 -0.00405224 0.00023147 -0.0340521 -0.0139375 0.0108147 -0.0421979 0.00615834 internal_count=915474 454656 366738 460818 313395 53343 206866 39260 111542 410341 241953 1602 1067 50477 370 240351 16940 86349 1292 87918 75912 21596 13152 106529 105544 1743 1235 15197 14741 54316 15656 12200 38660 105359 shrinkage=0.065238 Tree=44 num_leaves=35 num_cat=0 split_feature=16 30 8 0 2 27 0 22 17 16 15 11 16 26 22 27 17 16 17 27 19 29 22 27 11 29 33 28 26 23 22 26 30 18 split_gain=106.874 35.8105 24.544 21.3246 15.8595 15.3202 12.596 11.9573 11.6419 12.3833 11.4056 15.6403 11.7123 11.2499 10.8485 11.1502 10.4884 10.9875 11.2164 10.1262 12.6632 10.0816 10.0421 14.9076 27.8778 9.35041 13.8281 9.06788 9.01892 8.8983 8.86228 8.65719 8.56778 8.47719 threshold=203.52493383940387 1.0000000180025095e-35 731.50000000000011 29.500000000000004 19.388321995464857 2.5000000000000004 29.500000000000004 246.25000000000003 56.772833232548784 178.92146780832726 0.25463322812376837 0.52634128574030237 240.78807543251762 1.3036843089955179 515.75000000000011 54.500000000000007 87.95585196669937 154.48383363201916 53.861416615239541 15.500000000000002 1117.2500000000002 0.16342184219996211 12266.500000000002 1.5000000000000002 0.8929795223845568 1.8482018503780344 1.5000000000000002 584.25000000000011 1.2050860657187135 0.42459036542500855 807.25000000000011 0.79617909222074601 2.5000000000000004 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 7 25 -5 16 -2 13 -10 11 -4 -12 -8 15 -7 17 -1 -19 -6 -21 -9 23 24 -13 26 -3 28 -18 -25 -31 -29 -27 -23 right_child=1 4 10 5 19 14 8 21 9 -11 12 22 -14 -15 -16 -17 27 18 -20 20 -22 33 -24 29 -26 32 -28 31 -30 30 -32 -33 -34 -35 leaf_value=-0.0024935187779485104 -0.0042189047350768075 -0.00014109496868169017 0.0051338768738693995 -0.009926605901308826 0.00075071562603332381 -0.0014108130132651513 -0.0017582100402433712 -0.007149938210358457 -0.0026377725697967979 -6.149349516223385e-05 0.00094970594172522137 -0.028039890872337492 0.0023474221964189779 -0.0043576562748053925 -7.3993913801986521e-05 -0.018116199034925097 0.0094966645676792874 0.00014777850280093304 -0.0015949908933905661 -0.00029427684817034862 -0.0052158308038192953 0.0006896747853519415 0.005267037191354117 -0.031891384137513482 0.0039138808484320709 -0.0062900002963725415 -0.0025507551970288078 -0.0027865192496547902 -0.010997910867563883 -0.012620775566561009 -0.0015713629186032288 0.0030001564775540986 -0.00061002867045962432 0.013277047725053443 leaf_count=13314 2150 20427 1385 731 29435 30545 95289 698 10445 33117 256512 270 28334 7655 85308 171 960 45935 23892 9140 2941 179154 666 43 204 3271 20118 1740 101 325 6250 2993 1727 228 internal_value=0 0.00630422 0.00908476 0.00270513 -0.0126345 -0.00784573 -0.0184161 0.00946508 -0.0241149 -0.0104114 0.0155728 -0.0191932 0.0166887 -0.0299137 -0.00693649 -0.0230512 -0.00902821 -0.011895 -0.00687525 0.00150193 -0.022876 0.0103502 -0.0366686 -0.0476939 -0.219008 -0.025521 -0.0204903 0.0321092 0.115665 -0.0354239 -0.0324586 0.0133786 -0.0663318 0.0108169 internal_count=915474 680033 592974 298985 87059 116755 235441 182230 146506 43562 293989 9143 284846 102944 116024 30716 88935 83141 69827 41516 12081 180080 7758 7092 474 45543 40545 5794 1061 6618 6575 4733 4998 179382 shrinkage=0.065238 Tree=45 num_leaves=35 num_cat=0 split_feature=16 20 0 29 7 9 11 8 20 11 6 13 0 14 28 27 16 14 27 13 28 27 23 21 28 13 24 7 27 28 21 32 23 10 split_gain=95.7767 28.527 26.0421 27.2371 18.8488 20.1586 16.9679 16.9244 16.6881 13.6303 12.8854 13.7486 12.774 13.1889 12.137 13.3466 11.6095 9.9461 15.5905 9.72655 9.6517 9.27419 8.86102 8.848 15.0218 16.8797 12.7085 9.63131 8.78369 8.74671 8.52707 8.50866 10.3084 18.2235 threshold=221.61209626208066 0.74380676704034043 49.500000000000007 1.5420443485500537 -16.688151359558102 0.95498452093860065 0.82679154995331472 1547.5000000000002 0.38625474033199358 0.65884437656641615 0.41269841814727898 30.852333091143052 29.500000000000004 17.922419187478287 3339.2500000000005 14.500000000000002 185.62580067990697 23.262210174894459 21.500000000000004 35.334161134792275 1036.2500000000002 9.5000000000000018 1.1676195454495957 1.5000000000000002 9715.2500000000018 281.81152324050964 1.5000000000000002 -89.93590927124022 51.500000000000007 875.75000000000011 3.5000000000000004 1.5000000000000002 0.2851093712646427 0.92872547525286187 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 4 16 5 23 10 -8 -2 17 -6 29 -10 -14 15 -11 -4 18 -7 -18 -5 -1 -9 24 27 26 -26 -3 -13 -12 -17 32 33 -23 right_child=8 2 3 20 6 9 7 22 12 14 11 28 13 -15 -16 30 19 -19 -20 -21 -22 31 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0026708037219723224 -0.0020338908831151613 -0.004284260972773255 -0.0024137307045545872 -0.0061073279021682933 -0.0037420896527241838 0.0028657092297896432 1.0732692491131962e-05 0.0080212789254598058 0.0010229799440305584 0.0019180920209600754 -0.0015371554128399455 -0.00017242757025475846 -0.0035984964834889829 0.00036599596104222045 -0.0091823053271796271 -0.0044925337544510025 -0.0015803949247411217 0.0050685633941325234 -0.006108848083754552 0.00026851411776219981 -0.00071953533060782713 0.0031377720921237032 -0.00058146462554765552 -0.0010469250866357803 -0.022722043666820412 0.0080561245760275759 -0.0030162465964706721 0.0054506453005295288 -0.020236799386360235 -0.006434547953651437 0.00011895672985297621 -0.0023802775370785766 -0.0011431716624374689 -0.0067170691619535729 leaf_count=26952 9246 507 18690 6631 6889 4983 107062 1732 280617 26944 41759 61471 3666 138339 505 1898 20851 6512 987 28885 1799 5407 722 28360 260 256 300 2945 93 1612 16918 19632 41107 937 internal_value=0 -0.00963916 -0.00586575 -0.022358 -0.00181244 0.0102708 -0.00680073 0.00204659 0.0108503 0.0213401 -0.0154655 -0.012715 0.0117698 0.00404134 0.0134283 0.0151298 -0.0157504 0.0506654 0.0211836 -0.00776558 -0.0759918 -0.0252718 0.0841571 -0.00965947 0.0327896 -0.0892329 -0.186477 0.0616338 -0.00310766 -0.0263525 -0.00530691 -0.018977 -0.0117329 0.025786 internal_count=915474 483606 389571 76856 312715 91375 221340 109516 431868 58747 111824 104935 422622 142005 46265 45760 68426 12482 5970 49736 8430 94035 2454 32628 4268 816 560 3452 61564 43371 18816 67083 47451 6344 shrinkage=0.065238 Tree=46 num_leaves=35 num_cat=0 split_feature=16 16 20 0 32 11 7 17 19 26 21 0 17 13 17 14 28 6 22 14 26 18 24 19 9 5 17 9 4 33 4 24 1 17 split_gain=83.2371 26.1507 15.9785 16.2266 15.5051 12.5505 13.4264 21.6146 12.4403 16.7796 14.0401 12.6623 12.6586 12.0602 11.3778 10.998 11.1289 10.8522 12.922 27.1037 18.6328 11.3378 10.7353 11.1432 10.6974 17.9756 9.1957 14.0684 9.0895 9.56412 10.2916 8.94594 8.87797 8.80436 threshold=220.86074328790991 174.53599137931039 0.82383880663064935 33.000000000000007 2.5000000000000004 0.92839190426573215 -1.0000000180025095e-35 54.273684360602608 481.25000000000006 1.4415717290351471 14.500000000000002 49.500000000000007 52.513013469590284 16.281247437822636 44.137239333576581 26.050499389712662 622.25000000000011 0.29416457077080388 2179.7500000000005 38.50708269822519 3.4968090622631727 3.5000000000000004 20.500000000000004 723.25000000000011 0.96075219271221235 71.000812530517592 68.319192439665201 0.95623055803836021 6.0232255458831796 2.5000000000000004 13.999999046325685 4.5000000000000009 314.50000000000006 30.270380902148599 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 24 28 13 5 6 -2 17 10 33 -5 -11 -13 -4 -15 16 -9 18 -8 20 -20 -19 -23 32 -1 -26 -16 -28 -3 30 -30 -18 -24 -10 right_child=4 2 3 8 -6 -7 7 15 9 11 -12 12 -14 14 26 -17 31 21 19 -21 -22 22 23 -25 25 -27 27 -29 29 -31 -32 -33 -34 -35 leaf_value=-0.0024321846470019121 0.00099697887460188628 -0.0038421745577992003 -0.0076738659225423908 -0.0015922255174453141 -0.0022560965384551854 0.0018414347549955334 -0.00036985000956836738 -0.0016871045923062915 0.020349337381467207 -0.00063388754416012372 -0.011620225267990173 -0.0079010416258684223 -0.0023112433849729178 0.0035944883014955072 0.00019352102776054502 -0.0016529288292653711 0.0071351685191619798 0.00051328871618764314 -0.019673473881333881 0.0030772639621318115 0.0095459741816349853 0.00027933263513999146 -0.016976186532165961 0.0029608378665027034 -0.00112924741067788 0.0094614690653045865 -0.00082414543279412029 0.005101835694828475 0.00087801149114891488 -0.0026635916996346222 -0.0011073935633390646 -0.021978681374748128 -0.0031391971516553452 -6.2710989416499347e-05 leaf_count=38813 182788 5083 782 28209 7737 36900 2506 232 90 9657 607 2585 5178 4724 116145 625 50 191730 704 537 107 11856 202 1325 47564 692 2928 4082 14103 12344 52390 442 8568 123189 internal_value=0 -0.00928256 -0.00571867 -0.00228801 0.00979403 0.0105769 0.0089555 0.00367214 -0.00871483 -0.00483795 -0.0276444 -0.0338892 -0.0639595 0.00617954 0.00693665 -0.122518 -0.20641 0.00445468 -0.0481375 -0.127088 -0.242472 0.00540325 -0.0161245 -0.0400906 -0.0249224 -0.0149817 0.00508927 0.0402621 -0.0179081 -0.0152655 -0.0105199 -0.291547 -0.0530045 -0.000732842 internal_count=915474 469165 382096 298176 446309 438572 401672 218884 169515 140699 28816 17420 7763 128661 127879 1349 724 217535 3854 1348 811 213681 21951 10095 87069 48256 123155 7010 83920 78837 66493 492 8770 123279 shrinkage=0.065238 Tree=47 num_leaves=35 num_cat=0 split_feature=16 30 8 27 0 14 29 27 1 29 1 21 25 9 16 4 25 11 27 11 29 21 6 21 21 22 18 15 19 19 9 1 23 4 split_gain=74.9924 26.4517 18.5818 17.3556 15.8375 13.967 13.5087 12.7267 16.3506 12.6902 12.3504 12.2975 19.2706 11.6939 17.4436 11.8362 11.361 12.7207 11.2539 12.1677 15.7936 10.7561 10.6817 10.2655 10.0888 9.76652 18.9944 46.3528 18.5089 16.5053 13.2127 11.3788 10.7193 11.1337 threshold=203.52493383940387 1.0000000180025095e-35 725.50000000000011 2.5000000000000004 29.500000000000004 12.227207928669488 0.93675370357313537 14.500000000000002 1089.5000000000002 0.62521790802235022 150.50000000000003 1.5000000000000002 1203.2500000000002 0.95212859571472441 111.22556009957327 39.006389617919929 1052.2500000000002 0.79714598997493746 36.500000000000007 0.6800178253119431 2.2249047528158035 16.500000000000004 0.89801603577658884 5.5000000000000009 1.5000000000000002 1376.7500000000002 1.5000000000000002 0.73153033806702605 1172.2500000000002 1355.2500000000002 0.91573632387599713 1441.5000000000002 1.2460190679040521 41.078908920288093 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 2 3 6 10 -4 16 9 -9 -3 -5 -7 23 -1 15 24 -2 -18 19 20 -16 -6 -21 -13 -15 26 -14 -28 -29 31 32 -30 33 -27 right_child=1 7 5 4 21 11 -8 8 -10 -11 -12 12 25 14 18 -17 17 -19 -20 22 -22 -23 -24 -25 -26 30 27 28 29 -31 -32 -33 -34 -35 leaf_value=-0.0017843874449501272 -0.01568504522963967 -0.0017252553316821281 -0.023046422281850925 -0.0043215238278691004 -0.00037754265309408616 0.0019396326625410935 -0.00051670057558777344 -0.0010974635343509031 -0.005053801745556241 0.00049469586468282466 0.00061362843443925547 0.0013382288194445041 -0.00065307046699475022 -0.0070633856098289566 0.0014724120884995033 0.014449909899817575 -0.029633533340603063 0.0051515742423290127 0.0023316306311228921 -0.00079314109618067088 -0.020736943207746994 -0.0076969703244700351 -0.0021898595163643451 0.00042407533472551878 0.0051782880275189546 -0.0029508630151685983 -0.0017948497528397092 -0.0065822500218839022 -0.039940721592327241 -0.0043936667376086392 0.0004708371770375645 -0.0061676708174256542 -3.3325501271151802e-05 -0.012201889962250594 leaf_count=61531 714 15134 104 2185 112825 39376 1012 26926 5325 39729 175577 125710 7100 363 10887 453 54 261 4715 127687 138 861 28506 89505 1360 1529 1814 230 318 91 30284 49 2253 868 internal_value=0 0.00519971 0.00759107 0.00193744 0.00258097 0.0131362 -0.0899558 -0.011071 -0.0268356 -0.00180385 0.00847615 0.0132636 0.0107672 -0.015502 -0.0113141 0.0776588 -0.170636 -0.0124404 -0.0124402 -0.0137987 0.0183086 -0.00663688 -0.016065 0.0146854 0.0398422 -0.00816714 -0.0364132 -0.111337 -0.33235 -0.448582 -0.000403401 -0.543112 -0.0500342 -0.0965824 internal_count=915474 679834 592720 293489 291448 299231 2041 87114 32251 54863 177762 299127 259751 235640 174109 2176 1029 315 171933 167218 11025 113686 156193 215215 1723 44536 9602 2502 688 458 34934 367 4650 2397 shrinkage=0.065238 Tree=48 num_leaves=35 num_cat=0 split_feature=14 0 0 20 21 25 17 29 4 28 32 9 30 10 17 7 9 8 28 27 17 1 14 8 14 17 23 8 27 11 29 27 28 21 split_gain=50.8406 37.4432 26.3271 20.412 20.5556 20.1325 22.8923 17.1017 16.1834 15.5436 14.3925 14.1382 13.555 13.4623 13.4147 15.1549 11.5595 11.0369 10.4251 10.0072 19.1571 18.1953 15.6939 11.1705 10.4206 10.3625 14.9098 14.8837 12.7708 10.8545 10.1891 10.1056 9.88891 10.0737 threshold=19.921395695672345 46.500000000000007 29.500000000000004 0.56023562875201594 1.5000000000000002 1179.7500000000002 50.477092844203263 1.4925030911868911 45.000905990600593 658.25000000000011 1.5000000000000002 0.97506086328122699 1.0000000180025095e-35 0.77530484193668914 87.95585196669937 -45.058826446533196 0.97492668369496982 636.50000000000011 802.25000000000011 9.5000000000000018 63.569371843269558 1477.5000000000002 36.934224084119755 2490.5000000000005 26.607581713810852 107.89735329133349 1.1209096742680371 3343.5000000000005 6.5000000000000009 0.57366381068951455 0.83598155070705105 13.500000000000002 463.25000000000006 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 10 -2 14 9 -7 13 12 -6 16 19 -9 -3 17 -16 18 -5 -1 22 21 30 24 -22 -8 26 27 -24 -29 -27 31 -21 33 -18 right_child=1 7 -4 4 5 6 11 8 -10 -11 -12 -13 -14 -15 15 -17 32 -19 -20 20 23 -23 25 -25 -26 29 -28 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.00020278521499441588 -0.0024248237304150752 -0.00092615065206888233 -0.0017481281691124014 -0.001913653347893451 0.00022152865453949961 -4.7573137614035076e-05 -0.0045060025678387355 -0.0023349481624991898 0.00050822085181681357 0.00099233274639864391 -0.0019978372539716468 0.0042205869237478232 -0.0066998103278459523 0.00051192968575323311 -0.0012527274509017258 0.013047901207743811 -0.00068743489962640929 0.0019146144202246721 -0.0028966905944653857 -0.010597237087129535 -0.024866016138175413 0.0025697203917341175 -0.0066713308092093771 -0.0034123832614802131 0.0019816408371073489 0.012539165533038032 -0.0030657146094704886 -0.023362563232283685 0.0013604048090400563 -0.007372930412645827 -0.016585817940873031 0.0094134955748782084 0.0016168078719110935 -0.014004095196980204 leaf_count=69668 9983 74244 88635 3454 249933 38737 1659 11193 5885 200798 17880 964 4151 44197 481 916 6574 44477 6702 301 372 818 971 143 2888 244 1696 552 106 223 544 167 25667 251 internal_value=0 0.00399377 -0.0135753 0.00764467 0.00845742 0.00654014 -0.0124177 -0.0106555 -0.0367924 0.00865934 -0.00432953 -0.0512891 -0.0538915 -0.00597079 0.0279348 0.12453 -1.08249e-05 0.0251195 -0.00673219 -0.0617542 -0.119467 -0.0715193 -0.0455247 -0.289846 -0.00590783 -0.0930295 -0.112621 -0.180948 -0.297064 0.0464579 -0.161167 -0.0529853 0.0157872 -0.0180443 internal_count=915474 700097 215377 560427 550444 501116 50385 139670 21229 450731 126742 11648 15344 118441 49328 1397 108862 47931 76370 10684 2345 1830 8339 515 4547 3792 3325 1629 658 467 1012 468 32492 6825 shrinkage=0.065238 Tree=49 num_leaves=35 num_cat=0 split_feature=16 9 11 5 5 0 5 11 27 14 15 11 6 0 20 20 20 14 22 27 5 27 26 26 6 17 29 9 22 19 0 27 19 4 split_gain=61.0376 18.2903 28.4915 17.7454 14.2802 12.9559 11.9473 11.7245 11.2427 21.9166 11.723 17.2391 10.8117 10.3864 10.1656 10.4999 9.89572 9.77391 24.9805 26.2261 27.0776 16.5086 16.5589 17.0481 9.19252 8.98891 8.68807 9.01 8.637 18.1262 13.6587 12.6113 8.49393 8.44212 threshold=217.89143687344833 0.95560577616346309 0.65884437656641615 33.000888824462898 24.000001907348636 22.000000000000004 71.000812530517592 0.92839190426573215 22.500000000000004 71.439731239133053 0.25463322812376837 0.43106424739686983 0.25753128421606747 40.500000000000007 1.0820527653151266 0.69369124292954554 0.56981522777954774 39.454590340698125 2179.7500000000005 1.5000000000000002 114.05255508422853 4.5000000000000009 1.1406555708442503 0.95920707538490813 0.49696967966927513 60.460820944769829 0.16342184219996211 0.97011776677002814 3396.7500000000005 3730.5000000000005 37.500000000000007 8.5000000000000018 1117.2500000000002 48.002502441406257 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 6 -4 13 16 24 8 10 -10 11 -6 -8 -2 15 25 -1 18 -13 -20 21 -21 23 -23 -3 -12 32 -28 -22 30 -30 -31 -5 -16 right_child=4 2 3 26 7 -7 12 -9 9 -11 14 17 -14 -15 33 -17 -18 -19 19 20 28 22 -24 -25 -26 -27 27 -29 29 31 -32 -33 -34 -35 leaf_value=-0.0025280335856914973 -0.00033319437750012684 -0.0019548476628013581 -0.00075501845742097923 -0.014444150193660969 0.0051267469382387573 -0.0018172883690237968 -0.022938761388950058 0.0017809008245619534 -6.0082176094436862e-05 -0.034654159772139981 -0.00084274957817731674 -0.00067069273156400476 0.010864045602057101 -0.0038602929476403065 9.6847483636889871e-05 0.0010428004350938672 0.00016901223138349579 0.0019978722275824333 -0.029532193588073789 0.0026668068802712793 0.0016528166268515194 -0.004185914970889432 -0.012128198205871606 -0.043928374641829609 0.0029329027058472346 -0.017663071073521126 -0.00027769027946017877 0.0011462233566062294 -0.034968740142158485 0.003663615823025533 0.0012142448494811453 -0.020251301114258838 0.0043699248892021085 -0.0072609250024307792 leaf_count=7111 38269 1969 216218 320 1481 72047 42 32861 104375 78 10404 4924 978 3917 60848 237596 31165 1719 230 140 1026 60 306 196 9731 137 36625 39108 145 444 64 119 150 671 internal_value=0 -0.00892289 -0.00493332 -0.00694865 0.00747794 -0.0199576 0.0413973 0.00910017 0.00769295 -0.00131695 0.0106292 -0.0216738 0.145194 -0.0101274 0.0117615 0.0146144 -0.00508984 -0.0375154 -0.0528189 -0.129543 -0.0998144 -0.266371 -0.34291 -0.530577 0.0323484 -0.0162691 0.00617329 0.00701446 -0.0347852 -0.114686 -0.366179 -0.0213254 -0.129367 0.000254373 internal_count=915474 415464 305141 292421 500010 110323 12720 457824 424963 104453 320510 10854 1020 42186 309656 248137 38276 9373 7654 2730 2500 702 562 256 11700 10541 76203 75733 1798 772 209 563 470 61519 shrinkage=0.065238 Tree=50 num_leaves=35 num_cat=0 split_feature=16 33 8 11 7 15 17 21 29 8 22 14 14 7 23 16 14 17 14 22 29 29 23 8 27 7 28 4 29 4 29 17 28 27 split_gain=53.1484 20.1778 15.1301 14.1048 15.7004 20.3551 21.0574 22.1993 14.0483 13.9215 11.9409 11.9338 10.7853 10.5191 10.3432 10.6807 15.5805 14.6395 10.3038 16.5767 22.6693 24.7759 14.3805 14.3253 13.2064 11.2751 10.1016 10.1215 10.0816 9.95635 9.83543 12.9819 9.76835 10.5306 threshold=203.52493383940387 2.5000000000000004 140.50000000000003 0.92839190426573215 -8.1301016807556135 0.25463322812376837 59.877884029125994 1.5000000000000002 0.80475321515467513 725.50000000000011 306.25000000000006 16.009971090849195 18.570452133864219 -79.101669311523423 1.387049987374291 161.31408447693559 71.439731239133053 50.125265228648708 43.583362922717235 2179.7500000000005 1.1683813515668553 0.99866577659101041 2.4083580748323894 2834.5000000000005 14.500000000000002 -1.0000000180025095e-35 391.25000000000006 7.0139098167419442 3.3190847720230194 189.67910003662112 0.77033469565871771 56.772833232548784 2041.5000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 -2 4 13 18 9 -8 11 10 -7 -9 -11 -4 15 16 28 -17 19 22 21 -21 26 -23 -24 -25 27 -6 -1 -15 -19 -32 33 -22 right_child=1 -3 3 -5 5 6 7 8 -10 12 -12 -13 -14 29 -16 17 -18 30 -20 20 32 23 24 25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 leaf_value=-0.0018054674195388642 -0.0039126778563200303 -0.0015103322660087219 6.1051236935206073e-06 0.0015846870525895922 -0.00067019150782171588 -0.0041944158624559764 0.010068718472000356 0.0031159862127380987 -0.0037209564154360988 -0.0098400752201464031 -9.745704509962488e-05 -0.016295210274085252 0.0006253633416586458 0.0011456553751770539 -0.0027688371611012093 0.00051168618914240922 0.0064899824076300391 -0.0015111189281384362 0.0025263869851101816 -4.2710818735914219e-05 -0.042167293849109569 -0.037388015047591622 -0.002061202663807648 0.0013854755078409762 -0.025833371650476764 -0.023989405539809883 -0.00011491883690988231 -0.036804213023301231 0.012319668908318088 -0.0080406660694635045 -0.0011376526653149917 0.00060578230308029829 0.0039487349344168197 -0.0061808358374283237 leaf_count=49019 3495 25274 50141 39582 67 3071 403 163 2787 420 214855 779 195241 135463 11253 45095 998 55326 1142 249 36 228 203 106 195 251 3919 65 216 504 40739 32822 472 895 internal_value=0 0.00457409 0.00564434 0.0059965 0.00481262 0.00146211 0.00240889 -0.0686246 -0.0927206 0.00311856 -0.00237885 -0.198295 0.00924153 0.0124737 -0.0128579 -0.0113731 -0.0242178 -0.00766447 -0.0490598 -0.064054 -0.134274 -0.264841 -0.0287465 -0.377289 -0.210129 -0.252232 -0.0109261 -0.283017 -0.0267252 0.0170392 -0.0130904 -0.00551449 -0.0566605 -0.116073 internal_count=915474 680006 654732 651237 611655 425547 417719 4132 3729 413587 217926 942 195661 186108 235468 224215 50233 173982 7828 6686 2237 834 4449 585 398 357 4051 132 49235 135967 128887 73561 1403 931 shrinkage=0.065238 Tree=51 num_leaves=35 num_cat=0 split_feature=0 13 13 9 21 25 29 21 25 17 8 25 15 10 9 14 14 25 17 14 18 25 24 32 17 18 6 25 13 14 8 7 24 11 split_gain=41.8666 25.7162 23.1379 19.293 16.0844 12.4151 10.5745 11.7743 26.6289 23.2799 18.4997 11.0217 9.99291 8.79921 8.61718 8.39735 8.36908 10.3966 10.4156 9.01651 8.36087 8.68851 8.83261 8.65217 9.46213 8.14778 20.0091 13.1949 12.658 12.022 8.47971 11.5373 9.33504 8.13329 threshold=35.000000000000007 30.550035575871167 24.911647250273457 0.95652559632178247 15.500000000000002 775.25000000000011 0.16342184219996211 1.5000000000000002 1179.7500000000002 50.545851327573921 597.50000000000011 658.25000000000011 0.28860669085126994 0.90358770837830271 0.97252983068433718 19.705506408464583 25.310170196042275 848.25000000000011 56.923438030726395 7.2813240403498547 4.5000000000000009 418.25000000000006 16.500000000000004 1.5000000000000002 97.261330325256907 1.5000000000000002 0.62500000392135835 1359.2500000000002 45.142095890876227 23.807639394082177 20546.500000000004 -8.1301016807556135 2.5000000000000004 0.87396408049266283 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 20 5 -2 13 -4 10 11 25 -8 -9 -12 -3 -11 -5 17 19 -19 -13 23 -22 -23 24 33 30 -27 28 29 -28 -10 -32 -33 -1 right_child=1 3 6 15 -6 -7 7 8 9 14 12 16 -14 -15 -16 -17 -18 18 -20 -21 21 22 -24 -25 -26 26 27 -29 -30 -31 31 32 -34 -35 leaf_value=-0.00073435195064799072 -0.0014567210653633096 -0.0016889097267624872 -0.0036628308009431032 -0.0014183680967224275 -0.012218945602782208 -0.00052149490052542274 -0.0024792855808146437 0.00030124924726022208 0.00026831021426322545 -0.0046902422651845686 -0.00077391237634288131 -0.016076294114438464 0.0024414719878313737 -0.0046713146822635774 0.0021306437096034274 0.00024705775143831637 0.001460043908566793 -0.0004361850760729097 -0.0066285965593744934 0.00092543398140042493 -0.014899874919503559 0.007144730775308401 -0.0061062490055784398 -0.0018790123724202138 0.011362968970436909 -0.00013046002540477883 -0.0043808144954018031 -0.0042040429687375007 -0.0062792398688615953 -0.032666512739047485 0.0036558640340550617 -0.0090294742298674922 -0.045330902640796089 0.0011223845432034064 leaf_count=42248 88309 18486 2587 13969 595 43926 4307 244962 26777 8301 4707 133 32633 5452 871 166081 81869 16345 1244 72240 330 282 889 17911 298 4534 88 1174 298 234 102 64 57 13171 internal_value=0 -0.00884208 0.00518118 -0.0036095 -0.0234334 -0.0179785 0.00762373 0.00795306 0.00649316 -0.0173518 0.0240531 0.00892462 0.0312111 -0.0363005 -0.0619656 0.00180642 0.0150645 0.00840694 -0.0133994 0.0137066 -0.0111892 -0.0850737 -0.0446849 -0.00968301 -0.00353681 -0.00507395 -0.0373711 -0.126765 -0.244779 -0.382235 0.00249553 -0.191699 -0.400536 -0.00449241 internal_count=915474 336818 578656 247914 88904 67864 503527 500940 459293 42500 41647 416793 37340 23938 9172 180050 171831 89962 17589 72373 75129 1501 1171 73628 55717 33328 6328 1794 620 322 27000 223 121 55419 shrinkage=0.065238 Tree=52 num_leaves=35 num_cat=0 split_feature=16 16 18 7 22 18 28 19 20 17 17 7 6 27 4 11 4 26 16 29 13 7 1 16 17 31 16 17 1 16 15 4 1 6 split_gain=43.3527 15.641 11.7975 11.8018 14.2222 17.9785 11.2894 11.8249 10.7966 13.9504 10.8674 17.6153 15.1969 12.6411 13.9839 10.0591 9.90252 9.43108 9.42453 11.101 11.0036 9.04895 8.98766 8.94644 11.4186 8.71563 8.71665 8.50454 12.5772 13.5115 8.42857 8.2404 13.6491 7.82649 threshold=221.99358074833901 169.83548239640598 6.5000000000000009 -16.688151359558102 306.25000000000006 2.5000000000000004 9715.2500000000018 17803.000000000004 0.49349395172668958 45.478228175725469 71.931536470760037 -61.541437149047844 0.36001252736655326 13.500000000000002 12.002450942993166 0.82139153394251052 23.860187530517582 1.7376858362774488 111.22556009957327 1.0095995618850531 281.81152324050964 -13.976561069488524 13588.500000000002 145.85162802985275 43.936527883115261 2.5000000000000004 245.77520772412481 63.569371843269558 1441.5000000000002 209.90567935489466 0.39281981861832804 41.078908920288093 5714.5000000000009 0.41269841814727898 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 3 6 5 -5 8 22 -3 -10 13 12 -12 30 -15 33 -14 -16 19 20 -1 -21 -8 -20 -25 26 -2 -17 29 -29 -11 32 -28 -6 right_child=25 2 -4 4 15 -7 7 -9 9 10 11 -13 16 14 17 27 -18 -19 23 21 -22 -23 -24 24 -26 -27 31 28 -30 -31 -32 -33 -34 -35 leaf_value=-0.00075450347250656589 0.00048792997051160978 -0.0017044721283137106 0.017073977961589659 -0.0016050748902284872 -0.0027395131263685552 -0.010062341928461888 -0.0085114490990701973 -0.0010010525654074432 0.0042928640221309581 -0.0017754920395874842 -0.023236697617197769 0.0040946518654491112 -0.007420848505216804 0.0082950781712921584 -0.00060873878994527743 -1.7747131787689971e-05 0.0023862266535514174 -0.00528359871779453 -0.0027443187767590984 0.011864249959978512 0.023547202681478398 0.00011802513435879222 -0.028854955057668528 -2.3205301586616572e-06 -0.0019710882930546276 -0.0012692007187286123 -0.00082188836629635046 -0.0030627729394801509 0.0062711846038196887 -0.015721255566267467 0.0011372708272133281 0.0032205192676962391 -0.030138700334640719 -0.00070833660088818844 leaf_count=3774 403157 9878 167 4319 8628 1422 326 766 4077 4653 144 7047 696 727 37970 159429 1183 1930 17982 681 81 473 129 23580 26774 11735 1103 1440 418 478 46300 8263 72 125672 internal_value=0 -0.00638169 -0.00401725 -0.00412351 -0.00741669 -0.0567135 0.0044575 -0.0911905 0.00547653 0.00845742 0.00613453 0.0391526 -0.0430993 0.00286445 -0.0102929 -0.00646078 -0.0191056 -0.0127972 -0.0198504 0.0220187 -0.00373838 0.108062 -0.218878 -0.0229194 -0.0160818 0.00741817 0.00818249 -0.00114972 -0.0610502 -0.0953049 0.0133554 0.0382232 -0.040135 -0.012858 internal_count=915474 491144 417799 417632 301806 5741 115826 1221 114605 104727 100650 9070 2023 91580 40627 296065 1879 39900 73345 5009 3855 1154 455 68336 50354 424330 412595 161765 2336 1918 50953 9438 1175 134300 shrinkage=0.065238 Tree=53 num_leaves=35 num_cat=0 split_feature=16 0 4 1 30 26 22 9 6 22 11 0 27 18 5 28 26 5 17 26 18 27 4 27 18 11 17 28 17 11 11 17 8 26 split_gain=37.6427 19.4897 14.4905 13.1405 11.1731 16.4415 10.9481 8.98474 9.52235 10.4069 10.7189 7.99933 9.87377 9.51888 7.88079 12.4487 9.45384 7.67035 7.39409 7.60936 7.29893 7.28464 8.82105 7.17078 7.14179 7.24754 7.01985 6.85206 8.74499 6.66462 10.9563 13.099 18.9086 9.70704 threshold=203.52493383940387 29.500000000000004 16.970562934875492 150.50000000000003 1.0000000180025095e-35 1.5000702839471467 515.75000000000011 0.91573632387599713 0.77272728288249015 567.25000000000011 0.84617029442403646 29.500000000000004 38.500000000000007 3.5000000000000004 71.000812530517592 975.25000000000011 0.20597333796046516 31.753524780273441 62.233641576323286 1.0265134782597378 6.5000000000000009 14.500000000000002 144.51055145263675 54.500000000000007 1.5000000000000002 0.85893568367331496 56.633406288479627 656.25000000000011 97.261330325256907 0.90441615714386125 0.76615515436944015 62.233641576323286 1547.5000000000002 0.81961550548594708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 -3 -2 6 17 23 -1 14 10 27 12 24 -14 15 -9 -16 -6 -8 -20 29 22 -7 -4 25 -11 -13 28 -10 30 -5 -32 33 -33 right_child=1 2 4 20 5 21 18 8 9 11 -12 26 13 -15 16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 leaf_value=-0.0019064237045253473 -0.0022822829510826051 -0.0018341859285228523 -0.0010201069304750024 0.00099134673936403846 -0.0022283294502172249 -0.0015156433804580651 0.00034099867080660673 -9.3100011490120717e-05 -0.0021658545352044134 -0.0028674337497038801 0.00039523276111557424 -0.001730951536698892 0.019255848151475886 -0.014368167671445446 0.017408302093819151 -0.002111903438438699 0.0018851341320457733 0.00036752908247809554 -0.0052522740830607964 0.00041799783865830987 0.012151084297381261 -0.0063223183312838783 -0.012626986094860187 -0.019362858653540233 0.001894305332738944 0.0047661414880938342 0.00037638033691154922 -0.004837829701218206 0.0090166906319340025 0.0012347687338321351 0.00023364643023963201 -0.019369738326407818 0.0083661111800333691 -0.0054546751363543358 leaf_count=23854 6815 20202 28120 114957 6609 4724 210157 113402 26594 3132 7006 19076 215 43 174 14683 4135 18146 2060 1971 233 2925 325 91 7623 637 10393 4327 301 59486 201920 375 268 495 internal_value=0 0.00384406 -0.00226549 0.00853613 -0.000367394 -0.0177102 0.00197425 -0.0108237 -0.00875097 -0.0174134 -0.0292909 -0.00637096 0.0158123 0.209262 -0.00355938 -0.00497448 0.0385047 -0.00498949 0.00441327 -0.0380106 0.00932131 -0.0572011 -0.0341959 -0.0165437 0.0114311 -0.0241773 -0.0151407 -0.037223 -0.0312809 0.0092121 0.00739486 0.00297849 -0.104007 -0.17555 internal_count=915474 679879 295330 384549 275128 32729 242399 235595 211741 79347 38228 41119 11650 258 132394 128085 4309 24755 214188 4031 377734 7974 5049 28211 11392 3769 29469 31222 26895 377501 318015 203058 1138 870 shrinkage=0.065238 Tree=54 num_leaves=35 num_cat=0 split_feature=16 0 14 8 27 30 26 26 27 9 17 18 7 17 21 29 16 9 29 17 29 16 17 4 10 1 17 4 30 24 14 6 24 19 split_gain=34.1804 17.6381 16.1725 11.6221 8.68885 8.38973 14.17 8.57956 8.20059 7.89538 11.3195 7.56201 7.36933 11.7992 11.9641 9.68568 10.3284 8.31929 8.68499 7.79638 7.35567 7.20315 14.5504 9.59595 8.2209 6.99596 6.43811 7.79206 6.37912 6.36482 9.88828 9.02856 8.16997 6.37326 threshold=202.25383097283495 33.000000000000007 19.127597027577178 156.50000000000003 53.500000000000007 1.0000000180025095e-35 1.7376858362774488 4.3707577532151243 18.500000000000004 0.97425005469114734 87.95585196669937 6.5000000000000009 -16.688151359558102 58.470393008814462 1.5000000000000002 1.277687276972262 225.60307176391686 0.96096779358273265 0.098841756018517371 68.319192439665201 0.72268222133878035 233.22030715681487 47.817259261403215 24.350149154663089 0.96557523453083038 536.50000000000011 43.936527883115261 189.67910003662112 2.5000000000000004 21.500000000000004 18.570452133864219 0.65533229778824564 24.500000000000004 450.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 3 -3 20 5 -4 8 28 -7 -1 -11 12 17 21 -15 16 -16 -5 -19 -20 -2 26 24 -24 29 -21 -14 -28 -8 -23 32 -32 33 -31 right_child=1 2 4 11 -6 6 7 -9 -10 10 -12 -13 13 14 15 -17 -18 18 19 25 -22 22 23 -25 -26 -27 27 -29 -30 30 31 -33 -34 -35 leaf_value=-0.00093571233289744496 -0.0017382294493468809 -0.0019323892761800724 0.00010842738744173237 0.00048505485022154308 -0.014029848975417763 0.00023703399283012044 -0.0076377621193756771 0.001853064666323894 -0.0029607634216622957 -0.00021372938846141282 0.0053811032616429529 0.011731923816322643 -0.00091381549849749307 0.0079892416949897613 -0.0047868101640898934 0.0025861206877721382 -0.020188381957407898 -0.021525113466612809 0.0014740121311279206 -0.0044084757888336826 -0.015384050576766842 0.001154922563039715 -0.028068299113260444 -0.0049967108951499721 -0.0018995866150322016 0.007365320450270006 0.00030681906473324823 -0.01956713586044373 -0.0026014901745826128 -2.3517885563553513e-05 0.001267031401211172 -0.0035422794171010422 -0.0024381352237520153 -0.028776511531814469 leaf_count=162128 7456 21179 201074 66329 189 17449 2370 837 4243 60828 1579 256 20725 378 2892 729 198 69 47398 248 172 92955 113 239 4334 1604 187355 84 1952 44 5304 2419 216 129 internal_value=0 0.00353796 -0.00318697 0.00733393 -0.000732767 -0.000555046 -0.0171576 -0.0642632 -0.00595454 -0.010664 -0.00110627 0.00801401 0.0079126 0.00542737 -0.0472438 -0.0640412 -0.0885023 0.0147487 0.0245847 0.0250814 -0.0313609 0.00613158 0.0128522 -0.190123 0.0135301 0.0887321 0.00271731 0.00456655 -0.0822093 0.0153589 -0.0115045 -0.00366876 -0.16707 -0.329005 internal_count=915474 690939 249293 441646 228114 227925 26851 5159 21692 224535 62407 434018 433762 318114 4197 3819 3090 115648 49319 49250 7628 313917 105753 352 105401 1852 208164 187439 4322 101067 8112 7723 389 173 shrinkage=0.065238 Tree=55 num_leaves=35 num_cat=0 split_feature=0 20 25 29 24 25 19 21 13 29 4 31 19 21 25 17 9 17 7 13 5 10 13 28 5 4 8 17 12 29 24 17 15 5 split_gain=30.7395 24.0651 15.7837 11.5304 11.4005 24.4604 17.7007 11.7441 11.2356 17.3406 11.2693 10.5923 9.51385 9.40153 21.2659 14.923 11.6211 10.6249 14.9454 14.6055 11.2033 12.5349 16.6482 12.2704 11.9787 12.5934 11.5422 11.4494 10.4808 10.8848 9.60752 17.4963 9.81294 15.5856 threshold=48.000000000000007 0.71283954581477349 644.25000000000011 0.20625716195569141 22.500000000000004 424.25000000000006 386.25000000000006 11.500000000000002 30.75767706152941 1.4148314667881936 47.00000190734864 1.5000000000000002 927.75000000000011 1.5000000000000002 1134.2500000000002 50.477092844203263 0.97226176134120301 87.95585196669937 -45.058826446533196 235.04756577481859 139.83148193359378 0.96890219194732741 139.95485771562775 1425.2500000000002 296.13903808593756 189.67910003662112 6265.5000000000009 30.270380902148599 95.026911934581207 0.098841756018517371 1.5000000000000002 68.319192439665201 0.71374169742611571 169.81838226318362 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 3 -3 -5 6 -6 -7 -2 -10 11 -11 -1 17 -15 -16 -17 20 19 -19 21 28 -23 -24 25 30 -26 -27 -4 -30 31 -22 -32 -34 right_child=8 2 13 4 5 7 -8 -9 9 10 -12 -13 -14 14 15 16 -18 18 -20 -21 24 22 23 -25 26 27 -28 -29 29 -31 32 -33 33 -35 leaf_value=-0.00044603929910446837 -0.0019331821771412278 -0.00578281227512759 -0.0019575118602729738 0.00010113002815410019 -0.01990640584161664 -0.0036238413911107055 -0.0019172884633419222 -0.00017594528600915052 -0.00014045223763633566 -0.0020944487905897153 0.00052334220437301113 -0.0059397842849233965 -0.0019641757829023409 0.00072005077426050409 -7.8924225176534352e-05 -0.0032870458170557739 0.0021407510502197804 0.0053817245973226732 0.011635050744016764 -0.018931449346303923 0.0019560384681954874 -0.00053465735264459648 -0.0044967694851147724 -0.031152182466855066 -0.0302094495695708 0.0025849378781781407 0.0034138117639330337 -0.015553801105161795 -0.010422892470626204 0.0026403780888682002 -0.001978396793679543 -0.02882708607685959 -0.027886311716986412 0.0010082349563154821 leaf_count=70119 34001 1479 2406 303533 509 5407 429 18905 82214 11799 4783 4111 23442 247736 44072 11995 1952 327 963 155 4433 1223 147 147 44 215 3489 476 274 29364 4927 80 163 155 internal_value=0 0.00237571 0.0044304 -0.000544506 -0.000148208 -0.0205646 -0.179021 -0.0144511 -0.0138727 -0.00866543 -0.0345398 -0.0473352 -0.0126677 0.00906198 0.00700135 -0.0102318 -0.0387409 0.0219233 0.106398 -0.0373529 0.0193558 0.029264 -0.0595587 -0.273222 -0.00442695 -0.0214468 0.0459099 -0.151906 0.033469 0.0386218 -0.0122085 0.0216187 -0.0413146 -0.211571 internal_count=915474 778566 685005 330262 328783 25250 938 24312 136908 102907 20693 15910 93561 354743 305755 58019 13947 48988 1445 482 47543 33561 1517 294 13982 10449 3533 691 32044 29638 9758 4513 5245 318 shrinkage=0.065238 Tree=56 num_leaves=35 num_cat=0 split_feature=16 0 14 8 27 11 22 0 29 9 17 22 27 5 18 29 31 14 7 17 23 11 9 17 8 11 29 20 29 20 24 14 25 29 split_gain=28.6667 15.7477 15.7065 9.33121 8.99714 15.4571 13.9468 8.38346 9.16955 8.00089 15.6507 7.65106 7.4972 7.36676 7.30774 6.91805 6.87835 6.87465 6.84757 9.75642 9.55779 7.89038 7.59538 7.03473 8.02619 6.83743 9.69037 6.75434 6.87012 6.849 6.6503 6.53295 7.16872 6.49788 threshold=198.36183944751173 33.000000000000007 19.127597027577178 156.50000000000003 22.500000000000004 0.78943166940689335 486.25000000000006 52.500000000000007 1.4039984842822144 0.96443309544217193 65.548099163162945 1151.2500000000002 36.500000000000007 34.342039108276374 6.5000000000000009 0.78584231405489635 1.5000000000000002 18.674144467395621 -16.688151359558102 58.470393008814462 0.81973694649320528 0.90441615714386125 0.95090227821548956 68.319192439665201 407.50000000000006 0.71960541040237447 1.9893653369618034 0.71283954581477349 0.098841756018517371 1.0820527653151266 19.500000000000004 18.164531404694038 3035.5000000000005 0.90966465926522744 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 3 -3 15 7 11 -7 27 -9 -1 12 -6 13 -11 18 -2 -8 -14 22 21 -21 -20 -5 31 -25 26 30 -4 -29 -30 -12 32 -24 -31 right_child=1 2 4 14 5 6 16 8 -10 10 25 -13 17 -15 -16 -17 -18 -19 19 20 -22 -23 23 24 -26 -27 -28 28 29 33 -32 -33 -34 -35 leaf_value=-0.0011525297152517307 -0.0014661057356652764 -0.0018028185437897889 -0.0016155319005789579 0.00021432160016134142 -0.0031589266912227286 -0.0044121756622004984 0.00014942931057204507 -0.00031031268199521272 -0.0036378077846719141 -0.00082454574555512338 0.0057468104114291934 -0.018821628742060406 -0.00012006752703552739 0.00086230289166692629 0.011174171988351482 -0.014878558014138553 -0.0037349206976492041 0.0067197463641262009 0.00019295289316588186 -0.0067297954841533938 -0.00066171878648507915 0.0010200480887285143 0.0032871700302913635 -0.019780581808549299 0.0049465417826224604 0.00041953051456014297 -0.022596996781153299 -0.025670895883264135 0.00062038084343480639 -0.0039678840721015926 -0.011944042286190431 0.00095964785277783944 -0.02228166517859494 -0.0002022728935262402 leaf_count=90033 8207 23921 7387 45073 7915 3318 42508 14194 4689 84137 3281 135 1371 12679 271 167 2033 1150 260073 1579 3678 60511 6609 57 2813 2675 54 43 128778 2088 93 64334 47 29573 internal_value=0 0.0029123 -0.00318696 0.00649828 -0.000776969 -0.0119057 -0.00508636 0.00255469 -0.0174222 -0.010743 -0.00483116 -0.0524479 -0.00785097 -0.00925284 0.00712055 -0.0265733 -0.000427135 0.0459861 0.00702053 0.00464999 -0.0380811 0.00535071 0.0135151 0.0197579 0.0682953 0.0443215 0.0738891 0.00480183 0.00616273 0.00626984 0.0806154 0.0177956 0.0476198 -0.00690717 internal_count=915474 720001 266582 453419 242661 55909 47859 186752 18883 195473 105440 8050 99337 96816 445045 8374 44541 2521 444774 325841 5257 320584 118933 73860 2870 6103 3428 167869 160482 160439 3374 70990 6656 31661 shrinkage=0.065238 Tree=57 num_leaves=35 num_cat=0 split_feature=16 0 29 13 14 28 17 27 7 28 18 27 20 11 17 27 19 7 27 27 12 24 7 20 7 17 7 21 18 29 14 11 27 12 split_gain=25.3392 12.0137 16.0537 13.5248 12.584 19.6044 10.4946 9.48859 8.66082 10.15 15.5131 9.11943 9.98945 9.48449 8.69474 9.57291 9.89907 10.3259 8.65012 8.32418 8.02977 10.7837 8.17026 7.92879 8.13844 7.43989 17.525 7.73589 7.4315 7.16587 8.2474 14.0651 9.83641 7.22619 threshold=221.99358074833901 48.000000000000007 1.5420443485500537 30.75767706152941 27.422170866973769 850.25000000000011 52.806320018213945 25.500000000000004 -30.92772006988525 311.50000000000006 2.5000000000000004 22.500000000000004 0.45706874657711499 0.4923116661202675 71.931536470760037 3.5000000000000004 632.25000000000011 -48.366460800170891 2.5000000000000004 4.5000000000000009 131.13351365237943 5.5000000000000009 -6.7098367214202872 1.0550496407921421 -8.7461619377136213 53.551012558472202 -33.618085861206048 1.5000000000000002 4.5000000000000009 1.1217492193649719 36.934224084119755 0.78469143638316574 5.5000000000000009 89.574116139070426 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 8 18 23 11 10 -10 12 -1 -14 -15 -16 -17 -18 -4 -5 -11 -22 -23 -7 -25 -2 -27 -28 29 30 31 -29 -33 -34 right_child=25 2 6 19 -6 7 -8 -9 9 20 -12 -13 13 14 15 16 17 -19 -20 -21 21 22 -24 24 -26 26 27 28 -30 -31 -32 32 33 -35 leaf_value=-0.0017829934651006493 0.00039886043387624137 -0.0017559277601785529 0.0075820137632513981 -0.0021009102237468822 0.00081862036679460656 -0.00167903182701373 -0.0016065013378832209 0.0080025126066949667 -0.0012744720531684751 -0.0002221993708036679 -0.014562062672987626 -0.0012248268136428749 -0.0066890555351664573 0.0010063467693255856 -0.02522233192936759 0.0080598672247676941 -0.0029175261560126968 0.0055066835486347089 -0.0063332698584106714 9.5974569252086549e-05 0.0052548280069703171 -0.012207449149690987 -0.0033271845776935509 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shrinkage=0.065238 Tree=58 num_leaves=35 num_cat=0 split_feature=0 14 9 6 21 21 4 29 7 25 21 11 16 9 17 25 7 17 18 28 29 28 14 21 12 16 28 26 22 17 21 16 21 14 split_gain=23.1468 17.6057 13.2533 14.8036 13.0287 10.7383 13.0058 10.1688 8.24698 12.8433 13.0383 11.5147 10.8099 10.1064 11.6945 8.42337 13.0632 11.2327 10.5555 8.75337 7.9938 7.95016 7.68188 8.46152 9.92659 7.59506 6.89579 6.86806 6.38481 6.16968 8.09494 10.8367 6.29743 6.21884 threshold=29.500000000000004 18.376414938753772 0.93376821061722093 0.76666666785137827 14.500000000000002 1.5000000000000002 189.67910003662112 0.18555987256751713 -16.688151359558102 256.25000000000006 3.5000000000000004 0.90441615714386125 162.80821709155046 0.96627074561213133 65.548099163162945 1179.7500000000002 -53.036785125732415 46.330447243008074 1.5000000000000002 1555.2500000000002 0.13330765279917825 45612.500000000007 28.538155500697698 5.5000000000000009 117.7903679018718 159.79994333053034 24668.250000000004 0.18502144731652934 192.75000000000003 58.737796398775508 1.5000000000000002 225.60307176391686 5.5000000000000009 21.160650718269462 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 5 20 22 6 -3 -1 13 10 -10 12 -11 15 -15 19 17 -17 -19 -9 -4 -8 -5 -24 -25 -13 29 -22 -12 32 33 -32 -14 -31 right_child=1 2 3 4 -6 -7 21 8 9 11 28 25 26 14 -16 16 -18 18 -20 -21 27 -23 23 24 -26 -27 -28 -29 -30 30 31 -33 -34 -35 leaf_value=-0.0015047283632338511 -0.001384266639491211 0.0009107977472281089 -0.0093652169393571225 -0.00089622552683241553 -0.0088703092317840536 -0.0019211519810953624 -0.011296345753503743 0.00070383970068936509 -9.7561802131095415e-05 -0.0018638604816069858 -0.017211957551774983 0.010403943310057737 0.00046684305533915209 0.0013452002833277282 0.0054114204865939588 -0.00076657891543723369 0.0013727973151495007 -0.0036536447381387304 -0.013234823946487109 0.013081001497940651 0.010382720037942906 -3.2574342685711686e-05 0.00082758780396737614 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216694 755 259887 7426 6819 252461 607 shrinkage=0.065238 Tree=59 num_leaves=35 num_cat=0 split_feature=16 18 2 30 26 30 27 20 25 7 24 22 13 20 27 20 12 18 29 27 7 16 16 14 26 1 7 26 6 6 24 19 27 7 split_gain=19.8567 11.854 10.7014 10.5462 8.93774 8.08043 7.49929 7.73203 7.25085 11.8591 7.03304 6.01058 11.8309 8.49644 6.22969 10.2682 7.08078 6.15283 8.01095 7.0788 6.08769 5.5041 12.4126 9.82844 7.82819 7.02772 6.83536 5.86274 7.99054 6.71363 6.03424 5.86781 5.86714 7.81559 threshold=202.25383097283495 6.5000000000000009 18.619523809523816 1.0000000180025095e-35 1.4048183409629196 2.5000000000000004 36.500000000000007 0.40208424777479629 256.25000000000006 -2.6199645996093746 5.5000000000000009 597.25000000000011 23.159564695292104 0.26170530008770837 6.5000000000000009 0.6171748261217137 70.402543263816625 1.5000000000000002 0.16342184219996211 21.500000000000004 -51.340192794799798 111.22556009957327 145.85162802985275 71.439731239133053 1.0370918800165316 6429.5000000000009 -16.688151359558102 1.1208844347142222 0.89801603577658884 0.44262295442570049 7.5000000000000009 561.25000000000011 8.5000000000000018 -15.945394992828367 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 8 -5 -6 21 -8 9 -2 -11 14 17 -14 15 16 -10 19 -19 -13 -16 23 -23 24 25 -1 -26 28 32 -29 -31 -30 33 -24 right_child=1 -3 -4 4 5 -7 7 -9 11 10 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 22 27 -25 26 -27 -28 29 31 30 -32 -33 -34 -35 leaf_value=-0.00048082899305267035 0.0039802458821214127 0.011533280455354573 0.00043441080455789365 -0.00060733913072935348 -0.004849370853713922 -0.00039191933138003248 -0.0060612483667884911 0.0025841518177417209 -0.0082998481913187962 -0.0039473043470934126 -0.015533532674252355 0.0013693188028426914 -0.015538412675194136 0.00025993859902519146 0.0010955757908315566 -0.0014565101403782501 -0.032354955292078651 -0.0074105617400964142 0.0064805739166991514 -0.017619591965252427 -0.00033042882692310986 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118076 219160 214181 4979 4348 3594 754 196444 169551 26893 22653 27569 141982 39105 shrinkage=0.065238 Tree=60 num_leaves=35 num_cat=0 split_feature=0 14 20 29 27 11 10 27 0 29 21 28 5 13 22 28 29 19 16 22 27 28 19 23 21 17 21 27 27 17 28 15 24 5 split_gain=19.691 13.6566 11.8164 7.91211 7.907 16.7119 10.6627 13.8638 8.41938 7.83821 7.67876 9.91669 9.19635 7.72546 7.23093 7.72915 7.13181 7.08827 6.80681 6.78847 6.78791 6.56111 12.0644 16.9573 10.1844 10.3614 9.29624 9.95504 9.83667 10.699 9.31461 11.7565 10.8632 8.43993 threshold=35.000000000000007 20.932052903394851 0.82012300179859154 1.1972689547308819 20.500000000000004 0.78943166940689335 0.7111469879751201 49.500000000000007 52.500000000000007 1.4388902603219504 5.5000000000000009 311.50000000000006 108.4489097595215 17.000897805619093 500.25000000000006 823.25000000000011 0.79550018272517498 678.25000000000011 190.30858290765752 850.25000000000011 55.500000000000007 887.25000000000011 747.25000000000011 0.38188329330713439 1.5000000000000002 50.545851327573921 2.5000000000000004 14.500000000000002 8.5000000000000018 63.569371843269558 391.25000000000006 0.25463322812376837 1.5000000000000002 50.001153945922859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 19 20 8 -6 7 14 16 17 13 -12 -13 -4 -7 -16 -3 -10 -17 -1 -2 22 26 -24 -23 -26 30 28 29 -28 31 -15 -33 -29 right_child=1 4 10 -5 5 6 -8 -9 9 -11 11 12 -14 21 15 18 -18 -19 -20 -21 -22 24 23 -25 25 -27 27 33 -30 -31 -32 32 -34 -35 leaf_value=-0.00013510385683235748 -0.00098079019764398261 -0.00085721121922914913 -0.0035675934162437703 -0.0047999741302274454 -0.00281861915085878 -0.004185969243885224 0.00062244358592765078 -0.018841599956161696 -0.0021332171481931238 -0.0029217375572684417 -0.012097845390277634 7.2158186389153917e-05 -0.016536346939879234 -0.017820607283666311 -0.00038938137220722956 0.0083018328028776709 0.00042265283241356633 0.00031615111871410791 -0.0085048890061506129 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185439 185153 291484 22142 19251 158235 24550 948 101510 81754 289583 198836 57527 90747 61808 141309 115922 65691 16035 25387 2149 2044 50231 shrinkage=0.065238 Tree=61 num_leaves=35 num_cat=0 split_feature=0 14 16 27 11 30 13 27 13 18 21 21 28 25 18 13 28 27 14 27 21 24 6 16 22 17 11 11 14 22 22 10 11 17 split_gain=18.1708 12.5823 8.76082 9.04622 14.6652 10.5263 9.50478 8.04373 7.63096 7.09931 6.86027 6.65429 6.47794 8.9456 19.8119 20.0152 16.4864 12.1561 11.9023 18.5331 19.6001 10.6212 9.71657 8.77586 8.22439 7.53043 8.00908 9.20902 7.06543 6.99352 8.55691 6.97477 6.80789 6.90822 threshold=29.500000000000004 21.587913917474346 185.62580067990697 22.500000000000004 0.78943166940689335 1.0000000180025095e-35 40.776625552763619 58.500000000000007 24.911647250273457 4.5000000000000009 2.5000000000000004 1.5000000000000002 24668.250000000004 1155.7500000000002 1.5000000000000002 51.031688122417492 8164.7500000000009 14.500000000000002 33.208900173846054 9.5000000000000018 2.5000000000000004 9.5000000000000018 0.73333333479672902 111.22556009957327 282.75000000000006 45.822550350063267 0.8378458057113719 0.59329794802404912 35.641792886616763 480.25000000000006 1171.2500000000002 0.97732401093257226 0.90001332977872572 68.319192439665201 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 7 -3 -4 10 6 -6 11 9 -1 -5 -2 13 16 25 18 17 23 29 20 -20 -21 -22 -10 -25 -15 27 -27 31 -16 -31 -17 33 -19 right_child=1 2 3 4 5 -7 -8 -9 12 -11 -12 -13 -14 14 15 28 -18 32 19 21 22 -23 -24 24 -26 26 -28 -29 -30 30 -32 -33 -34 -35 leaf_value=-0.00030032793992208507 -0.0025546781741043537 -0.0011590047071439165 0.00022478455227230984 -0.030948629325434046 -0.00065229102507526396 -0.0046386525694158184 0.0013605796031364592 -0.018798362808916613 0.011960879676346965 -0.0052339458116468039 -0.0028074745568640257 -0.00069947725055487622 0.0038830472847405121 0.00056240538164032479 0.014913965453993233 0.0013137251023806972 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277553 57915 47489 45314 135402 473566 62524 10426 135296 411042 408816 57803 7675 351013 350895 2619 561 324 237 255 138750 138442 50128 13590 11198 5056 2058 1991 3868 212145 174638 shrinkage=0.065238 Tree=62 num_leaves=35 num_cat=0 split_feature=0 20 27 28 27 19 22 29 21 10 19 5 21 29 8 28 29 18 14 27 22 27 6 19 19 14 4 18 21 27 22 29 31 26 split_gain=17.1915 11.3072 9.72159 13.7711 15.7026 12.8146 12.7659 11.7131 9.40038 8.82365 8.73298 8.55884 11.0423 10.2165 9.65356 8.25222 11.5293 7.94453 7.79991 7.727 7.71064 9.962 8.64131 7.22997 7.04783 8.11971 6.85859 6.964 8.27516 8.93094 23.1656 6.53934 9.73964 6.47352 threshold=46.500000000000007 0.71283954581477349 23.500000000000004 455.75000000000006 32.500000000000007 496.25000000000006 1692.2500000000002 0.74449370178693497 7.5000000000000009 0.96890219194732741 893.25000000000011 25.50701999664307 14.500000000000002 1.3829857361253317 4655.5000000000009 692.25000000000011 0.52238124446261847 6.5000000000000009 13.035436664427754 7.5000000000000009 282.75000000000006 1.5000000000000002 0.25753128421606747 759.25000000000011 906.25000000000011 52.814177097830921 7.0139098167419442 3.5000000000000004 11.500000000000002 45.500000000000007 613.75000000000011 1.5820560120744593 1.5000000000000002 0.6867426696031439 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 24 20 4 7 18 8 -4 -5 15 -9 12 -2 19 -15 17 -17 26 -6 23 21 22 -3 -13 -1 31 -10 28 29 -28 -31 -26 -33 -30 right_child=11 2 3 6 5 -7 -8 10 9 -11 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 27 -29 33 30 -32 32 -34 -35 leaf_value=-0.00022054966105124573 -0.001561754454560503 -0.019838110884752361 -0.013188896498902801 -0.00089629729737699217 0.0097788617630057695 -0.00040964064445732433 -0.029250785544457189 0.00036707032536574329 -0.017848358459629017 -0.019617235472814253 -0.03833072741618386 -0.0026585634369295547 -0.016761757839507074 -0.0021338035552814077 0.0010336645416396759 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internal_count=915474 747176 657043 145546 5619 1851 139927 3768 139863 95796 3460 168298 26422 141876 26990 95701 16753 78948 1260 114886 511497 8811 336 29233 90133 22877 78624 78532 55229 40087 524 21793 954 15142 shrinkage=0.065238 Tree=63 num_leaves=35 num_cat=0 split_feature=0 14 28 27 32 22 7 25 21 23 22 13 15 21 23 27 21 25 26 21 14 23 27 9 22 25 27 23 26 7 7 7 26 19 split_gain=14.8494 10.6582 16.7887 12.5523 11.2498 16.2167 10.704 13.6327 13.4565 11.2887 16.3862 9.82051 9.7895 9.58864 9.56093 8.85523 13.8195 10.426 10.9952 8.68304 16.5469 12.6855 16.1723 11.5059 10.2701 13.3114 20.7678 11.1919 15.1814 13.1629 12.9029 10.1358 10.0724 10.0036 threshold=46.500000000000007 26.187405529443733 802.25000000000011 25.500000000000004 1.5000000000000002 4399.5000000000009 -63.385812759399407 256.25000000000006 3.5000000000000004 0.35186531536446969 701.25000000000011 22.905955235025665 0.30783581772166752 14.500000000000002 0.7063165148150985 22.500000000000004 7.5000000000000009 670.25000000000011 0.54248603588867494 1.5000000000000002 36.934224084119755 1.4626197823971385 7.5000000000000009 0.92612735854869921 4845.5000000000009 3236.2500000000005 3.5000000000000004 0.91675510406081251 1.7376858362774488 -47.090602874755852 -68.72607040405272 -11.475760459899901 1.4415717290351471 2933.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 6 -1 8 -8 10 -9 13 -12 -11 -15 -13 -17 -18 -19 -3 -21 22 23 32 25 27 -27 28 29 30 -25 -28 -22 -32 right_child=-2 19 3 -5 -6 -7 7 9 -10 11 12 15 -14 14 -16 16 17 18 -20 20 21 -23 -24 24 -26 26 31 -29 -30 -31 33 -33 -34 -35 leaf_value=0.0010718250275225383 -0.000555230546321749 0.0013482228379904106 -0.0011464954745699712 0.003538494530700429 -0.0012186336208511539 -0.02918237437715954 -0.00044076524876838905 0.0005572960887776534 -0.0108681901510827 -0.0010030859857200491 -0.011554627487566678 0.00037894861932982402 0.006786339006349707 -0.0033658309838398041 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-0.432372 internal_count=915474 747358 524892 70007 454885 429205 429125 377315 2128 375187 11282 363905 3235 26055 522 337850 119134 85427 18048 222466 180594 29778 16756 9346 6355 5187 1192 3995 960 911 304 927 2991 183 shrinkage=0.065238 Tree=64 num_leaves=35 num_cat=0 split_feature=11 7 25 9 13 8 21 27 28 28 6 14 16 23 9 18 20 20 16 20 29 28 21 6 28 14 28 17 26 24 22 7 6 14 split_gain=13.0082 15.9996 12.3697 11.8966 10.5532 10.8822 15.772 10.3142 9.22736 14.6905 8.68756 9.42809 11.3956 9.89942 8.53356 8.48356 7.86732 11.144 7.78895 8.21633 8.46778 7.59246 9.69852 9.99357 8.1915 16.7997 7.44224 7.28927 7.22367 15.1796 7.64276 7.54595 6.96062 6.90552 threshold=0.87609290739372059 -8.1301016807556135 315.25000000000006 0.95684432065057845 45.142095890876227 1059.5000000000002 12.500000000000002 2.5000000000000004 355.25000000000006 1068.2500000000002 0.27159225013979582 39.454590340698125 244.76057056154414 2.4083580748323894 0.94310013467016152 2.5000000000000004 0.95805884173950295 0.87430756979097424 228.44079478952116 1.0159617897065487 0.98427824286777932 5595.5000000000009 1.5000000000000002 0.22223100700550599 739.25000000000011 64.895118878539691 814.25000000000011 68.319192439665201 0.92659440097544532 13.500000000000002 718.25000000000011 -88.018215179443345 0.81818182047592392 22.678111934995339 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 18 5 7 15 8 -2 -10 11 12 13 -4 -15 16 17 -7 19 21 26 22 23 -1 25 -25 -21 -5 29 31 -31 -29 -28 -12 right_child=4 2 10 27 -6 6 -8 -9 9 -11 33 -13 -14 14 -16 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 32 28 -30 30 -32 -33 -34 -35 leaf_value=-0.0078518201607467655 0.0078323641421434529 -0.004237647929992319 -0.0022356101162262242 0.00054991917928510407 0.0012495329845298171 -0.0057181700498318737 -0.043473940488843066 0.0003144303694993887 -0.011454846685969636 -0.00080509203168675411 -0.00059410775551008849 0.0037179762964272165 -0.020251072284883452 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0.0374977 -0.159984 -0.00469583 internal_count=915474 701729 432849 268880 213745 161293 2224 159069 2530 2273 429338 9123 8147 7986 341 2181 1660 232 129642 84216 16623 67593 63574 7929 7519 1982 2755 139238 9598 3345 808 2537 806 420215 shrinkage=0.065238 Tree=65 num_leaves=35 num_cat=0 split_feature=0 9 8 26 26 20 14 5 6 32 19 4 28 22 4 19 22 30 14 15 8 22 15 20 25 20 26 14 19 0 28 26 25 28 split_gain=13.8552 10.3691 12.1125 7.8777 7.7869 7.6326 6.98211 6.37516 6.43473 6.26183 9.14778 7.37749 10.0521 12.7888 12.8085 8.46611 7.3967 6.14396 6.13975 6.79448 6.12101 6.11756 5.92037 7.90181 5.79477 5.75961 7.67714 5.53236 5.4094 5.27223 5.20358 5.69217 5.3585 15.2834 threshold=29.500000000000004 0.96159386364846544 721.50000000000011 6.63661083462899 1.8431665847446268 0.80431543825032425 26.607581713810852 45.999996185302741 0.77272728288249015 1.5000000000000002 2791.5000000000005 12.793426036834719 907.25000000000011 730.25000000000011 5.0298221111297616 608.75000000000011 306.25000000000006 1.0000000180025095e-35 5.5507389156745299 0.6195666884249792 105.50000000000001 446.75000000000006 0.39828975743881784 0.69369124292954554 684.25000000000011 0.35597339209588735 0.16348138855364291 10.698704183806338 294.25000000000006 48.000000000000007 24668.250000000004 1.8900601949168738 1155.7500000000002 1351.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 7 4 6 9 -2 8 -3 10 11 12 13 15 -15 16 28 -6 -18 -20 -21 -10 23 -13 27 -24 -27 -17 -1 -8 32 -32 -7 -34 right_child=1 2 -4 -5 17 30 29 -9 21 -11 -12 22 -14 14 -16 24 18 -19 19 20 -22 -23 25 -25 -26 26 -28 -29 -30 -31 31 -33 33 -35 leaf_value=-0.0058091272874394185 -0.0010208445831120302 -3.5133710155985968e-05 0.00046737151322669141 0.0039745836785887922 -0.0011005943560961305 0.00044320524883811549 0.00046533589864711906 -0.0094784482333765841 -0.0021955923287039956 -0.0011735616016632258 -0.016469627842651324 -0.013777733373119822 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-0.0491671 -0.000371434 0.00559747 0.0564758 0.00533838 -0.00403704 internal_count=915474 441860 302752 139108 137607 473614 123771 183805 183478 78877 53163 53021 13049 12579 1217 11362 10230 13836 9079 8833 3575 76355 39972 676 1132 39296 38033 900 1151 50624 394737 2000 392737 52771 shrinkage=0.065238 Tree=66 num_leaves=35 num_cat=0 split_feature=0 14 9 6 21 16 29 4 29 16 28 14 24 17 20 21 24 13 29 17 18 29 16 14 14 9 4 6 22 25 9 19 13 20 split_gain=12.1353 13.4071 9.41616 13.4328 8.19962 8.18447 8.32781 7.59001 6.52735 6.25546 8.03353 12.6366 9.30137 7.56092 9.40848 7.34287 7.18972 6.98819 7.28073 6.87278 6.82721 6.57863 7.9188 6.02617 7.23248 5.95739 5.92959 5.76936 6.97615 8.16179 6.24474 6.16598 5.81962 5.74073 threshold=22.000000000000004 19.921395695672345 0.95713071933609306 0.79328264270094839 14.500000000000002 180.0083999632387 2.0543882165994383 26.772511482238773 0.13330765279917825 231.83278026085839 802.25000000000011 26.607581713810852 8.5000000000000018 46.576538625035468 1.0042841847659838 3.5000000000000004 3.5000000000000004 100.4013618165968 1.2981750493604944 61.201997586447028 3.5000000000000004 0.87539767417538494 195.59501730352812 24.377296963973233 30.625088930744411 0.97359910225447055 17.428791999816898 0.64102564382969196 306.25000000000006 517.25000000000011 0.92463890831891427 251.25000000000003 28.024057784860297 1.0177964735284297 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 25 5 8 -5 -3 -7 -8 -4 10 12 13 20 -12 17 26 -16 -15 -19 -17 27 22 33 -6 -25 -2 -14 28 29 31 -30 32 -1 -21 right_child=1 2 3 4 23 6 7 -9 -10 -11 11 -13 15 14 16 19 -18 18 -20 21 -22 -23 -24 24 -26 -27 -28 -29 30 -31 -32 -33 -34 -35 leaf_value=-0.0040822807708099824 -0.0011356627554086544 -0.0019618689909993718 -0.009064057233865306 -0.00038270136872255872 -0.013552352927658096 -5.9064357814191832e-05 -0.0057911682423056202 -0.0011773657269704555 0.00045493451654460054 0.00067823530260405749 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-0.0289828 -0.0120501 -0.031523 0.0162527 0.0282912 -0.0254831 0.0339989 -0.0490567 -0.0882086 0.0340181 internal_count=915474 584084 461242 341357 112361 119885 105246 17197 228996 331390 206501 32938 173563 19493 11714 120048 851 10863 241 112769 53515 5626 2099 761 416 122842 7279 52975 22729 2181 20548 1899 1290 1408 shrinkage=0.065238 Tree=67 num_leaves=35 num_cat=0 split_feature=0 13 21 28 15 9 24 20 32 27 24 13 22 22 14 23 5 7 5 27 22 23 27 7 17 14 27 22 14 4 21 12 22 5 split_gain=11.7023 8.20069 10.8091 8.22783 9.11373 8.90704 6.92277 6.39403 6.21608 8.35204 14.2018 10.2857 9.03836 9.0277 7.6341 9.00171 13.7083 8.72728 10.4952 7.35442 12.7506 8.70946 6.16213 6.43767 6.14403 6.05241 8.95195 5.78859 7.91511 5.74457 8.81922 5.71478 5.49306 5.46395 threshold=35.000000000000007 30.550035575871167 15.500000000000002 690.25000000000011 0.44603027270926887 0.91344752364006909 20.500000000000004 0.88689396874596416 1.5000000000000002 2.5000000000000004 2.5000000000000004 17.625743952287735 2285.2500000000005 627.75000000000011 5.5507389156745299 0.30215152274962881 25.00000095367432 -86.407600402832017 15.00410032272339 7.5000000000000009 730.25000000000011 0.20560915358806398 2.5000000000000004 -87.38552093505858 76.324665501966152 28.416310254605701 43.500000000000007 192.75000000000003 8.5328414946668101 189.67910003662112 1.5000000000000002 229.40916292848979 1037.2500000000002 36.990049362182624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 -2 4 -3 29 -7 8 9 13 11 -11 -13 -1 -12 16 19 18 -17 21 -21 -16 23 -6 -22 -24 -27 -19 -29 30 -5 -30 -15 -28 right_child=1 3 -4 5 22 6 -8 -9 -10 10 14 12 -14 32 15 17 -18 27 -20 20 24 -23 25 -25 -26 26 33 28 31 -31 -32 -33 -34 -35 leaf_value=0.0047811970955452142 -0.00078168982308931016 -0.0024720259565720604 -0.0095895120212670763 0.00093152996737346384 -0.02901464789095512 0.00031677068445845169 0.0032572816999307543 0.00029589129100736448 -0.00098176480314091769 0.027384705099936665 -0.0078823440947543844 0.00882596267865687 -0.025432383375789378 -0.026546555595093047 -0.011605789107381564 -0.011336397031857244 -0.010478840910323797 -0.0098272278554320611 0.0034452661491333812 0.0016807095932617944 0.0072634368402684753 0.003047610681427441 -9.4496993916157925e-05 -0.0048354952239591485 0.024827100039311427 -0.0013925559315625122 -0.02637608784076817 0.0094375199256689982 -0.00027133413338921957 -0.0064179280740761548 -0.002078063176182629 -0.023526238825881344 -0.0059370166535472673 -0.0017994049447936323 leaf_count=114 88441 9601 597 6844 51 123717 3504 449910 34034 122 517 366 36 129 311 215 343 269 4158 4452 1782 388 78375 578 89 13715 99 358 80812 839 10504 45 96 63 internal_value=0 -0.00465551 -0.0128874 -0.00169876 -0.00856128 0.00313787 0.00609707 0.00275796 -0.00345932 0.000710178 0.00127365 0.165445 0.0882623 -0.155971 0.000355941 0.001028 0.0345789 -0.00185008 0.0416708 0.044114 0.0548742 -0.0532205 -0.00552935 -0.104172 0.124144 -0.00485678 -0.0241062 -0.00418571 -0.00370064 -0.0175622 -0.0136537 -0.00435753 -0.272129 -0.257802 internal_count=915474 336928 89038 247890 102482 145408 127221 578546 128636 94602 94263 524 402 339 93739 93222 7365 85857 4373 7022 6323 699 92881 629 1871 92252 13877 81484 81215 18187 17348 80857 225 162 shrinkage=0.065238 Tree=68 num_leaves=35 num_cat=0 split_feature=18 0 14 28 27 17 8 23 28 1 27 26 27 22 28 27 26 28 23 5 23 4 8 16 25 25 18 15 28 27 5 5 11 23 split_gain=10.2164 9.98977 8.52345 13.013 11.7749 10.8183 11.1731 10.0611 8.76612 11.9731 8.22234 7.74549 7.20893 8.49729 8.75755 6.88126 7.5848 6.58982 7.44805 6.47423 6.3068 6.11929 7.53006 6.05001 6.01235 9.80188 13.9428 22.5323 10.7886 10.5292 8.47874 7.95637 19.0422 26.0299 threshold=6.5000000000000009 48.000000000000007 26.187405529443733 802.25000000000011 25.500000000000004 50.886862335662649 2029.5000000000002 2.7855302085853046 684.25000000000011 2965.5000000000005 29.500000000000004 1.5350968301518235 22.500000000000004 480.25000000000006 634.25000000000011 35.500000000000007 0.54248603588867494 788.25000000000011 1.6388354857320377 14.000357627868654 0.50633256566123996 12.002450942993166 609.50000000000011 230.58840336134458 600.25000000000011 1179.7500000000002 1.5000000000000002 0.42636738901252946 6217.5000000000009 21.500000000000004 75.000194549560561 46.000162124633796 0.7732492221694881 0.81973694649320528 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 8 5 7 23 -5 12 15 24 -8 19 14 21 -10 -17 18 -3 20 -1 -14 -23 -7 -4 28 29 -28 -26 -27 -31 32 -29 -34 right_child=-2 17 10 4 -6 6 11 -9 9 -11 -12 -13 13 -15 -16 16 -18 -19 -20 -21 -22 22 -24 -25 25 26 27 31 -30 30 -32 -33 33 -35 leaf_value=-0.0010644512344858577 0.010301260201055755 -0.00074341303895968146 -0.00040063272818725859 -0.00046246875161308753 0.0033417933284090331 -0.0020013840008155479 -0.020898127590520971 -0.030660843981394566 0.00052330944710067551 -0.036462002287381459 -0.0012516052669520892 0.0055581718970484422 0.0018996890602161901 -0.00021838880143474625 -0.0085678779188420144 -0.0054511799732246645 0.0039006072794011901 4.6933847427089119e-05 -0.0035631615166830826 0.0001760856922771909 -0.0068688423456337248 -0.002200623525435417 0.0014119887064994263 -0.019543540975549833 0.0010347671264039303 0.00038155984119678661 0.0020281302344320961 0.0028455986051668875 -0.021687784953636186 0.0034554628667610044 -0.039384099625240573 -0.0032149559676821421 -0.0023697287834183005 -0.020474454003501414 leaf_count=6768 409 79957 27693 48670 2719 21560 219 47 85467 37 12046 60 2207 96865 742 404 4274 52582 4196 252729 903 18142 2840 84 113495 72500 2855 458 89 32 51 3002 603 769 internal_value=0 -0.00017993 0.00120494 -0.000962074 -0.0133516 -0.0158372 -0.0342849 -0.00753553 0.000966061 0.00983217 0.00625841 -0.233125 -0.00113145 -0.00751637 -0.0243903 0.0100656 0.0474106 -0.00806297 -0.0135505 0.00183042 -0.0267899 -0.0209684 -0.0262369 -0.0317218 0.00764184 0.0096108 0.00115218 -0.0393462 0.0155885 0.00544122 -0.350527 -0.0809626 -0.132935 -0.191872 internal_count=915474 915065 778330 544737 73359 70640 21923 48717 471378 90182 233593 279 381196 120796 23931 90145 4678 136735 84153 260400 7671 23189 20982 21644 221547 193854 80270 7687 113584 72583 83 4832 1830 1372 shrinkage=0.065238 Tree=69 num_leaves=35 num_cat=0 split_feature=11 7 25 9 13 12 27 23 29 11 25 28 27 22 26 14 29 29 29 25 18 29 7 18 12 28 11 13 22 7 14 20 27 25 split_gain=10.1873 13.2289 9.58698 9.0583 8.17398 11.2622 8.76457 7.94194 13.1028 10.142 7.3635 12.6856 7.01266 7.65276 7.21187 10.1266 8.08925 7.89988 6.70325 6.59651 6.49303 6.45613 6.37017 6.29615 6.29429 9.05545 7.02949 6.24994 6.27974 6.04197 6.03679 6.51719 6.02087 10.8293 threshold=0.87609290739372059 -8.1301016807556135 315.25000000000006 0.95498452093860065 45.142095890876227 125.118795026618 2.5000000000000004 1.1136821823344489 0.91320182865631794 0.90223290598290606 1115.7500000000002 355.25000000000006 22.500000000000004 1151.2500000000002 0.7110617695282595 18.865418407083663 1.0049988921584254 0.098841756018517371 10.419330963488015 256.25000000000006 2.5000000000000004 0.79550018272517498 -79.101669311523423 4.5000000000000009 588.14570696119938 24668.250000000004 0.4923116661202675 40.468519995408236 306.25000000000006 -79.101669311523423 35.055655536351949 0.96036550831947265 7.5000000000000009 4578.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 20 22 5 6 10 8 30 -10 11 -2 14 -14 15 -5 -17 -16 23 21 27 -8 24 29 -1 26 -26 28 -3 -19 31 -7 33 -4 right_child=4 2 32 12 -6 7 19 -9 9 -11 -12 -13 13 -15 17 16 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.00076018724855844949 0.0063518271280385615 -0.0027622516605934838 -0.0012376380507138731 0.00090598733371045957 0.0011049502864541017 -0.02942260580164623 -0.0010355810845288299 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0.00442985 -0.0571354 -0.0809363 -0.00269108 0.0156049 -0.014741 -0.0780148 -0.137525 -0.0320029 -0.0190471 0.0151162 -0.0331261 -0.187936 -0.00478566 -0.0130969 internal_count=915474 701805 432876 268929 213669 161199 159262 1937 693 316 2520 1391 147766 19685 128081 22872 9854 105209 105096 156742 3527 900 121163 105060 32209 1499 945 2626 2453 104643 377 151 429349 72454 shrinkage=0.065238 Tree=70 num_leaves=35 num_cat=0 split_feature=16 18 16 9 14 29 12 7 7 10 21 29 8 19 9 15 14 14 4 21 7 19 27 26 19 21 25 14 11 21 19 27 18 18 split_gain=9.60353 9.74312 7.21902 10.1172 13.7732 11.5766 7.55371 7.50237 8.75065 7.12925 13.8553 9.06614 10.642 13.8636 7.27447 8.40438 7.11974 7.89197 6.69754 7.19694 6.4288 6.36181 6.14102 25.7454 7.93965 6.95168 11.3773 6.71333 8.78228 6.63605 10.0349 6.84258 11.8218 11.5266 threshold=169.83548239640598 6.5000000000000009 111.22556009957327 0.95251529283186653 71.439731239133053 2.9842770626975303 125.80508652763324 -45.058826446533196 -15.255119323730467 0.69077779704197306 14.500000000000002 0.16342184219996211 473.50000000000006 1134.2500000000002 0.73273179919148002 0.89089720804884343 30.430351913538619 24.91757208700832 39.673002243041999 1.5000000000000002 -69.985820770263658 178.50000000000003 32.500000000000007 0.79126405148871848 985.25000000000011 9.5000000000000018 479.25000000000006 28.538155500697698 0.86889566395663975 5.5000000000000009 920.75000000000011 12.500000000000002 2.5000000000000004 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 3 4 5 -1 -4 -6 -9 10 14 12 -11 -14 15 -2 17 -12 19 -5 -21 -16 25 -24 -25 27 -27 28 -23 -29 -31 32 -32 -33 right_child=1 -3 6 18 7 -7 -8 8 -10 11 16 -13 13 -15 21 -17 -18 -19 -20 20 -22 22 23 24 -26 26 -28 29 -30 30 31 33 -34 -35 leaf_value=-0.0042420823469713192 -0.0044104744192874296 0.01023405225517862 -0.00063240709959268889 -0.0050915814110554522 -0.0056013980500797022 0.014049796261652944 -0.0027445914219867804 0.021432524219754844 0.001359975272768584 -0.0011167240138358374 -0.0067982837758117209 0.00023727303888241067 -0.018523275261799005 -0.0006608650059514512 -0.0053041605795914161 -0.027822102200068075 -0.02719166680827861 0.0012874791569065715 0.012090330553362826 0.014884414072000455 0.0032222271658506624 -0.00058645850692245506 0.0023832110495705487 -0.0040863888075152082 0.0039215754548626459 -0.0028540279576816804 0.0024151164894384647 0.00073776635547559422 0.00044630024464937547 4.404607102732396e-05 -0.022479007512859965 -0.0023254471763744008 0.005526855530655685 -0.025111572042256714 leaf_count=2165 428 401 60250 355 116 158 8185 229 155 10032 1769 541738 355 386 1013 77 60 724 454 246 1104 142090 4761 8226 563 2120 9835 56071 46516 11864 202 2634 94 98 internal_value=0 0.00103462 -0.0108907 0.0258611 -0.0135484 -0.0459541 -0.0135662 0.137009 0.204334 0.000960369 -0.00306279 0.00306581 -0.0256597 -0.141305 -0.00240944 -0.122324 -0.0764055 -0.0682129 0.0773908 0.0486502 0.0819667 -0.00219777 -0.00191667 -0.0226933 -0.0547752 -0.00087984 0.0226974 -0.00196574 -0.00508521 0.00632522 -0.0124391 -0.0638218 -0.208242 -0.0481746 internal_count=915474 842057 73417 4982 2823 2323 68435 500 384 841656 289145 552511 10773 741 286592 505 2553 2493 2159 1705 1350 286087 285074 13550 8789 271524 11955 259569 188606 70963 14892 3028 296 2732 shrinkage=0.065238 Tree=71 num_leaves=35 num_cat=0 split_feature=0 9 1 7 24 12 25 26 29 14 18 4 22 16 17 7 10 22 10 9 13 10 1 18 23 24 12 29 19 16 17 24 16 17 split_gain=9.03863 9.87863 10.1154 7.96426 7.36344 9.00827 8.30477 7.30709 6.79419 8.19175 7.55682 6.728 6.57759 6.02675 5.94067 5.84467 5.66819 5.52571 5.39812 5.68487 8.57469 5.70789 7.13537 6.00363 5.36966 7.83154 5.20329 7.47426 5.46081 5.49977 5.18995 5.16457 5.06162 7.24101 threshold=22.000000000000004 0.96278568679380161 716.50000000000011 -50.194429397583001 2.5000000000000004 73.816756826189717 698.75000000000011 6.63661083462899 2.2249047528158035 27.422170866973769 1.5000000000000002 6.0232255458831796 436.25000000000006 181.97468008531061 47.289583915342966 -87.38552093505858 0.66942539159138559 5404.5000000000009 0.4737183234622539 0.91344752364006909 72.055230945747567 0.89785221860118392 43196.500000000007 2.5000000000000004 1.0913520892687563 2.5000000000000004 287.21677477306474 4.6886146331921958 3730.5000000000005 221.61209626208066 31.935779807923783 32.500000000000007 231.83278026085839 37.608760385317574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=31 7 3 4 5 -3 15 8 10 26 13 -6 16 -2 30 -7 -5 -16 24 21 -21 22 -20 -23 25 -11 -10 28 29 -28 -4 32 33 -1 right_child=1 2 14 12 11 6 -8 -9 9 18 -12 -13 -14 -15 17 -17 -18 -19 19 20 -22 23 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 leaf_value=0.0017676986625547622 -0.0011394411975549188 0.0008821944854168237 0.0027528687894687273 -0.0022600370966500672 -0.0030078292162104255 -0.018527237406876011 0.00040195022593073743 0.003445438595039992 -0.0044235308003493434 -0.0022179049785461626 -0.00084167283204237815 0.0013539792521939924 -0.0002192996221775263 0.00026126042389700124 0.00077235838634191593 -0.0058848848332668487 -0.00030616517949456543 0.0067070795906488236 -0.00032896195186154419 -0.0037367943573118245 0.0016794349191917438 -0.0052214587407313695 -0.015812172598395517 0.010452831948824589 -0.0029802162910567273 -0.032367047285895852 -0.0089368898042568087 0.0040998543385417485 -0.00035239527225229783 -0.031945836675634401 -0.00021872788124014492 0.0056512577793959703 0.00058428257705130083 -2.9650462749078465e-05 leaf_count=10028 16134 1244 2636 13389 1600 303 361 1952 1269 67 99626 25364 190182 68920 84960 320 11967 673 3838 1690 4714 2809 131 108 245 81 67 77 52 130 48990 757 124876 195914 internal_value=0 -0.00241581 0.000574619 -0.00327922 0.0122218 -0.0430296 -0.114525 -0.00807333 -0.00866771 -0.0289341 -0.00699113 0.0167871 -0.00537863 -6.8065e-05 0.00744593 -0.184457 -0.0205078 0.012554 -0.0210283 -0.0176127 0.00383374 -0.037558 -0.0128759 -0.0711415 -0.136532 -0.286926 -0.0967553 -0.209444 -0.293646 -0.36973 -0.001027 0.00412174 0.00393295 0.000887036 internal_count=915474 583899 381989 244730 29192 2228 984 201910 199958 15278 184680 26964 215538 85054 137259 623 25356 85633 13683 13290 6404 6886 3969 2917 393 148 1595 326 249 197 51626 331575 330818 205942 shrinkage=0.065238 Tree=72 num_leaves=35 num_cat=0 split_feature=0 20 17 12 5 19 22 28 4 5 4 28 7 26 25 13 25 7 27 28 25 24 11 29 27 26 2 27 24 11 6 27 5 11 split_gain=8.14265 7.91816 8.57186 7.17599 14.5426 8.1907 13.4475 8.63918 8.10163 7.52577 9.7309 8.08635 8.01394 7.32225 11.4107 9.53061 7.46344 7.11459 8.17924 21.6525 7.61233 10.1002 7.46995 7.01588 6.89114 6.85618 6.70181 6.60231 9.19405 7.73149 10.1705 7.49587 6.55378 6.37935 threshold=49.500000000000007 0.74380676704034043 34.004154400654294 516.6101730552665 118.00056838989259 744.25000000000011 3678.2500000000005 802.25000000000011 17.999998092651371 296.13903808593756 189.67910003662112 12099.250000000002 -57.956214904785149 0.20597333796046516 4165.0000000000009 25.921108681570974 1359.2500000000002 -51.84277153015136 3.5000000000000004 411.25000000000006 256.25000000000006 4.5000000000000009 0.64173933051881804 1.3286030958407999 14.500000000000002 0.4806326581645412 57.792857142857152 2.5000000000000004 3.5000000000000004 0.74445809445809463 0.70000000302469234 26.500000000000004 31.998829841613773 0.86058158169350041 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 25 5 -5 6 7 17 -6 10 -10 -12 -13 14 16 -15 -9 18 19 -4 21 -19 -21 32 -20 -3 -25 29 -29 30 -17 -30 -2 -14 right_child=23 2 3 4 8 -7 -8 13 9 -11 11 12 33 15 -16 27 -18 20 24 22 -22 -23 -24 26 -26 -27 -28 28 31 -31 -32 -33 -34 -35 leaf_value=-0.00045497569770381127 -0.00092211452967059257 0.0049421909759896476 0.0076842382126153571 -0.029617341944220107 -0.026360302727989064 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0.0444228 -0.0236202 0.0808808 0.000499306 0.0109487 -0.0551813 -0.00118262 -0.0644408 -0.124342 -0.00829158 0.0131525 0.0188953 -0.0252802 -0.0163806 -0.0129842 -0.11273 -0.249102 -0.0222706 -0.00439334 -0.378921 internal_count=915474 809535 702346 672702 7134 665568 429475 429203 7054 6998 5483 491 299 24394 1700 22694 1419 404809 56124 1810 348685 1892 1293 105939 54314 29644 19772 20176 19489 687 259 16477 86167 215 shrinkage=0.065238 Tree=73 num_leaves=35 num_cat=0 split_feature=2 27 28 7 9 6 24 20 24 22 7 28 28 25 20 23 27 27 28 15 24 22 17 14 19 13 20 29 13 13 27 29 15 29 split_gain=6.90402 8.57971 10.3454 9.76268 7.72805 8.61912 7.51553 7.10296 6.92828 6.33726 6.81691 6.01233 5.80185 5.53046 4.9912 5.73851 4.90963 4.83141 4.79831 9.20444 6.98638 6.38721 4.79833 4.67714 4.76612 4.59447 4.56838 4.52662 4.48179 6.5901 4.57688 8.89294 5.9648 4.36347 threshold=23.522233201581031 6.5000000000000009 311.50000000000006 -1.0000000180025095e-35 0.96278568679380161 0.7747560514832601 23.500000000000004 1.2116974230625333 4.5000000000000009 563.25000000000011 -66.037509918212876 482.25000000000006 584.25000000000011 1115.7500000000002 0.56981522777954774 0.15727359352046694 37.500000000000007 39.500000000000007 355.25000000000006 0.27858458569885453 1.5000000000000002 673.25000000000011 68.319192439665201 52.814177097830921 927.75000000000011 18.214345464046271 0.64336846252339219 0.79065004267010819 56.937153376870292 72.055230945747567 14.500000000000002 0.79550018272517498 0.58276047829856503 0.25996563320234195 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 -3 28 -6 9 11 18 10 -7 16 -12 -14 23 -16 -8 -9 19 -1 -21 -20 -23 24 -2 -22 -24 -5 30 -30 31 32 -4 -17 right_child=14 2 4 27 5 6 7 17 -10 -11 12 -13 13 -15 15 33 -18 -19 21 20 25 22 26 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 leaf_value=-0.009802652781856146 0.00052009754109122897 0.0025095242384434351 0.0004473619296114023 -0.002158680478838681 0.00040668960798162968 0.0021017274016082361 -0.019507795108009776 0.0052182261059896548 -0.0022501947586670589 0.00023181288568110999 -0.00050827596333653509 -0.0013972699157561422 -0.0022901404531248228 0.0095937270685529201 -0.013247858285588625 0.003508766059323994 -0.0047242445266987478 -0.020755598202611057 -0.0015955208809634396 0.0091977600705279768 -0.0062207668787484733 -0.00034349481600458683 -0.0043437835497637531 0.0033733063630947049 -0.0024236447731395346 0.0029328257039828989 0.0041184376611778789 -0.012247929249310894 -0.0028095000273080876 -0.0003284356240733881 -0.00057364223046267918 0.00083352041677097843 -0.0016130832479289805 0.00028726671226364899 leaf_count=240 3471 424 10071 263 221752 3479 146 38 11248 69518 41222 2422 12067 169 133 1800 277 154 19807 672 287 46239 320 924 7189 1249 1792 675 7628 11315 83206 35576 14719 304982 internal_value=0 -0.00193157 -0.000420365 -0.0874585 -0.000189622 0.00244852 -0.00403394 -0.053193 -0.0114418 -0.00285331 -0.0106756 -0.0406296 -0.013467 -0.0325885 0.00383399 0.00460307 -0.150631 -0.239354 -0.00776978 0.0357289 0.0559451 -0.00933211 -0.00313622 -0.0165424 -0.0224583 0.0187389 0.043476 -0.14438 -0.00589144 -0.0203488 -0.00398392 0.00264483 -0.0118953 0.0046931 internal_count=915474 596975 515121 1362 513759 351244 129492 3037 81854 126455 56937 2845 53458 12236 318499 306915 423 192 70606 2448 2208 68158 48351 11584 10660 1536 2112 938 162515 18943 143572 60366 24790 306782 shrinkage=0.065238 Tree=74 num_leaves=35 num_cat=0 split_feature=18 0 28 27 5 9 29 19 26 27 18 28 7 7 14 16 10 6 27 19 26 24 25 23 19 6 27 27 14 28 17 25 24 7 split_gain=8.02519 7.99419 8.86742 9.37603 8.25869 9.51316 9.13597 8.55862 7.93645 7.53083 8.09112 18.3817 12.515 8.57329 8.68073 9.43676 8.00922 9.08794 6.3867 6.20149 5.88516 8.14544 6.37673 5.84204 5.76356 5.53253 5.39911 5.61968 5.3164 5.31284 9.72125 9.06682 7.16051 6.90546 threshold=6.5000000000000009 17.500000000000004 684.25000000000011 33.500000000000007 28.49260234832764 0.90588685359377119 0.13330765279917825 1117.2500000000002 0.22569700745198526 23.500000000000004 3.5000000000000004 470.25000000000006 -26.484805107116696 -47.090602874755852 26.837573977676133 208.96514542275693 0.86123467112685026 0.74074074171581195 41.500000000000007 578.75000000000011 0.78189605695375575 23.500000000000004 562.25000000000011 0.72478842187611126 635.25000000000011 0.79166667036889027 6.5000000000000009 4.5000000000000009 20.327973561662887 956.25000000000011 45.995627967395585 2022.5000000000002 4.5000000000000009 -49.927892684936516 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 29 9 4 -4 -6 7 -7 -8 16 12 -12 13 -11 15 -15 17 -3 19 -13 22 -22 -20 28 -24 -5 27 -19 -14 -1 -31 32 -32 -33 right_child=-2 2 3 25 5 6 8 -9 -10 10 11 18 23 14 -16 -17 -18 26 20 -21 21 -23 24 -25 -26 -27 -28 -29 -30 30 31 33 -34 -35 leaf_value=0.00043474175463596487 0.0090845474051747237 0.00039669080007998084 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0.00553424 -0.0894089 0.00595844 -0.00532986 -0.0130158 -0.0302826 -0.00799084 -0.0428519 -0.0928677 -0.120042 -0.00250877 -0.000370275 -0.0224321 -0.0125778 -0.0554369 -0.0375852 -0.128454 -0.00302078 -0.224388 0.0360982 -0.00671963 -0.0307294 0.0196769 0.00470214 -0.00577084 -0.0316779 -0.0547249 0.00512681 internal_count=915474 915060 656476 309159 301285 256890 226840 1009 225831 347317 93253 21021 72232 9013 2483 2050 254064 221877 19637 15122 4515 3628 887 63219 389 7874 111819 8642 9615 258584 40796 10689 6573 4116 shrinkage=0.065238 Tree=75 num_leaves=35 num_cat=0 split_feature=0 17 28 23 18 7 25 21 29 9 17 17 21 28 14 28 10 13 5 9 10 28 17 13 22 29 29 23 21 22 28 29 17 22 split_gain=7.5272 6.30656 6.47798 8.18028 5.9382 5.88238 10.877 7.25192 8.59606 6.22387 6.12118 6.10378 20.3191 11.8911 8.25894 7.66219 7.6547 7.24806 7.2431 6.65923 5.83804 7.95283 6.37814 6.34871 10.0409 11.4931 19.9373 22.1852 10.0297 9.03847 6.91376 9.0329 8.30855 6.29363 threshold=48.000000000000007 55.245358277967163 810.25000000000011 1.7000268384326358 6.5000000000000009 -16.688151359558102 256.25000000000006 3.5000000000000004 0.32072811896374792 0.95090227821548956 68.319192439665201 59.050385674626277 1.5000000000000002 6217.5000000000009 20.817350564425997 588.25000000000011 0.70316642938737706 79.775952405902444 80.328632354736342 0.97464967243256762 0.96557523453083038 311.50000000000006 34.004154400654294 96.709863528176157 675.75000000000011 1.1683813515668553 1.0609388898500429 1.0487888693319924 6.5000000000000009 2763.7500000000005 15541.000000000002 0.97910509066572471 48.632755157541531 462.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 9 7 8 -7 -1 -11 20 14 15 -13 16 -14 19 -19 -17 22 -22 -8 -23 33 26 30 29 -27 -28 31 32 -26 -25 right_child=1 -3 -4 -5 -6 6 11 -9 -10 10 -12 12 13 -15 -16 17 -18 18 -20 -21 21 23 -24 24 25 28 27 -29 -30 -31 -32 -33 -34 -35 leaf_value=-0.0001027589102637294 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0.00118556 -0.000507473 -0.068927 -0.019181 0.00565043 0.00967647 -0.000225718 -0.0186722 -0.0301294 0.083352 -0.0264445 0.00694829 -0.0413889 0.0423916 -0.0495451 0.000363146 -0.0204221 0.000878956 -0.0184439 -0.0391947 -0.0332561 -0.0911382 -0.296649 -0.00393522 -0.457064 -0.0485324 -0.0798455 0.000298966 -0.282929 internal_count=915474 136891 95265 60091 778583 778178 564229 2314 1293 213949 137394 561915 17383 15628 1755 15354 4747 10607 941 9666 544532 13186 531346 13101 6937 6772 2277 391 4495 269 1886 1488 723 165 shrinkage=0.065238 Tree=76 num_leaves=35 num_cat=0 split_feature=11 16 22 17 16 20 30 21 5 11 17 17 16 4 21 13 11 25 23 5 19 8 27 4 13 17 14 14 22 14 17 5 13 29 split_gain=7.16115 7.26411 8.57745 7.38802 7.68322 7.39626 7.15944 11.5058 6.61501 10.3784 13.6703 8.23283 8.00924 8.53264 7.50556 10.3084 11.7337 9.23812 17.682 9.69465 15.524 20.5967 32.4194 8.7298 8.28167 8.96696 7.77059 8.34608 14.2455 14.1041 14.1591 7.55179 7.42693 7.26044 threshold=0.89015584910893841 152.5098596539878 6117.7500000000009 37.378384805907565 230.58840336134458 0.28330186575602789 1.0000000180025095e-35 2.5000000000000004 51.000003814697273 0.7256451881451883 63.569371843269558 68.319192439665201 210.20016977928694 23.769003868103031 1.5000000000000002 148.40365137659612 0.46950152021726671 3236.2500000000005 1.5629556331377275 197.91811370849612 4360.5000000000009 2834.5000000000005 5.5000000000000009 56.683883666992195 72.055230945747567 68.319192439665201 34.514060580191121 77.437089768897678 6907.2500000000009 96.421600809365685 61.201997586447028 79.354667663574233 139.95485771562775 2.3491300773433959 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -3 7 -4 9 11 -11 -5 -12 -14 15 26 -17 24 19 20 21 -19 23 31 25 -16 33 -28 29 30 -29 -23 -33 -10 right_child=-2 3 6 8 -6 -7 -8 -9 14 10 12 -13 13 -15 17 16 -18 18 -20 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31 -32 32 -34 -35 leaf_value=-0.0013377687354120755 0.00040175177635785734 -0.00089502656801592243 0.0094056056021678217 0.00036147623496482739 0.00034216803984703914 0.0035326265145768916 -0.00021087392127785756 -0.015618595619570208 -6.0302870112335596e-05 -0.00011116526789238016 -0.0020055761081780002 0.0023355929208471703 -0.012565734001253059 -0.0016397071534598729 -0.0013305130592273446 0.0026774454114870381 -0.0028792328133436318 -0.0010493392092585623 0.0026772259650162133 -0.018864144926776769 -0.00085438212663539715 0.0021768402424948803 0.0017052317162624337 -0.034062497590286428 3.2977149676136576e-05 -0.008306614366003549 0.0029520810390903196 -0.00087887295791952316 0.0014218476250928674 -0.038488787783999362 -0.03403938419395626 -0.023779563623457213 0.0056244861638225238 -0.0088073530353469896 leaf_count=29927 156941 2098 862 115205 33651 6843 1396 86 5327 462015 5458 9752 700 538 28978 2145 6575 756 1410 229 1872 67 336 208 28746 806 9845 301 1360 72 67 425 40 437 internal_value=0 -0.00126269 -0.0159433 -0.000610367 0.012168 0.0382244 0.0423107 0.109376 -0.00140645 -0.000195304 -0.00235415 0.00790248 -0.0472139 -0.119832 -0.00939536 0.00488249 -0.0231823 -0.0152361 -0.0550404 -0.0894849 -0.0771401 -0.142582 -0.231459 -0.348423 -0.0116025 -0.0232885 0.0189399 0.0338038 -0.0288062 -0.185209 -0.106016 -0.280508 -0.325733 -0.0110896 internal_count=915474 758533 32271 726262 42592 8941 2344 948 683670 593668 468711 124957 6696 1238 90002 26129 8720 63873 5343 3933 3704 1832 1076 740 58530 29784 17409 11645 1800 440 368 532 465 5764 shrinkage=0.065238 Tree=77 num_leaves=35 num_cat=0 split_feature=26 0 27 25 9 24 4 27 22 28 10 26 19 0 21 4 26 24 26 7 24 21 19 13 22 27 6 25 24 4 27 7 18 13 split_gain=6.66305 6.53046 6.94443 5.91294 9.0132 7.11382 9.08864 5.50021 7.09287 6.82965 7.78055 6.68594 6.40742 5.23809 4.76331 6.64853 5.90465 4.38848 6.17071 4.33689 5.1655 4.21713 4.07098 4.14249 4.04044 6.16125 5.74544 5.14998 6.23263 6.88103 9.21714 4.92311 4.54267 7.13627 threshold=6.63661083462899 35.000000000000007 52.500000000000007 772.25000000000011 0.95359924242424254 7.5000000000000009 31.55992412567139 20.500000000000004 492.25000000000006 552.25000000000011 0.8744218428716467 0.54248603588867494 402.25000000000006 52.500000000000007 2.5000000000000004 21.54121017456055 0.98221730060198487 18.500000000000004 1.7700598435958175 -74.01436614990233 12.500000000000002 19.500000000000004 753.75000000000011 41.698706894501136 282.75000000000006 1.5000000000000002 0.25753128421606747 363.25000000000006 15.500000000000002 9.0186896324157733 2.5000000000000004 -2.6199645996093746 1.5000000000000002 19.200439533797329 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 3 4 -3 13 7 11 9 10 -9 -7 19 22 15 -13 -17 -5 -19 -11 -21 24 23 -6 25 26 -1 31 29 -29 -31 -27 -33 -34 right_child=-2 2 -4 17 5 6 -8 8 -10 12 -12 14 -14 -15 -16 16 -18 18 -20 20 -22 -23 -24 -25 -26 27 -28 28 -30 30 -32 32 33 -35 leaf_value=-0.018181786256751327 0.0028661392364119219 -0.0015796400911481793 -0.0083461312286028187 8.0242212615470269e-05 -0.00083670589658391538 -0.0018455022915789504 -0.0040789304341985414 -0.0016511734929562658 -0.0001715051030241803 0.016093242504433402 0.0091751803026436062 -0.0072288686070611464 -0.007643584142782823 -0.002822865317576295 0.00065163768127676368 -0.0078287832599317798 0.0034006580729274705 0.0033363130783075037 -0.021890980340182189 0.01109532812188483 -0.0048900070960419539 0.0089749096316709912 0.00079999951902145084 -0.0040712721145623829 0.00014136910501133979 0.000211094251141668 0.011620760761878584 0.0047530241005694883 -0.018024106368135541 -0.018608972015282062 -0.00042028328509992026 -0.0081762023527381777 -0.0075154699417176252 1.2993857885922746e-05 leaf_count=31 3442 25711 449 119113 31301 5275 2346 5438 57249 66 298 791 1535 5792 68320 264 813 2362 42 108 423 229 6288 1781 567466 1380 246 1159 78 125 2307 971 864 1411 internal_value=0 -0.000147143 -0.00365273 -0.00348632 -0.00665217 -0.00425159 -0.000794568 0.000235572 -0.00649803 -0.0346504 -0.0166884 0.006046 -0.0829761 -0.0151922 0.00862644 -0.0411941 0.00993344 0.00208373 0.0443847 0.00492916 -0.0251196 0.00189541 -0.0110614 -0.0154947 0.00184147 -0.0197071 0.127004 -0.0246063 0.00337218 0.00944656 -0.0207724 -0.0467967 -0.0680674 -0.0436275 internal_count=915474 912032 335765 335316 213799 188088 142926 140580 65117 7868 5736 75463 2132 45162 70188 1868 1077 121517 2404 597 531 576267 39370 33082 576038 8572 277 8295 3669 3591 2432 4626 3246 2275 shrinkage=0.065238 Tree=78 num_leaves=35 num_cat=0 split_feature=11 16 22 30 5 1 27 27 17 10 5 11 9 14 26 29 4 18 6 23 25 11 17 25 27 17 16 14 16 1 20 22 6 25 split_gain=6.4641 6.57542 8.63869 6.96139 6.51556 8.84334 8.61396 6.58462 6.21342 6.04927 8.04555 8.9966 7.82828 8.73786 8.22443 10.8687 9.93055 8.9564 9.35073 7.79075 7.65241 7.38312 10.816 7.68722 9.17689 9.60882 11.3189 8.42801 7.51682 9.70358 7.27195 6.91654 7.81056 8.2421 threshold=0.87609290739372059 148.28407423708924 6117.7500000000009 1.0000000180025095e-35 40.000247955322273 1031.5000000000002 47.500000000000007 2.5000000000000004 36.624293711572641 0.9161964775101511 139.83148193359378 0.46950152021726671 0.92463890831891427 26.323477492289673 6.63661083462899 2.2249047528158035 20.801802635192875 2.5000000000000004 0.34414063381260379 1.5629556331377275 19179.500000000004 0.73718556901668875 63.569371843269558 1203.2500000000002 12.500000000000002 76.324665501966152 212.72790148952944 29.303923953673053 209.30627570863814 5104.0000000000009 1.0851001398461693 581.25000000000011 0.7747560514832601 1084.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 7 -7 -2 -3 10 21 -12 14 -14 15 -11 -17 18 -18 -20 -15 23 31 24 -10 26 -26 30 -24 -30 -25 32 -23 -34 right_child=4 8 3 -5 -6 6 -8 -9 9 12 11 -13 13 20 -16 16 17 -19 19 -21 -22 22 28 27 25 -27 -28 -29 29 -31 -32 -33 33 -35 leaf_value=-0.0014987353425418809 -0.0031155012612438526 0.00079519206960419449 0.007189111186430887 -0.00031329642289197623 0.0009615952804399152 -0.0034066978359854711 -0.044413001305348476 0.00022889745021031593 0.0011230674484404076 -0.0012522486504922723 0.0033370546398413196 -0.0035406382646340894 -0.00086474588691254556 0.0012879190813544299 0.0056939600066660406 -0.023671454258141038 -0.0020667062265917048 0.0089742850730686018 -0.012669277867578982 -0.0037330073944633721 0.014484814372982107 -4.6219280990593504e-05 -0.0016729504299976387 -0.0027526363750346207 -0.0011142635573530425 0.0027030904337969983 0.00051600180012122273 -0.00011403588725430348 -0.0088273189703617777 0.011394114053806921 -0.018819046255370994 9.5331889739529759e-05 -0.00099852499147211923 0.0087760140641545692 leaf_count=22988 2546 34830 902 1264 50967 2426 22 157528 62391 15781 966 4995 20357 8943 608 119 1840 198 956 734 191 91080 4968 4755 29643 5512 46650 18771 1234 110 123 247384 73323 369 internal_value=0 -0.00140909 -0.0172848 0.043088 0.00487476 0.00178107 -0.0578684 0.00269328 -0.000819074 -0.0015248 -0.000635353 -0.0371882 -0.0121185 -0.0017252 -0.0272653 -0.0308134 -0.0784738 -0.0693964 -0.0810048 -0.134708 0.0239719 -0.000263722 -0.00251111 0.00533943 0.00808012 0.00111318 -0.00179993 -0.0113715 -0.0435929 -0.10994 -0.0484036 -0.00188196 -0.00690143 -0.0145556 internal_count=915474 701985 25154 2166 213489 162522 2448 160074 676831 642001 592274 5961 49727 29491 20236 19628 3847 3728 3530 1690 9134 586313 418468 167845 144196 81805 76293 23649 6312 1344 4878 412156 164772 73692 shrinkage=0.065238 Tree=79 num_leaves=35 num_cat=0 split_feature=18 0 27 9 21 6 14 27 13 7 6 29 11 14 14 13 11 7 28 27 21 14 15 7 14 13 7 7 25 29 8 6 27 14 split_gain=6.17913 5.89131 7.37515 5.13735 6.14428 6.09902 5.10933 6.40843 7.89192 6.53684 5.05593 5.19168 6.29512 6.66962 5.21653 4.80494 4.75686 4.63298 4.67501 4.35004 4.29749 4.18581 4.48936 6.66565 4.22524 4.95502 7.82682 7.9358 7.46292 5.35528 4.4179 8.68398 6.68724 8.30908 threshold=6.5000000000000009 29.500000000000004 58.500000000000007 0.93845775101314255 1.5000000000000002 0.87946959394561153 21.587913917474346 2.5000000000000004 31.468934374277946 -38.659807205200188 0.25753128421606747 1.1637592623586874 0.91987798237798246 24.755275317259038 38.50708269822519 72.055230945747567 0.71541360307138724 -53.036785125732415 311.50000000000006 5.5000000000000009 1.5000000000000002 167.58834921877724 0.41788913488636076 -52.290382385253899 37.643429172861438 96.709863528176157 -0.403504729270935 -82.377357482910142 3035.5000000000005 0.532469487687807 10859.000000000002 0.97747116099803477 2.5000000000000004 71.439731239133053 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 21 6 7 8 16 15 11 12 13 -8 -15 -10 -5 -9 19 -19 -20 24 23 -23 25 -3 27 29 -28 -27 -26 32 -32 -34 right_child=-2 2 -4 5 -6 -7 10 17 9 -11 -12 -13 -14 14 -16 -17 -18 18 20 -21 -22 22 -24 -25 30 26 28 -29 -30 -31 31 -33 33 -35 leaf_value=0.00016087772102421912 0.0079252187236462639 0.00028010040359513212 -0.017295808400713829 0.012679385596685272 -0.0011495600048266837 -0.0006649514197636494 0.00055709537180934044 0.00076503827449994708 -0.017106180498976005 -0.0037465420315944023 0.00025303614141652074 -0.00053545876024241052 0.0023516930078382237 -0.020482182112806901 -0.0027581829702867985 0.002998823794728156 -0.001575789798217908 0.0018077781766367819 -0.0028979633034784736 -0.011219136646884956 -0.00031377307434242462 -0.028131482278721098 -0.0016727713883545438 -0.0022579571803173861 0.0027151079584013644 0.0096979270766042666 -0.0053374878974033835 0.0033101623401708322 -0.023982982755852079 -0.016909093596923327 0.0030946302209220651 -0.027388956475962001 -0.018580429461912792 -0.0011736230755214298 leaf_count=473432 419 3570 107 106 42172 63292 145 16298 355 648 209956 1250 199 276 95 59 1657 165 2829 322 85936 72 1128 103 5348 40 253 553 143 165 1926 49 123 2283 internal_value=0 1.53741e-05 -0.00261178 -0.00254816 -0.0113259 -0.00122258 0.000549965 -0.00503511 -0.0520387 -0.120139 0.00340613 -0.0470828 -0.115046 -0.173317 -0.244393 -0.218293 -0.0110166 -0.00377707 -0.0066082 -0.104318 -0.00607212 0.0055233 -0.0487609 -0.197785 0.0104173 -0.01412 -0.0710838 -0.0115583 -0.185024 -0.179611 0.0223315 -0.00121262 0.00352245 -0.0316303 internal_count=915474 915055 441623 441516 57928 383588 320296 108375 2825 1062 211921 1965 715 516 371 414 1763 105550 89252 487 88765 15756 1303 175 14453 4724 1154 758 396 205 9729 4381 4332 2406 shrinkage=0.065238 Tree=80 num_leaves=35 num_cat=0 split_feature=26 0 26 11 7 25 9 20 12 25 14 5 26 26 5 16 15 16 17 5 16 11 18 16 28 4 11 20 16 12 6 28 18 15 split_gain=6.03494 6.34686 5.80103 5.07593 5.88192 9.25705 8.3442 7.22505 6.47759 14.5444 9.53482 8.708 8.62823 6.28121 6.18803 6.08559 5.88393 6.05821 5.85446 5.98272 5.84736 5.79574 5.59012 5.83331 5.57311 8.83919 20.8674 13.5893 11.717 11.3231 8.34433 8.29571 7.91407 8.18457 threshold=6.63661083462899 48.000000000000007 1.4288121397950204 0.93889136683516716 -1.3971809744834898 315.25000000000006 0.94868554854606169 1.1114671560323737 516.6101730552665 8194.0000000000018 27.331266809443481 118.00056838989259 3.0230874355835211 1.0001250938203656 66.000278472900405 224.76974762300708 0.27858458569885453 219.90124786523833 63.569371843269558 94.975997924804702 111.22556009957327 0.57366381068951455 4.5000000000000009 227.66020890014701 1022.2500000000001 45.000905990600593 0.6800178253119431 0.99988112668443174 242.63220945930331 244.68124086713195 0.41269841814727898 6217.5000000000009 1.5000000000000002 0.46615407717452534 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 6 14 7 8 10 11 12 -10 18 21 -6 -14 17 -12 -1 -20 -8 -9 -22 -24 -7 26 27 -26 30 32 -29 -32 -28 -34 right_child=-2 2 -4 -5 5 24 20 13 9 -11 16 -13 15 -15 -16 -17 -18 -19 19 -21 22 -23 23 -25 25 -27 29 28 -30 -31 31 -33 33 -35 leaf_value=-0.00019201311809356088 0.0027215346711949233 -0.00026629330431345228 -0.0015657911398056299 0.00091808338938913334 -0.0029808675466107579 -2.2181393850817529e-05 0.0051694681534277141 -0.013941477028694934 -0.031672061995707983 -0.00038280939320943145 0.011532136119001554 -0.0069888456327976776 0.0054945638293572808 -0.0010027058766694963 -0.03490658695206425 -0.022142813775579362 0.00077441946569121664 0.0026196055497257772 -0.0027197368396125522 -0.023694983943226257 0.00042761821256922855 -0.003552229364589089 0.0066805070595952762 -0.000196056002705753 -0.00041763210937642716 0.00075952338876556511 9.4333896444854078e-05 -0.017302845247258284 -0.044204403149469627 -0.00498591113305147 -0.0081133884298446729 0.019270546981201765 0.0014937861102551776 -0.0040712014412358586 leaf_count=48421 3444 119619 16656 28120 4167 392534 1130 260 64 4627 405 1228 46 13051 26 129 31708 1635 3033 59 198862 1888 1241 910 723 11203 20405 474 45 2651 807 50 1519 4334 internal_value=0 -0.000222454 -0.00651649 0.000883204 0.000387116 -0.00196511 0.00373176 -0.00342919 -7.04413e-05 -0.0320621 0.00214594 -0.125871 -0.00639027 -0.0236172 -0.0487267 -0.228059 0.0152199 0.0672769 -0.00563721 -0.0478246 0.00750646 -0.0737266 0.0071032 0.0578086 -0.00151411 -0.0124325 -0.0211306 -0.117404 -0.175729 -0.0141404 -0.158761 -0.0998763 -0.00785201 -0.0402672 internal_count=915474 912030 136275 775755 747635 438938 308697 106554 91355 5919 85436 1292 51688 15199 4193 175 33748 2040 51513 3092 202143 2148 201013 2151 434745 42211 31008 2099 1376 28909 1331 857 26258 5853 shrinkage=0.065238 end of trees feature importances: Column_16=306 Column_17=229 Column_29=137 Column_0=136 Column_27=130 Column_14=122 Column_20=122 Column_11=117 Column_28=99 Column_26=92 Column_7=85 Column_9=83 Column_22=78 Column_21=77 Column_25=76 Column_30=75 Column_32=66 Column_13=64 Column_1=62 Column_12=60 Column_19=60 Column_8=57 Column_4=55 Column_23=54 Column_6=53 Column_24=53 Column_18=52 Column_5=45 Column_15=34 Column_10=32 Column_2=22 Column_33=13 Column_31=8 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.065238] [num_leaves: 35] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 27648] [feature_fraction: 0.779886] [feature_fraction_seed: 4989] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 21136] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 74] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_12.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:25825.285714285714] [0:1] [0:548.9998779296875] [0:900.36224365234375] [0:1] [-90:90] [1:402150] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3840.8813844421311] [0:1059.5611181807872] [0:577.64920432118276] [0:1] [0:255] [0:125.19376919732906] [1:8] [50:331713] [1.5315030170609438e-05:17.294625082946251] [1:22] [54:331713] [1.5315030170609438e-05:39.357798165137616] [1:40] [74.5:331713] [1.5315030170609438e-05:83.389578163771716] [1:67] [86:331713] [1.5315030170609438e-05:169.26404494382024] [0:3] [1:18] [1:18] [0:3] tree_sizes=3944 4055 4062 4088 4072 4067 4109 4067 4095 4069 4081 4095 4086 4087 4088 4117 4097 4103 4084 4127 4101 4104 4118 4078 4109 4087 4100 4105 4092 4096 4097 4099 4114 4075 4078 4086 4081 4076 4106 4072 4090 4070 4097 4110 4092 4043 4048 4056 4071 4056 4046 4061 4058 4083 4039 4093 4043 4085 4094 4047 4061 4045 4021 4013 4038 4064 4072 4087 4074 4078 4031 4044 4032 4079 4040 4039 4038 4045 4058 4024 4099 4007 3997 4054 4021 4014 4032 4043 4072 4031 4006 3937 4004 4022 4039 4009 4033 3986 3995 4045 4025 3988 4015 4016 3912 4022 3983 4006 Tree=0 num_leaves=48 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 29 17 17 20 29 16 16 1 1 29 20 16 17 16 29 16 16 16 1 17 29 19 27 16 1 16 1 21 30 17 17 17 29 split_gain=23183.3 6135.3 3170.8 2759.99 1720.6 1510.31 828.246 661.322 452.817 411.368 335.794 328.842 199.855 133.77 117.16 115.421 110.635 102.647 88.4411 80.4382 78.4168 77.6523 70.2986 67.6777 65.6046 64.5441 86.404 51.2589 50.3262 45.701 43.7742 41.4289 54.4136 40.4763 34.416 32.9014 43.7352 29.9957 29.5311 28.4758 27.3635 26.5719 26.3575 25.8711 23.6977 23.4342 22.9834 threshold=215.45490090727836 1.5000000000000002 195.69660626977284 228.67249193402003 1.5000000000000002 0.59986672457906665 1.5000000000000002 87.504518117684015 173.51671134311516 235.03967850280162 223.25396257950698 207.54081985113876 0.67104646574261351 233.04539309280884 0.75183017674737673 46.452205542218834 77.931995060121054 0.56159699425036547 0.52904851312731382 189.26342122783305 240.47378177820909 573.50000000000011 314.50000000000006 0.63620216856836675 0.76509698760120537 155.15955774520532 45.053551379364301 232.10850406616234 0.53862026738406221 203.04315720214598 220.13091467958273 101.96442895339955 1754.5000000000002 74.208376694101631 0.57372963022448464 2539.7500000000005 17.500000000000004 165.90084848993996 243.50000000000003 245.86832628806971 546.50000000000011 1.5000000000000002 2.5000000000000004 50.07383341266894 87.504518117684015 40.065099990849554 0.49903100411259887 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 18 7 8 25 27 22 16 28 24 -9 45 23 -8 -3 -17 -11 38 -2 -4 -7 31 37 -5 -6 -25 43 32 -1 -23 -12 36 -16 -27 -13 -22 -18 -15 -20 -24 -19 -10 -21 right_child=1 5 4 9 12 13 17 14 15 20 34 21 -14 41 35 19 40 44 42 46 39 33 30 29 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=0.51364641340385875 0.53358878156003042 0.5028173902799592 0.52516363187960446 0.54944135454720699 0.50318342976668795 0.52351902248909177 0.50294287710773411 0.52516184619683792 0.53556011020660743 0.55479134117856865 0.54047970246964905 0.52721908586338728 0.52325823213820755 0.55190427000411113 0.53178192250660949 0.51980696902703605 0.52747627678084419 0.51240516008740356 0.51806983467759493 0.51942186966789627 0.55744323175003174 0.53673550221597244 0.53750538244928536 0.52861669512945475 0.53575688721863823 0.51880185682525248 0.51445563584620146 0.55204137041509982 0.51209409110845672 0.53201521389562001 0.54261852847147851 0.51214668151869425 0.53480566101007265 0.54650366436372144 0.54612677698577594 0.54771735182525072 0.54379285809771616 0.52510353410898114 0.5337457071268441 0.56173310415484801 0.54409140488988295 0.54119136096688636 0.50888958449042643 0.54073441587185922 0.52587212126343352 0.5276538662507364 0.52498658128315534 leaf_count=1509 5770 13309 14775 76062 8579 3409 15219 3053 2325 83864 5143 3460 4109 1658 2672 46361 532 3856 2471 3872 30947 53916 14141 39330 4800 10598 24940 63152 4345 33208 55535 28988 873 2002 108859 2213 2852 5087 35752 9115 2964 2890 3356 56018 703 6407 26441 internal_value=0 0.134215 -0.185463 0.160894 -0.0987962 -0.29125 -0.279048 -0.256285 -0.272703 0.232043 0.0846228 -0.0709297 -0.402998 -0.0247263 -0.0167889 -0.223457 -0.113973 -0.472622 -0.468928 -0.235863 0.273949 -0.0298418 0.0501804 -0.120957 -0.100947 -0.331121 -0.30481 0.194738 -0.464076 -0.108392 0.0551349 -0.365194 -0.23842 -0.00591676 0.124341 0.048668 0.00739323 -0.246656 -0.0639599 0.310344 0.0604631 0.112849 -0.366185 0.0385316 -0.340996 -0.114523 -0.195807 internal_count=931440 540499 390941 508606 202972 31893 187969 168191 157401 263140 245466 185939 17033 12757 10790 85406 90809 19778 19136 76674 123926 95130 131464 87313 8209 71995 40625 139214 12924 72538 125694 31370 2382 55918 114002 7737 5524 15685 39212 40062 3496 4548 5827 70159 4559 8732 30313 shrinkage=1 Tree=1 num_leaves=48 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 2 17 29 17 29 29 1 1 1 16 16 17 16 16 16 29 12 17 16 16 1 8 21 16 30 19 29 24 1 17 14 16 16 30 split_gain=20162.5 5314.13 2762.32 2409.58 1513.34 1323.82 704.774 571.393 374.354 346.087 318.44 301.924 180.5 110.622 106.827 105.147 99.2865 86.111 84.5002 71.9243 64.5032 61.6034 60.7486 58.6753 75.4615 53.5178 53.051 44.2943 43.1728 41.9018 40.0289 39.7502 35.573 46.2275 31.6794 30.1699 29.249 25.2298 23.9281 23.7251 23.6945 22.7233 22.3359 22.2681 22.1213 21.3606 21.2143 threshold=215.45490090727836 1.5000000000000002 195.09825198991373 229.29385794052723 1.5000000000000002 0.60859748874674258 1.5000000000000002 87.504518117684015 173.51671134311516 223.61807021069913 236.14831733228746 206.88400366716408 0.67104646574261351 67.927248677248699 46.452205542218834 0.76235828692800511 77.931995060121054 0.56503780772073464 0.51889854573890848 570.50000000000011 321.50000000000006 423.50000000000006 189.26342122783305 153.24235749566148 40.368873428099185 232.57944996224001 245.86832628806971 220.13091467958273 0.53862026738406221 92.645183950935916 70.975735522669297 202.20376552795034 101.96442895339955 1754.5000000000002 571.50000000000011 1.5000000000000002 211.53016052685743 1.0000000180025095e-35 10964.500000000002 1.8719078526667283 11.500000000000002 546.50000000000011 50.07383341266894 31.735622538985847 228.51956219563911 211.53016052685743 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 18 7 8 23 20 25 16 28 29 -10 43 21 -8 -3 36 -2 -4 -16 32 -25 -5 -12 42 -6 -7 39 -23 33 -1 -11 -17 -13 -36 -20 45 -37 -18 -22 -9 -15 -21 -41 right_child=1 5 4 10 12 13 17 15 14 34 26 19 -14 44 22 35 41 -19 38 30 27 31 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 37 40 -38 -39 -40 46 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.022494283934551603 -0.0033860249465893738 -0.032356472928151733 -0.011217433320620378 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73105 8771 2274 13891 2450 8565 29982 93712 20891 4194 1262 46318 1295 555 5609 5733 25868 14032 33493 27208 9343 34287 73930 9115 62193 4406 5158 2951 31024 25799 879 83088 3392 20554 7241 510 1701 2908 2954 55883 670 3806 28332 1304 internal_value=0 0.12523 -0.172896 0.150062 -0.0935707 -0.270687 -0.261975 -0.240684 -0.256227 0.0824266 0.220106 -0.0676632 -0.37606 -0.0168998 -0.210095 -0.0173996 -0.11061 -0.441739 -0.434201 -0.0305467 0.0483344 -0.11747 -0.222408 -0.308948 -0.285969 0.190252 0.262796 0.053063 -0.433569 -0.0945836 -0.00846228 -0.102502 -0.344496 -0.228125 0.121658 0.0460918 -0.0626014 0.131007 -0.33839 -0.0143212 0.0175167 0.0542054 0.0357929 -0.171956 0.09702 -0.00952594 -0.100811 internal_count=931440 540522 390918 508621 206780 31901 184138 164638 153923 258759 249862 189409 17371 12500 82091 10715 87808 19500 19401 101601 138448 84299 73526 71832 43630 147035 102827 132108 13177 7432 60156 64517 28202 2403 120311 7595 41445 90329 6243 57205 6300 3509 69915 3120 5068 54200 3005 shrinkage=0.0674571 Tree=2 num_leaves=48 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 0 26 16 29 1 20 17 16 0 29 14 17 16 29 16 29 17 16 0 16 29 12 0 30 16 29 29 16 17 21 14 17 17 17 split_gain=17589.3 4756.49 2282.46 2190.54 1222.49 1159.91 583.461 504.112 327.383 294.793 290.614 246.763 150.684 120.906 104.842 99.9036 91.9213 87.8592 72.8026 70.4245 65.8991 65.0645 63.3677 57.799 54.6022 45.5749 42.0771 41.7546 41.708 41.5467 40.7508 40.4494 38.4631 37.5742 36.5412 32.9683 28.4325 28.1193 26.3849 24.4288 23.8344 23.049 21.75 21.3125 20.7928 20.3222 19.9158 threshold=214.48641163135741 1.5000000000000002 228.51956219563911 193.92009389671364 1.5000000000000002 0.63288701841049078 1.5000000000000002 87.504518117684015 234.85750303448467 165.90084848993996 222.00087038717484 203.45928421636961 0.70444469542379573 35.000000000000007 0.77974091448623395 231.94482301637763 0.49903100411259887 464.50000000000006 0.56159699425036547 77.931995060121054 239.81761576493963 43.000000000000007 0.7675830737119812 18.954246454153783 74.208376694101631 208.85375984492217 0.63620216856836675 225.78890179203873 0.54801808667023577 41.979456551855769 184.61276514508742 40.500000000000007 231.33048552574374 0.64307025344597613 96.544678887547576 33.000000000000007 2.5000000000000004 218.11838226326446 0.62879837152690354 2.0189688165931621 245.86832628806971 39.583042321372751 1.5000000000000002 12.184303241937684 43.826608085177014 51.768158123208856 87.504518117684015 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 11 16 7 9 32 21 23 19 28 22 -9 34 -3 -13 -8 33 -10 26 29 43 25 -19 -1 38 -6 -11 41 -16 -4 -5 -7 -35 -18 45 -12 -37 -22 -15 -17 -2 -24 -25 -20 right_child=1 5 8 4 12 15 18 14 20 13 27 17 -14 30 31 42 36 24 46 -21 40 -23 44 37 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 39 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.020570198579468745 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0.0026656872046056097 -0.00952063529848075 leaf_count=19784 2028 13343 62554 11908 8713 2018 14682 3131 80645 2938 4896 27885 3558 902 5213 1686 3101 35737 3552 2897 37870 19895 2911 17129 3432 51368 13598 58733 4560 23426 22268 2188 76617 17621 5287 30485 4412 59104 70594 1042 9085 26532 3096 13982 15422 28934 678 internal_value=0 0.113178 0.136429 -0.166867 -0.0949263 -0.255355 -0.247779 -0.227935 0.201119 -0.24301 0.0688585 -0.0711282 -0.352795 -0.209444 -0.0165623 -0.00887183 -0.398204 -0.0440966 -0.413783 -0.121183 0.237704 -0.302482 -0.171706 0.0333567 -0.0289801 -0.0338548 -0.275504 0.10091 -0.401784 -0.203104 -0.243383 0.0483324 0.167575 -0.128411 -0.0824292 -0.1162 -0.30973 0.041878 0.0853524 -0.135563 0.267487 -0.26918 0.103495 -0.0226184 -0.126553 0.0233557 -0.298191 internal_count=931440 555114 522171 376326 199206 32943 177120 158208 266771 147676 255400 182375 16831 94399 10532 12087 20856 118422 18912 63953 127600 53277 44697 121177 90537 87105 33382 134223 13273 26364 49702 7401 139171 61056 7305 49148 7513 105167 75490 31527 46955 27434 4782 16010 18333 46063 4230 shrinkage=0.0674571 Tree=3 num_leaves=48 num_cat=0 split_feature=26 17 32 1 11 0 0 0 17 2 20 1 11 17 1 0 20 25 12 11 14 30 11 20 1 17 30 14 17 1 0 17 25 17 12 0 30 32 32 11 30 11 0 17 20 30 30 split_gain=9166.54 4592.84 2292.29 815.405 735.032 635.585 489.119 376.132 374.455 335.664 271.49 246 207.608 176.854 152.05 151.793 148.88 145.543 134.891 121.406 120.688 118.621 90.7759 87.916 81.511 81.219 76.085 89.8097 72.1173 71.2815 67.0689 66.7827 65.4534 62.4132 77.896 61.1196 57.2342 56.536 55.6299 53.4038 52.6221 50.7224 50.2648 49.3759 44.9784 44.5915 44.4668 threshold=0.71938596992330883 48.993485371348136 1.5000000000000002 555.50000000000011 0.86713492269047832 46.500000000000007 46.500000000000007 40.500000000000007 43.924650167502293 15.202040816326532 0.64884108146435804 498.50000000000006 0.81588261391513139 52.481725225300302 363.50000000000006 40.500000000000007 0.54077162410119994 1451.2500000000002 75.816756826189717 0.83053704240316828 20.177753736858634 1.0000000180025095e-35 0.87051811824539105 0.64884108146435804 616.50000000000011 68.001273096984676 1.0000000180025095e-35 43.306455284272168 53.744852558616294 464.50000000000006 24.000000000000004 48.843386268736815 678.25000000000011 53.902205226411525 74.890872965260129 28.000000000000004 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 0.86364410585156637 1.0000000180025095e-35 0.92709665387894302 52.500000000000007 44.594986493727639 0.76975133377601734 1.0000000180025095e-35 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 9 11 8 14 10 15 -5 28 32 37 -2 18 -4 19 43 42 41 -10 30 -23 -14 38 27 35 -3 -17 -16 -22 -7 34 -11 -12 -34 -13 -15 -9 -26 -6 -8 -1 -27 -21 -38 right_child=1 5 16 6 20 12 17 39 21 33 26 13 24 25 22 29 -18 -19 -20 45 31 23 -24 -25 40 44 -28 -29 -30 -31 -32 -33 36 -35 -36 -37 46 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.01768330364031357 -0.0063135452433997702 -0.0023756588029298742 -0.027873786790242043 -0.013334293143021656 -0.0045745042659357674 -0.01197927327571568 -0.0057413572329767871 -0.016128915897900425 0.0087079494099780615 -0.0084813956109581409 0.013656537629842765 0.0033243148596789041 -0.0071985572700238015 -0.0015837256954062883 0.0043408861454988538 -0.019813323578094112 -0.017809321779149206 0.0078328091989864398 -0.0060483019700901912 0.004165632025069599 0.0099746104730213375 -0.019619064516602138 0.0081369840936700091 0.003349529405210576 -0.00043140117322648278 -0.0097474505744925069 0.0085707755749546352 0.017357352437362684 -0.0075594446720356279 -0.012550703182918628 -0.0025091887378027962 -0.00098269654423663051 -0.0059695019079008512 -0.0099771157604363406 -0.00019569146465107449 0.0099236410434399309 -0.01649711879983028 -0.0083913003205803981 -0.012436131573381385 -0.0031583032389951252 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246530 105588 195466 61159 82204 46388 25870 52584 16561 34374 126349 54824 13142 46673 107333 162295 147466 51064 29620 33287 10627 58915 31598 21399 122834 35852 88133 88918 7308 31418 23747 7654 38287 18415 8907 7644 shrinkage=0.0674571 Tree=4 num_leaves=48 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 21 17 0 26 12 12 17 23 1 17 16 11 16 26 26 17 16 16 17 12 16 23 0 0 9 26 16 1 17 17 17 26 1 10 split_gain=13959.8 3717.55 1800.64 1715.92 902.281 750.637 391.199 419.422 251.539 241.306 220.196 217.719 106.806 92.2914 77.9412 69.6751 69.5559 69.017 65.886 60.102 50.751 46.1451 44.299 43.8305 41.0448 38.0831 34.2244 33.8244 33.4311 33.0293 30.9246 29.4343 28.8803 27.6913 27.3085 26.7449 25.0867 25.033 24.7439 24.7283 22.8595 22.447 22.3054 22.1819 20.7015 20.5436 20.4966 threshold=213.97682158433139 1.5000000000000002 228.51956219563911 192.69564461153524 1.5000000000000002 0.67430540740132938 1.5000000000000002 93.886687126108299 235.95607234008966 222.00087038717484 203.04315720214598 175.83829506580949 0.66080238025390459 1.5000000000000002 49.419938009915036 43.000000000000007 0.81195961011158724 72.148232278140839 92.645183950935916 77.931995060121054 0.60528866641458257 314.50000000000006 68.001273096984676 232.57944996224001 0.84914787274370873 244.71212971409719 0.59920791768617865 0.7312718414552245 77.931995060121054 224.79924597759967 211.24716267339221 47.011512850767382 76.302038200428285 217.89736177228315 1.7934020958802479 40.500000000000007 35.000000000000007 0.93469559348403053 2.040675588941451 225.62792214183773 1614.5000000000002 51.557045415552246 38.077167815006064 50.143938354205247 0.60665714320942865 369.50000000000006 0.98742423661597278 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 17 7 11 23 21 19 15 -6 -7 42 24 -9 -3 30 31 -8 -2 34 -4 26 -10 -1 -15 36 -11 -12 -5 -33 41 -20 -18 45 -17 -34 -29 -19 -23 -13 -35 -39 -16 -27 right_child=1 5 8 4 12 13 20 16 25 29 18 14 -14 27 28 37 35 40 22 -21 -22 33 -24 -25 -26 46 -28 39 -30 -31 -32 32 38 43 -36 -37 -38 44 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.018629397025872688 -0.0037238448484888079 -0.026675146715039004 0.0092950544005230701 -0.0011090490200258364 -0.024534256479277539 0.0085998989494616724 -0.026404776415087219 -0.008655769974346356 0.014040303421710193 0.0048206881003747303 -0.0056194403204891056 0.0017465804640177315 -0.013085617675066958 -0.015177120165219294 -0.014294463826401697 -0.024020962420369503 0.0072697759613924865 -0.020531749616559753 -0.0015202571139382314 0.0014517031342906428 -0.017799269613819911 -0.00083654722348240867 0.0050637457589285126 0.011541850409782624 -0.011033208183632357 0.018216720979897273 -0.014778856204067166 -0.0084560297715870359 -0.0048907537393401111 0.006972784482170773 -0.0019556724715634778 -0.011074650914401537 -0.0073448020689839385 0.0014829852222297967 -0.0089373378072204468 -0.0031047727969249631 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internal_count=931440 562700 529077 368740 198917 33623 169823 151579 266667 262410 181956 143089 16961 13792 63780 79309 8490 19831 114698 67258 18244 128194 63393 160520 49524 106147 42319 11242 51742 134216 51305 64101 61460 122089 58803 5877 49596 29785 47463 9778 7779 54017 12038 68072 24378 19557 12697 shrinkage=0.0674571 Tree=5 num_leaves=48 num_cat=0 split_feature=16 32 16 16 32 29 32 16 16 16 2 16 29 14 0 13 16 0 29 2 14 8 26 16 1 29 16 29 19 2 8 9 1 19 0 16 29 0 14 10 16 1 0 29 16 19 30 split_gain=12122.5 3273.19 1593.62 1465.99 802.789 619.607 308.443 271.454 217.373 168.429 165.625 140.583 96.62 79.3737 69.2747 56.3855 53.8029 49.9717 47.882 46.4738 41.4379 38.4432 38.3528 38.2037 36.7603 29.4777 36.3749 29.0349 27.1261 36.2207 31.3044 26.5008 30.2459 25.0485 22.7299 22.0297 21.4079 32.4108 21.9319 21.2137 21.1612 20.8677 24.1511 21.576 20.0666 19.5044 22.2736 threshold=213.71810725110603 1.5000000000000002 227.40980525083202 190.71603192019074 1.5000000000000002 0.65686698188350545 1.5000000000000002 234.52408492039106 203.04315720214598 220.88491071428572 38.508620689655181 165.90084848993996 0.64993305359834685 48.333299393302674 40.500000000000007 30.958717503706705 239.25203430174824 43.000000000000007 0.7675830737119812 14.581666666666669 20.036686419250255 314.50000000000006 0.58273144174179459 230.85159523809526 306.50000000000006 0.7675830737119812 101.96442895339955 0.56503780772073464 1497.2500000000002 21.817254174397032 1452.5000000000002 0.93469559348403053 525.50000000000011 2775.5000000000005 33.000000000000007 223.79212286414918 1.5326139875534484 49.500000000000007 19.888463533104819 0.96598706039511051 239.25203430174824 468.50000000000006 33.000000000000007 2.0189688165931621 244.71212971409719 604.25000000000011 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 8 21 10 23 19 24 11 17 -6 28 18 -10 -9 20 -13 41 -1 -3 -8 -4 -2 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48.398276779621206 1.0000000180025095e-35 0.84914787274370873 45.000000000000007 582.50000000000011 0.64884108146435804 0.59986672457906665 40.500000000000007 43.000000000000007 15.202040816326532 0.84571750321750339 41.732061919799641 51.487968194982834 739.50000000000011 555.50000000000011 1686.2500000000002 33.000000000000007 19.047413323864912 0.82341963591963607 0.91177091351525841 49.500000000000007 436.50000000000006 21.253235251131084 1.0000000180025095e-35 582.50000000000011 52.836889741399375 0.71093585792519354 68.001273096984676 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 431.50000000000006 29.500000000000004 610.50000000000011 20.036686419250255 50.991310816732813 24.000000000000004 340.50000000000006 1.0000000180025095e-35 45.770271291072682 1.0000000180025095e-35 83.149048218709424 150.50000000000003 0.83623440892794032 1.0000000180025095e-35 643.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 10 13 8 29 -4 18 12 17 23 41 25 20 38 19 22 44 21 33 -11 -1 -6 26 -3 46 -17 -29 -7 -26 40 -19 43 -13 -12 -37 -20 -15 -27 -14 42 -8 -5 -2 -36 -25 right_child=1 4 7 14 11 6 9 -9 -10 16 35 34 31 15 -16 27 -18 32 37 -21 -22 -23 -24 24 30 39 -28 28 -30 -31 -32 -33 -34 -35 45 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.010973949249719978 -0.004394619179141585 0.00045821431342019206 -0.022487966955906814 -0.010162780397402531 -0.011294974434356819 0.0066362575560173862 0.011620421005597507 -0.0089322663372985427 -0.0099201584684782129 -1.9239239624458337e-05 -0.0076341462525911499 -0.0042898549049653666 0.0093300950030811153 -0.011985814226283807 0.0088765260463251981 -0.011207086294687363 0.0077410515905662796 -0.016313733895319382 0.0064226785631557055 0.0036524186966175529 0.0021232982249848125 -0.012903199998153949 -0.0029583272619169245 -0.0071041626122424276 -0.013798846568867299 0.0046447904968161882 -0.0061565077214524588 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54.399813917321929 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 27 10 9 31 20 12 14 -8 24 19 22 42 -14 -9 23 -6 -2 -18 -5 -12 37 43 -13 -3 45 -15 -24 39 -23 -27 -30 38 -32 -1 -10 -4 -19 -37 -7 -26 -28 -22 -25 right_child=1 4 7 5 13 15 11 17 35 -11 18 26 16 29 -16 -17 21 40 -20 -21 28 32 30 46 25 33 44 -29 34 -31 36 -33 -34 -35 -36 41 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.020485205017074171 -0.0068440002347156552 -0.021325486146004602 0.0043969524818796247 -0.0030782728051166434 -0.011784232673950764 -0.021666466729242537 -0.015916044183391063 0.010308859587126016 0.00038054390318699888 -0.020912828225063327 -0.005880745616745349 -0.0034728750442459544 -0.0062040464470926732 -0.003282955325595758 0.0022894955963372243 -0.0075686467785899911 -0.014026113797955757 0.0010581765745850131 0.0061230698799943787 -0.0023293968414331021 -0.0013820649815617868 -0.0090017534005607108 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180.10394302515883 17.275958665789698 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 -15.945394992828367 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 31 11 10 16 18 -8 23 -5 13 26 15 -12 34 37 27 42 35 39 44 -1 29 36 -7 43 40 -25 -19 -2 -30 38 -4 -14 -11 -16 -28 -6 -29 -39 -10 -3 -9 46 -44 right_child=1 2 7 5 21 12 9 22 19 25 14 -13 20 -15 17 -17 -18 30 -20 -21 -22 -23 -24 24 -26 -27 33 28 32 -31 -32 -33 -34 -35 -36 -37 -38 41 -40 -41 -42 -43 45 -45 -46 -47 -48 leaf_value=-0.019399895906102083 -0.003808493229096916 -0.0031481290505044244 0.0065601201012640397 -0.0086637610414477297 -0.02020927728565276 -0.0049240906456942332 -0.014800488780066722 0.010107738152105323 0.00038137779014584357 -0.0028631576149720094 -0.012372354257168565 -0.018367228124806394 -0.0050495332404014819 0.0025060009091076208 -0.0042569337203282624 -0.01958821066192112 0.0030182015401396503 -0.016299581950490246 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103.627 94.6851 89.9442 66.7234 59.7527 45.879 43.6847 41.2694 37.3302 33.534 33.5038 33.149 32.4829 25.3481 24.5731 23.6358 21.4673 28.9894 21.0355 24.6353 20.5522 19.3298 19.072 21.7103 19.0232 18.4382 22.2939 18.2518 18.1397 18.1094 18.8372 18.035 17.7636 17.6731 22.3268 21.6072 19.7867 threshold=211.53016052685743 1.5000000000000002 227.40980525083202 190.71603192019074 0.68103768747596471 1.5000000000000002 87.504518117684015 234.02771204607265 1.5000000000000002 220.13091467958273 168.64232941007791 0.77974091448623395 198.92355889724314 43.722957430339612 1.5000000000000002 82.541630560342625 77.931995060121054 0.52904851312731382 238.46067182825416 43.000000000000007 19.231092443028171 0.64307025344597613 77.931995060121054 180.10394302515883 48.32760314849228 208.85375984492217 2517.5000000000005 0.95234498465232209 223.61807021069913 48.108931982880783 35.000000000000007 0.76945904921134267 29.500000000000004 21.364590852684987 50.991310816732813 147.26519230446672 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split_gain=6357.73 1716.7 861.103 710.428 433.786 371.262 202.996 128.344 124.72 114.444 97.3508 92.9249 89.6957 60.5978 54.2594 47.177 39.4702 37.2086 34.4032 30.211 28.5263 28.3615 27.1615 28.6092 25.2552 25.1598 29.9974 25.5185 24.0842 22.6147 21.7753 20.6719 20.4279 19.2992 19.0709 18.8006 18.0395 17.4682 17.0729 16.7848 16.8124 16.6418 16.5412 15.7995 15.7037 15.5324 20.8799 threshold=212.6657302491549 1.5000000000000002 228.51956219563911 190.71603192019074 0.64884108146435804 1.5000000000000002 93.886687126108299 1.5000000000000002 222.00087038717484 236.70807553193862 202.20376552795034 165.90084848993996 0.65662411740538695 46.030489085865405 0.73486816431845592 29.591168091168097 0.53051961033768325 70.975735522669297 93.512193308819775 180.10394302515883 0.43107008561534704 68.001273096984676 0.93568265680467422 194.3761543394987 232.57944996224001 -8.0895814895629865 316.50000000000006 0.95154803978132707 47.726844885096817 0.93365418100400444 1.5000000000000002 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16 16 20 9 20 0 2 14 1 14 16 23 16 9 0 25 14 7 16 14 8 30 26 9 25 8 30 0 26 20 16 24 0 10 30 16 1 split_gain=5526.73 1433.35 723.915 676.495 373.47 338.448 178.889 125.759 103.35 88.5794 72.9778 68.714 60.1248 56.8129 46.6565 36.2662 35.5452 32.7633 31.3509 27.581 24.6463 24.268 22.9693 23.4439 22.8566 22.7536 22.5268 22.4922 22.3183 19.7093 18.2886 18.21 18.2014 17.1825 17.0908 17.0379 20.1926 17.1753 16.9418 16.3053 16.2763 16.0993 15.9756 15.3638 14.918 14.7843 14.6573 threshold=213.97682158433139 1.5000000000000002 195.69660626977284 230.07886377315592 0.56159699425036547 1.5000000000000002 0.59794625548516878 223.25396257950698 37.500000000000007 1.5000000000000002 237.52335438193651 208.85375984492217 0.76509698760120537 0.93916631878236745 0.77418458449365957 29.500000000000004 15.202040816326532 20.036686419250255 4633.5000000000009 12.184303241937684 234.85750303448467 0.88566067333530307 101.96442895339955 0.91783777839618674 29.500000000000004 646.25000000000011 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21912 56944 shrinkage=0.0674571 Tree=12 num_leaves=48 num_cat=0 split_feature=16 20 16 16 32 32 29 17 16 32 16 16 16 32 20 0 9 16 26 17 30 17 30 26 17 19 14 19 17 17 0 0 29 5 8 22 27 29 16 7 15 30 0 9 24 16 17 split_gain=4814.36 1203.18 731.37 535.726 317.264 252.672 175.958 160.926 87.295 83.5711 78.0531 65.746 60.2597 46.9031 45.1756 39.9903 38.3265 33.516 32.3847 32.2946 28.0497 27.6693 27.6614 25.9276 24.3932 23.0287 22.3464 21.7988 21.5653 20.0698 19.9189 19.4352 19.2103 19.1087 18.9378 18.845 18.5536 17.0416 16.7323 16.643 20.2247 16.3137 16.3065 14.9546 14.8902 14.8387 14.1329 threshold=215.45490090727836 0.59069908663475346 197.86205151341633 230.07886377315592 1.5000000000000002 1.5000000000000002 0.59794625548516878 77.931995060121054 223.79212286414918 1.5000000000000002 175.83829506580949 237.52335438193651 208.85375984492217 1.5000000000000002 0.71712835876049208 33.000000000000007 0.88373546511627921 161.68559907834103 0.77974091448623395 77.931995060121054 1.0000000180025095e-35 40.223817566094596 1.0000000180025095e-35 1.3422551847800828 101.84589508202602 336.25000000000006 48.333299393302674 593.25000000000011 54.31344531300703 49.786394817581019 43.000000000000007 43.000000000000007 0.63620216856836675 122.00475311279298 428.50000000000006 796.75000000000011 32.500000000000007 2.0189688165931621 220.70392138022336 -55.304843902587884 0.53003363208595433 1.5000000000000002 29.500000000000004 0.93837644262073017 22.500000000000004 245.86832628806971 46.528895376161024 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 12 -2 9 10 13 17 16 22 19 25 41 46 -8 24 33 32 27 -19 42 -17 -1 44 -7 36 -14 -27 -18 39 -4 35 -21 -9 -10 -34 -31 40 43 -6 -5 -20 -3 -13 -12 right_child=1 3 4 11 14 26 7 18 20 -11 15 45 28 -15 -16 23 30 21 31 34 -22 -23 -24 -25 -26 29 -28 -29 -30 38 -32 -33 37 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.012335229414160442 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18785 123354 81661 134370 39506 10286 87888 2154 3194 1947 41337 74080 94024 7200 1454 12577 144432 543 4427 80962 26340 shrinkage=0.0674571 Tree=13 num_leaves=48 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 20 16 16 16 17 20 2 2 17 16 20 29 7 16 17 17 9 5 17 14 30 17 0 12 24 26 14 17 29 24 0 0 15 4 22 1 1 29 split_gain=4185.65 1172.75 620.147 434.141 288.905 223.601 150.667 126.224 80.8227 64.723 60.2132 57.2396 54.5415 45.5618 37.0394 36.5788 28.9965 28.5226 27.912 26.7529 25.6327 22.5673 22.5078 21.9894 21.1368 21.0797 29.1266 19.0918 18.6085 18.5941 18.3094 17.3435 16.6034 16.6013 16.428 16.3502 16.2675 16.2412 15.9287 15.7774 15.5605 15.4882 16.6784 27.0764 19.8215 24.2814 19.1907 threshold=211.53016052685743 1.5000000000000002 225.78890179203873 189.26342122783305 0.64884108146435804 1.5000000000000002 93.886687126108299 233.21466086042167 1.5000000000000002 0.65662411740538695 163.07836449676827 199.41839943577833 218.11838226326446 49.419938009915036 0.83173797775227942 29.591168091168097 14.581666666666669 77.931995060121054 240.47378177820909 0.53051961033768325 0.48827208039906106 -14.912445068359373 180.10394302515883 56.459240935286253 46.528895376161024 0.95154803978132707 73.003280639648452 47.958069678315063 19.319727522482626 1.5000000000000002 51.557045415552246 40.500000000000007 78.544678887547576 4.5000000000000009 1.9236208920187796 19.488630826939183 36.382024788327747 3.4685925273389144 19.500000000000004 33.000000000000007 35.000000000000007 0.26694176385558793 52.309581756591804 2151.2500000000005 2760.5000000000005 10458.500000000002 0.99998881256572625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 19 11 8 28 10 -8 25 17 30 36 -7 -6 32 24 -9 29 -14 -22 -15 27 -5 37 -27 -23 38 -3 40 -11 -13 -33 -34 -32 -12 -1 -4 -30 -2 42 43 -20 46 -46 -45 right_child=1 4 7 5 15 14 9 18 -10 31 13 16 20 22 -16 -17 -18 -19 41 -21 21 23 -24 -25 -26 26 -28 -29 39 -31 35 33 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13.7843 13.3818 13.3258 13.2093 13.1517 threshold=214.97330120674775 0.55143334187301796 189.26342122783305 230.07886377315592 1.5000000000000002 1.5000000000000002 93.886687126108299 206.88400366716408 1.5000000000000002 1.5000000000000002 0.63288701841049078 223.25396257950698 149.33994607087831 237.96254217004201 39.407154225577159 0.8006304274387458 0.7449011105368647 70.975735522669297 178.08471784502115 46.528895376161024 37.500000000000007 101.96442895339955 38.625601735844604 689.50000000000011 0.49903100411259887 1.5000000000000002 54.749046026625258 2.2232515982758527 56.369940014597418 169.90161290322584 0.71429417137444617 1.9616499984915681 1.395193424244451 662.50000000000011 33.000000000000007 50.437691897682747 19.738468895546621 49.859388573519531 0.94984201225964904 1.5000000000000002 1.9706759115676873 21.070364809167682 14.829987956643921 0.79372260996591482 0.93365418100400444 33.500000000000007 1463.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 7 46 9 17 11 12 -8 23 21 25 29 -6 -10 19 28 -4 -18 22 38 -3 -21 41 34 42 -16 -14 31 -19 -22 -13 -9 -7 -36 -20 -1 -24 -38 45 -26 -28 -12 -5 -2 right_child=1 3 4 13 15 35 10 26 16 -11 44 33 14 -15 18 -17 20 30 37 24 32 -23 39 -25 27 -27 43 -29 -30 -31 -32 -33 -34 -35 36 -37 40 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.015088135491770112 0.0011179590059153938 0.00059548434345913686 0.001825830816726084 0.0041966074720437519 -0.010409120294330994 -0.011552186856145803 -0.0092983010110214304 -0.00025800577486853371 -0.0064701360695916046 -0.011396066519236327 -0.0016006640255045394 0.0023393891394356179 -0.0043623445072183496 0.0067723244634321006 -0.0077181438245554224 -0.0024903002600069851 0.0012823662028092796 0.0046146777266880632 -0.0029362805664459265 -0.0062973555509672086 -0.0002144371784765259 -0.010654529611670994 0.013087230986306955 0.002391396324602234 -0.0037939905216533751 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18.0514 17.9655 17.4843 17.0396 16.2993 17.9647 16.1307 15.9801 15.93 15.0441 14.8027 14.738 15.5738 14.2713 14.0766 13.5267 12.9157 13.1437 12.6811 threshold=216.81962338641657 2.5000000000000004 198.3896736003876 230.85159523809526 0.67104646574261351 0.69822858765166462 82.166635788115158 180.10394302515883 0.56159699425036547 0.48827208039906106 2.5000000000000004 0.53051961033768325 33.000000000000007 224.79924597759967 0.82517846357596636 1.5000000000000002 49.786394817581019 68.001273096984676 20.108021481971658 1.5326139875534484 239.25203430174824 720.50000000000011 1.5000000000000002 0.88373546511627921 0.15764761993340906 47.799708435082799 22.943121922250402 93.816756826189717 0.96284415312691873 44.874306581214633 46.500000000000007 7.3888295722763742 1.3476346409091351 29.516095161437992 282.25000000000006 29.500000000000004 1.5000000000000002 49.500000000000007 2539.7500000000005 0.95542933057332491 899.25000000000011 16.500000000000004 0.66461086477714038 33.000000000000007 44.507554971731587 208.51071029685855 0.17648744097543145 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 10 15 7 14 -3 24 31 36 17 25 23 39 -9 34 -14 21 35 -20 -21 -7 -2 -11 -25 -10 38 -15 -28 -4 33 -18 -6 -13 -5 -24 41 40 -1 -8 -19 -30 -36 -46 -22 right_child=1 8 4 11 12 6 28 16 27 13 -12 20 18 29 -16 -17 32 42 19 22 46 -23 37 26 -26 -27 30 -29 43 -31 -32 -33 -34 -35 44 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 -47 -48 leaf_value=-0.0086369748935834975 -0.01191510500750315 -0.01135199263667281 -0.01319835596097634 0.0034975967095558433 -0.006620820057315231 -0.012087723650928838 -0.0065942109180424134 -0.00080326358436282042 -0.0083380212147458384 -0.00071004271028306698 -0.011600381486294241 0.005213720857557458 -0.004889765664293319 0.0012632523695668655 -0.004052787739766678 -0.010937574235047626 -0.0056904043146061515 0.0078882128441855812 -0.0021414854142715301 -0.002766951194445583 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31.2102 36.36 32.0999 29.0763 33.7045 25.0404 23.8892 23.7317 23.3365 22.8333 20.0404 18.3133 17.9974 17.6436 17.033 16.9341 15.9309 15.5647 15.5238 19.709 15.7333 14.6075 14.4041 14.3716 14.1623 28.4704 14.6271 20.8574 20.136 15.8141 25.5657 16.1348 13.887 13.8164 17.4386 threshold=210.68280956848034 0.64076749643399455 225.9382028782029 0.63620216856836675 1.5000000000000002 184.61276514508742 233.21466086042167 1.5000000000000002 93.886687126108299 70.975735522669297 181.95539754363287 0.93469559348403053 33.000000000000007 1.0000000180025095e-35 545.75000000000011 33.000000000000007 0.93469559348403053 12.97085239416012 0.95113005995322053 28.000000000000004 202.61390018519583 150.50000000000003 1.4301172843120038 49.500000000000007 0.95511292790750402 0.91776987587509007 242.11253196930952 42.909165369130996 12.500000000000002 0.71429417137444617 -16.699242591857907 0.95071825231380858 60.814910189177446 53.984616933467628 19.139622349650299 57.900603103884961 48.333299393302674 9103.0000000000018 0.96238197333760955 1.0286321090420982 0.99998881256572625 2763.2500000000005 0.58177017705753886 0.94054317475370119 472.25000000000006 10.500000000000002 16.927880189628183 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 7 18 8 27 10 11 15 19 -5 17 14 -14 28 -17 45 -2 -1 44 -20 -15 -13 -11 -10 -8 -4 -7 -26 31 -19 -33 -22 -16 -23 37 38 -28 40 -40 43 -43 -42 -18 -3 -47 right_child=1 2 6 5 -6 9 26 -9 25 24 -12 23 13 22 34 16 20 30 21 -21 33 35 -24 -25 29 -27 36 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 39 -41 41 42 -44 -45 -46 46 -48 leaf_value=-0.0056160252483508175 -0.0069998862015168226 -0.0095721411261589038 0.00098172127263769157 -0.0088914877603686431 -0.0097744929374071945 0.00027968127914629879 0.0049430981728568494 -0.010181585184696806 -0.004289711720338563 -0.0021487508565687973 -0.0043451517587578736 -0.0044124872996617681 -0.0018449370209692366 -0.0013127226009839572 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internal_value=0 0.034754 0.0428005 -0.0652146 -0.0921631 -0.0473784 0.0637139 -0.102676 -0.0790282 -0.0331337 -0.0896937 -0.0888016 0.0150641 0.00293938 0.0088901 -0.0376486 -0.0486554 0.0255496 -0.0181992 -0.108489 -0.0425588 0.000326492 -0.0507307 -0.0769817 0.0318236 0.0142866 0.0777996 0.0491608 -0.0189927 0.0605408 0.0274218 0.0446223 0.0602803 -0.024205 0.017533 0.0152533 0.100566 0.0728369 0.0764705 -0.00900046 -0.101174 -0.17461 -0.0366629 -0.319723 -0.0582381 -0.0760482 0.0120339 internal_count=931440 607281 571075 324159 36206 219602 325584 104557 68160 151442 82392 61698 245491 113847 102484 141600 89057 131644 15070 47257 81093 12388 11363 48397 9842 6462 165449 160135 52543 6783 129262 37321 25488 37360 82749 11052 27416 11017 10961 1693 1002 790 405 385 43733 2382 1019 shrinkage=0.0674571 Tree=19 num_leaves=48 num_cat=0 split_feature=29 0 32 17 11 11 25 0 1 0 13 9 1 29 9 11 30 22 13 0 29 4 1 17 0 12 19 23 30 17 30 8 26 1 17 11 17 9 6 30 29 24 5 11 22 23 1 split_gain=1168.89 484.4 286.821 195.662 140.311 82.3494 68.7154 66.9733 66.4306 53.3796 44.5579 39.3537 39.2149 36.3276 35.4997 45.4696 34.6833 34.1069 33.0942 30.9236 30.0214 32.6436 25.1701 22.4211 21.9144 21.6847 21.6225 20.723 20.6397 21.1323 20.4836 19.3964 17.9669 19.3629 18.7904 16.6449 16.5967 16.2176 15.8273 15.7609 15.7049 14.6362 18.5929 14.4698 13.8654 13.7637 13.6096 threshold=0.74677765471410784 40.500000000000007 1.5000000000000002 46.452205542218834 0.84914787274370873 0.86713492269047832 678.25000000000011 33.000000000000007 661.50000000000011 51.000000000000007 26.461363486791935 0.95380742346178959 498.50000000000006 0.09149546851357887 0.94272373144958521 0.66714388194302121 1.0000000180025095e-35 1509.7500000000002 27.461289381838387 29.500000000000004 1.5154374382149416 47.00000190734864 306.50000000000006 51.697327572983262 22.000000000000004 77.23097038856281 604.25000000000011 0.54020182338999334 1.0000000180025095e-35 52.4065296234076 1.0000000180025095e-35 665.50000000000011 0.33347164168880311 1043.5000000000002 56.864295186488668 0.94310621131741834 60.814910189177446 0.96081331899818789 0.50000001605594357 1.0000000180025095e-35 1.069688338318276 1.5000000000000002 491.99821472167974 0.86957828177257535 11274.750000000002 0.76866358542296387 888.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 7 6 11 10 24 28 -1 -3 22 -12 38 36 44 19 -9 35 -11 39 40 -17 -2 -4 -7 -25 29 46 -28 -13 33 -15 -34 -6 -16 -20 -14 -22 -5 -18 45 -24 -10 -43 -8 right_child=1 5 25 12 17 26 9 18 16 20 13 31 14 32 15 23 41 -19 37 -21 21 -23 43 27 -26 -27 30 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 -47 -48 leaf_value=-0.0046433503806885424 0.0028914828439433105 -0.0076476658349697987 -0.010002265319831527 -0.0066066299389723332 6.7374191587082606e-05 -0.0014364908651387427 -1.4367963425573134e-06 -0.0079739137749203319 0.0047598955452182777 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34865 269 22082 15212 33638 55502 10220 24858 2001 21200 26350 713 5130 3007 8482 14607 27084 1825 175 1516 33 10525 5367 15675 17213 internal_value=0 0.0197811 -0.0632969 0.0366768 -0.0448563 -0.0206603 -0.0314063 -0.0641242 0.0568204 -0.0138476 -0.0449465 -0.0556276 0.017251 -0.0191733 0.0231543 0.0293794 0.0673699 -0.00349578 -0.0931994 -0.0111718 -0.0466728 -0.105462 -0.00884589 0.0229319 0.0311681 -0.133198 0.0160234 0.00715088 0.00351328 0.011726 0.0282653 -0.0455908 -0.0154933 -0.0909956 -0.00856907 0.00858403 0.0710499 -0.0654776 -0.00431648 -0.15668 -0.133411 0.0273897 0.0178456 -0.0045428 0.0723572 0.0192852 0.0315492 internal_count=931440 708927 222513 500025 176065 208902 161572 120111 245477 93669 72374 67903 254548 34813 207590 169239 173943 55954 47737 51022 32403 6850 46958 146562 71534 46448 47330 55771 61266 51046 35639 57848 34367 2887 31480 31036 22677 22640 38351 4418 1568 19292 17224 45390 154651 17191 26188 shrinkage=0.0674571 Tree=20 num_leaves=48 num_cat=0 split_feature=16 33 16 16 20 20 0 20 19 29 33 29 0 0 16 19 29 14 31 32 16 7 28 0 29 22 29 26 16 12 19 27 15 14 25 15 21 12 13 31 5 4 4 0 21 4 19 split_gain=1666.17 400.462 292.574 160.341 133.484 67.8963 47.4488 41.98 33.444 33.4426 31.4362 29.6925 28.9692 28.3685 25.5273 24.3551 27.9098 22.2658 24.4854 21.3755 20.5685 18.3787 21.4663 17.7956 17.6041 16.419 16.2262 14.184 13.6274 13.6149 13.4915 13.1832 13.1062 12.8913 12.664 12.2804 12.4715 12.2369 12.0892 11.9578 11.7868 11.7115 13.6917 11.6689 11.5912 11.2796 11.1768 threshold=216.81962338641657 2.5000000000000004 197.86205151341633 230.85159523809526 0.67104646574261351 0.71712835876049208 40.500000000000007 0.56159699425036547 521.25000000000011 0.48827208039906106 2.5000000000000004 0.09149546851357887 33.000000000000007 33.000000000000007 180.10394302515883 464.75000000000006 1.5326139875534484 21.253235251131084 1.5000000000000002 1.5000000000000002 238.20294987008654 -18.534767150878903 316.50000000000006 49.500000000000007 1.4067890748774958 282.25000000000006 0.15764761993340906 1.5770606945270405 144.91698349433159 95.512193308819775 626.25000000000011 37.500000000000007 0.13957566381421849 8.655580869321744 19613.000000000004 0.38271480070070957 1.5000000000000002 98.645183950935902 30.229223893167902 1.5000000000000002 93.215915679931655 5.0068869590759286 12.823795318603517 29.500000000000004 2.5000000000000004 28.00000095367432 5232.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 10 19 8 -3 31 26 33 -5 21 25 46 -15 37 32 30 28 43 -11 -23 -18 -20 -6 -2 38 -1 -9 -19 -7 -14 -4 35 -10 45 44 -16 -25 -38 -30 -43 -13 -17 -37 -8 right_child=1 7 4 11 13 6 14 29 34 12 -12 20 17 15 27 16 23 18 24 -21 -22 22 -24 39 -26 -27 -28 -29 41 -31 -32 -33 -34 -35 -36 36 40 -39 -40 -41 -42 42 -44 -45 -46 -47 -48 leaf_value=-0.0094146171854074222 -0.010207514072786295 -0.0093288869558795073 -0.010173433932628678 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leaf_count=4884 969 12669 1617 625 1773 42410 33332 2195 3401 43750 7847 111315 83 12238 10049 2901 5046 19003 4150 18391 70276 478 120660 2384 3711 79691 9546 2605 900 3970 63508 1112 14118 15283 569 1570 27734 45729 23300 1678 569 8562 20593 37759 33886 1807 794 internal_value=0 0.0377864 -0.0473567 0.0431789 -0.0212087 -0.0744717 -0.0635284 -0.10536 -0.0467533 0.027305 -0.0901909 0.0633827 0.029464 -0.0119973 -0.0824797 -0.0229546 -0.0173581 0.0164441 0.0222284 -0.105098 0.0640029 0.0377212 0.0313765 -0.069891 -0.0310993 0.00197267 -0.0280215 -0.0638857 -0.090573 -0.0376806 0.0273091 -0.0653548 -0.0203659 -0.0659045 -0.0240443 -0.0264447 -0.0203144 -0.0115596 -0.0583345 -0.119157 -0.0271679 -0.0826118 -0.0791435 0.0573542 -0.0251369 0.0371259 -0.10207 internal_count=931440 518785 412655 499951 210073 202582 149252 18834 79172 279976 24747 219975 269461 185326 70080 103862 91624 104573 90372 53330 219350 164888 121138 9108 7861 81464 10515 35954 34939 6165 82511 43522 14201 16900 35650 35081 31680 82516 33349 4062 28303 30055 29155 149074 36787 3377 34126 shrinkage=0.0674571 Tree=21 num_leaves=48 num_cat=0 split_feature=16 20 16 16 30 20 17 17 16 16 9 30 13 16 20 17 17 27 21 17 14 17 17 0 14 29 0 16 6 17 23 9 11 17 0 29 13 11 12 21 25 21 13 0 15 9 20 split_gain=1465.58 421.131 221.55 150.699 98.0839 79.6005 59.3434 40.329 39.7733 30.2304 29.6858 27.2621 27.2111 25.6082 25.0615 23.0434 18.1257 16.6955 25.7637 16.692 16.2867 15.7896 14.6011 13.8103 13.3502 12.7198 12.6684 12.6596 13.1203 12.6196 12.3832 12.2857 13.8775 11.9003 13.4208 12.3952 11.5609 13.3003 12.8528 11.5307 11.332 11.2979 12.7147 11.2976 11.1066 10.8505 10.83 threshold=210.68280956848034 0.64076749643399455 226.58641035506216 181.95539754363287 1.0000000180025095e-35 0.69822858765166462 93.886687126108299 70.975735522669297 233.21466086042167 199.41839943577833 0.93568265680467422 1.5000000000000002 24.968025162612633 218.11838226326446 0.53051961033768325 48.698318246224595 51.557045415552246 16.500000000000004 1.5000000000000002 48.108931982880783 7.3888295722763742 42.909165369130996 59.267596421350696 45.000000000000007 52.802271066035253 0.48827208039906106 29.500000000000004 242.11253196930952 0.17648744097543145 46.528895376161024 1.3467837713585167 0.95542933057332491 0.67849081064592398 55.748831355445368 33.000000000000007 1.5326139875534484 52.638931272451494 0.67849081064592398 89.529960261786144 11.500000000000002 459.75000000000006 9.5000000000000018 25.683233683598193 35.000000000000007 0.38271480070070957 0.95113005995322053 0.49549679868486518 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 13 6 22 11 10 9 21 15 -1 20 -12 16 -8 -7 43 18 -9 -15 -5 -4 45 39 46 -21 -16 -10 30 -11 -29 -18 -33 34 -31 -36 37 -19 -39 -14 41 -23 -43 -3 -17 -2 -6 right_child=1 2 8 5 24 7 14 17 27 29 12 -13 23 19 26 44 31 36 -20 25 -22 40 -24 -25 -26 -27 -28 28 -30 33 -32 32 -34 -35 35 -37 -38 38 -40 -41 -42 42 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259261 8672 71350 100112 10695 4754 159149 22638 146285 11663 51953 24497 122462 7239 165479 27402 90128 361 71446 57485 87995 55369 31611 5941 5680 2468 30680 133461 8662 1393 28666 63928 11384 23643 shrinkage=0.0674571 Tree=22 num_leaves=48 num_cat=0 split_feature=26 0 32 1 11 25 30 30 13 0 0 0 9 21 29 26 11 9 0 4 25 13 18 27 29 24 14 9 6 22 14 29 29 29 1 13 0 25 13 11 11 21 9 23 14 14 11 split_gain=797.673 338.83 162.136 153.549 95.4657 71.9637 63.2362 62.1683 58.616 44.953 39.1193 38.6513 35.6474 33.0055 33.9805 32.168 27.1184 25.2 23.6415 22.2572 22.2088 42.143 39.8519 22.1599 21.4961 21.4564 20.8025 27.7762 20.3897 19.7001 16.4067 15.9796 15.5565 15.0836 15.0523 14.8896 14.6773 14.6754 14.6703 14.6555 14.5031 14.4697 13.754 13.5308 13.3086 12.4058 11.341 threshold=0.70763380478485971 40.500000000000007 1.5000000000000002 661.50000000000011 0.83336442786069664 646.25000000000011 1.0000000180025095e-35 1.0000000180025095e-35 24.154437024975408 29.500000000000004 22.000000000000004 49.500000000000007 0.95824740953020771 1.5000000000000002 0.09149546851357887 1.4388461732378746 0.89915369556913693 0.95154803978132707 29.500000000000004 45.002038955688484 1191.2500000000002 44.401311112228974 1.5000000000000002 9.5000000000000018 0.12806734833148872 1.5000000000000002 48.333299393302674 0.94204192039930867 0.68965517833030721 1068.2500000000002 26.639812510488166 0.49903100411259887 0.39542934918078848 1.0203569223994562 866.50000000000011 26.461363486791935 29.500000000000004 30204.250000000004 18.681226337230928 0.90461692925548365 0.92188826400679125 14.500000000000002 0.93260571811736337 0.76866358542296387 28.685750002074631 19.319727522482626 0.68360297285065419 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 9 12 11 13 38 24 39 34 -3 14 -5 -8 20 -12 40 -17 36 22 -22 -14 -1 -9 27 -13 -29 -20 -23 44 -4 -25 42 -26 46 43 -2 -10 -6 -40 -7 -27 -11 -19 -15 right_child=1 5 32 7 18 6 15 25 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181.95539754363287 0.76509698760120537 1.5000000000000002 93.886687126108299 234.02771204607265 77.931995060121054 0.95542933057332491 218.73951329378161 46.528895376161024 198.92355889724314 0.51919436223348958 48.773337306560478 67.473611075682101 51.557045415552246 0.96603328736480931 0.52904851312731382 260.50000000000006 96.819805153394654 101.96442895339955 25.264508441236892 0.84559267011991779 463.25000000000006 32.500000000000007 444.25000000000006 0.93418581782765087 1035.7500000000002 33.000000000000007 17.675960362071539 0.26694176385558793 243.25309607379643 22.000000000000004 0.67849081064592398 0.27027027236013412 1.5000000000000002 -81.82159042358397 0.93033724205999058 0.33333333846670471 365.25000000000006 502.25000000000006 39.003870010375984 0.42551166561493586 2151.2500000000005 2735.5000000000005 0.23873957074778102 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 22 8 9 24 11 33 16 28 27 -8 -12 -11 -2 34 -18 -20 -6 42 -3 -7 25 -4 -27 41 -5 -26 -31 43 -33 -1 35 -10 37 -15 -38 -40 -41 -13 -17 -9 -45 46 -46 right_child=1 4 7 5 20 23 13 31 17 15 14 12 -14 36 -16 21 18 -19 19 -21 -22 -23 -24 -25 29 26 -28 -29 -30 30 -32 32 -34 -35 -36 -37 38 -39 39 40 -42 -43 -44 44 45 -47 -48 leaf_value=-0.005126654541283698 -0.0011615139242791082 -0.0071104205570183265 0.0010965429199736997 0.00037075128367264148 -0.0053115720247364565 -0.006793761559834929 -0.007421113542868684 0.0083546883706195132 -0.026302846064982757 -0.0059580573072943706 0.00013723646084700232 -0.0045039826644741859 -0.0016861650355588635 -0.01821371005256308 0.0018421340982568563 -0.00014690979340228048 -0.0028960535373138709 0.0052019125514024805 -0.014696702593778437 0.00081341620903259903 0.0022772107450731143 -0.0039845748953315921 -0.0037432374857183704 -0.00071521928559179805 0.0030472793569003265 -0.01955230828674763 0.00061406601481794074 -0.0076354194768712864 0.008713564799024567 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0.0605998 -0.101642 -0.0163692 0.0235716 0.0190174 0.0959185 7.23392e-05 0.0223745 0.00847334 -0.04656 0.0595696 0.0213722 0.00852675 -0.0324682 -0.258362 internal_count=931440 629113 590104 302327 39009 183504 118823 325600 167029 110162 264504 159387 152451 8661 132851 72923 131653 7642 94521 89062 9267 44504 29742 16475 180534 10256 905 73181 6936 170278 48482 145066 137336 37239 4028 2533 7270 1437 5833 4684 4417 70302 1024 7730 6869 3714 565 shrinkage=0.0674571 Tree=24 num_leaves=48 num_cat=0 split_feature=16 33 16 16 20 17 16 29 17 16 20 16 17 25 29 20 0 29 7 30 17 9 13 29 18 17 24 24 22 17 11 9 22 12 1 17 22 29 0 24 14 30 16 12 1 14 30 split_gain=1019.22 289.371 165.444 102.612 51.3941 46.7922 30.5038 28.8699 27.4409 26.9028 24.7856 20.883 20.0066 19.1725 18.4065 18.2454 18.1866 21.8592 18.5775 17.5877 17.3812 16.0657 15.3481 15.0061 14.7272 14.6774 14.2667 13.8733 15.556 15.3013 27.8858 13.7768 12.8406 12.7936 12.7168 12.4951 13.3749 14.1529 11.4986 12.2797 11.4284 11.3284 10.7694 10.7406 10.6397 10.4659 10.4114 threshold=210.68280956848034 2.5000000000000004 225.78890179203873 184.61276514508742 0.67104646574261351 87.504518117684015 233.04539309280884 0.51889854573890848 70.975735522669297 147.26519230446672 0.71093585792519354 203.45928421636961 43.924650167502293 260.50000000000006 0.12806734833148872 0.63288701841049078 48.000000000000007 1.5326139875534484 -12.52880811691284 1.5000000000000002 42.909165369130996 0.94790251132274284 56.369940014597418 0.12806734833148872 1.5000000000000002 60.814910189177446 5.5000000000000009 1.5000000000000002 50993.500000000007 47.011512850767382 0.783983208955224 0.95511292790750402 484.25000000000006 40.503048327204944 1445.5000000000002 50.002247477543484 444.25000000000006 1.3476346409091351 43.000000000000007 4.5000000000000009 7.3888295722763742 1.0000000180025095e-35 168.64232941007791 83.574116139070426 552.50000000000011 48.333299393302674 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 19 9 20 33 11 -1 -3 35 23 26 -8 -7 18 -18 21 40 -4 -15 -14 -11 -12 32 -9 44 29 41 -31 -10 -20 -2 -27 -6 -37 -38 -17 -40 -5 -29 -25 -33 -16 -32 -19 right_child=1 10 6 4 8 15 14 13 31 12 24 -13 22 16 27 38 17 46 25 -21 -22 -23 -24 42 -26 34 -28 28 -30 30 45 43 -34 -35 -36 36 37 -39 39 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.0070058970012334314 -0.01022791439231558 -0.0068106147886918709 -0.00017374871014922934 -0.0095995149982286889 -0.00033246237346354519 -0.0054041886716342221 -0.0080025358184364209 -0.0011215181166766822 -0.0018535440246673085 -0.0074947200368000906 0.0034613378014829816 -0.00090906517078041186 -0.0047773427038045073 9.9963046553471966e-05 -0.02714806727711537 0.0028771443180316278 0.00012376016019838702 -0.0024233199923032619 -0.00063966929831255797 -0.0070447258124901749 0.0024522176617463622 0.0027514097311806037 -0.0088028110929935736 -0.0032204677432344751 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11.9525 13.1117 11.5616 11.1438 10.7871 10.4722 10.3083 10.2606 10.0766 9.65615 46.5156 13.4677 11.988 11.4063 9.13104 14.3164 9.02013 8.97856 17.0761 8.80502 threshold=214.48641163135741 1.5000000000000002 189.26342122783305 229.61147127678734 1.5000000000000002 108.98832970144353 82.166635788115158 147.26519230446672 206.88400366716408 222.18834807449323 0.95234498465232209 2735.5000000000005 28.000000000000004 50.07383341266894 0.93916631878236745 46.928125718727514 0.47773306672468518 54.838673156170067 50.437691897682747 95.802038200428285 57.163868474076587 33.000000000000007 486.50000000000006 1.6231812210489618 238.20294987008654 199.18733752154182 0.96569557418614027 3168.2500000000005 36.382024788327747 0.63889685270132535 442.50000000000006 35.000000000000007 51.204249045693452 0.62040628751500615 0.8163531100102227 1.0000954745083066 49.134672561624747 0.7750171467764061 1788.5000000000002 1.0773736926013571 615.25000000000011 26.500000000000004 463.25000000000006 1045.2500000000002 57.327629040451207 0.7418661931492726 0.95002903600464583 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 8 -3 7 -1 20 13 11 43 27 -2 -14 41 -16 -10 -7 -6 21 32 -22 -23 36 31 -24 28 -9 -28 -30 -12 -4 -13 44 -35 -5 -38 39 40 -39 -11 -43 -8 -15 -46 -42 right_child=1 5 4 24 19 18 10 12 17 15 25 33 14 34 16 -17 -18 -19 -20 -21 22 23 26 -25 -26 -27 29 -29 30 -31 -32 -33 -34 35 -36 -37 37 38 -40 -41 46 42 -44 -45 45 -47 -48 leaf_value=-0.0065949936341516951 -0.00075865490009105246 -0.0058930004488080955 0.00058067694443079813 0.002831933537122367 -0.0065499161623874909 -0.0020329293642218156 -0.0036025227279192587 0.00051639669401983197 -0.00096706042351920468 0.0011393329962739837 0.0031475152479182467 0.005132767537199062 -0.0067654607070455003 -7.4204630011307876e-05 -0.0060920401351724079 0.0021324293888252237 -0.0036176029765180228 0.00084276674714634555 0.0029006855724710758 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0.0176706 -0.0041374 -0.0460581 -0.0589267 0.00851883 -0.0679979 0.0250417 -0.06168 -0.00499681 -0.0104592 -0.077267 -0.0262965 -0.0335045 -0.0103889 -0.0469124 0.0456237 0.0295618 0.000904374 -0.0423856 -0.0392974 0.0208074 -0.0462755 0.0132224 -0.0168195 0.036044 0.0155432 -0.0846954 0.0409803 -0.0142697 -0.210471 -0.280212 -0.366853 0.0103016 -0.0187498 -0.0948707 -0.00635117 -0.104827 -0.444599 internal_count=931440 555136 376304 522161 224674 32975 151630 138799 205361 279378 12831 5718 116720 124635 75381 154743 63047 87778 13269 19313 117583 80918 36665 44865 242783 7113 29077 41339 40019 15110 34841 6223 36053 2132 91955 531 174607 3107 870 662 468 47708 8819 3586 17363 879 375 shrinkage=0.0674571 Tree=26 num_leaves=48 num_cat=0 split_feature=1 0 17 0 9 8 1 30 23 23 9 9 8 29 29 30 25 29 28 13 26 23 8 25 24 29 0 13 17 4 6 28 9 7 7 18 14 28 6 6 24 7 13 14 27 0 29 split_gain=480.415 244.765 79.6287 70.571 58.7887 64.0855 59.4745 55.7648 45.3433 30.5751 27.2707 27.2401 28.8677 22.2085 19.7524 17.785 17.7387 16.1222 15.8749 16.7904 17.8909 16.5469 16.3652 15.6742 14.6638 14.5745 13.2966 13.0639 13.0441 12.4933 12.3328 11.6413 11.2679 11.0093 10.682 10.8762 13.296 10.5301 10.2207 10.1634 10.1411 11.1715 22.0613 9.88018 9.6083 9.52429 9.4846 threshold=431.50000000000006 37.500000000000007 47.011512850767382 29.500000000000004 0.95920971309609016 720.50000000000011 3620.0000000000005 1.0000000180025095e-35 0.63065273862819893 0.94900359620963926 0.93369491675001481 0.95542933057332491 731.50000000000011 0.45475896054885373 0.47773306672468518 1.0000000180025095e-35 654.25000000000011 0.09149546851357887 868.25000000000011 24.968025162612633 0.22076801040107677 0.31294406651549517 155.50000000000003 6591.5000000000009 7.5000000000000009 1.6674420659522176 49.500000000000007 18.164828747284691 50.920269973489134 45.002038955688484 0.68639056160304679 24285.750000000004 0.98034540057661446 -14.912445068359373 -86.164558410644517 4.5000000000000009 19.575157325235097 897.25000000000011 0.82758620904959634 0.45833333551712346 1.5000000000000002 -89.940933227539048 181.38697408227711 26.639812510488166 25.500000000000004 46.500000000000007 0.44349813519390896 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 6 24 10 18 -4 15 25 28 33 -9 -5 -2 -11 -18 19 21 -21 22 -1 -14 -6 43 -7 -23 -10 -27 -28 39 -22 -13 -29 -36 -37 -35 -26 46 -19 42 -42 -3 -20 -12 -30 right_child=1 4 8 14 5 26 -8 13 11 16 45 12 23 -15 -16 -17 17 40 44 20 32 27 -24 -25 38 29 30 34 31 -31 -32 -33 -34 37 35 36 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 -48 leaf_value=-0.0015275890575499583 0.0015219221988189797 -0.0059802210160353206 -0.00389157719179509 -0.0059109349283423089 -0.0030384998630528961 0.0015040246785229386 0.0013889480809525696 -0.0064166650579061315 0.000909164201033219 0.002047494641335754 -0.0010582678180946906 0.0019596905103206937 0.0025818227245590279 -0.0017425646504224991 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7189 internal_value=0 0.011233 0.0243291 -0.0458949 -0.0137475 -0.00440046 -0.0381891 -0.0295312 0.0106854 0.0362193 -0.052403 0.0135867 0.0208485 -0.0743877 -0.0694278 0.0140064 0.0414674 0.04899 -0.0180305 -0.0148017 0.00108652 -0.0277786 0.0133897 0.0403568 -0.0236562 -0.0797655 0.0134788 -0.0367452 -0.0035211 -0.122285 -0.00214488 -0.0152655 0.00315248 0.0112351 -0.0291699 -0.0343104 -0.161232 0.00524229 -0.016006 -0.0171068 0.049416 0.0465674 -0.026266 -0.0643754 -0.0751776 -0.0350168 -0.0501776 internal_count=931440 748179 490849 183261 257330 186144 71186 108096 228570 262279 57324 219266 153928 22059 75165 50124 212155 126523 86037 81436 36611 44825 8017 50813 89622 22272 96522 36808 65338 5919 34821 38641 36294 103115 31685 29382 660 77160 66010 38211 126343 114743 2068 16353 4601 35052 7475 shrinkage=0.0674571 Tree=27 num_leaves=48 num_cat=0 split_feature=16 20 16 16 30 20 17 17 16 17 16 25 30 7 23 9 21 17 4 24 25 22 15 5 20 20 7 12 24 19 28 0 22 14 17 21 25 14 22 30 21 14 5 21 14 0 24 split_gain=713.038 210.934 118.939 66.0818 43.9996 37.2277 27.4267 26.603 21.2494 19.2659 19.6323 18.0895 18.0918 18.7717 18.3525 17.1155 15.9441 14.6316 17.3929 14.5543 19.8448 14.1977 14.6212 13.865 13.5687 13.3859 13.1955 12.8668 12.8409 21.2748 13.836 13.5727 12.6066 12.3806 12.131 11.7785 16.3716 11.569 11.5401 11.4857 11.4617 16.6813 11.1306 10.5341 16.1683 11.9456 10.3096 threshold=208.85375984492217 0.59986672457906665 225.78890179203873 175.83829506580949 1.5000000000000002 0.69822858765166462 93.886687126108299 77.931995060121054 236.14831733228746 49.492346851237123 197.86205151341633 260.50000000000006 1.0000000180025095e-35 -14.912445068359373 1.3840761794614413 0.95542933057332491 3.5000000000000004 60.814910189177446 25.964388847351078 4.5000000000000009 1144.7500000000002 579.75000000000011 0.2536756301778631 46.38941955566407 0.82028226888549682 0.53051961033768325 -78.095302581787095 194.3761543394987 20.500000000000004 444.25000000000006 447.25000000000006 29.500000000000004 1082.2500000000002 18.862853487832592 56.459240935286253 14.500000000000002 422.75000000000006 8.655580869321744 588.75000000000011 1.5000000000000002 4.5000000000000009 31.262176177967039 83.359069824218764 1.5000000000000002 18.045008613542961 29.500000000000004 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 37 39 15 9 28 32 23 16 13 26 24 -1 -3 21 38 25 -21 35 42 -11 -14 -8 -13 -17 31 30 -30 -4 -7 -31 -12 43 -37 -2 -19 -5 -16 -42 -23 44 -15 -45 -25 right_child=1 2 8 5 -6 7 19 -9 -10 10 34 12 14 17 40 27 -18 18 -20 20 -22 22 -24 46 -26 -27 -28 -29 29 33 -32 -33 -34 -35 -36 36 -38 -39 -40 -41 41 -43 -44 45 -46 -47 -48 leaf_value=-0.0057573293390913377 -0.0065832837852172164 -0.00085024004035676062 0.002629156052583063 -0.003206901312771725 -0.0058089908962227809 -0.00035958357401386283 -0.0088137255141599331 0.0020569243614053075 0.0032296514859430289 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19808 2696 40229 553 405 1763 1451 68439 2105 18286 26183 197 2788 11725 833 10580 1868 949 542 33415 715 28849 2591 internal_value=0 0.0191346 0.0235067 -0.0399722 -0.0575188 -0.0298338 -0.0615519 -0.0236553 0.0361589 -0.0265499 -0.0304231 0.00771886 0.00824216 0.0112363 -0.0146603 -0.0664924 -0.122778 0.00610366 -0.0729063 -0.00405167 -0.0397339 0.00715722 0.0142804 -0.0430334 -0.00279304 0.0493434 0.0269108 -0.0562826 0.0306729 0.00766916 -0.0947588 0.0331523 0.00432304 0.0171512 -0.0195481 -0.00433334 -0.0657212 -0.0122119 -0.157073 -0.0591546 -0.0653579 -0.111051 -0.125513 -0.0014429 -0.0970442 0.000295198 -0.0836926 internal_count=931440 629398 595436 302042 33962 205497 96545 169731 330543 161118 143158 264893 263835 233331 30504 88906 1058 175774 2313 7639 4579 173461 107080 66290 24718 3060 57557 57676 225141 21905 1856 203236 17960 20049 76868 66381 2985 13141 1191 35766 5786 2817 743 63396 1132 62264 7445 shrinkage=0.0674571 Tree=28 num_leaves=48 num_cat=0 split_feature=16 33 16 16 32 9 5 0 31 7 25 20 11 29 14 7 12 14 21 20 16 21 31 14 27 20 22 27 21 11 32 23 9 6 9 15 22 20 9 11 8 22 8 29 11 21 5 split_gain=619.572 151.409 112.275 57.9367 53.4282 25.8167 24.5649 20.3062 19.2347 18.4732 20.417 15.1057 14.9435 14.5031 14.4067 14.3993 14.0115 13.8364 13.6211 13.4108 12.8628 12.5451 12.3959 12.727 12.2251 11.9775 11.619 11.338 10.7758 10.6802 10.7928 11.5231 10.6617 10.6122 10.5744 10.0541 10.0519 9.93591 9.53827 19.2519 9.60541 9.3428 42.933 21.3646 19.1587 17.426 15.4075 threshold=216.81962338641657 2.5000000000000004 195.09825198991373 231.33048552574374 1.5000000000000002 0.89267238688156136 24.203400611877445 37.500000000000007 1.5000000000000002 -14.912445068359373 260.50000000000006 0.53051961033768325 0.91053656311009268 1.9616499984915681 22.666958843831662 -79.187698364257798 199.18733752154182 8.655580869321744 3.5000000000000004 0.64076749643399455 206.88400366716408 11.500000000000002 1.5000000000000002 83.149048218709424 16.500000000000004 1.1685032278954932 2768.5000000000005 2.5000000000000004 7.5000000000000009 0.80393122766347924 1.5000000000000002 0.31294406651549517 0.95797215459236007 0.88888889605058619 0.96484173022233721 0.26694176385558793 630.25000000000011 0.91680673693250359 0.95571471317431833 0.68105514375855802 720.50000000000011 2151.2500000000005 3035.5000000000005 1.1824976766153239 0.78266216216216222 1.5000000000000002 127.06403732299806 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 17 -1 29 16 9 15 18 -3 14 19 27 -2 21 -4 -11 -10 28 26 23 35 -15 -21 -8 -12 -19 -7 31 -31 -18 -34 -9 41 -30 -6 -22 -40 -41 -5 43 44 -43 46 -46 right_child=1 11 4 22 37 6 7 34 13 10 12 -13 -14 24 -16 -17 32 20 -20 25 38 -23 -24 -25 -26 -27 -28 -29 36 30 -32 -33 33 -35 -36 -37 -38 -39 39 40 -42 42 -44 -45 45 -47 -48 leaf_value=-0.0059756256137044042 0.00079474900549015778 -0.0058321305698817941 -0.0065658204071670319 0.0024909625989690248 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3488 17440 32490 43204 25338 3042 187 343 6858 24883 3011 109275 45962 2232 70073 315 17080 23333 1492 15626 11561 1287 3185 1006 62307 9879 5061 5177 22211 843 49 31051 175287 6981 1688 6569 61519 29225 79 2519 295 67 215 39 internal_value=0 0.022946 -0.028974 0.026263 -0.0141648 -0.0473459 -0.0439468 -0.0345073 0.017132 0.0197663 0.0149265 -0.0650435 0.0154402 -0.00798032 0.0121252 0.0342711 -0.0195777 -0.00954268 -0.186488 0.00186267 -0.00878987 -0.0240067 0.0389549 0.0411422 -0.0613564 0.0111564 -0.0270503 3.55899e-05 -0.0180633 -0.0592409 -0.0464084 -0.0384624 0.0452154 0.137626 -0.0474344 0.0390984 0.00463426 -0.0647549 -0.00210779 0.00224611 -0.00153825 0.00108638 -0.0378093 -0.257846 -0.408415 -0.516986 -0.185158 internal_count=931440 518774 412666 499928 228487 184179 170154 105215 290752 263147 197310 18846 196808 27605 171925 65837 48826 209359 502 23307 207579 45702 209176 193550 4298 20265 44210 62650 86933 64939 32449 27272 3124 892 56389 181989 16860 19128 120646 97313 90744 6702 3214 695 400 321 106 shrinkage=0.0674571 Tree=29 num_leaves=48 num_cat=0 split_feature=16 33 16 16 29 17 17 29 16 14 17 24 25 16 17 32 0 14 30 29 27 24 22 30 2 26 7 29 24 17 29 22 1 27 7 0 22 17 21 0 14 17 0 27 6 7 25 split_gain=540.307 160.398 100.13 53.6832 28.1564 23.5946 21.1926 21.1018 19.6556 19.4759 17.0017 16.5999 15.8241 15.7366 15.4242 13.8872 13.6139 16.7449 13.6635 16.8382 13.3123 20.1556 12.2526 11.6316 11.4061 9.75529 9.64102 15.2948 9.54529 13.5167 14.1583 12.9539 10.9268 9.49748 9.48588 9.16946 8.673 9.57944 9.31918 8.65066 12.4988 9.66602 8.3155 8.31177 8.25924 9.61721 8.14606 threshold=208.85375984492217 2.5000000000000004 224.47420459986972 173.51671134311516 0.18188653451811351 77.931995060121054 101.84589508202602 0.15764761993340906 232.57944996224001 11.765552442415018 47.338331062480243 4.5000000000000009 1125.2500000000002 191.42308537051187 44.02887578289846 1.5000000000000002 33.000000000000007 19.139622349650299 1.0000000180025095e-35 1.4692680190493637 16.500000000000004 4.5000000000000009 545.75000000000011 2.5000000000000004 35.009433962264161 2.040675588941451 -71.565052032470689 0.81962673341983694 1.5000000000000002 47.011512850767382 1.1090663889059926 50993.500000000007 552.50000000000011 36.500000000000007 -24.775140762329098 49.500000000000007 502.25000000000006 56.723151551322879 6.5000000000000009 29.500000000000004 21.305947238570447 52.332703860055467 33.000000000000007 8.5000000000000018 0.57142856872612224 -80.51665878295897 260.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 -5 10 35 -4 14 -2 -6 -8 -13 33 -9 25 -11 -18 22 -20 21 26 -19 -21 -3 36 27 -7 32 31 44 -30 -10 -12 -22 -1 -15 42 -39 46 41 -41 -38 -27 -31 -46 -16 right_child=1 24 7 4 5 20 11 8 28 16 13 12 -14 15 39 -17 17 18 19 23 34 -23 -24 -25 -26 43 -28 -29 29 30 -32 -33 -34 -35 -36 -37 37 38 -40 40 -42 -43 -44 -45 45 -47 -48 leaf_value=-0.0036476887643954424 -0.0041213192269248227 -0.0050946141412289373 -0.0070229315114746218 -0.0059686068869020583 0.00038510367361764515 0.0098792403068042808 0.0045703794499160335 5.7672953454371946e-06 -0.02662980337033222 0.00085710876989352359 -0.0030575727873267296 -0.00042048264087037165 -0.011617556880872936 -0.0023408110137440714 -0.0104131255115589 -0.0041425064750917322 -0.0031745038331898699 -0.0013396184642844719 -0.00030172555152545928 -0.0086735329727283643 0.0050623080439781342 -0.0044723620044409646 0.00067729776605422439 -0.0013017665188428244 -0.0016805652707928144 0.00052850171887565184 0.0060638035530865345 -0.025513641118243117 0.002510561558950253 -0.018578461107192242 0.0018455011164380515 -0.027156776756858059 0.0043480336983772495 0.0027642039965792018 -0.0023098469764722112 -0.0053867682897781382 -0.00041017590100299247 -0.00074073950547267459 0.0018646957077581025 -0.0010804486384141754 0.0015677847040700039 -0.021691928513220188 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239990 115742 107925 12105 10479 4963 95820 4023 24185 116376 1933 223 180433 165906 1845 164061 14527 55241 5516 83352 114183 87645 30042 154636 61249 7522 57603 2193 797 482 93387 shrinkage=0.0674571 Tree=30 num_leaves=48 num_cat=0 split_feature=16 20 16 20 16 17 32 16 9 30 7 17 25 4 17 32 15 8 0 17 26 14 17 11 22 30 17 25 21 21 10 21 12 28 16 24 26 27 7 27 25 12 11 27 8 33 24 split_gain=474.054 110.885 91.5726 45.6541 41.1105 28.0408 27.5984 27.5204 17.5301 15.3671 16.7458 32.2342 17.0638 16.2522 14.7163 18.1333 14.3103 13.2826 13.0531 16.3303 14.3014 13.9068 13.8016 13.2464 12.3509 11.9801 11.7714 11.0866 11.0134 10.8086 13.9035 10.7721 12.6817 10.7512 10.3612 10.082 9.96617 17.2244 9.94582 9.89458 10.2802 9.61528 9.36152 9.18741 9.87031 9.15054 9.1083 threshold=217.89736177228315 0.55143334187301796 197.86205151341633 0.67104646574261351 231.33048552574374 77.931995060121054 1.5000000000000002 161.68559907834103 0.96284415312691873 1.0000000180025095e-35 -15.945394992828367 56.459240935286253 260.50000000000006 25.697799682617191 50.002247477543484 1.5000000000000002 0.38271480070070957 2735.5000000000005 29.500000000000004 52.19597971195406 1.7979025412982097 20.763630605619571 65.635529570023849 0.71429417137444617 484.25000000000006 1.5000000000000002 35.154722478904851 626.25000000000011 3.5000000000000004 1.5000000000000002 0.8817598877758106 11.500000000000002 68.887824638055193 1463.2500000000002 182.82494573082491 29.500000000000004 1.9706759115676873 14.500000000000002 -81.82159042358397 1.5000000000000002 342.25000000000006 199.18733752154182 0.65527460125798087 6.5000000000000009 892.50000000000011 2.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 25 9 7 33 -1 17 10 38 12 28 27 15 26 -16 -7 22 20 -20 -21 39 -24 29 -4 -9 -13 -12 30 -14 -31 35 -2 -18 -33 45 -38 -3 -5 -41 -10 -19 -26 -45 -11 -6 right_child=1 4 3 18 46 8 -8 14 41 36 11 13 24 -15 16 -17 34 42 19 21 -22 -23 23 -25 43 -27 -28 -29 -30 31 -32 32 -34 -35 -36 -37 37 -39 -40 40 -42 -43 -44 44 -46 -47 -48 leaf_value=-0.0042943584877263045 0.0018242813348211639 0.00077222095729412429 -0.0020809355240372592 0.0093109564240712022 0.0039173923425321602 -0.0033748061226399392 -0.0048006881447848239 0.0034023525846898456 0.001772164205120586 0.0005726339459917988 0.0012537968536049941 -0.0029487193961147675 -0.0031969781276815967 -0.0012505436795267285 -0.0061197061453995196 -0.004641458997369007 -0.0037075343048162987 0.0041471983029558171 -0.0018333212578253491 -0.0021868945509680056 -0.0082674858311551514 -2.889465586263956e-05 0.0053462061692239084 -0.0028252934125083799 -0.00046950046200754694 -0.0049774566620138013 -0.0011337136548669547 -0.018088520830669957 -0.020251249960016929 0.00038032039448428819 -0.029013234161057225 -0.02133625959758545 -0.0024077917109785723 -0.014127986186104472 -0.0021656130408114461 0.013771345910704676 8.4533851800330789e-05 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internal_count=931440 500788 430652 228187 480414 202465 20374 185690 16775 271392 244598 183798 181810 1988 136953 41850 95103 9932 201770 128950 27709 101241 72820 5437 181352 26417 35327 1037 458 26012 470 25542 2990 4617 89239 320 26794 3218 60800 67383 66857 6843 2751 155340 142753 23576 209022 shrinkage=0.0674571 Tree=31 num_leaves=48 num_cat=0 split_feature=16 32 29 16 20 16 16 0 29 8 9 29 0 14 17 30 0 24 4 17 11 13 10 8 11 7 11 21 29 21 28 9 11 17 4 8 29 13 17 12 11 24 14 6 26 28 23 split_gain=412.816 114.009 59.5859 49.1024 37.7335 35.6953 22.4925 19.7471 21.6402 17.4988 15.6505 14.1517 13.5203 16.3878 12.9615 12.7866 11.764 11.7016 11.4941 15.1066 44.0782 12.8813 19.6292 12.7886 11.4448 11.9274 12.0556 11.3735 11.2659 11.1137 10.9416 10.833 15.7761 12.4228 11.1209 10.7743 10.6675 10.3279 10.07 9.32712 9.13873 10.0743 13.5861 9.14542 9.36016 8.84344 8.81433 threshold=213.45912621733075 1.5000000000000002 0.51889854573890848 228.51956219563911 0.76509698760120537 181.03690176474865 101.96442895339955 33.000000000000007 1.5326139875534484 724.50000000000011 0.88373546511627921 0.12806734833148872 33.000000000000007 20.385425018709107 74.208376694101631 1.0000000180025095e-35 51.000000000000007 7.5000000000000009 44.002962112426765 50.143938354205247 0.78151876586411706 145.09287554889474 0.96238197333760955 2871.0000000000005 0.68105514375855802 -60.23728942871093 0.48644398276280038 2.5000000000000004 0.87238537178212361 11.500000000000002 971.25000000000011 0.96143675294161535 0.58177017705753886 93.886687126108299 13.616098403930666 12117.500000000002 0.18188653451811351 137.65339201395685 45.053551379364301 61.331475451951142 0.92188826400679125 20.500000000000004 19.047413323864912 0.27027027236013412 0.25508960692319177 24285.750000000004 1.2747875762399852 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 11 12 -3 6 28 14 9 27 -8 -1 36 -14 17 18 37 38 19 21 30 40 -23 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0.016055214746633 -0.0014696097279075417 0.0059078799742808196 -0.0037061628016809463 -0.044110737094937583 0.0011737695781345637 0.0076985117957802524 0.00048660985756826764 -0.00076304446132823011 0.003123536784730878 -0.0065348916162589737 0.00084269377409007767 0.0021177684272731638 -0.0009918051998151242 -0.042741192607171789 -0.00084822236468867535 leaf_count=11172 671 25730 731 46 8463 1995 5707 7233 6017 43754 63019 25695 12241 82184 74 14285 4359 945 29844 1263 745 62 84 1637 1870 3853 534 62918 1887 1476 308 210 19270 788 21298 26 154909 424 22726 53276 31881 1228 15137 166788 3394 20 19263 internal_value=0 0.0167528 -0.0264534 0.0203242 -0.0392323 -0.0196896 -0.0387674 -0.0130734 -0.0210926 -0.0170363 -0.0421613 -0.0508409 0.0107979 0.00250858 -0.00134605 0.0299404 -0.0638733 -0.00483748 0.0315873 0.0291168 -0.0512253 0.0299614 -0.0540757 -0.0344519 0.042189 0.0697169 -0.0604512 -0.026825 0.0522413 -0.0377198 0.0437766 -0.0453665 -0.0353884 -0.0367767 -0.0391922 -0.0152228 0.0168553 -0.0367226 0.0131935 -0.0130583 0.0306572 0.0279841 0.00428559 0.0302621 -0.0207755 0.0313146 0.00667911 internal_count=931440 570209 361231 536016 34193 282798 72820 209978 124705 113905 70202 78433 269268 113688 85273 266748 10800 78942 252463 222619 2316 220303 1809 1747 6331 4461 608 70151 2618 64495 1571 67261 41566 41356 40568 1663 155580 6441 24721 54221 218494 186613 16365 170248 3440 166808 101447 shrinkage=0.0674571 Tree=32 num_leaves=48 num_cat=0 split_feature=16 20 16 20 16 17 16 30 30 9 17 15 9 11 21 13 22 20 30 29 21 29 28 19 8 16 14 7 17 14 11 29 16 21 24 29 16 22 14 7 21 0 11 27 29 21 28 split_gain=365.506 85.4002 72.0203 37.2614 31.8699 22.9372 22.0553 20.4093 16.4709 15.1567 14.1089 13.8416 13.5121 21.7229 16.2462 18.0194 13.4295 13.2314 12.6325 14.1978 18.8281 12.3116 11.7773 11.5919 11.46 10.5511 10.1064 9.8086 32.6469 13.8357 11.6495 16.0118 12.2233 9.74157 14.0949 9.64717 9.56346 9.26923 9.13186 9.12508 8.8997 8.87657 8.82892 9.76606 20.9278 14.3651 12.3228 threshold=217.89736177228315 0.55143334187301796 195.09825198991373 0.82434076099419917 231.94482301637763 77.931995060121054 147.26519230446672 1.0000000180025095e-35 1.5000000000000002 0.96284415312691873 39.407154225577159 0.35354970208734376 0.94272373144958521 0.67849081064592398 1.5000000000000002 51.59567142851531 484.25000000000006 0.29255376977296205 1.0000000180025095e-35 1.9616499984915681 6.5000000000000009 3.4685925273389144 1463.2500000000002 836.75000000000011 716.50000000000011 163.07836449676827 8.655580869321744 -15.945394992828367 56.459240935286253 56.335795751900889 0.79084262635871971 1.1773435721994232 221.26441346158688 14.500000000000002 25.500000000000004 0.22076406111264202 169.90161290322584 3756.2500000000005 14.978272757949535 -80.580303192138658 15.500000000000002 29.500000000000004 0.92862923500919725 45.500000000000007 0.63620216856836675 10.500000000000002 667.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 5 8 16 6 -1 22 26 21 17 -12 14 -14 -5 -16 33 -8 27 -20 -21 -7 -2 -22 37 -13 -4 39 42 30 -30 32 -32 35 -35 -3 -19 40 -28 -18 -15 -37 43 -29 -45 46 -46 right_child=1 4 3 12 -6 9 10 -9 -10 -11 11 25 13 24 15 -17 18 36 19 20 23 -23 -24 -25 -26 -27 38 28 29 -31 31 -33 -34 34 -36 41 -38 -39 -40 -41 -42 -43 -44 44 45 -47 -48 leaf_value=-0.0046957490611372627 0.0016627010238937795 -0.014750694898522791 -0.0067818528499698789 0.002566089602795862 0.0020800779045543594 -0.0022388136662589864 -0.0041682569865931834 -0.0042063569529444816 -0.0042030353032633874 0.0025577874622746384 -0.005610885112507547 -0.0039411567383324953 0.0024802184172869985 -0.00063790777453143785 -0.00083540702586695401 -0.0048639750693874832 0.00058714485040475925 -0.00060919540855725149 0.00041769496544395696 -0.002279361541445527 0.00097428735363663951 0.0092284898319264126 -0.015119605377601899 -0.023002365445064916 0.00046781472835685225 -0.0022041071060086262 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10.2373 9.65594 9.60358 9.58922 9.09683 8.91034 8.83958 8.74751 12.0748 9.45578 8.71793 8.61312 8.59246 8.99614 8.4025 threshold=208.85375984492217 0.63288701841049078 223.79212286414918 0.7449011105368647 24.000000000000004 0.93916631878236745 1.5000000000000002 32.646593093872077 29.500000000000004 4778.5000000000009 32.363227844238288 660.25000000000011 3.5000000000000004 874.75000000000011 27.500000000000004 0.44245734441698853 316.50000000000006 1.0000000180025095e-35 5.5000000000000009 971.25000000000011 42.999996185302741 1375.2500000000002 1107.2500000000002 463.25000000000006 20.789436340332035 14.500000000000002 0.89491363521535949 1.1606362457704837 33.686988830566413 0.95113005995322053 0.9603596865376971 142.47665940288707 900.25000000000011 15.500000000000002 13.500000000000002 12.010407447814943 0.09149546851357887 6591.5000000000009 0.97006201424663152 23.500000000000004 0.65925961391960353 487.25000000000006 0.90131834539729294 43.000000000000007 0.89915369556913693 0.42622952229295613 155.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 16 13 10 9 29 12 18 15 14 -10 43 -1 -5 -6 -3 -13 -4 23 21 22 -21 24 34 -22 -27 30 39 -2 35 32 -24 -30 -20 -18 -9 38 -38 -29 41 -41 -25 -7 45 -12 -31 right_child=1 2 8 4 5 7 -8 36 11 -11 44 17 -14 -15 -16 -17 27 -19 19 20 25 -23 31 42 -26 26 -28 28 33 46 -32 -33 -34 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.0025845458016468255 -0.0042740175036637415 -0.0072565009984980845 0.0022630477981364105 -0.0011474911733701388 -0.0069426302738091195 -0.0020376491029489388 -0.0039129084560017941 -0.014255435713420597 -0.00041433637813143091 0.0014591396619565951 -0.0018226879752125567 0.0015554651942928535 -0.0014909383677619748 -0.0047434275347316181 0.009977877066220546 -0.0034466753720911333 -0.021437477411514114 -0.00106285353892656 -0.006848573728469704 -0.006768874694185226 0.0018981941522128458 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40.5942 23.652 16.2288 11.9997 11.6649 13.0339 11.5547 11.5387 11.3856 11.3827 11.5537 11.4527 9.00109 10.5878 9.6634 8.90971 8.80923 8.75151 14.1597 8.69145 8.63113 8.39473 12.0387 10.5035 10.1186 8.26187 8.24533 threshold=0.80227373435249827 35.000000000000007 1.5000000000000002 502.25000000000006 475.25000000000006 0.87220435011458863 0.96121945967178746 3620.0000000000005 1.5987818760592509 45.000000000000007 49.500000000000007 306.50000000000006 1.0052102724000995 5.5000000000000009 695.25000000000011 19.319727522482626 738.25000000000011 1107.2500000000002 1458.2500000000002 1.5000000000000002 39.999998092651374 1191.2500000000002 0.95661684955978066 894.25000000000011 53.545301437377937 1200.5000000000002 10051.500000000002 17.500000000000004 0.94310621131741834 -66.037509918212876 1.7907615992568349 0.51889854573890848 0.70147695759199846 1110.7500000000002 0.93369491675001481 31.500635556099414 52.802271066035253 750.75000000000011 610.25000000000011 64.581573486328139 0.97215731981676756 -53.130102157592766 55.115544835857129 114.61103439331056 0.98171189857114405 110.88696018953443 0.95946268156568593 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 -3 11 9 7 8 15 29 -10 12 13 -2 -8 -5 -6 26 19 24 21 -21 41 -23 -19 -26 -18 -13 39 35 31 37 33 -22 -34 46 -4 38 -31 -7 -16 42 -20 44 -44 -43 -1 right_child=1 3 36 6 16 28 14 -9 10 -11 -12 27 -14 -15 40 -17 17 18 22 20 32 23 -24 -25 25 -27 -28 -29 -30 30 -32 -33 34 -35 -36 -37 -38 -39 -40 -41 -42 45 43 -45 -46 -47 -48 leaf_value=-0.0016667558293338709 -0.0020146928938039408 -0.0026304343748715119 -0.0036163087968615116 -0.0059333951768328168 0.0010612925824725215 8.7951619784623646e-05 -0.00037208593393140972 0.0010780251016515338 -0.0025460742755841368 -0.0031462446641022496 -0.0078396422985900077 0.0010519778005085958 -0.020934720779869586 -0.029218840416836846 -5.0743574848155193e-05 -0.00094548029671253525 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22.9783 20.8712 19.9636 20.3238 19.0815 19.1246 21.0089 18.9316 19.8694 15.5219 14.7758 51.5331 29.7193 16.3499 15.2954 14.8068 14.4711 14.3529 14.1301 13.9879 13.8872 12.9827 12.3362 12.1493 11.2839 10.7756 10.7658 10.6941 10.3652 12.6576 21.0727 14.2237 10.0283 9.82151 12.7377 9.75708 9.63252 14.245 22.0091 12.2207 12.0201 threshold=0.7449011105368647 35.000000000000007 19.738468895546621 626.25000000000011 0.93750645527783527 1.5000000000000002 1.5000000000000002 0.8860335738068813 342.25000000000006 3687.7500000000005 1.5000000000000002 1166.7500000000002 718.50000000000011 15.500000000000002 5.5000000000000009 1.5000000000000002 1.5000000000000002 44.401311112228974 0.4022712942794911 0.39532145644943845 0.87246670187173636 224.01802825927737 49.500000000000007 1643.7500000000002 30.229223893167902 1.5000000000000002 1.661298810751856 2.5000000000000004 0.23767531902363517 863.25000000000011 0.75943889840309242 1.5611869516092016 5.5275695862461163 0.95920971309609016 50.00238227844239 1.0220378308230762 6290.0000000000009 143.02126312255862 34.033751172551355 0.94138005899351673 14.500000000000002 52.638931272451494 0.82144444444444453 21.500000000000004 451.75000000000006 0.43591583117923971 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 8 13 6 7 38 23 15 42 24 12 29 14 -3 -2 21 18 -18 -19 -20 34 -6 32 -4 -17 -23 -27 -11 -12 31 -24 -1 -16 -13 36 41 -38 -5 -21 -41 -36 -10 45 -45 -44 -46 right_child=1 3 10 4 22 -7 -8 -9 9 28 11 16 -14 -15 33 25 17 19 20 39 -22 26 30 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 37 -39 -40 40 -42 -43 43 44 46 -47 -48 leaf_value=-0.011059815197934419 0.0081086830061340483 -0.0035943640088919575 -0.003965384481683841 -0.0042394272268171298 0.00079759778599890088 -0.0033118880038028038 -0.0030628867075283726 0.0011274180967719716 -0.00091440016805798561 -0.015897143676064204 0.00083402831162838998 0.0027163293264540491 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2306 30 9591 6462 458 1207 27497 5001 internal_value=0 0.0052846 0.0136778 -0.00915797 -0.000236935 -0.0327048 -0.0267332 -0.0205699 -0.00792947 -0.00389022 0.0181513 0.0160313 0.0183743 -0.0247965 -0.0233886 -0.0646892 -0.00529975 -0.045161 -0.233329 -0.00847906 -0.316692 0.00448825 0.00520261 -0.0281358 0.0395521 -0.0792008 -0.226925 -0.0572275 -0.191723 0.0112008 -0.00882015 -0.0240152 -0.0260687 -0.0171169 0.00659264 -0.00362286 -0.0305436 -0.320794 0.011728 -0.0503138 -0.0105501 -0.0232462 -0.00255918 0.00829321 -0.0339717 0.0165896 -0.0183644 internal_count=931440 802672 507653 295019 187856 128768 31997 73991 87076 81291 420577 382669 344798 107163 105974 5785 37871 7466 1218 6248 948 30405 155859 61509 37908 5364 274 4526 572 186930 49989 24712 60403 87597 30131 23118 9949 244 10457 3744 2336 9705 80719 40625 6666 33959 6208 shrinkage=0.0674571 Tree=36 num_leaves=48 num_cat=0 split_feature=16 33 16 16 17 27 0 14 9 17 24 25 11 13 17 1 21 6 12 11 6 11 24 28 23 17 13 25 14 25 25 25 30 27 0 4 22 21 25 28 27 9 19 15 5 27 15 split_gain=231.676 72.0555 45.9427 23.1051 14.4811 14.4391 13.1997 14.508 12.12 11.5328 11.6511 13.2759 11.4951 11.4797 11.0975 10.5251 10.2153 10.5658 9.89145 9.59162 12.042 9.48323 10.9629 11.2005 10.6448 9.16351 10.9309 9.62698 8.62794 9.24453 8.30712 8.23715 8.81547 8.69716 8.04831 7.9922 7.84897 7.68581 9.63465 7.51642 7.49523 7.39991 7.36874 7.2305 7.15029 7.02652 7.25321 threshold=206.88400366716408 2.5000000000000004 223.25396257950698 173.51671134311516 51.061648140515231 36.500000000000007 29.500000000000004 18.15589274393357 0.96226565292751742 101.84589508202602 4.5000000000000009 1144.7500000000002 0.80075472772841205 26.319726783672618 74.208376694101631 718.50000000000011 14.500000000000002 0.68154650191508914 110.54163056034263 0.71429417137444617 0.28314057848027768 0.9201506701506702 20.500000000000004 447.25000000000006 0.91776987587509007 44.02887578289846 51.12440250944271 746.75000000000011 12.184303241937684 929.75000000000011 417.25000000000006 658.25000000000011 1.0000000180025095e-35 17.500000000000004 52.500000000000007 91.908649444580092 867.75000000000011 3.5000000000000004 260.50000000000006 944.25000000000011 35.500000000000007 0.96744350631182219 351.75000000000006 0.2536756301778631 74.02460098266603 6.5000000000000009 0.47340678025725363 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 9 16 13 21 -8 -6 12 -11 42 -1 -5 25 18 34 40 37 20 -16 22 28 24 -24 -15 45 -28 29 -4 -7 -9 43 -34 -2 -3 -31 -10 -39 -25 -18 -22 -12 -33 -14 46 -27 right_child=1 35 6 5 8 30 7 31 15 10 11 -13 44 14 19 -17 17 -19 -20 -21 41 -23 23 39 -26 26 27 -29 -30 36 -32 32 33 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.0032817326844460652 -0.00036211914672614577 -0.0029870880386759506 -0.0012974435489568228 -0.0022369170349132287 -0.00041576303807009079 -0.02221841828637993 -0.0034841744353665549 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504 135 2603 4491 32239 172 18036 636 1385 3363 11261 210311 96 6276 2874 7254 976 3212 379 128 177 57362 31 868 2533 2674 72625 437 96550 11653 internal_value=0 0.0103448 0.0124557 -0.0240393 0.00160555 -0.0178434 0.0192207 0.0106425 0.00739627 -0.0373421 0.00575753 -0.0311463 -0.0403461 -0.0194523 -0.0149235 0.0131845 -0.00879781 -0.088721 0.00609115 0.017636 0.0365991 0.0232119 0.0209685 -0.00212554 -0.117315 -0.0173757 -0.0190725 -0.0447524 0.0230246 -0.0481626 0.0290816 0.012545 0.0179336 -0.0131445 -0.00731082 -0.0420809 -0.237363 0.00660398 0.0116648 0.00302602 -0.0323134 0.0416943 0.0003207 0.0213214 -0.0237207 -0.0156456 -0.0374357 internal_count=931440 651114 625912 280326 240378 191250 385534 122420 154423 89076 5804 3458 83272 184910 138991 108225 85955 1570 71324 9735 7132 263114 230875 18875 808 129256 124212 14624 212000 1689 6340 118792 83729 8230 84385 25202 224 71189 57539 18067 1066 7024 2749 75499 27736 109588 13038 shrinkage=0.0674571 Tree=37 num_leaves=48 num_cat=0 split_feature=13 20 2 11 11 32 6 21 17 7 20 12 27 19 27 7 28 5 21 11 23 26 14 11 14 10 25 7 1 29 11 12 21 5 27 23 14 17 4 17 28 21 25 28 17 14 29 split_gain=128.228 54.5276 52.6456 27.2759 20.3842 21.3242 17.7621 15.5915 15.0824 13.7075 13.0308 11.7643 11.6917 11.1088 14.1408 14.4912 10.918 10.116 19.4964 15.4506 12.0742 12.4199 13.7113 10.5429 10.2688 13.7234 12.3032 13.1902 14.3646 10.1117 9.94304 8.97265 9.34397 8.91505 9.44044 8.59218 8.25914 8.05182 9.16271 7.95981 7.93855 7.81909 9.21166 7.7676 12.2356 7.64533 7.61606 threshold=26.319726783672618 0.69822858765166462 23.559411764705885 0.87393550893550909 0.84058380645742714 1.5000000000000002 0.45833333551712346 14.500000000000002 47.174659109482896 -2.6025620698928829 1.114397154490095 156.43860018001263 36.500000000000007 3807.5000000000005 6.5000000000000009 -1.0000000180025095e-35 750.75000000000011 51.000684738159187 1.5000000000000002 0.7895934069629964 1.2243066064058159 3.6596423868012553 39.494322382756089 0.68105514375855802 34.51209230257826 0.73900169578962782 3687.7500000000005 -61.102117538452141 9103.0000000000018 0.09149546851357887 0.90571615638835201 103.23097038856282 2.5000000000000004 40.922742843627937 2.5000000000000004 0.32868381085357673 23.942872909776849 65.635529570023849 34.469335556030281 62.614833395001831 24285.750000000004 18.500000000000004 490.25000000000006 1418.2500000000002 57.512156511833517 75.883386667885389 0.28619957965919801 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 12 3 6 16 7 13 -6 -4 10 29 -12 30 14 15 -3 -1 23 24 20 21 22 43 37 -19 26 -26 28 45 -8 -2 32 -11 34 -5 -24 -22 46 -39 -34 -27 42 -9 44 -20 -28 -10 right_child=1 2 8 33 5 -7 9 41 17 31 11 -13 -14 -15 -16 -17 -18 18 19 -21 36 -23 35 -25 25 40 27 -29 -30 -31 -32 -33 39 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.0021721546237727734 -0.0024649715316160435 -0.0023152606895698387 0.001578845309593782 -0.0077448917571319035 7.4340617995652451e-05 -0.0034242757761318906 -0.015380838002667848 -0.016103198911690281 -0.018275305595024105 -0.002716424903886704 -0.0006734810032688795 -0.0072840337882840627 0.0051493570867507535 0.0014933922351544004 -0.0013202385793811711 -0.0083026402360555814 -0.0041724784503212493 -0.0020343298498789733 -0.0028234557568495968 0.0010471303139916691 -0.0084136527237765584 0.014647679998725616 0.014225505505898706 0.00058065432628476776 0.0063516287789875748 0.0042104157061363858 0.000160741587469297 -0.0019548614229747195 0.0023963032317883951 0.00070951317676871625 0.0011865596070283842 0.00015027524866129127 -0.00059561317527612775 0.0022248527150475219 0.00071903431810377315 -0.010931299735083146 -0.00022304776853514178 0.0050841157287198121 -0.009959623263478613 -0.0056686633290604638 0.0123454916445198 0.013008638880332131 -0.0020002378965870895 -0.00041111071400988275 -0.012037445445114609 -0.038014488598196006 0.0016281991990494799 leaf_count=71745 39077 4765 171717 604 40437 11370 178 523 88 11298 23634 1292 1023 4405 24366 2996 15015 1990 2236 7422 607 149 64 73195 563 4619 29 884 89 115204 3716 59325 97587 20576 83414 1781 7269 5200 191 1428 619 70 353 2358 928 135 14906 internal_value=0 0.0049721 0.00698026 0.000172855 -0.027907 -0.0124054 -0.00409965 -0.00186681 0.0173177 -0.00164153 0.00567082 -0.0150633 -0.0293151 -0.0249549 -0.031412 -0.0685856 -0.0373325 0.00897666 -0.00644979 -0.0219535 -0.0400246 -0.0686955 -0.0744766 0.0142093 0.0331674 0.0513306 -0.0267373 -0.0866002 -0.287932 0.01015 -0.0318408 -0.00768958 -0.013023 0.0143259 0.00975713 -0.149112 -0.0126643 0.0343222 0.067467 -0.00991411 0.0766677 -0.128771 -0.154471 -0.0495396 -0.0819175 -0.463465 0.0224051 internal_count=931440 791927 748111 451072 139513 52753 346478 41383 297039 309946 140308 24926 43816 36532 32127 7761 86760 125322 31742 22814 15392 7516 7367 93580 8928 6938 1700 1137 253 115382 42793 169638 110313 104594 84018 1845 7876 20385 5391 99015 5238 946 876 5522 3164 164 14994 shrinkage=0.0674571 Tree=38 num_leaves=48 num_cat=0 split_feature=16 31 16 20 20 17 16 20 9 23 7 17 4 25 21 22 21 18 27 8 33 21 27 18 24 25 5 28 14 27 17 23 19 7 28 20 4 21 0 16 17 16 20 27 22 9 20 split_gain=188.317 42.256 40.317 23.0912 20.9238 14.8466 14.5484 12.8141 12.6216 12.202 11.9546 24.6154 15.7759 12.5033 10.7761 17.0719 11.3571 10.1341 11.2048 13.8549 10.0175 10.0015 9.80248 11.4923 16.0638 13.7622 11.8994 10.1166 9.6354 9.33416 9.38703 10.0072 9.32302 8.94348 8.81651 8.49707 8.32856 8.29195 8.10741 8.09794 13.4582 11.2484 11.5021 11.5725 13.0318 8.40306 8.05077 threshold=217.89736177228315 1.5000000000000002 187.79838354474984 0.86588003248636747 0.56159699425036547 93.886687126108299 235.95607234008966 1.1606362457704837 0.89267238688156136 1.2615911962769484 -15.255119323730467 55.861597604361897 25.697799682617191 260.50000000000006 7.5000000000000009 634.25000000000011 14.500000000000002 2.5000000000000004 12.500000000000002 1025.5000000000002 2.5000000000000004 3.5000000000000004 6.5000000000000009 3.5000000000000004 20.500000000000004 463.25000000000006 20.789436340332035 711.25000000000011 8.655580869321744 22.500000000000004 46.528895376161024 0.15187015256270794 146.25000000000003 -80.580303192138658 607.25000000000011 0.51919436223348958 13.005383014678957 2.5000000000000004 26.000000000000004 147.26519230446672 39.407154225577159 101.96442895339955 0.72345145501817787 3.5000000000000004 1739.2500000000002 0.94522646743437932 1.3806211089948117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 20 -3 8 10 38 -1 14 33 13 34 21 29 16 -16 18 -11 37 28 -12 -15 32 -25 26 -26 -27 -4 30 -5 -32 -24 -2 -13 -7 -30 -20 -6 41 -41 42 -10 44 -44 -45 -28 right_child=1 4 3 9 7 35 -8 -9 39 17 11 12 -14 22 15 -17 -18 -19 19 -21 -22 -23 23 24 25 27 46 -29 36 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 43 45 -46 -47 -48 leaf_value=-0.0043264126183519165 0.00050843865131052987 -0.0028767415983429034 -0.0049697073640615191 0.0030649600891807178 0.0013223765541535023 -0.0040352021687601334 0.001829340824096787 -0.002947569017887093 -0.0050764799001624672 -0.00078669411236777947 0.0022659746837047851 -0.0011176959284506605 -5.890721166890318e-05 -0.0006403434541758299 0.00031441724092305689 0.0027811810934155546 -0.0049689896897190987 0.00015676667137383125 -0.01344557977114713 -0.0064744668166641234 -0.0034602666187868616 -0.016719658207877641 -0.01350351626364891 0.0010935292280135306 -0.024192027586441411 -0.0021814277724163029 -0.0037669787543618861 0.0049336585213951888 0.0007975963461857524 -0.0018620858880554331 -0.012487581494176505 -0.00015274667604280257 0.0010678790484918799 0.0020330698217883446 -0.014002716617839004 0.0014811177259076067 -0.0014293135387133454 -0.00084667161605336545 -0.00068277443014659904 7.6295663949903439e-05 -0.0020351891645353469 -0.0038590925418281676 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35006 20035 32154 20497 10055 71732 537 252763 231937 25347 11614 1315 10299 60417 146995 132136 127951 206590 85595 1343 9581 57370 5085 37199 123980 104756 19224 2601 1666 667 999 1120 shrinkage=0.0674571 Tree=39 num_leaves=48 num_cat=0 split_feature=16 30 16 9 5 20 20 14 29 0 18 8 27 20 1 0 17 5 10 9 0 21 22 17 7 25 28 23 25 30 2 14 15 28 22 8 29 29 21 5 5 15 20 25 17 0 24 split_gain=167.992 48.7077 24.5149 20.9678 22.2874 20.4036 17.6616 13.6132 13.5296 11.4048 11.2728 10.6463 10.5738 11.8019 10.4292 11.3505 9.6407 13.115 13.1424 12.2895 9.19831 10.6184 9.03085 8.82747 20.0966 15.1218 12.4068 9.44631 9.29534 8.75692 9.04233 8.60912 8.25771 12.6871 12.0423 28.0374 14.4643 17.5643 8.49379 12.5386 8.45524 8.09559 8.03173 8.031 10.5072 8.02156 9.91852 threshold=208.85375984492217 1.0000000180025095e-35 228.51956219563911 0.94061890282010929 32.646593093872077 0.71093585792519354 1.1606362457704837 33.214710080735408 0.18188653451811351 26.000000000000004 6.5000000000000009 731.50000000000011 36.500000000000007 0.40488478657242943 3947.5000000000005 24.000000000000004 57.010607364132476 70.001785278320327 0.5474078395259615 0.96569557418614027 33.000000000000007 16.500000000000004 7549.7500000000009 50.07383341266894 -8.1301026344299299 1857.2500000000002 971.25000000000011 1.1775233899517852 646.25000000000011 2.5000000000000004 12.549319727891158 20.887671921162497 0.26694176385558793 24285.750000000004 2151.2500000000005 3035.5000000000005 1.1824976766153239 0.99998881256572625 1.5000000000000002 122.00475311279298 94.851226806640639 0.70310220193599637 0.60859748874674258 899.25000000000011 60.814910189177446 45.000000000000007 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 14 12 -3 9 -8 -2 -7 11 20 45 -14 15 42 -6 19 -19 -18 43 31 23 32 26 28 -25 -28 -26 30 -11 -22 34 -34 -4 36 37 40 39 -39 -36 -31 -1 -10 -45 -5 -47 right_child=1 5 22 4 16 6 7 -9 10 29 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-0.0334174 internal_count=931440 629407 548027 302033 249774 81380 52718 8115 295581 44603 294518 294292 174493 5773 52259 48148 75281 26646 2241 24405 174190 64207 252446 239120 2782 854 1928 527 667 22053 8719 63626 236338 229447 6891 2771 764 427 291 96 136 13334 17375 109983 2316 168720 52702 shrinkage=0.0674571 Tree=40 num_leaves=48 num_cat=0 split_feature=16 33 16 0 17 17 9 9 11 16 29 11 7 17 11 29 10 11 18 25 17 26 6 24 25 22 12 24 8 19 10 24 22 12 17 32 16 11 15 15 1 24 5 6 22 19 11 split_gain=147.826 46.2796 32.7211 14.4965 13.1833 13.1135 11.8684 11.8619 12.6802 11.0969 10.8328 10.8223 11.2678 22.4035 14.0959 13.989 10.7544 11.2613 11.2076 10.8168 10.3964 9.93323 9.97747 9.09714 10.0238 8.88693 16.5856 8.43456 8.01077 7.93297 8.85112 7.80366 9.00312 7.89433 7.75784 8.13185 8.83016 7.7345 7.66141 7.57705 8.63252 8.56103 7.62713 7.50437 9.78563 9.25044 9.02483 threshold=204.2658458562714 2.5000000000000004 222.18834807449323 29.500000000000004 56.723151551322879 87.504518117684015 0.94681356206178913 0.96185018016665425 0.68105514375855802 149.33994607087831 0.15764761993340906 0.92709665387894302 -1.0000000180025095e-35 53.984616933467628 0.82703864578864594 1.273352460373135 0.96598706039511051 0.60309115902985644 3.5000000000000004 664.25000000000011 51.061648140515231 1.2249749478699072 0.81051909913787823 14.500000000000002 694.25000000000011 1013.2500000000001 124.05939751330901 5.5000000000000009 5219.5000000000009 551.25000000000011 0.67768191255619603 20.500000000000004 721.25000000000011 102.24011537017763 40.223817566094596 1.5000000000000002 169.90161290322584 0.78151876586411706 0.71652935369675819 0.53885936722138583 314.50000000000006 25.500000000000004 28.998774528503422 0.45833333551712346 867.75000000000011 949.25000000000011 0.75193053070960059 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 21 9 -7 43 -9 -1 -4 12 -12 16 -15 29 18 28 -14 31 -10 22 27 -6 -25 -21 -27 -5 -18 -16 -31 32 -20 -34 35 36 -11 -29 -22 41 -41 -33 -43 44 45 -2 -45 right_child=1 -3 10 4 23 6 -8 8 20 34 11 -13 13 14 15 -17 17 -19 19 25 38 -23 -24 24 -26 26 -28 37 -30 30 -32 39 33 -35 -36 -37 -38 -39 -40 40 -42 42 -44 46 -46 -47 -48 leaf_value=-0.0030558458862438775 -0.0030818886826172306 -0.0022573654790260184 -0.0050155332158204804 -0.002626956155508225 -0.001321961588776446 -0.0015945125463018154 0.0039547446014921665 0.0026611976951213751 -0.00066806356150498703 0.00042486618380611533 0.0013119021539344125 0.0021431993698843026 0.00085063485298206818 -0.0003487471161190232 0.001799012911921143 0.0018067114747177938 -0.048598476229000091 -0.002828387473718406 0.00016394232136116412 0.0020442391351236855 0.0010583945487941764 -0.0041629648494570619 -0.0029811340476956004 -0.00090866025813796352 0.0034964423219055346 -0.047753157392192269 0.003907072110738409 -0.0021128705355936547 -0.0084506084290261775 -0.0079949075353741225 -0.029718345559025968 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threshold=208.85375984492217 1.0000000180025095e-35 661.50000000000011 0.95542933057332491 34.00000190734864 0.53051961033768325 29.500000000000004 1.1606362457704837 0.71195967782659209 33.214710080735408 10.202223162354422 0.80393122766347924 16.517478251184258 0.93053454334475483 1.5000000000000002 32.885648206727794 239.25203430174824 -84.781875610351548 30.500000000000004 43.574116139070419 24.000000000000004 0.60859748874674258 4633.5000000000009 28.000000000000004 18.762377012080435 26.000000000000004 1.6327221651845181 1.5000000000000002 41.168947035123196 1445.5000000000002 48.448551177978523 1666.2500000000002 2.5000000000000004 0.95689852803996911 0.60714285960039949 1.5000000000000002 314.25000000000006 2.5000000000000004 0.97734216757259629 6.5000000000000009 32.275566056792584 -8.1301026344299299 2.5000000000000004 0.69619015788133443 260.50000000000006 6.5000000000000009 8.655580869321744 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 20 8 -3 19 25 12 -9 -4 -10 -5 14 17 -16 28 -12 24 -2 21 -1 26 -6 -8 27 -22 -7 -17 -30 -19 32 39 34 -33 36 37 -13 -14 40 -32 -42 43 -21 45 -44 -47 right_child=1 5 10 4 23 7 18 9 11 -11 13 35 38 -15 15 16 -18 30 -20 42 22 -23 -24 -25 -26 -27 -28 -29 29 -31 31 33 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 44 -45 -46 46 -48 leaf_value=-0.0032481514530647349 -0.0062092530283095176 -0.002413197328752708 -0.032164025653163508 -0.002858863359013072 0.0023775727301376167 0.0075932371903424207 -0.002237826823538968 -0.0016302258311047622 -0.0020581447754604615 -0.0083577605240764113 -0.0045755269960924046 0.0040787079786710539 0.00098081125199794752 0.0012128895409239044 -0.00092275306159253804 -0.00019309244876353682 -0.049797639189046089 0.0026136731533088612 -0.0081890993243053951 -0.021045919937249708 -0.0024501422024759659 -0.00035297848663652214 0.001227096573623703 7.7321410509562846e-06 -0.00014235949226525392 -0.00073264035853526127 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7.94086 8.7069 8.14958 9.32959 7.73186 7.46199 7.37988 7.2457 11.6524 11.4138 10.8754 9.27577 threshold=218.9436354971937 178.08471784502115 1.5000000000000002 0.18188653451811351 7.5000000000000009 507.75000000000006 52.500000000000007 45.239075993982546 0.53051961033768325 0.91053656311009268 -1.0000000180025095e-35 260.50000000000006 31.500000000000004 0.92027272001151472 3947.5000000000005 0.71652935369675819 56.459240935286253 0.77635915808329614 1.3065432872608287 0.86538957432459251 0.82610264132003275 69.170048903248684 1.7584027122665802 16.500000000000004 6.5000000000000009 3.5000000000000004 2.5000000000000004 0.46126621301651166 0.87229391728025341 2768.5000000000005 0.26694176385558793 3.5000000000000004 3.5000000000000004 1.5000000000000002 53.438894223082237 1171.5000000000002 -15.945394992828367 0.96484173022233721 17.500000000000004 0.79426460326953763 40.500000000000007 28.500000000000004 101.96442895339955 0.96610989876450037 -16.699242591857907 0.94842532109724098 57.119792037666365 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 20 9 -3 7 -6 35 -5 -4 10 27 32 -8 15 29 -9 30 -18 41 -16 42 -22 33 24 25 28 -27 -2 -24 -15 -13 -32 -12 -10 39 36 -7 38 -38 -35 -33 -19 43 45 -45 -1 -44 right_child=2 3 8 4 5 6 12 13 22 -11 11 16 -14 14 19 -17 17 18 -20 -21 21 -23 23 -25 -26 26 -28 -29 -30 -31 31 40 -34 34 -36 -37 37 -39 -40 -41 -42 -43 46 44 -46 -47 -48 leaf_value=-0.0054840303931856533 0.00438475906879924 -0.0035166513650117929 -0.0023101932474974577 0.002031397991684239 -0.0014684529573162652 0.0027999591911376524 -0.020054765158142036 -0.00018457587126657706 0.0040746359342191656 0.0017096033604064424 0.0011980860391614522 -0.0038052075951333854 0.0069229454911146626 -0.0026537724852730262 -0.0031612088455218925 -0.0010677001524305864 0.0074567906179947895 -0.020473417048733514 0.0018621258972819892 0.0088015205798398968 -0.00080446935667880968 0.007935553719012561 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7.28876 10.4102 7.21647 7.1069 7.0019 7.74409 6.99802 6.80689 7.52486 6.69534 6.65808 17.6339 6.64892 6.61532 9.17524 6.60995 6.44603 8.23641 9.72911 7.06653 7.66646 6.43482 6.43467 6.38321 6.15174 6.11918 threshold=203.85987078161159 2.5000000000000004 222.00087038717484 0.91593121785488885 26.319726783672618 11.500000000000002 0.96185018016665425 -6.3401911258697501 29.500000000000004 58.500000000000007 18.15589274393357 199.18733752154182 0.20007468259895447 545.75000000000011 50.999996185302741 1.5000000000000002 18.045008613542961 13164.000000000002 51.000684738159187 0.75193053070960059 296.20722961425787 0.44245734441698853 3.6596423868012553 0.80598207938633482 1.5000000000000002 0.90747681228458554 -89.940933227539048 260.50000000000006 314.25000000000006 0.83547087878260962 64.850675378416824 0.65826711539675542 0.82144444444444453 564.25000000000011 0.69853584290859205 0.97749293934486514 3.5000000000000004 0.902373908143139 -1.0000000180025095e-35 316.50000000000006 23.789498547586472 2.5000000000000004 241.57730102539065 35.000000000000007 0.09149546851357887 0.82028226888549682 750.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 21 23 11 15 25 37 10 -10 14 -13 27 34 16 24 -18 19 -17 -19 -1 -23 43 -2 -8 -27 36 -25 -30 -3 -14 42 -29 35 -6 -9 38 -4 -40 41 -41 -33 46 -12 -35 -5 right_child=1 30 8 4 5 -7 7 13 9 -11 44 12 31 -15 -16 18 17 20 -20 -21 -22 22 -24 28 -26 26 -28 33 29 -31 -32 32 -34 45 -36 -37 -38 -39 39 40 -42 -43 -44 -45 -46 -47 -48 leaf_value=-0.0042085566462196008 0.0074496804159088657 -0.002084643550397525 0.0012817700463524451 -0.0011909820151075031 -4.0869589985579098e-06 0.0028239679081190601 -5.100774690067663e-05 -0.00040634327641773444 -0.0027948745590505356 -0.031323589082080175 -0.025829329282848049 0.019610162026803657 0.0038756807185033426 0.00032834176159141808 -0.0029146030566645008 0.00038112728556259157 0.0034551514747869958 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-0.00956869 -6.80342e-05 0.00410084 0.0121322 0.00521433 0.00541992 -0.0112246 0.028647 -0.000594758 -0.012763 -0.00978316 0.022825 0.0347483 -0.0129553 -0.0077797 -0.0615796 -0.0373131 -0.025991 -0.0247144 -0.105952 0.0180373 0.0266873 -0.0123695 -0.0149307 -0.012182 -0.0284034 0.0199353 -0.0143632 -0.0110242 -0.0109215 0.00464489 -0.14078 0.0155205 0.0131092 0.00676958 0.00726949 -0.00234567 -0.0792393 -0.0343601 0.00688462 -0.0377731 -0.0242572 internal_count=931440 680767 654302 250673 225000 148531 244248 170909 410054 134812 134753 143898 5346 127837 138552 73339 6502 5951 66837 54519 869 25673 17687 76469 551 43072 29496 40510 37963 36428 26465 5174 2703 40090 130649 22582 420 275242 220499 106215 105926 44398 1643 38506 130668 7544 23905 shrinkage=0.0674571 Tree=44 num_leaves=48 num_cat=0 split_feature=16 33 16 17 0 17 17 9 26 27 11 11 7 17 11 29 10 25 26 6 16 14 21 29 22 11 25 11 27 24 28 22 19 20 20 17 7 22 24 28 29 28 9 22 28 16 13 split_gain=86.1708 28.2287 19.2968 12.4122 10.6661 10.2801 9.80922 9.69072 9.66371 9.7749 8.70063 8.5828 10.8282 18.9163 13.9253 12.9811 11.0593 9.55863 8.57628 8.73486 8.31692 8.06896 8.53107 7.88012 7.85648 7.62355 9.38827 7.38587 7.36248 9.50536 9.88369 9.49694 9.10343 7.71605 7.5996 7.35822 7.33195 7.50804 7.29108 12.9071 7.74195 7.49033 7.21647 8.60632 7.1885 7.08796 7.01708 threshold=203.45928421636961 2.5000000000000004 221.26441346158688 52.910201908914736 29.500000000000004 87.504518117684015 56.723151551322879 0.97143072499973093 0.8382310609908904 24.500000000000004 0.69367860400469106 0.90798418637595479 -1.0000000180025095e-35 53.984616933467628 0.78266216216216222 1.3065432872608287 0.96598706039511051 260.50000000000006 1.2040729924484614 0.81051909913787823 147.26519230446672 19.139622349650299 6.5000000000000009 0.44349813519390896 305.25000000000006 0.58787869911251489 3411.5000000000005 0.46126621301651166 37.500000000000007 10.500000000000002 785.25000000000011 624.25000000000011 210.75000000000003 1.0562803939827843 0.3289552098362713 39.745925833848581 -44.940931320190423 305.25000000000006 20.500000000000004 447.25000000000006 1.0232863294540719 717.25000000000011 0.95308020568931395 6077.5000000000009 563.25000000000011 156.95930658387076 21.133621849417334 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 20 18 10 9 -5 -7 12 27 16 -15 44 17 -14 19 23 -1 -8 -23 -6 -11 26 -18 -4 29 30 31 33 -33 35 -30 -22 -32 -38 -19 40 -40 -41 -29 -44 -16 -12 -10 right_child=1 -3 11 8 6 7 21 -9 46 24 45 -13 13 14 15 -17 25 38 -20 -21 28 22 -24 -25 -26 -27 -28 42 34 -31 36 32 -34 -35 -36 -37 37 -39 39 41 -42 -43 43 -45 -46 -47 -48 leaf_value=-0.0026610873734148059 -0.00048623538157682131 -0.0017543196779951076 0.0034358828325518993 -0.0012061459335751435 -0.0025507920880801322 0.0020228019343520752 -0.0026735788853917259 0.006470751244840884 -0.013203212268354362 -0.025446552493651894 0.0012284840886116876 0.0014331713140354541 -0.012337035498296713 0.002249680005098544 0.0013250179423394243 0.0025333096298715556 0.0028158452962163392 0.00054016850746619141 -0.0035861714513517485 -0.002521579183825591 0.002410727916211886 -0.00079871024811113689 0.001487609447368298 -0.000735797207637049 0.0019448433925020679 -0.003692145652588668 -0.046592609094848546 0.00041179060046780708 -0.0085982665379162413 -0.0015458129379401486 0.00072239757360198671 0.014732442706536083 0.0021834891493513371 0.0031254264027412593 0.0042310215877602551 -0.0010331407842198547 -0.013335649481293572 -0.0023628838991468716 -0.017916529253886839 -0.00098789970540968486 -0.0038712427121211112 0.0035187219902513174 0.0011850526617959243 0.0048523567509253891 -0.019509394499753217 -0.0085444297724174348 0.00089319962443145946 leaf_count=8964 119867 26654 5467 23016 13915 4555 7366 1638 161 48 617 70974 269 426 86 201 30 154804 10788 30300 3343 30752 9791 49993 6518 2157 42 73297 231 29908 4134 272 7998 3055 2323 18155 294 8146 302 15920 437 1876 94003 3005 609 746 83987 internal_value=0 0.0058968 0.0071901 -0.00010774 -0.0158844 -0.00752496 -0.0210442 0.0278529 0.00737573 -0.00817112 0.00901201 0.0112116 0.00919382 0.00367652 -0.115496 -0.186264 0.0045725 0.00547112 -0.0264546 -0.0233962 -0.0106038 -0.00918693 -0.00365524 -0.016766 0.0258624 -0.065418 -0.385516 0.0147546 -0.00728288 -0.00907372 4.53897e-05 0.00917797 0.0384871 -0.000693986 0.0455202 -0.00737668 -0.0237942 -0.0406942 0.00576343 -0.0129797 -0.142476 -0.00760225 0.0135932 0.0192516 -0.250994 -0.0610825 0.0128412 internal_count=931440 684156 657502 233597 247284 94379 152905 7556 113730 29582 5918 423905 352931 177159 1322 896 175837 173608 104996 94208 86823 47909 40543 63908 6566 2229 72 175772 77859 75305 45397 32823 8270 24553 2554 21498 12574 8440 173339 18535 739 17796 170305 97008 695 1363 84148 shrinkage=0.0674571 Tree=45 num_leaves=48 num_cat=0 split_feature=16 30 16 29 17 17 11 4 10 26 19 27 14 8 24 18 25 7 5 2 26 18 26 29 23 8 10 27 29 8 16 26 14 9 0 10 8 22 10 8 22 8 26 7 4 5 22 split_gain=74.678 22.568 18.2309 11.3203 12.0054 10.2083 14.0515 12.2194 10.2057 9.89182 9.79769 15.654 15.018 13.8521 10.1804 11.1581 12.892 9.93241 9.57102 9.14595 11.2975 9.14282 9.05763 11.1235 8.63393 8.59867 8.84166 8.56604 8.17419 15.8653 8.17061 13.7824 8.48099 9.54207 7.95352 7.93377 7.73167 13.0513 7.69494 9.11329 14.4955 25.0305 17.235 19.4672 14.659 15.7986 9.29797 threshold=215.45490090727836 1.0000000180025095e-35 171.13473907533987 0.18188653451811351 43.722957430339612 74.208376694101631 0.72487586891757705 25.00000095367432 0.96974318334191645 2.040675588941451 738.25000000000011 2.5000000000000004 9.5481908736981485 791.50000000000011 19.500000000000004 3.5000000000000004 397.75000000000006 -88.306980133056626 28.998774528503422 48.063858695652179 1.4138166987503062 6.5000000000000009 0.93966955366030547 0.12806734833148872 0.86400436919716006 336.50000000000006 0.63086005840840242 13.500000000000002 2.0189688165931621 2517.5000000000005 101.96442895339955 1.0583862444522478 70.216242128459854 0.94842532109724098 51.000000000000007 0.63616366186834261 1072.5000000000002 4894.5000000000009 0.96238197333760955 5798.5000000000009 2151.2500000000005 3035.5000000000005 1.0907610877945804 -2.587960839271545 38.774423599243171 152.64251708984378 808.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 10 30 -4 36 9 8 -8 28 -6 11 13 -12 17 -13 -16 -17 18 -2 20 24 25 -14 -24 -3 26 -18 34 -7 -30 31 32 33 -1 -11 -29 -5 -38 -25 40 46 42 43 -42 -43 -46 -40 right_child=1 19 3 4 5 6 7 -9 -10 27 12 14 22 -15 15 16 21 -19 -20 -21 -22 -23 23 38 -26 -27 -28 35 29 -31 -32 -33 -34 -35 -36 -37 37 -39 39 -41 41 44 -44 -45 45 -47 -48 leaf_value=-0.0051633581805062235 -0.0052165391425891506 -0.0016133043313552766 -0.0028371419332517498 0.0012408334107378049 -0.00050395091771219115 0.0031107384909934716 -0.005804550473662292 0.0020975078321657935 -0.0184706367739427 0.001802521370058812 -0.029787664930255874 0.00061867002166392053 -4.9809997228826314e-05 -0.03594486630830046 0.00036821357577742551 -0.019413333838147216 -0.024072238636150819 -0.0019838049219302796 -0.029163381114771108 0.00054032001171604041 -0.0035121131768100608 0.012442179145578674 -0.026917541269799283 0.0013085811610578731 0.00043793291521953621 -0.0017107219308251742 -0.0030235180097789912 -0.016256225825052852 -0.02308641903599299 0.0015455046393161344 -0.0017693723391438636 0.0081740480968031087 0.0095400945540975272 0.0017264093088628974 -0.0056579257442078744 -0.0049176811193366058 0.010673054973560173 -0.0052922508327561098 -0.011128199035428903 0.0027782719989083537 0.0025405678615712719 0.00046083817116768585 -0.0066311208416346568 -0.034921085843505277 -0.0070203957109371447 -0.051214051092106215 0.0013249820704758031 leaf_count=1798 172 20850 8889 7266 272039 10340 2054 1572 105 1755 72 215927 30653 70 22563 191 160 1030 136 20410 7817 203 64 179186 16911 14385 210 326 161 456 76748 990 336 1862 1033 2026 987 305 293 2539 81 1624 419 286 126 52 3962 internal_value=0 0.00774434 -0.0103985 -0.00688859 -0.00584798 -0.00693045 0.0187606 -0.0352628 0.0364689 -0.00829184 0.0101545 0.00593995 0.0150548 -0.09921 0.00652366 -0.00863598 -0.0296283 -0.0765231 -0.234082 -0.00958309 -0.0174613 -0.0263319 0.0152047 0.0177955 -0.010298 -0.0292318 -0.179754 -0.0517521 0.0394423 -0.0723712 -0.0236812 0.0155456 -0.0106236 -0.0245821 -0.0142564 -0.0961984 0.031069 0.102349 0.017937 -0.00998027 -0.0289647 -0.0879796 -0.236888 -0.39511 -0.0230286 -0.295461 0.00692965 internal_count=931440 540392 391048 309314 300425 291867 14688 3626 11062 277179 474404 255047 219357 1408 253639 37712 15149 1338 308 65988 45578 14958 219285 188632 37761 14755 370 5140 10957 617 81734 4986 3996 3660 2788 2352 8558 1292 188568 9382 6843 2588 786 367 1802 178 4255 shrinkage=0.0674571 Tree=46 num_leaves=48 num_cat=0 split_feature=16 20 0 28 17 21 6 15 4 0 17 21 17 16 26 28 25 18 13 5 19 10 28 19 21 28 6 7 22 4 6 1 17 11 15 18 21 1 6 26 28 22 8 22 10 26 0 split_gain=68.0008 22.9549 19.5054 11.0995 9.95519 9.70975 9.60061 9.56435 10.284 9.27457 7.84822 7.79589 7.70155 7.79964 7.57936 7.5568 7.24511 23.0849 33.1553 27.4292 12.2698 10.7356 13.9345 10.5513 9.29088 9.24205 16.8405 8.78312 8.63136 8.21871 8.13216 8.11711 7.6182 8.47689 8.0166 7.42252 7.24162 9.30624 7.18379 7.15195 7.14829 7.14001 6.88918 6.76653 8.22815 6.6867 6.65119 threshold=203.45928421636961 0.63288701841049078 33.000000000000007 691.25000000000011 62.614833395001831 13.500000000000002 0.75913199140060805 0.2536756301778631 49.001987457275398 29.500000000000004 87.504518117684015 11.500000000000002 56.723151551322879 186.26587538132478 1.193694009195766 657.25000000000011 1144.7500000000002 1.5000000000000002 45.040723662062142 36.407592773437507 920.25000000000011 0.90509704151461923 2134.7500000000005 1306.2500000000002 9.5000000000000018 1379.2500000000002 0.17648744097543145 -78.095302581787095 3168.2500000000005 12.823795318603517 0.52777778063828673 135.50000000000003 56.594116684794919 0.60752254182772936 0.53003363208595433 2.5000000000000004 11.500000000000002 268.50000000000006 0.81051909913787823 0.27198326359832642 10051.500000000002 510.25000000000006 10464.500000000002 816.75000000000011 0.89193478706861951 0.27198326359832642 51.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 -2 15 4 5 -4 -7 8 42 10 36 -9 14 -14 38 -3 31 25 19 35 -21 22 24 -22 -20 26 28 29 -18 -27 32 -17 34 -34 43 39 -1 -38 -11 -19 -33 -15 45 44 -28 -5 -47 right_child=1 2 3 7 -6 6 -8 11 -10 12 -12 -13 13 41 -16 16 17 18 21 20 23 -23 -24 -25 -26 27 30 -29 -30 -31 -32 40 33 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 46 -48 leaf_value=-0.00073889905811448523 -0.0011541219471050206 0.00043045934165521227 -0.00035054222248098168 -0.030911460452146388 -0.0059681236611275647 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788 63663 7569 3004 18687 4214 11077 224 31 146 2267 114 461 2764 300 63 33 55 32 33162 54 5182 6146 150351 67 114 46 98 897 2246 30212 536 58 25008 40 4971 52 2885 802 internal_value=0 0.00506587 0.0065787 -0.000872696 -0.00839802 -0.00721573 -0.0536205 0.00562844 -0.0393239 -0.0142858 -0.00648754 0.00737643 -0.0190974 -0.00859164 -0.0238931 0.0106652 0.0149292 0.00529347 -0.0494483 -0.185437 -0.339219 -0.0134989 -0.0596256 -0.403903 -0.0331859 0.0127317 -0.0121195 0.0201828 -0.455584 -0.017875 -0.00882103 0.0185559 -0.037596 -0.239207 -0.0304422 -0.0596516 -0.00918209 0.0379408 -0.020974 -0.0226731 0.0188392 0.00161173 -0.0610507 -0.0266605 -0.308113 -0.0566216 -0.0521555 internal_count=931440 684263 640562 226876 105155 103625 4321 121721 4556 247177 94316 117165 152861 47909 104952 413686 207327 56694 6782 1418 638 5364 2600 524 2300 49912 11513 38399 85 5237 11428 150633 5282 181 5101 780 86747 3143 93875 682 150409 29222 3768 5055 84 3728 3687 shrinkage=0.0674571 Tree=47 num_leaves=48 num_cat=0 split_feature=16 9 11 5 31 21 28 21 5 11 7 25 21 22 20 10 5 27 16 4 17 11 4 27 5 27 20 20 22 4 24 5 4 19 25 20 20 28 28 7 28 8 22 10 10 26 11 split_gain=58.8525 18.6131 23.0094 14.8748 14.5953 9.89828 13.6745 9.48574 10.3234 8.42617 11.593 8.76882 8.54354 8.15895 8.07528 7.92208 10.2722 9.32522 9.35018 8.10723 7.85679 16.9258 9.0759 8.7656 7.79023 7.7608 9.13423 7.71829 7.6904 7.57957 7.51679 15.47 7.69157 13.1338 12.5034 9.66984 9.18873 8.09584 7.34563 7.31284 12.6012 7.29531 6.95573 10.1282 6.85388 7.23821 6.81448 threshold=218.11838226326446 0.95571471317431833 0.68360297285065419 34.00000190734864 1.5000000000000002 2.5000000000000004 316.50000000000006 1.5000000000000002 50.999996185302741 0.91053656311009268 -1.0000000180025095e-35 260.50000000000006 3.5000000000000004 250.25000000000003 0.87534766346949466 0.9592301406373851 71.000205993652358 2.5000000000000004 158.63521036555326 35.000791549682624 56.335365953385427 0.7750171467764061 28.999998092651371 29.500000000000004 159.09407806396487 52.500000000000007 1.0516580103291167 0.60859748874674258 3168.2500000000005 26.261273384094242 1.5000000000000002 491.99821472167974 91.908649444580092 7006.5000000000009 1244.7500000000002 0.71712835876049208 1.1606362457704837 1158.2500000000002 393.25000000000006 -64.970252990722642 1275.2500000000002 1788.5000000000002 556.25000000000011 0.79810664656571817 0.73582571439477074 1.1086571802880936 0.46126621301651166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 15 5 9 38 13 29 27 10 46 12 -12 -7 42 16 17 19 -19 -3 -13 -22 23 -23 -10 28 -27 -9 39 -1 -6 32 35 34 -34 -32 -37 -35 -4 40 -16 -18 43 -8 45 -43 -2 right_child=4 2 3 -5 30 6 14 8 24 -11 11 20 -14 -15 25 -17 41 18 -20 -21 21 22 -24 -25 -26 26 -28 -29 -30 -31 31 -33 33 37 -36 36 -38 -39 -40 -41 -42 44 -44 -45 -46 -47 -48 leaf_value=-0.0014329016085957451 0.0036906901241441645 -0.0093186581629476437 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0.00085156343862880565 leaf_count=6401 3937 542 2164 67457 4407 596 23979 19068 20349 67189 144 197509 255 340 8076 83 32 2352 18977 54 382 569 183 102 664 182 92 62684 114 8247 19194 45 36 447 105 26762 5810 1800 29627 109094 127 59 45079 6822 1021 71 168211 internal_value=0 -0.00847378 -0.00448943 -0.0068835 0.00746013 -0.0107687 -0.00809488 -0.019229 -0.0226224 0.00944113 0.00757634 0.00238107 -0.145717 -0.128673 -0.00751181 0.025835 0.0269427 0.0220452 0.0254927 -0.101328 0.00267839 -0.0768018 -0.155067 -0.208904 -0.0423919 -0.00232538 -0.170427 -0.017541 -0.00193309 0.00457837 -0.00736145 -0.0105908 -0.0101038 -0.0655916 -0.361645 -0.00754414 0.0029476 -0.0470142 -0.0271276 -0.00168078 0.027114 0.11771 -0.0155556 -0.0271384 0.130804 -0.085454 0.0135863 internal_count=931440 434353 316940 293749 497087 226292 194501 117413 102765 438481 371292 199144 399 936 193565 23191 23108 21925 21329 596 198745 1236 854 671 21013 117685 274 81752 117411 14648 58606 54199 54154 2388 141 51766 32572 2247 31791 117297 8203 1183 75880 30801 1151 130 172148 shrinkage=0.0674571 Tree=48 num_leaves=48 num_cat=0 split_feature=13 20 2 9 11 21 25 17 14 32 21 10 9 17 13 21 23 14 22 27 14 29 27 22 18 25 21 29 22 13 29 19 27 27 20 18 10 12 21 12 6 17 13 11 11 9 11 split_gain=36.5041 19.9433 20.7893 14.2814 11.3629 11.2067 12.6609 13.1541 9.78318 9.48078 11.3678 9.33543 9.01475 8.57081 8.23011 10.5771 8.0347 8.20697 9.93914 8.44306 7.806 12.9594 7.68878 7.56174 7.51996 14.111 7.43071 7.42968 7.37102 10.8545 12.3835 8.34809 12.9508 7.09719 16.7749 8.22099 7.59412 7.00614 7.00512 6.9887 6.94066 6.84136 9.87103 10.2103 6.85852 6.80499 8.44581 threshold=26.319726783672618 0.51919436223348958 23.559411764705885 0.96247317320864545 0.84058380645742714 1.5000000000000002 1166.7500000000002 50.706404218817362 17.918140862522158 1.5000000000000002 14.500000000000002 0.89193478706861951 0.97565076228119718 45.602317909147558 39.731255221356342 2.5000000000000004 1.5823368077865831 39.494322382756089 1430.2500000000002 9.5000000000000018 13.32264283412225 0.94411593826525442 14.500000000000002 862.25000000000011 1.5000000000000002 1031.2500000000002 8.5000000000000018 0.09149546851357887 604.25000000000011 19.581200508142384 0.18188653451811351 678.25000000000011 31.500000000000004 45.500000000000007 1.1374730574686323 2.5000000000000004 0.80230933512958325 89.802038200428285 18.500000000000004 73.802038200428299 0.8725491048763675 63.936310141953832 52.128058249923832 0.83053704240316828 0.90001332977872572 0.89655783160492031 0.56782011961176437 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 11 -1 8 22 -8 13 10 28 24 16 -4 15 -5 17 18 19 -9 21 -17 -7 26 -3 -26 -13 -16 -6 30 -30 32 -32 -22 35 -35 -36 -37 39 -12 -34 44 43 -43 -24 -19 -47 right_child=1 2 5 14 9 6 7 12 -10 -11 38 23 -14 -15 27 20 -18 45 -20 -21 33 -23 41 -25 25 -27 -28 -29 29 -31 31 -33 40 34 36 37 -38 -39 -40 -41 -42 42 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2443 203295 2164 223824 35992 123107 81201 15789 82256 40384 9818 3254 2496 2012 201131 3362 2982 380 2478 958 884 225 138464 6836 6163 131628 3288 2380 shrinkage=0.0674571 Tree=49 num_leaves=48 num_cat=0 split_feature=0 20 1 22 29 4 13 21 25 17 12 11 0 29 11 7 9 22 13 12 5 23 10 9 30 10 5 5 12 9 28 11 4 6 23 23 23 28 13 24 17 18 21 24 21 22 13 split_gain=37.3288 32.1023 20.2258 17.2184 14.6028 16.9369 15.8218 12.2034 20.7042 14.6718 16.2913 19.3295 11.69 10.9528 10.8446 11.1712 10.8365 10.7871 10.6771 11.2966 10.3579 12.1139 10.2098 9.83463 9.7102 9.35628 9.5729 12.4683 18.6115 16.8808 9.68385 9.23053 8.91285 12.0107 8.7578 8.48404 8.85539 9.52857 9.51324 8.75074 10.5714 8.4359 8.26127 8.26064 8.24332 8.01352 13.4979 threshold=48.000000000000007 0.7449011105368647 718.50000000000011 3756.2500000000005 1.5326139875534484 47.00000190734864 30.762726860178724 1.5000000000000002 1191.2500000000002 50.49472241924898 676.5848301514751 0.70981127910826636 17.500000000000004 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17027 119925 317952 271055 49130 37343 454 367199 46897 11787 9393 108947 221925 6675 5899 339 311 93707 3851 12317 46602 6269 4243 2727 2456 271 295 48890 43652 128218 5471 4938 3402 3192 1536 411 240175 239964 3596 33158 40333 19182 shrinkage=0.0674571 Tree=50 num_leaves=48 num_cat=0 split_feature=16 30 8 27 29 18 29 27 22 20 14 26 17 0 20 12 4 0 27 15 9 14 24 29 9 20 22 0 27 17 13 28 13 12 23 9 28 6 23 15 16 6 27 22 6 15 26 split_gain=43.701 16.0852 11.7995 11.7824 15.1352 11.5516 11.0662 15.2803 10.3925 10.3323 10.048 9.20962 8.94748 8.91121 8.69003 8.62676 8.49615 8.34746 8.05359 8.04821 20.3416 7.42135 7.32608 7.2768 7.21765 7.06037 6.38367 6.82188 8.09458 9.24333 9.2992 7.092 8.6125 7.14229 6.78028 6.09939 8.886 9.08637 7.95032 7.22596 9.11541 8.00472 6.6834 6.62069 6.31819 6.10643 5.91653 threshold=203.45928421636961 1.0000000180025095e-35 724.50000000000011 2.5000000000000004 0.93760986354522913 6.5000000000000009 1.8294991784853893 16.500000000000004 3460.5000000000005 0.80871910673190694 10.202223162354422 4.6017441061456017 38.88699332271343 35.000000000000007 1.1606362457704837 40.503048327204944 16.66513824462891 51.000000000000007 37.500000000000007 0.81324891668890731 0.73704584229553805 21.253235251131084 19.500000000000004 0.054523413294691493 0.89267238688156136 0.39081607812813252 305.25000000000006 24.000000000000004 20.500000000000004 87.504518117684015 62.7095668973164 785.25000000000011 40.143886354552293 199.18733752154182 0.2208891926677379 0.9215724025459241 1877.2500000000002 0.30434782809952038 1.7934020958802479 0.40052831325462152 241.64791877559992 0.75000000818223211 6.5000000000000009 9676.0000000000018 0.48936171805610362 0.81324891668890731 1.2943909014296457 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 2 3 4 -2 8 9 11 13 -3 -4 16 -6 15 19 -5 -8 35 24 -11 -21 -15 -22 -12 -1 -20 -26 28 31 34 -31 32 -28 -33 -30 36 -18 -38 39 40 42 -41 -39 45 -42 -43 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14.500000000000002 30.548147036394237 15.500000000000002 441.25000000000006 32.500000000000007 383.25000000000006 1.5000000000000002 1191.2500000000002 0.93418581782765087 1.5000000000000002 44.401311112228974 0.41453944899031608 9665.5000000000018 81.001728057861342 1.0286321090420982 0.79636730205278605 265.74621202458758 1.5823368077865831 1307.2500000000002 0.91105743472009915 0.92291506263470124 13.500000000000002 2650.5000000000005 90.097979746446683 3.5000000000000004 766.25000000000011 289.42997820866111 39.494322382756089 3763.5000000000005 34.785002979463052 0.85930793497282865 0.90634579320360975 2313.7500000000005 1.0601624427164531 29.863367984289258 -51.84277153015136 1.0000000180025095e-35 720.25000000000011 732.25000000000011 858.25000000000011 2.5000000000000004 898.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 42 6 -6 7 -3 9 -5 -11 28 43 14 18 16 -16 27 25 20 -20 24 -19 -18 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0.00382247 -0.0937591 -0.411261 -0.0152266 -0.0516397 -0.00352835 0.00928122 0.00579086 -0.0316901 -0.166357 internal_count=931440 340472 590968 574797 272795 28649 244146 44041 454428 31197 1423 423231 384477 36335 26065 4086 844 10270 21979 5436 1037 4399 231 557 551 16543 782 10039 38754 3035 2131 35719 18483 897 679 517 3848 7254 822 163 659 11102 120369 348142 230581 6986 869 shrinkage=0.0674571 Tree=52 num_leaves=48 num_cat=0 split_feature=16 16 32 18 29 17 21 4 12 10 1 11 27 11 21 14 28 6 29 8 24 27 10 15 28 13 4 5 4 7 20 11 20 10 26 5 5 15 16 28 18 28 11 19 24 4 28 split_gain=37.35 12.1051 9.12377 8.86427 8.50681 10.1006 8.91669 8.95551 9.45633 7.12154 8.78578 7.54473 7.14224 7.10842 7.46733 8.55702 7.9493 7.49622 17.6039 17.4723 7.26661 7.00603 16.5759 6.99941 6.89545 6.79942 9.32881 7.39242 7.02528 10.4836 6.73371 6.53001 7.96548 6.52124 6.44314 6.11959 6.00023 5.93978 6.78779 7.15597 17.0158 11.6664 7.99661 6.26989 6.23131 5.92017 8.01328 threshold=220.13091467958273 171.13473907533987 2.5000000000000004 6.5000000000000009 0.18188653451811351 43.722957430339612 7.5000000000000009 33.002328872680671 100.04772721475253 0.92027272001151472 3947.5000000000005 0.81775812263617154 2.5000000000000004 0.92709665387894302 5.5000000000000009 36.308125859801351 419.75000000000006 0.17648744097543145 2.4151346192485437 4811.0000000000009 24.500000000000004 2.5000000000000004 0.99557662089759091 0.63112782178215354 316.50000000000006 43.180082011814697 69.319091796875014 40.421176910400398 88.003486633300795 -25.20112323760986 0.58158473954512113 0.82610264132003275 0.84237952366083357 0.99557662089759091 7.1509888885097874 64.581573486328139 60.003479003906257 0.44360446050072094 243.92868096053215 1185.7500000000002 1.5000000000000002 2134.7500000000005 0.91304922327419813 2650.5000000000005 18.500000000000004 11.999999046325685 501.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 31 13 4 -3 25 9 8 45 23 11 -11 -12 14 17 24 -17 18 21 -20 -18 22 36 -7 -16 27 30 -6 29 -28 -27 -1 -33 -23 37 -13 -2 44 39 -39 -41 43 -43 -42 -19 -8 -47 right_child=2 3 -4 -5 5 6 7 -9 -10 10 12 35 -14 -15 15 16 20 34 19 -21 -22 33 -24 -25 -26 26 28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 38 -40 40 41 42 -44 -45 -46 46 -48 leaf_value=-0.0014828385976171847 0.010757856935834371 -0.002220750511027777 -0.0017403782510095787 0.017009372486063074 0.001078617692216702 9.1947420909178285e-05 0.00339122198477761 -0.0069711595322652668 0.0016959144421766147 -0.003334809053619046 0.0093875487311948207 -0.001623050188129723 -0.00029015383006086431 0.001348021392158699 -0.015392251879154526 -0.04247257375454587 -0.0036343176835714453 -7.7336040225998794e-05 -0.034460626285422791 -0.0027789316933746339 -0.041811597131673262 0.0053738531525775388 0.0052156551695674335 -0.00061307100770929259 9.0598855926194872e-05 -0.0047911545866251726 0.015262521951601249 -0.026055731182861312 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9.27302 5.31524 8.47237 7.95271 6.32642 5.66088 threshold=203.85987078161159 29.500000000000004 21.305947238570447 155.50000000000003 1.0000000180025095e-35 20.500000000000004 30.871566772460941 2.5000000000000004 124.64524459838869 1.3564101515009821 58.500000000000007 36.500000000000007 -89.940933227539048 4.6017441061456017 0.84644398186064873 69.170048903248684 -5.7105927467346183 305.25000000000006 1.0872758504495077 181.38697408227711 0.93418581782765087 2.5000000000000004 13.500000000000002 0.40488478657242943 28.000000000000004 2.0924852306911679 4.6017441061456017 161.68559907834103 101.96442895339955 0.90798418637595479 -15.255119323730467 60.814910189177446 1392.5000000000002 1168.2500000000002 61.583144846537962 78.159902576697334 305.25000000000006 9.5000000000000018 12.97085239416012 1.5000000000000002 1043.5000000000002 9665.5000000000018 0.96423749965839856 2961.2500000000005 20.000000000000004 0.94628627591891956 37.863961895682785 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 3 7 -2 12 9 -7 -3 10 -6 -9 14 -4 21 16 42 18 -18 24 20 -19 22 -11 -13 -1 26 27 -26 -27 30 34 36 33 -33 -5 -36 37 38 -32 -37 -41 -42 -16 44 45 46 -44 right_child=1 2 4 29 5 6 -8 8 -10 13 -12 23 -14 -15 15 -17 17 19 -20 -21 -22 -23 -24 -25 25 28 -28 -29 -30 -31 31 32 -34 -35 35 39 -38 -39 -40 40 41 -43 43 -45 -46 -47 -48 leaf_value=0.00053317272379011893 -0.0021557683208094573 -0.0077989910532801085 -0.0027294658191600913 0.00075205411155451795 0.00058511744318265281 -0.0028535720315930367 -0.01009682266323335 -0.00083442828646317904 -0.032467727936980856 -0.002742092263320753 -0.020172311332842703 -0.0054197849944960658 0.00032061928404913302 0.0035387875942889512 -0.00083270084138272295 0.0067718900796289267 -0.0040666678865833097 -0.0010625693642717236 -0.0020490031380831753 0.0061377424584932528 -0.003723675746923138 -0.00065926374189413932 -0.0089440522874493535 0.0021047375336235136 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8.7361 8.61304 15.1854 8.20737 8.64067 7.81758 7.786 7.5054 7.31129 7.27219 16.5833 7.15732 7.07994 12.1347 15.4411 15.2323 27.0368 18.4742 threshold=48.000000000000007 0.7449011105368647 628.25000000000011 35.500000000000007 1.5326139875534484 48.333299393302674 20.789436340332035 13.500000000000002 472.25000000000006 28.174456596374515 31.500000000000004 447.25000000000006 0.96714047445127116 1.5000000000000002 5888.2500000000009 0.92633525836453046 0.09149546851357887 3.5000000000000004 1.7588728824557791 -66.733684539794908 0.724637673992924 0.23873957074778102 4894.5000000000009 396.97413408594537 6.5000000000000009 4.5000000000000009 4894.5000000000009 96.39709854125978 579.25000000000011 34.51209230257826 44.002962112426765 0.96062710437710452 0.78509044350005464 0.75374554186990295 -1.0000000180025095e-35 58.918812348751551 0.7034059822119435 91.908649444580092 -42.690786361694329 61.583144846537962 500.25000000000006 1191.2500000000002 0.34467499335589963 1.5000000000000002 40.421176910400398 894.25000000000011 1364.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 6 13 9 -6 7 -3 -9 -2 -8 40 -1 16 41 18 17 -4 19 -16 36 22 23 -18 -13 -11 29 28 -28 -23 31 -29 33 -30 -35 -31 37 -21 -32 -40 -12 -15 -43 -44 45 -45 -47 right_child=4 2 3 -5 5 -7 10 8 -10 25 11 24 -14 14 15 -17 21 -19 -20 20 -22 26 -24 -25 -26 -27 27 30 32 35 38 -33 -34 34 -36 -37 -38 -39 39 -41 -42 42 43 44 -46 46 -48 leaf_value=-0.0012647553679098517 -0.0016303602679179296 -0.0013802462889601034 -0.012985913592854472 0.0024310360846045479 -0.0036602908074660897 0.00078489619656342351 0.00020561637556990636 -0.018333428890035759 0.0025989183495071476 -0.0017500354869683615 -0.01106274161797325 -0.0009070227458077148 -1.4749974616092123e-05 0.00049320600149384795 -0.026218146749118008 0.0013018085197813588 -0.0049365929765332267 0.01033222508060248 0.0018198678433543182 -0.0076552327709774699 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0.00665085 0.00475924 -0.074513 0.0190823 -0.119868 -0.142071 -0.197083 -0.139707 0.0209639 -0.0280337 -0.0919928 -0.0120064 -0.00321833 0.0243613 0.0100781 -0.0996112 0.0359252 0.0153283 -0.185152 -0.0690066 -0.183037 -0.130731 0.0555983 -0.186097 -0.161529 0.0174998 0.0305934 -0.108752 0.00531674 -0.00551277 -0.0139472 -0.056909 -0.138124 -0.268151 internal_count=931440 794366 685406 394987 137074 17077 290419 17080 572 119997 273339 33328 108960 380284 330061 2305 50223 671 1340 1011 778 49552 3213 1718 31970 86384 46339 20732 947 25607 19785 212 900 371 332 11997 647 615 19573 13393 1358 327756 50979 39249 6896 1730 831 shrinkage=0.0674571 Tree=55 num_leaves=48 num_cat=0 split_feature=16 9 11 11 7 22 20 22 31 25 16 25 25 0 25 13 4 0 27 23 29 28 28 27 11 15 28 24 20 1 32 15 25 28 24 11 18 10 13 20 20 15 17 17 16 24 12 split_gain=26.4471 11.5085 15.504 7.6527 8.78234 7.60331 7.04089 7.14633 6.95914 6.83158 6.52378 6.45316 9.38439 6.3331 6.20413 7.38344 6.28154 6.18194 8.36348 6.17542 10.0968 7.72061 5.84421 6.81097 9.27783 6.49165 9.40019 6.17063 5.73133 6.89825 6.08657 5.63787 5.55433 13.7623 12.0919 8.21812 6.70265 12.9497 10.0606 9.96721 7.00948 6.14742 6.91684 5.81545 8.948 6.15429 7.36275 threshold=219.92719096823578 0.95542933057332491 0.68360297285065419 0.85698323045884028 -4.7636413574218741 282.25000000000006 0.86588003248636747 8462.5000000000018 2.5000000000000004 11520.000000000002 135.23582887700539 4037.5000000000005 1494.5000000000002 22.000000000000004 775.25000000000011 52.638931272451494 52.309581756591804 29.500000000000004 58.500000000000007 0.8239772817826847 0.18188653451811351 4058.7500000000005 579.25000000000011 27.500000000000004 0.67849081064592398 0.2536756301778631 15863.500000000002 31.500000000000004 0.60859748874674258 406.50000000000006 1.5000000000000002 0.77226712478283166 1144.7500000000002 1379.2500000000002 14.500000000000002 0.8860335738068813 1.5000000000000002 0.64872999530464404 29.111407781768783 1.1207587144227695 0.88202469597089161 0.5558181538961191 53.984616933467628 49.350221616758027 224.47420459986972 19.500000000000004 108.40254326381663 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 19 4 -4 -6 -5 10 9 17 -8 12 -12 28 15 -15 -17 32 22 -3 -21 -22 23 -19 -25 -24 27 -27 29 -1 -31 -7 43 34 36 -36 41 38 -38 40 -40 42 -34 44 -2 -46 -47 right_child=8 2 3 6 5 31 7 -9 -10 -11 11 -13 -14 14 -16 16 -18 18 -20 20 21 -23 25 24 -26 26 -28 -29 -30 30 -32 -33 33 -35 35 -37 37 -39 39 -41 -42 -43 -44 -45 45 46 -48 leaf_value=-0.00092676424036909134 -0.00091516979536526754 -0.00047445900301766494 0.0001317177496274666 -0.00061104577971072421 -0.0041690936746651827 -0.00038503642972214725 0.0083300005357373648 -0.01791097663901316 -0.0011032347051692915 0.0022067898994917175 0.000537954818179905 -0.010028375221228571 0.0057145866861353515 -0.0015015161718284487 -0.00067318688723508357 -0.0046407911293629249 0.0067724358772384341 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0.00369787 0.00998858 0.00531804 0.00600939 0.01043 0.00944645 0.0101482 -0.0136161 -0.0189079 -0.0276048 -0.0617285 0.00544102 0.000237067 0.02154 0.0301331 0.0320986 0.000390946 -0.0126309 -0.043815 0.00337663 0.0047134 0.0049256 -0.00392914 -0.0269072 -0.0871671 -0.0104563 0.00813649 -0.00251019 -0.0312572 -0.351155 -0.0280859 -0.0754027 -0.222798 -0.28503 -0.399144 -0.0160833 -0.0369638 0.00993337 0.00806224 0.00997673 -0.004505 internal_count=931440 466987 343441 318290 230548 159291 87742 58763 464453 450095 58669 58163 57906 123546 79899 40474 5482 440715 150382 25151 19336 19194 150318 28037 5604 122281 118299 118232 43647 8693 1559 156353 290333 41925 11919 117 11802 2388 477 403 264 9414 5645 248408 216091 198519 25566 shrinkage=0.0674571 Tree=56 num_leaves=48 num_cat=0 split_feature=16 31 18 28 21 28 0 27 18 27 28 2 29 18 7 11 23 27 17 18 29 22 27 15 11 17 27 25 24 28 23 15 29 22 22 22 18 11 27 1 0 13 24 8 28 27 20 split_gain=23.3259 10.953 8.62834 8.75696 11.6312 20.0184 9.00694 9.42064 12.246 8.96073 8.70254 8.16713 9.02837 7.80835 7.76419 7.47084 7.11188 6.92251 6.19887 8.08181 6.15344 7.4973 13.3986 13.2935 10.7067 10.056 12.4165 9.29799 8.47605 9.75051 7.35049 7.17613 12.0389 11.2078 7.2465 14.7425 12.8802 9.65757 6.94872 9.33146 6.92311 6.75108 10.4551 7.90025 6.92704 6.1491 6.40855 threshold=199.41839943577833 1.5000000000000002 6.5000000000000009 691.25000000000011 9.5000000000000018 981.25000000000011 29.500000000000004 31.500000000000004 3.5000000000000004 2.5000000000000004 472.75000000000006 12.549319727891158 1.6674420659522176 1.5000000000000002 -86.164558410644517 0.78847283738588103 0.69494914949862552 14.500000000000002 62.614833395001831 2.5000000000000004 0.95699284112471983 1686.2500000000002 2.5000000000000004 0.67458194146785144 0.87879987998799891 59.681692892716903 23.500000000000004 1107.2500000000002 4.5000000000000009 812.25000000000011 0.38689799361772376 0.26694176385558793 1.1684681917873159 673.75000000000011 3756.2500000000005 2250.2500000000005 1.5000000000000002 0.56001224989791765 7.5000000000000009 2208.5000000000005 35.000000000000007 20.776071573290604 20.500000000000004 168.50000000000003 816.75000000000011 37.500000000000007 0.41928216008688851 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=45 2 3 6 20 -6 -2 9 -9 13 -10 12 -3 14 -8 -15 -12 -14 -11 -20 21 22 23 24 -5 41 28 -26 -27 -30 -22 32 34 -34 35 -32 37 -37 -39 -40 -31 42 43 44 -24 -1 -47 right_child=1 11 -4 4 5 -7 7 8 10 18 16 -13 17 15 -16 -17 -18 -19 19 -21 30 -23 25 -25 27 26 -28 -29 29 40 31 -33 33 -35 -36 36 -38 38 39 -41 -42 -43 -44 -45 -46 46 -48 leaf_value=-0.00067576815186077231 0.00032814372103956213 -0.00076156639317115089 0.010542117600761691 -0.014540640826112701 0.002580891618670002 -0.026564793104536698 -0.020626974138340772 -0.00052760086881056497 -0.015155127882073318 -5.5978124933270826e-05 -0.013170715387065603 4.4782322085517612e-05 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431 4283 internal_value=0 0.00268814 0.00423159 0.00414017 0.00834464 0.0351975 0.000783046 -0.00561418 -0.0278859 -0.00246609 -0.0645643 -0.00719999 -0.0179181 -0.117697 -0.0645649 -0.336715 -0.0553261 -0.0511334 -0.00180553 -0.0560827 0.00677208 -0.000204733 -0.00403991 -0.0875709 -0.153562 -0.00183993 -0.0685656 -0.00467325 -0.101868 -0.133652 0.0101617 0.0103501 -0.0184392 0.0064966 -0.0769598 -0.121869 -0.252699 -0.320107 -0.37014 -0.136552 -0.210991 0.000281501 0.0629332 0.0741132 -0.0352978 -0.00921236 0.0265041 internal_count=931440 717676 620778 620405 275442 15238 344963 134363 16640 117723 5884 96898 41007 671 540 131 5563 6822 117052 2067 260204 85081 72911 1871 1160 71040 2189 341 1831 1503 175123 174975 8250 5785 2465 1462 542 455 407 97 782 68851 1678 1645 471 213764 4714 shrinkage=0.0674571 Tree=57 num_leaves=48 num_cat=0 split_feature=16 9 11 21 13 13 5 21 25 18 4 24 15 0 7 24 25 7 13 18 5 20 20 23 4 29 4 4 1 1 5 25 18 24 4 25 19 29 11 29 17 4 9 23 29 0 29 split_gain=19.9033 11.9339 10.8587 8.04064 8.61705 7.4662 7.17079 6.75207 14.4817 10.2551 7.33508 6.96103 6.47277 6.31165 6.21523 5.68322 8.35582 14.176 17.424 11.5984 20.6653 16.4586 29.8086 10.2033 16.3503 10.6585 8.75944 8.2903 7.84312 6.35068 6.75511 5.99356 6.90852 8.75718 7.57079 6.81646 6.18157 12.0788 5.79184 5.3955 5.39059 6.58237 5.54519 5.31258 5.54642 5.30615 5.78563 threshold=221.26441346158688 0.96247317320864545 0.66714388194302121 1.5000000000000002 49.472602212242279 165.68355514071158 32.646593093872077 3.5000000000000004 260.50000000000006 2.5000000000000004 14.502740859985353 6.5000000000000009 0.20367775821622106 15.000000000000002 -1.0000000180025095e-35 1.5000000000000002 1166.7500000000002 -89.940933227539048 181.38697408227711 1.5000000000000002 47.00108718872071 0.81623834957506836 1.1274228223380767 0.81548885515942271 24.041630744934086 1.2358712338183071 22.922823905944828 31.999998092651371 5116.5000000000009 42612.500000000007 491.99821472167974 658.25000000000011 3.5000000000000004 20.500000000000004 22.522662162780765 427.75000000000006 744.25000000000011 1.0174089993072615 0.78032562424283225 0.12806734833148872 52.981691257011299 48.000944137573249 0.97399929725931134 0.86014944539566751 0.18188653451811351 45.000000000000007 0.70780627848610511 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 43 12 13 -6 7 9 14 10 -4 45 -1 -5 -9 27 28 18 -18 29 21 -21 23 26 -25 -26 -23 -2 31 -19 -31 32 -17 36 35 -35 -34 -38 -22 -14 41 -8 -42 -3 -45 46 -12 right_child=15 2 6 4 5 -7 40 8 -10 -11 11 -13 39 -15 -16 16 17 19 -20 20 38 22 -24 24 25 -27 -28 -29 -30 30 -32 -33 33 34 -36 -37 37 -39 -40 -41 42 -43 -44 44 -46 -47 -48 leaf_value=-0.0045681736110560834 -0.0016323510701041304 -0.00065946748260472035 0.00022953693828080322 0.00016061513398637063 -0.0019816455128775683 0.0042666551860815732 -0.00011388240272130737 0.002969229377742741 -6.9221755845011153e-05 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53 204 16433 2750 67 39 169231 11215 448 830 8709 63 553 4348 15651 27855 424 21027 66 11174 10145 9330 internal_value=0 -0.00441104 -0.000639644 -0.0108404 -0.0131134 -0.0270139 -0.00194723 -0.00518663 -0.001638 -0.0144045 -0.0169811 -0.0234857 0.00860019 -0.00930828 -0.160448 0.00484907 0.0040687 -0.00603669 -0.0821093 -0.00331509 -0.0368685 -0.109776 -0.177602 -0.288055 -0.361006 -0.428959 -0.140049 0.0214281 0.00603965 0.001914 -0.242628 0.00561966 0.00158708 -0.0150882 -0.0368938 -0.045183 0.00331876 -0.0942134 -0.00506704 0.0130527 0.00553733 -0.0030009 0.0126041 0.026131 0.0363728 -0.0136228 -0.00244612 internal_count=931440 492166 310204 181962 162914 35012 295758 206418 149041 57377 55322 41939 19048 127902 572 439274 419527 68470 2365 66105 8913 2707 1541 945 633 537 312 19747 351057 57192 106 348307 179076 21818 9987 9157 11831 616 6206 17998 89340 40458 48882 14446 11240 26442 16297 shrinkage=0.0674571 Tree=58 num_leaves=48 num_cat=0 split_feature=0 29 14 29 4 15 1 28 18 22 29 25 22 9 14 30 25 18 12 6 10 22 4 0 9 24 25 10 22 19 16 14 22 19 24 7 10 29 22 16 7 28 4 12 9 1 25 split_gain=19.3403 11.1297 9.11737 10.1388 11.375 8.84667 8.55539 12.6057 11.9398 8.60847 14.5173 8.12247 10.5288 7.57258 8.6834 7.5276 7.47655 7.37557 7.2227 7.20941 7.95294 7.8047 8.6734 7.1356 8.75818 7.06578 9.13321 7.03964 8.06456 6.75325 6.68069 6.35072 7.9184 7.26209 10.8102 9.12045 7.24798 7.01074 9.58877 7.95883 6.82579 8.12405 6.3144 7.72524 6.21703 11.3418 16.5338 threshold=45.000000000000007 0.18188653451811351 19.965481566675475 1.4847400917281617 45.002038955688484 0.58305019105843292 726.50000000000011 853.25000000000011 2.5000000000000004 1039.2500000000002 0.84496784332369301 972.25000000000011 1149.2500000000002 0.96226565292751742 15.607825805235107 1.0000000180025095e-35 6591.5000000000009 6.5000000000000009 117.41168824543144 0.51785716760070644 0.94966979355272041 867.75000000000011 18.88889312744141 17.500000000000004 0.95154803978132707 1.5000000000000002 1585.2500000000002 0.63086005840840242 451.25000000000006 1666.2500000000002 215.21388263004351 26.174655362158358 3168.2500000000005 4448.5000000000009 4.5000000000000009 -1.0000000180025095e-35 0.98171189857114405 0.34335631886990575 1788.5000000000002 243.92868096053215 -58.990983963012688 2248.5000000000005 36.001190185546882 113.37310601229376 0.92633525836453046 1567.5000000000002 1166.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 42 -2 5 15 -4 7 9 18 17 -11 -10 30 14 -8 -5 -15 23 -9 20 44 29 -23 -3 -25 -21 -27 28 -26 -22 -13 37 -33 34 35 40 -37 -24 -39 -40 41 -34 43 -1 -16 46 -46 right_child=2 6 3 4 -6 -7 13 8 11 10 -12 12 -14 16 19 -17 -18 -19 -20 25 21 22 31 24 27 26 -28 -29 -30 -31 -32 32 33 -35 -36 36 -38 38 39 -41 -42 -43 -44 -45 45 -47 -48 leaf_value=-0.0012572353008090641 -0.0015915151344879069 0.00048221738340516765 0.0007257562688398005 -0.0016429120953789008 0.00068074055304071272 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375 18223 1468 1863 713 323 275 125895 12680 5161 3380 381 604 7517 1027 877 273 28007 14249 76840 16441 146041 59876 343 285 4770 34 4293 285 156 32 3298 1779 67 294 29 275 1062 17048 8103 3394 internal_value=0 0.00243027 -0.00864341 -0.00561165 -0.0236622 -0.00225319 0.00306998 0.000198405 -0.0235787 0.00145486 -0.0561673 -0.0907711 -0.166559 0.00725926 0.00265925 -0.0365072 0.012951 0.00182762 -0.0151882 0.00301642 -0.00578524 0.0120384 0.0181722 0.00169443 -0.00159428 0.00814925 0.00577252 0.000524509 -0.00741247 -0.0604345 -0.239998 0.012632 0.027703 0.000403636 -0.0852232 -0.167751 -0.346016 -0.0148918 -0.0231795 -0.0808881 -0.0738753 -0.372583 -0.0213939 -0.0235919 -0.013376 -0.00519126 -0.0177411 internal_count=931440 730278 201162 167245 26236 141009 711182 421952 21178 400774 2576 2351 883 289230 159955 19004 129275 398198 18827 159580 58782 17557 16187 397817 248173 100798 93281 220166 74125 1370 608 15310 9893 5123 830 545 188 5417 5144 1846 357 63 19096 18821 41225 28545 20442 shrinkage=0.0674571 Tree=59 num_leaves=48 num_cat=0 split_feature=16 8 11 11 6 17 4 29 23 11 28 27 28 6 20 28 27 15 21 15 25 24 21 25 23 4 6 20 15 22 22 28 4 25 5 28 23 28 22 27 21 18 11 29 25 24 9 split_gain=15.6115 8.0546 8.62031 7.64325 12.9866 11.7701 12.5344 8.24048 7.65484 6.89459 6.50452 6.71001 11.4917 8.39225 7.80313 6.49112 8.77078 6.47034 6.44736 7.42212 6.84042 6.38105 6.90269 6.35864 6.20691 5.9554 7.5315 5.70485 5.86454 14.2668 11.8992 12.3145 10.3818 11.8583 10.6279 13.8453 5.98926 10.5328 6.82837 6.26446 6.98935 9.04497 8.4226 5.67341 5.64933 11.2993 9.27786 threshold=202.61390018519583 139.50000000000003 0.88517013116555454 0.75666931878457244 0.51785716760070644 62.614833395001831 24.00000095367432 0.054523413294691493 0.4153044192197915 0.46126621301651166 316.50000000000006 31.500000000000004 447.25000000000006 0.79166667176160088 1.1340962589111523 518.25000000000011 44.500000000000007 0.2536756301778631 4.5000000000000009 0.23873957074778102 260.50000000000006 30.500000000000004 12.500000000000002 503.25000000000006 1.2683545971443675 187.9080505371094 0.48936171805610362 1.1453586647168894 0.59970987365403106 4894.5000000000009 6820.5000000000009 647.25000000000011 91.908649444580092 7432.7500000000009 134.01358795166018 2650.5000000000005 0.78309065279992751 5297.5000000000009 735.25000000000011 23.500000000000004 9.5000000000000018 1.5000000000000002 0.73652067348678607 0.82813778641571212 938.25000000000011 1.5000000000000002 0.98625873505156314 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 7 10 23 -3 43 25 18 -12 -13 17 21 -16 -17 -14 19 -5 -20 -15 -23 -7 -18 -10 -27 28 -6 36 31 -31 33 -33 35 -34 37 -30 39 -38 41 -41 -42 -9 45 -11 -46 right_child=1 2 -4 5 27 6 -8 8 9 44 11 12 13 14 15 16 24 -19 20 -21 -22 22 -24 -25 -26 26 -28 -29 29 30 -32 32 34 -35 -36 -37 38 -39 -40 40 42 -43 -44 -45 46 -47 -48 leaf_value=-0.00046888131460160793 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1138 819 319 196 80257 13542 66715 38436 6353 4351 2002 1197 35076 15196 19880 shrinkage=0.0674571 Tree=60 num_leaves=48 num_cat=0 split_feature=0 20 5 29 14 5 17 26 7 28 6 23 21 14 1 16 1 19 17 21 16 26 7 17 9 28 22 29 5 28 6 32 23 28 22 16 15 14 5 24 15 20 29 22 6 29 20 split_gain=16.1345 11.7568 8.8054 8.53921 10.6247 8.30269 8.0787 9.46868 8.05004 10.3686 9.85928 7.62388 7.5928 7.50431 8.80766 7.49007 7.39376 8.25096 7.12339 11.7152 9.51664 8.49699 7.03143 6.79447 6.71585 9.78675 7.54854 6.5973 6.57989 6.44686 6.06114 7.8581 12.0147 10.4179 9.89141 9.09964 8.45659 8.26166 7.34637 7.77032 10.2881 5.95426 10.8835 5.8868 10.0025 5.8503 5.81863 threshold=48.000000000000007 0.59986672457906665 14.012403011322023 1.5326139875534484 48.333299393302674 25.88733005523682 34.02106877849689 0.05092680880277662 -16.699242591857907 316.50000000000006 0.52777778063828673 0.2774934554973823 14.500000000000002 11.29419358199468 419.50000000000006 163.07836449676827 340.50000000000006 10964.500000000002 59.681692892716903 1.5000000000000002 216.13782020221601 0.76412607746757077 -79.187698364257798 82.166635788115158 0.95448547549539298 2027.2500000000002 4120.5000000000009 1.616088422416011 81.001728057861342 316.50000000000006 0.32433208748382197 1.5000000000000002 0.31294406651549517 878.75000000000011 702.25000000000011 165.90084848993996 0.68758292800147192 17.420411321602678 25.998673439025882 2.5000000000000004 0.73795650943134083 1.0740169374598569 0.98051743981976547 610.25000000000011 0.71969689315174035 1.0533675278291927 0.097348413519596583 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 -3 5 -5 12 11 -8 13 10 45 -4 -2 14 -9 -11 30 -18 -17 -20 21 23 -15 -21 41 26 29 -22 -28 -26 -1 32 33 34 -32 -36 -35 -37 39 40 -34 -24 -43 44 -41 -10 -19 right_child=3 2 6 4 -6 -7 7 8 9 15 -12 -13 -14 22 -16 18 17 46 19 20 27 -23 24 -25 25 -27 28 -29 -30 -31 31 -33 38 36 35 37 -38 -39 -40 43 -42 42 -44 -45 -46 -47 -48 leaf_value=-0.0019123062240442932 -0.0015938697618573259 -0.0036272475587019919 0.0098373006598569054 -0.0031068774262211375 0.00069408205826808518 -0.00021526223372641415 -0.011893464635066627 0.0051310791665953332 -0.0061474411827222592 -0.001424302811718816 -0.00047408776848555003 0.0011524339362214337 -0.017084797201666016 -0.00018957946496719002 -0.019517885409529197 0.0001359376210333648 -0.0022001027870909187 -0.001833912055882703 0.0051960086423508247 -0.0033661139667071622 -0.0094936378410612719 -0.00023159461928891204 0.00049755689774922871 -0.013296115353849166 0.01411500488917739 0.0047205936597682517 -0.030937346835426177 0.0032737205024929868 -0.00034486609919574807 0.00096515445681338125 0.0018443059787784869 -0.00099025544849806811 -0.0066246554647469277 -0.010848703964536783 0.00054471270368429685 0.0097454640016775319 0.0032404766912714788 -0.026521400313520408 0.0053291539689145429 0.00070762265038456032 0.023641413687714375 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70317 19680 477338 11630 10567 9190 193459 2396 142992 86705 83420 1377 128 83292 50637 42041 23610 8629 7845 2771 784 2015 14981 13991 216 56287 10629 13775 9956 824 1379 shrinkage=0.0674571 Tree=61 num_leaves=48 num_cat=0 split_feature=0 14 9 15 27 21 23 22 27 7 5 8 6 27 26 22 27 27 6 24 1 22 6 28 16 15 14 23 20 14 32 28 22 14 1 19 15 19 16 9 12 24 24 17 12 27 21 split_gain=14.5263 12.3129 8.48384 8.44556 11.1262 7.86477 7.65188 6.48592 5.88155 5.737 5.62008 13.1996 9.78349 6.26324 8.42354 5.55032 5.86249 9.34678 5.74614 6.90616 5.70133 7.20743 5.79881 7.46048 5.61715 7.70536 5.71851 9.20539 5.45178 9.29865 7.15322 13.524 9.96497 12.5401 6.91918 6.77934 6.48856 6.14704 6.07857 8.04823 7.27412 5.83168 5.42361 8.02491 7.43352 7.21557 5.97148 threshold=29.500000000000004 19.738468895546621 0.93750645527783527 0.71062814975698541 51.500000000000007 1.5000000000000002 1.2615911962769484 305.25000000000006 58.500000000000007 -1.0000000180025095e-35 159.09407806396487 5798.5000000000009 0.9800000026973984 2.5000000000000004 7.1509888885097874 5429.0000000000009 7.5000000000000009 3.5000000000000004 0.82142857399301306 11.500000000000002 4303.5000000000009 3168.2500000000005 0.17648744097543145 1185.7500000000002 220.88491071428572 0.67091955308103934 64.850675378416824 1.7588728824557791 0.56159699425036547 17.797409612144477 1.5000000000000002 884.25000000000011 699.75000000000011 7.3888295722763742 252.50000000000003 467.75000000000006 0.68758292800147192 10964.500000000002 101.96442895339955 0.94061890282010929 422.59850275671005 5.5000000000000009 8.5000000000000018 58.353837090364785 64.145183950935902 15.500000000000002 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 8 5 -4 6 10 -5 9 -2 -1 -3 -12 13 -13 -15 18 17 -17 19 20 21 22 23 -7 -19 26 -26 -28 29 30 31 32 42 -34 35 -35 -33 -31 39 40 41 -30 43 45 46 -9 -44 right_child=1 2 3 4 -6 15 -8 28 -10 -11 11 12 -14 14 -16 16 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0.0036847045497849706 0.0003459755971467641 0.0082091851736012557 0.01038222320508946 0.0067657863081906936 -0.0037133686051456101 -0.0087856686311484373 0.0048760074659764223 0.015501666468468204 0.00048479609729880292 leaf_count=3440 83704 8943 172206 124734 181 61 17286 2942 66 6746 68 2861 37 2377 411 533 341 303 5840 5344 2036 896 18493 102 87 145 145 60 424 8245 14901 765 152 308 891 1684 286 701 433240 1021 193 148 2499 245 1098 226 4025 internal_value=0 -0.00408717 -0.00156834 0.000340497 -0.005363 -0.0137956 -0.00504721 0.00381727 -0.0150167 -0.0211498 0.00556652 -0.0188124 -0.0135746 -0.0102175 -0.0439483 -0.0220713 -0.0793202 -0.110513 -0.0192518 -0.0254179 -0.0174506 -0.0226947 -0.0184871 -0.206276 -0.183235 -0.255782 -0.349355 -0.440521 0.0043538 -0.00697767 0.00145472 0.0167779 0.0249515 0.075697 0.0904565 0.123221 -0.0926448 -0.035276 0.00536883 0.0635881 -0.0139636 -0.0706059 0.0109948 0.044125 -0.00384035 0.0576098 -0.0166521 internal_count=931440 447260 363490 314407 142201 49083 142020 484180 83770 10186 14697 5754 5686 5649 2788 34386 1614 1273 32772 26932 21588 19552 18656 163 740 437 292 205 473994 38968 30022 15121 14070 3035 2883 1992 1051 8946 435026 1786 765 572 11035 3413 7622 3168 6524 shrinkage=0.0674571 Tree=62 num_leaves=48 num_cat=0 split_feature=11 7 9 25 5 17 12 16 27 21 27 28 23 21 13 4 27 11 20 21 29 16 6 29 4 21 1 28 23 17 28 20 29 27 14 27 10 23 15 4 1 18 18 27 5 5 28 split_gain=13.6317 14.4091 13.2241 11.9932 8.33696 8.24721 7.75151 6.46181 7.82821 6.35669 8.36692 7.14613 10.5997 8.22319 7.43131 6.20171 14.9541 15.8502 14.2365 9.87219 8.66987 14.3057 17.5706 7.84034 7.82614 19.1771 9.3304 6.95733 7.40285 6.85387 6.61855 6.12866 6.7912 7.64279 6.02088 5.92827 5.88497 5.85316 5.77202 5.71 8.21885 5.79422 5.93868 6.20662 5.71274 5.62346 5.61791 threshold=0.87393550893550909 -4.3748912811279288 0.95571471317431833 314.25000000000006 40.922742843627937 65.635529570023849 125.27260094890543 228.51956219563911 1.5000000000000002 12.500000000000002 16.500000000000004 1338.2500000000002 1.0976454975029462 4.5000000000000009 41.491477335513821 45.002038955688484 6.5000000000000009 0.69853584290859205 0.99998926116838505 1.5000000000000002 1.0500738941452767 200.81418380288073 0.47826087964310326 0.63620216856836675 42.058551788330085 3.5000000000000004 3103.0000000000005 5297.5000000000009 1.7588728824557791 53.589790079386866 639.25000000000011 1.1453586647168894 1.0500738941452767 3.5000000000000004 38.625601735844604 4.5000000000000009 0.72341504485248298 0.98209477619675511 0.35354970208734376 16.999998092651371 476.50000000000006 2.5000000000000004 1.5000000000000002 1.5000000000000002 24.899224281311039 103.75424957275392 2027.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 39 6 45 -2 8 -1 10 11 12 13 35 -15 16 17 18 -5 29 21 34 23 38 -19 -26 -27 -21 -29 -17 -24 -10 -33 -34 -20 -8 -32 -38 -23 40 41 42 43 44 -3 -4 -18 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internal_count=931440 713617 320747 392870 217823 170864 166842 149883 98124 2338 2303 1524 989 365 151 389462 369655 38930 4284 19807 2858 2164 1069 564 34646 843 111 6736 960 13071 505 95999 12583 9760 1095 214 440 389 314 3408 2779 2731 2059 1062 178 155130 330725 shrinkage=0.0674571 Tree=63 num_leaves=48 num_cat=0 split_feature=11 7 9 22 17 5 26 19 15 1 8 23 22 23 4 24 5 28 27 14 23 24 26 18 24 5 20 18 26 5 26 20 23 4 2 17 24 27 28 23 23 10 18 20 22 27 10 split_gain=12.2964 11.7663 10.4161 10.0535 7.48153 7.42987 6.41449 6.406 6.23498 6.87922 6.66811 6.38864 6.18734 5.46525 7.35512 5.2941 5.27937 5.23361 5.22689 29.3304 7.5108 7.34953 9.48403 6.32696 6.2199 6.14763 6.27249 6.078 5.99544 5.2242 5.155 6.28184 4.98122 4.9789 4.94492 5.2117 5.38753 4.91649 8.27118 5.04065 6.24745 4.89002 4.88729 6.39252 4.88165 4.83498 4.76392 threshold=0.87393550893550909 -4.3748912811279288 0.95571471317431833 305.25000000000006 65.635529570023849 40.922742843627937 7.1509888885097874 927.25000000000011 0.2536756301778631 4303.5000000000009 4456.5000000000009 1.2747875762399852 3756.2500000000005 2.1512842491963879 23.970650672912601 13.500000000000002 103.75424957275392 5297.5000000000009 45.500000000000007 27.414995844129319 0.93499357838823205 27.500000000000004 0.77974091448623395 3.5000000000000004 28.500000000000004 30.986350059509281 1.0144116774384975 2.5000000000000004 0.8297210116909618 296.20722961425787 0.9603596865376971 0.97773896363702917 1.2079275643022582 18.178849220275882 19.336477987421386 51.421031189925849 14.500000000000002 28.500000000000004 379.75000000000006 0.6881626765576413 0.37397434392706108 0.97748614278043955 3.5000000000000004 0.90568808387544575 1131.2500000000002 5.5000000000000009 0.70431623866989768 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 -3 16 7 34 12 9 10 13 -12 18 15 -15 -5 17 32 44 20 21 22 46 -23 -21 26 28 33 -25 -10 31 -29 -4 -24 -1 -36 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0.80555555884642083 41.500000000000007 178.08471784502115 1.5000000000000002 74.890872965260129 559.75000000000011 44.223929796022652 17.999998092651371 33.582532895918199 101.96442895339955 784.75000000000011 260.50000000000006 3.5000000000000004 200.25000000000003 0.37500000416500157 142.26209523809527 1.0564001033136095 151.33629704570106 0.97004328438963416 29.768424987792972 28.500000000000004 30.639731407165531 110.88696018953443 23.53314059449038 1.0661317909294887 56.459240935286253 89.987174987792983 -68.79836273193358 227.57111318419297 0.95294065867987543 147.1083908081055 127.06403732299806 -68.79836273193358 0.26694176385558793 35.495155334472663 113.37310601229376 1.0266386066163888 0.33333333846670471 0.34349656735521933 60.409096966007802 1191.2500000000002 1375.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 39 4 5 -3 30 13 9 -9 11 12 -11 20 23 -6 17 19 -19 -10 -4 -8 27 24 -15 -5 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848.25000000000011 6.5000000000000009 17.500000000000004 10.500000000000002 25.500000000000004 2.5000000000000004 0.157740825505396 0.9541342838777539 2.5000000000000004 260.50000000000006 26.500000000000004 466.25000000000006 3.5000000000000004 1.5000000000000002 1166.7500000000002 676.5848301514751 0.70981127910826636 50.706404218817362 1396.2500000000002 9.5000000000000018 1445.5000000000002 37.70252990722657 0.37500000416500157 225.46653549873602 0.97552304629004938 0.39150358958072101 687.25000000000011 1283.2500000000002 331.63098833543773 26.870059013366703 0.50601153233582352 1.139879126497225 77.241317749023452 0.68105514375855802 2398.5000000000005 6.5000000000000009 110.88696018953443 13.500000000000002 -61.530721664428704 -79.676750183105455 6.5000000000000009 0.71396808293296965 0.33687208024727872 25.919886589050297 2151.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 7 -4 37 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4.97997 8.63706 7.96576 5.73417 threshold=29.500000000000004 0.96536228713737648 39.731255221356342 7.1509888885097874 1.5987818760592509 14.500000000000002 641.25000000000011 0.92322362498700927 167.28943802911695 25.732555754705789 9665.5000000000018 129.91844039649718 72.980015238556035 1644.5000000000002 39.500000000000007 1.5000000000000002 41.867437362670906 32.500000000000007 0.18188653451811351 8.5000000000000018 972.25000000000011 54.749046026625258 64.850675378416824 15.500000000000002 0.88152323220258011 63.936310141953832 12.500000000000002 220.13091467958273 108.91592374327695 49.567986219170059 226.58641035506216 0.88747875207445914 0.87852539191222268 52.500000000000007 36.500000000000007 0.47047884021483144 40.8768861122063 49.859388573519531 34.00000190734864 0.95699284112471983 841.25000000000011 13.500000000000002 38.463413988087332 0.71429417137444617 57.070781707763679 35.627065794025711 1.1320672753798997 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=17 3 -3 4 6 7 -2 9 -8 -6 16 12 13 -7 15 -14 -11 18 -1 -20 25 22 23 -22 -25 27 42 31 -23 30 -29 34 -33 37 -21 -36 -35 38 39 -34 -41 -39 -27 44 -28 -46 -45 right_child=1 2 -4 -5 5 11 8 -9 -10 10 -12 -13 14 -15 -16 -17 -18 -19 19 20 21 28 -24 24 -26 26 43 29 -30 -31 -32 32 33 36 35 -37 -38 41 -40 40 -42 -43 -44 46 45 -47 -48 leaf_value=-0.0010487942001300183 -0.0010889966746039012 -0.00022501892415776638 0.00057825584277544791 0.0038402432119072436 -0.0070744612786186123 -0.0031962877431570549 -0.0016265448945204219 0.00067792780317228415 -1.3698658584043576e-05 -0.0023771916865295566 -0.005057741107477063 -0.013046035579744684 -0.0026637626486985966 -0.0093901383651788847 -0.034405797102133699 0.0030566337503805329 0.0017699763780622921 0.0046965850510195788 0.00051207511628727773 -0.00021763502875082405 -0.00062699384461701994 -0.013675836710920595 -0.044946481019880531 0.0011307936506958982 -0.031741299562906285 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6.82368 7.133 11.605 6.76437 8.08516 7.11256 6.7047 6.64454 6.48943 6.46957 7.56575 9.7045 6.34107 6.26544 6.23263 threshold=49.500000000000007 1.4138166987503062 14.500000000000002 0.87051811824539105 -1.0000000180025095e-35 7.5000000000000009 45.002038955688484 0.68861996237197542 0.99998926116838505 3103.0000000000005 3530.5000000000005 0.96552356385063809 0.69822858765166462 3.5000000000000004 5285.5000000000009 2250.2500000000005 41.001461029052741 -61.530721664428704 2.5000000000000004 122.00475311279298 4633.5000000000009 15.500000000000002 5.5000000000000009 10.500000000000002 0.72001940805434261 1.1453586647168894 0.72487586891757705 260.50000000000006 23.500000000000004 1149.2500000000002 0.74824241226181332 18.999998092651371 771.50000000000011 96.388805661792517 2775.5000000000005 952.25000000000011 1.3280332456130273 9881.5000000000018 -64.970252990722642 1.0000000180025095e-35 71.000205993652358 0.63086005840840242 1306.7500000000002 0.55557590930369838 699.25000000000011 579.75000000000011 3687.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 11 6 7 8 -6 -9 -11 12 -1 14 21 24 -17 18 26 20 -20 -14 -18 -24 -15 -26 -16 -7 32 30 31 -30 41 -34 44 45 37 -37 -22 -5 -25 -29 -43 -44 -35 -10 -36 right_child=1 2 -4 39 5 27 -8 9 35 10 -12 -13 13 15 17 16 22 -19 19 -21 38 -23 23 40 25 -27 -28 28 29 -31 -32 -33 33 34 46 36 -38 -39 -40 -41 -42 42 43 -45 -46 -47 -48 leaf_value=-0.0011001965547294866 -0.00037967206068685908 -0.00074972537108250318 -0.0043593628164136401 0.00052878923096904174 -0.00062074591178549695 -0.0069187099552777747 0.00077673689988485401 -0.0013016813498775738 -0.012722812662297918 -0.024041985452964813 -0.0024602649244989025 0.00081851856693917536 0.0010948146140310885 -0.0023525305212845162 2.9831896168065476e-05 0.00079815853400968129 -0.039282937131743793 -1.5936655435540055e-05 8.3118693711357576e-05 -0.0021098940017748834 -0.037623906318419324 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5.06087 4.67544 5.9085 7.08265 5.52589 10.1432 6.92562 6.89165 11.6004 8.67395 6.37853 7.0024 6.89935 6.21598 6.6137 6.3468 6.18072 7.92477 9.46503 6.41784 6.00916 5.42534 5.27735 5.19035 5.82327 4.8934 7.22366 threshold=35.000000000000007 52.500000000000007 19.231092443028171 484.25000000000006 21.500000000000004 -89.940933227539048 545.75000000000011 582.75000000000011 17.500000000000004 1.4025165480304687 4.5000000000000009 52.500000000000007 9.5000000000000018 26.500000000000004 763.25000000000011 -29.744881629943844 682.25000000000011 -2.4003005027770992 733.75000000000011 0.96603328736480931 168.64232941007791 0.88525924048606763 720.25000000000011 93.886687126108299 507.75000000000006 2.5000000000000004 0.88468315447208778 50.500000000000007 571.25000000000011 585.25000000000011 0.61998667508570859 1494.5000000000002 15.500000000000002 739.25000000000011 6.5000000000000009 727.25000000000011 217.69161865874898 0.83884442919373514 0.89851129020343123 0.71772369023764382 30.378474235534672 0.88747875207445914 713.25000000000011 611.50000000000011 13.616098403930666 101.96442895339955 151.33629704570106 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 -2 4 7 8 -6 -4 -5 12 -11 -12 13 20 15 16 19 -17 -14 -15 -7 22 23 24 25 26 -1 33 -29 -30 32 -32 41 34 35 36 37 40 -39 -40 -26 -27 -25 44 -42 -23 -47 right_child=1 -3 3 5 6 9 -8 -9 -10 10 11 -13 18 14 -16 17 -18 -19 -20 -21 -22 45 -24 42 27 30 -28 28 29 -31 31 -33 -34 -35 -36 -37 -38 38 39 -41 43 -43 -44 -45 -46 46 -48 leaf_value=0.0055496640439457682 -0.00094376887858614404 -0.0089559619719791414 3.4454070915136833e-05 -0.0033814421103667883 -0.002848961227837159 -0.0011341927965329668 -0.0096630202963159384 -0.0033628015961939786 0.0047128134792112147 0.0011524310489516095 -0.00078952185283553793 -0.0037096298093504121 0.00054048317599553794 -0.0062684019103594986 0.0011920154880860237 0.0031208120225082749 -0.0016368370897557501 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6.84613 6.85317 5.9138 5.74726 6.5808 5.54097 6.54528 7.71967 6.4108 10.2346 9.56636 7.38742 7.05281 7.54456 6.29119 7.80961 5.78796 5.74049 5.69814 6.01115 5.68795 5.46967 7.47454 7.85473 5.25713 7.16039 5.292 6.54423 9.48659 5.14887 7.41613 6.49176 5.62727 5.49205 9.98833 7.78223 6.29378 7.74724 5.73047 threshold=6.5000000000000009 42.649616368286452 6.5000000000000009 260.50000000000006 0.78769766846473532 1.3840761794614413 1.0000000180025095e-35 2.5000000000000004 841.50000000000011 884.25000000000011 3.5000000000000004 2.5000000000000004 63.936310141953832 0.86956521870451098 22.500000000000004 776.25000000000011 7.5000000000000009 437.25000000000006 3.5000000000000004 0.58497475046024461 0.65686698188350545 21.500000000000004 676.25000000000011 77.931995060121054 53.214737385906716 0.91332798287854478 27.500000000000004 468.50000000000006 23.500000000000004 336.50000000000006 35.500000000000007 0.92032419771463603 1.5000000000000002 0.55143334187301796 5888.2500000000009 0.92484209406539641 1.7588728824557791 1.3222662386805504 1125.2500000000002 87.504518117684015 1411.2500000000002 1.5000000000000002 64.039568233776748 49.861783817628663 1110.2500000000002 192.05202031252853 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 8 11 -8 9 13 -6 12 -7 14 -5 16 20 18 19 -18 21 -16 23 -19 -22 28 29 -28 -21 -20 -31 -32 -3 -34 -35 36 -36 38 -10 40 41 42 -40 44 -43 -46 -45 right_child=-2 32 3 5 10 6 7 -9 37 -11 -12 -13 -14 -15 15 -17 17 22 26 25 24 -23 -24 -25 -26 -27 27 -29 -30 30 31 -33 33 34 35 -37 -38 -39 39 -41 -42 43 -44 46 45 -47 -48 leaf_value=-0.00064421793764364002 0.0088869216388767474 0.0011061444041286863 -0.00081613349219804331 0.00034566801954780357 0.0021347925232337276 -0.00092479241225463919 -0.004488915052279642 6.6315017583040958e-05 0.00137865701520849 -0.0011595911798894614 -0.013314776784840575 0.00051120916706014967 -0.0093791159114158563 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internal_value=0 3.57801e-05 -0.00131535 -4.01626e-05 -0.0690219 0.000163298 -0.0120085 -0.0389266 0.00125384 -0.000237987 -0.155464 -0.00623865 -0.0157796 0.000577589 0.0022613 -0.00374245 -0.005684 -0.000851484 -0.0568793 -0.00967786 -0.0171212 0.0122957 0.00138883 -0.00378211 -0.0240802 -0.0450225 -0.121527 0.0586262 -0.123085 -0.145434 -0.0879716 -0.229304 0.00547409 0.00287655 0.00388717 -0.0525993 -0.106637 0.00902012 0.0140833 -0.00398513 -0.000815582 -0.0241342 -0.00648312 -0.0731953 -0.13697 -0.19143 -0.000473133 internal_count=931440 931011 745736 645740 1899 643841 52942 9345 590899 495683 754 43597 25789 472930 380793 122954 115990 81538 3135 1812 34452 6591 78403 58807 27861 1387 1323 155 561 1168 685 242 185275 149682 146553 1640 947 95216 64594 16806 16380 6342 4664 1678 894 629 784 shrinkage=0.0674571 Tree=70 num_leaves=48 num_cat=0 split_feature=11 7 25 21 13 4 10 7 13 18 18 10 28 24 7 19 26 24 16 23 28 24 25 26 17 12 16 11 5 20 13 7 11 10 12 14 24 25 1 24 7 19 25 13 16 21 5 split_gain=7.32065 8.65829 8.133 6.86167 5.52904 5.49957 10.6163 7.88302 5.19134 5.50179 6.68369 5.71795 5.06142 15.6232 4.90882 10.9022 10.1101 9.0924 8.24714 7.95947 7.02483 6.79563 6.35324 6.22193 6.20501 10.3974 8.30638 6.9486 5.95412 5.51542 5.43803 5.13735 5.12485 5.10437 5.03404 8.27892 7.70352 7.48945 7.47056 7.1497 7.87897 6.16623 13.755 9.22546 6.86066 5.22877 5.00677 threshold=0.87393550893550909 -5.175006389617919 314.25000000000006 9.5000000000000018 50.244906505804948 232.07746887207034 0.93726742870859481 -42.262798309326165 20.416558599556073 1.5000000000000002 2.5000000000000004 0.96974318334191645 1093.7500000000002 14.500000000000002 -79.187698364257798 351.75000000000006 0.67770836942781443 10.500000000000002 101.96442895339955 1.661298810751856 358.25000000000006 1.5000000000000002 432.25000000000006 1.0371085426967361 70.975735522669297 152.3761543394987 212.92242274167992 0.74545969903112774 211.06101226806643 0.60859748874674258 26.319726783672618 -7.5946431159973136 0.73464642872537622 0.86142065797244161 143.95889244992068 29.303044456422295 5.5000000000000009 6591.5000000000009 1065.5000000000002 2.5000000000000004 -66.733684539794908 2930.5000000000005 4856.5000000000009 55.637779075878804 199.41839943577833 3.5000000000000004 15.004101276397707 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 8 5 -2 14 7 -7 -3 11 -11 -10 -6 -14 15 22 34 18 23 24 21 -20 32 28 26 30 27 -19 -18 33 -26 -27 -1 -22 35 -16 -37 39 -38 40 -36 42 43 -42 -44 -41 -24 right_child=4 2 -4 -5 12 6 -8 -9 9 10 -12 -13 13 -15 16 -17 17 19 20 -21 29 -23 46 -25 25 31 -28 -29 -30 -31 -32 -33 -34 -35 37 36 38 -39 -40 45 41 -43 44 -45 -46 -47 -48 leaf_value=-0.0075860187256556353 0.00018974656796520576 -0.0071308973973418744 -0.00027971535547133367 0.0015021345409366353 0.0019678220142671007 0.0012428966544187901 -0.024219781433820423 -0.02005594986025281 -0.0039559776032801553 0.0045815301435448734 -0.0049400383924263717 -0.021209511868454291 0.00049503557455538819 -0.033692784591938044 -0.0007753881539182654 -0.00068803617731164112 -0.00047391816271552691 -0.0023931752194361641 0.017034347570529351 -0.0031795558398663103 -0.00070524626105963103 0.0032677443814111118 -0.0040924785353034102 0.011835320038349239 -0.015358202751175717 -0.02122693202491906 0.00031271770485793125 0.00054407792207228833 0.016938560822328211 0.00071311871970998074 0.0028127157424960099 0.015679230249839728 0.0012046233805235169 -0.008098051992081589 0.0036083492070755402 0.008875139701241137 0.0030145808989883466 0.00063084183323861801 -0.017919913533167527 -0.0015074290651203455 -0.027970174873088137 -0.0043328065258710392 -0.0084189685644414838 -0.00093441943534354011 -0.044383996073721489 -0.014430417423671125 0.0053349262039835647 leaf_count=366 179865 1212 398776 16559 16631 498 119 94 694 865 548 100 21214 61 29067 57849 600 11865 219 3914 1533 640 282 522 76 121 36578 5303 105 129981 5399 20 1720 588 131 781 282 1363 107 1238 87 179 31 169 109 161 2818 internal_value=0 -0.00149774 -0.00456295 0.00246025 0.00512601 0.00134808 -0.0864946 -0.0317093 -0.0531278 -0.0242516 0.0131759 -0.0908573 0.016102 0.0058854 0.00156037 -0.006262 0.00369336 0.00642558 0.0110853 -0.00345614 0.0103322 0.100471 0.0376615 0.0926936 -0.000576227 0.0310521 -0.00388112 -0.0220272 0.0314189 0.00974604 0.0379572 -0.23707 -0.00500678 -0.0408369 -0.0123136 -0.00817475 0.0743007 -0.0483998 -0.040674 -0.0857943 -0.167834 -0.218258 -0.287881 -0.150056 -0.539904 -0.0443932 0.0663731 internal_count=931440 713669 402195 311474 217771 294915 711 592 3419 2207 1413 794 37906 21275 294204 63035 231169 197464 134188 63276 132961 859 5186 1227 59362 5616 53746 17168 705 132102 5475 141 2086 2121 33705 30237 1170 3468 389 2105 706 575 396 256 140 1399 3100 shrinkage=0.0674571 Tree=71 num_leaves=48 num_cat=0 split_feature=11 7 22 9 21 25 27 11 9 20 26 22 25 19 4 19 27 22 10 26 21 28 28 27 22 29 14 17 13 29 16 13 20 29 27 13 12 1 7 27 13 17 16 10 14 27 4 split_gain=7.09188 8.14011 7.27147 6.76459 6.09994 5.38518 9.96315 7.21437 8.75597 9.4507 10.1197 7.847 6.42509 18.4454 6.1794 7.1177 5.2936 8.11015 6.83068 5.16389 5.20196 5.1459 6.06957 5.07771 5.07144 7.44794 5.39995 5.00297 6.69108 4.9771 5.01131 7.06263 5.02032 7.46521 5.49802 4.92718 7.75783 4.87755 8.12746 7.5734 4.83448 4.81035 9.93534 5.66689 5.64014 12.7985 5.06915 threshold=0.87393550893550909 -5.175006389617919 305.25000000000006 0.9541342838777539 9.5000000000000018 4398.5000000000009 6.5000000000000009 0.70321566363120613 0.90634579320360975 0.99998926116838505 1.3099860633508655 4120.5000000000009 3687.7500000000005 7748.5000000000009 40.741878509521491 1535.2500000000002 21.500000000000004 1149.2500000000002 0.79810664656571817 4.6017441061456017 5.5000000000000009 601.25000000000011 412.75000000000006 3.5000000000000004 4120.5000000000009 0.15764761993340906 27.176990664308814 93.886687126108299 165.68355514071158 2.173274942688856 139.01827956989248 276.91595692814531 1.0123361677033997 0.95378034128596612 27.500000000000004 165.68355514071158 422.59850275671005 10458.500000000002 -33.618085861206048 6.5000000000000009 50.244906505804948 48.32760314849228 230.53616268464228 0.83884873060880816 31.735622538985847 47.500000000000007 27.503776550292972 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 21 19 16 6 7 8 35 -10 11 14 -8 -14 15 -11 -5 18 -18 29 37 22 -3 24 25 -7 -27 -25 -29 30 31 -1 -32 34 -34 -4 -37 -21 -39 -40 41 44 -43 -44 -2 46 -46 right_child=40 2 5 4 -6 23 12 -9 9 10 -12 -13 13 -15 -16 -17 17 -19 -20 20 -22 -23 -24 27 -26 26 -28 28 -30 -31 32 -33 33 -35 -36 36 -38 38 39 -41 -42 42 43 -45 45 -47 -48 leaf_value=-0.0025067322452549273 1.0779520225607031e-05 -0.0037532436053865597 -0.00050001697301177634 0.00049336041292037387 0.0019221876104217478 -0.0055954502775994036 -0.00017800088486303995 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6208 2105 47 1430 3061 4772 8450 138 323 155 54 11228 92748 105 2376 22169 264 68 214 648 59 50 37992 68862 188 86 34 28 3800 internal_value=0 -0.00146226 -0.0044347 0.0023749 0.00650367 -0.00385411 -0.00456314 -0.0193602 -0.0523344 -0.0985869 -0.131858 -0.165105 -0.0027948 -0.123833 -0.152785 -0.178123 0.0049143 -0.00864093 -0.00699711 -0.00288433 0.0387984 -0.0355778 -0.0225931 0.0153842 0.0294947 0.118174 0.179689 -0.0102591 -0.161696 -0.00378855 -0.00194692 -0.0319845 -0.000589117 -0.0132245 -0.063492 -0.0191458 -0.145592 0.0442175 -0.024623 -0.277264 0.00505735 0.0028912 0.00943479 -0.180609 -0.00119823 -0.0387407 -0.0338211 internal_count=931440 713686 402157 311529 174521 394797 380764 40646 5704 2383 1863 1548 340118 438 1503 1300 162758 24477 24279 137008 2909 7360 5930 14033 9052 602 461 4981 209 134099 122871 5314 117557 24809 2640 3321 282 2862 757 109 217754 179762 69136 274 110626 3862 3834 shrinkage=0.0674571 Tree=72 num_leaves=48 num_cat=0 split_feature=0 18 17 20 5 1 19 9 32 28 17 23 29 11 7 29 4 10 17 2 1 28 9 10 5 12 11 22 5 28 29 10 10 19 11 22 18 29 28 6 18 25 23 12 29 22 8 split_gain=7.54971 5.26091 4.96367 4.89741 5.82624 4.89669 5.10178 5.95457 4.77255 5.73413 4.77001 8.43231 5.72121 7.63408 5.2787 4.70295 7.71444 5.15908 4.68241 4.86215 4.54091 4.53415 8.36445 6.92935 6.28737 5.08818 5.93932 7.89335 5.27149 7.74083 4.98873 4.8832 4.77343 4.42426 4.36431 4.20252 4.12145 4.05134 4.03359 3.9338 8.45335 8.22477 7.29394 6.51811 7.92922 8.7995 6.45019 threshold=48.000000000000007 6.5000000000000009 55.318182163916411 0.65662411740538695 14.012403011322023 340.50000000000006 10964.500000000002 0.96284415312691873 1.5000000000000002 829.25000000000011 30.368611903397866 0.47620111256474901 0.054523413294691493 0.85098280691586992 -86.967166900634751 1.5326139875534484 47.00000190734864 0.80096826063516546 49.644314315071483 29.591168091168097 1256.5000000000002 24285.750000000004 0.73704584229553805 0.94033372559852335 211.06101226806643 676.5848301514751 0.70981127910826636 13164.000000000002 173.1380310058594 2027.2500000000002 1.0797075561832761 0.76724442004355919 0.81719320088030878 458.25000000000006 0.86543261792771198 2250.2500000000005 2.5000000000000004 0.66376873483640331 10051.500000000002 0.33333333846670471 1.5000000000000002 388.25000000000006 0.37397434392706108 110.88782463805519 1.1684681917873159 665.25000000000011 1275.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 15 5 37 -1 7 8 9 34 11 35 13 -12 -13 17 -17 -2 19 20 -11 25 23 -23 -24 39 28 -28 29 -27 -29 -32 -26 -4 -7 -6 -35 -5 -37 40 41 -14 -42 -43 -45 -46 -47 right_child=2 -3 33 4 10 6 -8 -9 -10 18 12 14 21 -15 -16 16 -18 -19 -20 -21 -22 22 24 -25 32 26 27 30 -30 -31 31 -33 -34 36 -36 38 -38 -39 -40 -41 42 43 -44 44 45 46 -48 leaf_value=-5.2262634647899523e-05 -0.00094861956674575964 0.0077970829855137282 -0.0023093498894402862 -0.002490804414668217 0.017842185013793727 -0.0016907283019217025 0.0027318335756161428 -0.00017602705747912838 -0.0014954595297541084 -0.0048843016436895762 -0.011526652446012671 -0.0025104520817226354 -0.0079151001222637334 0.0059778650001935923 0.0016323096046382032 -0.0030362187769252679 0.00058852423942852409 0.00015743058343457413 -0.011029644932722352 0.0065975853831246895 -0.02985251988554595 0.005360854021276144 -0.028074033624527622 -0.027330451537392202 -0.00044346352909521047 -0.00016007303483466458 -0.026013762040056183 -0.029307308522867493 -0.00058400459164750632 -0.03160337057347308 -0.013467913541039244 0.0031709238724266339 0.0077016891031561991 -0.00016191666449984432 -0.012668676769030938 -0.0017045288200873234 0.0012962750417195633 -0.014813626011928135 0.020514319317570393 9.9735851892551245e-05 -0.0085744260598921811 0.004346895234183492 0.0031574573086920288 -0.0016853786527708289 -0.0097552738514125239 0.010023424634525498 0.0013141663616406396 leaf_count=56031 52367 402 3078 2356 204 2587 1452 10812 10564 418 408 1599 558 157 11223 8830 3831 30290 810 167 36 51 26 70 459 82 103 35 2447 63 123 231 1142 25240 176 145 13558 128 50 663338 249 1722 7646 7204 315 406 8251 internal_value=0 0.00121705 -0.00681632 0.00115913 0.00200816 -0.0061071 -0.0171639 -0.0204382 -0.0334999 -0.0620404 0.0021777 0.0209941 0.0018198 -0.0987675 0.0165391 -0.0108032 -0.0287506 -0.00805405 -0.11342 -0.04809 -0.101756 0.00190163 0.0527679 -0.20089 0.0716325 0.00177329 -0.0387547 -0.139482 -0.0196352 -0.204895 -0.0743051 -0.0386967 0.0795544 0.00225852 -0.0354301 0.164158 0.00515365 -0.0463376 0.0591874 0.00195451 0.013937 0.00222255 0.0413218 0.00594997 -0.000276472 0.0195626 0.0255365 internal_count=931440 794246 137194 793844 710791 83053 27022 25570 14758 4194 708307 13221 695086 565 12822 95318 12661 82657 1431 621 454 694521 1748 121 1627 692773 3084 492 2592 145 389 354 1601 41876 2763 399 38798 2484 195 689689 26351 18456 7895 17898 16176 8972 8657 shrinkage=0.0674571 Tree=73 num_leaves=48 num_cat=0 split_feature=0 14 29 20 21 27 14 29 18 28 7 27 6 24 18 26 17 14 20 14 0 1 19 29 27 30 16 1 18 15 4 26 28 25 20 17 22 19 19 10 18 1 22 14 23 28 11 split_gain=6.9616 6.51197 7.29858 6.22674 8.28328 9.50721 11.5753 9.11298 7.23021 7.40223 7.15685 7.04779 11.897 8.33909 7.32751 6.86486 6.70395 6.5039 6.25788 6.22138 6.05762 5.80451 5.79875 10.3924 9.32673 7.35107 6.49075 5.81183 5.52298 5.44654 5.41302 5.35694 6.12438 5.31518 5.52267 5.09581 5.06457 5.06034 5.02604 4.93695 4.9284 10.2395 8.40027 5.34357 5.76937 5.34071 5.62679 threshold=22.000000000000004 19.888463533104819 0.96610989876450037 1.0818068778931804 11.500000000000002 22.500000000000004 70.216242128459854 0.73021947553519062 1.5000000000000002 788.25000000000011 -89.940933227539048 45.500000000000007 0.70833333580274116 28.500000000000004 2.5000000000000004 0.75895987251919472 63.936310141953832 29.049385181071134 1.6501439359609398 31.06369893570724 52.500000000000007 494.50000000000006 841.25000000000011 0.7675830737119812 2.5000000000000004 1.0000000180025095e-35 230.37870215644151 598.50000000000011 3.5000000000000004 0.2787942547749212 40.001062393188484 1.3099860633508655 2839.2500000000005 487.25000000000006 1.0044041877191496 54.071914481315574 936.75000000000011 365.25000000000006 663.25000000000011 0.81319839134462935 1.5000000000000002 1065.5000000000002 1788.5000000000002 23.178754314460861 0.53002414803332043 2134.7500000000005 0.85930793497282865 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 10 7 21 -9 -10 31 14 -13 -14 16 37 18 -18 22 -11 -17 -7 24 26 27 -25 -24 -5 -21 -22 35 -3 -33 -6 -35 -16 -4 -12 -36 -26 -39 43 45 -42 -45 46 -43 right_child=1 3 36 11 33 6 -8 8 9 19 15 12 13 -15 30 20 17 -19 -20 28 29 -23 23 25 39 -27 -28 -29 -30 -31 -32 32 -34 34 38 -37 -38 40 -40 -41 41 42 -44 44 -46 -47 -48 leaf_value=0.00024470804902449779 -0.0003925341823457682 -0.0013041534298410835 -0.0023364535985326723 0.0091333776535231295 -0.0039957242774805012 0.00048034840783745528 -0.033834858904340577 -0.0035324329092854836 -0.00099324897263758263 0.0022360338621985306 -0.0084700730567494296 -0.00085636241241671726 -0.02684731217261634 -0.0072151760246524322 -0.00019046867825257946 0.00048237203479623827 -0.0109857900926998 -0.0018230656444728707 0.0025011144302879793 -0.0034667454894040761 -0.0051094596957820121 0.0054161930927572608 -0.010407759914150291 -0.0012857874040016727 -0.0010036552346459455 -0.0057967749703035955 -0.038898120848148976 -0.025354191970828104 -0.027889565977886634 -0.00042068429954042171 -0.009431920582733665 -0.0047584813560320382 -0.021576930737699975 0.0028336474926080667 -0.0036179548804917056 0.0014539341408717132 0.0037423491166514193 0.00014796405404900225 0.0020517928135265957 0.00088558181600629159 -0.00022888280520027331 -0.017894317607190423 -0.0020257730372396309 0.0024454867961699279 -0.0037936770427376807 -0.030635139641892073 0.0072110953252757905 leaf_count=339368 107603 5806 13043 28 694 3341 48 4497 46933 5248 365 813 162 251 32928 228705 589 878 2378 407 1188 1605 127 8715 26437 2026 51 108 47 22080 265 654 116 9746 1308 11595 655 23387 1560 8261 11608 164 318 797 4385 98 54 internal_value=0 -0.00205319 -0.00858662 -0.000369751 0.00146626 0.000565131 -0.0106935 -0.010314 -0.0138789 -0.0105907 0.00289879 -0.00757381 -0.0829057 -0.221117 -0.00659531 0.00363066 -0.0149682 -0.0815615 -0.0129384 0.0234321 0.00558688 0.0308649 -0.015538 -0.0356459 -0.00923498 -0.0316744 -0.275297 -0.270599 -0.0888728 -0.00978519 0.00267674 -0.0297271 -0.108101 0.0259683 0.0306559 0.00352489 -0.0303272 -0.00834024 -0.00791602 -0.00821056 -0.00729184 -0.0200233 -0.144775 -0.0153126 -0.0420131 -0.260246 -0.173081 internal_count=931440 592072 121301 470771 375159 361851 62126 62078 57132 52635 299725 95612 1226 413 94386 293149 49598 1467 48131 5702 251973 4946 45753 10919 34834 10741 178 136 454 23268 44788 6576 770 13308 12614 44523 13698 41176 2868 34698 40811 17424 634 16790 5182 316 218 shrinkage=0.0674571 Tree=74 num_leaves=48 num_cat=0 split_feature=26 0 27 25 9 6 18 14 27 24 18 24 4 20 27 11 28 19 13 4 17 7 11 10 7 11 28 21 17 21 24 19 27 20 28 27 13 11 1 26 11 18 17 28 24 19 7 split_gain=6.64212 6.10783 7.57334 4.979 6.02362 6.50552 7.7708 8.90509 7.57621 5.79239 5.63382 4.72194 8.05031 4.56764 4.55376 5.82532 8.60339 4.54886 5.90074 4.45925 4.44236 4.27124 3.92508 3.74227 4.02579 3.71622 3.71222 3.555 3.55471 3.86728 7.58156 4.2405 4.11146 5.66455 3.67721 4.40228 3.92571 3.48755 3.61624 3.46952 4.8035 6.84018 5.05308 4.88742 6.09098 4.90649 4.74956 threshold=7.1509888885097874 33.000000000000007 52.500000000000007 772.25000000000011 0.95599163579167634 0.76666666785137827 2.5000000000000004 20.177753736858634 2.5000000000000004 30.500000000000004 1.5000000000000002 17.500000000000004 31.494435310363773 0.81251270841805623 25.500000000000004 0.75193053070960059 665.25000000000011 665.75000000000011 31.572922735273483 35.000791549682624 51.628054908027117 -86.164558410644517 0.70321566363120613 0.90890566512442017 -53.043811798095696 0.75666931878457244 890.75000000000011 19.500000000000004 56.459240935286253 6.5000000000000009 19.500000000000004 765.25000000000011 47.500000000000007 1.1527034501763229 484.25000000000006 27.500000000000004 26.167031860107652 0.87051811824539105 1278.5000000000002 0.80733322544906838 0.81209413873076131 2.5000000000000004 60.814910189177446 715.25000000000011 15.500000000000002 735.25000000000011 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 27 3 4 23 8 19 -8 10 14 17 39 13 -13 26 16 20 18 22 37 -16 -20 -6 -3 -25 -12 -9 -1 29 30 31 -17 34 -34 35 -31 -37 38 -7 40 -5 42 -42 -43 -45 -46 -41 right_child=-2 2 -4 11 5 6 7 9 -10 -11 25 12 -14 -15 15 28 -18 -19 21 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 32 -32 -33 33 -35 -36 36 -38 -39 -40 46 41 43 -44 44 45 -47 -48 leaf_value=0.00012567602288883316 0.0029652111434421819 -0.00090946965194594015 -0.0082139281479088576 -0.0011561149407194977 0.02696586742048989 -0.0015072057928573546 -0.002774127652810693 0.00093107924773578037 0.00010995357776925642 -0.015896987491854687 0.0058016494252637303 -0.0025872015700608747 -0.0088554200103495052 0.0034483486512894576 -0.00046932491490067 0.0016746512483886702 -0.00089192477829230896 0.0045447927881244674 -0.023368999608416933 -0.006831455389963337 -0.018156817021122196 -0.0074705596826857221 -0.0012238231638077961 -0.00022069819464883418 -0.0040166391506998014 -0.020606307829854457 -0.020746765585751236 0.0088217762869178332 0.0036540199891854528 0.0035016819787820515 -0.022542000769711322 -0.013906925345246891 0.0067924650894506337 -0.028939839039951655 0.00038145342876320167 -0.019684024494100217 -0.0022175275626715096 8.629829372892365e-05 -0.023848063795855239 -0.0030089709724752767 0.0010849588753068609 0.0059487148673613719 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378 34413 5807 177 24223 552883 6716 5814 522 416 5292 85 5207 365 238 43069 35726 134458 39627 17302 15034 2268 2026 272 94831 shrinkage=0.0674571 Tree=75 num_leaves=48 num_cat=0 split_feature=0 9 5 21 22 21 7 8 17 22 16 7 16 7 17 2 22 24 1 19 28 21 17 1 5 10 22 12 20 23 9 30 10 7 22 7 24 10 5 9 26 10 24 22 28 12 21 split_gain=5.74937 7.68906 6.8111 5.46611 5.1993 6.732 9.89245 7.48823 5.70832 5.74789 5.43495 5.28328 5.12266 7.15571 4.90391 4.84337 4.81808 5.32302 8.9876 4.66913 4.56681 10.482 7.88317 7.04622 10.1856 6.40121 7.1436 5.38717 7.02528 5.33294 5.05576 9.68279 5.69689 4.89744 6.37129 4.72246 11.9845 4.57755 4.53283 11.1709 4.51496 5.10783 4.31033 4.28855 4.24221 4.10103 4.08329 threshold=22.000000000000004 0.96536228713737648 24.203400611877445 14.500000000000002 7549.7500000000009 2.5000000000000004 -87.26436614990233 596.50000000000011 52.12602239588017 1509.7500000000002 213.45912621733075 -21.753420829772946 223.79212286414918 -4.5739209651947013 48.185298186052336 19.669871794871799 1068.2500000000002 2.5000000000000004 352.50000000000006 488.25000000000006 971.25000000000011 10.500000000000002 46.030489085865405 1874.5000000000002 51.476766586303718 0.744205256883404 842.25000000000011 120.58326112068525 0.56159699425036547 0.40138681920876801 0.73704584229553805 1.5000000000000002 0.81189123459575829 -64.970252990722642 1842.7500000000002 -44.940931320190423 3.5000000000000004 0.97344210048571711 116.26669311523439 0.98508064273553642 0.62916793617420541 0.58622121468032284 32.500000000000007 2961.2500000000005 1751.2500000000002 189.36753236814715 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 15 3 -3 5 6 16 -8 9 40 -10 -9 43 -14 -6 -2 17 18 -4 -18 27 22 -22 24 46 45 -27 42 -29 -30 31 -25 -33 -28 35 36 -35 -23 -13 -40 41 -7 -1 -12 -19 -26 -24 right_child=1 2 4 -5 14 8 7 11 10 -11 12 38 13 -15 -16 -17 19 44 -20 -21 21 37 23 30 25 26 33 28 29 -31 -32 32 -34 34 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=0.00018549169555554223 -0.00066911389360155044 -0.00049067535419486461 0.0041003439215771499 -0.006050711612218573 0.0017977359045473842 -0.0064645245062488173 -0.0021141945400752621 0.0016735846029198159 0.00040911894596525338 0.0023592689001182407 0.0017469424920101271 -0.00021445046740529847 0.0014127815749774765 -0.010310092157592311 0.0092141652720715925 -4.9211017172464772e-05 0.017491726982475482 -0.0023734634959081827 -0.014790479880321578 -0.0021727831903634396 0.00020718904683178434 -0.021667682179670137 0.00057220291340596616 0.0015345544057368825 -0.029391458458693245 -0.019992769451821577 0.0011257923032386233 -0.0072085943531215169 -0.027787071575296914 0.0011508234489152817 0.0010606584317738089 -0.035176067852705592 -0.0096512659984535881 0.0092488637692498647 0.00048859551012711598 -0.0067889091994159318 -0.026183988452643046 0.011369675464208516 -0.0038348597728347735 -0.042231742901002796 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991 2805 240690 2689 1588 736 1101 339263 52109 51943 14548 9525 2738 2633 287154 41120 40655 5023 436 171 2486 1965 1481 231 166 23178 543 137018 4678 246034 25498 852 105 6787 shrinkage=0.0674571 Tree=76 num_leaves=48 num_cat=0 split_feature=0 29 18 27 12 1 25 18 26 25 5 14 25 27 30 21 14 12 10 12 14 26 5 28 1 15 5 5 25 5 13 19 28 27 5 28 17 24 28 25 17 10 14 6 17 16 25 split_gain=5.5904 6.0269 4.91263 4.90032 5.17472 4.76138 6.53043 12.8952 9.40028 12.0678 7.56045 6.13493 4.91564 9.36156 16.5235 8.35602 8.8863 7.32045 7.71321 7.21277 11.2862 9.79288 8.33093 12.4816 6.77598 6.22768 15.6983 10.9841 9.36288 6.03282 5.65169 12.1113 8.38078 9.65055 6.34711 7.38699 9.00595 18.0125 7.43978 6.66665 6.09745 5.8515 25.6792 9.51872 8.75729 9.0527 6.78095 threshold=49.500000000000007 1.3476346409091351 6.5000000000000009 14.500000000000002 114.81980515339465 871.50000000000011 899.25000000000011 2.5000000000000004 0.20007468259895447 972.25000000000011 47.419059753417976 15.204134983257346 1125.2500000000002 15.500000000000002 1.0000000180025095e-35 1.5000000000000002 17.275958665789698 676.5848301514751 0.9592301406373851 289.42997820866111 39.494322382756089 2.5386036632974247 91.654769897460952 703.25000000000011 1412.5000000000002 0.20367775821622106 159.09407806396487 134.01358795166018 2099.7500000000005 173.1380310058594 129.91844039649718 6290.0000000000009 801.25000000000011 11.500000000000002 83.359069824218764 1379.2500000000002 56.594116684794919 4.5000000000000009 961.25000000000011 4856.5000000000009 74.208376694101631 0.91105743472009915 50.437691897682747 0.27027027236013412 43.826608085177014 234.69827916308927 1411.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 5 -3 -5 6 -1 10 -9 -10 -8 -7 13 -13 -15 19 -17 30 29 24 21 25 23 -22 -14 27 28 -21 -27 -19 34 32 33 -32 35 36 38 -38 39 -18 -39 42 44 -43 -36 46 -46 right_child=1 3 -4 4 -6 11 7 8 9 -11 -12 12 15 14 -16 16 17 18 -20 20 22 -23 -24 -25 -26 26 -28 -29 -30 -31 31 -33 -34 -35 41 -37 37 40 -40 -41 -42 43 -44 -45 45 -47 -48 leaf_value=9.8104526141504701e-06 -0.00022321505392094342 -0.00075705821237694211 0.0074833836265393843 0.0017396978960106738 -0.0037388880860620569 -0.0099007150632251569 -0.000302553994672447 0.0052889721471506635 -0.0019252267960503564 -0.010664624840999722 -0.0051808210095839477 0.0011471258890171294 -0.0008487652082122541 0.00042813977571973054 -0.0029677962395976494 0.01337298001921345 0.0023547929192653497 -0.034104873115622963 -0.022380080287663289 -0.022174722274529123 -0.03517608672466209 -0.040551270505761967 0.00054079906661039787 -0.0040660922995196117 0.0026299416074692158 -0.035539550030416873 -0.038685370908194773 0.0034168356903153917 -0.0028929667013322296 -0.0017156487621525305 0.0030885816680485331 -0.0021243049490161105 0.0045170346695856079 -0.034749795014601362 -0.0070212197242023027 0.00042149493153492679 0.0028065841710252014 -0.0078761291907133591 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601996 36345 3236 2876 33109 222856 222589 123080 55295 99509 57979 57771 562 41530 26411 1187 25224 669 15119 1150 558 592 481 428 57209 6236 3641 125 50973 39418 16124 1455 14669 2986 883 11555 4630 6925 1039 530 478 shrinkage=0.0674571 Tree=77 num_leaves=48 num_cat=0 split_feature=26 11 7 9 22 28 28 17 24 15 28 13 23 5 23 22 24 6 30 5 18 13 6 9 22 15 18 26 4 5 7 4 27 25 9 15 17 26 25 11 13 11 1 27 20 22 4 split_gain=5.46757 5.40394 6.38472 6.63808 5.81577 5.85528 6.73589 5.52269 5.21671 4.99955 4.94934 4.47913 7.26206 6.91629 4.41033 4.46113 4.85855 8.63344 4.39197 4.89512 4.38341 4.80114 4.29217 4.22052 7.39926 5.28929 7.36426 4.11616 6.24367 5.18078 4.4784 7.43821 9.34725 7.22028 9.87807 7.11477 4.47347 4.09487 6.59094 5.30863 5.1877 4.57224 4.16697 4.0184 4.00885 3.96891 6.42756 threshold=7.1509888885097874 0.87393550893550909 -5.175006389617919 0.95571471317431833 282.25000000000006 609.25000000000011 379.75000000000006 65.635529570023849 4.5000000000000009 0.2536756301778631 316.50000000000006 181.38697408227711 1.2357839061345162 159.09407806396487 1.2079275643022582 782.75000000000011 2.5000000000000004 0.7451054500167168 1.5000000000000002 74.02460098266603 1.5000000000000002 20.012415195075764 0.46875000839482833 0.91374035461390435 715.75000000000011 0.23873957074778102 1.5000000000000002 0.73701596775837175 19.989175796508793 26.675355911254886 -89.940933227539048 39.781408309936531 2.5000000000000004 1277.2500000000002 0.98113866343417322 0.32819776304366644 1.0000000180025095e-35 0.43932733033826304 3411.5000000000005 0.75006284565108106 27.603689192157692 0.68861996237197542 5116.5000000000009 1.5000000000000002 0.98830637258253462 6077.5000000000009 34.469335556030281 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 6 8 14 20 10 -6 13 -13 18 27 16 17 -16 19 -12 43 -22 -8 -21 -25 -26 -27 28 -5 -29 31 32 35 -34 -35 -31 -32 38 39 44 41 -39 -42 -4 -30 46 -9 right_child=-2 -3 4 7 9 -7 22 45 -10 -11 11 12 -14 -15 15 -17 -18 -19 -20 23 21 -23 -24 24 25 26 -28 29 37 30 36 -33 33 34 -36 -37 -38 40 -40 -41 42 -43 -44 -45 -46 -47 -48 leaf_value=-0.00020252635580986846 0.0026938910349198313 0.00028812996913537474 0.0046700564371816369 0.00038804298115483154 -0.020206267962414766 -0.0070497695765638722 0.006125808339246662 0.0017740616812472675 -0.0074149458950672886 -0.00021022550228286339 -0.00041273341217240545 0.0037783066507853947 -0.014669192605859414 -0.024047523311252234 -0.0021145667208679396 0.0011332540440985889 -0.00090515504337206423 -0.029718691828550563 0.00044483795185077784 -0.0087147867744473001 -0.0038107045259182758 0.013439975990104915 -0.00059272651151414865 -0.023857634734453965 -0.00076373346867819039 -0.016725676896477252 0.0078328239110167976 0.0020462353272451728 -0.002616370778655903 0.00018458645440117067 0.018547084601128628 0.0062472453694297093 -0.00038695899234708348 -0.0051818665960647143 -0.040742410283096192 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0.0241052 0.020883 internal_count=931440 928015 710759 310019 400740 5464 4437 166449 1883 395276 7642 7575 1157 6418 150715 24474 18833 244 6351 4441 771 301 2554 2859 1892 1816 297 126241 28378 97863 86877 2709 2306 1914 185 392 84168 8326 1203 693 7123 1884 5239 470 373 15734 15112 shrinkage=0.0674571 Tree=78 num_leaves=48 num_cat=0 split_feature=18 26 0 29 30 10 17 24 16 25 20 11 14 29 14 28 6 17 5 16 6 25 20 9 1 5 19 14 23 27 20 8 22 22 20 6 22 24 27 6 29 11 5 27 11 25 17 split_gain=5.0266 4.76257 4.82559 5.72239 4.95097 4.23785 4.28526 5.3656 5.35074 4.03555 3.94069 3.83052 4.264 10.2926 9.88173 8.49364 7.98168 7.86952 6.63285 6.25925 8.18821 6.11767 6.15105 5.41638 5.26367 5.95537 7.53827 6.02986 5.00672 5.69006 5.10126 4.82575 5.12387 4.75858 7.03944 4.79233 6.88746 6.91203 6.14778 5.51573 4.65327 4.58158 4.44523 4.33072 9.44935 4.27353 4.22577 threshold=6.5000000000000009 7.1509888885097874 48.000000000000007 2.173274942688856 1.0000000180025095e-35 0.75626735901434905 56.864295186488668 27.500000000000004 214.48641163135741 869.75000000000011 1.0044041877191496 0.92709665387894302 27.255795113736976 2.6031140510522177 22.260436034909763 971.25000000000011 0.17648744097543145 49.644314315071483 211.06101226806643 226.7537299777957 0.31430681791745335 630.25000000000011 1.5807787537401952 0.94061890282010929 2936.5000000000005 50.999996185302741 1059.2500000000002 22.005450924231798 0.4153044192197915 16.500000000000004 0.49549679868486518 550.50000000000011 981.25000000000011 4120.5000000000009 0.82811655405405415 0.86956521870451098 466.25000000000006 15.500000000000002 20.500000000000004 0.95454545895140652 0.09149546851357887 0.64901719308413031 165.26560211181643 47.500000000000007 0.86869075817862895 397.75000000000006 77.931995060121054 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 11 5 9 6 7 10 -8 -5 -4 12 13 15 23 33 18 42 -16 24 -21 22 43 -15 25 -19 31 46 29 -23 -30 -27 -33 35 -35 -1 37 -37 39 -39 -32 -34 -17 -14 -45 -40 -28 right_child=-2 -3 3 4 -6 -7 8 -9 -10 -11 -12 -13 21 14 16 17 -18 19 -20 20 -22 28 -24 -25 -26 26 27 -29 30 -31 40 32 41 34 -36 36 -38 38 45 -41 -42 -43 -44 44 -46 -47 -48 leaf_value=9.1302249388528113e-05 0.0073138354604653788 0.0025080634147151733 -0.00056145311213474589 -0.0035140274341098426 -0.004498489526933983 0.00012000226819008569 0.0005791083886606043 -0.01151309405955795 -0.0080215235030144053 0.00097031634634510346 -0.0019126590764324749 0.00065290500702613853 -0.00094456537366194998 -0.030314663756970697 -0.031197272562258946 -0.00038480059261800364 -0.0015177463017873607 -0.0013315513487232138 0.0039450074329357449 0.0055794063469315177 -0.019624113302662519 0.0038618476327087819 0.0020869346976998202 0.0011540791940052111 0.013245132122471663 0.0092186591216671197 0.00097224754798252413 -0.0043495241652320707 -0.0035710300718661734 -0.018898778712206365 -0.011102383723270076 -0.017207172010568702 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-0.289986 0.00640263 -0.100466 -0.00442702 -0.0153786 -0.149023 -0.0574149 0.0457645 internal_count=931440 931013 927599 136610 6621 129989 68698 54211 14487 3855 53994 790989 746078 556124 975 555149 831 38323 116 14184 283 189954 26812 144 13901 13800 3898 2940 163142 2552 160590 958 900 516826 344 516482 75190 19259 3208 118 159128 548 24139 23547 240 3090 632 shrinkage=0.0674571 Tree=79 num_leaves=48 num_cat=0 split_feature=16 17 16 26 23 9 22 16 17 24 1 28 21 25 11 19 26 1 0 10 27 11 25 21 7 7 22 14 25 28 28 24 23 16 0 25 17 11 24 22 19 19 22 28 14 7 4 split_gain=4.54784 4.72754 5.15591 7.60664 4.54573 4.23408 4.21268 4.05022 5.26614 6.43354 5.66376 3.92584 7.3562 10.5518 6.72592 6.10752 5.55837 5.37292 5.2532 7.19668 5.82408 13.3718 7.8542 5.17957 4.9651 7.40841 5.7094 6.38782 4.12079 6.13922 8.9558 6.76566 5.74641 6.68946 3.91586 3.87769 3.82331 4.44499 3.8053 5.5659 5.49765 3.75925 7.98443 8.52788 10.146 5.07051 5.20176 threshold=164.59864253393667 33.582532895918199 101.96442895339955 0.97662104082967405 1.172886044494456 0.9000017078835908 372.25000000000006 139.01827956989248 110.88696018953443 5.5000000000000009 622.50000000000011 695.25000000000011 9.5000000000000018 1005.2500000000001 0.8860335738068813 233.25000000000003 3.6596423868012553 1524.5000000000002 29.500000000000004 0.8954864005178127 25.500000000000004 0.74545969903112774 492.75000000000006 8.5000000000000018 -38.659807205200188 -55.304843902587884 800.25000000000011 23.738952450979475 432.25000000000006 2027.2500000000002 4382.5000000000009 2.5000000000000004 1.3199231954800099 208.51071029685855 43.000000000000007 656.25000000000011 53.744852558616294 0.78736237144585608 7.5000000000000009 200.25000000000003 906.25000000000011 182.25000000000003 651.25000000000011 611.25000000000011 13.645435776811135 -5.7105934619903556 6.0041637420654306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 -5 -6 -3 8 10 -10 -4 16 28 15 -15 -14 18 -17 41 20 38 24 23 -23 25 -22 27 -27 29 31 -31 -13 33 -33 -25 -29 -24 -38 -20 -40 -41 42 43 45 -45 -2 -47 right_child=11 2 7 4 5 -7 -8 -9 9 -11 -12 12 13 14 -16 17 -18 -19 19 -21 21 22 36 34 -26 26 -28 35 -30 30 -32 32 -34 -35 -36 -37 37 -39 39 40 -42 -43 -44 44 -46 46 -48 leaf_value=0.00079358924165873494 0.003383201035118172 0.014328784484807133 -0.0019747925173892707 0.0070196995275362412 -0.014234967473905085 0.0037219273894365016 -0.0016653073126871914 -0.00072408471623955644 0.0064958678423839731 -0.0034085745267200245 -0.0065053368026169395 -0.017287666574078282 -0.017903444848517323 -0.0038793398804995208 -0.026875441635655375 0.0018657771729189668 0.0024482067199812583 -0.014567056467029559 -0.00061331847470470606 -0.0019147232008163188 -0.0024652840111882342 0.00096747761202950705 -0.00074305279440331962 -0.0034882536604493924 -0.0021770296804215061 -0.0075411039335889782 0.003827025150621559 -0.023479738845981667 0.00014039776500596239 0.020604964388389577 -0.01333972017123564 -0.007823266302334821 -0.016069413630427503 0.00832564854334388 -0.0092026758916939864 -0.010282503092534498 -0.0026419386585952672 0.0015566582357728282 -0.013760197992053982 0.00026504186272162682 -0.0019264242036960545 0.00010414844755491352 0.012323556985174854 -0.01514115906811624 0.020127065242392033 0.0037506493558572503 -0.0052271703396080385 leaf_count=9953 688 78 4764 1242 94 164 1908 42489 617 578 1705 204 72 159 91 17909 3882 91 43266 12932 729 891 23794 2197 1334 464 101 289 366672 96 56 230 122 237 726 156 1358 7399 131 101809 5490 271856 162 392 41 368 1454 internal_value=0 -0.00825174 -0.0119658 0.0252217 0.0789715 -0.0418119 -0.0153748 -0.0145506 -0.0357099 0.0252793 -0.0469763 0.000509326 0.00288599 0.0224419 -0.181596 0.0252645 -0.00139403 0.0264272 -0.00170009 -0.00555755 -0.00400499 -0.0148237 -0.00947099 -0.052405 -0.0781667 -0.113372 -0.168824 -0.193886 0.00191132 -0.0640387 0.120062 -0.0993266 -0.0449671 0.0055179 -0.0727511 -0.279486 -0.00444041 0.0134242 -0.00117366 0.00201534 0.00226684 0.00114876 -0.0334495 -0.0453469 -0.174951 -0.0229889 -0.050608 internal_count=931440 63592 53639 3486 1500 258 1986 50153 7664 1195 6469 867848 385939 18322 250 18072 481909 18000 478027 203066 190134 39438 36365 3814 3073 1739 1010 909 367617 945 152 793 589 467 2923 445 32551 8757 150696 107430 107299 274961 3105 2943 433 2510 1822 shrinkage=0.0674571 Tree=80 num_leaves=48 num_cat=0 split_feature=0 28 21 23 20 14 26 19 22 6 27 28 22 19 28 27 28 18 0 11 27 26 14 27 18 29 11 13 29 20 11 11 22 6 29 20 5 26 11 23 28 8 14 1 8 22 23 split_gain=4.50465 4.19262 6.96023 9.09572 6.81918 5.21451 4.90242 4.56292 9.17634 4.91892 4.6988 8.8043 5.12144 7.27893 5.02566 5.38421 7.36689 6.00486 4.73446 11.1615 5.68167 4.5844 4.80372 3.92642 4.84566 4.1964 7.29549 3.95647 4.87222 4.87622 3.95071 3.87677 3.83068 3.82396 7.16415 5.37661 4.84955 6.23542 4.82024 4.76689 3.94094 3.8299 5.32688 7.30471 5.83457 5.27847 4.20713 threshold=13.500000000000002 691.25000000000011 9.5000000000000018 0.58819841151162089 0.25564464740866616 32.885648206727794 3.6596423868012553 851.25000000000011 962.75000000000011 0.81818182047592392 5.5000000000000009 533.25000000000011 493.25000000000006 542.25000000000011 316.50000000000006 26.500000000000004 463.25000000000006 3.5000000000000004 33.000000000000007 0.69853584290859205 55.500000000000007 0.69025602398911667 24.861844502864553 27.500000000000004 4.5000000000000009 1.395193424244451 0.63889685270132535 44.191406108474702 0.82386692826293062 0.83873153247661525 0.86266049382716059 0.65826711539675542 394.25000000000006 0.86956521870451098 0.9910014622497324 1.5519856630824376 26.999344825744632 0.80300626357211902 0.70321566363120613 0.29523183780739631 412.75000000000006 336.50000000000006 20.763630605619571 846.50000000000011 524.50000000000011 487.25000000000006 0.97974811004642393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 -3 4 -4 23 7 8 10 -10 11 -2 13 -13 31 33 17 -17 -18 -20 -21 -11 -23 24 30 27 -27 28 -25 -30 -5 -12 -19 36 40 -36 37 -16 -39 -38 -35 -41 43 44 -43 -44 -46 right_child=1 2 3 5 -6 -7 -8 -9 9 21 14 12 -14 -15 15 16 18 32 19 20 -22 22 -24 25 -26 26 -28 -29 29 -31 -32 -33 -34 34 35 -37 39 38 -40 41 -42 42 45 -45 46 -47 -48 leaf_value=0.00028839365933073374 0.00022283224997480871 2.2551858042865253e-05 0.0056409191534405731 0.0021955217191157762 -0.0068188045113297072 -0.0071073147006279749 0.0025238527587497592 -0.0010524222684307886 -0.008551942291353188 0.0061732332555993813 0.014015773516909739 -0.0049314692801469143 -0.0020227454548992518 -0.021647295011969665 0.00020891529855997942 -0.0013664188807497688 2.4565672221502302e-05 -0.014198389583484305 -0.0082807687459323983 -0.00078500459687607987 -0.011408982870895338 -0.018652647671667692 0.00075872379016468097 0.0052898190370412757 -0.011931194638295424 -0.03758234573026234 -0.001473950162760481 0.0053123712572481861 -0.0069221675259190339 0.0017881604810392811 -0.0025907355889934034 -0.0049459496380826751 -0.0053431048040609762 -0.0053779531319012629 0.00017053274413525988 0.0045247264018551513 -0.0085278855839017592 0.0058673332784782029 0.0013906901646443546 0.002874477400162946 -0.0009849071114100467 3.3136364996402632e-05 -0.0011850087295662154 -0.017147268101972625 -0.0032411095266325829 0.00034931463055682695 -0.00091733397662275781 leaf_count=189567 8791 333769 253 2426 952 288 2916 29943 914 252 51 1462 6594 129 42436 2004 38393 281 958 27330 231 95 149 1863 145 27 447 2492 307 6176 1160 1293 1064 958 23635 1365 300 1161 19111 2057 30942 22167 11409 123 5150 96526 11378 internal_value=0 -0.00118691 0.00132647 0.0213526 -0.062303 0.0279278 -0.00343543 -0.00374192 -0.00275196 -0.0832657 -0.00243423 -0.0186712 -0.0422727 -0.0931972 -0.0016243 -0.00138233 -0.00917642 -0.0549463 -0.00688561 -0.0166454 -0.0129571 -0.0030873 -0.10079 0.0304796 0.00234843 0.0397581 -0.0523408 0.043786 0.0333457 0.0203935 0.00959517 -0.0626535 -0.106633 0.000655577 -0.00662278 0.00605232 0.00261074 0.00998913 0.0244166 -0.00049223 -0.0165563 -0.000238361 -0.000838984 -0.0108853 -0.0101119 0.0027741 -0.0243326 internal_count=931440 741873 350305 16536 1205 15331 391568 388652 358709 1410 357299 16976 8185 1591 340323 338979 70261 3349 66912 28519 27561 496 244 15043 3731 11312 474 10838 8346 6483 3586 1344 1345 268718 56900 25000 211818 62708 20272 149110 31900 148810 146753 38818 38695 107935 16528 shrinkage=0.0674571 Tree=81 num_leaves=48 num_cat=0 split_feature=18 0 27 20 2 17 14 6 9 27 13 20 29 1 6 18 25 25 27 1 25 7 7 17 4 17 25 19 9 27 7 27 28 19 19 4 7 28 6 22 22 29 29 7 7 9 6 split_gain=4.41617 3.77156 5.68834 4.82724 4.0656 3.79781 4.92816 3.53062 3.75125 3.55486 3.50913 3.71628 3.22532 3.7271 3.34348 3.19459 6.0587 5.90278 7.83699 5.38695 4.48665 3.18668 5.19635 3.28637 3.14018 3.04131 4.68657 5.96303 7.02811 5.46013 8.13802 6.24345 5.46859 4.99824 8.61139 4.52506 4.03802 3.94559 3.9349 9.2852 7.1605 5.25287 9.68955 4.72304 7.29427 5.63428 3.82659 threshold=6.5000000000000009 45.000000000000007 45.500000000000007 1.0614323663613947 12.422064777327938 56.335365953385427 19.139622349650299 0.87955693891255771 0.96865034313310183 9.5000000000000018 353.86327154621978 0.60859748874674258 0.74114854682157694 900.50000000000011 0.95833333826963119 5.5000000000000009 427.75000000000006 588.25000000000011 43.500000000000007 252.50000000000003 598.25000000000011 -60.791633605957024 -64.34108734130858 27.52060182749447 5.0068869590759286 34.02106877849689 5285.5000000000009 982.25000000000011 0.89655783160492031 2.5000000000000004 -67.352279663085923 4.5000000000000009 12221.500000000002 2438.2500000000005 2650.5000000000005 187.9080505371094 -87.654693603515611 24285.750000000004 0.28314057848027768 2151.2500000000005 2612.5000000000005 1.0124292227201364 1.1871131627106608 -69.989841461181626 -71.492889404296861 0.98726565104190145 0.33333333846670471 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 12 5 7 -7 8 -3 -10 15 -12 -4 14 -14 24 19 18 -18 -17 -19 22 23 -13 -1 38 46 -28 29 -29 31 -31 -32 -30 -35 37 -33 -36 39 -26 41 -41 -43 44 -42 -45 -27 right_child=-2 2 3 -5 -6 6 -8 -9 9 -11 11 21 13 -15 -16 16 17 20 -20 -21 -22 -23 -24 -25 25 26 27 28 33 30 32 36 -34 34 35 -37 -38 -39 -40 40 43 42 -44 45 -46 -47 -48 leaf_value=-0.0011592276443588374 0.0068652237538146975 -0.0010209914633936296 -0.010188772256708617 -0.012245378040562811 0.0001282883863670789 -0.0018999169673238675 0.0007146661901272929 -0.0015596641256279112 -0.0010535674782645636 0.00033026391268924478 0.025729408383138759 -0.0041809074271353689 0.0012908094504328282 -0.028361968815624378 -0.02603568424376217 0.00062334134614466265 0.0078278419026451603 -0.034498813952893816 -0.007534195850574521 -0.021324604003414481 -0.0066186636640413535 0.0036018672334542992 -0.023400235619690318 0.0057557645532952282 0.0033287492507336662 0.00093739158058064062 -0.0099607547854554581 -0.00021286809309529729 0.0061995348294918455 -0.0060160209305422574 -0.0021219976150334999 -0.005805115918982591 -0.015019780561814204 -0.031753251806314463 -0.00013381707666564342 -0.012035741267583184 -0.025204441495100344 0.0068457290861142685 0.00094379876211012472 -0.0032853677052042504 -0.0061931222458031085 -0.03571147403149523 0.0014239977280629222 -0.00029360458562860967 -0.037333287927960715 -0.029974258008341238 5.0955059301116436e-05 leaf_count=9316 427 33034 192 302 84521 3940 19597 17042 11754 30025 31 373 684 21 21 79 417 30 237 143 211 1980 47 255 945 22943 347 2084 619 360 2299 67 160 39 5709 138 180 394 29584 92 185 100 47 974 42 30 649423 internal_value=0 5.12301e-05 -0.0037829 -0.0718585 -0.00336746 -0.007227 0.00410625 -0.010131 -0.00717204 -0.000875516 0.0011078 0.0371861 -0.0357797 -0.00529746 0.00706863 0.00097454 -0.0524631 -0.0157832 0.0335156 -0.200339 -0.149565 0.0331668 -0.0261691 -0.002166 0.00105675 0.00129384 0.00084855 -0.0184187 -0.0146967 -0.04265 -0.0694948 -0.17319 -0.0438978 0.00617005 -0.00228042 0.000646849 -0.295629 0.0046959 0.0108228 -0.0279895 -0.0777052 -0.236101 -0.353384 -0.0469526 -0.17722 -0.0174997 0.00120377 internal_count=931440 931013 201133 1220 199913 115392 23537 91855 74813 41779 729880 2686 918 726 705 727194 1117 895 654 222 241 2655 675 628 726077 716761 684762 12396 12049 5150 3066 607 2459 6899 6280 6241 247 6103 31999 2415 1470 239 147 1231 227 1004 672366 shrinkage=0.0674571 Tree=82 num_leaves=48 num_cat=0 split_feature=11 7 9 25 27 28 25 29 26 16 7 19 7 10 4 22 24 7 28 27 7 12 24 22 29 11 30 29 27 16 17 16 14 12 12 26 22 28 28 16 17 20 27 10 10 29 20 split_gain=3.77058 5.1602 5.75306 4.90488 8.14213 5.97979 5.89742 9.09801 11.817 10.0942 8.16467 6.4824 7.87182 18.3362 9.57247 8.43988 7.82288 7.11471 6.46493 6.36552 7.4592 6.31276 6.28627 7.84998 6.11369 5.45796 4.7699 4.66239 6.06224 5.34552 5.08163 7.11269 7.92278 4.48445 4.99374 6.96297 4.46578 5.09019 6.15653 4.39025 5.43431 4.11688 4.09342 4.68742 4.08384 4.08249 4.84879 threshold=0.87051811824539105 -6.0724568367004386 0.96586472311496319 5285.5000000000009 2.5000000000000004 15863.500000000002 8420.0000000000018 0.7778131409576351 1.7637918841145199 177.00597175102129 -87.498317718505845 4778.5000000000009 -64.970252990722642 0.93726742870859481 53.773220062255866 8462.5000000000018 1.5000000000000002 -34.695154190063469 10051.500000000002 3.5000000000000004 -36.004024505615227 492.86500705120551 1.5000000000000002 16636.000000000004 1.6397596057948747 0.56782011961176437 1.0000000180025095e-35 1.8719078526667283 47.500000000000007 215.90775628423177 47.093347654501549 234.02771204607265 29.303044456422295 245.91168824543144 178.00357133746823 0.49559169262074915 282.25000000000006 597.25000000000011 412.75000000000006 210.68280956848034 70.975735522669297 1.0401652166607647 1.5000000000000002 0.97344210048571711 0.80367600146583873 0.18188653451811351 0.18736418973778943 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 -5 42 7 -6 9 -9 -11 -12 14 21 -13 16 -16 -15 25 20 22 -14 23 -20 -23 -8 27 30 29 -29 -2 33 -33 34 45 -36 37 38 -3 -35 44 -28 43 -1 -41 -32 -47 right_child=26 36 -4 4 6 -7 18 8 -10 10 11 12 13 17 15 -17 -18 -19 19 -21 -22 24 -24 -25 -26 -27 41 28 -30 -31 31 32 -34 39 35 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 46 -48 leaf_value=0.0034466471359050998 -4.009227343109349e-05 -0.0035503349610215957 0.00057503638223641474 0.00029979323621237385 0.0008472807828693111 -0.022634749238848565 0.003727488293026542 0.0027309760789000063 0.0017348966383545781 9.2506917514969137e-05 -0.033848201890109633 0.0021620595681573606 0.0013838895430987362 -0.0019105445028894516 0.00062902374477455576 -0.0092987950610944684 -0.032763451513687494 -0.039409806894350023 -0.039448228424943173 0.0010862068478545723 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5.18902 5.08262 4.04423 6.22859 9.83346 6.60947 3.98695 3.97169 3.77736 4.19012 3.55512 4.30318 3.51552 5.59387 8.04369 4.00281 6.03199 3.91057 3.50375 3.46808 threshold=6.5000000000000009 13.500000000000002 0.96586472311496319 -0.57583212852478016 0.81209413873076131 47.093347654501549 4856.5000000000009 6.0041637420654306 25.678235294117652 871.50000000000011 59.681692892716903 32.928987532077791 1191.2500000000002 6.5000000000000009 15.500000000000002 339.25000000000006 20.012415195075764 0.54573762634291045 720.25000000000011 4.5000000000000009 16.177481173275844 36.500000000000007 25.500000000000004 1.5000000000000002 864.25000000000011 1.5000000000000002 21.500000000000004 0.80637581630181221 1.1970112033349465 0.88608655089794974 0.8400000038733838 28.920658302129979 0.73582571439477074 1068.2500000000002 0.25508960692319177 3.5000000000000004 0.40488478657242943 57.500000000000007 0.42622952229295613 19.500000000000004 26.500000000000004 33.141346666547726 4.5000000000000009 24.311725849761945 82.541630560342625 79.999992370605483 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 24 8 7 6 -6 45 -4 37 10 12 -12 13 14 -7 -15 19 18 -18 20 22 -22 -17 -16 -1 26 -26 28 -28 30 31 33 -33 -27 -32 -20 -37 -3 -39 42 -41 -42 43 -25 -44 -5 -19 right_child=-2 2 3 4 5 9 -8 -9 -10 -11 11 -13 -14 15 23 16 17 46 35 -21 21 -23 -24 39 25 29 27 -29 -30 -31 34 32 -34 -35 -36 36 -38 38 -40 40 41 -43 44 -45 -46 -47 -48 leaf_value=0.00042779019367373845 0.0063434829492930375 -0.00042537615768883659 -0.0021823262186581385 -0.00069035982881809899 -0.00034591599524102639 -3.2120829153613283e-06 0.0056173308950878244 0.00053687857977203904 7.9580085277594225e-05 0.0012379524404008155 -0.00031430236168080626 -0.0074489600154399689 0.003698624005579949 -0.0067151526257756824 0.0053377465060953332 -0.006813454336886674 -0.0012678490216691245 0.0025222973549135679 -0.011078121253511729 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0.00357917 0.00289959 -0.0021173 0.00996178 0.0107769 0.00922192 -0.0568781 0.0563265 0.0680038 0.10164 -0.0146343 -0.0381583 0.00396178 -0.00488718 0.00274776 -0.139991 -0.33229 -0.0321397 -0.0573519 -0.0769793 -0.258675 -0.0589692 0.0286252 -0.128739 0.0275697 -0.00640447 -0.173667 -0.0459756 -0.120781 -0.169002 -0.0347083 -0.160065 -0.0258997 -0.0104088 0.0116332 internal_count=931440 931014 741483 409557 304343 249125 55218 105214 331926 163345 144713 2735 141978 140120 81923 58197 57767 55860 1966 1907 1801 1280 521 4449 189531 40170 31379 236 88 8791 3691 3005 271 2734 686 681 126 215577 127 4171 546 445 3625 238 3387 54637 53894 shrinkage=0.0674571 Tree=84 num_leaves=48 num_cat=0 split_feature=11 16 16 26 7 17 27 23 21 14 25 27 13 13 8 9 7 6 22 13 22 14 14 7 17 24 17 16 7 13 10 6 16 4 14 22 26 17 9 11 29 20 25 18 9 27 6 split_gain=3.83531 3.72299 5.86772 6.29514 6.26233 4.6481 5.28567 6.91274 7.39955 24.9332 11.0017 7.53354 8.25957 6.58073 12.9496 7.31271 7.0956 6.45848 6.20221 6.00945 5.87787 5.78486 5.66262 8.68134 10.0383 7.81794 5.58356 8.55273 7.99243 13.9679 7.49178 7.49319 8.69406 7.08844 7.01503 15.8771 7.2053 6.52016 6.05919 5.86144 5.37591 5.62286 5.33742 7.01349 5.25006 5.4564 5.03564 threshold=0.92709665387894302 144.91698349433159 101.96442895339955 1.0583862444522478 -19.98310565948486 36.661491894707858 6.5000000000000009 1.4443618373700802 1.5000000000000002 37.809138231911952 558.25000000000011 1.5000000000000002 31.572922735273483 89.964444870761312 4456.5000000000009 0.89655783160492031 -56.967945098876946 0.24050560752801703 4894.5000000000009 202.64947958053679 4120.5000000000009 18.359498304654689 27.672209316041101 -1.0000000180025095e-35 60.814910189177446 2.5000000000000004 58.608873086371027 181.95539754363287 -50.194429397583001 237.01652959426605 0.73582571439477074 0.74999999215999691 213.71810725110603 140.47548675537112 103.03133366243581 6820.5000000000009 1.1700630833728842 101.84589508202602 0.79544334714474918 0.65527460125798087 0.30134962870035009 1.4676092459365842 260.50000000000006 1.5000000000000002 0.81332816937774355 5.5000000000000009 0.34467499335589963 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -3 7 8 10 22 11 12 -7 18 44 16 46 20 40 -17 -12 -14 -10 24 -24 -25 34 28 29 -28 31 32 -29 -31 -19 -36 -37 -30 39 -38 -11 -42 43 -8 -15 -46 -16 right_child=-2 5 -4 4 -6 6 42 -9 9 13 17 -13 21 14 15 19 -18 26 -20 -21 -22 -23 23 25 -26 -27 27 30 37 33 -32 -33 -34 -35 35 36 38 -39 -40 -41 41 -43 -44 -45 45 -47 -48 leaf_value=-4.2599756381049845e-05 0.00058125879732085167 0.00061201235125658284 -0.0014400665663165042 0.0098979906518059293 -0.0013465207146629867 0.0052881959827537706 0.0049693804676040907 0.0013598846911958178 -0.0010661226135794046 -0.022764640831708104 -0.0066391343082926107 -0.004260175359585866 -0.00019914334122625305 0.0013098513841489593 0.0071860897849260049 -0.00032314252422040575 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10.9931 8.72171 8.39949 7.42865 11.7075 7.39682 8.18604 7.12275 6.88295 6.54184 6.01294 9.49734 7.41592 8.20401 7.19595 7.07792 6.71628 6.29619 5.95319 5.9053 5.74093 5.67533 5.20682 5.71841 6.78662 5.88139 5.51877 5.29552 5.67127 5.0181 4.86534 8.50626 4.72996 5.62399 threshold=1.0818068778931804 314.48885271170684 11.500000000000002 63.984289169311531 1125.2500000000002 0.7675830737119812 0.63889685270132535 46.500000000000007 1486.5000000000002 0.88525924048606763 1.5000000000000002 1.5000000000000002 9.5000000000000018 455.75000000000006 21.500000000000004 2.5000000000000004 24.500000000000004 1.0025948753946394 1005.2500000000001 662.25000000000011 0.94033372559852335 0.62916793617420541 22.998040199279789 14.500000000000002 17.999998092651371 7.5000000000000009 23.927738189697269 27.603689192157692 447.25000000000006 624.25000000000011 0.9592301406373851 52.500000000000007 636.25000000000011 57.010607364132476 422.75000000000006 1.219444045493804 27.997111320495609 2.5000000000000004 70.988329701443519 558.75000000000011 15.805960565843057 19.500000000000004 590.25000000000011 22.500000000000004 33.98864936828614 20.999998092651371 1.0521839016314156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 3 -3 4 -2 -6 8 -8 -7 -1 12 -12 16 14 45 -16 23 32 19 21 -20 -15 -21 31 28 26 27 29 -25 -26 -27 -11 -18 -28 -17 36 38 39 -23 -38 41 -39 -31 -30 -45 -14 -47 right_child=1 2 -4 -5 5 6 7 -9 -10 10 11 -13 13 18 15 34 17 -19 20 22 -22 35 -24 24 25 30 33 -29 43 42 -32 -33 -34 -35 -36 -37 37 40 -40 -41 -42 -43 -44 44 -46 46 -48 leaf_value=-0.00020347196954577384 -0.00025901060446515084 -0.0036800679335358684 -0.029106950206777393 0.0016939431775758764 -0.02664652782213078 -0.029822911716799853 0.00072896614773209007 -0.0060169993668726844 -0.0076239595406711307 0.00023212767305916512 0.0038963025302890509 -0.00067533090807604342 0.0013241222712313001 0.0058464964522821289 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3.90316 3.28416 3.22371 3.21869 3.02145 3.96722 4.49743 4.97504 3.87497 4.75606 3.87224 3.69859 11.1908 8.22667 6.70057 13.1446 7.76557 9.37091 6.96508 7.45519 6.18725 6.05777 5.67445 16.6554 7.10186 5.33749 4.52581 5.12411 4.49752 8.70621 4.44707 4.39068 5.14819 7.5274 8.2231 5.51755 7.04077 4.99326 5.63938 11.6608 threshold=0.92709665387894302 348.56349186104052 7748.5000000000009 0.26694176385558793 3.5000000000000004 6526.5000000000009 0.27466299885115925 0.22263518851885181 7.1509888885097874 51.697327572983262 6.5000000000000009 151.33629704570106 101.96442895339955 1.0583862444522478 -19.98310565948486 0.7737151531908566 101.84589508202602 711.25000000000011 2.173274942688856 0.17648744097543145 1379.2500000000002 16.500000000000004 314.48885271170684 0.57359272432097874 1.5807787537401952 152.64251708984378 0.46126621301651166 5662.5000000000009 20.500000000000004 173.1380310058594 603.97413408594548 48.257357956083439 237.52335438193651 0.60859748874674258 244.71212971409719 3.4685925273389144 93.886687126108299 2369.7500000000005 36.661491894707858 296.20722961425787 187.9080505371094 -58.990983963012688 6.5000000000000009 137.65339201395685 140.47548675537112 10051.500000000002 -41.167642593383782 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 6 3 -3 5 -5 -2 -8 10 -10 11 12 13 -1 -15 -14 -17 -16 38 20 32 25 37 24 -24 35 -27 -22 -25 30 33 -32 -20 -28 -35 36 -21 -23 -13 40 42 -42 44 -44 45 -40 -47 right_child=1 2 -4 4 -6 -7 7 -9 9 -11 -12 18 15 14 17 16 -18 -19 19 21 27 22 23 28 -26 26 29 -29 -30 -31 31 -33 -34 34 -36 -37 -38 -39 39 -41 41 -43 43 -45 -46 46 -48 leaf_value=9.0052390998214123e-05 -0.00095579646527483978 0.0028094145402660651 0.0016815228458670795 -0.042298230276310252 0.0027441487865511134 -0.0089769222463523205 0.0054879502214789898 0.00077848737504053695 0.0013639619748181822 0.0081244943231623887 0.0066340365481325136 0.00070832758636305785 -0.0015864615817388157 0.0088504326211821752 0.018942904627921742 -0.00026425286760697214 0.0068159093787515104 -0.0039224759593980193 -0.012746198373078619 -0.00011351639023096943 0.0037312545168643046 -0.0020863225518315772 -0.0030449200308057434 -0.0021066261781346896 -0.028939503877778727 0.002705797560766754 0.023244649267297603 -0.024749942818255655 -0.041603375974632782 -0.0019891916977727289 -0.034258722534845562 -0.0060035676236288981 -0.034110868485116901 -0.002649978380115923 -0.016388358187477328 0.0018547457394224194 -0.023637219029429727 0.005215180506970213 -0.00043642939864388727 0.0039571384220424 0.0043542312547468123 -0.017353671968088819 3.5452286444418219e-05 0.0052954241362009628 0.0056720252481870506 -0.0084750899925411967 -0.00018584083804744689 leaf_count=3689 5716 83 1359 154 48 25 817 40406 2831 362 329 39405 17628 622 38 10636 450 298 163 12676 180 6280 272 24 83 1083 27 43 67 2887 134 58 79 803 146 7285 72 404 95358 1477 121 231 671532 1160 594 1230 2075 internal_value=0 0.00804758 -0.0363124 -0.304779 -0.431446 -0.55805 0.00962487 0.0129241 -0.000431066 0.0315819 -0.00054727 -0.000584271 -0.00991874 0.0171884 0.0782358 -0.0143057 0.000343081 -0.0198128 -0.000216156 -0.0106328 -0.164661 -0.00841544 -0.035477 -0.201696 -0.134888 -0.000749906 -0.0335964 -0.0261001 -0.462319 -0.0532821 -0.112094 -0.381329 -0.292343 -0.0591303 -0.0706164 0.00767446 -0.00365235 -0.0243859 0.000203568 -0.000320804 -0.000433606 -0.146635 -0.00036694 0.000660015 -0.00732689 -0.00787723 -0.0484871 internal_count=931440 48608 1669 310 227 179 46939 41223 882832 3193 879639 879310 33361 4647 958 28714 11086 336 845949 32766 465 32301 7130 446 355 25171 5138 223 91 4055 1168 192 242 976 949 20033 12748 6684 813183 773778 772301 352 771949 672692 99257 98663 3305 shrinkage=0.0674571 Tree=87 num_leaves=48 num_cat=0 split_feature=0 16 11 20 22 19 24 25 25 0 5 5 10 25 28 25 28 28 25 11 20 25 16 5 25 9 19 15 22 23 6 13 16 22 11 19 17 16 1 20 13 29 26 17 17 28 6 split_gain=3.11981 3.14384 4.16277 4.38724 3.67516 6.41837 5.646 5.14448 6.03226 5.87689 5.23072 5.11136 4.73199 4.68372 4.89694 4.67419 4.31672 3.99188 5.22664 4.49286 3.73506 4.26602 3.69997 5.51626 5.85604 5.77237 3.93704 3.69974 3.99585 3.64457 3.562 4.97819 3.46093 3.40406 3.39983 3.3761 3.35726 5.30137 3.3565 3.35179 6.6863 3.47482 3.46789 3.32174 3.34794 3.3858 3.77394 threshold=9.0000000000000018 173.51671134311516 0.80075472772841205 0.7792302726513255 502.25000000000006 506.25000000000006 9.5000000000000018 3130.5000000000005 1451.2500000000002 48.000000000000007 15.004101276397707 20.789436340332035 0.75111656844787256 760.25000000000011 393.25000000000006 843.25000000000011 1214.5000000000002 631.25000000000011 453.25000000000006 0.86099932523616751 0.48224932496827649 722.25000000000011 224.47420459986972 38.00000190734864 572.25000000000011 0.93750645527783527 562.25000000000011 0.58497475046024461 339.25000000000006 0.40138681920876801 0.39532145644943845 28.514956062008419 223.25396257950698 475.25000000000006 0.94054317475370119 365.25000000000006 45.239075993982546 155.15955774520532 598.50000000000011 0.97098430504189415 29.338883857145749 0.81482441985554022 0.86680775288138034 55.02557841716591 49.644314315071483 537.25000000000011 0.76470589157647384 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 36 38 5 6 7 8 10 -10 20 17 22 -12 -15 -13 30 18 27 -20 29 -22 23 24 39 -25 -26 -8 -29 -3 32 -32 -16 -24 -5 -21 37 -2 -4 41 -41 42 -7 44 45 -42 -47 right_child=1 4 3 34 -6 12 11 -9 9 -11 13 15 -14 14 16 -17 -18 -19 19 35 21 -23 33 25 26 -27 -28 28 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 40 43 -43 -44 -45 -46 46 -48 leaf_value=0.00041380337317920029 -0.00085819820514860059 -0.0012598560945030705 -0.00050238573714675699 0.00089037532068401547 7.0681374815783577e-05 -0.0021100588697153299 0.0022269900624620098 -0.013560077991057202 0.013284229797771507 -0.017289451396762582 0.0007715187705169545 -0.00029332076492162958 -0.00022563033092212674 -0.030781975907187016 -0.0076193668821053695 0.014928236439858116 0.0074937983092075349 -0.0086784694572214875 -0.0018578678122847399 0.0064699117653856273 -0.0062222643041470087 0.010176826123374776 -0.0018812776699900021 0.001680619539978904 -0.010108466058663184 -0.017238014694872798 -0.0036234372649762169 -0.0090797225575715134 -0.0032034657493316774 0.011149447429334144 -0.0066800824430827098 0.0033979192339015155 -0.030669356483415827 0.0013598556380992023 0.0090504478339517112 -0.00024250822887391502 -0.0012272873169650884 0.0012080505265454899 -0.0066244598252666563 0.0046559903120006246 -0.0018831540162536342 -0.0049156562058495007 0.0065018543640767302 -0.005478982184285287 0.00075681546987572121 -0.0011882848590515803 -0.020067292480689981 leaf_count=76369 17364 679 11133 14982 647919 1429 402 118 270 32 39887 42244 13174 29 107 92 163 407 2420 656 1154 77 3767 108 637 229 1286 706 2072 128 571 366 41 2423 236 710 31106 8376 423 936 629 2168 250 831 2137 84 113 internal_value=0 -0.00053654 -0.00636064 0.00392023 9.47526e-05 -0.00490392 -0.000803575 0.00749918 0.00806476 0.148904 0.00708023 -0.00808964 -0.0175753 0.00952858 -0.0500866 -0.0038579 -0.0406469 -0.0323884 -0.026764 -0.00166003 -0.042372 -0.077034 -0.0285857 -0.0397266 -0.0356847 -0.165662 -0.08556 -0.056652 -0.0696273 0.0105016 -0.0634424 -0.0406708 -0.207611 -0.00908097 0.0150751 0.0441915 -0.0112028 -0.00275471 -0.0107695 -0.0245024 -0.00667447 -0.0464224 -0.0122709 -0.0253491 -0.00967908 -0.0637465 -0.178148 internal_count=931440 855071 83620 26774 771451 123532 93331 43622 43504 302 43202 49709 30201 41164 1277 42336 1248 7373 6966 3786 2038 1231 17027 10837 10500 337 1923 3180 2778 807 1085 937 148 6190 15218 1366 56846 25740 11556 8577 4730 3847 1679 3794 2963 826 197 shrinkage=0.0674571 Tree=88 num_leaves=48 num_cat=0 split_feature=0 29 27 19 22 17 6 21 24 14 30 32 27 22 14 17 5 22 21 25 26 24 26 19 11 27 21 22 14 10 26 13 6 14 28 20 1 28 6 13 15 6 29 26 27 13 28 split_gain=2.98976 4.94153 4.2638 5.69305 4.35289 3.88332 4.12214 3.8376 3.83188 3.50838 3.89862 3.4092 3.19128 21.9704 12.1551 8.17692 8.10657 7.06049 6.70659 10.2329 8.51951 11.3824 9.99707 6.69939 6.47489 5.89662 16.9287 12.8879 10.4554 8.20891 8.31565 7.43504 7.82485 7.64089 7.28986 5.88548 9.4959 6.26911 8.60942 6.10903 5.71132 5.55612 6.08196 5.39731 5.69725 8.99817 5.94333 threshold=49.500000000000007 1.3476346409091351 4.5000000000000009 934.75000000000011 1013.2500000000001 55.318182163916411 0.87955693891255771 10.500000000000002 26.500000000000004 50.437691897682747 1.0000000180025095e-35 2.5000000000000004 22.500000000000004 1149.2500000000002 56.335795751900889 56.335365953385427 67.003894805908217 658.25000000000011 7.5000000000000009 463.25000000000006 0.64378009775324685 21.500000000000004 0.97662104082967405 182.25000000000003 0.83138115735738838 45.500000000000007 10.500000000000002 624.25000000000011 27.414995844129319 0.85293010999804542 0.97383283893124106 34.046023351425347 0.5750000012041957 15.204134983257346 524.75000000000011 1.0989280046283731 525.50000000000011 595.25000000000011 0.7407407444664823 31.675938578240999 0.68937484589767506 0.51538461927594159 0.20254061032022092 0.88608655089794974 26.500000000000004 32.513273889535249 551.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 4 5 -2 6 -4 -8 9 10 -3 12 -1 15 16 18 -15 41 20 40 21 -14 -22 -21 43 -26 27 29 31 -27 -31 32 33 -28 -30 37 -37 -34 39 -39 -20 42 -17 -25 -45 -46 -47 right_child=1 8 3 -5 -6 -7 7 -9 -10 -11 -12 -13 13 14 -16 17 -18 -19 19 23 22 -23 -24 24 25 26 28 -29 34 30 -32 -33 35 -35 -36 36 -38 38 -40 -41 -42 -43 -44 44 45 46 -48 leaf_value=0.00014220752932307847 -0.0030928182674548588 -0.0010626235307593711 -0.00028249387081349551 0.0012017014661600783 -0.00038528676232151113 0.00052883378079377353 -0.0017490041401499895 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4510 362 18282 119 34128 12029 67565 166 105 154 60 77 33 3872 1266 212 176 69 143 136 113 158 5065 8960 1650 5324 2631 2102 9375 internal_value=0 -0.00495898 -0.00172718 0.0011053 -0.0190906 -0.00346587 -0.00933501 -0.0301226 -0.0193641 -0.0187034 -0.0252466 0.000679234 0.000976932 -0.0025148 -0.162751 -0.00182126 -0.120689 0.0167451 -0.00405859 0.00038985 -0.0126403 0.0187281 -0.0171687 0.00321461 0.00367943 0.00877063 -0.0194342 -0.211417 -0.00635139 -0.0820978 -0.293956 0.00167231 -0.0447218 -0.190085 -0.212859 -0.0202761 -0.177246 -0.000385137 -0.108348 -0.198517 -0.0309194 -0.00132671 0.0504524 -0.00834504 -0.0186503 -0.0291689 -0.0170771 internal_count=931440 106145 86695 74536 12159 58525 38525 7646 19450 19407 15691 825295 807961 197701 852 196849 758 21170 175679 115703 59976 7566 52410 106128 105766 74305 6740 430 6310 276 110 6074 2202 317 236 1885 212 1673 407 294 9575 10696 1736 31461 19432 14108 11477 shrinkage=0.0674571 Tree=89 num_leaves=48 num_cat=0 split_feature=0 16 11 18 22 19 27 25 17 25 25 13 25 26 27 15 12 27 24 18 15 18 4 13 14 14 18 23 10 22 25 29 22 25 23 12 27 23 5 25 25 17 16 16 24 4 24 split_gain=3.16746 3.33907 3.82969 3.32693 3.10932 6.15763 4.93741 7.30069 4.73895 4.53162 5.10417 4.8111 5.58485 4.19947 5.30993 5.2291 5.19976 4.15767 8.53485 10.3632 9.73435 6.63403 6.46673 5.73275 9.3336 5.58365 5.34255 4.88922 9.52602 5.07024 7.91161 5.07765 4.78621 6.40717 5.34276 4.35667 3.99399 4.52124 3.75991 4.79945 4.57539 4.54247 4.02265 4.37226 3.81736 3.7472 9.89629 threshold=9.0000000000000018 173.51671134311516 0.80075472772841205 6.5000000000000009 475.25000000000006 503.25000000000006 14.500000000000002 784.25000000000011 55.861597604361897 3130.5000000000005 1451.2500000000002 18.681226337230928 800.75000000000011 0.91100451438416752 4.5000000000000009 0.87486061889592426 74.890872965260129 45.500000000000007 27.500000000000004 2.5000000000000004 0.59791182476438098 3.5000000000000004 18.774091720581058 33.952695888551155 15.204134983257346 33.603615570514592 4.5000000000000009 0.74227939506789598 0.62811000679961304 628.25000000000011 620.25000000000011 1.1773435721994232 563.25000000000011 590.25000000000011 0.98429802806824185 75.370057685088824 53.500000000000007 1.1640788128722994 21.00000095367432 539.25000000000011 453.25000000000006 50.357943552632499 224.79924597759967 187.03766512683364 17.500000000000004 19.989175796508793 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 6 8 38 9 10 11 -3 45 14 -7 16 -16 -6 19 -19 23 25 32 24 -20 35 -26 -24 -29 -30 31 -31 -21 34 -34 -22 -37 -38 40 41 -8 -40 43 -41 -45 -13 -47 right_child=1 3 -4 -5 17 13 7 -9 -10 -11 -12 12 -14 -15 15 -17 -18 18 20 22 21 -23 27 -25 26 -27 -28 28 29 30 -32 -33 33 -35 -36 36 37 -39 39 42 -42 -43 -44 44 -46 46 -48 leaf_value=0.00041727917815451019 -0.00075490106718760421 -0.0020811015815692686 0.0002240605143253891 0.006402663106900866 7.247751968232982e-05 -0.02259036807097245 -0.0036891060416277478 0.013555380094071992 -0.0014198556753177963 -0.013636044486182143 0.010744730232128671 0.0015717568702374794 -0.0056728103305271971 -0.00095085838598373755 0.00051542345464875266 -0.0097072779562411768 -0.0049177615540581766 0.0049756827846667972 0.010870266873229437 -0.0050185895208265923 0.0078323962109198876 -0.0071967125372702024 0.014664123408978965 0.0039633239515014258 -0.0061459140274659546 -0.033295651499840664 -0.028651029649931749 -0.018990938063693674 0.0022786737210221844 -0.036852263644183425 -0.0026586132369587558 -0.0034805464805924362 -0.027392278686029337 -0.008273419533984229 0.0011146990514069332 -1.7127207998917712e-05 -0.002297187231092227 -0.024683822690683605 -0.00092521058239526839 0.0018124296991942619 -0.00043075372918312721 0.00090454619864320344 0.0020903674914997811 -0.0060641958083213574 0.0019477012663055896 -0.017726186965551703 0.00014144486394917984 leaf_count=76327 56780 2521 26751 370 671547 65 3818 164 5220 99 234 21220 561 14791 1629 480 1578 418 105 354 281 1005 64 2433 144 23 72 175 563 59 331 32 206 282 35 1224 106 67 12395 524 4032 12301 657 2040 312 144 6901 internal_value=0 -0.000537452 -0.00654322 0.000112729 6.72462e-05 -0.0053991 -0.00127282 -0.009563 0.00686976 0.0114699 0.0121395 0.0110411 0.0147048 -0.0216752 -0.0515548 -0.0465599 -0.0319902 0.000804801 -0.0218879 -0.070039 0.000326853 -0.0422698 -0.0986483 0.0421811 -0.0834271 -0.00421091 -0.202316 -0.0516872 -0.0665325 -0.0283357 -0.111205 -0.372343 -0.16419 -0.224969 -0.344697 0.00249681 -0.0203558 -0.16258 -0.0105199 -0.0051366 -0.0298785 -0.000204789 -0.0396104 -0.0557381 -0.0741419 0.0166658 -0.00331722 internal_count=931440 855113 83531 771582 771212 91686 73143 36243 36900 31680 31581 31347 28826 18543 3752 3687 3207 679526 7979 2519 5460 2706 2101 2754 321 1701 216 1224 1160 985 422 91 877 523 241 1678 1397 173 36079 28229 7850 24696 3533 2876 2352 28265 7045 shrinkage=0.0674571 Tree=90 num_leaves=48 num_cat=0 split_feature=20 27 10 26 27 24 24 22 20 18 19 17 27 8 13 19 27 24 10 14 28 11 11 15 26 24 11 11 16 26 13 10 26 8 20 10 26 21 22 30 16 1 20 27 5 26 28 split_gain=2.88643 4.94187 13.1584 12.1285 9.19265 10.7901 9.12391 8.77123 7.92046 5.98788 5.88781 6.13069 5.83541 7.57465 5.53031 7.85647 7.58505 5.28585 5.18382 5.11466 5.03126 4.82691 4.81747 4.8077 6.8652 6.03937 5.66344 5.37393 7.89483 6.81602 4.89595 8.85643 10.7975 11.8342 5.12734 4.78451 4.65942 4.99106 4.54567 4.51798 4.49378 4.60612 5.55406 4.43253 7.32963 4.9538 4.32891 threshold=1.0818068778931804 32.500000000000007 0.68400353095277355 0.77974091448623395 44.500000000000007 28.500000000000004 14.500000000000002 406.25000000000006 1.5258577140930083 5.5000000000000009 358.75000000000006 44.125485672732125 14.500000000000002 5219.5000000000009 30.114721877077539 432.25000000000006 20.500000000000004 15.500000000000002 0.58622121468032284 16.349129475841984 904.25000000000011 0.81955600358422953 0.5750844872361901 0.53003363208595433 1.009219625629163 6.5000000000000009 0.68105514375855802 0.69853584290859205 216.13782020221601 0.99593990465452109 71.166966853964098 0.91783429691004825 1.453788805730003 1118.5000000000002 1.8029180405087144 0.89727364656698028 0.34816708846746397 8.5000000000000018 1149.2500000000002 1.5000000000000002 223.61807021069913 970.50000000000011 1.2012176588331236 36.500000000000007 42.269151687622077 1.0343848767720962 2134.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 3 -3 8 21 9 -4 10 12 11 -5 46 23 15 36 17 -17 -7 -16 38 -6 39 24 27 26 -25 28 -14 -30 31 34 -33 -34 -26 -15 -8 -38 -21 -9 41 -27 -43 45 -45 -24 -2 right_child=1 2 7 4 5 18 14 22 -10 -11 -12 -13 13 35 19 16 -18 -19 -20 20 -22 -23 43 25 30 40 -28 -29 29 -31 -32 32 33 -35 -36 -37 37 -39 -40 -41 -42 42 -44 44 -46 -47 -48 leaf_value=4.9473295482523383e-05 0.00011825084491307127 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3233 12436 7888 4548 58270 shrinkage=0.0674571 Tree=91 num_leaves=48 num_cat=0 split_feature=11 30 16 0 6 20 10 14 14 12 5 25 11 8 22 18 20 20 10 6 0 28 18 17 25 13 10 27 27 22 18 24 10 28 10 5 6 14 28 16 20 20 4 29 18 27 18 split_gain=2.71088 3.06198 3.56756 2.66646 2.79194 2.59006 2.65323 2.57114 3.25302 12.812 12.6332 7.88696 5.59593 4.08316 5.39858 5.84146 13.4303 6.04176 4.6794 6.17249 2.72689 3.53405 2.52662 2.45698 2.43732 5.72445 4.23624 5.82671 4.93602 4.1546 4.31956 8.2373 6.15814 5.45237 5.24762 5.40503 4.25646 3.9977 3.90684 3.25682 2.97761 3.46907 2.97285 3.96268 2.8992 2.69467 2.55254 threshold=0.94054317475370119 1.0000000180025095e-35 205.80593284611146 20.000000000000004 0.81051909913787823 0.37605415475631787 0.89924257763604498 28.685750002074631 75.883386667885389 348.56349186104052 147.1083908081055 5285.5000000000009 0.96947167755991293 1452.5000000000002 1002.7500000000001 1.5000000000000002 0.86926143703117464 1.1527034501763229 0.76415471827464942 0.55263158337773011 43.000000000000007 1275.2500000000002 6.5000000000000009 37.391827233583342 314.25000000000006 18.681226337230928 0.96974318334191645 1.5000000000000002 8.5000000000000018 339.25000000000006 1.5000000000000002 3.5000000000000004 0.53955630910641517 316.50000000000006 0.81042839382997245 25.316086769104007 0.38888892382278434 8.655580869321744 432.25000000000006 169.90161290322584 1.235369789043834 1.6501439359609398 11.000933647155763 0.84889220882391314 2.5000000000000004 5.5000000000000009 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 2 3 23 5 -5 -7 -4 9 13 11 -11 -13 14 -9 20 -17 18 -18 -20 -16 -22 24 -2 25 44 27 -27 -28 30 34 32 -32 42 38 36 -36 -34 -29 -39 -35 -42 43 -33 -1 -46 -41 right_child=1 -3 7 4 -6 6 -8 8 -10 10 -12 12 -14 -15 15 16 17 -19 19 -21 21 -23 -24 -25 -26 26 28 29 -30 -31 31 33 37 40 35 -37 -38 39 -40 46 41 -43 -44 -45 45 -47 -48 leaf_value=-0.0032454168329756924 0.014281692533426201 -0.00072515185031084772 0.0012418887174537529 -0.011364711861747957 -0.0090326989486729098 0.0023987252349546625 0.015749186687244423 0.00021260936538407889 0.003274581653491938 -0.043926706534393657 -0.00038239696697841717 -0.0055476600612147306 -0.038866163502175657 0.0016386454013479943 0.0022570761123883163 0.005515948142398453 -0.039015685658127991 0.0024050723944409411 -0.04344128808699757 0.003073388493459739 -0.036239660204490563 0.0012976289500970493 0.0055688444034900312 0.004641372506607907 -1.1961819472115092e-05 0.0085452917307431119 -0.013562590460516572 -0.0040157968032070168 0.0066978856210093618 0.0042767076603907632 -0.013424877034656443 -0.00026081692297260479 -0.0068228207537343582 0.003798883620229778 -0.0057899465569352798 -0.0074769753498386913 0.0088657612668539276 1.7712743816335984e-05 -0.013838128582620027 0.014824731103785804 -0.0082476037588340139 0.0064626383637102526 -0.0010639978131364376 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376 425 shrinkage=0.0674571 Tree=92 num_leaves=48 num_cat=0 split_feature=21 21 19 22 27 26 1 27 18 22 10 0 25 5 17 17 26 17 4 0 25 18 24 26 6 4 10 25 9 28 6 27 17 18 17 5 22 26 22 16 32 4 17 16 21 25 24 split_gain=3.17979 3.22546 9.27406 3.41404 6.51782 5.18065 4.0641 4.35909 6.64847 4.31725 4.02326 3.50973 3.22241 3.21642 3.10683 3.32734 2.9884 3.22805 2.80607 2.76323 4.86585 6.4859 6.32374 5.22307 7.62305 6.58003 8.41942 5.47773 4.49042 4.27827 4.14136 3.8831 7.19628 4.66643 6.72588 4.1521 4.49898 3.82642 6.37277 6.31132 6.04368 4.59374 4.80333 5.01736 4.78259 5.09405 4.77129 threshold=18.500000000000004 16.500000000000004 580.25000000000011 499.25000000000006 53.500000000000007 1.0237059504707702 598.50000000000011 35.500000000000007 4.5000000000000009 394.25000000000006 0.7809094618845307 29.500000000000004 552.25000000000011 19.845637321472172 51.487968194982834 55.213925968068168 7.1509888885097874 48.257357956083439 24.981579780578617 17.500000000000004 853.25000000000011 1.5000000000000002 15.500000000000002 0.89335093164463697 0.83783790975532857 25.491176605224613 0.6578060871180591 1309.7500000000002 0.97941335797590978 1307.2500000000002 0.66090202194832204 14.500000000000002 63.936310141953832 3.5000000000000004 58.353837090364785 98.40225982666017 885.75000000000011 0.62223748473748486 563.25000000000011 231.78390210716253 1.5000000000000002 12.00056314468384 45.509841980374368 228.18794920060628 7.5000000000000009 490.25000000000006 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 3 6 5 10 7 8 -3 -10 -5 13 18 -9 -13 -16 19 -18 -7 20 31 22 -22 24 25 -23 -27 -26 30 -29 -28 33 35 -1 -35 37 -37 38 -33 41 -40 -39 -43 44 45 -44 -46 right_child=-2 2 -4 4 -6 12 -8 11 9 -11 -12 14 -14 -15 15 -17 17 -19 -20 -21 21 23 -24 -25 27 26 28 29 -30 -31 -32 32 -34 34 -36 36 -38 39 40 -41 -42 42 43 -45 46 -47 -48 leaf_value=0.00081412236510021484 0.0045570395012750533 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0.00019389865726082153 leaf_count=71052 698 90 850 158 140 103 144 56 44 61 278 142 62 744 84 39 2832 588 31 661879 44273 3765 32 7510 715 141 198 104 27 242 247 9428 4967 1240 166 64 60 636 6242 45242 2228 13112 6719 7999 374 21153 14481 internal_value=0 3.43428e-05 -0.0325609 -0.0671613 -0.120578 -0.0773321 -0.0377895 -0.0559779 -0.193436 -0.0224855 -0.016628 -0.0308095 -0.212368 0.00223047 -0.130553 -0.0142133 0.000140661 0.0296462 -0.12515 3.14872e-05 0.00277746 -0.0053739 0.000380153 -0.0250614 -0.048661 -0.067091 -0.16317 0.0273865 -0.0991155 0.130676 -0.0750899 0.00505223 0.00183753 0.0109399 -0.0461087 0.000385431 -0.182514 0.00056315 0.0141207 -0.00164849 0.0340288 -0.00800185 -0.00884437 -0.00443425 -0.00873742 -0.0164612 0.00575457 internal_count=931440 930742 3026 2176 772 632 1404 1260 195 105 436 1065 196 800 265 123 927716 3420 134 924296 262417 57254 44305 12949 5439 4378 613 1061 472 346 445 205163 132705 72458 1406 127738 124 127614 17898 109716 8470 64474 63838 50726 42727 27872 14855 shrinkage=0.0674571 Tree=93 num_leaves=48 num_cat=0 split_feature=21 21 19 4 8 14 11 7 4 15 7 14 27 11 18 30 25 5 16 16 21 1 27 16 9 4 26 26 19 9 17 16 19 28 21 27 0 29 28 21 23 1 29 4 15 26 17 split_gain=2.58962 3.30393 8.10265 3.62493 3.80102 3.17436 2.56527 4.2849 4.33557 8.47415 6.74983 4.24351 6.47402 6.64038 6.38994 11.5068 6.1421 6.80925 6.09594 7.78075 4.89673 4.72834 5.61522 9.87881 4.67883 4.45639 4.46411 4.88627 3.92189 3.90399 3.79223 6.66879 7.70186 5.42812 3.79211 10.331 7.33568 5.86233 5.30658 6.38045 6.0533 6.02894 5.98739 5.76734 5.96041 4.56635 4.46621 threshold=18.500000000000004 16.500000000000004 580.25000000000011 13.616098403930666 343.50000000000006 16.823060626753769 0.87051811824539105 -6.0724568367004386 232.07746887207034 0.35354970208734376 -42.262798309326165 31.982550367060707 6.5000000000000009 0.70757991971756062 1.5000000000000002 1.0000000180025095e-35 1411.2500000000002 147.1083908081055 195.09825198991373 228.98195340465551 10.500000000000002 813.50000000000011 2.5000000000000004 237.10435504755566 0.96978487385530188 34.946157455444343 0.23767531902363517 1.049022899959178 1358.2500000000002 0.96586472311496319 47.093347654501549 234.02771204607265 856.25000000000011 553.25000000000011 1.5000000000000002 7.5000000000000009 52.500000000000007 0.99998881256572625 1463.2500000000002 4.5000000000000009 1.7237302171512698 3103.0000000000005 6.8787506923578627 114.61103439331056 0.72242179551245889 1.2486263321559039 56.098139788041671 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 -3 -5 -2 7 8 29 -10 -11 12 13 14 15 18 17 21 -9 25 34 -15 23 24 -23 26 -20 -28 -16 -1 -8 -32 33 -33 37 38 -37 -13 -36 40 43 -41 -42 46 -45 -38 -40 right_child=5 2 -4 4 -6 -7 30 11 9 10 -12 20 -14 16 28 -17 -18 -19 19 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31 31 32 -34 -35 35 36 45 -39 39 41 42 -43 -44 44 -46 -47 -48 leaf_value=-1.871215415755973e-05 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0.0014167490342179884 -0.0057673537541760994 -0.0079399590162223515 leaf_count=205659 323 364 849 131 1674 386 132399 1028 119 505 93 3603 317362 19960 651 1293 5203 50 120 252 221 359 4514 33 296 20 504 63 88 92595 97615 21 112 50 3201 17943 793 13946 3651 51 1132 32 47 42 27 1168 892 internal_value=0 -5.03195e-05 -0.0330835 -0.0655009 -0.0838592 0.0604086 5.71428e-05 -0.00089814 0.00196352 -0.0757045 -0.0272078 -0.00304483 -0.00423433 -0.0172578 -0.0554599 -0.0743866 -0.0122098 -0.0186654 -0.122166 -0.179513 0.00590641 -0.0179328 -0.0447848 -0.128941 -0.102044 -0.233289 -0.246835 -0.283919 0.0285449 0.00215023 0.00295173 0.00767426 -0.183044 -0.440707 0.00661177 -0.000413586 0.0123356 0.0182129 -0.028376 -0.0462269 -0.0422813 -0.321521 0.0216638 -0.058628 -0.345567 -0.0457353 -0.0542699 internal_count=931440 930731 3018 2169 1805 709 927713 697516 298971 717 598 398545 351796 34434 4019 3280 30415 25212 1987 959 46749 25162 5202 688 655 707 687 567 739 298254 230197 97798 183 71 46528 28979 19904 17549 9075 5874 5791 83 1179 4612 69 1961 4543 shrinkage=0.0674571 Tree=94 num_leaves=48 num_cat=0 split_feature=0 25 15 26 12 24 7 20 0 10 8 21 13 26 16 22 24 4 20 22 11 10 28 4 11 7 11 26 20 7 15 7 10 11 19 22 30 26 11 1 29 1 18 28 21 21 14 split_gain=2.65465 3.49637 3.95424 3.66007 4.24791 3.27614 8.39922 5.79956 3.49582 3.48039 4.70101 3.38717 3.36767 5.3898 3.41131 3.08587 3.059 6.26858 3.36736 3.00871 2.95439 2.92645 2.9075 2.88962 6.02612 7.03761 7.87847 3.31286 3.30487 3.27381 3.15173 5.68064 3.01137 6.64529 5.03415 12.6306 6.95238 8.23991 8.02759 5.01681 4.7641 10.6425 4.59002 4.61755 4.32388 4.00966 8.24274 threshold=35.000000000000007 772.25000000000011 0.39479459366331721 3.6596423868012553 181.46194077712562 2.5000000000000004 -87.654693603515611 1.0818068778931804 51.000000000000007 0.67557337491262215 1320.5000000000002 15.500000000000002 33.241690243197347 0.70178108976392495 221.44801105162 421.25000000000006 18.500000000000004 31.494435310363773 0.85247512701896377 250.25000000000003 0.84914787274370873 0.8159388772330789 721.25000000000011 187.9080505371094 0.59822737746124854 -45.083036422729485 0.52110928598888628 0.93365418100400444 1.1768699405747951 -24.775140762329098 0.41951138825598999 -52.264101028442376 0.96238197333760955 0.37875033145234133 3530.5000000000005 2060.5000000000005 2.5000000000000004 1.064665500067304 0.75969409917134467 3332.5000000000005 0.31539550090274732 4633.5000000000009 1.5000000000000002 1418.2500000000002 3.5000000000000004 5.5000000000000009 31.500635556099414 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 6 -4 8 -8 10 11 15 13 14 -11 -7 19 18 21 -3 -9 -18 -15 27 25 30 29 28 -21 -27 31 -25 40 -34 35 39 37 38 -37 42 41 -29 43 -35 -38 -42 -47 right_child=1 16 5 -5 -6 9 7 20 -10 12 -12 -13 -14 22 -16 -17 17 -19 -20 23 -22 -23 -24 24 -26 26 -28 32 -30 -31 -32 -33 33 34 -36 36 44 -39 -40 -41 45 -43 -44 -45 -46 46 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21017 125857 1288 441 194 124569 48049 86 247 59 76520 5484 4936 2995 981 809 321 2014 71036 394 1991 1666 172 70642 10421 shrinkage=0.0674571 Tree=95 num_leaves=48 num_cat=0 split_feature=0 28 24 4 9 24 23 22 4 26 17 19 16 19 19 21 28 22 22 16 8 1 12 24 26 4 11 11 6 6 29 20 24 16 22 10 28 6 4 18 8 22 11 30 5 19 19 split_gain=2.51906 2.74917 4.15108 4.52639 2.89902 3.90342 3.0897 3.46999 3.07521 4.85734 2.69758 4.72605 3.85583 3.62921 7.96388 7.25477 6.09873 5.17907 6.66156 3.35969 3.28633 2.94238 6.54071 3.3962 3.20237 2.56535 4.20098 4.21149 6.11414 5.14099 2.98834 4.69391 5.13178 3.76411 4.20434 3.73505 3.54684 4.61556 4.09613 3.87518 4.14323 5.8013 3.61675 3.60556 4.97036 4.63919 3.87543 threshold=40.500000000000007 788.25000000000011 17.500000000000004 32.345783233642585 0.96937495196824341 7.5000000000000009 1.6906518566563971 6820.5000000000009 31.77386569976807 1.9236208920187796 87.504518117684015 294.25000000000006 144.91698349433159 488.25000000000006 621.25000000000011 9.5000000000000018 631.25000000000011 710.25000000000011 502.25000000000006 204.66150246009843 462.50000000000006 646.50000000000011 106.09797974644668 12.500000000000002 1.0839442933468069 187.9080505371094 0.59822737746124854 0.52110928598888628 0.68965517833030721 0.51351352090229652 0.9023888316495311 1.0899909503486902 2.5000000000000004 101.96442895339955 1211.7500000000002 0.63365694225703673 24285.750000000004 0.29404253609022429 103.00057983398439 2.5000000000000004 3718.5000000000005 2250.2500000000005 0.52110928598888628 1.0000000180025095e-35 106.00046157836915 2250.5000000000005 2930.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 4 25 -4 6 -6 7 -2 9 -7 12 -12 -1 15 -15 17 21 18 20 -18 -13 -16 -23 24 -24 30 27 29 -29 -27 31 35 -33 34 -32 -3 37 39 -39 40 41 -35 -43 44 45 -44 -46 right_child=1 2 3 -5 5 8 -8 -9 -10 -11 11 13 -14 14 16 -17 19 -19 -20 -21 -22 22 23 -25 -26 26 -28 28 -30 -31 33 32 -34 36 -36 -37 -38 38 -40 -41 -42 42 43 -45 46 -47 -48 leaf_value=-0.0011931690070561692 -0.00058485906969689579 0.00094296537953689175 0.003201172796269431 -0.0091011682983451799 -0.0008135648824833091 0.00014783195617863487 -0.0022940210709666959 0.0057339113850562347 -0.0030508787248786935 0.0068721058064881236 0.015318252469482943 0.0076093336482380685 8.1962323043587322e-05 0.0059157686581144172 -0.00082194269548921135 -0.020736116582574439 0.00083382716156958896 0.015737184303572297 -0.015754599989689515 0.0086641643939878339 -0.014861632698048546 -0.023125076862093051 -0.0013403265331510851 0.0063895528384984883 -0.017520493964445737 -0.0193200706342068 -0.00011516590737061419 -0.00087240201967152178 -0.026953589977459631 0.0047875385195279303 -0.011160748885520582 -0.031941253947247041 -0.0037171572495327048 -0.0018700735196695451 0.0084687419656968195 -0.0006619298213117994 0.0049662362468152702 0.00057952555101042512 -0.002156521840036763 0.014082002494293845 0.00070462035611680953 0.008991805268177543 -0.030157719100285522 -0.0037813284807363084 -0.02719610545832413 0.002686708777287646 -0.011205479724211553 leaf_count=10976 62309 8853 2817 143 26474 75996 4958 398 1355 492 106 167 640373 1446 403 101 7429 73 134 258 36 109 124 99 101 57 667 67 105 137 56 30 1283 1939 438 25914 741 49419 2622 68 1477 47 24 237 141 106 135 internal_value=0 -0.0024728 0.00176856 0.0386444 -0.00487788 -0.00157122 -0.00997564 -0.00807557 0.00199612 0.00283269 0.00115385 0.0169889 0.000896494 0.0148639 0.0190771 -0.0673302 0.00743521 -0.00819173 -0.0605012 0.0162568 0.053728 -0.0736793 -0.130913 -0.0596266 -0.127539 0.000614282 -0.0489465 -0.135035 -0.248959 -0.0340309 0.00116166 -0.005971 -0.0646639 0.00564115 0.0925557 -0.00375442 0.0048873 0.00398129 0.00654749 -0.0280138 -0.0319349 -0.0557447 -0.134491 -0.154065 -0.211278 -0.0500597 -0.287214 internal_count=931440 269505 97523 2960 171982 104317 67665 62707 77843 76488 661935 10586 651349 10480 9969 511 8523 410 337 7687 203 836 433 324 225 94563 1033 366 172 194 93530 36080 1313 57450 494 34767 56956 56215 52041 4174 4106 2629 690 643 406 130 276 shrinkage=0.0674571 Tree=96 num_leaves=48 num_cat=0 split_feature=17 16 33 30 8 15 27 19 5 27 6 26 8 11 21 25 20 19 4 27 16 19 19 12 11 11 16 11 6 7 5 32 11 22 6 26 25 7 22 4 4 1 26 27 21 19 25 split_gain=2.65629 3.52592 3.13467 5.85962 4.79143 5.61701 4.23959 4.15438 9.64721 4.04089 5.66261 8.58188 7.96452 8.61477 8.3511 7.38119 7.95298 6.97708 5.6952 5.30179 6.31551 5.07215 15.9379 8.60766 8.51367 6.75643 4.97229 5.24214 6.41445 4.96521 7.05518 4.93825 4.76471 7.79915 7.25274 10.3111 4.57626 6.25277 5.31836 4.64475 5.33582 5.41167 5.13655 4.83811 6.18905 7.77756 4.91502 threshold=34.02106877849689 164.59864253393667 2.5000000000000004 2.5000000000000004 458.50000000000006 0.70310220193599637 45.500000000000007 2250.5000000000005 61.004869461059577 6.5000000000000009 0.51785716760070644 0.41453944899031608 1157.5000000000002 0.81862046813027212 4.5000000000000009 3687.7500000000005 0.63288701841049078 1097.2500000000002 27.160212516784672 2.5000000000000004 210.68280956848034 2338.2500000000005 3530.5000000000005 238.4472221513642 0.56782011961176437 0.60752254182772936 180.10394302515883 0.92525512860564418 0.50601153233582352 -10.30484628677368 165.26560211181643 1.5000000000000002 0.69367860400469106 2369.7500000000005 0.28314057848027768 0.9603596865376971 260.50000000000006 -2.7263108491897579 200.25000000000003 13.005383014678957 5.0068869590759286 206.50000000000003 0.25508960692319177 7.5000000000000009 4.5000000000000009 371.25000000000006 784.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 9 -5 -6 7 -7 -9 10 12 -12 13 19 21 16 31 -17 -16 20 -3 -14 23 25 -25 -23 29 -28 -29 30 -24 -15 33 -26 35 -34 37 -11 -39 40 41 42 -38 -42 -45 46 -46 right_child=1 2 -4 4 5 6 -8 8 -10 36 11 -13 14 15 18 17 -18 -19 -20 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6222 740 768236 101911 70291 31620 11274 20346 5551 5299 252 60 5723 962 20286 11977 2922 1767 1155 9055 8685 308 370 223 857 1280 280 1000 454 666325 1682 1128 664643 30907 2609 2562 28298 26866 16276 5936 shrinkage=0.0674571 Tree=97 num_leaves=48 num_cat=0 split_feature=17 27 17 7 13 14 15 7 13 19 9 27 20 25 22 25 25 26 9 21 22 21 16 26 25 14 27 26 16 4 19 1 29 22 28 28 5 22 27 1 15 7 5 7 4 2 26 split_gain=2.4927 3.1867 5.66902 4.66719 10.7698 7.45072 7.35854 4.18525 6.17161 13.816 8.19309 5.55551 4.42633 5.56509 5.13319 5.01224 5.84079 4.35148 4.6254 4.33791 10.1616 8.20301 9.10642 6.2792 7.08532 6.09838 11.139 8.51702 8.0484 5.74668 9.36354 7.38176 13.5255 7.06811 6.33743 5.72447 6.34518 6.95193 6.69739 5.69896 5.61619 6.85517 21.4094 5.26222 5.22559 5.19362 5.064 threshold=34.02106877849689 6.5000000000000009 110.88696018953443 -50.194429397583001 237.01652959426605 32.565296882502643 0.58497475046024461 -89.940933227539048 31.473157762326121 711.25000000000011 0.92764718357415143 2.5000000000000004 0.63288701841049078 1628.2500000000002 991.25000000000011 899.25000000000011 1017.7500000000001 2.1211447315713419 0.92484209406539641 1.5000000000000002 2369.7500000000005 3.5000000000000004 226.91911155461017 1.453788805730003 2010.2500000000002 18.463007366670467 1.5000000000000002 0.95167650971585094 179.06759051749623 35.000791549682624 4108.5000000000009 3332.5000000000005 1.0665774484054886 4120.5000000000009 4382.5000000000009 1214.5000000000002 79.812664031982436 2768.5000000000005 5.5000000000000009 947.50000000000011 0.77226712478283166 -69.398483276367173 138.30535125732425 -4.3987052440643302 187.9080505371094 1725.9285714285718 1.8371131411590869 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 4 5 -4 -6 8 -2 10 -10 -12 -13 14 15 -14 -17 -11 -19 25 23 29 -23 24 -21 26 -9 -28 -29 31 34 32 39 -32 35 -31 -37 -38 43 -22 41 42 46 -39 -27 -46 -35 right_child=1 -3 3 -5 6 -7 -8 19 9 17 11 12 13 -15 -16 16 -18 18 -20 20 21 22 -24 -25 -26 44 27 28 -30 30 33 -33 -34 40 -36 36 37 38 -40 -41 -42 -43 -44 -45 45 -47 -48 leaf_value=0.00049790886756251969 0.00027242808695426271 2.6030817490803017e-05 -0.0084230544890598787 0.0061150571674970242 -0.027800090132187733 0.0084999814349318026 0.009076606221577084 0.0046382733465656703 0.0026564766797707328 -0.00049201690752283885 -0.016983528158028498 -0.024828957105459293 -0.0041554762990950716 -0.01965764829080625 0.011164698112390462 -0.037218740220280322 -0.002316442537119563 -0.029245655865188125 0.00074284470407259514 -0.00071649551308983499 -0.0030185352941891814 -0.0070140546638917112 -0.034941506748557394 0.001712943915717453 0.0023199706507342262 0.00062295289143294414 -0.0017760012030895655 -0.0023620768131004848 -0.014566758120470591 -0.022229210024622959 0.0023213249579221635 0.0088046387806847998 -0.018266769571877013 -0.026259005315501408 -0.012062956197051044 -0.0010669760499697131 0.00015162881103263309 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130 125965 8840 5096 1659 1401 987 923 797 711 88 3437 94 117125 71186 11765 300 59421 52864 45939 4464 3580 995 11465 7771 3694 3302 4902 2869 2213 2133 776 511 3108 3319 2704 539 372 41475 1405 294 shrinkage=0.0674571 Tree=98 num_leaves=48 num_cat=0 split_feature=26 17 9 14 6 26 22 7 11 28 12 10 20 10 23 22 13 23 6 1 11 23 28 16 6 21 22 28 25 4 9 16 33 30 14 9 29 1 26 21 4 16 15 28 28 6 6 split_gain=2.58171 2.92722 2.3014 4.59541 7.73285 5.93811 10.4547 6.1932 6.0659 7.2045 6.43349 5.78279 4.82888 4.67009 4.52826 5.36225 4.34941 3.92366 3.72806 3.66554 4.19423 3.61087 4.14036 3.35381 4.20913 3.48437 4.44336 5.50295 9.1445 3.44403 3.81674 3.34682 3.11531 3.3769 5.04672 7.46532 5.8617 6.02267 4.49236 4.44103 8.27628 5.09885 5.00133 8.92237 6.17362 5.41643 4.29388 threshold=7.1509888885097874 48.257357956083439 0.86538957432459251 91.809272816534261 0.98305090883209567 1.031814353918852 6820.5000000000009 -61.530721664428704 0.56001224989791765 3216.7500000000005 492.86500705120551 0.82389392961115482 1.2115685473647482 0.73396045778191654 1.7588728824557791 7549.7500000000009 353.86327154621978 1.7934020958802479 0.68750000195708072 4303.5000000000009 0.76689815931195249 1.7588728824557791 484.25000000000006 180.10394302515883 0.5238094654125065 1.5000000000000002 2768.5000000000005 760.25000000000011 982.25000000000011 99.666675567626967 0.77159166137755009 224.79924597759967 2.5000000000000004 2.5000000000000004 21.006281421324527 0.94272373144958521 2.0924852306911679 1129.5000000000002 0.59063827903682731 3.5000000000000004 43.236932754516609 155.15955774520532 0.410418958930508 501.75000000000006 1307.2500000000002 0.17648744097543145 0.65656561872910146 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 12 5 6 -5 14 18 11 -11 -10 23 -6 15 -7 32 -12 -9 21 -21 22 -14 -1 29 -26 -27 28 -28 -25 -31 -18 33 -4 35 36 37 -35 -36 42 41 -41 43 -40 45 -45 -44 right_child=1 -3 16 4 13 7 -8 8 9 10 17 -13 19 -15 -16 -17 31 -19 -20 20 -22 -23 -24 24 25 26 27 -29 -30 30 -32 -33 -34 34 38 -37 -38 -39 39 40 -42 -43 46 44 -46 -47 -48 leaf_value=-0.0013643815723468281 0.00094912344906125884 0.0061787047979555256 -2.762878407546153e-09 -0.030672318355719444 -0.0071635002985374601 -0.032902948003582143 0.00040698609241002963 -0.0041039824416897039 0.0038740526768021874 -0.03271371857150706 -0.012610635169332017 -0.022819125508799602 0.0072067540801352302 -0.037926467616632709 0.0010967152654593434 -0.010595270891261043 0.013614088515233762 0.0026542280938976139 0.0038756602747770088 -0.0041118744508814491 -0.027036685180108832 0.00075630319608643198 -0.0057037811968259026 -0.00046781395072425673 0.0029876091583115184 0.0010725461349709107 0.010807350794873371 -0.0023025599778978335 -0.036549855169394421 -0.03522939300911182 -0.0037553623934440837 0.0023960378162011108 -0.00071811904407568703 -0.0027607487935708058 -0.006651645382509965 0.00285632190679583 -0.027395304054909926 0.013160436694007098 -0.043030684759609562 -0.012167627344392916 -0.015192974872533651 -0.00016735147171223036 0.0034166451763701805 -0.027748323782025495 0.0022377456593562954 -0.0033985927648597031 0.00031750528825588513 leaf_count=5827 2837 588 828676 50 47 55 3293 436 306 60 339 42 124 43 130 452 129 99 685 92 60 992 1278 9541 3841 6958 28 779 55 27 50 1956 26273 1424 430 7876 41 117 23 163 172 13957 4901 43 1417 1250 3478 internal_value=0 0.0273794 -0.000126351 -0.00800067 -0.0331491 -0.0287463 -0.000857663 -0.0645496 -0.0367969 -0.100721 -0.177863 0.00967226 -0.00288056 -0.324078 -0.150247 -0.192941 0.000188586 -0.135795 0.0114454 -0.0445195 -0.195104 -0.0349586 -0.0676268 0.00103048 0.00685129 0.0196244 0.00750965 -0.0602141 -0.304993 -0.00863495 -0.219276 0.0458085 8.17409e-05 0.000407955 0.00998793 0.0297514 -0.0329351 -0.0230063 0.0027524 0.00446804 -0.0071904 -0.00453446 0.0194629 -0.0176841 -0.0124203 -0.0623859 0.0315792 internal_count=931440 3425 928015 35689 6037 5947 3343 2604 1967 846 498 348 29652 90 637 507 892326 438 1121 2546 152 2394 1402 27106 21279 11661 7820 862 83 9618 77 2085 890241 863968 35292 9458 1582 1541 25834 25404 14292 14120 11112 2733 2710 1293 8379 shrinkage=0.0674571 Tree=99 num_leaves=48 num_cat=0 split_feature=11 7 26 25 6 6 27 20 23 27 22 4 17 14 26 10 25 27 25 27 27 17 21 9 20 25 21 23 1 4 21 12 4 26 22 14 21 22 25 23 27 1 17 22 21 16 23 split_gain=2.3677 2.95859 6.35604 13.8023 3.8221 3.69192 3.96607 2.44999 3.27609 2.36936 17.3048 12.1213 7.78971 8.15566 7.29417 9.88198 13.5262 10.6165 6.69391 6.44868 6.10962 6.66414 8.49238 7.10286 6.10798 6.51749 6.09417 9.15914 6.89192 5.8932 7.2999 5.69018 6.14196 5.66528 5.59508 10.7416 11.8002 6.20917 5.78417 8.43864 5.48608 5.38314 6.4237 4.79317 4.68298 4.66458 7.49528 threshold=0.94054317475370119 -89.940933227539048 1.3907184554058907 3687.7500000000005 0.47530334134920732 0.63636364037621174 20.500000000000004 0.29255376977296205 0.78309065279992751 22.500000000000004 1149.2500000000002 56.999996185302741 58.120569439995428 23.430474011057026 0.7426366514804118 0.64603099239093431 922.25000000000011 32.500000000000007 588.25000000000011 23.500000000000004 29.500000000000004 60.176964492489823 8.5000000000000018 0.95308020568931395 1.1340962589111523 772.25000000000011 9.5000000000000018 1.0331467408866792 375.50000000000006 17.23004245758057 9.5000000000000018 104.92640687119287 27.160212516784672 0.78928838580851768 608.25000000000011 16.823060626753769 7.5000000000000009 852.25000000000011 696.25000000000011 0.87870737547216871 44.500000000000007 401.50000000000006 77.931995060121054 521.25000000000011 10.500000000000002 212.6657302491549 0.56963348374241496 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 4 -4 6 -6 -3 -9 -1 12 18 14 20 29 16 17 44 -12 -18 21 -14 -23 -24 26 40 27 33 -28 -11 -31 34 -33 -19 -17 -36 38 -38 -37 -40 -26 -25 -43 -42 45 -16 -47 right_child=1 7 3 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internal_count=931440 27990 4831 239 206 108 64 23159 19728 903450 209857 1117 208740 17099 191641 156449 39508 39294 1036 214 7241 4016 2687 1167 9326 1871 7455 1886 5569 35192 12820 116941 53108 1316 63833 27487 27289 17709 9580 4070 1761 818 590 362 29968 26618 19958 shrinkage=0.0674571 Tree=100 num_leaves=48 num_cat=0 split_feature=18 21 19 28 27 5 13 20 14 27 22 1 21 19 27 14 28 16 26 11 27 22 4 17 18 28 5 16 25 1 18 25 29 26 25 23 25 28 14 27 20 4 23 20 23 21 21 split_gain=2.26992 8.87486 7.61789 8.62213 6.8387 6.85427 6.51378 7.38277 9.25843 5.81912 12.0596 5.76425 6.10133 6.66096 5.39558 9.38787 8.03643 6.57581 5.6579 6.10735 5.34789 13.3556 10.9597 8.73883 6.85311 7.3379 7.33467 6.72851 5.31113 5.3088 6.69413 5.42844 5.28072 5.23106 5.8803 5.44039 5.13161 4.99045 4.97937 6.60735 4.93832 4.91249 12.5366 4.83853 4.68868 6.1236 7.2548 threshold=3.5000000000000004 9.5000000000000018 146.25000000000003 466.25000000000006 41.500000000000007 24.596747398376468 27.868975542713908 0.82434076099419917 15.418740687806187 46.500000000000007 632.25000000000011 598.50000000000011 5.5000000000000009 233.25000000000003 15.500000000000002 18.259158501881604 579.25000000000011 215.21388263004351 0.99998926116838505 0.75829092934356102 22.500000000000004 1149.2500000000002 56.999996185302741 58.120569439995428 1.5000000000000002 717.25000000000011 19.845637321472172 227.57111318419297 588.25000000000011 564.50000000000011 4.5000000000000009 411.25000000000006 1.4179864968168703 0.30415495858553271 824.75000000000011 0.47620111256474901 1045.2500000000002 833.75000000000011 32.275566056792584 47.500000000000007 0.83173797775227942 28.999998092651371 1.0756776614969124 1.5807787537401952 0.87139603168156687 10.500000000000002 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 -2 11 14 6 7 8 -6 20 -11 12 13 -4 15 -5 17 -17 36 -20 -1 23 28 24 25 -22 33 37 -23 30 31 -21 -14 34 -26 -35 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71.166966853964098 2.5000000000000004 0.74012815953605438 314.25000000000006 0.59777934705741276 365.25000000000006 110.88696018953443 1.2910645421765585 39.20612133931305 3.5000000000000004 971.25000000000011 1.172879601361547 32.500000000000007 0.67768191255619603 0.77974091448623395 406.25000000000006 0.93777638117319129 14.500000000000002 14.500000000000002 0.92027272001151472 1.453788805730003 995.50000000000011 1.2486630846125251 20.999998092651371 0.92188826400679125 0.5750844872361901 4.5000000000000009 0.40143033222336277 2.5000000000000004 6.5000000000000009 0.76115480914588074 54.487965781235665 1.3081190632165087 216.13782020221601 46.500000000000007 3.5000000000000004 30.000001907348636 30.114721877077539 22.600002288818363 1.1559139605920954 1.2867780076480264 225.78890179203873 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 6 13 -8 11 -10 14 12 -9 -2 16 30 21 18 -18 36 -20 22 -7 33 35 -26 32 -28 -29 -21 -16 -32 -22 34 -24 -25 37 -19 40 -40 -34 42 46 -44 45 -45 -23 right_child=1 2 -4 -5 -6 10 7 8 9 -11 -12 -13 -14 -15 15 -17 17 19 20 29 26 41 23 24 25 -27 27 28 -30 -31 31 -33 38 -35 -36 -37 -38 -39 39 -41 -42 -43 43 44 -46 -47 -48 leaf_value=4.3853623429192915e-05 0.0090882147443957645 -0.019613310206830145 -0.001909453114980012 0.001742010387911361 0.0017008058805142714 0.00026720249100707904 0.0076796571317099532 0.0019296804884810896 -0.028453600216419149 -0.0060237285325212908 -0.013328492967878136 -0.005744483948527117 -0.033747411939378552 -0.011233560151031222 -0.024220021507465481 -0.00077770444004480034 0.0098389241438115553 -0.021633744257774434 -0.017143839802840177 -0.019816632420150089 0.0019463624510261961 -0.0061316677330869205 -0.019515077416113701 0.00040778297298594185 -0.030136220434087264 -0.010249859935265759 -0.032691414424176501 -0.0056557929985236949 -0.026471284733211798 -4.4914101975609933e-05 -0.022837568074779237 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-0.0431723 0.0118363 -0.0243242 -0.0877276 -0.159544 -0.20182 0.0198217 internal_count=931440 163405 1156 238 162249 156738 1113 725 614 395 155625 219 163 388 155492 5493 149999 16272 3643 12629 3435 133727 100035 51140 975 327 3201 1233 1170 12394 1471 1411 1968 50165 308 648 235 144 1163 180 983 33692 2865 1176 491 422 1689 shrinkage=0.0674571 Tree=102 num_leaves=48 num_cat=0 split_feature=28 1 22 21 7 24 19 26 1 16 9 13 12 25 28 28 24 19 14 6 1 15 24 23 32 22 28 26 23 22 22 22 23 14 30 18 14 0 22 20 19 11 23 26 28 20 30 split_gain=2.40461 4.53128 4.66307 7.01989 4.97492 4.85848 4.74324 5.72715 6.31786 4.52685 4.18122 4.12097 6.74745 5.937 7.43678 6.87559 6.25135 9.90065 8.81114 7.8578 6.30127 5.81339 6.27334 5.66111 5.5367 5.64014 5.95146 5.44469 5.3214 5.24294 7.55517 5.22028 8.44683 6.79975 8.50246 5.0673 7.36881 7.6535 6.19738 4.9384 5.33107 7.38094 4.9384 5.48765 6.95396 5.14844 8.3724 threshold=695.25000000000011 2509.5000000000005 1053.2500000000002 5.5000000000000009 -4.7636413574218741 16.500000000000004 877.25000000000011 0.68425375049578885 592.50000000000011 187.79838354474984 0.94984201225964904 29.455217900681621 61.331475451951142 1144.7500000000002 1338.2500000000002 10051.500000000002 6.5000000000000009 1388.5000000000002 39.494322382756089 0.5428571781989574 1380.5000000000002 0.79198370001325136 22.500000000000004 1.7588728824557791 1.5000000000000002 628.25000000000011 753.25000000000011 1.013964043015785 1.0025948753946394 913.25000000000011 744.25000000000011 3756.2500000000005 1.6906518566563971 41.797456569714932 1.0000000180025095e-35 1.5000000000000002 26.174655362158358 31.000000000000004 1082.2500000000002 1.0401652166607647 2650.5000000000005 0.76689815931195249 0.72001940805434261 0.88982412676311851 1093.7500000000002 0.85247512701896377 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 6 -5 -6 7 -4 9 -9 -8 12 21 15 16 39 19 18 35 23 -20 -2 24 31 25 -23 -27 28 -14 30 -28 42 33 34 -33 -18 38 -38 -37 -13 -41 -42 -15 44 -44 46 -45 right_child=11 -3 3 4 5 -7 10 8 -10 -11 -12 13 27 14 -16 -17 17 -19 20 -21 -22 22 -24 -25 -26 26 29 -29 -30 -31 -32 32 -34 -35 -36 36 37 -39 -40 40 41 -43 43 45 -46 -47 -48 leaf_value=-9.5518946454684756e-05 -0.00017283355156304101 0.001965304892997856 0.0001442230815336475 -0.00035375833383642988 -0.020610503181521599 0.00847301785630491 -0.0026305880298962882 -0.0052511302335418739 -0.0047888716776173373 -0.025689005650215112 0.001090208827113104 0.00056955501649794333 -0.0011753942407047363 0.0024130101640914064 9.2979615950418713e-05 -0.011019677528716515 -0.002252446499138415 -0.00029752033836896019 -0.030054372140236811 0.00079481178645905389 -0.0060102294763692823 0.00044854797940462846 -0.014519527548022451 0.0050672031661446902 -0.00048341917640665021 0.010436478918863021 0.0079198860518693674 -0.015810348717505848 0.0049497988134643497 0.010615672901993176 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-0.102316 -0.162832 -0.0355945 0.00598426 -0.00238242 -0.208661 -0.026047 -0.038129 -0.111791 -0.02466 -0.195493 internal_count=931440 516135 511348 7168 362 233 6806 1204 683 219 5602 415305 49752 365553 125274 240279 27167 8849 4591 18318 199 19766 5098 8157 5001 3409 2275 29986 29872 1349 1006 7674 1062 1033 212 4392 1825 957 868 240039 54523 125 6612 5531 855 4676 170 shrinkage=0.0674571 Tree=103 num_leaves=48 num_cat=0 split_feature=0 6 22 20 21 28 16 29 24 15 20 24 22 11 28 11 15 22 11 20 26 24 26 20 0 11 24 27 27 27 4 26 11 28 27 20 23 23 13 28 19 28 11 21 27 28 16 split_gain=2.19213 2.35195 4.48373 8.67649 4.18482 4.26785 4.37283 4.29875 3.52448 3.54835 5.13823 3.59109 3.42866 7.47324 7.79428 3.87524 12.9079 8.52429 6.38012 5.84038 3.71664 3.63119 3.96937 4.17665 3.28418 3.22973 3.38882 3.52454 2.96752 2.85932 3.77115 5.75699 4.13343 4.69687 5.18969 3.22266 4.25896 5.33219 4.90391 3.73694 3.72225 3.63917 3.51834 2.97752 4.4184 3.10061 5.0777 threshold=9.0000000000000018 0.88000000120631328 563.25000000000011 1.5519856630824376 14.500000000000002 625.25000000000011 223.43249199513096 0.22076406111264202 29.500000000000004 0.71652935369675819 0.86246186515332768 1.5000000000000002 4894.5000000000009 0.78619591766628538 631.25000000000011 0.53286930823041423 0.70879827932676331 11274.750000000002 0.59822737746124854 0.97539103886252365 1.7046971049018496 3.5000000000000004 4.6017441061456017 0.94238300671592712 43.000000000000007 0.76833482409063814 12.500000000000002 31.500000000000004 16.500000000000004 9.5000000000000018 47.00000190734864 1.4025165480304687 0.56782011961176437 715.25000000000011 21.500000000000004 0.57178043773438525 0.50944671086180537 0.34349656735521933 27.461289381838387 770.75000000000011 447.75000000000006 4831.7500000000009 0.89808027338515151 6.5000000000000009 29.500000000000004 707.25000000000011 221.44801105162 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 8 7 -7 9 10 -3 -12 24 14 -14 -16 17 19 -19 -17 -21 -18 23 -23 29 -26 -27 28 -28 35 43 -32 -33 -34 -35 -4 37 38 39 -37 42 -39 -38 44 45 46 -31 right_child=1 2 12 -5 -6 6 -8 -9 -10 -11 11 -13 13 -15 15 16 21 18 -20 20 -22 22 -24 -25 25 26 27 -29 -30 30 31 32 33 34 -36 36 40 41 -40 -41 -42 -43 -44 -45 -46 -47 -48 leaf_value=0.00035380064737045345 2.370202510003391e-05 0.0033358800847315072 -0.0014863531932101633 0.0041782622252625919 -0.006665222576299811 0.0035048886498253566 0.0016776036928885935 -0.003803824946177585 -0.012868373167059986 -0.00049935511658547103 -0.027059546813636242 -0.0062905783571145296 -0.027456929418612205 0.0018922140150404978 0.0021536579237472066 -0.0025591292655416206 -0.0005772155143657303 -0.027705534287605329 0.00049314952616031889 -0.037083263288910338 -0.017608966170704964 0.00067211356855765214 0.00080837179577676426 -0.022650744239758384 0.00062316334211842965 -0.0016433247601875807 -0.0081602239369659452 -0.0035294627351364193 0.0014923837148792087 -0.001998621454375979 -0.029936744843754162 0.0043294986465870402 -0.00091800623711515191 -0.0080573730005668483 -0.032602572696158204 0.0096312656859730093 -0.0049053312486902374 0.010753155950905854 0.006870253749005655 -0.012096783328932484 0.0014421106897941449 -0.013702699069956996 -0.034262184467966778 0.0010007122989158259 -0.0082754682111812923 0.00083438167201348417 0.00044576111953032865 leaf_count=76309 725718 278 1662 1530 583 395 956 5022 107 36996 40 716 63 1534 463 47 1426 46 177 110 75 50 112 116 7777 12280 150 870 4288 7332 39 219 255 143 54 46 161 612 228 166 9962 29 21 14215 306 9573 8183 internal_value=0 -0.000348965 -0.00427625 -0.0121199 -0.0146328 -0.0135302 -0.0374842 -0.0484884 -0.00952733 -0.00901741 -0.066796 -0.109543 0.000140896 -0.0276306 -0.0594426 -0.051091 -0.0688941 -0.218528 -0.0789186 -0.352722 -0.432694 -0.028939 -0.13349 -0.23164 0.00163213 -0.00773152 -0.015235 0.00587796 0.0172871 0.00609609 0.00195159 -0.0702838 -0.0485748 -0.103207 -0.219184 0.0190628 0.0251477 0.0848169 4.68326e-05 -0.109436 0.018789 0.143005 -0.122932 0.00324642 -0.0032405 -0.00178372 -0.0105162 internal_count=931440 855131 129413 46623 45093 44510 6373 5417 38137 38030 1034 756 82790 4219 2685 2622 2159 455 223 232 185 1704 278 166 78571 25365 17588 5308 4438 53206 40319 710 671 452 197 12887 11225 1081 440 212 10144 641 182 39609 25394 25088 15515 shrinkage=0.0674571 Tree=104 num_leaves=48 num_cat=0 split_feature=21 21 19 22 27 1 27 18 23 18 5 22 5 0 9 27 10 22 28 14 16 9 16 22 9 30 29 9 24 13 27 27 12 4 4 27 4 0 29 9 19 10 5 6 24 6 22 split_gain=2.37238 2.26045 6.45549 3.35802 4.96348 4.00734 3.56308 5.10765 3.46359 3.39307 4.371 3.39072 3.2249 2.56782 3.15218 3.6809 2.56113 3.53766 2.98792 2.21061 2.11693 2.23079 2.10891 4.01656 4.73685 5.75782 5.371 4.66967 4.39649 4.0207 3.13056 4.09744 3.02287 2.87125 2.80039 2.61978 2.61778 2.23129 2.11108 2.61294 2.09992 3.35051 2.2641 3.74906 1.98606 7.95447 5.55014 threshold=18.500000000000004 16.500000000000004 569.75000000000011 499.25000000000006 53.500000000000007 598.50000000000011 35.500000000000007 4.5000000000000009 1.2184059286146403 4.5000000000000009 32.646593093872077 394.25000000000006 19.845637321472172 26.000000000000004 0.957185089488095 55.500000000000007 0.7809094618845307 524.25000000000011 591.25000000000011 16.823060626753769 214.97330120674775 0.96774445466110781 144.91698349433159 1551.2500000000002 0.95154803978132707 1.0000000180025095e-35 1.5154374382149416 0.81332816937774355 7.5000000000000009 276.91595692814531 12.500000000000002 7.5000000000000009 194.3761543394987 21.213204383850101 36.001190185546882 12.500000000000002 29.453995704650882 40.500000000000007 0.20254061032022092 0.73704584229553805 2539.7500000000005 0.53185410769415686 69.00681304931642 0.76666666785137827 28.500000000000004 0.793229789068992 579.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 3 5 9 6 7 -3 12 16 -11 -9 -8 20 -15 -16 17 -5 -18 -2 -14 -22 23 33 26 28 29 -28 30 36 31 40 -29 -1 -33 -30 -25 -31 -38 -40 42 -42 43 -26 -24 -46 -47 right_child=19 2 -4 4 -6 -7 8 11 -10 10 -12 -13 13 14 15 -17 18 -19 -20 -21 21 -23 44 24 25 -27 27 32 35 37 -32 34 -34 -35 -36 -37 38 -39 39 -41 41 -43 -44 -45 45 46 -48 leaf_value=-0.00070341795418981561 0.0080181772923543122 -0.022994320669306113 0.0028630470665292631 0.005770742285435124 -0.019209378074400527 0.0088478310231341738 -0.013441358279035198 -0.015629141049428974 -0.01156540406078641 -0.0022556542619751956 -0.03321845576334765 0.0095380624681522027 0.01015122844022274 -0.019749324487371041 0.0031282187635859604 -0.0189601992757381 -0.002618962350740777 -0.014574367906590346 0.013281950300328886 0.00044138768225512187 -0.0057700903530238457 0.0048109714971165405 9.5122225321186017e-06 9.6971882051973294e-07 0.0025715195359626969 -0.0019266918607726746 -0.011362254719846655 -0.01556121956030693 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8.5000000000000018 16.500000000000004 732.25000000000011 0.39532145644943845 657.25000000000011 699.50000000000011 469.75000000000006 92.645183950935916 86.745689014324242 0.94900359620963926 46.500000000000007 0.56268459510831625 146.25000000000003 23.500000000000004 34.500000000000007 1.456041799015793 0.83204897043724302 5.5000000000000009 1559.5000000000002 222.3692674286734 22.500000000000004 1.5000000000000002 689.25000000000011 56.999996185302741 56.335365953385427 19.845637321472172 226.58641035506216 833.75000000000011 16.500000000000004 0.63189544551670807 750.25000000000011 884.25000000000011 0.7535494650605008 635.25000000000011 58.353837090364785 0.71354979618652903 -14.912445068359373 0.97539103886252365 193.30238770238773 86.159902576697348 31.572922735273483 7.5000000000000009 12.500000000000002 1330.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 13 4 19 15 -5 8 22 10 11 12 16 23 -15 -6 -8 18 -13 38 -21 -4 -7 -1 25 -25 32 28 -26 30 -30 -29 -27 34 35 36 -11 45 39 -3 -41 -38 -40 44 -44 46 -34 right_child=-2 3 21 6 5 7 9 -9 -10 33 -12 17 -14 14 -16 -17 -18 -19 -20 20 -22 -23 -24 24 27 26 -28 31 29 -31 -32 -33 37 -35 -36 -37 41 -39 42 40 -42 -43 43 -45 -46 -47 -48 leaf_value=3.9838253211242393e-05 0.004840682611494786 0.0039516425715705383 0.00079764044225737662 0.0025819203980751364 0.019435726251503079 -0.014359865761336668 -0.010509383975151549 -0.00013311047133550096 -0.0045274647306741238 0.0044058456150547582 0.0024760034746859633 -0.0036249480505302356 -6.2103020855061071e-05 -0.028528784942919428 0.002917114859568107 0.0024826177254409932 -0.0020029894689761033 -0.023422464004685388 -0.04528490264319876 0.017434087963193443 -0.0058972605161014355 -0.0097410194886830403 -0.044408661759350286 -0.0012809680181284017 0.001864288126824731 0.0025378978315484533 -0.02605135081124578 -2.918254628980371e-05 -0.0011100397048609037 0.00013672856409341057 0.0023207138975700182 0.0025399403801869783 -0.014550135967540829 0.0012649547370474534 -0.016138516605745858 -0.0014263917526061395 -0.008966825728833035 0.0073137185242229804 0.0051059360586610744 -0.0052636015068466538 -0.019815144807159429 0.0010126426544806622 -0.026996251255788709 0.00076857143009806676 -0.0051965225630441654 -0.004287176167727458 0.00062949052470979527 leaf_count=693198 419 371 59082 2707 93 56 866 2784 576 1459 583 234 1092 87 92 10680 601 157 22 53 1546 201 43 6104 5274 390 95 6920 53603 36635 1911 6029 521 3888 105 25049 309 126 809 810 117 592 47 2334 401 2170 199 internal_value=0 -5.57761e-05 0.000345115 -0.0060477 0.00850869 0.0235715 -0.0140556 -0.0243947 -0.116871 -0.0181079 -0.0602605 -0.0792816 -0.0600891 -0.00045297 -0.183326 0.0389725 -0.104133 -0.198201 -0.10681 -0.0245328 -0.0759583 0.0112947 -0.406353 -0.000412715 -0.00620946 -0.0388025 -0.0733467 -0.00337309 -0.00612083 -0.00805288 -0.0147048 0.0172997 -0.0646209 -0.0133359 -0.0178702 -0.0170222 0.0267393 -0.077842 -0.00771355 -0.058427 -0.105255 -0.035724 0.0106173 -0.00830618 -0.110938 -0.0859628 -0.1535 internal_count=931440 931021 872637 58384 20720 14232 37664 3459 675 34957 3555 2972 2559 813354 179 10773 1467 413 256 6488 1599 59283 99 813175 119977 9605 3501 110372 97423 92149 55514 12949 3406 31402 27514 27409 2360 3016 4889 1298 927 901 3591 2782 448 2890 720 shrinkage=0.0674571 Tree=106 num_leaves=48 num_cat=0 split_feature=33 30 8 16 17 15 26 30 26 32 12 8 27 0 20 24 16 28 27 27 21 19 23 8 20 26 1 18 27 5 4 20 23 1 22 27 27 19 27 24 20 21 10 24 21 5 0 split_gain=2.08921 4.44776 4.27035 4.51848 8.58859 3.8948 3.87552 3.80444 10.6289 8.21978 5.50446 4.63164 4.34079 4.06963 3.79755 3.70925 6.12788 3.93437 6.97364 3.60907 4.54253 3.77828 5.87665 4.60598 9.63474 5.75812 4.77615 4.61967 5.2104 3.57436 3.54934 8.40673 7.19849 7.27344 11.4207 5.5382 6.23111 8.07944 7.08051 7.05421 6.35164 5.70679 6.81005 5.51366 5.48559 5.47583 5.40242 threshold=2.5000000000000004 2.5000000000000004 458.50000000000006 206.1767362700229 57.703708324962619 0.70310220193599637 0.36274864088889247 1.0000000180025095e-35 1.4388461732378746 1.5000000000000002 255.99494936611669 17206.000000000004 3.5000000000000004 52.500000000000007 1.9048524352706864 23.500000000000004 210.09541595508105 1807.7500000000002 10.500000000000002 13.500000000000002 5.5000000000000009 759.25000000000011 1.2965698253235589 1367.5000000000002 1.1685032278954932 1.6758738444602252 1234.5000000000002 2.5000000000000004 16.500000000000004 130.36393737792972 5.0068869590759286 0.29255376977296205 0.2774934554973823 1445.5000000000002 2768.5000000000005 2.5000000000000004 5.5000000000000009 1084.7500000000002 7.5000000000000009 14.500000000000002 0.23345933100793512 7.5000000000000009 0.92542435903927578 14.500000000000002 10.500000000000002 10.02463483810425 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 -5 6 -4 30 14 10 12 13 -10 -12 -9 17 -17 -7 -19 20 -8 22 -21 24 -23 27 -27 28 -26 -25 31 43 33 34 35 46 37 -37 -38 41 -41 45 -43 -1 -45 -40 -32 right_child=-2 2 5 4 -6 15 19 8 9 -11 11 -13 -14 -15 -16 16 -18 18 -20 21 -22 23 -24 29 25 26 -28 -29 -30 -31 32 -33 -34 -35 -36 36 38 -39 39 40 -42 42 -44 44 -46 -47 -48 leaf_value=-0.009401050069735661 -0.00053644708946091796 0.0074801225677723331 -0.010405321084286306 0.0021931821552212765 -0.02727756874469894 -0.00022459055533721416 0.0017681809043828 -6.0699587856481886e-05 0.010647279210169357 0.00034481868550778627 0.0014875706542647016 -0.0061701310886052496 -0.005091822938379822 -0.0052724587091616129 -0.016902781533706689 0.011745899395806288 -0.028894344375990685 -0.0044261019181218598 -0.044840568690375601 0.00019535207406221497 -0.0036670446281828828 -0.0015384337877125049 0.0051698643466684732 0.0018990590010807733 -0.0047692543248453612 0.004852741461709659 -0.028472989723222139 -0.0030589348232679314 -0.030454933362004225 -0.0099061518350756252 -0.014110533849541983 0.00049013750420246729 4.3782966937386651e-06 0.0132158799273765 -0.0040586784522018181 0.009204130123847562 -0.0032042930231896477 -0.011632061379918722 -0.0047084827717239 0.0035461188673956367 -0.0043630218285894149 0.011084333465418077 -0.014264015538050529 0.015841324450531394 -0.015448635977028367 0.0034342046964337073 0.019072455092058224 leaf_count=841 32298 809 139 2066 46 5751 16346 47042 81 3637 1958 688 5117 511 61 25 52 680 20 6606 731 3096 1292 1985 48 106 24 64 143 124 158 1618 784796 242 1524 947 1117 93 404 787 1119 665 52 82 37 5386 26 internal_value=0 0.000233485 0.0105205 0.0473389 0.0229969 0.00763199 0.012348 -0.000247379 -0.00799007 -0.0345696 -0.0518432 -0.0189077 -0.0718466 0.00131153 -0.00122316 -0.0145496 -0.232733 -0.0119453 -0.0827312 0.0131057 0.0227629 0.000878734 0.0149593 -0.0190154 -0.0413584 -0.190548 -0.0192671 -0.277867 -0.35578 0.0178627 0.00032464 -0.0367205 0.00044442 0.0242337 0.0208499 0.0323311 0.0353253 0.108823 0.0273045 0.0372365 -0.0162664 0.0529083 0.137064 -0.110856 0.0906134 0.0424869 -0.139669 internal_count=931440 899142 40153 2921 2112 37232 30704 858989 59095 11992 8355 3157 5198 2469 47103 6528 77 6451 700 30565 17077 13488 7898 5590 3481 385 130 255 191 2109 799894 2578 797316 12520 12278 10754 10570 1040 9530 8413 1906 6507 717 960 119 5790 184 shrinkage=0.0674571 Tree=107 num_leaves=48 num_cat=0 split_feature=17 9 20 20 23 0 24 1 16 1 17 16 4 28 24 6 12 12 10 11 11 7 10 27 23 21 14 25 27 9 4 7 22 27 13 20 13 23 24 5 4 5 11 6 23 28 22 split_gain=2.11706 2.95178 3.95007 2.78302 6.75347 2.94285 3.54634 2.8374 2.74124 3.38052 6.34854 5.94138 5.01996 4.19442 6.73221 4.98366 4.26787 3.03874 2.83181 2.80962 2.69749 2.64853 2.51374 2.4472 5.79889 5.53781 17.1242 7.5432 9.7523 6.31513 6.13404 6.06536 5.76417 5.72471 8.45815 6.975 6.48928 10.9431 5.68252 6.38525 6.31041 5.73165 5.63338 13.666 7.11827 5.53172 7.7002 threshold=34.02106877849689 0.91783777839618674 1.2012176588331236 0.48224932496827649 0.25895577852099599 33.000000000000007 13.500000000000002 1213.5000000000002 161.68559907834103 2628.5000000000005 110.88696018953443 101.96442895339955 132.58238220214847 5852.2500000000009 1.5000000000000002 0.48936171805610362 538.74368670764591 265.74621202458758 0.50976597880132257 0.77091112272146767 0.82248417527780127 -85.216430664062486 0.9069685404723522 6.5000000000000009 1.4443618373700802 1.5000000000000002 37.809138231911952 508.25000000000006 1.5000000000000002 0.95113005995322053 19.20105075836182 -85.88985443115233 6077.5000000000009 5.5000000000000009 129.91844039649718 0.85927034819250403 96.388805661792517 1.0241368063522056 4.5000000000000009 22.998040199279789 17.420879364013675 28.998774528503422 0.71195967782659209 0.5750000012041957 1.2417672787738578 522.25000000000011 671.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 20 -3 5 6 -5 -7 9 17 11 13 18 -11 15 -15 -17 19 -12 21 -1 -2 -21 24 25 27 45 28 30 33 31 -10 42 34 35 -28 -37 -38 40 -40 41 -30 43 44 -31 -27 -47 right_child=8 3 -4 4 -6 7 -8 -9 23 10 12 -13 -14 14 -16 16 -18 -19 -20 22 -22 -23 -24 -25 -26 26 29 -29 38 32 -32 -33 -34 -35 -36 36 37 -39 39 -41 -42 -43 -44 -45 -46 46 -48 leaf_value=-0.00011769186130111515 0.0017374544966519067 -0.00050695604673325814 -0.0092376974919644549 0.014286554753194106 0.00092468301993028099 -0.0016850689911211436 -0.01315172487033942 0.025374627598321247 -0.0051993580090845034 0.0071861068631791187 -0.013663532104658736 -0.0046075630730265738 -0.020088981033219728 0.025507986433941587 -0.011175834593554404 0.0057696073564217146 -0.027624946912524779 -0.0099849153223250595 0.0077525148241791705 -0.00025373841403191763 -0.0059561337361205367 -0.0012907828295441808 0.0025730828841998691 5.1307138267136254e-05 0.0013341674881579277 0.0012164616367846175 -0.00044805194489324122 0.00038734914708326234 -0.0042879207283719441 -0.026808433298268344 -0.011015759959284735 0.0087790528427022733 0.0057990457886963739 -0.0012210323950299601 -0.0013487623929554595 -0.0083948105031658362 -0.026572900232120278 -0.0084226155977467198 0.0039559538880806185 -0.027176170308250234 -0.00042326206459134712 -0.013457480095249901 -0.001255399428777694 -0.0016513341055310591 0.0010408214935428599 -0.0023188400810509207 -0.00024445933397496513 leaf_count=9688 1394 6254 232 315 26120 149 23 20 184 514 29 866 32 49 187 102 21 159 901 16891 374 22974 1564 726657 9288 7786 293 42723 1127 197 117 608 385 833 705 984 295 310 43 99 1285 428 2219 510 53 10628 34825 internal_value=0 0.00684146 -0.00793622 0.0114679 0.0159265 0.130237 0.184109 0.0224923 -0.000329153 -0.00787366 0.0264423 -0.00961662 0.0916256 0.0485998 -0.03434 0.108447 0.0010095 -0.0100301 0.105025 -0.00951774 -0.00496174 -0.0165668 -0.000210129 7.98946e-05 -0.00418693 -0.00627426 -0.0126249 0.00190315 -0.040249 -0.059942 0.0504275 0.0820009 -0.0291786 -0.0902016 -0.113418 -0.148414 -0.174556 -0.256056 -0.0678898 -0.263113 -0.0581287 -0.100979 -0.0440597 -0.118365 -0.309892 -0.00659545 -0.0108143 internal_count=931440 43175 10294 32881 26627 507 338 169 888265 45683 2701 1739 962 873 359 172 123 42982 930 42823 10062 24368 18455 842582 115925 106637 60023 46614 3891 6784 909 792 3364 3420 2587 1882 1589 605 2982 142 2840 1555 2979 760 250 53239 45453 shrinkage=0.0674571 end of trees feature importances: Column_16=409 Column_17=337 Column_27=255 Column_11=228 Column_29=226 Column_20=225 Column_22=217 Column_25=204 Column_0=197 Column_28=195 Column_14=182 Column_21=174 Column_26=165 Column_9=164 Column_24=160 Column_7=140 Column_5=137 Column_1=133 Column_19=132 Column_4=129 Column_13=123 Column_23=123 Column_6=111 Column_18=111 Column_10=106 Column_30=103 Column_12=100 Column_8=83 Column_15=76 Column_32=76 Column_2=24 Column_33=19 Column_31=12 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0674571] [num_leaves: 48] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 5628] [feature_fraction: 0.828736] [feature_fraction_seed: 29052] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 6232] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 77] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_13.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:40080.375] [0:1] [0:548.9998779296875] [0:853.9998779296875] [0:1] [-90:90] [1:402150] [0.23333333333333334:1] [0:1] [0.125:1] [0:3935.8519471906084] [0:994.65264466393978] [0:577.64920432118276] [0:1] [0:255] [0:127.5] [1:8] [50:331713] [6.8547848111678151e-06:26.420168067226889] [1:22] [50:331713] [6.8547848111678151e-06:39.357798165137616] [1:39] [80:331713] [6.8547848111678151e-06:123.60573476702508] [1:66] [80:331713] [6.8547848111678151e-06:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=4049 4180 4137 4146 4150 4159 4161 4150 4191 4153 4139 4175 4198 4150 4175 4170 4211 4168 4210 4188 4155 4184 4187 4175 4186 4182 4169 4208 4201 4191 4188 4187 4190 4181 4155 4201 4209 4181 4194 4180 4196 4172 4174 4181 4198 4159 4178 4205 4155 4163 4178 4176 4145 4183 4159 4171 4181 4176 4156 4171 4170 4179 4167 4145 4165 4139 4120 4176 4149 4196 4165 4137 4180 4166 4157 4197 4162 4142 4172 4139 4155 4149 4152 4112 4144 4155 4122 4152 4187 4187 4170 4161 4119 4157 4155 4170 4168 4176 4128 4136 4183 4122 4122 4138 4147 4154 4119 4152 Tree=0 num_leaves=49 num_cat=0 split_feature=16 20 16 16 30 20 20 17 30 16 16 16 30 16 17 33 30 33 17 29 0 16 16 16 16 16 17 29 20 10 1 29 16 30 0 11 33 30 0 1 17 16 4 30 30 12 17 30 split_gain=23672.1 5551.16 3069.93 2958.14 1339.43 1251.48 577.022 684.11 486.651 439.187 371.08 354.002 314.194 292.043 146.517 115.442 108.898 103.091 101.499 92.9697 84.6504 81.6863 62.965 61.6291 58.9482 58.6531 56.1399 55.8385 53.7281 50.5657 54.4827 49.5176 45.545 45.0108 40.9172 40.6687 39.8009 39.4278 39.1365 37.8059 36.8988 34.8342 33.9469 33.5496 32.6013 31.7154 30.5163 30.0235 threshold=214.96776372435502 0.59920237299996837 195.42470229812417 228.64259911319775 1.0000000180025095e-35 0.6591069821267842 0.64330954242722582 84.677476694638486 1.0000000180025095e-35 235.00048030739677 223.2600774910604 174.05311159428808 1.0000000180025095e-35 207.61613166630971 75.739857463786905 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 46.461884024917225 0.53147738585812776 43.000000000000007 240.83012818953765 188.81198027557951 201.89892777304729 163.53435304587074 220.17561539769832 71.961170162822086 0.81786502445666709 0.74380766778543683 0.98710095616704052 8782.5000000000018 0.59281328390846832 231.29627233961 1.0000000180025095e-35 35.000000000000007 0.84707872052674238 2.5000000000000004 1.0000000180025095e-35 43.000000000000007 464.50000000000006 51.635203250664603 224.46554784354308 18.387439727783207 1.0000000180025095e-35 2.5000000000000004 66.887824638055193 42.486774517492201 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 41 8 12 11 -4 16 15 20 24 14 23 25 32 37 -13 -6 35 33 34 -7 -1 40 39 -9 -18 47 -31 -10 -5 -11 -20 45 -21 42 -29 -15 -3 -2 -12 -41 -45 -8 -26 -23 right_child=1 3 5 9 19 13 7 27 31 21 17 18 -14 26 -16 -17 28 -19 22 36 -22 29 -24 -25 46 -27 -28 38 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 43 -42 -43 -44 44 -46 -47 -48 -49 leaf_value=0.51814641476212997 0.53424037651625711 0.5355489460349615 0.52757263077316763 0.54334698676827908 0.51200984437376729 0.52821024998273569 0.51845084663910335 0.52943983331515054 0.51248667107114265 0.54724239443692657 0.53920360074258145 0.53011889148340441 0.51245945251482516 0.53152774825010629 0.53851519874023834 0.52505416947288508 0.52938025745222883 0.52748398305050781 0.52502050425691071 0.52329374180555899 0.51803056106383261 0.55013723013975224 0.5259725999166428 0.5306878299624852 0.52906818396578692 0.53853514629170185 0.54043418502953389 0.53940793504974571 0.54050172949959063 0.54499233458174845 0.51156728665962992 0.51891691336504486 0.54507539241806968 0.54323235497194999 0.52196828422143349 0.52543001159080938 0.5156467339578007 0.53800678435782534 0.53182783138846823 0.53439104791039738 0.53751352255208851 0.54060284931411595 0.54152769387122501 0.52780186872270429 0.5335185753473497 0.5218243567242955 0.52191923031058618 0.5457449288928089 leaf_count=10999 3634 37092 10928 55662 12910 38709 7974 2516 8942 83775 15558 7060 16037 16335 4035 1612 1020 1214 15013 2551 24027 33294 28600 46640 1394 57171 2541 5336 8908 336 148 3515 75950 6344 24122 4932 3275 8947 1963 58353 44080 3618 88929 3362 5607 22268 12897 3637 internal_value=0 0.132948 -0.190619 0.155335 -0.318168 -0.104381 -0.283298 -0.253371 -0.321698 0.228444 0.0780702 -0.272037 -0.38744 -0.075438 -0.115488 0.0435168 0.190095 0.120251 -0.226309 -0.45941 -0.329811 0.271006 -0.238202 -0.124291 -0.318007 0.046617 -0.0339077 0.00146944 0.0891028 0.310284 -0.0108444 -0.456813 0.197713 0.254699 -0.264266 -0.298558 -0.35455 0.123353 0.0457533 -0.0383554 0.0293367 0.0467393 0.128809 -0.0278839 -0.0848248 -0.31229 -0.275652 0.314492 internal_count=933770 549665 384105 523677 25988 198967 185138 143811 23385 269074 254603 133996 41327 175582 89384 139955 141540 114648 74795 18736 59201 127534 67735 85349 25290 138343 86198 9815 9928 37415 484 12457 131612 90119 39135 35174 5826 113434 7299 83657 81172 7252 104487 67322 8969 30242 14291 36931 shrinkage=1 Tree=1 num_leaves=49 num_cat=0 split_feature=26 17 32 14 11 0 17 12 20 0 17 0 19 9 32 0 14 20 0 1 11 1 12 0 11 1 17 30 11 9 11 17 0 17 30 11 12 28 0 14 12 30 20 11 11 17 11 17 split_gain=12075.6 6481.46 3153.5 1023.59 958.896 790.774 720.409 482.97 428.769 367.228 324.715 279.437 290.235 278.635 266.565 248.57 241.197 212.955 207.046 192.732 179.653 161.827 158.065 153.742 130.604 119.225 115.235 109.811 99.7731 99.0391 168.86 91.5243 91.3492 89.7867 81.2179 80.7712 80.1543 78.4102 74.3523 65.223 59.3907 67.8961 56.4144 54.6772 54.3028 54.1425 51.5321 50.6803 threshold=0.7350876627937043 49.112344565804257 1.5000000000000002 20.491886109629608 0.85716059896387775 46.500000000000007 44.530117860612222 75.955844122715732 0.64330954242722582 40.500000000000007 52.547519937047298 45.000000000000007 1416.2500000000002 0.95329214183098776 1.5000000000000002 40.500000000000007 20.491886109629608 0.56962142857142861 31.000000000000004 558.50000000000011 0.83531893880254549 615.50000000000011 101.51524163602471 49.500000000000007 0.83336442786069664 588.50000000000011 49.112344565804257 1.0000000180025095e-35 0.84616684870234582 0.94477009427428971 0.65750615504713872 52.691714216599145 31.000000000000004 39.934000921528522 1.0000000180025095e-35 0.85455260148656376 73.816756826189717 1183.2500000000002 24.000000000000004 20.73884341237682 95.754833995939052 1.0000000180025095e-35 0.70174061527444997 0.84964195378725738 0.91360575193380111 43.653824645495952 0.86232221098752959 37.195765705593622 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 7 10 8 18 -5 20 25 22 24 37 23 31 32 -4 45 -12 36 43 38 40 -13 -3 -18 33 -23 -21 -31 39 44 -24 -27 -11 -2 -7 -10 -9 -8 -42 -16 -15 -6 -1 -40 -38 right_child=1 5 17 6 16 13 14 15 11 35 19 12 -14 21 42 -17 26 -19 -20 29 -22 28 27 -25 -26 34 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 47 -39 46 -41 41 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.012463507837058095 -0.008776689403078259 -0.00039452274880601856 -0.021945450038675453 -0.011269180880425323 -0.0030291147267557167 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14843 14898 36892 9043 31191 3812 41904 2488 8125 18236 1509 16260 7452 7085 27154 20625 23018 39059 62681 8603 1951 57082 4918 13933 18793 11598 56170 12233 9466 64238 8420 1699 1325 5723 4051 10151 87131 8211 2421 8477 6402 30752 5858 12483 internal_value=0 0.0599921 -0.215527 0.148843 -0.14897 -0.0398813 0.167564 -0.196604 0.206986 0.00738532 -0.008047 0.211806 0.0675682 -0.112119 0.114029 -0.119586 -0.0217067 -0.448504 -0.251086 -0.0416875 0.0409928 -0.0867032 0.221766 0.121198 -0.138059 0.0323934 0.0961909 0.237687 -0.0569775 -0.0152068 0.00325945 -0.067654 -0.0691943 0.246938 0.0592297 -0.234496 -0.0381476 -0.216345 0.167202 -0.0245716 0.129625 0.142808 -0.142849 -0.15108 -0.0327894 -0.205571 0.0917408 -0.00668833 internal_count=933770 730401 203369 386530 158180 343871 341355 115099 196588 45175 238685 194516 12564 105186 144767 47687 43081 45189 67412 130297 39664 84565 181952 140837 4439 108388 12370 140852 57852 88393 67768 31427 30711 126919 65502 5511 16646 20621 41100 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182.29798979066916 464.50000000000006 71.961170162822086 232.56654691954742 208.92971534115605 20.299930542141997 242.09984713970761 0.6007359861333984 37.500000000000007 0.98710095616704052 224.81098393637095 9920.5000000000018 35.000000000000007 92.58326112068525 40.500000000000007 218.13000755857902 0.7276998152794244 49.232932841414204 468.50000000000006 1.9917058024985785 7291.2500000000009 40.500000000000007 0.77613159691737399 50.086553875272187 0.64522145778841355 51.989256548874067 0.55991363507687464 18.000169754028324 29.286262103200652 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 15 7 10 23 21 26 17 46 -6 31 -3 38 36 39 -13 22 -4 -21 47 -11 -8 42 -26 -10 -29 40 -7 -18 43 -15 44 -5 -38 -9 -14 -20 -35 -1 -25 -17 -30 -12 -2 right_child=1 5 9 4 13 14 25 16 28 24 12 19 18 34 -16 35 32 -19 30 20 -22 -23 -24 33 27 -27 -28 29 45 -31 -32 -33 -34 41 -36 -37 37 -39 -40 -41 -42 -43 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16014 11451 20656 10249 63813 85803 115511 87867 161259 83963 129187 103755 17899 50761 26133 138258 372 45809 6947 7295 102696 6815 7089 60644 40058 2954 39994 19734 54581 27976 48115 6329 82951 9154 26491 shrinkage=0.0459008 Tree=3 num_leaves=49 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 16 1 26 17 16 17 23 14 16 16 12 14 16 6 16 17 12 16 29 14 16 11 20 29 16 9 5 17 29 33 19 9 17 16 split_gain=18402.4 4715.47 2387.3 2223.28 1115.36 1037.13 567.419 525.875 367.496 347.177 301.222 208.527 111.59 106.919 103.788 95.4509 94.4718 93.421 62.4846 94.0976 58.6115 55.4153 53.849 51.8893 50.3393 49.7664 47.7519 47.5348 47.0703 42.3869 33.7171 32.2002 31.7119 30.8078 30.0207 28.0517 26.9794 26.2872 25.2053 35.3721 32.2639 24.709 21.7055 21.2944 21.1971 32.024 20.8885 20.6944 threshold=214.00931686004458 1.5000000000000002 229.12102352069169 195.42470229812417 1.5000000000000002 0.64330954242722582 1.5000000000000002 84.677476694638486 222.00557020537323 174.05311159428808 236.27540378679191 206.92060346893263 0.67436436112906717 75.739857463786905 231.9449179333113 359.50000000000006 0.81506187200741642 47.121386355616842 153.70572418572422 39.438116345567323 0.53451111615245017 19.941593182810355 188.81198027557951 233.03787918296396 78.645183950935902 20.299930542141997 243.87702694261228 0.13048702472114013 225.7825132019851 71.961170162822086 92.58326112068525 218.13000755857902 0.54088360132602176 51.479212361496117 201.89892777304729 0.71329018204018213 0.55035433268539713 2.131884455951774 107.53202646410195 0.94761260719904017 77.411205291748061 40.252061160749243 0.6162227832883701 1.5000000000000002 2606.5000000000005 0.95049836087287665 50.086553875272187 210.4680188115386 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 15 7 9 25 18 23 13 32 24 30 -3 -9 41 38 -20 -8 -13 -19 -4 -5 -2 -12 -28 42 37 -7 -27 -6 36 -26 -15 43 47 39 -1 -41 -11 -10 -17 45 -18 -33 -23 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195.42470229812417 229.27464393939397 1.5000000000000002 0.64330954242722582 1.5000000000000002 84.677476694638486 165.02459870577363 223.61352768272354 236.27540378679191 206.92060346893263 45.079526133325082 184.88691957431038 0.67436436112906717 75.739857463786905 0.53147738585812776 231.9449179333113 0.76018996714853837 0.6007359861333984 220.17561539769832 19.941593182810355 78.645183950935902 245.77324390439534 43.000000000000007 232.72973713917114 71.961170162822086 0.98710095616704052 40.500000000000007 19.723896085930221 48.297267112112344 427.50000000000006 0.78843859536861272 1.9917058024985785 18.000169754028324 33.000000000000007 201.89892777304729 51.635203250664603 2.5000000000000004 210.4680188115386 53.656322835461353 1.5000000000000002 7291.2500000000009 40.091107436534919 0.64522145778841355 546.50000000000011 35.000000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 24 20 25 15 43 35 31 22 -3 32 42 -8 29 -13 -4 -12 44 -5 39 -25 -20 -2 -22 -6 -7 36 40 -14 -24 -31 -18 -23 -11 -19 -9 -10 -1 -17 -15 -36 right_child=1 5 4 10 14 17 19 18 12 34 23 21 13 46 -16 45 38 41 28 -21 30 26 33 27 -26 -27 -28 -29 -30 37 -32 -33 -34 -35 47 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.013748346682752694 -0.00074715521998083454 -0.019328470133720108 -0.0068514173258741413 0.0070917036962792881 -0.019281149403064506 -0.007720498149646992 -0.019667162864552251 -0.0081506056265477668 -0.0028013321819233212 0.0035735292895001129 0.010561148236018236 -0.0034874111295178129 -0.010123375666811402 -0.007244517461065871 -0.0088423663982915429 -0.0053872831569123942 -0.0095804601607060638 0.0086262184882156534 0.0037718806530048173 -0.014095361854580445 0.00073590883863662105 -0.0021195112191936295 -0.0052086209819478171 0.01424232845650405 -0.015568508171186693 0.0086433508739363497 0.0048111446758308815 -0.012674476388809867 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27.8376 26.804 26.3269 25.6651 24.9082 24.8744 24.7284 27.0944 23.6108 23.5217 23.0429 22.7217 22.0092 21.9266 threshold=215.67442990485233 1.5000000000000002 197.6483698357392 230.07422587229664 1.5000000000000002 0.59920237299996837 1.5000000000000002 84.677476694638486 174.05311159428808 223.61352768272354 237.47858970930901 208.92971534115605 0.72154717612551444 234.15460753304936 75.739857463786905 47.121386355616842 0.8677718668001545 189.53288719900218 29.500000000000004 749.50000000000011 0.59281583007750827 79.023863607376271 0.7592488905478828 20.016392000841631 18.861114509934467 233.50766807822808 0.93378493094112802 245.77324390439534 0.98710095616704052 67.716251762801377 20.228675193283028 510.50000000000006 0.85547979152630327 220.73866770105869 45.000000000000007 35.000000000000007 51.012299727453815 33.000000000000007 49.18159443011568 1.5000000000000002 153.70572418572422 39.274847995157408 203.13201891420036 -57.252187728881829 29.286262103200652 33.000000000000007 0.71549150357744118 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 19 7 8 18 24 25 14 31 22 21 44 -9 35 32 -3 -8 -4 -7 -13 -2 -5 -20 -12 -29 -28 45 -6 40 36 43 -17 -26 -25 -35 -32 -1 -42 -23 -18 -10 -11 -16 -39 right_child=1 5 4 10 12 13 20 16 15 30 27 23 -14 -15 46 17 34 -19 26 -21 -22 42 -24 37 33 -27 29 28 -30 -31 39 -33 -34 38 -36 -37 -38 47 -40 -41 41 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.013115267505265784 -0.00016072617837584118 -0.018330787190226558 -0.0059531553830281707 0.0071279076988300582 -0.018033312337589986 -0.0081426807490961508 -0.018664017079615448 -0.0057871082293728775 0.0069980531509259798 0.0040626446273925709 0.010387402984564396 -0.0027818590633112627 -0.0073432403609917938 0.0047197488611664682 0.0052707945557873915 -0.0085031234001452308 -0.0027508844303072424 -0.0072825142547195045 -0.01664250874323249 -0.012103252782375982 -0.013096754781768631 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84.8959 81.325 76.7505 63.8172 61.4311 59.3238 57.3795 50.1262 43.3444 41.4829 37.2676 35.4115 34.1429 33.913 46.998 29.7794 29.4328 27.787 27.7372 26.1715 27.2427 26.0806 25.0895 25.0862 24.5785 24.0106 23.9515 23.7314 21.3905 21.3388 21.1123 20.6027 20.4962 20.3835 20.1737 threshold=215.91006496147637 1.5000000000000002 197.6483698357392 230.07422587229664 1.5000000000000002 0.59920237299996837 1.5000000000000002 84.677476694638486 174.05311159428808 223.61352768272354 208.92971534115605 237.47858970930901 0.66682127396413116 228.32882641736089 71.961170162822086 47.121386355616842 0.91754929455926149 189.53288719900218 40.500000000000007 749.50000000000011 0.53451111615245017 436.50000000000006 20.299930542141997 18.861114509934467 233.98655820456608 814.50000000000011 153.70572418572422 39.438116345567323 245.77324390439534 0.13048702472114013 0.7592488905478828 20.228675193283028 -57.252187728881829 37.500000000000007 1.0000000180025095e-35 0.71549150357744118 71.961170162822086 35.000000000000007 0.93378493094112802 1.5000000000000002 1.0000000180025095e-35 24.929189011972685 220.73866770105869 203.13201891420036 227.40350655558595 52.192763968850137 40.091107436534919 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 19 7 8 18 23 14 24 39 30 21 46 -9 37 26 -3 -8 -4 -12 -2 -5 -15 -1 -28 -13 -30 -7 47 -18 -34 42 -16 -24 -17 -20 -6 44 -40 45 -23 -33 -25 -10 -11 right_child=1 5 4 11 12 13 20 16 15 31 22 28 -14 25 35 17 32 -19 38 -21 -22 43 36 34 -26 -27 27 -29 29 -31 -32 40 33 -35 -36 -37 -38 -39 41 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.012389093584054539 -0.00014891783906411066 -0.017487061328734118 -0.0057072343605560644 0.0069156648724923485 -0.012371782978611091 -0.0091437208661933386 -0.01795106720428348 -0.0051429563795756372 -0.00012177590863778664 0.0038602822144608137 -0.0025012243087660733 0.0099099365630160481 -0.007973982418641036 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27190 8450 9351 7314 16586 44840 40541 48465 24587 7526 3757 internal_value=0 0.105328 -0.141081 0.124437 -0.0691844 -0.217083 -0.212519 -0.196152 -0.208156 0.0734642 -0.0482462 0.18394 -0.30814 -0.0233945 -0.0788081 -0.16983 -0.0122641 -0.179368 -0.258524 -0.34919 -0.358998 -0.0854552 -0.0157196 0.0423184 0.163956 0.0528023 -0.234525 -0.212085 0.222931 0.276553 -0.115171 0.103219 0.0457576 0.075182 0.0484717 0.0510763 -0.00363102 -0.204308 -0.2924 -0.351462 0.109075 -0.279533 0.0531069 -0.0730154 0.112698 0.0410831 -0.085915 0.0691813 internal_count=933770 535071 398699 505132 198711 29939 199988 179888 168865 272069 182702 233063 16009 12140 94196 95896 11023 86109 72969 17799 20100 89610 88506 132926 154088 6633 42710 26136 78975 9156 5507 139143 6970 5664 117110 4586 67470 46001 30259 12107 118716 25036 106806 67890 111402 61966 9787 20427 shrinkage=0.0459008 Tree=7 num_leaves=49 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 17 23 16 17 1 26 12 16 16 17 16 0 20 14 15 16 0 2 26 4 33 17 16 31 1 11 12 20 26 12 0 4 22 12 27 17 split_gain=12678.6 3219.13 1645.42 1536.09 798.782 715.814 341.883 373.323 229.759 228.944 207.276 201.75 99.4877 85.5977 76.4177 74.9803 66.5409 62.0045 58.6953 53.5146 50.5357 47.0553 39.6983 34.5128 33.7912 31.1563 31.1433 30.9251 29.9641 29.5744 29.4455 29.0487 27.4765 24.1656 23.2402 22.4889 22.1084 21.7177 21.6193 21.2769 20.5857 20.3999 20.3821 20.0142 43.1085 35.5406 40.2428 19.9499 threshold=214.00931686004458 1.5000000000000002 228.64259911319775 192.31742975178398 1.5000000000000002 0.63561914820496068 1.5000000000000002 90.772749740583706 235.00048030739677 221.09084333126859 203.56063555478553 165.02459870577363 43.758379269395391 0.59281583007750827 228.32882641736089 79.820233888450716 359.50000000000006 0.88526710154617139 90.34062043356596 178.47031558185407 240.45861700003658 68.940169460752045 224.46554784354308 43.000000000000007 0.52910722657558107 19.723896085930221 0.25820088480328623 231.29627233961 35.000000000000007 14.75235849056604 1.9917058024985785 24.670928955078129 2.5000000000000004 48.297267112112344 208.92971534115605 1.5000000000000002 371.50000000000006 0.84793007578931345 96.926406871192867 0.77369225816835674 0.71093936634018162 92.302038200428285 31.000000000000004 52.003957748413093 2117.2500000000005 248.98275605729694 1.5000000000000002 46.717789847706442 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 16 7 11 27 25 15 23 -13 -6 38 29 -3 -9 40 -14 -10 30 33 37 -8 -2 43 -4 36 -5 34 -16 -18 -11 -20 41 -21 -1 -7 -15 -12 -27 -19 44 -22 -46 -47 -24 right_child=1 5 8 4 13 14 24 17 20 22 18 12 19 39 31 -17 32 42 21 28 26 -23 47 -25 -26 35 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 46 -48 -49 leaf_value=-0.011585064436218834 -0.00061031995487645493 -0.017195378823590162 0.0056735123778083275 -0.0059523021985705468 -0.016163361040230181 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10225 1628 12984 2976 84900 14555 16353 8985 28685 3923 2055 3006 3644 3136 26203 9063 1135 4093 25579 19155 4231 25695 36196 80699 29397 25231 2134 4146 4844 50719 34305 8646 13331 4368 3900 2552 29027 58337 2326 949 105 133 1222 64326 internal_value=0 0.0942159 0.112765 -0.144103 -0.0856608 -0.2132 -0.215289 -0.199898 0.168603 0.0574179 -0.066857 -0.21214 -0.183462 -0.295164 -0.0163563 -0.107954 -0.326397 0.00441041 -0.0397502 -0.194605 0.199852 -0.0208823 0.0822999 -0.2621 -0.348727 0.0230061 0.229283 0.140861 -0.175414 -0.114508 -0.0276698 0.059855 -0.258744 0.0635288 -0.0235982 0.030655 -0.147855 -0.242104 -0.101846 -0.205197 -0.0674971 0.0356516 0.0676855 0.139818 0.0943734 -0.0192673 0.0241648 0.0959284 internal_count=933770 564539 532414 369231 202764 32125 166467 149252 265030 267384 186064 140814 89461 16700 11729 73949 20396 8438 112115 80476 124640 66735 155179 51353 17215 112205 39740 140390 51791 70943 62642 6201 8488 65274 60508 92678 22394 32198 5528 6475 45380 84032 5462 3544 2595 1460 1355 89905 shrinkage=0.0459008 Tree=8 num_leaves=49 num_cat=0 split_feature=16 20 16 16 20 30 29 17 16 30 30 16 16 16 17 30 16 0 30 30 29 9 17 20 17 9 23 17 13 20 33 16 20 16 17 20 29 30 19 4 1 0 16 27 0 16 0 0 split_gain=11530.4 2637.52 1620.5 1339.89 667.064 606.563 316.475 296.111 227.475 222.686 163.713 159.99 156.117 104.316 77.7516 71.802 70.8531 67.2736 63.0021 57.9961 50.2756 46.1103 43.8713 40.1248 35.794 35.3492 34.9737 33.5663 33.3475 32.8024 32.3232 32.2145 32.1852 31.1897 30.1484 27.7405 27.3497 25.1503 25.1441 25.0986 45.6335 24.3582 23.8634 22.311 21.6053 20.9853 20.9264 20.5623 threshold=215.4565353641664 0.59920237299996837 195.42470229812417 230.07422587229664 0.6591069821267842 1.0000000180025095e-35 0.63178040782599154 79.820233888450716 223.61352768272354 1.0000000180025095e-35 1.0000000180025095e-35 207.61613166630971 237.94606903722553 170.35832344553387 79.820233888450716 1.0000000180025095e-35 163.53435304587074 37.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.46949704535911435 0.9192381610109488 40.091107436534919 0.73853829224263723 45.079526133325082 0.93839970289115981 0.91754929455926149 71.961170162822086 27.781903204607836 0.73309448093726848 2.5000000000000004 202.32456336463289 0.78843859536861272 233.98655820456608 98.823129399994372 0.58943435686486356 0.54088360132602176 1.0000000180025095e-35 575.25000000000011 45.091630935668952 9920.5000000000018 43.000000000000007 211.36698851399859 32.500000000000007 43.000000000000007 219.95939568963743 35.000000000000007 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 9 -2 10 13 15 -4 16 14 18 21 31 28 34 24 33 38 -7 -8 -18 -17 -15 -19 -9 42 -3 -20 -22 -6 -21 -5 -1 -12 -11 39 43 40 -14 -23 -13 -10 -28 -30 -24 -25 right_child=1 3 4 12 11 20 7 26 19 36 35 27 37 17 -16 23 22 25 29 32 30 41 46 47 -26 -27 44 -29 45 -31 -32 -33 -34 -35 -36 -37 -38 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24020 76834 182389 236943 98255 89298 139794 61407 66971 163230 140056 18310 31284 34565 15428 27755 39216 10091 93091 124366 11136 6900 86205 11871 152094 26842 15427 12852 73713 128185 67236 47993 25287 90398 39620 7065 108372 32108 13876 shrinkage=0.0459008 Tree=9 num_leaves=49 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 29 17 29 17 1 2 16 0 23 12 13 29 16 10 23 9 13 11 4 29 17 11 1 17 16 1 16 16 4 17 12 5 24 22 17 27 split_gain=10483 2519.53 1546 1151.16 756.946 493.235 371.384 307.698 247.291 168.455 154.161 138.086 72.2556 68.7965 64.561 63.9642 59.8968 56.3566 55.4208 47.9245 36.4962 34.3931 33.4717 32.5487 30.7814 28.9946 28.7159 28.4153 28.6636 26.1728 25.2703 24.9562 24.625 23.9123 23.8094 23.5889 22.271 21.9248 21.7344 21.1338 20.2874 22.4077 19.5344 28.0341 19.5246 19.3016 19.0517 17.9886 threshold=215.91006496147637 1.5000000000000002 197.6483698357392 229.60762575592454 1.5000000000000002 0.68556957480638059 1.5000000000000002 84.677476694638486 172.85121125373229 223.61352768272354 236.27540378679191 208.92971534115605 0.65215330723263965 47.121386355616842 0.76018996714853837 68.940169460752045 1619.5000000000002 77.575187969924826 184.88691957431038 29.500000000000004 0.51424131218558711 76.402543263816611 26.424186356316309 0.42355264342803717 243.87702694261228 0.98710095616704052 0.55516306042277253 0.93378493094112802 24.929189011972685 0.84793007578931345 16.000240325927738 2.2284740943955046 50.086553875272187 0.67858207683789085 9920.5000000000018 53.731698425560644 220.73866770105869 546.50000000000011 219.36098899369424 232.88016059537802 18.000169754028324 53.731698425560644 81.958892449920668 48.49437332153321 19.500000000000004 7291.2500000000009 34.075747710657609 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 19 23 30 15 -6 46 45 22 26 -7 -15 29 -8 -13 -4 -2 -12 -26 -3 -21 -29 -1 44 -24 38 -16 -27 -23 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threshold=213.49466689787815 1.5000000000000002 227.40350655558595 192.31742975178398 1.5000000000000002 0.65337212344199636 90.772749740583706 1.5000000000000002 234.820235412036 163.53435304587074 203.13201891420036 221.09084333126859 0.78270909250618226 42.820112655273313 74.725067385444746 0.59399321273190309 79.820233888450716 31.498106326606543 179.4881314553991 43.229709878254198 240.45861700003658 75.739857463786905 231.29627233961 19.723896085930221 0.25820088480328623 43.000000000000007 14.75235849056604 35.000000000000007 1.9917058024985785 18.000169754028324 1.5000000000000002 51.776540733363113 44.714571608409699 18.861114509934467 40.500000000000007 8107.0000000000009 0.95565017455922108 57.248843889674546 53.218393325805671 2117.2500000000005 2650.5000000000005 11444.500000000002 0.71329018204018213 410.50000000000006 0.58586669260826574 40.500000000000007 0.95699149249836146 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 10 19 7 9 22 25 16 23 35 -11 47 -6 26 -12 -15 -3 -10 28 32 -2 38 33 46 43 -19 37 -16 45 -4 -1 -14 36 -8 -13 39 -22 -41 -42 -18 -20 -9 -25 -5 -7 right_child=1 5 8 4 15 14 12 44 20 13 17 29 34 18 30 -17 42 21 27 -21 24 -23 -24 31 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 41 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.010584383043961809 -0.00073322600982722716 -0.014281745018814062 0.0034402810561620597 -0.005158252418137786 -0.01425676281760554 -0.0041490454347211112 -0.012514388398764351 -0.015108476468167639 0.0073814161169675806 -0.0032096146026860469 -0.0030028044803008247 0.0017659555086205702 0.0037557709290871608 -0.0091219241246529859 0.0044529394876624152 -0.008599264360768721 0.0038002529454737089 -0.00095734970504831403 -0.0071342704523626056 -0.0071724881990047253 0.0097277719233757453 0.0047038485826669746 0.0060769947157682984 0.0011571474333511606 0.0095606778330254698 -0.011997618541791346 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22.5712 22.2135 21.9706 21.9688 26.0935 21.5194 21.4001 21.4393 21.2926 21.2914 21.0937 20.3097 20.072 22.8624 19.3724 19.3408 17.8562 16.5155 16.2335 15.7904 threshold=216.61715949261801 1.5000000000000002 197.6483698357392 230.07422587229664 1.5000000000000002 0.58943435686486356 1.5000000000000002 79.820233888450716 174.05311159428808 223.78316390660845 208.92971534115605 237.94606903722553 0.72154717612551444 49.465467455583969 0.80150094336966016 235.53185215946846 75.739857463786905 28.000000000000004 188.81198027557951 1619.5000000000002 0.7592488905478828 0.6591069821267842 91.494426355853406 30.990825875508779 0.80050252525252541 18.861114509934467 315.50000000000006 233.50766807822808 1.9917058024985785 43.000000000000007 1.8912029315619432 0.25820088480328623 244.71471817890298 35.000000000000007 552.50000000000011 1.0000000180025095e-35 40.252061160749243 1.5000000000000002 19.500000000000004 0.85547979152630327 33.000000000000007 20.228675193283028 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 48.000000000000007 0.71549150357744118 25.468245574371775 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 19 7 8 17 26 16 25 37 36 -9 20 23 39 -15 -3 -7 -8 -12 -4 -19 38 -2 -27 -25 -16 -24 -13 -33 -28 -35 -36 -10 -6 -5 -1 47 -42 -32 -43 -37 -30 -18 -11 right_child=1 5 4 11 12 15 21 14 13 40 22 31 -14 18 29 -17 46 24 -20 -21 -22 -23 30 28 -26 27 33 -29 45 -31 42 32 -34 34 35 44 -38 -39 -40 -41 41 43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0084571760281200638 -0.001420511533784193 -0.013680165203217196 -0.0041788092382921927 0.0044395274560682096 -0.009324213359506766 -0.0061795584061624543 -0.013905634100383797 -0.005758964561380679 0.0004759560928810288 0.0016657320597485955 -0.0015071489988470563 0.0052340345527233066 -0.0055309432034956136 -0.007857073176621928 0.0027565902324438109 0.0046327982257750068 0.0044238904846029834 -0.011092599144797382 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392.885 392.138 240.651 220.457 212.315 172.56 163.977 132.602 103.653 92.0532 87.6907 85.2699 84.5127 77.559 76.666 87.4638 74.1549 71.9563 68.4518 66.6758 52.1946 50.4286 45.2203 44.277 43.3131 42.8052 42.2497 41.2181 37.7915 36.2705 35.0284 34.9185 34.2832 31.8406 31.8404 31.2241 31.1725 29.7458 28.9161 28.0636 27.9015 26.7395 25.9722 25.8637 threshold=0.7350876627937043 48.742369835477881 1.5000000000000002 0.86883373037219203 585.50000000000011 45.000000000000007 1.0000000180025095e-35 40.500000000000007 15.261387163561078 0.93923920270111727 43.8605817451487 20.73884341237682 615.50000000000011 40.500000000000007 1.0000000180025095e-35 74.402543263816625 19.796370919582845 19.04846435199261 46.500000000000007 1303.2500000000002 0.492217287086889 40.500000000000007 95.461940777125605 0.82365061708776954 0.77252246665238433 464.50000000000006 46.500000000000007 24.000000000000004 381.50000000000006 47.164043582677955 51.562654445640021 42.014663104970481 53.81123762625824 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1235 5061 12919 3808 38480 32765 22914 9682 11996 15908 10215 2949 53530 24294 18456 10470 4216 7579 23466 2074 1133 2024 22933 2339 9132 3327 10263 6497 2323 19254 internal_value=0 0.0372522 -0.133552 -0.0943801 0.0922801 -0.0198066 0.109454 0.0307394 -0.121239 -0.064453 0.119328 0.00469292 -0.0507103 -0.147003 0.0175475 -0.122502 1.95051e-05 0.0480304 0.141284 0.0422912 -0.270679 0.0255969 0.025514 -0.0303707 0.0498947 -0.189235 0.0906049 0.0654877 -0.054373 -0.163304 0.0412725 0.146539 -0.0398706 -0.0255565 0.0687561 -0.0350444 0.138673 0.00203037 -0.116336 -0.00180819 -0.0285328 -0.071128 -0.012773 -0.126461 -0.0964069 0.0251913 0.0181283 -0.0437216 internal_count=933770 730240 203530 158308 371736 358504 290631 81105 123243 127024 260014 231480 111520 88964 179657 56301 35065 73068 147368 7429 45222 30617 158985 77171 24470 32663 112646 56769 34279 15504 100830 139939 51823 20685 11845 23220 115645 34839 2368 58155 24957 6147 16299 8037 34349 62350 55853 20672 shrinkage=0.0459008 Tree=13 num_leaves=49 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 16 20 2 17 17 20 17 16 16 17 26 30 16 16 9 16 5 17 29 29 26 15 16 17 26 17 16 29 17 14 29 22 28 29 5 6 16 split_gain=7450.78 1896.22 1005.24 862.35 455.6 437.017 209.672 165.573 143.464 141.11 107.262 103.883 96.525 76.1833 71.725 62.8865 51.3549 41.8873 34.0516 31.3741 29.5762 29.0789 27.3867 27.1043 26.9813 24.1656 26.8531 27.1115 23.7563 23.5265 22.7381 24.7927 21.9338 21.0012 26.9305 19.6367 19.0347 23.6133 18.9365 18.5973 17.356 17.2103 27.4027 37.4998 20.1985 22.0125 18.5432 15.9346 threshold=213.23871620791741 1.5000000000000002 227.40350655558595 189.53288719900218 1.5000000000000002 0.56962142857142861 90.772749740583706 235.00048030739677 1.5000000000000002 202.32456336463289 220.17561539769832 162.05374235420462 0.64330954242722582 29.450328407224962 42.820112655273313 71.961170162822086 0.73309448093726848 75.739857463786905 232.72973713917114 239.78991937915009 46.628900050739965 0.85386348986783733 1.5000000000000002 231.29627233961 178.47031558185407 0.89041371498287114 107.53202646410195 75.015205383300795 51.635203250664603 2.2284740943955046 0.63854462435730197 1.4940897023892694 0.25820088480328623 145.26915575369188 39.274847995157408 0.93276561931134094 47.121386355616842 224.46554784354308 0.53147738585812776 45.252023278653802 19.399473122488939 1.512534195504772 2117.2500000000005 14967.500000000002 0.99896157392181084 107.00123977661134 0.17607313195548494 206.92060346893263 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 22 8 23 11 15 28 25 -8 -7 -13 20 38 21 -15 -9 -5 -11 -3 39 -16 -1 27 -27 -2 47 -22 -32 41 -28 -35 -14 -12 -38 -6 -4 -30 42 -21 44 -44 -46 -47 -23 right_child=1 5 7 4 16 13 12 19 -10 17 36 14 35 18 24 -17 -18 -19 -20 32 30 29 -24 -25 -26 26 33 -29 40 -31 31 -33 -34 34 -36 -37 37 -39 -40 -41 -42 -43 43 -45 45 46 -48 -49 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111766 9100 124685 72614 108605 18831 167638 73475 44928 41127 1986 106122 73465 69677 54908 46799 39141 26830 7499 144504 120303 14036 86995 62562 3897 1777 1184 766 676 533 71823 shrinkage=0.0459008 Tree=14 num_leaves=49 num_cat=0 split_feature=16 32 16 16 32 20 17 32 16 16 16 16 20 17 20 16 29 17 12 16 17 14 16 17 16 14 17 29 30 11 26 17 29 26 19 27 18 16 10 2 17 17 24 17 11 16 11 13 split_gain=6779.68 1713.35 897.346 799.985 404.379 398.117 190.31 150.696 126.521 118.839 118.135 103.926 92.9945 65.8937 55.2046 45.4095 44.5563 43.763 34.2954 32.6267 30.79 24.0254 22.8542 24.6001 22.8049 22.5998 21.6438 21.1932 20.9799 20.8135 20.7961 20.7711 19.2002 18.7854 17.6149 21.5091 17.5296 17.0112 16.7089 16.5771 16.4185 16.1653 16.0804 16.033 15.787 15.5976 15.2417 15.2552 threshold=213.49466689787815 1.5000000000000002 228.64259911319775 192.31742975178398 1.5000000000000002 0.68867355483622317 90.772749740583706 1.5000000000000002 221.09084333126859 236.27540378679191 165.02459870577363 203.56063555478553 0.66682127396413116 44.902215711008829 0.51785089473158064 226.26618850947713 0.65215330723263965 71.961170162822086 79.473611075682101 180.46668595855292 71.961170162822086 51.479212361496117 225.7825132019851 48.816099085524129 245.77324390439534 20.554599577013601 49.8108013244278 0.63854462435730197 1.0000000180025095e-35 0.83531893880254549 1.4940897023892694 51.012299727453815 2.3532675850022469 0.81506187200741642 2606.5000000000005 16.500000000000004 1.5000000000000002 233.19353043060383 0.98710095616704052 13.63859338061466 46.628900050739965 44.530117860612222 20.500000000000004 53.81123762625824 0.88580589088719186 216.61715949261801 0.71761275096120836 65.423390799558476 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 14 7 10 31 25 29 17 -8 -12 21 -7 -6 26 -13 -15 32 -3 23 -10 -11 42 -5 -28 -27 -1 -29 -2 41 -33 35 44 -17 -16 -26 -21 -24 -20 -4 -43 -14 -35 47 -37 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1.5000000000000002 227.40350655558595 189.53288719900218 0.70174061527444997 1.5000000000000002 90.772749740583706 234.820235412036 1.5000000000000002 218.55322804708638 162.05374235420462 201.89892777304729 0.64330954242722582 43.758379269395391 0.51785089473158064 75.739857463786905 228.32882641736089 82.305086527633222 31.396717976387681 242.09984713970761 71.961170162822086 0.45859229235025417 33.000000000000007 49.948006189008687 178.47031558185407 626.25000000000011 1.0000000180025095e-35 1.5000000000000002 0.89041371498287114 75.015205383300795 231.29627233961 0.25820088480328623 51.562654445640021 0.94761260719904017 3.0495662964727122 68.89832947673257 107.53202646410195 0.93510627033044547 20.000000000000004 -17.650122642517086 59.80236078585623 232.41164192291953 0.53147738585812776 483.50000000000006 43.828489048991322 44.251023414567122 0.83590520980388827 1.5295229743197725 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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15.504716981132077 1.5000000000000002 23.594747340425535 2606.5000000000005 52.354818440376441 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 6 11 16 20 40 18 21 28 22 -4 31 19 41 17 43 38 29 30 35 42 36 34 33 -15 -17 -11 -12 -1 -5 -23 -10 -20 -7 -18 -25 -9 -14 -6 -8 -2 -3 -16 -13 47 -30 right_child=1 5 12 13 7 9 15 8 25 10 14 45 39 26 44 27 23 -19 24 -21 -22 32 -24 37 -26 -27 -28 -29 46 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0078006090122419965 -0.0062896946918488631 -0.00085032362020665421 -0.011238089774689075 -0.0026649122755165898 0.0013006911926717307 -0.0033261461020652446 -0.0072799984872478204 -0.0052236268641445748 0.0028153905360713918 0.00081609020212325553 -0.0030170389817535262 0.0012633934340753399 -0.0083295143069326404 0.0037307919839488272 2.4887583060476955e-05 0.0012383036171094597 -0.0026622924493171266 0.0020523504993871012 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split_gain=5318.49 1388.88 770.936 541.041 313.408 268.285 150.512 127.059 94.1899 87.8715 77.0663 74.6976 68.6938 57.77 53.8433 39.5821 34.7067 32.4741 30.9454 27.7872 26.5681 24.8709 23.5937 22.0446 20.8472 20.4933 19.7521 21.681 19.7289 20.3478 19.6282 19.4726 35.4047 18.3421 18.2618 18.0541 17.8289 17.1421 16.8863 16.8112 16.1979 15.461 15.3168 15.099 16.7333 14.7666 14.3771 14.2668 threshold=211.65394271345227 1.5000000000000002 226.93131141550813 189.53288719900218 0.57966237396697029 1.5000000000000002 90.772749740583706 234.4773281142167 1.5000000000000002 218.76273203897887 162.05374235420462 199.60714960629926 0.64330954242722582 227.24762237607067 40.404361349388971 71.961170162822086 92.784271247461916 0.73309448093726848 68.940169460752045 238.92688246402642 40.500000000000007 2.5000000000000004 1.5000000000000002 51.776540733363113 2.3532675850022469 1.6563586931045802 29.500000000000004 660.25000000000011 47.681592224011723 223.61352768272354 46.543642579300901 0.95049836087287665 74.003326416015639 40.500000000000007 0.96444419631497702 4.5000000000000009 96.630465325174484 1.0000000180025095e-35 25.468245574371775 405.50000000000006 0.94651804047371624 33.000000000000007 0.54088360132602176 2.7831641915408349 -57.252187728881829 245.77324390439534 0.92363374377783602 0.42355264342803717 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 21 11 8 26 10 23 31 15 -8 36 -12 30 -13 -7 24 -9 38 39 -15 41 -18 -22 -4 -28 -11 47 -5 -1 -33 40 45 -35 -6 -29 -16 -3 43 -2 -25 44 -14 -21 -46 -30 right_child=1 4 7 5 13 17 12 19 -10 28 14 16 33 22 20 -17 18 -19 -20 34 25 -23 -24 42 -26 -27 27 37 29 -31 -32 32 -34 35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 46 -47 -48 -49 leaf_value=-0.0096615746147182633 0.00018517873051183983 -0.010525358159477119 0.0042245444934566403 3.1775597273058926e-05 -0.0073092145876162929 -0.0097338602584578719 -0.0085908500889877674 0.0051995547834935239 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52375 2840 4681 44745 34491 14988 5337 3705 1411 1943 15296 37529 2036 46334 51091 31621 399 884 4683 1301 4503 2611 24273 3321 3475 15630 62690 262 343 8130 884 78663 internal_value=0 0.0565312 0.0685155 -0.100687 -0.137425 -0.064291 -0.144895 0.102827 -0.153054 0.0285881 -0.144413 -0.0527497 -0.0234005 -0.0243311 -0.126334 -0.0822544 -0.037765 -0.190337 -0.0209168 0.125583 -0.133621 -0.217124 0.0368031 0.00574004 -0.0277038 -0.15318 0.0843784 0.0689469 0.0433752 0.0488849 -0.0889865 -0.177751 -0.164521 0.0205008 0.142248 -0.0567021 -0.0900728 0.0811549 -0.115896 -0.158997 0.0520314 -0.0142637 0.0165242 -0.0228768 -0.0590433 0.147549 -0.00191589 0.039295 internal_count=933770 597510 562739 336260 34771 184423 151837 302654 142282 260085 127862 168953 9555 14374 82902 56906 112047 15470 58467 135508 76635 20397 7448 102189 53786 36434 167146 55436 157896 127033 53425 44960 32020 7535 57558 2185 6926 40140 40201 5409 5350 35794 66395 1875 1613 52875 1227 80699 shrinkage=0.0459008 Tree=18 num_leaves=49 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 16 30 16 20 17 30 20 17 30 33 30 17 9 0 0 14 12 27 29 30 29 17 29 17 29 29 0 33 14 0 12 15 16 24 14 0 24 29 17 split_gain=4848.05 1219.03 707.18 486.047 282.563 218.332 138.32 111.049 89.5492 77.667 65.4135 64.4047 60.4968 45.4155 39.3065 37.5328 39.1711 35.4628 33.3978 31.7151 27.4786 26.4416 26.3159 24.4937 24.3586 23.7958 23.0327 21.8428 21.2954 21.1959 20.8715 20.4684 20.1779 19.9653 18.7686 18.333 17.9843 17.4226 17.2521 19.7153 17.0222 19.2474 16.5903 23.3218 16.3981 16.9151 16.291 16.0172 threshold=211.65394271345227 0.62697520955947927 228.64259911319775 189.53288719900218 1.0000000180025095e-35 0.66682127396413116 90.772749740583706 221.82635617175936 237.47858970930901 162.05374235420462 1.0000000180025095e-35 203.13201891420036 0.64330954242722582 71.961170162822086 1.0000000180025095e-35 0.72154717612551444 40.565077230320306 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 79.820233888450716 0.92292962569825243 40.500000000000007 33.000000000000007 21.37162075740228 197.54772721475254 2.5000000000000004 1.8488924917072098 1.0000000180025095e-35 2.2284740943955046 57.248843889674546 1.6563586931045802 57.779496684348224 0.43581496389820601 0.64522145778841355 29.500000000000004 2.5000000000000004 21.95676895797698 33.000000000000007 40.846194077712568 0.25820088480328623 243.87702694261228 20.500000000000004 18.861114509934467 40.500000000000007 4.5000000000000009 0.20791447767225704 54.814859023440057 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 6 30 10 9 14 17 21 -5 13 -8 23 24 19 -17 35 33 -11 47 -1 -18 -7 26 34 -3 36 46 32 -2 -24 -25 -6 -23 42 -16 -37 39 -28 -10 -42 -4 -44 -14 -46 -9 -13 right_child=1 2 8 5 18 11 12 28 40 15 -12 20 44 -15 27 16 22 -19 -20 -21 -22 25 31 29 -26 -27 38 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40 -41 41 -43 43 -45 45 -47 -48 -49 leaf_value=-0.010369636120175165 0.00054725790282618121 -0.0093039565160809214 0.0047757931719293791 -0.0045192814375295421 -0.0094817126963553499 -0.002372488390568419 -0.0080402371029261056 -0.0074690669453997792 0.0034117317918876048 -0.006310833653805574 -0.0092394900164315084 -0.0020320188273297733 0.0022511972152611231 0.0011487994900805912 -0.00026661838316969865 -0.0015251903313003553 -0.0046883597264314857 0.0017999644307315778 -0.010155654403639974 -0.0099000205415390591 0.0044646222954843997 -0.0085375649507409678 -0.0062752970009943435 -0.0045412799940217239 0.0012222728776701503 4.3279702182842955e-05 -0.013471027642227167 -0.0053693205808311439 0.00055850618757383283 -0.010816257969783295 -0.011492212217584169 -0.011055533521129566 -0.0023089253079460253 -0.0041527908880238636 -0.0064905629459180948 0.0013238540419656213 -0.0055571893253944004 0.0038866965547051172 -0.0013804888662359539 0.00082342352636785338 0.0057698324019852644 0.0076072997428966969 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159691 9586 77834 154862 91499 67669 187403 22349 23830 81857 50848 62441 72981 137084 41726 37799 17778 141634 44933 10179 32220 43964 6257 40894 174603 15215 49100 37229 24536 80969 75794 125503 12899 7560 2178 129036 80155 shrinkage=0.0459008 Tree=19 num_leaves=49 num_cat=0 split_feature=16 32 16 16 20 32 29 16 16 0 32 16 1 9 0 2 12 12 2 0 1 16 1 14 0 14 30 29 26 16 9 1 14 0 18 28 30 29 9 5 0 13 1 26 1 24 5 9 split_gain=4394.69 1166.2 638.915 445.623 262.327 217.919 106.98 99.0101 80.6271 76.6373 56.7387 56.3342 36.8175 35.4607 32.7606 32.6708 27.4697 26.6032 21.9869 21.9826 25.7669 21.2823 20.4147 20.3367 20.1172 25.967 19.2048 19.9347 19.1232 17.9923 17.6785 19.0751 17.4914 17.4351 16.8984 16.3114 15.6735 15.9657 15.6606 16.6657 15.5884 15.4116 15.2586 14.9385 19.3725 14.8047 17.6005 14.6794 threshold=211.65394271345227 1.5000000000000002 227.40350655558595 190.99670995670999 0.70174061527444997 1.5000000000000002 0.68493109860766743 234.820235412036 218.96633071279032 40.500000000000007 1.5000000000000002 201.89892777304729 359.50000000000006 0.93478663595212408 29.500000000000004 34.781929347826093 82.305086527633222 95.754833995939052 55.689903846153854 33.000000000000007 464.50000000000006 239.78991937915009 136.50000000000003 51.479212361496117 33.000000000000007 18.260256329868493 1.0000000180025095e-35 1.8915692539085374 2.1640653527945002 163.53435304587074 0.91518066340875637 745.50000000000011 19.870255286664271 33.000000000000007 3.5000000000000004 720.25000000000011 1.0000000180025095e-35 1.3977763839800761 0.95211526988820594 75.015205383300795 29.500000000000004 30.175485626953112 4826.5000000000009 1.8455302495291905 693.50000000000011 20.500000000000004 20.788625717163089 0.94539320279923245 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 12 11 10 34 22 18 14 19 -3 42 29 -6 -7 -13 30 20 -5 -9 -2 -14 -10 -26 -19 -28 32 -1 -8 -32 -21 -24 40 -15 41 -38 -16 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13.3419 48.3937 threshold=214.96776372435502 1.5000000000000002 193.55679563492066 230.07422587229664 1.5000000000000002 0.68867355483622317 79.820233888450716 1.5000000000000002 223.61352768272354 165.02459870577363 206.92060346893263 0.7592488905478828 238.41676424668231 46.543642579300901 0.49534844799164174 95.754833995939052 79.820233888450716 182.29798979066916 234.6475255775751 50.086553875272187 95.461940777125605 46.628900050739965 22.000000000000004 0.94860840544903202 70.001785278320327 1.5000000000000002 45.079526133325082 29.500000000000004 9882.0000000000018 463.50000000000006 1.9917058024985785 218.55322804708638 0.71761275096120836 49.500000000000007 1.0000000180025095e-35 0.95565017455922108 0.61786693641532364 34.075747710657609 0.96444419631497702 1836.5000000000002 1.3902773442725287 38.609823226928718 33.000000000000007 247.16225784267559 35.000000000000007 91.23097038856281 2117.2500000000005 2776.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 10 14 7 9 19 22 16 -8 27 -11 39 -6 21 -15 45 -2 -12 -4 37 25 -25 28 -10 -5 41 -23 -31 -21 -18 -22 -35 -24 -37 -1 43 -3 -36 -13 -28 -14 -19 -7 -40 -48 right_child=1 5 4 12 15 18 11 -9 26 13 20 23 38 17 -16 -17 32 44 -20 31 33 29 35 24 -26 -27 42 -29 -30 30 -32 -33 -34 34 40 36 -38 -39 46 -41 -42 -43 -44 -45 -46 -47 47 -49 leaf_value=-0.0024926558459295927 0.0001762129676397827 -0.0095659619547850822 0.0013488293621915681 0.0043256060728160493 -0.0089755958107206966 -0.0056913035058577983 -0.0064070739447944121 -0.0090528441563293618 0.00098759902550727384 -0.0023272944776156473 -0.0012919501886787892 -0.016032090267777244 0.0056016404788319608 -0.0061876928398399067 -0.0051978182024022294 -0.0048426638801725508 0.0036790654855124623 -0.0035118210869064552 0.0038640053980850994 0.00079890431503038689 0.00057274273081262233 -0.0036970826312681324 -0.0089704556870343431 0.0010902353541277466 0.0084620729343823937 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21.8391 20.6834 19.8595 19.233 18.3531 17.2365 17.2336 28.0233 17.0071 15.4606 15.4046 14.9192 14.5943 14.3653 14.3672 14.2475 13.9659 16.6479 15.1485 13.9417 13.6773 13.5011 14.3097 threshold=216.61715949261801 1.5000000000000002 198.65709706959709 230.83063869089827 1.5000000000000002 0.55991363507687464 0.63178040782599154 79.820233888450716 224.81098393637095 0.89494418028177514 1.5000000000000002 208.92971534115605 238.41676424668231 33.000000000000007 94.059397513309008 159.00387036788104 90.047727214752513 181.38318935126787 40.091107436534919 68.940169460752045 48.297267112112344 237.69537539932278 54.381674164941366 1.5000000000000002 0.94227428854035067 0.7218551056786352 0.42355264342803717 44.987502124598272 170.35832344553387 4818.5000000000009 15.261387163561078 -45.585178375244134 234.66687217541894 7.5000000000000009 29.500000000000004 566.50000000000011 434.50000000000006 0.79241360648858039 1.6091832870974268 722.25000000000011 7.5000000000000009 33.000000000000007 2.131884455951774 469.25000000000006 98.823129399994372 0.96444419631497702 220.91021692427617 50.22401849180352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 29 10 9 20 -8 15 19 34 28 -7 44 -6 -15 -17 30 -2 37 41 31 -25 -26 -22 -10 -11 -3 -4 32 -9 -30 -5 -21 -24 -16 39 -19 -27 -13 43 -43 -1 -14 47 -28 right_child=1 5 4 12 16 14 7 23 27 13 -12 22 45 17 21 18 -18 38 -20 35 26 -23 36 24 25 40 46 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 -47 -48 -49 leaf_value=-0.0075156557444220678 -7.6443602616300569e-05 -0.0086420097784910919 -0.0024327567794717496 0.0042267129214303908 -0.0087857458494888831 -0.0052120115958471528 -0.0080132731321070003 0.0058377305277663221 0.0013120946363860916 -0.0045478389013579685 -0.0090137488594549363 -5.8705837763227207e-05 0.0055469976580034951 -0.0059002409216760941 -0.0028151866307091615 -0.0016404743572798113 -0.0047471532530433689 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split_gain=3338.76 864.971 479.097 351.938 198.26 184.05 101.196 74.6324 67.5853 59.1956 51.8332 45.9562 43.8711 42.2693 41.5492 28.4224 26.9244 26.761 26.1826 24.2855 20.3884 44.2817 19.1269 19.1261 18.5017 17.8054 17.0665 16.6547 16.4546 16.6691 16.4085 16.3576 15.7275 16.2982 16.1623 16.2413 15.3897 14.8132 16.056 14.2571 13.9625 13.5485 13.5205 13.3284 14.4319 13.0616 12.757 12.6787 threshold=211.92167284611745 1.5000000000000002 227.40350655558595 184.88691957431038 0.55991363507687464 1.5000000000000002 98.823129399994372 235.00048030739677 199.60714960629926 219.15962016534664 0.93378493094112802 29.752358490566042 24.929189011972685 75.739857463786905 0.64330954242722582 40.500000000000007 19.941593182810355 0.66490399066119588 48.523124133741057 79.820233888450716 -14.895014762878416 55.931600788027502 51.635203250664603 51.479212361496117 236.85980211406098 47.048660518616714 29.500000000000004 247.16225784267559 224.81098393637095 50.086553875272187 -79.196342468261705 1.9917058024985785 20.554599577013601 1.0000000180025095e-35 20.500000000000004 25.468245574371775 73.001758575439467 0.93510627033044547 499.25000000000006 33.000000000000007 2740.5000000000005 19.4813152605829 33.000000000000007 47.164043582677955 4524.0000000000009 717.50000000000011 1.5000000000000002 46.446849822998054 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 23 8 10 32 13 22 -1 -6 26 18 -8 36 42 -7 -5 31 30 25 39 46 -13 -22 -12 -9 29 -27 -11 45 34 -34 -4 -36 -14 38 -20 -2 -38 -24 -10 44 -29 -18 -3 -40 right_child=1 4 7 5 11 17 14 27 16 20 12 24 15 -15 -16 -17 19 -19 37 -21 21 -23 41 -25 -26 28 -28 43 -30 -31 -32 -33 33 -35 35 -37 40 -39 47 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0078525481280433129 0.00019556306188045451 -0.005157064817519849 0.0025727412155453749 -0.00051090228068897611 -0.0042961095137874321 -0.0081048015318256183 -0.0070423265391312776 0.0045268647442063036 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5541 30143 45896 5546 22091 2539 18304 1632 10117 711 2791 36474 21102 220 28500 34521 29720 2279 138534 7442 233 3459 295 2556 37261 15702 336 58864 9931 5300 84 35877 16484 4551 internal_value=0 0.0451468 0.0546213 -0.0791297 -0.108584 -0.0538405 -0.120072 0.0826083 -0.0447997 0.0240189 -0.126737 -0.021674 -0.117217 -0.0677331 -0.00309711 -0.100028 -0.0294655 -0.150725 -0.073494 -0.0206809 0.036033 0.0293473 0.00557931 -0.174754 0.0212047 0.0316137 -0.142466 0.101129 0.0368869 0.0287389 0.0548814 -0.0235916 0.0688168 0.0725355 0.0435633 -0.0166512 -0.0782376 -0.0792753 -0.0762894 -0.0129556 0.0762822 0.0153687 -0.0560764 0.154406 -0.0492236 -0.0212626 -0.180823 -0.0647678 internal_count=933770 593861 559386 339909 34475 210121 129788 292178 192187 267208 122791 14902 101086 77011 6997 60143 115176 17934 72620 86591 161794 119431 105414 19573 9336 117799 40943 124706 99495 70995 42363 84052 167472 145976 21496 3692 30000 66459 63903 36433 631 68981 28585 5604 304 81773 18862 41812 shrinkage=0.0459008 Tree=23 num_leaves=49 num_cat=0 split_feature=16 32 16 29 20 16 17 32 16 16 16 0 5 17 1 16 17 0 30 29 22 16 16 25 21 16 11 17 30 11 25 17 27 17 16 10 1 16 16 24 22 28 24 17 13 14 28 0 split_gain=3044.65 798.784 450.784 303.392 186.136 151.562 103.659 91.823 78.2709 59.3183 49.1377 42.5472 36.929 28.5365 28.0127 25.2394 21.0216 20.6492 25.0472 21.8149 21.6566 20.563 19.7811 19.569 19.3616 19.2425 17.4816 17.1504 17.0483 16.732 20.6583 16.6139 16.3473 16.1633 16.0124 15.887 24.6606 15.2717 15.0165 14.6654 14.0011 14.9087 16.2242 13.5162 13.3249 13.2328 13.1403 13.1205 threshold=211.36698851399859 1.5000000000000002 226.77124634676576 0.64522145778841355 0.70174061527444997 197.6483698357392 79.820233888450716 1.5000000000000002 233.50766807822808 176.3690242798975 218.13000755857902 33.000000000000007 46.00062561035157 79.820233888450716 359.50000000000006 226.26618850947713 49.252303631509172 35.000000000000007 1.0000000180025095e-35 1.6820551641142105 615.75000000000011 240.83012818953765 170.35832344553387 778.25000000000011 1.5000000000000002 184.88691957431038 0.84793007578931345 52.400140120692491 1.5000000000000002 0.70177406276544219 872.25000000000011 47.681592224011723 14.500000000000002 42.820112655273313 230.83063869089827 0.98710095616704052 9920.5000000000018 201.89892777304729 223.2600774910604 7.5000000000000009 10774.500000000002 23824.250000000004 1.5000000000000002 40.848195613810923 76.638264608530122 19.796370919582845 722.25000000000011 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 14 6 11 9 33 26 27 22 25 17 -3 -6 -11 39 20 -20 -19 -10 -5 -14 40 -13 -1 47 -16 30 -26 -12 43 -4 -35 -23 -37 -18 -33 -7 44 42 -42 -24 -8 -22 -27 -2 right_child=1 4 8 5 15 13 24 -9 21 16 31 12 23 -15 28 -17 37 18 19 -21 45 35 32 -25 29 46 -28 -29 -30 -31 -32 38 -34 34 -36 36 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0064726429904497793 0.00011947983767132279 -0.008352140534286805 0.0013418864212728439 -0.004433479300986783 -0.0023187974641667433 0.00068325170901195218 -0.012371135857568983 -0.0081691400105786145 0.0039951577503085922 -0.0013549356759152609 0.00045498542823217122 -0.0051501257291669414 -0.0099162658735980867 0.0030991578799225376 -0.0020213677834545881 0.0022698342924006667 -0.0047299103377564065 -0.0026962721002761723 -0.0030738183013630399 -0.0087867057319120419 -0.0057486882031727851 0.0053553525140662903 0.0041894078747280114 -0.0058659413187038606 0.002743324821533557 -0.0040864813317991432 -0.0038832963495672697 0.00067444758948827926 -0.0062428062296290571 -0.0033196272199265456 -0.0028933308726404464 0.0012874404750781081 -0.0032815118772716785 0.0026025762044303343 0.0036459820130349402 0.0036739254396232755 -0.019454121880751084 -0.0027529288726709637 0.0022879774520663987 -0.0011976282040682769 -0.018249661254713927 0.012477828280382169 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259714 106358 67239 106832 24627 10417 44917 103814 61759 8356 53403 156328 39119 11318 10533 55921 42177 95224 11143 9105 6597 164490 26711 150072 135878 36041 466 37973 135174 42055 1428 529 388 12512 899 31280 26605 41299 shrinkage=0.0459008 Tree=24 num_leaves=49 num_cat=0 split_feature=16 33 16 16 32 29 17 23 29 1 9 32 16 30 16 12 0 0 16 30 12 17 17 14 17 21 9 21 30 14 0 17 26 16 24 21 28 17 14 9 26 7 13 26 16 28 6 29 split_gain=2772.84 604.676 462.508 282.37 213.936 101.95 88.8768 53.5742 50.17 49.0358 47.6169 44.2032 43.8446 41.5485 39.5896 35.4475 31.8363 28.4246 24.7524 24.5289 22.7103 22.4427 21.4123 23.1246 20.3619 18.3715 24.4512 18.2282 18.0436 17.3889 16.7543 19.3473 15.5633 17.5087 15.3108 18.6345 15.0588 16.6825 15.002 19.9959 14.9048 14.7965 22.6789 14.447 14.0742 14.0042 13.8042 13.664 threshold=216.61715949261801 2.5000000000000004 197.6483698357392 230.07422587229664 1.5000000000000002 0.63178040782599154 79.820233888450716 0.59281583007750827 0.18843476605500795 136.50000000000003 0.89494418028177514 1.5000000000000002 208.59678467655607 1.0000000180025095e-35 237.94606903722553 99.130465325174484 33.000000000000007 35.000000000000007 159.00387036788104 2.5000000000000004 96.441125496954299 40.091107436534919 56.654691870697498 21.153528109014012 49.88102132520563 1.5000000000000002 0.94227428854035067 1.5000000000000002 1.0000000180025095e-35 19.560951626742938 33.000000000000007 51.989256548874067 1.5442242281527998 169.05817188450564 7.5000000000000009 11.500000000000002 872.75000000000011 54.996514576837576 31.069688422403235 0.94359219493062707 0.72347983759706735 -45.585178375244134 234.66687217541894 1.7722212006619713 225.7825132019851 722.25000000000011 0.62857143872713339 1.7088469134552084 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 12 11 10 -3 -2 -5 -7 18 22 15 28 17 34 36 38 47 -6 -20 24 -24 -4 41 -27 -9 -11 -14 -31 43 33 -18 -12 -36 -10 -38 -1 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32.0827 15.0707 13.1244 threshold=215.91006496147637 0.61804592812706549 193.55679563492066 230.83063869089827 1.5000000000000002 1.5000000000000002 90.772749740583706 172.85121125373229 206.92060346893263 223.78316390660845 0.64330954242722582 1.5000000000000002 42.706847828804918 238.41676424668231 0.91518066340875637 50.086553875272187 0.80092238103340718 68.940169460752045 1340.2500000000002 51.479212361496117 47.681592224011723 16.385489510489514 0.6007359861333984 44.714571608409699 107.53202646410195 37.500000000000007 0.77613159691737399 1.4248431503529939 26.27839756506636 0.31120593781007289 2.2835850643343707 78.619541168212905 40.500000000000007 29.500000000000004 54.135174240499438 4.5000000000000009 1.5000000000000002 0.94651804047371624 33.000000000000007 20.228675193283028 30.070985128236234 1.8915692539085374 0.96444419631497702 1.5295229743197725 2117.2500000000005 2776.5000000000005 5.5000000000000009 14967.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 18 7 14 17 15 -8 12 -9 33 -1 -3 -6 20 -2 -7 -4 34 31 -11 -24 26 -14 40 -22 -30 -31 -16 37 -5 41 -34 -17 -12 -25 -40 -27 -10 -15 44 -44 46 -46 -47 right_child=1 3 4 13 16 19 10 11 21 23 32 -13 25 42 22 36 -18 -19 -20 -21 28 -23 24 38 -26 27 -28 -29 29 30 -32 -33 35 -35 -36 -37 -38 -39 39 -41 -42 -43 43 -45 45 47 -48 -49 leaf_value=-0.0077491299449320723 0.00073113468941283328 -1.6252283934752815e-05 0.0011842383508499984 0.0035072207061916964 -0.0066299521000361128 -0.0070031272276984326 -0.0058582874683902322 0.00062296575973337285 -0.0013010206289279377 0.00068228151735308764 -0.0006555407674262852 -0.0065124931561516995 -0.0037982076140854666 0.0046286706218882983 -0.006063811305033499 0.0014071521345150155 -0.0018540752220161042 0.00079817063836512873 -0.012400566582841648 0.00044092238203689231 -0.0034403159202625612 0.00036839725362658969 0.0024548881517379335 0.0025547710588519723 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17.4701 17.404 17.2956 17.1338 17.1064 16.8491 16.8466 16.2092 15.3799 14.8655 15.6627 13.686 14.9603 13.6527 13.4966 13.021 20.2041 12.7479 12.5678 16.0126 12.0613 11.8539 14.5922 11.8461 11.5961 11.4018 11.339 10.941 12.9451 threshold=213.49466689787815 1.5000000000000002 228.64259911319775 188.81198027557951 0.67436436112906717 0.70174061527444997 0.68493109860766743 203.13201891420036 221.82635617175936 235.89139838603026 1.5000000000000002 0.93378493094112802 0.66428648682055569 1.5000000000000002 51.479212361496117 0.83452487435045586 1.5000000000000002 14.75235849056604 7.3804721393394681 16.009433962264154 0.8994579905992951 -8.1301016807556135 815.50000000000011 0.49534844799164174 0.8278422737500819 0.41794820849092146 0.098778941372159243 0.76774953456171013 2597.5000000000005 44.378675460815437 159.00387036788104 8107.0000000000009 2360.5000000000005 0.16534719742016876 18.861114509934467 19.500000000000004 247.16225784267559 47.164043582677955 354.41273426595802 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7285 2510 92940 584 835 internal_value=0 0.039456 0.0472761 -0.062513 -0.0389811 -0.089528 -0.0965123 -0.0286417 0.0242871 0.0710819 -0.105526 -0.0769846 -0.0660628 -0.115397 -0.132891 -0.106588 0.0101555 -0.0468554 -0.0773089 -0.0145696 -0.0756005 0.0111545 0.040971 -0.139845 0.00427934 0.0286718 -0.11689 -0.0384751 -0.117261 -0.131554 -0.114136 -0.133818 0.02817 0.0366301 0.0607266 0.0227557 0.0863055 0.132659 -0.0633941 -0.0598382 0.037042 0.0530037 -0.0785636 0.062901 -0.0264216 0.00372768 -0.0251127 -0.111922 internal_count=933770 572069 539368 361701 213755 32701 147946 185009 274391 264977 28746 72735 57219 75211 22788 62741 9913 80638 18357 104371 50387 132943 1249 21720 6832 39582 48360 4824 15516 12789 47290 20222 5548 141448 157704 8542 107273 5622 309 49309 141197 34995 49138 149162 31329 93361 62720 1419 shrinkage=0.0459008 Tree=27 num_leaves=49 num_cat=0 split_feature=16 20 16 16 32 32 26 0 9 16 32 1 14 0 26 16 25 31 20 12 20 0 26 14 0 24 7 23 9 21 1 22 9 16 31 19 24 27 21 31 10 0 32 1 10 0 16 15 split_gain=2095.61 471.107 348.874 210.543 151.821 102.568 87.675 60.3581 44.1579 37.818 32.2164 29.5221 29.1037 26.488 27.0816 26.4081 25.4991 20.9773 19.5432 19.2794 19.2702 18.447 17.5751 16.8679 16.8645 16.4988 15.6128 15.3266 15.1485 14.9558 14.6896 14.5514 13.9935 13.974 13.7537 13.5285 15.7329 13.0531 13.038 12.3639 12.3561 12.1682 11.9801 11.4342 13.2646 12.8324 11.2856 10.9092 threshold=216.61715949261801 0.62697520955947927 199.60714960629926 230.83063869089827 1.5000000000000002 1.5000000000000002 0.55909678156066234 33.000000000000007 0.93478663595212408 224.81098393637095 1.5000000000000002 497.50000000000006 19.941593182810355 35.000000000000007 1.9917058024985785 238.17257438173382 704.25000000000011 1.5000000000000002 0.77369225816835674 115.71625176280139 0.7276998152794244 45.000000000000007 0.32419649590389599 31.069688422403235 29.500000000000004 15.500000000000002 -12.52880811691284 1.3902773442725287 0.91518066340875637 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15458 29321 9422 22328 357 14787 1713 2862 38169 2607 4794 22838 9239 2535 293 4942 11119 32913 2519 16922 3172 41396 2954 884 1135 35592 24473 12387 22260 10589 52794 21605 47206 54150 4807 3877 37247 2941 33416 342 21802 27985 65325 internal_value=0 0.0418991 -0.053556 0.0487547 -0.0230609 -0.0893306 -0.0814511 -0.0681978 -0.0846525 0.0305224 -0.112336 -0.0437235 -0.0148263 -0.00782126 -0.0194241 0.0719592 -0.0753868 0.0194277 -0.117161 0.0047026 -0.0213459 -0.100107 0.0235001 -0.131286 -0.0378871 -0.0499651 0.0245801 -0.0158221 -0.0150657 -0.0656183 -0.0160969 -0.021414 -0.089723 -0.00433391 0.0427537 0.0457552 0.0365538 0.0467185 0.00869908 -0.00280608 -0.137828 0.0644218 -0.000150027 0.0181918 0.0330504 0.0102549 -0.0885289 0.0879597 internal_count=933770 523650 410120 497652 195929 25998 214191 149877 89622 278683 64314 60255 180163 138187 81175 218969 76323 146132 15766 8021 29799 49527 130998 17977 41976 26010 129869 15134 28086 30456 78568 25054 38408 23144 132551 121962 69168 47563 57012 40399 13299 148850 12180 96956 33758 63198 50313 70119 shrinkage=0.0459008 Tree=28 num_leaves=49 num_cat=0 split_feature=16 20 16 16 30 32 17 16 17 16 9 26 0 30 19 13 12 11 17 8 17 0 30 20 4 26 16 17 7 9 10 0 22 0 17 17 20 0 21 12 10 1 9 1 9 30 19 0 split_gain=1918.14 518.86 287.031 197.679 114.807 102.186 68.2359 58.731 43.3928 38.8187 36.93 29.7799 28.7551 35.0623 32.7244 27.7554 27.6442 24.4414 22.372 20.4702 21.1022 20.4234 20.257 18.66 18.1548 17.8721 17.0674 16.0851 15.5026 17.7117 15.022 14.9863 14.139 13.944 13.9323 15.4799 13.798 13.7933 13.4818 13.163 13.0643 19.9423 13.0402 12.7235 12.3449 12.2473 13.2898 15.0347 threshold=211.36698851399859 0.65156300895263108 225.94239988825203 184.88691957431038 1.5000000000000002 1.5000000000000002 98.823129399994372 233.03787918296396 75.739857463786905 201.89892777304729 0.93664147703686951 0.93276561931134094 33.000000000000007 1.0000000180025095e-35 618.25000000000011 24.737606613566314 40.846194077712568 0.71329018204018213 49.948006189008687 142.50000000000003 57.987496106897602 40.500000000000007 2.5000000000000004 0.82886466274308457 25.491173744201664 1.6293726108868818 242.09984713970761 42.820112655273313 -16.699242591857907 0.9543576995523041 0.93510627033044547 29.500000000000004 500.75000000000006 46.500000000000007 46.543642579300901 54.135174240499438 0.53973195961488141 22.000000000000004 15.500000000000002 78.159902576697334 0.98710095616704052 8782.5000000000018 0.96247807816263642 723.50000000000011 0.95685888429909827 1.0000000180025095e-35 660.25000000000011 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 6 19 8 10 27 9 18 -1 -8 16 14 38 31 -3 44 33 -2 42 -17 25 -7 -19 -15 -9 -4 29 -18 32 -12 -20 43 -11 37 -6 -36 -14 -37 -28 -42 -21 -5 -10 46 47 -29 right_child=1 2 7 5 36 23 11 26 17 34 15 -13 13 22 -16 21 28 24 30 20 -22 -23 -24 -25 -26 -27 40 45 -30 -31 -32 -33 -34 -35 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566210 332247 35313 202578 129669 326735 185302 177239 122708 6961 239475 111212 100631 99480 128263 8063 88604 15238 13929 59874 10581 17276 2164 3953 169479 157256 127993 36615 78263 39606 75430 10341 88635 86815 20075 36087 35032 50728 27167 395 13588 9258 5899 146613 136400 61116 shrinkage=0.0459008 Tree=29 num_leaves=49 num_cat=0 split_feature=16 33 16 16 32 17 16 20 20 32 17 29 1 2 16 16 0 30 19 16 17 9 29 7 17 12 12 29 30 29 20 13 17 7 17 13 7 5 29 29 14 7 14 17 17 12 27 1 split_gain=1738.39 403.337 281.364 181.046 134.941 70.2979 56.0829 41.319 37.6633 36.2883 41.889 36.2496 34.234 32.0687 28.7657 27.8882 26.3075 25.5345 27.4661 20.2989 20.2466 18.1623 19.8049 17.6623 23.3485 17.0614 16.2728 15.8216 14.2234 14.173 14.0354 13.9186 13.7498 13.6558 13.335 13.1294 12.7782 12.5801 15.8494 12.1811 12.2441 12.2008 12.1632 12.5506 11.6734 12.0632 11.7051 11.5531 threshold=216.37801817325601 2.5000000000000004 196.00651510715667 229.60762575592454 1.5000000000000002 75.739857463786905 155.50751645110054 0.55991363507687464 0.73309448093726848 1.5000000000000002 39.438116345567323 0.42355264342803717 136.50000000000003 15.621665582303189 174.05311159428808 237.47858970930901 33.000000000000007 1.0000000180025095e-35 626.25000000000011 209.85070501741973 49.8108013244278 0.95211526988820594 2.7831641915408349 -16.699242591857907 61.864314031385497 90.047727214752513 90.047727214752513 0.16534719742016876 1.0000000180025095e-35 1.9889739534097395 0.69486792160508182 68.89832947673257 71.961170162822086 -61.630643844604485 52.328036188212153 42.680619084430646 -76.956745147705064 45.999996185302741 0.77100971754649872 2.2284740943955046 7.3804721393394681 -4.5739214420318595 21.040894318970036 49.8108013244278 109.4321434693757 207.77312395916871 17.500000000000004 136.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 11 13 6 -1 -3 -7 10 35 27 -5 19 -12 28 23 18 -18 39 -16 22 33 36 47 -6 -9 -2 42 -19 -15 -23 -32 -10 -21 -8 -13 38 -22 40 -4 -42 43 -14 46 -46 -35 -25 right_child=1 7 4 12 25 8 9 26 21 -11 14 16 15 30 20 -17 17 29 -20 34 37 31 -24 24 -26 -27 -28 -29 -30 -31 32 -33 -34 44 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 45 -47 -48 -49 leaf_value=-0.0054526833733611101 -0.0072233946796371948 -0.0064961425961715044 -0.0075432106914682358 -0.0080883410680142494 -0.0061741927936410645 -0.0044801831073951349 -0.00089175470164527056 -0.0055364958743544593 -0.0077967229042678089 -0.0057483537311697865 -0.0045214460543772147 0.0011753744027273685 0.001714812401903208 -0.0030524181967762068 -0.0013926911839861052 0.003587110745458459 -0.00026516936327024737 -0.0007494960061668949 0.0014207304254402024 -0.0015859083616724362 -0.0038553941384487371 0.001309754316373818 0.0078348257581770941 -0.019673560713170852 -0.0073208656165525644 -0.0032590940267754739 -0.00034718229131288064 -0.0011424782699784892 0.00092599297864195604 -0.005253693250722947 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13.595 16.2054 13.2557 13.1725 13.1422 13.1369 17.4279 12.9683 15.3487 19.0976 12.6702 threshold=211.36698851399859 0.65156300895263108 225.94239988825203 0.64522145778841355 1.5000000000000002 197.6483698357392 71.961170162822086 1.5000000000000002 233.98655820456608 176.3690242798975 0.87979340665837802 1.0000000180025095e-35 23.906618204678043 40.500000000000007 -12.52880811691284 1.8488924917072098 37.500000000000007 0.94082033970369394 58.448192197030487 14.500000000000002 10.64342710865459 14.500000000000002 57.987496106897602 142.50000000000003 615.75000000000011 0.96570062244242905 75.739857463786905 3.3869247217449598 49.252303631509172 724.50000000000011 0.96815523266740733 33.000000000000007 2.5000000000000004 14.500000000000002 242.09984713970761 1.3333989501312338 29.500000000000004 0.98710095616704052 8782.5000000000018 1.5000000000000002 119.50000000000001 37.500000000000007 81.146288510562229 0.79688175237683678 660.25000000000011 31.500000000000004 449.25000000000006 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32.8203 32.4946 24.8715 24.2073 39.1932 23.4763 21.3064 19.7845 18.5977 17.6504 17.2761 17.1751 22.6906 17.5386 16.2199 15.6224 15.3957 15.2099 15.0677 14.7133 14.7124 13.9087 12.4912 32.2966 12.4782 11.949 11.7873 11.227 10.6199 10.5857 11.9148 10.4443 10.4362 9.99287 9.7091 9.65727 9.65465 9.60999 9.55722 threshold=215.4565353641664 1.5000000000000002 188.81198027557951 230.99111591243184 0.67436436112906717 0.7592488905478828 98.823129399994372 204.74877849853954 147.67582257079377 223.61352768272354 1.5000000000000002 68.940169460752045 1.5000000000000002 36.408480128535579 0.64330954242722582 50.086553875272187 54.135174240499438 0.49534844799164174 174.05311159428808 239.22761261574882 107.53202646410195 0.95211526988820594 73.001758575439467 44.902215711008829 7.3804721393394681 44.438029564517898 5310.0000000000009 46.543642579300901 1.5000000000000002 49.390404160770792 45.079526133325082 47.834520434680023 0.78043591367687659 13.00000047683716 1.8086317437607138 79.820233888450716 0.96928691440886572 1.5880370275719116 1.5000000000000002 0.71750024611259311 26.27839756506636 19.399473122488939 14.500000000000002 34.70471382141114 0.8203862210322056 0.73992837022097346 13.005383014678957 0.96444419631497702 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 17 8 11 20 15 24 27 13 44 -8 42 25 -3 30 31 21 26 38 -11 -4 -9 -1 43 -7 -20 -15 -5 -33 -26 -27 46 -13 40 -23 -40 -29 -17 -2 -6 -10 -30 -18 -21 right_child=1 5 4 19 7 28 14 16 12 23 -12 36 -14 18 -16 41 35 -19 29 47 -22 22 -24 -25 33 34 -28 37 45 -31 -32 32 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0074901394326147269 -6.450997445535674e-05 -0.0056725327563293551 -0.0076559769644852687 0.002597539374669354 -0.00065952391609464336 0.0028753138365826309 -0.0047150715914446245 0.0047127388514493886 -0.0012039486711468131 0.00041076661392362078 -0.0057971825793277296 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13790 305 40228 30291 1862 857 12218 1335 1628 2364 3438 639 345 66320 79698 903 1198 2606 3475 53556 4531 internal_value=0 0.0334764 -0.0464558 0.0396838 -0.0279778 -0.0706694 -0.0768318 -0.0194517 -0.0812791 0.0248015 -0.0847372 -0.0346733 -0.0741004 -0.0694998 0.00925298 0.0135969 -0.00746101 -0.102624 -0.0749272 0.0606848 -0.116768 -0.0533902 0.0354378 0.0345802 -0.0601396 -0.0195541 -0.123916 -0.0391388 0.0211285 -0.0619532 -0.0887574 0.0554158 -0.0117789 -0.052804 -0.0215493 0.00636105 0.0250635 -0.0417204 -0.0183265 0.0307601 -0.0393848 0.0225814 -0.00339124 0.0281379 -0.00151545 -0.0238662 0.0038152 0.0761309 internal_count=933770 542327 391443 511821 243388 30506 148055 211602 140782 299547 31786 93239 117096 106221 7273 139596 118363 22629 98368 212274 23686 3622 1603 159951 19968 63130 2019 86754 7877 50755 47613 158281 2719 18683 62116 55233 6485 83548 1268 984 80110 91307 48289 3206 7853 3780 53605 53993 shrinkage=0.0459008 Tree=32 num_leaves=49 num_cat=0 split_feature=16 33 16 16 32 29 17 1 9 29 29 13 16 23 0 0 30 19 29 0 17 11 0 9 11 12 25 21 32 30 21 23 23 17 11 27 12 13 7 25 12 0 29 30 7 7 29 18 split_gain=1321.36 305.262 218.889 137.241 102.686 58.674 51.7399 31.5073 29.9571 29.0351 26.4298 24.3114 23.6768 23.0139 22.6571 21.9853 20.4404 22.8484 20.428 30.2685 20.4286 16.9487 16.0814 15.74 14.9409 13.5866 13.1893 13.1615 13.0493 13.0161 13.0044 12.7815 12.4755 13.2802 16.7857 12.3903 12.1849 15.0588 14.7446 12.0315 11.9351 11.9172 11.8001 11.7558 11.7019 12.7522 11.8168 11.4681 threshold=216.61715949261801 2.5000000000000004 198.65709706959709 228.96678321678323 1.5000000000000002 0.63178040782599154 71.961170162822086 136.50000000000003 0.93923920270111727 0.16534719742016876 0.098778941372159243 30.990825875508779 236.65849906954728 0.60111203854595885 33.000000000000007 26.000000000000004 1.0000000180025095e-35 608.25000000000011 1.512534195504772 51.000000000000007 68.940169460752045 0.82555668244309233 35.000000000000007 0.96570062244242905 0.73185639516544099 96.441125496954299 628.25000000000011 16.500000000000004 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 0.16205525116284256 0.79260615224123032 57.248843889674546 0.74082667186700679 36.500000000000007 527.48989873223343 76.638264608530122 -30.92772006988525 6298.7500000000009 46.124368670764589 33.000000000000007 1.9889739534097395 1.0000000180025095e-35 -16.699242591857907 -76.010265350341783 6.7079382450654688 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 11 10 8 -5 15 -2 -1 41 43 -3 32 -7 17 27 20 -20 31 26 28 30 -22 -6 -10 -16 -12 -21 36 -13 33 -11 -35 -23 37 -8 -38 -32 -34 -4 -18 47 45 -42 -47 -9 right_child=1 13 4 7 25 6 23 12 21 14 22 18 -14 -15 16 -17 42 -19 19 29 24 35 -24 -25 -26 -27 -28 -29 -30 -31 39 -33 40 34 -36 -37 38 -39 -40 -41 44 -43 -44 -45 -46 46 -48 -49 leaf_value=-0.0065951943709850226 -0.0069578868204249588 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0.0028594089269383532 -0.014810173331705581 0.00098651847119806931 leaf_count=7296 975 11747 36860 644 10642 6393 55 142936 36246 20825 39181 75 95628 6320 25362 14695 6599 63168 9705 1829 4730 24292 29846 4603 1435 5628 29940 384 5464 1042 6696 102028 63 285 309 966 297 723 240 183 9772 28941 1759 10694 87796 24729 80 13664 internal_value=0 0.0332603 -0.0425388 0.0378237 -0.0191959 -0.0654082 -0.0518115 0.0536131 -0.0586633 0.0206348 -0.0862435 -0.0125542 0.0541542 -0.0944631 0.0213311 -0.0926392 0.00954286 0.0139873 -0.00413244 -0.0422811 0.000298762 -0.050828 -0.0806175 0.00844041 0.0562 -0.0953887 -0.0592383 -0.0111221 -0.0686041 -0.132481 -0.0178454 -0.00307657 0.0293019 0.00703691 -0.140399 -0.0287899 0.0732712 0.153245 -0.0425934 -0.0352634 0.0331969 -0.0280207 -0.0377379 0.0469796 0.0334209 0.049002 0.061054 0.0491702 internal_count=933770 523739 410031 505672 202915 207116 125329 263566 112532 242106 81787 186645 262922 18067 241131 21088 97272 88914 120844 12576 108268 91444 74491 12797 6165 16270 66186 25746 44645 2871 8194 102103 143859 21419 594 25258 1315 778 537 6879 122440 65801 8358 167294 122377 34581 24809 156600 shrinkage=0.0459008 Tree=33 num_leaves=49 num_cat=0 split_feature=16 33 16 29 16 17 16 32 17 29 16 2 30 29 29 9 17 29 17 28 16 8 21 25 25 11 29 21 30 30 17 16 17 14 30 11 17 11 27 23 5 12 17 23 30 15 4 12 split_gain=1214.02 324.488 193.314 139.495 64.8014 41.6098 39.0586 37.6168 31.6595 28.3307 25.3528 22.9716 21.4562 22.0527 21.435 20.6704 19.6431 21.6048 19.6065 19.3879 17.9259 15.5745 14.5358 17.4473 14.1132 13.8835 14.0998 13.8845 13.7025 19.6076 13.655 13.2685 13.1402 12.7563 12.6337 12.5904 12.4976 49.7409 19.543 13.0308 15.4411 12.1184 11.9078 11.3808 11.3376 10.4437 10.2925 26.6436 threshold=211.65394271345227 2.5000000000000004 225.7825132019851 0.64522145778841355 184.88691957431038 90.772749740583706 233.03787918296396 1.5000000000000002 75.739857463786905 0.33360591340512247 177.41874455249265 23.009433962264154 1.0000000180025095e-35 1.8488924917072098 0.098778941372159243 0.89041371498287114 46.543642579300901 1.5467101532983252 42.820112655273313 696.25000000000011 199.60714960629926 1215.5000000000002 14.500000000000002 420.25000000000006 7199.2500000000009 0.67858207683789085 1.9889739534097395 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 30.476263955537409 245.77324390439534 49.8108013244278 38.58211083786491 2.5000000000000004 0.83069275255321784 51.292074774977074 0.79631248381248387 8.5000000000000018 1.1661786143028643 32.880167007446296 40.846194077712568 98.823129399994372 0.92049534398816479 1.0000000180025095e-35 0.14050802110075067 41.001991271972663 354.41273426595802 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 5 15 18 10 16 -2 35 -3 19 -14 -8 -5 -6 20 -4 22 -18 24 33 -24 32 26 -10 -28 -19 -30 -17 44 -12 41 -15 -1 -20 -38 -39 40 -40 -11 -37 -7 -16 -21 47 -33 right_child=1 11 6 4 8 43 14 -9 25 12 21 -13 13 34 31 30 17 28 36 45 -22 -23 23 -25 -26 -27 27 -29 29 -31 -32 46 -34 -35 -36 42 37 38 39 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0043442637642391061 -0.0027927830265449191 -0.0054285266695140921 -0.00018432903000696266 -0.0056796769308081292 0.0017787733178732379 -0.0022050173318682357 -0.0062789599427819625 -0.0052498684090075123 0.0039153273295494976 -0.017065264241185048 -0.00066652549761591674 -0.0023147307909338862 -0.00015786964913897376 -0.0062428914315751077 0.0026843758055501467 0.0015131177481055597 -0.001824505791420343 -0.0019749771893770988 0.0018644625372028531 -0.011862926094605418 -0.00073694464504006868 0.003355379779485673 -0.016926775345272489 -0.0017582363632434378 -0.017467715456991082 -0.00081377080787182414 0.0022456267479097716 -0.017725448481214795 -0.0071683527455958353 0.00018349737577007954 -0.0029674554214231571 0.0027509761298641624 -0.0027993939477940033 -0.0076306582367010618 -0.00092747431059625463 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0.0178994 0.056166 0.0280682 0.0947161 0.00429859 internal_count=933770 597639 576104 336131 226520 66545 334636 109611 159975 241468 87629 21535 235946 24963 170889 60351 152377 147854 163747 210983 137226 44163 137923 3855 43178 7598 4906 299 10628 4118 54326 170324 43046 134068 3837 43466 152380 4515 1301 969 760 133657 10145 6194 160871 73060 9453 1111 shrinkage=0.0459008 Tree=34 num_leaves=49 num_cat=0 split_feature=16 20 16 26 32 16 32 16 16 13 29 2 31 7 28 26 2 9 11 18 20 29 7 9 14 24 14 19 16 12 1 10 10 16 22 5 11 22 27 19 16 13 27 16 12 27 28 11 split_gain=1107.28 312.727 165.365 121.692 64.7435 55.5775 37.1694 26.4913 24.9362 23.4893 23.4625 23.3072 22.3443 20.838 20.7768 20.6954 19.5323 18.0335 17.2698 15.1394 14.4501 14.303 14.1571 13.641 13.23 13.218 21.2047 16.3867 12.51 12.1267 11.0821 12.5524 10.6986 12.0526 10.9761 39.0227 27.6031 13.2931 21.5785 17.0842 10.6183 10.5382 10.4427 10.3017 11.0472 11.8745 10.2056 9.92606 threshold=211.36698851399859 0.65156300895263108 227.57207031637085 0.70487714367407039 1.5000000000000002 182.29798979066916 1.5000000000000002 236.0829650972905 159.00387036788104 23.906618204678043 2.131884455951774 39.188988095238102 1.5000000000000002 -14.895014762878416 1340.2500000000002 1.4015779154087953 16.385489510489514 0.89041371498287114 0.88214694344557054 4.5000000000000009 0.83240324981118297 10.64342710865459 -79.196342468261705 0.97466046731130673 54.227731643639736 20.500000000000004 18.861114509934467 411.25000000000006 204.74877849853954 37.363961030678936 666.50000000000011 0.96815523266740733 0.96444419631497702 243.87702694261228 2117.2500000000005 107.00123977661134 0.85716059896387775 12428.500000000002 1.5000000000000002 10651.500000000002 107.53202646410195 177.26662221833956 3.5000000000000004 220.36917608770128 118.78731957466687 13.500000000000002 5669.7500000000009 0.83336442786069664 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 6 14 11 8 25 47 19 16 17 13 21 43 -14 28 -5 30 29 -18 22 -11 -10 -6 -4 -27 -28 -7 -3 46 -32 33 -9 -34 36 -36 38 41 -40 -13 -37 -12 -2 -45 -46 -15 -1 right_child=1 2 7 5 24 10 -8 32 23 12 42 40 15 18 -16 -17 20 -19 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31 31 -33 34 -35 35 37 -38 -39 39 -41 -42 -43 -44 44 45 -47 -48 -49 leaf_value=-0.0045958703803373017 -0.0016097890637680591 -0.017536478616866583 0.0019908506625798631 -0.0058068739110128786 -0.0046601934782067944 -0.001716691537135511 -0.0049330056604427264 0.0026808372590490007 -0.0029380802450498784 0.0004798229254039699 0.0049955228890970023 0.0038281207373285458 0.0002197471775134575 -4.6560532642380466e-05 -0.011857793952199672 -0.0026128311786523437 -0.0024283796886363463 -0.0027835998992086692 0.0013655654503553507 -0.012828879252878822 1.1491810340542171e-05 -0.017003834950770277 0.0020668355394851414 -0.0016345271169163512 0.0013298776321388928 -0.0041321539950104208 -0.00688721505667555 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0.0406579 0.014451 0.0260896 -0.0287908 -0.0326131 0.0072919 0.0168465 0.0604698 0.0630093 0.0207282 -0.0138334 -0.383057 0.0142678 -0.0231124 0.00550347 -0.00655853 -0.318134 -0.0996445 -0.000555121 0.0242299 -0.209837 -0.00135717 -0.0909684 internal_count=933770 601595 566209 332175 35386 210866 121309 291778 97995 274431 155119 55747 266755 238809 12363 27946 151313 48369 180082 7676 55464 58727 58640 73882 23023 185775 17439 15691 95849 7419 134103 63716 106003 99636 6367 3761 266 3495 2556 2330 7378 226 3806 12042 7009 196 70387 24113 shrinkage=0.0459008 Tree=35 num_leaves=49 num_cat=0 split_feature=16 33 16 16 32 20 0 16 29 29 0 20 14 29 0 25 7 16 16 14 26 12 14 16 12 12 21 0 29 12 27 0 21 29 20 13 7 26 10 27 20 33 27 0 11 14 14 24 split_gain=1006.78 236.51 164.849 104.835 86.2664 37.8006 38.3479 29.0605 28.6617 26.5584 25.747 25.2202 23.5355 19.717 14.5194 14.4874 14.199 13.6708 13.6135 13.528 15.4734 13.4195 13.285 13.2162 13.0429 12.8119 12.7472 12.6963 18.437 12.6949 12.6353 12.4127 11.7802 11.5848 11.38 11.2204 10.8727 10.3617 12.0773 10.9125 14.1132 10.0913 9.9484 9.5954 9.52162 10.7387 9.45816 9.45477 threshold=216.61715949261801 2.5000000000000004 192.31742975178398 231.29627233961 1.5000000000000002 0.72154717612551444 43.000000000000007 206.92060346893263 0.27739752648803279 0.77613159691737399 33.000000000000007 0.55991363507687464 21.320285181487023 0.16534719742016876 33.000000000000007 898.25000000000011 -16.699242591857907 107.53202646410195 242.09984713970761 20.016392000841631 1.6564107373659518 92.784271247461916 19.941593182810355 169.05817188450564 197.54772721475254 40.846194077712568 1.5000000000000002 46.500000000000007 1.5467101532983252 89.816756826189717 2.5000000000000004 29.500000000000004 9.5000000000000018 1.6563586931045802 0.89050507187606531 31.91880497922401 -76.956745147705064 1.8455302495291905 0.69992465065061404 45.500000000000007 1.137087712939471 1.5000000000000002 37.500000000000007 52.500000000000007 0.90381341627738565 22.812166102810867 7.3804721393394681 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 7 15 9 14 -2 42 16 -3 24 -5 21 -1 36 -11 31 -16 32 46 30 -8 -12 -18 -23 -24 35 -13 -9 -15 -21 -25 41 -29 -10 38 39 -14 -41 -6 -7 -22 45 -27 -4 -19 right_child=1 11 4 13 34 6 23 22 10 17 12 29 37 18 19 -17 25 47 -20 20 43 26 27 33 -26 44 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0034954782577847178 -0.0033372736299057916 -0.0050411923326114817 -0.0072369371400914781 -0.0048241349071451852 -0.0023472772982866302 -0.0026548694577405315 -0.0042671620368746541 -0.008593655894850824 0.00099934650827164582 0.0038167767383938708 -0.0010118764760393222 -0.0047093746135090436 0.00028191270187831821 0.0023950039620594518 -0.0031456022557516308 -0.0054514172828713115 -0.021053621989467489 2.4074484635445202e-05 0.0032904908700927206 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171.843 84.4571 81.6935 46.0715 43.4708 29.2882 25.0675 24.3363 32.3641 23.3982 23.0041 21.8554 22.0297 21.7806 19.0135 18.7228 18.5264 17.6882 15.913 19.4739 15.0042 14.7788 26.2431 13.2143 12.8089 12.0507 14.5928 11.6753 11.6489 11.4794 11.399 11.3337 10.4834 10.4691 11.437 10.395 10.2553 10.1544 10.072 13.4072 11.5087 10.0601 10.0228 10.0186 9.87231 9.72211 threshold=218.13000755857902 2.5000000000000004 199.60714960629926 0.76902003925882789 231.29627233961 79.820233888450716 165.02459870577363 1.5000000000000002 35.000000000000007 1.5000000000000002 46.543642579300901 0.76018996714853837 0.55991363507687464 0.42355264342803717 33.000000000000007 2.131884455951774 472.25000000000006 182.29798979066916 0.63561914820496068 71.961170162822086 1.0000000180025095e-35 660.25000000000011 44.251023414567122 -17.650122642517086 56.38404751782857 0.6918346336475566 253.25000000000003 0.95132169746977657 67.051681497644523 0.96185351888082093 239.78991937915009 0.95565017455922108 45.672378629374634 694.25000000000011 90.34062043356596 6.0041637420654306 61.864314031385497 32.500000000000007 129.74916439016553 29.500000000000004 1.3162909042501696 499.25000000000006 12.500000000000002 482.25000000000006 0.16534719742016876 0.89741208294186392 1.5089173168263286 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 13 6 27 35 19 10 32 29 -3 44 23 16 -10 -12 -6 22 21 37 -5 -15 -25 -13 -24 -1 -29 -7 39 -18 -8 -33 -14 -4 -37 -16 -30 -20 41 -19 47 -39 -2 -45 -22 -42 right_child=1 12 3 8 18 11 9 -9 15 -11 17 25 34 14 20 -17 31 40 30 -21 46 -23 26 24 -26 -27 -28 28 38 -31 -32 33 -34 -35 -36 36 -38 43 -40 -41 42 -43 -44 45 -46 -47 -48 -49 leaf_value=-0.0047015422762727542 -0.0058244303752710202 -0.0047912657983466191 -0.0063182411056490525 0.0048123315296341417 -0.0010029879827378547 -0.004301485855749158 -0.00055088211841142405 -0.0045367141317587028 -0.0023813372295277252 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120988 4297 5357 57270 2926 119142 1354 2874 79216 37974 289 2104 47839 40263 1755 32320 4084 20782 924 202 260 37705 486 43043 3903 3872 6404 370 2491 3077 internal_value=0 0.029219 -0.0335196 -0.0139688 0.0330058 -0.0537083 -0.0577596 -0.0591598 -0.00551919 -0.0484337 -0.0443006 -0.000614815 -0.0780786 0.0215334 0.0230347 -0.0164764 -0.0139003 -0.0503466 0.0477976 0.00675817 0.0111834 0.0149289 0.00354124 0.0300824 0.0243122 0.0277958 0.00176908 -0.0811825 -0.0711738 -0.0548507 0.0490625 -0.0086634 -0.00293482 -0.00402511 -0.0266051 -0.0379733 -0.0333491 -0.00432511 0.090696 0.0449391 -0.0416703 -0.0379558 -0.0765894 -0.0493404 -0.0321624 -0.0389579 -0.0320122 -0.0354971 internal_count=933770 498399 435371 221180 481409 214191 199006 34841 186339 142335 129406 15185 16990 271126 263752 98463 95595 112904 210283 87876 98357 90509 83579 165395 120496 9965 82142 56671 38523 5220 206532 84011 16502 72583 5746 22713 21706 33239 549 158693 77653 70187 7466 4444 7374 4242 7848 3563 shrinkage=0.0459008 Tree=37 num_leaves=49 num_cat=0 split_feature=16 32 29 16 20 16 17 29 9 16 12 24 14 17 32 16 17 17 29 17 18 17 27 16 9 1 29 5 25 15 16 27 20 25 27 27 24 22 29 17 25 23 17 22 27 5 8 22 split_gain=831.861 222.427 122.39 103.611 57.8795 53.5823 41.1114 32.1426 20.7241 18.7383 17.2757 17.4297 18.5203 17.0431 16.7043 20.1467 14.8202 14.7023 14.2546 13.8743 12.9156 12.5948 12.9017 12.3285 12.2609 11.9898 11.9778 11.8443 11.478 11.2463 12.0126 10.7905 10.5992 10.5656 10.3723 10.1598 10.0757 13.0402 10.029 9.76394 12.3027 9.61641 9.59962 9.33183 17.1104 15.1059 13.2826 9.29307 threshold=214.00931686004458 1.5000000000000002 0.67859276327018281 229.12102352069169 0.7592488905478828 198.16078513960619 71.961170162822086 0.13591866760331453 0.93923920270111727 221.82635617175936 104.47665940288704 21.500000000000004 18.462914454389686 50.22401849180352 1.5000000000000002 177.41874455249265 46.717789847706442 56.654691870697498 1.512534195504772 49.252303631509172 1.5000000000000002 29.286262103200652 36.500000000000007 208.92971534115605 0.96570062244242905 136.50000000000003 3.3869247217449598 44.378675460815437 9698.0000000000018 0.27164163749310427 241.23235031603494 2.5000000000000004 0.41691586197525643 646.25000000000011 14.500000000000002 22.500000000000004 17.500000000000004 629.75000000000011 0.68493109860766743 52.547519937047298 636.25000000000011 1.2854381903483605 49.88102132520563 16025.500000000002 1.5000000000000002 91.621734619140639 5877.5000000000009 676.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 9 32 6 8 -1 27 13 11 25 -13 34 15 28 -11 18 23 -17 -6 -10 33 42 26 -5 -8 -4 -9 43 -31 -29 -3 35 -2 -23 -19 -38 -22 -27 -41 -20 -7 44 45 -12 -47 -46 right_child=1 4 5 10 20 17 24 14 21 16 29 12 -14 -15 -16 19 -18 36 41 -21 38 22 -24 -25 -26 39 -28 31 -30 30 -32 -33 -34 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 47 46 -48 -49 leaf_value=-0.0051440514523152948 0.00033570566518562132 -0.0046285483819664417 -0.0022975383800154965 -0.013513244345527715 0.0025213433427862704 0.00097235452720654614 -0.00084664083330723481 -0.0031674099477742392 0.0038259593416537928 0.00024510301980165959 0.0075635133668868308 -0.0061612869016081477 0.00032050544118425689 0.00062598083600962334 -0.0039652040464331524 0.00010727474207178476 0.0013167285755159011 4.1421157943680685e-05 -0.00040814305435949653 -0.0020747966870170048 -0.0092915442043983911 -0.0020880700889811281 0.0020758725154629209 -1.5557750453375315e-05 0.0026343795981381736 0.0017459727104856789 0.0067802418066366726 0.00034238159296776972 0.0058263228084558735 0.0021849690936091293 0.0032432527560129708 -0.0050053376615694358 -0.0026942225744454621 -0.0012843629019417882 -0.0013128960303550139 -0.0039387719315575713 -0.00075032475866943415 0.0040486155302109457 -0.00047986945000052508 0.0045702871891745607 -0.020726193903504185 -0.0038404718381374382 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254463 83993 9210 125805 114282 97744 152037 130894 98479 53116 8148 80552 79723 90895 12210 74783 7823 19704 44628 170470 160472 10199 23995 78007 32680 47318 32415 5106 3953 74674 164 7584 47606 9998 9014 373 287 8641 shrinkage=0.0459008 Tree=38 num_leaves=49 num_cat=0 split_feature=16 32 20 16 16 20 17 0 16 11 26 32 19 17 17 0 9 4 4 13 17 16 17 17 7 22 19 11 17 11 1 17 17 16 28 18 26 26 24 4 16 22 16 1 21 11 26 18 split_gain=761.689 199.022 114.469 89.9805 75.8707 52.0004 44.2656 30.8985 24.1655 22.5015 22.1449 22.1189 20.9063 18.2043 14.847 14.8278 14.9689 14.4802 23.5434 14.2381 13.8155 14.0168 14.8207 13.7647 13.5265 12.7872 12.616 12.1749 12.0727 48.3382 19.6003 16.7507 13.2238 11.4361 11.3544 11.3475 10.435 10.0165 10.7262 9.94084 9.69002 9.65997 10.0135 13.9904 9.62355 9.54692 9.41192 9.39263 threshold=214.49159069646007 1.5000000000000002 0.74380766778543683 225.7825132019851 188.81198027557951 0.7592488905478828 98.823129399994372 33.000000000000007 233.98655820456608 0.82555668244309233 1.9917058024985785 1.5000000000000002 472.25000000000006 71.961170162822086 43.552259126556038 24.000000000000004 0.95565017455922108 5.0399255752563485 12.00056314468384 68.89832947673257 48.297267112112344 220.73866770105869 52.192763968850137 55.28305422096814 -58.240522384643548 254.25000000000003 450.25000000000006 0.49670731707317078 51.292074774977074 0.78162092423176188 1534.5000000000002 53.577964566539073 42.820112655273313 207.61613166630971 898.25000000000011 1.5000000000000002 1.6827507714345986 0.31120593781007289 7.5000000000000009 28.991376876831058 166.3409118423283 611.25000000000011 159.00387036788104 228.50000000000003 9.5000000000000018 0.66428648682055569 0.76774953456171013 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 11 20 6 39 9 13 28 15 12 17 -9 14 -6 -4 -17 -1 34 -11 -2 22 -22 33 27 -16 -18 -15 32 -30 31 -31 -5 -14 40 -7 -33 -27 -39 -3 -19 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9.80812 9.77685 9.59156 9.16786 9.05645 threshold=218.13000755857902 2.5000000000000004 199.60714960629926 1.5000000000000002 231.78942712616185 0.76018996714853837 37.500000000000007 0.38519360026437788 0.38746645225740833 0.098778941372159243 33.000000000000007 18.155319336971054 16.385489510489514 35.000000000000007 0.16534719742016876 7.5000000000000009 0.94002136686706617 0.54509601161586041 30.384924762799812 1.0000000180025095e-35 702.25000000000011 1.8455302495291905 19.941593182810355 -17.650122642517086 629.50000000000011 1.0000000180025095e-35 11.500000000000002 1.5000000000000002 44.511945724487312 123.51994705200197 1.5000000000000002 1.0000000180025095e-35 0.95402359873365505 1.5089173168263286 772.25000000000011 0.95593580215387075 78.619541168212905 2.5000000000000004 1.5000000000000002 0.71761275096120836 39.650707244873054 29.500000000000004 445.25000000000006 9.5000000000000018 14.500000000000002 52.500000000000007 0.96429033450378865 151.58424377441409 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 12 8 9 15 -8 -2 -1 23 -12 21 35 -6 16 -7 -3 -15 20 -13 22 37 -10 -18 -23 -17 28 29 42 47 41 -20 -21 46 -11 -37 -4 -19 40 -32 -29 -16 -24 -34 -45 -9 -31 right_child=1 17 3 -5 14 6 7 34 10 13 11 19 -14 18 27 26 24 38 32 33 -22 25 43 -25 -26 -27 -28 31 -30 30 39 -33 44 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 45 -46 -47 -48 -49 leaf_value=-0.0050671960832111111 -0.0017973807576062506 -0.0041629719095328315 -0.007230299309344288 -0.0032138688805645019 -0.0043766236058617163 -0.0016830253643757226 -0.0057494429944673683 -0.0033964557581008833 0.0018785703931110459 -0.003000565887944724 -0.003253472719788859 0.00017846712744660053 0.0002264683924509519 -0.0036814069283381506 -0.025792305536845795 -0.0013651870843314786 0.00025915566387965688 0.0031223928439669982 -0.003688154923058462 -2.1547515699229182e-05 0.0013174847966880752 -0.00024578733573186318 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0.0423859 -0.0100914 0.0117885 -0.0676595 -0.0698909 0.0119404 0.015278 -0.0142136 -0.0127558 0.0272598 0.0357245 -0.0811408 -0.024518 0.0429305 0.0697564 0.0100467 -0.178815 0.0408335 -0.0421605 -0.0263063 -0.0439338 -0.0451717 -0.0366562 -0.0292847 -0.0337308 0.0342921 -0.303788 0.0429683 0.0560908 -0.0067146 -0.0186426 0.0249246 -0.0525774 -0.465589 internal_count=933770 498360 435410 221138 481344 214272 101860 59374 282307 112412 276089 101203 203712 105038 199037 42486 16882 17016 44622 98103 90229 125718 123038 174886 11300 2680 25604 198253 14374 2908 570 183879 12096 7874 55113 60416 42499 32933 6881 327 70 172436 2338 90105 7486 8837 39502 243 shrinkage=0.0459008 Tree=40 num_leaves=49 num_cat=0 split_feature=16 20 16 16 20 30 0 8 0 29 19 24 12 0 0 30 19 12 12 21 23 29 11 30 30 0 14 28 15 21 29 16 24 8 26 4 4 9 7 9 1 30 9 15 15 19 9 29 split_gain=638.234 196.526 102.671 72.5679 42.2105 37.5568 33.1695 22.1625 21.9624 19.1 18.5494 18.2984 22.4944 17.2165 17.0532 17.891 18.0495 16.7699 16.499 16.3507 16.1012 15.1436 14.8926 14.565 12.7224 12.655 12.6424 12.104 12.137 11.9831 11.8823 11.9358 11.3123 11.0187 10.2837 10.2723 13.2004 11.6265 10.1953 12.6292 10.0378 9.95461 9.82185 9.72391 9.41257 9.36764 9.35083 17.3034 threshold=210.4680188115386 0.65156300895263108 225.7825132019851 178.47031558185407 0.69486792160508182 1.5000000000000002 33.000000000000007 690.50000000000011 45.000000000000007 2.131884455951774 472.25000000000006 19.500000000000004 71.609650045003164 33.000000000000007 35.000000000000007 1.0000000180025095e-35 618.25000000000011 92.58326112068525 37.363961030678936 1.5000000000000002 0.83212010014969473 10.64342710865459 0.87053667434715831 2.5000000000000004 1.5000000000000002 29.500000000000004 18.861114509934467 742.25000000000011 0.41794820849092146 9.5000000000000018 0.16534719742016876 107.53202646410195 28.500000000000004 845.50000000000011 1.6293726108868818 5.0399255752563485 12.855231761932375 0.96633137159013638 -12.52880811691284 0.9543576995523041 151.50000000000003 1.0000000180025095e-35 0.95251079595794386 0.37904399875231826 0.64864833514379971 357.25000000000006 0.92447393469139416 1.5295229743197725 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 14 8 24 43 17 11 20 10 -8 25 -13 -9 18 16 32 -6 -3 -19 42 38 30 34 35 40 -14 28 -12 -29 -22 46 -16 -24 -17 -5 37 -37 39 -20 -4 -15 -1 -2 -25 -28 47 -32 right_child=1 2 7 4 6 -7 9 13 -10 -11 27 12 26 41 15 23 -18 19 21 -21 22 -23 33 44 -26 -27 45 29 -30 -31 31 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0038389686577918287 -0.0034739108893621327 -0.015581665565451631 -0.0095619108127438547 -0.0058091187639350717 -0.00072993496952876663 -0.0036906945379163165 -0.0025865545749895243 0.0020916157003798273 -0.003579617100092229 -0.0051535024779739034 -0.0056081889026295562 -0.010830083236378659 -0.0031781608921550826 0.0013722182828676973 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67777 5302 31041 13548 2077 12405 899 192 internal_value=0 0.0190185 0.0235209 -0.036024 -0.0255956 -0.0522179 -0.0194107 0.0350433 -0.0576999 -0.0305015 -0.028346 0.0225775 -0.00907376 0.0404272 0.00805957 -0.00156256 0.00266448 -0.00290241 0.0152613 0.0148167 -0.047318 0.0155917 -0.0276959 -0.0417405 -0.0570823 0.0283819 -0.00265001 -0.0220725 -0.0311418 -0.00660003 -0.0346007 -0.0311536 -0.0166872 0.0551479 -0.0903862 -0.04467 -0.0396258 -0.000986888 0.0158601 0.0288385 0.0343729 0.0259058 -0.0592139 -0.0156393 -0.011883 0.00999854 0.0563097 -0.0446256 internal_count=933770 612738 576313 321032 216751 36425 181165 330220 104281 108363 105580 99602 15435 230618 246093 105344 95316 72802 140749 30809 68979 140618 26035 10028 35586 84167 15010 86257 54381 31876 24032 23468 32011 2003 3814 24869 23426 6419 140524 42306 67947 60298 42944 15853 6214 12614 1463 564 shrinkage=0.0459008 Tree=41 num_leaves=49 num_cat=0 split_feature=23 0 1 32 11 25 13 0 29 30 0 11 29 21 25 21 0 1 25 13 18 27 17 12 21 17 1 20 11 27 1 7 7 29 20 29 11 30 1 11 28 20 6 13 1 1 27 7 split_gain=399.846 214.7 83.7132 80.8501 47.4644 47.3707 32.8533 31.3897 33.5798 30.7129 26.5731 25.863 22.0923 21.5487 21.0884 20.2712 19.3682 17.7945 16.9799 43.2106 53.6205 32.3799 24.9113 16.7573 15.607 15.1173 14.9998 14.8841 14.8603 13.6778 20.1485 13.4206 13.6016 31.5436 13.3272 12.6244 12.2644 12.2623 11.9033 11.6783 11.5426 18.52 11.2131 11.1868 10.9287 10.7949 10.3157 10.1709 threshold=0.78789673991095799 40.500000000000007 660.50000000000011 1.5000000000000002 0.86724476240605286 704.25000000000011 24.929189011972685 51.000000000000007 1.3323008717011655 1.0000000180025095e-35 29.500000000000004 0.8680665969536242 0.060286121006338074 1.5000000000000002 2369.2500000000005 14.500000000000002 29.500000000000004 4454.5000000000009 1179.2500000000002 44.468042396365774 1.5000000000000002 7.5000000000000009 45.521852288104228 135.46803743153552 1.5000000000000002 53.886554282821436 468.50000000000006 0.74884070401100888 0.85124172525800768 15.500000000000002 1063.5000000000002 -69.398483276367173 -73.990512847900376 2.3532675850022469 0.47125638228342009 0.16534719742016876 0.81548003072196629 1.0000000180025095e-35 376.50000000000006 0.80362037973261435 639.25000000000011 0.71482871164474948 0.17607313195548494 40.508448421188582 286.50000000000006 102.50000000000001 51.500000000000007 -89.93590927124022 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 10 11 15 27 -9 12 25 23 -4 31 16 45 44 37 40 20 -20 -22 -21 24 -3 -1 39 -7 42 47 -31 32 35 -34 -5 -14 -24 -10 -17 -12 41 -15 -29 -6 -8 -2 -26 -11 right_child=1 5 9 34 43 7 14 8 17 29 26 -13 13 18 -16 38 -18 -19 19 22 21 -23 36 -25 46 -27 -28 28 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.00060875404066219581 -0.0092076943576163296 -0.004686568316489192 -0.021836968106217915 -0.0038913709994933586 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leaf_count=45247 370 3331 84 34346 32619 1374 1427 24938 4784 635 19878 25484 85 75 306 172 52443 2439 416 19837 97 343 5649 4943 74669 17151 20375 331 22021 7242 3897 24884 340 115 15291 4635 2309 2082 61 17878 136151 64123 46766 4362 148618 15463 136 23548 internal_value=0 0.011153 0.0222335 -0.0386519 -0.0275614 -0.0155133 0.00742081 -0.000340846 -0.0251797 0.033243 -0.037177 -0.0301508 0.0370135 0.0371798 0.0108693 -0.0361083 0.0112658 -0.0764453 0.0338754 0.0111049 -0.21019 -0.45355 0.0179201 -0.0386992 -0.0351271 -0.0228454 -0.0525605 0.0117252 0.0137739 0.00558054 -0.023414 0.0623531 0.0160187 -0.149103 -0.0738446 0.0319362 -0.0293461 -0.102509 -0.328921 -0.0643609 0.0371318 0.0260781 0.00374762 0.00377766 0.0170478 -0.0317993 -0.0321448 0.0189358 internal_count=933770 726623 513325 207147 157510 213298 218860 104735 34243 294465 120529 108563 259143 259059 202794 16066 202488 9305 229000 28651 856 440 27795 83079 78136 62398 58131 70492 69118 35322 11139 30059 5175 455 49637 4720 7958 6866 233 37756 200349 64198 47097 36981 150045 15833 74805 24183 shrinkage=0.0459008 Tree=42 num_leaves=49 num_cat=0 split_feature=16 20 16 20 16 17 0 32 16 17 26 33 28 14 5 21 32 17 26 17 16 0 14 16 9 29 29 13 9 31 16 22 5 14 9 21 17 25 17 26 15 22 8 27 7 29 13 28 split_gain=546.238 122.351 106.128 60.6467 48.583 30.3846 26.148 25.9968 24.2705 20.5244 19.7759 19.5333 19.323 18.5815 17.7461 18.0974 17.4187 17.3042 15.2446 14.6542 14.4668 14.4429 13.693 13.0307 17.2075 16.2687 13.3261 12.5576 14.3029 12.3621 11.9817 11.914 11.2222 11.0985 10.385 10.2556 10.1441 9.93488 12.427 14.6743 11.9086 14.5476 33.4681 18.6895 16.001 19.6245 11.4273 11.4134 threshold=218.13000755857902 0.62697520955947927 189.53288719900218 0.76902003925882789 231.29627233961 98.823129399994372 33.000000000000007 1.5000000000000002 147.67582257079377 40.404361349388971 2.1640653527945002 2.5000000000000004 1340.2500000000002 19.870255286664271 23.000001907348636 14.500000000000002 1.5000000000000002 71.961170162822086 0.93276561931134094 44.061038467753747 172.85121125373229 33.000000000000007 7.3804721393394681 107.53202646410195 0.95211526988820594 1.7387610374612037 0.098778941372159243 30.48788054220476 0.9584304668749718 1.5000000000000002 167.75137168498949 254.25000000000003 20.000001907348636 21.320285181487023 0.96914797080742954 9.5000000000000018 57.416171974109766 14465.250000000002 47.36133192843257 1.1206399504035531 0.27164163749310427 2117.2500000000005 2650.5000000000005 1.5000000000000002 -5.4403316974639884 1.3162909042501696 177.26662221833956 23824.250000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 5 11 14 8 17 12 23 16 13 22 36 -8 15 -3 30 19 -7 -5 -11 -16 -4 24 25 -1 -26 -15 -29 33 -10 -21 -17 -23 -19 -30 -2 38 40 -40 41 -6 44 46 -43 -46 -44 -42 right_child=1 4 3 6 37 18 10 -9 9 20 -12 -13 -14 27 21 32 -18 34 -20 31 -22 29 -24 -25 26 -27 -28 28 35 -31 -32 -33 -34 -35 -36 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0.0017852316808389115 0.0043018012873183211 -0.028940773318897182 0.00038479727254517288 -0.027297940767538668 -0.0059720716385430698 -0.0067250918375940973 -0.032055670495666475 leaf_count=1751 6908 14024 2070 2202 4217 3330 15311 16752 11774 40710 3047 10490 259 23989 155108 200 3746 3880 3965 1538 60811 11650 36337 19983 316 248 1283 18740 66917 7723 3842 90695 313 76634 1858 6618 103 6709 1277 1365 190740 85 66 3610 204 164 187 21 internal_value=0 0.0225852 -0.0258975 -0.0144793 0.0261116 -0.0472423 -0.00780697 -0.0470405 -0.050422 -0.0446972 -0.0169101 -0.0465186 0.00289634 -0.0150657 0.0171422 -0.0168277 -0.0148602 0.00442671 0.0157252 0.00118694 -0.0503877 0.0191087 -0.0360731 -0.0797688 -0.0243698 -0.0862207 0.0529535 -0.0107532 -0.00545415 0.00946917 -0.000169889 -0.000737835 -0.201307 0.0128254 0.0577462 0.000830874 0.0128053 0.0375317 0.0362739 -0.0318589 0.0371772 0.000628011 -0.0401857 -0.0100305 -0.297337 -0.387662 -0.272772 0.0388121 internal_count=933770 498319 435451 283692 474297 151759 234795 24022 144464 120883 134622 48897 7270 131575 265652 14537 19362 100173 7295 94435 101521 251115 38407 23581 3598 1999 1599 116264 92275 96007 15616 92233 513 88284 5738 73535 7011 208645 201936 2642 199294 8533 4316 3863 453 368 253 190761 shrinkage=0.0459008 Tree=43 num_leaves=49 num_cat=0 split_feature=16 20 16 16 30 20 17 17 17 17 0 25 9 13 21 5 21 25 13 11 5 13 9 7 24 6 5 27 1 0 8 17 0 13 9 0 11 1 15 6 27 17 16 11 17 30 11 27 split_gain=500.508 149.881 77.7683 56.2235 45.4767 29.2443 27.9252 23.2071 22.4204 21.6282 19.9305 16.9245 15.9722 15.8957 17.8244 15.8575 15.6669 22.7985 47.0083 14.786 14.5474 14.2373 13.9639 16.9479 12.8861 12.5542 12.4636 12.1887 11.9504 11.1624 11.15 10.8158 10.7618 10.7267 10.7138 10.44 14.2964 10.3053 10.1663 10.0485 9.73845 9.48696 9.43785 9.36667 9.34758 9.26832 9.2166 9.13696 threshold=209.85070501741973 0.73853829224263723 224.81098393637095 178.47031558185407 1.5000000000000002 0.69486792160508182 75.739857463786905 58.711401647413616 98.823129399994372 46.543642579300901 29.500000000000004 668.25000000000011 0.95211526988820594 23.906618204678043 14.500000000000002 71.000812530517592 6.5000000000000009 976.25000000000011 44.919197251555929 0.71329018204018213 48.49437332153321 31.396717976387681 0.96165302637123795 -4.7735614776611319 4.5000000000000009 0.27457967796053978 12.002450466156008 10.500000000000002 136.50000000000003 48.000000000000007 142.50000000000003 52.328036188212153 35.000000000000007 24.929189011972685 0.97292571484420343 33.000000000000007 0.84121416871416888 726.50000000000011 0.25820088480328623 0.55555555809939505 34.500000000000007 60.33900373652255 129.74916439016553 0.72596778221778224 35.178642501923129 1.5000000000000002 0.43722920904649065 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 13 8 7 45 9 30 12 -7 16 31 -1 14 26 33 28 -18 43 25 21 35 29 -24 -10 -8 -3 39 -4 -15 -2 40 -26 -14 -32 -11 -37 41 46 -22 -12 -25 -17 -19 -35 -5 -13 -31 right_child=1 2 10 5 -6 6 19 -9 24 20 11 38 15 22 -16 42 17 18 -20 -21 27 -23 23 37 32 -27 -28 -29 -30 47 34 -33 -34 44 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0034223775918678385 -0.0040583074933358615 -0.016457394512202926 -0.014223856861174985 -0.0017929003155870214 -0.0031115231186223543 0.0014553109267841336 -0.016018066067719827 -0.009192604592211058 0.0029695878115376046 -0.00080821431850263542 0.00037088324738327583 0.0051067774602065351 -0.0028409107504568467 3.1708184275870898e-05 -0.016135596844510526 0.010190545579312893 0.0011818115580470257 0.00087361747747589707 8.2262343598197684e-05 -0.0015634922927313132 -0.0024333996982534019 -0.00051826624405246376 0.0014288000338133326 6.2926919201694389e-05 0.0003930911505634715 0.0029945871180037361 -0.0012653565965280108 -0.0040164338855569913 0.0018920551942742927 -0.00098300257654925882 -0.00072738531402677191 -0.009787158101045872 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0.00186597 -0.0313184 -0.0432314 0.00706042 0.0278007 -0.0289577 0.00205903 0.000585974 0.105589 -0.480369 -0.036608 -0.0496613 -0.0228332 -0.0392429 internal_count=933770 620208 569768 313562 50440 209343 174699 26819 104219 165886 344942 103906 97957 224826 6233 68145 241036 76753 1060 8813 158387 143744 218593 152612 6262 6615 6051 14643 164283 65981 26208 33823 3897 67469 24760 63918 34201 113149 70083 8559 33588 77486 676 272 36175 34644 3753 7960 shrinkage=0.0459008 Tree=44 num_leaves=49 num_cat=0 split_feature=23 2 32 11 14 11 20 21 30 13 29 30 2 12 29 11 2 30 7 15 9 21 7 11 27 11 12 29 5 27 4 23 7 14 15 25 28 13 5 18 14 9 15 1 24 22 11 27 split_gain=308.711 103.592 62.8153 53.6718 40.9879 36.978 25.2369 23.2476 20.7513 24.7727 23.9136 24.725 19.6134 18.8615 16.6656 15.3071 14.7149 13.3592 12.401 17.7617 16.3211 13.4197 14.542 12.055 11.8926 11.5439 11.5384 11.2779 11.119 10.7431 10.6888 10.6708 10.2457 9.64476 9.60283 12.6477 14.0421 9.00613 8.74685 8.5139 8.38961 8.34029 8.24052 7.77672 7.71499 7.26906 7.40253 7.21917 threshold=0.78789673991095799 23.594747340425535 1.5000000000000002 0.87053667434715831 20.491886109629608 0.87237499737499757 0.73853829224263723 1.5000000000000002 1.0000000180025095e-35 30.593693899608922 1.4442235297214765 2.5000000000000004 13.380476190476193 101.95584412271573 0.060286121006338074 0.8994579905992951 9.4325757575757603 1.0000000180025095e-35 -1.0000000180025095e-35 0.24369839905639948 0.9543576995523041 1.5000000000000002 -68.198589324951158 0.80557913601207332 5.5000000000000009 0.64799764150943406 66.059397513309008 0.098778941372159243 50.001153945922859 12.500000000000002 40.773252487182624 0.99998706517427538 -3.8256688117980953 51.479212361496117 0.28458359512173997 1963.2500000000002 4657.5000000000009 72.748536896309034 111.21431732177736 6.5000000000000009 54.227731643639736 0.96360694056182028 0.7730864671108294 102.50000000000001 3.5000000000000004 326.25000000000006 0.93000902523512596 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 4 7 12 -3 -2 9 32 -10 29 23 39 -8 18 27 -15 20 -20 21 22 34 -1 -18 -22 -4 -11 42 -12 -23 33 -6 -32 35 -16 44 41 -14 43 -28 -7 -9 -5 -37 47 -47 -43 right_child=1 6 26 13 8 37 14 28 10 16 11 -13 38 17 15 -17 24 -19 19 -21 25 30 -24 -25 -26 -27 40 -29 -30 -31 31 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 45 -44 -45 -46 46 -48 -49 leaf_value=-0.0023817665576827888 -0.0039843243880448324 -0.0021540774430609446 -0.0037107817575798576 -0.011921596497628983 0.0002112907253786801 -0.0024866963557185649 -0.015771427621566716 -0.00074867910847308883 -0.00025164183736375303 -0.012909601997774228 -0.0028715673852932845 0.00025493735048244217 -0.00062051824882230762 0.0017081680665057082 0.0047976472166988172 0.0020198028629505619 -0.0024342188495589836 -0.0022822356286707453 -0.0047757165319002809 0.00074450814010961375 0.0030737691509850006 0.00078093549355590498 0.0029771022137536707 -0.0012720091693959636 -1.9210322887332107e-05 0.0015593180981002934 -0.0025016383971941361 0.00066986673597364626 -0.0049342679346664432 -0.0064978016190606665 -0.0018898067455053091 -0.00069686807965651967 -0.001265119687516515 -0.016512091327901324 0.00054351766733489479 -0.024862409783124303 -0.001800421708027143 0.0052539432143339478 -0.014789655868410145 0.01073705939635909 0.0012792356339764313 -0.010865542673755618 -0.0026676397948067624 0.00034943092523349607 0.0043491620189031882 9.1720631359379907e-05 0.001892370101344412 -0.0014441773864335714 leaf_count=45730 6460 4838 23858 109 13925 2386 122 45265 19715 129 3721 3349 40668 46802 145 40694 4559 1837 1243 102017 13372 48137 10670 37563 74519 51235 24584 115086 1519 3203 208 6809 34287 175 3440 142 159 738 92 166 1302 220 5263 63045 22 23413 6054 775 internal_value=0 0.00974736 -0.0339974 0.00019483 -0.00620704 -0.0242208 0.0246766 -0.0302223 -0.00105072 0.00201801 -0.0258667 -0.0649867 -0.03219 0.0191216 0.0259201 0.026082 0.00705274 0.0339309 0.0230148 0.0147722 0.0293423 0.0187529 0.0457451 -0.0409861 -0.00345179 0.0408004 -0.0649792 0.0142625 -0.0231996 -0.0991058 0.0116411 -0.0243175 -0.0182718 -0.186729 -0.00644266 -0.140836 -0.250982 0.00521421 -0.0142154 0.00774582 -0.0503579 0.00275971 -0.0206654 0.00715132 -0.456283 0.00721927 0.0100579 -0.0768459 internal_count=933770 726387 207383 442959 331000 157639 283428 58507 272493 242505 29988 10273 124053 111959 278590 278468 194293 48639 237774 103260 134514 69907 14578 83293 79078 64607 49744 115215 52047 6924 55329 7192 48212 383 3908 468 323 33586 40760 63320 25886 32848 50528 63154 164 30462 29467 995 shrinkage=0.0459008 Tree=45 num_leaves=49 num_cat=0 split_feature=16 20 16 16 32 17 17 32 17 21 17 9 19 13 15 13 9 12 25 13 22 31 27 14 7 17 4 29 18 7 29 16 24 28 24 13 22 4 12 28 17 25 24 14 10 25 23 14 split_gain=433.663 129.5 74.6393 42.5593 23.3737 23.078 21.0984 17.7011 22.0748 17.2152 16.6712 15.138 14.2746 14.1692 13.7318 13.3647 13.168 12.7002 12.4062 55.3053 12.3237 12.2134 17.8905 22.3366 14.7755 20.3963 16.6975 12.7456 11.9228 11.5456 19.3628 12.5244 11.1527 11.0405 11.0389 14.1672 11.0025 16.1241 11.3823 10.9034 11.3538 10.7453 10.5684 16.6499 15.2771 10.545 10.4563 10.0174 threshold=208.92971534115605 0.65156300895263108 225.7825132019851 178.47031558185407 1.5000000000000002 75.739857463786905 98.823129399994372 1.5000000000000002 49.8108013244278 6.5000000000000009 57.987496106897602 0.95211526988820594 2499.5000000000005 68.89832947673257 0.38519360026437788 24.121142768394076 0.96941432871165434 118.2903679018718 1013.7500000000001 44.919197251555929 613.75000000000011 1.5000000000000002 14.500000000000002 32.868452841695756 -16.699242591857907 61.000386806624483 24.786666870117191 10.64342710865459 4.5000000000000009 -89.93590927124022 0.16534719742016876 238.41676424668231 4.5000000000000009 658.25000000000011 14.500000000000002 68.89832947673257 682.75000000000011 5.0399255752563485 61.47056274847715 11761.000000000002 59.80236078585623 584.25000000000011 20.500000000000004 18.861114509934467 0.72462773321745988 558.25000000000011 1.3327814433385325 51.479212361496117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 15 6 10 7 11 8 -5 29 17 -1 18 -13 -10 28 -7 36 33 -20 -16 24 -23 -24 27 -26 41 39 -3 30 -4 -31 -8 42 -21 -36 -2 -38 -39 40 -17 -27 -11 45 -45 -44 -25 -6 right_child=1 2 9 5 47 16 32 -9 14 12 -12 13 -14 -15 20 21 -18 -19 19 34 -22 22 23 46 25 26 -28 -29 -30 31 -32 -33 -34 -35 35 -37 37 38 -40 -41 -42 -43 43 44 -46 -47 -48 -49 leaf_value=-0.0032073723481798573 -0.00086232480487524461 -0.0011557053373399107 -0.025566755024693657 0.00044153989488018912 -0.0029192602186917621 -0.0001005093898250806 0.0028371553196109285 -0.0025885464071914027 -0.0031073998935387953 0.00090203284956121607 -0.0092869970037370696 -0.002041693598922601 -0.018001068214630801 0.0039498017128431111 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10538 724 894 928 internal_value=0 0.0149085 0.0185566 -0.0311303 -0.0413472 -0.0225321 -0.0474784 -0.0249969 -0.0220071 0.0285623 -0.00808874 -0.0510867 0.0174496 -0.0428692 -0.0260611 0.00596785 0.0246551 -0.00179356 0.0178051 -0.0756554 -0.0239001 0.00731718 -0.0124801 -0.0407073 0.0097522 0.00518199 -0.0923645 0.0240825 -0.0317772 0.0332544 -0.00489227 0.0345582 0.00855159 0.0191605 0.0172404 -0.323104 0.00313234 0.0421016 0.0499147 0.024672 0.0255024 -0.192699 0.0116327 -0.00878447 0.00247835 -0.0899967 -0.171343 -0.0596357 internal_count=933770 630997 592569 302773 38428 198416 104357 188566 172171 330158 13634 98043 98017 68211 152609 262411 9850 13206 97932 1400 145079 253354 27749 12411 225605 171053 2117 54552 9057 232141 7672 224469 6314 96532 1149 88 12881 4637 4557 54471 54284 930 64549 18203 15986 2217 1184 24794 shrinkage=0.0459008 Tree=46 num_leaves=49 num_cat=0 split_feature=26 0 32 1 0 9 8 20 25 17 4 1 17 9 12 22 0 21 11 13 14 0 27 28 28 9 6 17 4 14 0 26 6 9 27 20 18 11 26 14 25 13 28 28 21 19 6 27 split_gain=258.63 145.281 53.7204 49.0945 48.0073 38.5127 44.2832 27.7755 25.6815 24.6475 22.5793 20.919 18.2832 19.9555 16.0356 15.1035 14.5329 14.4315 12.9489 12.9351 15.2035 12.797 12.7099 12.3108 11.5507 11.5231 11.3999 11.39 12.8345 11.2133 11.1748 10.9544 10.6249 10.4295 10.3828 10.3056 10.2463 10.1582 9.829 10.1665 9.53018 10.5202 9.11127 13.9126 9.00499 9.35429 8.69334 8.64411 threshold=0.76774953456171013 40.500000000000007 1.5000000000000002 660.50000000000011 29.500000000000004 0.95685888429909827 720.50000000000011 0.70835765873062939 778.25000000000011 53.886554282821436 7.0084991455078134 468.50000000000006 46.302433871074392 0.96165302637123795 68.402543263816625 611.25000000000011 22.000000000000004 2.5000000000000004 0.7907723159193748 48.809884601544873 25.877022882045633 49.500000000000007 39.500000000000007 867.75000000000011 629.25000000000011 0.97436098258466697 0.68571429517309845 63.020748515366371 20.481261253356937 19.399473122488939 51.000000000000007 0.10017233112862303 0.32174210725220603 0.96057755483675333 9.5000000000000018 0.47125638228342009 3.5000000000000004 0.73005009743491101 1.3165608871729955 45.302310042203921 1206.2500000000002 44.260929887758543 23824.250000000004 14967.500000000002 13.500000000000002 517.25000000000011 0.52173913187701249 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 9 8 17 -5 -3 14 34 18 -9 19 15 24 47 -7 -6 40 -21 -8 25 32 36 -11 -23 -15 37 -18 -10 -16 -17 -13 -2 -4 -1 -29 -32 -40 -14 -42 43 -22 45 -38 -46 -12 right_child=1 5 35 7 11 6 21 12 30 22 16 33 13 27 31 23 29 -19 -20 20 42 26 -24 -25 -26 -27 -28 28 -30 -31 38 -33 -34 -35 -36 -37 44 -39 39 -41 41 -43 -44 -45 46 -47 -48 -49 leaf_value=-0.0005011513224792805 -0.012343704183985631 -0.0030254695222453657 -0.0031918801267364692 -0.0028474060424776675 -0.0033340132263089193 -0.0029893461047863609 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7340 51224 168708 18704 15889 35520 7371 32004 57111 230 213 17485 68398 34010 8564 16871 18847 682 1205 3833 5363 15053 98 5376 80377 6987 42530 6426 20417 75 13348 1105 104 2519 1714 117 180 509 320 61 284 370 72988 internal_value=0 0.00919102 -0.0298151 0.0184567 -0.0218723 -0.0128833 -0.00539846 0.0267739 -0.0373852 -0.00681532 0.00665837 -0.0398847 0.0278397 0.0184733 0.00186129 -0.0151746 0.00716849 -0.0229883 -0.0515716 0.00520057 -0.0112808 0.0102519 -0.0362784 0.0228957 -0.0276814 -0.0405907 -0.00481994 0.0308729 0.0740036 -0.00166793 -0.0190656 0.0144992 0.0397736 -0.0176754 -0.207313 -0.060081 -0.0180632 -0.173456 -0.0440162 -0.0820421 0.0186016 -0.159705 0.00545485 0.00155084 -0.089608 -0.0504254 -0.215883 0.0151379 internal_count=933770 710306 223464 500304 177010 210002 160862 293442 49140 96415 206862 80595 289962 121254 74481 31721 206370 75738 52807 58565 26264 85124 21934 7844 23877 21252 33900 62689 5578 97862 29924 42760 6639 27788 492 46454 20044 202 11220 4233 32301 297 17700 17191 1820 1389 431 108508 shrinkage=0.0459008 Tree=47 num_leaves=49 num_cat=0 split_feature=23 17 32 22 11 10 22 22 11 2 21 21 25 2 30 26 22 9 11 21 5 26 11 21 17 14 23 10 21 12 22 8 5 21 27 11 11 11 14 11 12 5 25 26 14 2 12 4 split_gain=242.286 85.7339 48.0212 44.742 31.6804 31.4752 23.8504 20.4519 20.4175 19.9619 19.4112 18.4981 19.4272 15.7413 15.7358 15.1822 15.0736 14.2019 27.886 13.884 22.8384 12.9636 12.9321 12.7006 12.4784 13.6866 12.1746 11.3516 10.7763 10.3451 10.9353 10.1995 10.0562 9.80781 10.7756 9.58851 9.53946 9.49455 8.99927 8.87447 8.86606 8.8553 8.79003 8.73387 8.72702 8.69676 8.50533 8.67475 threshold=0.78280293543929325 49.465467455583969 1.5000000000000002 676.25000000000011 0.83158201447675151 0.91923359072353439 513.75000000000011 887.75000000000011 0.7907723159193748 25.321764705882355 8.5000000000000018 9.5000000000000018 662.25000000000011 12.48212005108557 1.0000000180025095e-35 0.76774953456171013 16025.500000000002 0.96226565292751742 0.65106366596650578 1.5000000000000002 51.001586914062507 1.4940897023892694 0.91228849902534115 1.5000000000000002 60.33900373652255 15.804148918098431 1.4948213347064441 0.45826591699760494 4.5000000000000009 129.95889244992068 4246.2500000000009 724.50000000000011 109.01112365722658 2.5000000000000004 22.500000000000004 0.92609333163330365 0.75715363068304253 0.85204536359998551 17.928400514469555 0.90717912333991102 66.059397513309008 23.400855064392093 5029.5000000000009 4.4289254079630522 27.215200554414437 65.101724137931043 383.08735546841677 71.982868194580092 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 13 6 15 10 16 23 -7 17 -13 -1 39 -3 28 19 42 27 -21 36 24 -2 29 -26 -14 -8 44 30 -6 33 -15 -20 -35 41 46 -17 -31 -5 -4 -25 -19 -22 -9 -23 -16 -48 right_child=1 5 40 14 22 7 11 8 -10 -11 -12 12 26 32 21 37 -18 18 31 20 43 45 -24 35 25 -27 -28 -29 -30 38 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 -42 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7.9865457530379152e-05 0.0089600974143400711 0.0039832117626110589 -0.0017385753256106546 0.00036207372304182875 -0.0087307847211446944 0.00054323509207876951 leaf_count=58240 5703 11968 23906 153488 48781 6237 243 2618 3167 76176 1397 13284 10984 32139 6730 42707 444 6971 6348 51806 11818 4609 11961 9326 453 997 191 7476 962 178 107 62988 97 49358 16267 8610 7140 16066 1686 30556 25802 92882 492 423 3516 3925 234 2313 internal_value=0 0.00854981 -0.0304094 0.0183424 -0.021718 -0.00345277 -0.00106669 -0.0437029 -0.0155062 0.00735132 -0.0832499 0.00371356 0.029767 -0.0337715 0.0284764 -0.0171932 -0.0438075 0.000738445 0.00651863 -0.0107327 -0.0155614 0.00491006 -0.00472152 -0.000878119 -0.0115172 -0.102987 0.0604944 0.0293324 -0.0549918 -0.00890387 -0.0116917 0.00322819 -0.0160421 -0.00490441 -0.00127375 0.00149029 0.0213442 -0.0105824 0.0642133 0.0316713 -0.0574476 -0.0012095 0.066023 -0.0544091 -0.0704245 -0.0267047 0.0424918 -0.00672744 internal_count=933770 729423 204347 401692 154639 327731 309390 18341 10707 192697 7634 238649 24459 90476 208995 70741 7540 214190 142424 71766 64047 24951 64163 116521 52202 1450 11175 7719 7096 50752 48888 134961 32236 71973 65625 110818 16417 58773 1864 184044 49708 102208 7463 12241 6134 8534 9277 2547 shrinkage=0.0459008 Tree=48 num_leaves=49 num_cat=0 split_feature=16 33 16 16 17 17 11 29 16 17 29 20 17 11 12 6 17 16 24 1 17 12 15 17 4 7 17 11 1 17 17 8 25 24 8 13 20 18 4 16 12 19 26 25 18 24 25 15 split_gain=351.793 99.7398 63.7442 36.8091 19.2176 17.8436 17.8013 16.4153 14.6766 15.1079 13.6081 13.4765 18.5509 13.2222 12.5143 11.4758 11.2588 14.9553 13.8647 11.5496 11.2501 12.1528 10.8669 10.5765 10.2792 14.4271 9.78367 35.9531 13.077 23.0197 9.77746 15.8362 13.8106 10.985 11.4414 10.7179 9.72078 9.84778 9.22725 8.8129 8.69014 8.50799 8.41458 8.26959 8.18954 11.3557 11.5657 8.05254 threshold=208.59678467655607 2.5000000000000004 224.81098393637095 178.47031558185407 75.739857463786905 109.4321434693757 0.71329018204018213 0.16534719742016876 233.03787918296396 43.446485520497653 0.32022571413788031 0.69486792160508182 49.88102132520563 0.7907723159193748 202.61879502661796 0.27457967796053978 49.8108013244278 220.17561539769832 9.5000000000000018 8782.5000000000018 56.654691870697498 128.28731957466687 0.57277262221852443 52.910139520209825 87.680377960205092 -46.735704421997063 51.292074774977074 0.79631248381248387 1534.5000000000002 53.577964566539073 45.87605790336719 4448.5000000000009 956.25000000000011 2.5000000000000004 3263.5000000000005 44.919197251555929 0.53973195961488141 1.5000000000000002 29.317746162414554 196.00651510715667 316.43860018001266 5897.5000000000009 1.6827507714345986 1179.2500000000002 3.5000000000000004 20.500000000000004 668.25000000000011 0.62874855150030429 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 11 13 15 -4 9 -9 -2 -5 -13 -1 22 -6 18 23 19 -12 21 47 -7 -18 -16 -26 41 -28 29 -29 -10 32 -32 -34 35 -35 -3 -38 -20 -22 -15 44 -31 -19 -11 -46 -47 -14 right_child=1 36 7 4 6 14 -8 8 30 26 16 12 20 40 24 -17 17 43 38 -21 39 -23 -24 -25 25 -27 27 28 -30 42 31 -33 33 34 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 45 46 -48 -49 leaf_value=-0.0025326020771435816 -0.0019707270534025678 -0.0030183066373240656 -0.0041830177175936128 -0.001890464775580924 -0.014901525963545593 -0.0049620355456097016 -0.0020997123593670553 -0.00034912917445774415 0.0014910508994252795 0.0012108000832461423 0.00060369255993023604 0.00057110871614328364 -0.00049271666035776568 -0.0015095489107548985 0.0066152390550244314 0.0024755946423828841 -0.00023451235287841701 0.0013630337734631636 -0.00070003151119700589 -0.0059733070168530751 -0.0011668887540281932 -0.0030347678988284759 0.0016591478678860531 0.00056301364126396815 -0.013641393123630068 0.0084777656084251193 0.0016044616977000923 -0.0024062743941039217 0.0018786625118254307 -0.014940091805448072 -0.0010198578075678686 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7.87329 7.86526 11.6667 7.85824 11.6126 threshold=206.92060346893263 2.5000000000000004 223.2600774910604 172.85121125373229 29.500000000000004 79.820233888450716 0.71329018204018213 109.4321434693757 16.735367774963382 142.50000000000003 46.500000000000007 1.5295229743197725 30.384924762799812 4.5000000000000009 33.000000000000007 1.5442242281527998 576.50000000000011 0.492217287086889 0.90774603792166431 20.500000000000004 71.609650045003164 107.53202646410195 145.26915575369188 37.67133123917548 0.27457967796053978 20.500000000000004 -12.52880811691284 61.000386806624483 24.786666870117191 0.95565017455922108 589.25000000000011 51.495789867806245 1.5000000000000002 668.25000000000011 51.222646340238505 220.36917608770128 61.918060200668897 21.390096618357493 1.3903758317874646 0.6219061241788516 0.16534719742016876 66.481813752066998 23824.250000000004 4.5000000000000009 91.645751953125014 23824.250000000004 197.54772721475254 1.0590350669224307 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 19 14 24 18 -6 -2 26 12 25 44 17 16 -16 -5 -1 40 -21 39 -23 -24 -7 -12 29 34 30 -11 -29 43 33 -10 -28 -36 -13 -3 -34 46 -4 -31 -42 -19 -9 -46 47 -20 right_child=1 37 4 5 8 6 -8 13 32 10 11 36 -14 -15 15 -17 -18 31 21 20 -22 22 23 -25 -26 -27 27 28 -30 41 -32 -33 38 -35 35 -37 -38 -39 -40 -41 42 -43 -44 -45 45 -47 -48 -49 leaf_value=-0.0036328272795835841 -0.0035252019770581114 -0.0029408389143754468 -0.0035561337088043697 -0.0016851865605179369 -0.0022992237204324381 -0.014286384942179209 -0.0026524085262130031 0.0056823178218531039 0.00013194153715025044 -0.00017167380439157278 -0.0016477967683000286 -0.0034426407293001687 0.00012914663907102658 -0.0013703530971170524 -0.0018119875651989015 -0.0033947982098725149 -0.00072574763705384653 0.0026668345209533094 -0.0036951519526139437 -0.0079999949653364443 0.00044438349964812622 -0.0033391233078666552 -0.00014773679958697113 -0.0021319409855435766 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11.8553 19.5882 11.1886 10.8062 12.3273 11.922 10.0526 9.86618 10.4844 9.83447 9.74237 9.71534 9.60983 9.5868 13.0253 12.6562 10.252 9.55062 11.5507 9.51732 9.36946 9.35567 9.34788 10.1088 9.34239 9.2071 9.12082 threshold=210.4680188115386 1.0000000180025095e-35 228.64259911319775 181.38318935126787 0.76225672289718271 14.500000000000002 1.9101320257496102 98.823129399994372 26.424186356316309 33.000000000000007 0.93923920270111727 20.016392000841631 2.5000000000000004 57.987496106897602 147.67582257079377 43.960609643144103 56.654691870697498 37.500000000000007 0.28433112620030443 766.75000000000011 383.08735546841677 1.5000000000000002 -78.641757965087876 2369.2500000000005 104.47665940288704 19.500000000000004 18.861114509934467 48.000000000000007 613.25000000000011 73.416507160743564 40.846194077712568 0.60308555749492021 23.500000000000004 3039.2500000000005 107.53202646410195 0.95329214183098776 1.7088469134552084 0.098778941372159243 527.25000000000011 517.25000000000011 357.25000000000006 182.19520568847659 0.97355785697724673 1.5000000000000002 35.178642501923129 9.5000000000000018 47.00000190734864 49.232932841414204 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 47 20 -7 14 -5 18 -11 12 19 17 34 43 -12 30 -10 -2 -6 41 -23 -24 25 -4 38 28 29 -13 45 -29 -15 42 35 36 -1 -37 -27 -40 -28 -22 -32 44 -16 -14 -17 -3 right_child=1 4 24 8 5 6 -8 -9 9 10 16 27 13 32 15 46 -18 -19 -20 -21 21 22 23 -25 -26 26 40 31 -30 -31 33 -33 -34 -35 -36 37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.0044867458934449113 -0.0020706434819157916 -0.0022118899745485485 0.0010391398471292826 -0.0015134475171042258 0.0011081177088287043 -0.00072592381320564752 -0.0054726721345711386 0.00054930772090292391 -0.0052483711425769615 -0.0024978347600805207 -0.001098130347666079 0.00028031938414454095 -0.011015706106829547 -0.009515688982444372 0.001438855153924929 -0.0019384764059750877 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split_gain=265.932 60.2291 49.6018 29.2039 23.6936 17.7349 15.3679 21.3466 13.9123 13.5037 13.1793 12.4951 12.2092 19.2436 12.0995 14.381 11.2282 11.198 10.9177 10.5443 10.0626 11.5518 9.7518 9.74025 10.3496 9.73138 9.08728 8.71261 8.64824 8.57834 8.60976 8.35399 11.6604 14.3775 10.1564 8.55271 11.0527 8.4452 8.33404 8.14158 7.92414 7.84696 10.5836 14.184 34.261 16.0882 9.68476 9.41396 threshold=216.15737399725981 2.5000000000000004 190.26263863424609 232.10673642193572 0.82493229578434113 28.000000000000004 49.500000000000007 1.4689162644040221 0.89742261193038408 0.95565017455922108 0.18843476605500795 1.5000000000000002 35.000000000000007 18.155319336971054 27.376071320202488 2885.7500000000005 26.27839756506636 1.0000000180025095e-35 640.25000000000011 52.354818440376441 6.0041637420654306 12.855231761932375 513.75000000000011 696.25000000000011 0.96815523266740733 -16.699242591857907 87.680377960205092 726.50000000000011 0.78132046387773191 0.66428648682055569 67.051681497644523 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shrinkage=0.0459008 Tree=52 num_leaves=49 num_cat=0 split_feature=16 20 16 16 32 17 13 0 26 17 24 21 25 13 27 13 21 17 23 17 7 29 25 0 17 11 29 28 11 0 29 9 5 14 5 27 22 24 17 27 14 26 22 8 9 29 2 11 split_gain=241.785 70.8669 36.4822 27.2328 18.9964 22.9778 17.934 19.642 15.2083 13.9828 13.789 13.3574 13.1153 47.7341 13.0372 12.2896 16.3979 11.9813 11.9595 11.4626 11.2657 18.4863 11.0864 10.8546 10.1506 10.4043 9.85822 9.84515 9.83234 9.7742 9.76594 9.54779 13.7919 9.12645 9.05084 9.01533 8.89 9.67162 11.3539 15.658 8.74714 8.66516 19.7829 9.77637 10.3061 8.64936 8.55409 8.5271 threshold=209.85070501741973 0.73853829224263723 225.7825132019851 170.35832344553387 1.5000000000000002 57.987496106897602 26.27839756506636 40.500000000000007 1.5844652470983454 109.4321434693757 4.5000000000000009 6.5000000000000009 976.25000000000011 44.919197251555929 36.500000000000007 24.121142768394076 14.500000000000002 34.825591462612117 0.28433112620030443 56.654691870697498 -89.93590927124022 0.16534719742016876 824.25000000000011 33.000000000000007 47.991644714472777 0.89030000206470805 10.64342710865459 1449.2500000000002 0.72596778221778224 29.500000000000004 0.59281328390846832 0.96036725862650341 71.000812530517592 17.265118902117489 12.002450466156008 55.500000000000007 254.25000000000003 8.5000000000000018 71.961170162822086 14.500000000000002 22.00803585065194 1.4127144931692306 6419.7500000000009 7540.0000000000009 0.95593580215387075 4.8023854204027261 1627.6342592592594 0.82461706049941352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 15 9 5 27 -5 14 19 31 -11 20 33 28 17 16 34 -8 -19 -9 21 -4 -7 26 -25 35 -17 -2 -14 -22 -29 45 -33 -13 -3 -26 -20 -38 -39 -40 -21 -23 -43 -44 -45 -1 -6 -10 right_child=1 2 11 6 46 22 7 8 47 10 -12 12 13 -15 -16 23 -18 18 36 40 29 41 -24 24 25 -27 -28 30 -30 -31 -32 32 -34 -35 -36 -37 37 38 39 -41 -42 42 43 44 -46 -47 -48 -49 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7119 80246 79226 86476 228473 7343 659 237567 114916 106130 122651 22852 271 221130 331 75110 42434 94933 6909 90378 78103 77686 44615 4836 32800 7278 1064 221 181 32676 26980 7217 shrinkage=0.0459008 Tree=53 num_leaves=49 num_cat=0 split_feature=16 20 30 16 20 17 16 11 17 27 29 23 10 17 25 22 24 27 4 4 32 22 22 16 17 17 12 25 23 27 12 24 7 25 27 10 16 13 6 27 25 13 22 27 29 5 0 17 split_gain=221.309 48.7241 46.07 36.658 24.9631 22.2241 19.6797 17.0048 16.1592 14.6658 14.0287 13.6127 12.5927 12.3994 11.9333 11.0709 13.0001 17.5853 10.6731 9.9768 16.2339 10.4232 9.92448 9.90889 14.6667 9.85119 14.369 13.7211 9.6822 9.53271 9.31765 10.6898 15.5882 9.81727 9.46303 9.20446 8.29942 8.28359 8.18327 10.604 8.17521 8.09771 9.51803 7.73338 11.8776 9.53792 8.38193 8.56895 threshold=218.13000755857902 0.74380766778543683 1.0000000180025095e-35 203.13201891420036 0.52910722657558107 71.961170162822086 232.72973713917114 0.82555668244309233 54.135174240499438 15.500000000000002 0.060286121006338074 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0.73853829224263723 33.000000000000007 0.94082033970369394 68.940169460752045 21.37162075740228 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 614.25000000000011 71.000812530517592 21.500000000000004 449.25000000000006 589.25000000000011 431.50000000000006 37.363961030678936 6.5000000000000009 31.00000095367432 26.27839756506636 12.240260886333617 0.79848744080860767 58.711401647413616 24.000000000000004 34.60655593872071 12.500000000000002 46.500000000000007 36.500000000000007 0.71761275096120836 53.001949310302741 0.88854327915376696 0.5293034883503136 0.70580458365812915 51.000000000000007 28.500000000000004 0.60898055193850553 22.500000000000004 0.76715990366369879 42.500000000000007 736.25000000000011 62.63680650267947 1.5000000000000002 1.5000000000000002 52.943065396120069 0.96815523266740733 146.00590515136722 1.5000000000000002 35.000000000000007 611.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 9 22 18 6 -4 21 31 11 27 15 14 39 -13 -3 40 -18 38 20 -11 -2 34 24 25 29 -20 28 -6 -15 -12 32 35 -27 -1 -7 -23 -34 46 -14 -10 -24 -43 -33 45 -45 47 -5 right_child=1 2 5 4 10 8 -8 -9 16 19 30 12 13 23 -16 -17 17 -19 26 -21 -22 36 41 -25 -26 33 -28 -29 -30 -31 -32 43 37 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 44 -46 -47 -48 -49 leaf_value=-0.0027691296093385314 -0.00014310437785218305 -0.013683314723844191 -0.010543294471194781 -0.0012154561033775476 0.0019690511798769847 0.00053106040233010866 -0.00083436579953204409 -0.0019954220448518316 -0.0029384532495898594 -0.01367784849292405 -0.01809810088831976 -0.012540680396140563 0.0004838993914693046 -0.0016396678832531037 -0.0020309689643172976 0.00063397964857378637 -0.002761248128070094 -0.013272212967093727 -0.0007885870084023515 0.0011121224538780325 -0.0010136768602766828 0.00050401637842666569 -0.0007939680686249815 0.0001480172569354599 -0.00071972373125526719 -0.028549846667021674 0.0018662717848340899 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9.02077 8.79789 9.38971 12.7247 12.2512 11.1434 10.6704 9.07831 10.7869 9.35262 8.76068 8.65761 8.6201 10.1232 10.406 8.54527 10.9 threshold=218.13000755857902 184.88691957431038 1.0000000180025095e-35 26.424186356316309 724.50000000000011 0.96285362371256078 0.65106366596650578 24.000000000000004 25.309518814086918 46.500000000000007 19.500000000000004 71.088834764831859 98.823129399994372 56.945736870359916 0.75862582101806242 6.5000000000000009 2.131884455951774 0.060286121006338074 720.50000000000011 0.87959683998457594 308.25000000000006 0.75400615787070258 1.4015779154087953 12.240260886333617 6.5000000000000009 32.285518137358764 153.70572418572422 40.848195613810923 -47.563768386840813 136.50000000000003 11.304185306525808 47.518044071262821 0.91098692973692985 0.47313279715068285 0.96815523266740733 1.5000000000000002 18.56499554961702 13199.000000000002 807.25000000000011 16.500000000000004 1277.2500000000002 64.564692397149244 909.25000000000011 0.93276561931134094 767.25000000000011 8107.0000000000009 2.5000000000000004 -54.425733566284173 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 4 29 10 7 41 -5 -4 12 13 -12 26 15 -15 19 -9 -6 46 -2 -21 -22 -10 -19 -24 -26 -1 -28 -17 -3 -31 -32 33 -25 36 37 42 -36 39 -37 -41 -7 -35 44 -14 -46 -8 -48 right_child=2 3 8 5 17 6 18 16 22 -11 11 -13 43 14 -16 28 -18 23 -20 20 21 -23 24 32 25 -27 27 -29 -30 30 31 -33 -34 34 35 38 -38 -39 -40 40 -42 -43 -44 -45 45 -47 47 -49 leaf_value=-0.0019582989000989639 -0.00028355398619937507 -0.0027154372207192933 -0.0020186027732846151 0.00011663599102491108 -0.024290064332065799 0.00086369091407465827 -0.0015926499638795177 -0.0010326684779984703 0.00035275841524892742 -0.0021375146340381146 -0.0061910985072497456 -0.0002898531413598191 0.0023227397653522012 0.0014121867863276826 -0.013243599585465659 0.0015410896144110746 -0.0035679396584279216 -0.016811702863254226 0.00049476928070752205 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16.892 15.5738 14.5058 14.2617 14.1251 12.599 13.2021 12.7792 11.2511 16.1588 15.6234 11.1893 10.7983 10.5859 10.9873 14.7237 15.2467 10.3936 9.83955 9.52409 9.43741 9.48353 9.1215 9.01018 8.94393 8.68355 8.68264 8.52151 8.49996 10.0561 8.37013 8.9027 8.36902 11.0814 8.35583 9.41643 10.0362 8.20491 9.82061 9.08 8.07664 threshold=218.13000755857902 0.74380766778543683 2.5000000000000004 49.500000000000007 1.5467101532983252 35.000000000000007 19.642894914358738 18.155319336971054 50.500000000000007 7290.0000000000009 9.5000000000000018 185.69679337455355 14.500000000000002 0.77613159691737399 68.940169460752045 -27.474431037902828 151.46803743153552 58.003196716308601 52.837706032190134 502.25000000000006 0.92096871191170948 -1.0000000180025095e-35 56.271764667138491 0.7750403982655506 0.83250310173697284 0.9658720718876509 22.713744328556178 5.0399255752563485 0.86394757657010091 3928.5000000000005 33.641000153903299 611.25000000000011 3.5000000000000004 1106.7500000000002 35.286618599062905 644.25000000000011 3.5000000000000004 33.613474833711258 227.88407414769023 5.5000000000000009 -86.60848236083983 3.5000000000000004 1019.2500000000001 0.86993205767727899 686.25000000000011 0.96815523266740733 0.43722920904649065 55.481487921598294 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 5 6 11 20 9 -7 10 29 12 -5 13 -8 24 16 -16 -18 33 -12 21 -2 41 -24 35 -1 -10 -27 31 30 -3 32 -29 -6 -13 -14 -37 38 -25 -32 -41 -23 -43 -44 47 -46 -47 -9 right_child=2 3 -4 4 18 7 8 44 26 -11 19 34 14 -15 15 -17 17 -19 -20 -21 -22 22 23 37 -26 27 -28 28 -30 -31 39 -33 -34 -35 -36 36 -38 -39 -40 40 -42 42 43 -45 45 46 -48 -49 leaf_value=-0.0019654679216283832 0.0010217840026385924 0.0017054696935869201 -0.0015098314158626289 -0.0020294896959582743 -0.0072395666448659664 -0.002967674683116222 -0.00080986453333128136 -0.00018616271632951418 -0.0021229653671081803 -0.0097435878584244962 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490 28071 4136 171 244 3911 240 7665 18244 18592 408 25523 2678 21887 106 106 3733 60956 16826 39 24 67727 382 2404 484 internal_value=0 -0.0143923 0.0127193 -0.00959089 -0.0281567 0.014332 -0.0046455 0.00328905 0.000496519 -0.0178977 0.000869975 -0.0218915 -0.00166355 0.00653939 -0.0102097 0.0323416 0.052903 -0.20338 -0.0802424 0.0296587 0.0178667 0.0160383 0.0106377 -0.107765 -0.0136218 -0.0325303 -0.2124 -0.0220383 -0.0174447 -0.0169158 -0.0162961 -0.0223845 -0.0376693 -0.133182 -0.0121033 -0.0218093 -0.00813883 -0.192114 -0.238164 -0.0185323 -0.0148302 0.0113481 -0.00978778 -0.395676 0.00541938 0.0120414 -0.0461455 -0.0055303 internal_count=933770 435444 498326 344302 72421 481309 271881 116705 195878 76003 195535 64645 179719 91701 88018 6534 5246 235 7776 15816 364604 326957 175037 1044 81484 91142 343 45127 40991 75621 75381 37080 18836 2638 44940 53413 24565 702 596 72354 64689 173993 16889 63 113157 70513 2786 42644 shrinkage=0.0459008 Tree=57 num_leaves=49 num_cat=0 split_feature=16 30 16 20 16 0 26 0 17 29 21 4 17 17 11 14 17 16 17 26 28 18 0 6 13 12 30 1 0 17 23 11 9 29 26 23 21 28 18 21 22 21 22 7 2 6 4 22 split_gain=158.451 49.5418 27.6268 20.8171 19.8585 17.265 12.611 11.7919 13.4098 11.142 10.7594 12.0012 10.696 11.6388 15.4324 10.5809 10.2138 11.1084 15.4017 10.1787 10.1174 10.4398 9.93762 9.15435 8.76948 8.45553 7.38707 7.37972 7.10532 10.3152 12.0547 7.53117 6.9951 7.50297 6.78688 11.4036 9.05442 10.1038 6.76205 6.60662 8.34746 6.48951 6.45044 6.27974 6.20427 6.19045 11.5861 19.1153 threshold=208.59678467655607 1.0000000180025095e-35 226.77124634676576 0.53973195961488141 172.85121125373229 26.000000000000004 1.5089173168263286 40.500000000000007 56.654691870697498 0.16534719742016876 6.5000000000000009 31.476214408874515 51.222646340238505 75.739857463786905 0.67858207683789085 22.00803585065194 48.068902388363824 220.73866770105869 51.562654445640021 1.2185030677632291 658.25000000000011 3.5000000000000004 20.000000000000004 0.27457967796053978 35.397991905919675 98.34062043356596 2.5000000000000004 723.50000000000011 22.000000000000004 51.635203250664603 1.0783613872714792 0.80362037973261435 0.95092359052926667 1.0000878580214376 0.8193608457980418 0.94849134660870982 11.500000000000002 473.25000000000006 2.5000000000000004 2.5000000000000004 4246.2500000000009 15.500000000000002 7291.2500000000009 -54.425733566284173 1627.6342592592594 0.27457967796053978 52.003957748413093 2117.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 16 44 22 -5 27 9 19 -6 26 -12 25 -14 23 -10 41 18 42 24 21 28 -1 -15 -9 -11 -8 -7 -4 -30 31 -31 33 -16 35 36 -23 -38 -17 40 -27 -2 -18 -25 -3 46 47 -22 right_child=1 3 20 5 7 6 10 8 15 12 11 -13 13 14 32 38 17 -19 -20 -21 45 34 -24 43 -26 39 -28 -29 29 30 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.00059351603011157414 -0.00040346769711905862 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0.021923159794328736 0.001178384678053002 0.0046539835750189634 -0.0037960843556976978 leaf_count=21189 37350 20898 70138 28945 4384 7953 3436 35778 10104 22858 710 438 71321 62 441 17165 44927 79975 103082 10178 3937 565 64670 1047 16903 2144 3431 12942 40167 68 104 98 1990 236 14875 63 99 532 10212 4147 350 450 82 3989 23 155675 923 2716 internal_value=0 0.00903274 0.0123591 -0.014437 -0.0188836 -0.00466159 -0.0219468 -0.0137147 -0.0216038 -0.00670748 -0.0556693 -0.145279 -0.00471198 -0.0107735 0.0259922 -0.00663278 0.00499641 0.00751976 0.00239105 -0.0305306 0.0191099 0.0124051 -0.0317255 0.0582369 -0.0249373 0.0115387 -0.0406887 -0.0090114 0.0158723 0.00531506 -0.189491 -0.356738 -0.0356439 -0.123449 -0.0113578 -0.0818563 -0.0600133 -0.142346 0.00357448 0.0429488 0.0836204 -0.0102282 -0.0130423 0.0629387 -0.0414698 0.0243139 -0.00360009 -0.0181661 internal_count=933770 634602 555826 78776 299168 57855 28910 213309 100340 112969 8015 1148 108585 79086 7765 37481 265866 228066 148091 62859 289960 126709 85859 5098 52681 29499 6867 20895 110575 40437 270 166 2667 677 16134 1259 1196 631 27377 6641 2494 37800 45009 5036 20921 163251 7576 6653 shrinkage=0.0459008 Tree=58 num_leaves=49 num_cat=0 split_feature=16 20 0 14 27 0 30 9 14 11 13 25 30 17 27 27 9 17 27 28 19 12 25 22 27 21 14 17 16 17 27 32 23 2 26 21 25 18 13 25 20 12 14 11 7 28 27 14 split_gain=144.341 50.2334 29.1001 17.2444 21.5513 16.8731 15.74 15.6441 14.6239 20.7864 14.094 13.6743 13.2263 13.0052 12.1776 11.7053 11.6152 11.0492 9.97932 26.046 13.9031 9.90091 9.86763 9.84787 12.2346 17.7572 18.6966 9.71787 9.53895 12.1671 9.46928 9.01646 7.97876 7.72553 7.56636 7.5574 17.9266 16.5426 46.7339 30.8136 19.1236 12.102 11.0344 10.4712 9.97691 15.1662 9.54558 9.2202 threshold=204.74877849853954 0.73853829224263723 33.000000000000007 21.5340833315657 2.5000000000000004 29.500000000000004 1.5000000000000002 0.95211526988820594 12.240260886333617 0.74933774718257484 26.27839756506636 622.25000000000011 1.0000000180025095e-35 90.772749740583706 36.500000000000007 16.500000000000004 0.94704187322824473 57.416171974109766 31.500000000000004 449.25000000000006 496.25000000000006 37.363961030678936 763.25000000000011 593.25000000000011 45.500000000000007 10.500000000000002 27.543525254354563 57.248843889674546 147.67582257079377 36.408480128535579 8.5000000000000018 1.5000000000000002 1.004600346547095 1627.6342592592594 1.9917058024985785 1.5000000000000002 1179.2500000000002 1.5000000000000002 51.836463014430436 1395.2500000000002 1.2143081619825808 678.02647865869278 14.999641077680188 0.71549150357744118 -69.398483276367173 591.25000000000011 21.500000000000004 28.408684665437928 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 6 8 4 -4 13 17 -7 9 30 -9 18 22 14 28 -14 -15 -2 -10 20 -20 -11 -5 -21 -25 32 -27 -12 -1 31 -3 -30 -26 -8 -17 42 -37 41 39 40 47 46 -13 -43 45 -44 -38 -39 right_child=1 2 3 12 -6 7 33 10 11 21 27 35 15 16 -16 34 -18 -19 19 23 -22 -23 -24 24 25 26 -28 -29 29 -31 -32 -33 -34 -35 -36 36 37 38 -40 -41 -42 43 44 -45 -46 -47 -48 -49 leaf_value=-0.0021116176467691605 -6.8984338002861704e-05 -0.016807390985779356 -0.0096599423947480948 4.4241946969305839e-05 -0.00074422978137384302 -0.0020417838060543406 -0.0017867911653265749 -0.00171629835461462 0.00055506475706382967 -0.011136114449929266 -0.00095751825707042731 -0.011226326971848078 -0.00027772077198934367 -0.0010630926851873442 0.0022206099368918385 -0.001975889577264522 0.0031027409793212561 -0.0043225554244789906 -0.0097233262338846278 0.00044632318999404739 6.4585459709269382e-05 -0.00036557977262362306 0.00075882053585036842 -0.00073763266417391303 -0.026094904006753791 -0.0018262769930662151 -0.02805357382030715 0.00010922999772682138 0.0024457551215511489 -0.00068831348881795169 0.00055183737243928558 -0.0017144494131089087 -0.00036567253051845972 0.020107127896168444 -0.0064426608041009492 0.001050790761586008 0.00048162309506699858 -0.01020746255208178 0.00033353246267394364 -0.0021280467901216423 -0.00012539802264952322 -0.0034010921533661241 -0.018319430599899926 -0.021163669406469233 0.0021414084260805433 0.00020467061600899311 -0.019395829818539219 -0.0217522814774576 leaf_count=8871 30670 277 581 95994 33929 36920 26533 37002 143714 192 61854 139 12225 2204 3149 3373 3915 1343 945 16307 452 2835 70703 3638 123 750 62 25373 4606 72847 87 1441 32 34 1047 170402 26099 208 3650 710 148 273 95 94 22680 4706 51 487 internal_value=0 0.00766193 0.0103189 0.00102296 -0.019484 -0.0201359 -0.0203231 -0.026409 0.0153924 -0.0499981 -0.0210377 0.0159527 0.00488293 -0.00971783 -0.0127213 -0.0219959 0.0349068 -0.00539051 0.00903807 -0.0106397 -0.142839 -0.0228481 0.00756683 -0.00180827 -0.0426445 -0.142621 -0.0834158 -0.0141003 -0.0149136 -0.0114177 -0.275776 0.0316852 -0.452782 -0.0383168 -0.0660983 0.0209496 0.0188294 -0.00299853 -0.0545535 -0.199848 -0.329119 0.00711727 0.0364649 -0.173213 0.0378864 -0.00352664 0.00964811 -0.398623 internal_count=933770 675588 617008 217852 34510 258182 58580 161149 399156 3391 124229 395765 183342 97033 90914 16645 6119 32013 166023 22309 1397 3027 166697 20912 4605 967 812 87227 87765 78894 364 6047 155 26567 4420 229742 202122 31720 5203 1553 843 26517 27620 367 27481 4801 26150 695 shrinkage=0.0459008 Tree=59 num_leaves=49 num_cat=0 split_feature=16 20 16 9 5 30 6 13 21 11 6 21 7 29 11 5 5 17 6 21 17 16 28 24 9 7 21 6 1 20 9 17 7 17 17 24 23 32 13 24 25 20 25 17 11 28 20 21 split_gain=132.045 47.5371 27.1096 15.7712 19.9243 13.4046 12.8663 12.3351 16.1024 10.6832 11.256 10.1958 9.93849 13.68 9.82472 9.79354 9.66861 9.58863 9.55952 10.3208 9.2548 9.20816 9.10485 9.0074 8.86259 13.1377 8.73635 9.01187 8.43463 8.35666 8.34161 11.9454 8.32944 8.22227 12.367 8.07294 7.90891 11.3486 7.5137 9.67202 8.63727 8.01228 7.35918 7.15851 7.17189 7.10695 7.1023 7.08641 threshold=204.74877849853954 0.73853829224263723 224.81098393637095 0.93664147703686951 70.001785278320327 1.5000000000000002 0.8666666685651282 26.27839756506636 11.500000000000002 0.65750615504713872 0.22706114061659652 5.5000000000000009 -89.93590927124022 0.16534719742016876 0.7907723159193748 12.002450466156008 114.0016441345215 57.248843889674546 0.45841526767625845 1.5000000000000002 68.940169460752045 129.74916439016553 749.75000000000011 11.500000000000002 0.96185351888082093 -6.3401916027069083 15.500000000000002 0.88000001390312688 119.50000000000001 1.148093619863283 0.96552356385063809 58.448192197030487 -36.869894027709954 79.820233888450716 63.020748515366371 25.500000000000004 0.30225576662143833 1.5000000000000002 25.468245574371775 24.500000000000004 462.75000000000006 0.82493229578434113 884.25000000000011 51.222646340238505 0.86483628160457438 9882.0000000000018 1.00613873773383 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 15 18 7 17 9 22 30 10 -6 12 13 -4 -11 -3 38 -2 -1 20 -20 -21 36 -18 29 -26 27 33 -14 -17 -9 47 -33 34 43 -28 37 -5 39 -13 -41 -42 -19 45 -45 -27 -10 -32 right_child=1 2 11 4 6 -7 -8 8 46 14 -12 16 28 -15 -16 24 23 42 19 21 -22 -23 -24 -25 25 26 35 -29 -30 -31 31 32 -34 -35 -36 -37 -38 -39 -40 40 41 -43 -44 44 -46 -47 -48 -49 leaf_value=-0.0027886495400030356 -0.00010902930196182562 -0.011312055119423309 -0.022239896157330484 0.0011194186883456069 -0.016884846653776875 -0.0016766912916668479 -0.010156689719881339 -0.001075635537283442 0.0032888631590896498 -0.0032384408162537178 0.0066598257745462573 -0.00091720668320700556 -0.022574588990836222 -0.00058227282131759997 0.003572455507486103 -6.2642759416261457e-05 -0.023448630023770529 -0.0022049938303625857 -0.00033728571466290833 -0.0048193827480837864 0.0047277191744762937 -0.0013726093656027895 -0.0024163066787903907 0.00097864048168380398 0.00095297847738924407 -9.7608213617462428e-05 -0.0094052757024775183 -0.00067315585876815917 0.00099291315884109566 -0.0012684270744621022 -0.0015260662364582843 0.002181328774546085 -8.2693465530397044e-05 0.0096060188034488465 -0.0061101838599519386 -0.0016187894540159093 -0.0012482604542458087 -0.0024835752468267119 0.0004834496368013534 -0.016518119741160346 -0.021806954458999814 0.0035589127845522934 -0.010146394111210587 0.00023387983775774134 0.0012181315423274574 -0.019699631624895082 -0.0006950036406955407 -0.00034645325129639243 leaf_count=12160 30550 158 62 7076 44 26538 158 51274 3281 737 1543 2796 32 6900 1131 66762 69 1120 3363 1759 982 22799 11940 59 47378 49549 342 25244 199362 14793 13399 6022 7935 199 637 1561 55085 2490 135059 168 33 128 315 39980 25576 39 1323 53860 internal_value=0 0.00732435 0.00990836 -0.0192575 -0.0158611 -0.0199134 0.0577795 -0.0171062 -0.0114273 0.0705409 0.13087 0.0157997 0.0202525 -0.0168874 0.0192869 0.00244901 0.00915635 -0.00612786 -0.0372305 -0.0273339 0.017591 -0.0352823 -0.0272711 -0.265555 0.00259355 0.00632795 0.00155008 0.002457 0.0215493 -0.00612965 -0.0134476 -0.00714291 0.0194802 0.00618384 0.00583477 -0.0657536 -0.0225856 0.00395571 0.00941082 -0.0390661 -0.201249 -0.0357358 -0.0860164 0.00660348 0.0134611 -0.00246237 0.0467108 -0.0126675 internal_count=933770 675409 616886 258361 217298 58523 3613 213685 137094 3455 1587 344668 206356 6962 1868 272218 138312 31985 41063 28903 4345 24558 76591 128 272060 190505 143127 141224 199394 81555 132490 81216 13957 115980 115781 1903 64651 9566 138184 3125 329 161 1435 115144 65556 49588 4604 67259 shrinkage=0.0459008 Tree=60 num_leaves=49 num_cat=0 split_feature=16 30 8 0 0 20 20 27 26 27 17 14 14 28 21 5 14 0 29 25 17 16 11 29 25 21 1 27 11 16 17 5 24 4 23 19 24 27 4 19 4 25 27 16 0 29 17 17 split_gain=120.75 38.6337 22.929 17.5175 16.6244 20.7878 15.8976 21.2 20.6032 14.7832 12.4021 11.9505 11.767 16.6631 13.9321 11.5492 11.4231 10.7142 10.1263 10.1155 9.91728 13.4373 9.91003 10.868 9.33821 11.212 9.87475 10.5423 9.12486 8.79612 8.6693 9.25027 8.63247 8.33049 9.90477 8.29708 10.1389 13.4021 9.33081 8.31896 10.3396 8.96417 8.15682 7.68537 7.68181 8.40814 8.0155 7.50068 threshold=208.92971534115605 1.0000000180025095e-35 690.50000000000011 29.500000000000004 49.500000000000007 0.69486792160508182 0.53973195961488141 14.500000000000002 1.9917058024985785 37.500000000000007 55.28305422096814 12.240260886333617 29.246534780847057 7290.0000000000009 1.5000000000000002 95.006973266601577 19.13925432008477 49.500000000000007 1.5295229743197725 872.25000000000011 34.075747710657609 165.02459870577363 0.88214694344557054 0.060286121006338074 884.25000000000011 8.5000000000000018 136.50000000000003 6.5000000000000009 0.92260465742361031 170.35832344553387 49.745966155561668 48.49437332153321 30.500000000000004 34.853170394897468 1.5663762635092611 5897.5000000000009 1.5000000000000002 6.5000000000000009 182.19520568847659 6692.5000000000009 91.645751953125014 6298.7500000000009 50.500000000000007 228.32882641736089 52.500000000000007 1.4442235297214765 57.987496106897602 52.121352888305616 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 24 5 19 -3 35 -9 12 18 -4 13 20 -14 -16 -5 22 -6 -1 29 -22 23 -13 26 47 27 -2 -28 -7 -23 -32 -18 -17 -35 44 38 39 -37 40 41 -38 -11 -40 46 -46 -8 -26 right_child=1 6 11 16 10 9 7 8 -10 42 -12 17 14 -15 15 33 32 -19 -20 -21 21 30 -24 -25 25 -27 28 -29 -30 -31 31 -33 -34 34 -36 36 37 -39 43 -41 -42 -43 -44 -45 45 -47 -48 -49 leaf_value=-0.0010520398100970568 -0.012610745344795865 -0.0016818883607833469 -0.014958463384100458 -0.0016306192801282867 -0.0017360091991723814 0.00065153943022496353 0.001168116841843122 -0.00076492921724428356 -0.0049444267353439993 0.0025630846961511669 -0.00071391333184212414 -0.025272660179555064 0.0029699215705786567 -0.007841126657064261 0.00044649039589138805 0.0050209618971208498 -0.00011059971393754584 -0.00015663506987809408 -0.0045295842222647332 -0.0026345248192864569 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13.6232 12.8852 16.4639 12.8091 12.0044 10.6829 13.2428 10.4968 9.99498 9.32525 9.2909 9.21912 11.8798 12.1772 10.6285 10.8238 9.06622 10.1454 9.4571 8.64071 8.5512 8.39861 8.39202 8.37869 9.4776 11.6975 8.37373 12.0633 8.22001 9.55774 9.18474 8.19044 13.697 10.1929 8.06591 14.882 14.3593 7.81614 20.3275 7.88819 threshold=218.13000755857902 0.7836723397332207 1.5000000000000002 49.500000000000007 1.4375904324774298 27.636788065250851 7290.0000000000009 0.49670731707317078 0.52910722657558107 1.5000000000000002 40.773252487182624 234.820235412036 680.25000000000011 15.500000000000002 1.9917058024985785 188.81198027557951 0.88000001390312688 1360.7500000000002 -15.255119323730467 6.5000000000000009 13.373147215619946 0.20704999922053138 3.5000000000000004 6.5000000000000009 61.88969674900121 110.10345376845096 38.58211083786491 -42.49481010437011 161.64765495706681 5.5000000000000009 -30.92772006988525 5.0399255752563485 0.9669444637359077 0.48484855235714153 0.96552356385063809 2.5000000000000004 383.08735546841677 5253.5000000000009 0.80554534262265143 25.801056908836511 27.500000000000004 0.30225576662143833 1.5000000000000002 5029.5000000000009 1.5663762635092611 1.5000000000000002 1087.2500000000002 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 31 11 5 15 6 7 -3 -4 24 12 18 -11 36 -15 -5 30 -16 -2 20 21 -20 45 39 26 -26 -7 -27 -29 -6 34 -1 -33 -34 -9 -36 -10 -38 42 40 -24 -42 -39 -44 -45 47 -47 -21 right_child=2 3 8 4 29 9 -8 16 13 10 -12 -13 -14 14 17 -17 -18 -19 19 22 -22 -23 23 -25 25 27 -28 28 -30 -31 -32 32 33 -35 35 -37 37 38 -40 -41 41 -43 43 44 -46 46 -48 -49 leaf_value=-0.002787179054325272 0.00086182693042333506 -0.004601810605555293 -0.0016630023278796134 -0.0016341644210631648 0.00084933507842527365 0.0019459310416418485 -0.0075540690333593501 -0.00014345784839919372 0.00096042970845901915 -0.00063335589194458389 -0.0022612813498331984 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150 7701 137466 50632 4204 41304 748 20720 111 3786 1600 21910 70 858 842 245 186 161162 2160 2472 internal_value=0 -0.011715 0.010251 -0.00735366 -0.0233541 -0.00302914 -0.00637142 -0.00588503 -0.00939229 0.0142866 0.00682632 0.0127401 0.0150198 -0.000336564 -0.0225935 -0.0176356 -0.00518536 -0.0992426 0.00942461 0.00632598 -0.0145232 -0.141777 0.00816199 -0.0118396 0.0550393 0.00920786 0.0852035 0.0309258 0.0754055 -0.0636958 -0.00229536 -0.0258599 -0.0235174 -0.0130445 0.00932806 0.0238095 0.0111156 -0.0191687 -0.0143176 -0.0140576 -0.0841388 -0.161357 0.00656844 -0.0622921 -0.213416 0.0105627 0.00768053 0.0242851 internal_count=933770 435355 498415 332755 70800 261955 219573 218900 56054 42382 35824 442361 31258 41912 14239 62010 217289 1946 320641 240837 19492 707 221345 23720 6558 2603 3955 2322 1516 8790 183898 102600 96140 45508 46432 21468 27673 6770 6659 23467 1557 928 5059 1273 431 197625 163322 34303 shrinkage=0.0459008 Tree=62 num_leaves=49 num_cat=0 split_feature=16 20 16 27 9 5 6 30 18 7 7 25 17 13 26 5 11 10 11 23 14 24 16 17 17 11 27 28 17 11 17 11 6 11 20 26 29 22 2 6 13 26 17 24 14 12 29 17 split_gain=99.8058 36.6882 22.1619 13.9563 11.4228 18.9279 10.8368 10.772 10.5738 10.336 14.5179 17.6169 12.6558 13.5063 16.3075 12.0434 10.8258 13.8666 13.3983 13.3584 10.4018 10.3035 10.2501 9.52057 9.4701 12.748 9.46436 13.864 9.42621 9.28922 9.15103 9.10817 10.0753 9.61148 8.87057 8.43616 9.24413 7.9474 7.76304 7.73117 7.7257 7.68767 7.64583 7.54876 11.9768 18.3098 11.9204 9.03559 threshold=204.74877849853954 0.73853829224263723 231.29627233961 36.500000000000007 0.93664147703686951 70.001785278320327 0.86363635101805891 1.5000000000000002 6.5000000000000009 -15.255119323730467 -79.196342468261705 3105.5000000000005 59.80236078585623 81.146288510562229 0.80150094336966016 12.002450466156008 0.87143170834942307 0.884464674992547 0.76572717343508423 0.45663184428017128 18.462914454389686 1.5000000000000002 165.02459870577363 49.606671970343349 68.940169460752045 0.71761275096120836 31.500000000000004 457.25000000000006 45.341734289457143 0.82639444444444454 57.248843889674546 0.65750615504713872 0.22706114061659652 0.7907723159193748 0.40409792732418021 0.94787624979498586 0.9842394331565294 909.25000000000011 1627.6342592592594 0.42857143093907357 31.603338209773508 4.4289254079630522 66.481813752066998 1.5000000000000002 42.014663104970481 292.05739520663059 0.97887282754782345 47.834520434680023 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 8 4 39 22 31 30 9 10 11 -3 15 14 -14 -11 17 26 19 -19 -13 -22 -6 -24 -25 -26 40 -28 -18 -16 -2 32 -7 -33 -5 -15 -37 -20 -9 -1 -17 -41 -23 44 45 -4 -47 -45 right_child=1 2 43 34 5 6 -8 38 -10 12 -12 20 13 35 29 16 28 18 37 -21 21 42 23 24 25 -27 27 -29 -30 -31 -32 33 -34 -35 -36 36 -38 -39 -40 41 -42 -43 -44 47 -46 46 -48 -49 leaf_value=-0.0026476136013795651 -6.8795376129171179e-05 -2.3430673963879335e-05 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15617 96907 2687 32046 3488 1603 1885 7024 909 554 14883 26543 40329 162953 30469 957 205493 14713 2497 336 190780 shrinkage=0.0459008 Tree=63 num_leaves=49 num_cat=0 split_feature=13 20 2 11 29 11 32 18 9 7 9 27 6 17 20 6 22 25 25 28 26 27 23 28 5 11 17 15 7 1 17 28 15 13 1 27 14 15 14 22 18 28 13 29 29 27 19 14 split_gain=71.3334 30.3045 28.1624 18.1522 15.2535 14.9724 14.2038 14.9597 12.2182 9.94149 16.852 9.94012 9.75493 9.63442 8.88406 13.332 11.355 9.0474 8.72302 8.59986 9.32791 13.5711 13.6054 8.497 8.17142 9.74349 9.44787 9.17471 18.7468 9.268 7.9642 7.74741 10.1367 7.59136 7.00983 8.13918 8.04755 7.23177 6.81362 6.73235 6.63025 6.58338 6.54972 6.5122 6.50068 6.45851 9.45416 8.48011 threshold=26.424186356316309 0.69486792160508182 23.594747340425535 0.87603661500883379 0.098778941372159243 0.83531893880254549 1.5000000000000002 4.5000000000000009 0.96998863854223372 -4.2303988933563224 0.95367321889496592 36.500000000000007 0.27457967796053978 46.543642579300901 0.48328896726144238 0.32174210725220603 691.25000000000011 898.25000000000011 420.25000000000006 682.25000000000011 0.10017233112862303 2.5000000000000004 0.64193870230840344 752.25000000000011 48.49437332153321 0.73358829608829612 63.020748515366371 0.89223744171062658 -53.043811798095696 1087.5000000000002 64.564692397149244 23824.250000000004 0.6975660544747796 64.009149028869729 1574.5000000000002 30.500000000000004 22.365209539798254 0.92999586998980399 54.227731643639736 597.25000000000011 1.5000000000000002 407.25000000000006 40.645530116987992 0.060286121006338074 1.9889739534097395 26.500000000000004 456.25000000000006 16.661177851717827 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 8 3 4 -3 23 7 14 11 10 44 38 41 43 15 -7 -17 -18 -9 39 -21 -22 -23 -1 25 30 -27 29 33 -26 -15 -31 -33 -29 35 36 -28 40 -2 -16 -38 -11 -5 -4 -6 -20 -47 -48 right_child=1 2 13 42 9 6 -8 18 -10 12 -12 -13 -14 24 19 16 17 -19 45 20 21 22 -24 -25 27 26 34 28 -30 31 -32 32 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 46 47 -49 leaf_value=-0.00112668665921983 -0.0017777853526638266 -0.0071477070975499548 -0.014046329372814088 0.00029156445003625144 -0.00032889436939535056 -0.0056629926826563225 -0.0018182823207887838 -0.011475185763466263 0.0002657370653028721 -0.012591475539611041 0.00051002767210029331 0.004663183462536905 -0.0003002885569352997 0.00081108735326239768 -0.00014399817800671253 0.00077152237194447377 0.006068292266278732 -0.0012792016432309344 0.003268022644588212 0.0059885974186404088 -0.013789435011530906 -0.003625330288098417 0.0016922918036491132 -0.0023777562441467531 -0.0024840849228204938 0.00028153405442168781 -0.012165679964871702 0.0053899693049060489 0.0004965489759232067 -7.1749820960341964e-05 0.0026216040240836717 0.0067326695038513419 -0.0098840442711506243 -0.021273349689801987 0.010337743430812124 0.0045588822106803414 0.0050261644452416574 -0.019153261995958504 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internal_count=933770 788917 747746 454606 353336 144853 59065 47506 41171 352682 148321 30147 204361 293140 46182 7480 6978 2328 1324 38702 5111 4815 4604 85788 132403 96430 64620 35973 507 35466 31810 32068 727 193 1546 1471 1271 984 29609 33591 926 2978 101270 160737 51194 1007 733 353 shrinkage=0.0459008 Tree=64 num_leaves=49 num_cat=0 split_feature=16 16 20 20 0 28 17 6 4 0 12 22 14 0 17 16 23 22 33 4 4 12 29 21 22 29 29 0 21 17 21 17 24 28 5 28 21 22 25 29 23 19 22 5 21 20 32 21 split_gain=87.8532 27.2734 17.0937 15.748 15.6434 13.0519 12.4665 12.462 12.0725 11.9867 10.7669 10.3016 10.138 9.96558 9.93933 10.4773 9.69612 9.25527 8.90148 9.02424 9.65302 8.8514 8.62142 8.29125 7.81901 7.55615 7.43726 9.26637 8.1298 7.05699 6.9399 6.8568 7.32626 9.609 9.0387 13.0539 8.53848 8.49796 8.01104 10.4686 7.64745 7.43455 6.63638 9.20141 9.57544 10.0084 9.72137 7.94037 threshold=222.00557020537323 181.38318935126787 0.35777982873802788 0.82144286858057891 35.000000000000007 742.25000000000011 43.037381210455017 0.37275041797052638 79.30124664306642 29.500000000000004 162.37615433949873 4625.0000000000009 17.928400514469555 15.000000000000002 50.862697034775856 204.74877849853954 0.16205525116284256 254.25000000000003 2.5000000000000004 6.0041637420654306 12.00056314468384 81.958892449920668 0.41213931301773893 4.5000000000000009 3928.5000000000005 0.060286121006338074 1.3323008717011655 49.500000000000007 8.5000000000000018 57.987496106897602 15.500000000000002 68.940169460752045 10.500000000000002 851.25000000000011 22.000093460083011 2210.2500000000005 7.5000000000000009 6419.7500000000009 558.25000000000011 0.20791447767225704 0.30225576662143833 842.25000000000011 597.25000000000011 20.788625717163089 9.5000000000000018 0.61804592812706549 1.5000000000000002 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 -2 18 6 10 8 11 -5 -4 14 23 -11 -1 30 29 24 -18 19 -3 22 -9 -21 -7 -8 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8.67188 7.87899 7.75386 7.31631 7.30866 26.8636 threshold=202.32456336463289 1.5000000000000002 724.50000000000011 29.500000000000004 2.5000000000000004 22.161546779030108 40.500000000000007 15.500000000000002 1.9917058024985785 0.50727559978500592 -50.194429397583001 18.56499554961702 0.77613159691737399 16.500000000000004 14.500000000000002 79.820233888450716 26.000000000000004 0.060286121006338074 1.5000000000000002 37.04407403953784 1.0000783576241969 56.230251312255866 3782.0000000000005 1303.2500000000002 1.0000783576241969 0.29302294366096365 6591.5000000000009 1.1661786143028643 0.96799046335003813 129.58403015136722 0.22669429259749735 0.31120593781007289 734.25000000000011 9.5000000000000018 0.16534719742016876 357.25000000000006 285.25000000000006 1.5000000000000002 12.500000000000002 63.473611075682093 0.94082033970369394 0.4894198529859391 1.5000000000000002 95.006973266601577 19.13925432008477 0.53451111615245017 11444.500000000002 13199.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 34 5 -5 12 9 -9 -3 45 29 38 44 40 -16 -11 -13 -19 -20 21 23 -23 24 -21 -25 -24 -28 -27 30 31 -4 -32 -26 35 -2 37 -36 -1 -40 41 -14 -43 -44 -12 -6 -22 -48 right_child=1 7 11 4 10 -7 -8 8 -10 16 13 17 14 -15 15 -17 -18 18 19 20 46 22 26 25 33 28 27 -29 -30 -31 32 -33 -34 -35 36 -37 -38 -39 39 -41 -42 42 43 -45 -46 -47 47 -49 leaf_value=-0.00082587642800197123 0.00035409259113771996 -0.0014118967930167106 -0.020252549420985162 -0.010374347473010814 -0.0022402590764381246 0.0015072291063741032 -0.001093121259197424 -0.00090698602380331927 -0.0046153383030596478 0.00099594244875571367 -0.0014943141866310531 -0.02078551758063054 -0.0025966933545028266 -0.0053342267145019343 -0.00098548460717495204 0.0017703964380725479 -0.00032854495016649112 0.0013161611090581147 0.00069870953107189712 -0.0024433454251821538 0.00029405266097408091 -0.02661454075291456 5.7189733527069622e-05 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9.08888 10.3961 9.00934 9.83041 8.99542 7.97611 7.95852 13.767 7.79751 8.68473 7.83916 8.51824 22.0864 8.07567 11.495 8.23994 13.3071 8.5039 23.7759 11.1321 8.1873 7.89146 7.73121 9.59315 8.619 threshold=35.000000000000007 0.80195057987458152 30.175485626953112 0.9543576995523041 696.25000000000011 628.25000000000011 0.96226565292751742 15.500000000000002 3.5000000000000004 9.5115892993355562 1.5000000000000002 0.34817030673693611 0.060286121006338074 0.82107241491809779 23824.250000000004 1091.2500000000002 1.5000000000000002 51.836463014430436 1129.2500000000002 1.1300686528956143 0.71100321336256012 88.059397513309008 0.82394787889010723 0.97198610387625439 43.003486633300788 1.0000000180025095e-35 1206.2500000000002 9.5000000000000018 265.25000000000006 5.0399255752563485 0.43750000211059198 21.500000000000004 75.015205383300795 141.88326007155624 0.98514992847085969 8916.0000000000018 527.48989873223343 0.7396234566124712 1.5000000000000002 1464.5000000000002 2.5000000000000004 3882.0000000000005 5877.5000000000009 50.792705844577405 40.63508605957032 14.500000000000002 11.500000000000002 25.309518814086918 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 7 10 8 9 -1 -2 -5 28 23 -11 13 -7 15 45 31 18 21 20 -20 -18 -23 -4 -25 26 -22 -6 -3 -8 -31 33 -33 36 -35 -36 38 -38 39 -17 41 -40 -43 -42 -45 47 -47 -14 right_child=2 5 3 4 27 12 29 -9 -10 11 -12 -13 14 -15 -16 16 17 -19 19 -21 25 22 -24 24 -26 -27 -28 -29 -30 30 -32 32 -34 34 35 -37 37 -39 40 -41 43 42 -44 44 -46 46 -48 -49 leaf_value=-0.00094262039722323968 -0.001206501888847057 -0.0089945377614599146 0.00051849981873261215 -0.004523419261747855 0.00036743666540966482 -0.013616428395966275 -0.0019217016924780134 -0.0082413941347407194 -0.00032211367499644194 -0.0051846243170945135 -0.0013716300348003332 0.0002366711116814736 -0.0021162701840822373 0.0078836917925514602 0.0035477486674612684 -0.0010498133230127044 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12.3998 16.2234 10.9289 10.4312 10.4157 10.3602 13.3663 13.2271 10.0697 10.0871 9.86104 9.94356 9.28992 11.1717 9.05602 9.41819 8.53552 8.52208 8.34184 8.24236 7.98113 7.97493 7.48979 9.45129 7.4043 7.38367 7.29294 6.84184 6.79043 6.711 6.6851 6.31978 6.73909 7.49792 6.2484 8.72399 6.48829 6.24022 14.0042 10.5812 7.75081 6.75238 27.1984 10.2617 threshold=201.89892777304729 1.0000000180025095e-35 724.50000000000011 40.500000000000007 898.25000000000011 2.5000000000000004 48.000000000000007 6.5000000000000009 52.121352888305616 15.500000000000002 1099.5000000000002 0.50727559978500592 -50.194429397583001 1.5000000000000002 0.52215969320945332 36.500000000000007 0.88214694344557054 13.034001223895272 0.35777982873802788 643.25000000000011 0.060286121006338074 0.93929306290417414 0.93929306290417414 17.55192852020264 0.47313279715068285 26.000000000000004 24.205014228820804 20.500000000000004 56.801202123938403 0.68910452562533353 2.5000000000000004 139.25000000000003 270.50000000000006 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356 8219 773 1065 1031 708 571 20770 239 5207 195406 494 52166 22344 34190 10676 127 2227 351 1819 169 2018 190 223599 973 108 1130 internal_value=0 0.0049212 0.00728198 0.00145733 0.00509676 -0.0402337 -0.0150981 0.00621612 -0.023489 -0.0110614 -0.0253351 -0.00301859 0.00597791 0.0219722 -0.0108561 -0.00566168 0.0130207 0.0099404 0.0236886 0.0258239 0.0101013 -0.00737568 0.00333456 -0.0717045 0.0101752 0.00584433 -0.0136587 -0.0422473 -0.0261764 -0.152006 -0.00920597 0.00202695 -0.204756 -0.0221446 -0.00663163 -0.00778455 -0.0116015 -0.0184277 -0.0755734 -0.0407144 -0.110244 0.00933548 -0.0271734 -0.216796 0.010081 -0.0110763 -0.0329199 -0.0159912 internal_count=933770 701208 610963 303211 244374 5889 232562 238485 5345 90245 32524 57721 238176 33780 168169 115172 307752 234153 33450 32896 234026 111382 204396 5219 233991 42986 58837 7929 64393 330 50908 196177 544 52997 23375 50200 44993 34317 5170 2578 2592 229252 4588 359 224664 4229 3256 3148 shrinkage=0.0459008 Tree=68 num_leaves=49 num_cat=0 split_feature=0 23 13 9 28 25 9 21 21 24 25 14 22 5 21 11 25 22 1 29 24 29 24 6 25 18 20 29 28 11 25 18 13 28 20 11 7 10 15 28 24 30 25 13 21 14 20 24 split_gain=49.0157 32.089 29.1862 23.094 14.9996 13.7531 13.0201 11.4646 11.3224 10.7403 17.4199 11.0568 10.5747 12.3096 14.8764 12.2237 12.6809 10.242 9.6878 9.55964 9.5463 8.95914 8.76004 8.54294 8.50389 13.1826 12.4817 8.4054 9.19725 9.12422 8.91867 17.164 30.2398 18.1908 24.6315 22.1235 10.2586 10.6685 11.4089 11.5318 9.31741 9.26334 8.99216 8.76035 8.39625 8.38692 8.37209 8.36559 threshold=35.000000000000007 0.78789673991095799 30.175485626953112 0.95402359873365505 696.25000000000011 628.25000000000011 0.97422704479226951 15.500000000000002 1.5000000000000002 21.500000000000004 426.25000000000006 9.5115892993355562 591.25000000000011 33.882555007934577 12.500000000000002 0.88760839584876106 606.25000000000011 394.25000000000006 136.50000000000003 0.34817030673693611 2.5000000000000004 1.4087961613179283 22.500000000000004 0.48484855235714153 839.25000000000011 1.5000000000000002 0.88164458365442788 0.060286121006338074 23824.250000000004 0.82107241491809779 1091.2500000000002 1.5000000000000002 51.836463014430436 1129.2500000000002 1.1300686528956143 0.72399437991772497 -50.194429397583001 0.98710095616704052 0.80625565527094267 581.25000000000011 7.5000000000000009 1.0000000180025095e-35 1206.2500000000002 31.096634225854149 9.5000000000000018 35.081505625852586 0.85637577120452069 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 7 8 20 9 24 -2 45 11 17 -3 -12 14 15 -14 22 46 -8 -13 21 -5 -17 -20 -1 -26 -27 29 30 -7 -29 36 33 43 35 -35 37 38 -32 -40 -41 42 -37 -33 -6 -4 -11 -16 right_child=2 5 3 4 44 27 18 -9 -10 10 12 19 13 -15 47 16 -18 -19 23 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31 31 32 -34 34 -36 41 -38 -39 39 40 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.00041163490670182145 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32601 93933 23902 6663 248990 248737 253 246252 60854 7209 2078 1213 802 53645 12665 12454 1116 1071 637 544 865 101644 14706 395 808 shrinkage=0.0459008 Tree=69 num_leaves=49 num_cat=0 split_feature=16 9 1 21 11 7 27 0 32 26 14 0 14 11 7 18 24 25 28 18 10 22 12 23 23 14 23 14 10 11 21 0 26 7 7 25 25 10 22 14 14 29 13 1 5 18 14 10 split_gain=58.8891 22.3407 21.8273 16.7219 15.3432 13.8338 13.0233 12.9466 12.4447 10.5204 9.53178 8.67147 8.66826 8.35136 12.0137 8.61625 9.92807 9.17445 8.82284 10.3713 18.3328 8.29981 13.1503 8.19165 11.5702 8.13006 8.11904 7.94901 7.86571 13.5278 9.21576 7.84823 8.01439 7.60475 7.60349 7.58603 12.4872 7.21942 7.08787 9.41671 6.99368 9.45335 7.87907 10.6996 9.85103 6.89643 9.82471 6.82534 threshold=221.82635617175936 0.96205993216519892 705.50000000000011 1.5000000000000002 0.6219061241788516 -47.563768386840813 14.500000000000002 24.000000000000004 2.5000000000000004 0.55909678156066234 8.6109498762370524 43.000000000000007 30.681909169568183 0.92096871191170948 -1.0000000180025095e-35 3.5000000000000004 20.500000000000004 658.25000000000011 1106.7500000000002 1.5000000000000002 0.69795903748990862 1019.2500000000001 124.10102807365162 1.2274851694823317 0.93774709733877148 27.057521052017226 0.80624066719228182 10.174604131471858 0.96444419631497702 0.58801547195707793 2.5000000000000004 33.000000000000007 0.49902911157110491 -70.544830322265611 -81.80523300170897 1395.2500000000002 1179.2500000000002 0.63488512571709921 589.25000000000011 23.769760812052123 58.122571148300686 0.99214993614264613 177.26662221833956 2360.5000000000005 243.04539489746097 2.5000000000000004 19.4813152605829 0.9217630867334019 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 12 6 10 9 13 -1 -5 -12 -4 14 -2 18 21 38 -16 28 35 -17 -23 24 -9 47 33 -11 -20 -30 40 -7 -33 -8 -27 36 -21 45 39 -18 41 -31 43 -43 -44 -34 -47 -26 right_child=8 2 4 5 -6 31 26 23 -10 27 11 -13 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0.64799764150943406 24.737606613566314 1.0000000180025095e-35 23.923614994234836 1.5000000000000002 52.943065396120069 0.92809911032417436 -1.0000000180025095e-35 54.297805845663966 0.78519508813626471 32.868452841695756 23.500000000000004 875.25000000000011 1.6956357546302379 40.689942108104631 109.4321434693757 -50.194429397583001 58.122571148300686 34.17578315734864 5073.2500000000009 107.53202646410195 2.5000000000000004 407.25000000000006 3.5000000000000004 20.500000000000004 327.50000000000006 704.25000000000011 0.22706114061659652 0.61804592812706549 -89.155399322509751 2.5000000000000004 25.500000000000004 0.6602171335870719 1019.2500000000001 45.999996185302741 29.430015914302004 734.25000000000011 0.44642857686857323 0.9658720718876509 0.51785089473158064 2.2284740943955046 1919.2500000000002 0.55555555809939505 9.5000000000000018 137.11507415771487 0.7918041160841931 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 -4 8 32 29 30 9 -2 25 -12 13 -13 39 16 -16 -18 19 21 23 22 -5 24 -20 -11 35 -28 33 -1 -8 -21 -3 37 -35 -27 -37 -29 -39 -9 -24 -6 47 45 46 -44 -45 -43 right_child=4 2 3 18 41 -7 7 14 -10 10 11 12 -14 -15 15 -17 17 -19 20 31 -22 -23 40 -25 -26 26 27 28 -30 -31 -32 -33 -34 34 -36 36 -38 38 -40 -41 -42 42 43 44 -46 -47 -48 -49 leaf_value=-0.0035052539052896812 0.00068569062286579689 -0.0059545125906182959 -0.00079061038463251884 0.010804111913125093 -0.001277654180365774 0.0030513230875213035 -0.0014918274707141587 -0.0046353761776082173 0.0011575957914803042 0.000295448197092292 0.0031878681400430687 -0.013601241323169793 0.0019624076582014198 0.0064114972626538539 -0.001219954909009586 0.0013739862368265005 -0.0046999333127323182 0.003959265606293224 0.0042058633573433058 0.013912107187472045 0.00027606660443886939 -0.0079831134613471671 -0.00021897801822120866 -0.00025850057582007201 -0.0015909890246658129 0.00030121381336335783 -0.014866653740933546 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10.3452 11.783 9.72334 10.011 9.09384 8.96159 8.87056 8.71111 8.62491 18.1274 8.07226 8.00179 16.9005 11.5463 7.91257 7.57239 7.46796 threshold=40.500000000000007 0.80624066719228182 20.91763819808962 1.4794998568789197 29.353691101074222 720.25000000000011 0.24369839905639948 1.0000000180025095e-35 47.00000190734864 0.96247807816263642 15.500000000000002 1.5000000000000002 17.031256182318462 611.25000000000011 0.44642857686857323 16.999626159667972 1179.2500000000002 44.468042396365774 9.5000000000000018 1.5000000000000002 43.71282817916574 0.94082033970369394 1.5663762635092611 2.5000000000000004 9882.0000000000018 6419.7500000000009 3039.2500000000005 6833.5000000000009 1280.2500000000002 78.764467241793895 51.431507848983706 76.135921478271499 1.4009924731977128 30.331594610636156 5.5000000000000009 1278.2500000000002 15.616417291205535 2652.7500000000005 14.500000000000002 59.391225641927704 0.87968425693609975 2.5000000000000004 1.2419093192777253 -89.93590927124022 2.5000000000000004 5.0399255752563485 7.5000000000000009 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 -2 4 10 6 -3 -5 41 -1 -4 13 -8 14 -11 -15 24 18 -18 36 29 22 23 -22 38 26 31 -27 -20 30 -21 -25 -33 34 -32 -30 -19 -14 -7 42 -41 -9 -38 44 -44 -17 -29 -24 right_child=2 5 3 7 -6 16 12 8 -10 11 -12 -13 37 15 -16 45 17 19 28 20 21 -23 47 25 -26 27 -28 46 35 -31 33 32 -34 -35 -36 -37 39 -39 -40 40 -42 -43 43 -45 -46 -47 -48 -49 leaf_value=-0.00081740660307768795 -0.0011866103191413256 -0.0047872727369509451 -0.0007753350804461152 -0.0005882937185404777 0.00013550359863611974 0.0012857000898466265 -0.0049259922680037361 -0.004940831865490848 0.00024451095744881416 0.0018801772598577202 -0.011936226325013238 -0.0013884220997247216 0.00022495791117592255 0.0028533899123228956 -0.00059525934842008554 -0.0077258993379891979 8.0073712532153319e-05 -0.010255903465184889 -0.021207284599031661 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10.9943 10.741 9.21927 9.19852 18.7787 23.5048 27.5665 9.17601 8.99733 9.18019 8.59626 8.58714 8.30852 8.19282 13.4151 10.0067 9.80662 10.2172 7.75315 7.83283 9.71657 8.09595 7.75043 12.7501 10.3636 10.2616 8.99502 10.906 9.4954 7.63146 7.60624 7.66743 7.55818 8.17357 12.242 7.45628 threshold=29.500000000000004 19.642894914358738 0.69486792160508182 0.93839970289115981 0.76923077366436277 1.5000000000000002 67.716251762801377 49.500000000000007 3268.2500000000005 1206.2500000000002 14.500000000000002 66.481813752066998 906.25000000000011 -27.474431037902828 26.981418545700333 947.25000000000011 1.5000000000000002 4.5000000000000009 1389.5000000000002 872.25000000000011 0.8677718668001545 0.94898315720418158 0.90042982148245321 35.286618599062905 0.33333333690165251 4091.0000000000005 0.17607313195548494 1.6563586931045802 43.71282817916574 28.860962885263852 743.25000000000011 58.215058407252172 -54.425733566284173 1.5000000000000002 1.5000000000000002 0.30225576662143833 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13932 348 4338 1318 561 20858 1584 225 10245 4064 163 2753 257 380 internal_value=0 -0.00650681 0.00622852 -0.00279767 -8.30732e-05 -0.0204393 0.00861672 -0.00992619 -0.0314095 -0.0779283 0.00990894 0.00560714 0.0459348 0.0523869 -0.00951564 0.0152651 0.00577271 -0.0412258 -0.14954 -0.0114214 -0.0373362 -0.169947 0.00429065 -0.00506223 -0.19464 -0.0256334 -0.0298077 -0.0284511 -0.0172234 -0.0138822 0.0206502 0.0155965 0.0175785 0.0396862 -0.00190444 0.00722306 0.0469472 0.0611166 -0.00358281 -0.00947738 0.061767 -0.0171091 0.000705561 -0.0188224 -0.0318423 -0.0210705 -0.150144 -0.0151338 internal_count=933770 450144 483626 366775 317864 48911 425986 119018 34920 3857 404005 224055 7083 6898 118783 179950 65135 7520 1582 57640 1118 351 216972 45964 185 31063 29138 29022 21252 20750 114815 83307 79966 15922 43635 29703 6352 5656 23351 21419 1932 68152 50631 14309 3341 3178 425 21981 shrinkage=0.0459008 Tree=73 num_leaves=49 num_cat=0 split_feature=16 31 8 22 18 0 27 23 7 27 27 26 20 23 27 0 12 15 17 19 27 4 9 5 6 0 10 20 20 17 6 16 17 32 29 22 22 29 29 26 23 26 15 22 22 21 1 27 split_gain=46.3794 17.6107 13.892 13.369 12.8962 11.7618 9.68466 12.1121 9.5345 9.10909 9.09673 13.4513 8.66402 8.32733 7.62407 7.52172 7.27331 12.4764 10.7457 7.52705 7.27034 7.07657 6.96802 13.7026 9.62586 6.80277 7.84787 6.70699 6.64711 6.64093 6.60465 6.55873 9.93496 7.22078 6.54288 6.28649 6.22631 6.21052 6.20315 7.1957 6.71181 8.4181 9.89768 9.45606 8.73701 7.57158 10.6561 6.17944 threshold=201.89892777304729 1.5000000000000002 724.50000000000011 3928.5000000000005 6.5000000000000009 29.500000000000004 2.5000000000000004 0.94030400686325211 -50.194429397583001 36.500000000000007 15.500000000000002 1.9917058024985785 0.50727559978500592 0.18653213089260154 58.500000000000007 52.500000000000007 527.48989873223343 0.69188886858441967 58.711401647413616 50135.500000000007 7.5000000000000009 22.078525543212894 0.93839970289115981 71.000812530517592 0.8666666685651282 49.500000000000007 0.7318201602354929 0.38916848474323212 0.43186830178636321 63.020748515366371 0.89730179273943411 145.26915575369188 36.106314577756486 1.5000000000000002 0.060286121006338074 254.25000000000003 495.75000000000006 1.4442235297214765 0.16534719742016876 0.10017233112862303 0.28433112620030443 0.24709117000563677 0.30671324802319727 511.25000000000006 1176.2500000000002 1.5000000000000002 415.50000000000006 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 3 4 5 35 7 -7 28 22 12 -12 -3 -4 -10 16 18 29 -14 -19 -20 -9 -1 30 -25 34 -27 -11 47 -18 31 -24 33 -33 -15 -2 -32 -17 39 -37 -40 43 45 -42 -45 46 -43 -8 right_child=1 10 13 -5 -6 6 8 21 14 27 11 -13 15 25 -16 37 17 19 20 -21 -22 -23 23 24 -26 26 -28 -29 -30 -31 36 32 -34 -35 -36 38 -38 -39 40 -41 41 42 -44 44 -46 -47 -48 -49 leaf_value=-0.0011679258865064336 -0.0021354698383149917 -0.0010275177337221203 -0.01237380719079989 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140071 8047 278138 184002 32450 2480 181751 812 180939 178600 178102 498 219 1324 139 401 shrinkage=0.0459008 Tree=74 num_leaves=49 num_cat=0 split_feature=16 33 16 27 1 7 17 21 27 26 16 9 12 28 15 26 17 12 16 17 17 16 17 12 27 20 17 16 17 20 10 15 16 9 27 26 23 24 25 19 5 13 32 8 7 17 17 16 split_gain=41.1515 15.6287 11.6636 9.28569 7.36324 7.87117 16.0037 17.3697 13.5993 11.3252 10.7556 9.16387 8.53518 9.96241 7.49257 7.0472 6.87058 7.1456 7.44204 28.4889 10.2135 8.10404 12.5325 7.75771 6.98556 6.7077 6.69226 9.69642 13.3783 8.55304 8.16182 7.40885 6.93647 7.59046 9.41199 8.83794 8.40573 6.92747 11.1384 9.61672 10.859 9.41194 6.71025 6.64231 6.18917 6.18884 5.96808 8.72714 threshold=201.89892777304729 2.5000000000000004 232.10673642193572 36.500000000000007 136.50000000000003 -16.699242591857907 61.000386806624483 1.5000000000000002 27.500000000000004 1.6293726108868818 215.4565353641664 0.94292373180438604 527.48989873223343 9882.0000000000018 0.64327809947512937 0.78731724811525206 44.987502124598272 51.574116139070419 223.2600774910604 53.577964566539073 51.082218864942142 215.91006496147637 54.381674164941366 130.87310601229379 28.500000000000004 0.38916848474323212 98.823129399994372 147.67582257079377 36.408480128535579 0.28990270579916405 0.8203862210322056 0.27164163749310427 107.53202646410195 0.94651804047371624 3.5000000000000004 1.5628406528999543 0.71750024611259311 4.5000000000000009 1057.2500000000002 737.25000000000011 70.001785278320327 105.95457067191113 1.5000000000000002 13199.000000000002 -79.676750183105455 57.09169148450011 47.048660518616714 229.12102352069169 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 26 15 11 16 -8 9 10 -9 -6 13 -13 -12 -2 -7 -18 20 46 -19 22 -22 24 -21 -5 27 32 29 -29 -31 -30 33 35 -35 -1 -36 44 -39 -40 42 -42 -41 -15 -28 -23 47 -20 right_child=1 -3 -4 25 5 6 7 8 -10 -11 14 12 -14 43 -16 -17 17 18 19 23 21 45 -24 -25 -26 -27 37 28 31 30 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232548 482973 479474 353682 4708 4212 3454 3112 125792 100504 100271 997 3499 348974 316216 314095 112849 201246 134485 92406 1184 704 6003 226545 219085 195748 11215 8157 184533 23337 3573 1757 1816 1280 7460 4664 915 843 280 563 129 2796 42079 111665 47101 shrinkage=0.0459008 Tree=75 num_leaves=49 num_cat=0 split_feature=0 29 14 23 11 28 30 28 24 8 11 18 27 26 0 27 27 10 24 28 28 18 10 28 11 8 19 19 27 29 24 17 27 17 26 23 27 23 15 19 10 18 27 7 24 17 15 13 split_gain=33.4295 19.0712 18.4879 11.9553 11.4822 10.2758 9.11108 9.06879 8.39677 9.06799 8.34622 8.23826 9.67759 7.41403 8.63303 8.36016 7.52514 7.27407 7.12589 6.98924 7.13985 12.1775 15.7841 19.8397 11.4313 13.4888 18.6466 8.7875 9.54738 8.04049 7.79643 11.4249 7.23626 7.23287 6.94336 6.82132 6.7071 6.69548 7.62325 6.6129 11.7727 6.51993 6.39857 6.26415 7.55452 7.54512 10.4849 9.81583 threshold=35.000000000000007 0.16534719742016876 20.157777518213702 0.80195057987458152 0.86560386825691082 742.25000000000011 1.5000000000000002 680.25000000000011 10.500000000000002 142.50000000000003 0.90482231751122744 2.5000000000000004 22.500000000000004 1.3903758317874646 51.000000000000007 27.500000000000004 14.500000000000002 0.59855871321189624 32.500000000000007 23824.250000000004 959.25000000000011 1.5000000000000002 0.75697311067812001 1129.2500000000002 0.76984636387717276 1464.5000000000002 894.25000000000011 462.75000000000006 2.5000000000000004 0.33360591340512247 4.5000000000000009 68.940169460752045 18.500000000000004 75.739857463786905 0.93572683297880455 1.0608818148121861 51.500000000000007 1.6119903400536768 0.74390029525265111 31802.000000000004 0.81765663745886019 6.5000000000000009 47.500000000000007 -50.194429397583001 14.500000000000002 47.518044071262821 0.87654479129457663 234.66687217541894 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 10 5 11 17 8 9 -5 18 37 -13 15 -15 34 -16 42 -3 20 27 29 23 33 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13.2582 16.6078 6.27009 7.37808 5.10645 5.03 4.92718 4.91121 4.9016 4.86291 4.8577 threshold=201.89892777304729 29.500000000000004 20.299930542141997 151.50000000000003 1.0000000180025095e-35 1.4442235297214765 6.5000000000000009 31.00000095367432 2.5000000000000004 43.71282817916574 0.78598925441780942 729.75000000000011 36.500000000000007 2.5000000000000004 36.767768859863288 0.94030400686325211 0.97422704479226951 1158.5000000000002 -10.475693225860594 10.500000000000002 0.13044118400163879 0.95793946286493104 0.40409792732418021 6.5000000000000009 31.819806098937992 51.000000000000007 1.2516600382712675 23824.250000000004 58.500000000000007 25.500000000000004 0.77758873688589003 0.99742958587144026 0.80663974640055514 7.5000000000000009 48.000000000000007 19.500000000000004 -35.942865371704094 -56.373596191406243 650.25000000000011 1.0197697362192053 616.25000000000011 594.25000000000011 102.50000000000001 1.4935311642230704 0.32174210725220603 2.5000000000000004 457.25000000000006 49.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 3 21 10 11 24 8 -8 9 25 -2 13 16 14 15 -4 47 18 42 20 -13 43 -14 27 -6 -7 46 -5 -23 30 31 32 -15 34 -32 -35 37 -31 39 40 -39 -33 -18 -3 -38 -20 -24 -1 right_child=1 2 4 23 5 6 7 -9 -10 -11 -12 19 22 29 -16 -17 17 -19 45 -21 -22 28 26 -25 -26 -27 -28 -29 -30 36 33 41 -34 35 -36 -37 44 38 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 leaf_value=-0.00055100850476906505 -0.001102175566451183 -0.0018953025550097773 -0.022560084945900206 0.00035700513753656024 -0.0014076447072314754 -0.0027319059309608247 -0.002394479522649328 -0.010612956350776376 0.000211295190111898 -0.00053309097238604241 -0.01264475733249853 -0.022568403233989853 -0.0040758875898223631 -0.00047322599023150641 -0.017161068587337153 0.00035780967305554815 -0.0015890857546247156 0.0039079386268908653 -0.0014746737654938848 0.0024393137117936074 0.00037709967252867412 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12.6491 12.5963 10.2831 9.47898 11.9347 12.8439 8.84173 12.9051 10.372 8.33548 9.08596 8.17876 9.99035 7.55084 7.39044 7.11789 7.54047 9.11745 7.25449 6.80634 6.78989 6.92196 6.68016 6.52658 6.47234 6.96244 6.4303 6.0343 6.54488 5.84221 5.71829 7.21839 5.7159 8.42553 5.78262 threshold=218.13000755857902 165.02459870577363 46.543642579300901 9.5000000000000018 502.25000000000006 0.39118628496502217 52.500000000000007 31.500000000000004 0.41319740882008466 0.29302294366096365 0.90839130958112679 -1.0000000180025095e-35 56.271764667138491 0.24369839905639948 0.7750403982655506 97.194829030441994 5253.5000000000009 4.5000000000000009 0.20704999922053138 30.500000000000004 449.25000000000006 1033.2500000000002 32.285518137358764 28.500000000000004 0.16534719742016876 2.5000000000000004 18.968291282653812 45.938674421470274 1.4244133096115561 17.999998092651371 30.500000000000004 380.75000000000006 0.62115549143998916 0.45916287560564517 20862.500000000004 3.5000000000000004 1855.7500000000002 0.76984636387717276 84.406158447265639 11.500000000000002 0.47313279715068285 1.4087961613179283 4.8023854204027261 17.999998092651371 857.25000000000011 -89.93590927124022 129.93679110582968 241.64744978961156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 39 24 5 8 37 28 -8 -5 -2 11 40 13 15 -14 -13 17 18 -17 -15 26 27 23 -16 -3 32 -21 -22 29 30 -6 -32 33 -26 36 -10 42 -4 -39 -1 -11 -42 -35 -38 -45 46 -43 -47 right_child=9 2 3 4 6 -7 7 -9 35 10 -12 12 14 19 22 16 -18 -19 -20 20 21 -23 -24 -25 25 -27 -28 -29 -30 -31 31 -33 -34 34 -36 -37 43 38 -40 -41 41 45 -44 44 -46 47 -48 -49 leaf_value=0.00039032276798394523 -0.0010417767531311184 -0.0012552226219063477 -0.0022649914665570903 0.0041964037800707515 -0.0026039016521772159 -0.0002731583095377082 -0.012981333157264862 0.0038869656477773431 -0.0011966215223008136 0.0018090433482384023 0.00075041087078571455 0.0016504816930250543 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9120 60 55563 146506 925 36 30 704 39050 87 6428 internal_value=0 -0.00630874 -0.00430921 -0.00568706 0.0111208 -0.00737493 0.0199226 -0.137982 -0.0439126 0.00549076 0.00614205 0.00435432 -0.000200496 0.000468841 -0.105419 -0.0823592 -0.129904 -0.198234 -0.304879 0.00118317 -0.0150997 -0.0112113 -0.172758 -0.218628 0.0136206 0.0211458 -0.130279 -0.0102574 0.0221213 0.0253329 -0.00240925 0.0212314 0.0330171 0.055267 0.0660241 -0.0595523 0.0684711 -0.030415 -0.0116908 -0.0180034 0.00926833 0.00826451 0.0560956 0.147244 0.108516 -0.00207321 -0.0764047 -0.000419145 internal_count=933770 435326 371763 345233 31505 313728 27161 373 4344 498444 487187 414572 215149 213789 1360 1828 1304 794 452 211961 28815 27874 913 742 26530 22413 941 27806 26788 25787 7100 4947 17029 7607 6734 3894 6695 18260 9180 63563 199423 192996 5786 909 734 46490 1012 45478 shrinkage=0.0459008 Tree=78 num_leaves=49 num_cat=0 split_feature=16 9 11 13 6 0 20 12 17 5 27 27 28 22 1 11 7 17 11 4 25 17 16 17 16 26 23 23 27 10 13 11 27 28 13 16 16 19 24 25 7 10 10 1 21 9 19 4 split_gain=30.2543 14.7808 16.0246 9.56301 9.4575 8.69167 8.47988 8.14092 8.12074 8.78736 7.20234 7.124 6.96202 7.04769 6.91317 7.23203 8.20144 21.654 13.6973 9.19543 8.1011 7.07808 7.93233 6.43648 7.44071 6.29125 6.31425 7.34362 7.21825 6.20294 10.2745 7.73736 6.25379 8.19882 12.7122 6.20178 6.53133 5.81752 5.79488 8.5397 14.823 9.78707 10.2914 8.47603 8.29815 13.221 8.93363 29.7471 threshold=222.00557020537323 0.96205993216519892 0.64799764150943406 67.051681497644523 0.87931036327831535 22.000000000000004 0.69486792160508182 217.61879502661802 61.000386806624483 54.00012397766114 2.5000000000000004 2.5000000000000004 407.25000000000006 420.75000000000006 151.50000000000003 0.92096871191170948 -1.0000000180025095e-35 53.969241619320478 0.82729741840995052 30.999998092651371 590.25000000000011 49.8108013244278 228.32882641736089 39.61076563137086 169.05817188450564 6.919053714502442 1.2782944324754775 0.93774709733877148 5.5000000000000009 0.96815523266740733 97.194829030441994 0.58801547195707793 26.500000000000004 460.75000000000006 25.965588185014511 107.53202646410195 165.02459870577363 737.25000000000011 1.5000000000000002 3334.2500000000005 -71.565052032470689 0.45826591699760494 0.9119905405277372 4826.5000000000009 1.5000000000000002 0.77463192627147581 3874.5000000000005 52.003957748413093 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 8 11 6 37 -6 10 -10 -3 12 -4 -14 -2 16 38 21 -19 20 -20 29 -23 24 -8 26 27 -7 -28 32 -31 -32 -18 34 -34 -13 -37 -1 -16 -40 41 43 -43 -41 -42 -46 47 -47 right_child=14 2 4 -5 7 25 23 -9 9 -11 -12 35 13 -15 15 -17 17 18 19 -21 -22 22 -24 -25 -26 -27 28 -29 -30 30 31 -33 33 -35 -36 36 -38 -39 39 40 44 42 -44 -45 45 46 -48 -49 leaf_value=-0.00042101988469024057 -0.0013185996118989702 -0.0073092588048128109 0.0028817009696495608 0.0057447456156864574 -0.0005737510126666743 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620 1117 67068 49764 2642 129 4604 120 4064 896 542 3954 10612 45096 138774 543 89 153 481 14893 433 45070 875 364 2151 47807 17506 666 56 1367 576 38072 1781 21592 223260 5066 155198 27 5459 1627 758 73 175 689 2071 293 internal_value=0 -0.00518949 -0.00119617 0.0378491 -0.00244648 -0.0124724 -0.00293195 -0.0129825 0.0270947 0.0557914 -0.0041123 0.000375724 -0.036558 -0.0502568 0.00623964 0.00670424 0.00526492 0.000841419 -0.129523 -0.219666 -0.278094 0.00168082 0.0223166 0.00328195 0.0444843 -0.0175342 -0.0179418 -0.0146476 -0.0342929 -6.36826e-05 -0.0542404 -0.102219 0.000567865 -0.0103769 -0.0676107 0.00114461 0.000840723 -0.0248051 0.0102108 0.00876568 -0.0179374 -0.0860416 -0.0731911 -0.392525 0.00154446 -0.0386481 -0.0233259 -0.101883 internal_count=933770 508228 328246 10185 318061 179982 62390 67197 9068 4724 4344 250864 5116 4496 425542 419962 374866 197884 1266 723 570 196618 15326 48587 3517 117592 117228 97571 19657 181292 2089 1423 179203 40429 2357 245748 244852 13803 176982 166370 11172 2485 2385 100 8687 3228 3053 982 shrinkage=0.0459008 Tree=79 num_leaves=49 num_cat=0 split_feature=14 11 9 5 10 20 18 25 26 18 27 20 24 21 25 17 9 22 27 1 24 27 9 23 8 14 13 26 11 28 27 9 12 5 4 10 21 4 9 5 14 30 20 28 11 24 21 28 split_gain=22.9274 13.4271 10.5754 8.92543 8.68393 9.73193 8.15227 15.1324 14.1222 11.9873 8.51199 19.7786 12.4721 8.0012 21.7632 15.5429 12.2028 15.5521 15.9969 14.2723 21.0271 11.5895 10.5119 9.05643 9.53569 8.75881 11.618 18.8668 9.88326 12.1074 8.85818 8.58466 8.24216 8.03631 7.84702 7.20094 7.85756 8.30959 7.12182 9.04063 12.5167 8.55908 7.35328 7.09182 6.8642 7.13253 7.39548 6.65237 threshold=20.016392000841631 0.90958073917826254 0.97355785697724673 266.55259704589849 0.70204531060223385 0.80092238103340718 2.5000000000000004 921.25000000000011 0.84519071080236896 3.5000000000000004 45.500000000000007 1.0574025116638228 28.500000000000004 1.5000000000000002 3334.2500000000005 59.391225641927704 0.93664147703686951 5662.0000000000009 3.5000000000000004 4454.5000000000009 2.5000000000000004 7.5000000000000009 0.89041371498287114 0.52429057025274894 1112.5000000000002 39.575453368777929 141.88326007155624 1.0413242997446399 0.43722920904649065 5073.2500000000009 22.500000000000004 0.96662852659310095 167.21625176280142 266.55259704589849 6.0041637420654306 0.86694296335580645 2.5000000000000004 12.00056314468384 0.94292373180438604 49.00000190734864 22.466891783645959 2.5000000000000004 1.1518548435349729 1855.7500000000002 0.67858207683789085 30.500000000000004 12.500000000000002 23824.250000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 6 -6 -2 10 -9 -10 44 -12 -13 15 23 25 17 19 33 20 22 -20 -16 24 -15 26 31 28 -28 -30 -27 47 -22 -19 -4 -36 -37 -38 39 -25 42 -42 -41 -33 -8 -46 -47 -7 right_child=1 -3 34 -5 5 13 7 8 9 -11 11 12 -14 14 16 -17 -18 18 21 -21 32 -23 -24 38 -26 30 27 -29 29 -31 -32 43 -34 -35 35 36 37 -39 -40 40 41 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0.0011678411373761794 -0.0083533251233338154 -0.0055902057697960221 0.00017143144367700607 -0.024570043113415187 -0.00038352942909924986 -0.017141424409064319 leaf_count=147133 151336 64435 7601 64 21085 9526 9345 856 1269 91 718 186 288 1354 50 3770 2390 395 716 1221 219 122 168 31790 592 22636 84 636 271 154 22 3824 848 88 55472 2218 4336 6008 242960 1525 26477 5619 609 761 102352 50 57 43 internal_value=0 0.00273971 -0.00888528 -0.0138235 0.00136772 0.00443741 -0.00300802 0.0033303 -0.0785071 -0.0151735 0.00493524 -0.0791219 -0.23766 0.00566415 0.00395141 0.0186817 -0.0546316 -0.089643 -0.177445 -0.0433596 -0.116923 -0.26099 -0.399927 0.00512279 -0.0628827 0.0125992 -0.00588739 -0.102776 -0.246264 -0.308213 0.0250815 0.00195047 -0.0591024 -0.0324959 0.000725243 0.00412982 0.025749 0.0373301 0.00555109 -0.00365891 -0.0149362 -0.0100054 -0.0890961 -0.0336279 0.00583141 0.00346505 -0.254584 0.0189979 internal_count=933770 710938 222832 147197 646503 379955 266548 115212 2216 1360 112996 1192 474 358870 317143 41727 6217 3827 1321 2506 1285 838 218 310926 1946 37957 15299 1145 509 425 22658 14154 1067 483 75635 68034 12562 10344 308980 66020 34230 32096 2134 4585 111804 102459 107 9569 shrinkage=0.0459008 Tree=80 num_leaves=49 num_cat=0 split_feature=0 20 1 22 7 27 7 1 26 4 29 21 25 5 17 10 5 30 26 17 17 8 23 17 24 29 5 1 5 21 28 18 28 18 25 27 22 23 6 21 0 13 8 27 15 22 11 10 split_gain=25.1444 20.9147 14.3187 20.8718 10.9228 12.0415 13.1025 12.9778 10.7076 9.83958 9.83359 9.17377 19.8068 11.4777 9.13135 16.9133 9.10155 8.87282 8.81471 11.2401 9.25942 12.4083 14.154 16.6342 12.9697 12.8459 11.527 10.965 8.76928 8.71926 8.60707 10.734 8.59995 8.59848 8.52843 8.18566 10.015 8.45562 8.60765 8.27795 8.21699 8.12583 12.1881 12.5922 10.4296 8.26399 8.01106 7.92285 threshold=48.000000000000007 0.69486792160508182 719.50000000000011 3928.5000000000005 -50.194429397583001 2.5000000000000004 -88.306980133056626 476.50000000000006 1.6068707479057716 47.00000190734864 0.13591866760331453 1.5000000000000002 3334.2500000000005 266.55259704589849 59.391225641927704 0.48215756491243905 25.000001907348636 1.0000000180025095e-35 3.5577496103419826 49.323534395866893 38.536025238361745 1705.5000000000002 1.526460944596965 109.4321434693757 3.5000000000000004 1.2489753926261866 198.05954742431643 2482.5000000000005 13.005383014678957 14.500000000000002 851.25000000000011 2.5000000000000004 445.25000000000006 6.5000000000000009 554.25000000000011 22.500000000000004 463.25000000000006 0.30225576662143833 0.88888888555363221 8.5000000000000018 29.500000000000004 141.88326007155624 4818.5000000000009 2.5000000000000004 0.14050802110075067 4246.2500000000009 0.56762915245673873 0.97655890528735856 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 6 7 -3 16 17 -4 14 -13 18 41 -16 29 -10 20 -20 -14 -22 23 24 25 27 -26 -23 -6 -2 33 47 -8 35 -7 37 40 -30 -39 -40 -37 -12 43 44 -43 -45 -29 -32 right_child=8 2 10 -5 28 34 32 -9 9 -11 11 12 13 -15 15 -17 -18 -19 19 -21 21 22 -24 -25 26 -27 -28 46 30 -31 31 -33 -34 -35 -36 36 -38 38 39 -41 -42 42 -44 45 -46 -47 -48 -49 leaf_value=-0.00054830648307703479 -0.0012394412474975899 -0.0033652486974976052 -0.005998795337583014 -0.011168577457783541 -0.0039557899401503321 2.1841435077487658e-05 0.018428262532973579 -0.016106041646535937 -0.0015969499162175015 0.00041721140819415557 0.0013569361454392832 0.00039553024645370911 0.0007082475690289023 -0.014898656364979463 -0.018093762764909802 0.0038040695863739843 -0.00026542452257742599 -0.0045806112923957951 -0.029876270123667715 -0.00051154018333312667 0.0031302878313513639 -0.00094577557548582289 0.00051813655825975178 0.0045184043492411483 -0.0016250232245165733 -0.0028195829638223801 -0.029228821334837216 -0.0048151539929723692 0.0037714406312697327 -0.012573754560129897 -0.0010571704302156405 -0.0053580069088573663 -0.00019833349556154094 0.007527852383923876 0.0011687917604385042 -0.00081342723022647821 -0.00017824976797402095 0.00024568696644846792 -0.00065484960433367608 0.0026700811165231951 -0.0032110824881731817 -0.0058008059673324728 0.00033807664015612432 0.00025096249243125975 -0.022986513079327784 -0.023427160161653499 -0.015940318919290229 0.0058162315153566296 leaf_count=91743 20554 508 502 352 1230 23302 61 252 6483 3084 25435 259960 2462 143 76 3349 105319 3106 53 57 645 160 1167 311 933 449 33 166 1335 144 10206 1225 363 317 33007 11694 91995 172229 36934 1648 4056 186 14722 527 124 33 764 366 internal_value=0 0.00225543 0.00410779 7.60465e-05 0.000295317 0.0130244 -0.0867789 -0.165353 -0.0123365 -0.0400441 0.00915727 0.00938246 0.00717032 -0.0440475 0.0226847 0.0722898 -0.00955007 -0.0558464 -0.0384758 -0.319384 -0.0341175 -0.0604757 -0.0813127 -0.119688 -0.146769 -0.203776 -0.0559469 -0.262413 -0.00190083 -0.0287205 -0.00158859 -0.0281154 0.0540608 -0.000611298 0.015123 -0.000774425 -0.00787257 0.00283059 0.00232819 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threshold=40.500000000000007 24.929189011972685 0.44520843429030704 30.175485626953112 0.93478663595212408 742.25000000000011 15.500000000000002 5.5000000000000009 34.075747710657609 1179.2500000000002 1375.2500000000002 14.500000000000002 6.5000000000000009 57.987496106897602 47.084783766597155 26.541421711413602 68.940169460752045 -27.474431037902828 5.5000000000000009 61.000386806624483 -17.650122642517086 0.89870388081697794 1277.2500000000002 25.500000000000004 0.53981703748820664 0.91923359072353439 959.25000000000011 62.63680650267947 13.034001223895272 8.5000000000000018 10.809632690293933 27.543525254354563 57.779496684348224 649.25000000000011 739.75000000000011 18.766438591859217 5.5000000000000009 0.22706114061659652 828.25000000000011 22.262622329668201 0.72347983759706735 42.25895643038718 1.5000000000000002 5662.0000000000009 0.48739820497064817 0.77463192627147581 13199.000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 6 -5 7 -2 -6 -4 11 12 18 -11 14 15 -14 28 25 29 24 33 41 -17 -19 -20 26 -18 -27 -13 30 40 32 -32 -21 -35 36 -30 38 -37 -40 -10 -12 44 -44 45 -43 -45 -23 right_child=3 2 8 4 5 -7 -8 -9 9 10 21 16 13 -15 -16 22 17 23 19 20 -22 47 -24 -25 -26 27 -28 -29 35 -31 31 -33 -34 34 -36 37 -38 -39 39 -41 -42 42 43 46 -46 -47 -48 -49 leaf_value=-0.00042614586180593587 -0.00086446006534551464 -0.0016736449309673622 0.0010387465722612203 -0.0010401359296968303 -0.0025171438560042934 0.00039408625618537032 -0.0085899751963365717 -0.00028761613117396625 -0.0024198228742290497 -0.00075092873184418171 0.00041581468822909722 0.0028118334120654774 -0.0011003123704879086 -0.014698274768088352 -0.00075323081324813964 -0.014938643183783566 0.0025543044946556561 -0.0044642878815114827 -0.0088878094116848685 0.003438995298056277 -0.012574751904034539 0.0014563134921803114 -0.00085196791524012091 0.0023713929686680823 -1.7835628706650447e-06 0.0038001414858871265 -0.0195003029602967 -0.018759663719666027 -0.01903788483569285 0.00094438269563338424 0.00022593116786442913 0.0014176161298026938 -0.0028390870083468238 -0.013564903228882558 0.0010506367009287696 -0.02440051399190751 -0.00061826754749823396 0.0001182046423050694 -0.018430628422502048 0.0041900147357452587 -0.010038257841907594 -0.02512510800764562 -0.0025082246914427011 -0.014170143744571807 0.00011372503974742535 0.00063329777691927794 -0.0030154120512280998 8.818725904846092e-05 leaf_count=86025 66003 7954 27347 29645 4362 79134 364 92466 793 10337 4207 2216 617 392 3591 509 7601 964 228 261 282 10947 113 657 17051 61 41 78 48 103233 40830 13788 2459 198 162 59 29749 259106 51 122 380 53 2693 280 2990 52 222 23049 internal_value=0 0.00322119 0.00508958 -0.00780268 -0.00394422 -0.000791015 -0.0197563 -0.00845418 0.00567163 0.00481355 -0.00625228 0.00619678 -0.0344565 -0.0702792 -0.0499943 -0.147332 0.0021965 0.0339205 0.0128931 -0.00865235 -0.124592 0.00361062 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7.46822 6.63593 6.50056 6.80838 6.30205 6.14636 6.11524 8.1619 5.98967 6.6878 5.98517 7.65357 10.931 8.63167 8.15456 6.92746 7.5969 8.22826 7.74976 threshold=202.32456336463289 6.5000000000000009 1.0000000180025095e-35 -1.0000000180025095e-35 0.87053667434715831 0.46513797612273305 7.5000000000000009 3882.0000000000005 45.091630935668952 0.6942049630455428 141.88326007155624 3.5000000000000004 1.3162909042501696 58.711401647413616 23.500000000000004 0.94415403308958823 0.80362037973261435 15.500000000000002 48.809884601544873 1.1590996436307737 70.993175193702029 22.500000000000004 326.25000000000006 -4.2303988933563224 0.97409561418442092 704.25000000000011 31.069688422403235 680.25000000000011 0.96126017058220459 0.098778941372159243 67.051681497644523 0.64799764150943406 45.091630935668952 0.32497906197654947 2.5000000000000004 45.000003814697273 8107.0000000000009 76.638264608530122 218.55322804708638 3.5000000000000004 225.53848266601565 109.4321434693757 23824.250000000004 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8.77143 13.2229 18.581 14.7949 13.4881 11.0058 13.1853 20.2071 9.79279 9.76782 7.93532 7.63203 9.20368 9.17725 11.1471 8.27384 7.92513 10.4219 7.62819 7.37339 6.83315 6.82543 9.40268 6.75871 10.6493 8.59493 11.794 10.3806 14.3889 15.1724 7.66172 7.23337 7.76205 7.54285 6.75163 6.62062 6.515 6.42354 6.22684 19.4009 6.57309 threshold=202.32456336463289 2.5000000000000004 6.5000000000000009 0.90839130958112679 0.43722920904649065 0.96815523266740733 1.5000000000000002 445.37467504308364 2226.5000000000005 277.83199846221447 2.2054898049004588 16.500000000000004 3268.2500000000005 5310.0000000000009 35.811240773796605 0.85038033774735911 2.5000000000000004 17.999998092651371 684.25000000000011 26.500000000000004 3.5000000000000004 24.847096443176273 16.500000000000004 9.5000000000000018 940.75000000000011 30.000034332275394 1622.2500000000002 0.80362037973261435 20.500000000000004 25.500000000000004 0.92967221457787508 0.060286121006338074 2.2284740943955046 146.00590515136722 3.3869247217449598 172.05521392822268 1600.5000000000002 89.836688995361342 151.58424377441409 16031.000000000002 10028.500000000002 383.08735546841677 772.25000000000011 0.57291703467448041 11.500000000000002 0.93227189475824834 231.32590180780454 2117.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=27 2 3 4 -2 18 -7 8 10 15 16 -12 -11 14 -14 -10 17 -8 19 -6 44 22 -22 30 25 -25 -17 -1 -23 42 -20 -32 -33 37 43 36 -36 45 40 -40 -38 -16 -30 -35 -21 -34 47 -47 right_child=1 -3 -4 -5 5 6 7 -9 9 12 11 -13 13 -15 41 26 -18 -19 23 20 21 28 -24 24 -26 -27 -28 -29 29 -31 31 32 33 34 35 -37 38 -39 39 -41 -42 -43 -44 -45 -46 46 -48 -49 leaf_value=-0.00057478599396011622 0.0018568498433097227 -0.0007525900394893079 0.0071690375510446115 0.0005819262710581272 8.4125987112851269e-05 -0.0069657899088638757 -0.014936414002920898 0.0025285032490273518 -0.0074475349441727682 0.0009783631878676406 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89176 5397 4771 75 163188 4159 28 193 2299 33 5760 434 101 128 64 20 1016 11763 409 88 45 internal_value=0 0.00271736 0.00345549 0.00336968 0.00208549 0.00175572 -0.0313406 -0.0222698 -0.0355536 -0.102341 -0.0083767 -0.166341 -0.052092 -0.143624 -0.21608 -0.27784 0.00971134 -0.201028 0.00228362 -0.000992859 -0.0112345 -0.0309139 -0.092456 0.0063313 0.0298303 0.0323426 -0.458484 -0.00833877 -0.0206365 -0.0354011 0.00502127 0.00822479 0.00838364 -0.0147821 -0.059326 -0.0876679 -0.195705 0.0032382 -0.264499 -0.320423 -0.078663 -0.108054 -0.0639117 0.02722 -0.00445349 -0.0267184 -0.127535 -0.0442393 internal_count=933770 697339 671410 671033 589679 584654 9179 8536 7285 2107 5178 532 1638 729 565 469 4646 210 575475 318035 68771 17624 2522 257440 13594 13483 183 236431 15102 10188 243846 177956 177881 14693 4232 3188 889 10461 696 535 161 426 5417 1044 51147 4701 542 454 shrinkage=0.0459008 Tree=84 num_leaves=49 num_cat=0 split_feature=0 20 13 26 13 17 23 22 14 22 18 25 25 7 15 7 8 24 5 5 23 11 14 24 22 9 11 26 1 13 15 4 23 4 7 26 24 13 16 6 24 17 1 11 1 22 4 23 split_gain=22.0258 16.2536 12.4631 8.93465 8.38002 8.24177 7.84087 11.949 6.99672 9.47446 8.93214 6.96278 11.2789 9.45424 15.4287 15.154 13.5581 12.0284 11.056 16.3731 11.0126 10.8808 10.6705 9.5786 11.1455 14.4269 9.4841 9.17506 8.82612 12.7093 16.3713 10.3457 8.69132 8.38649 8.34451 13.0092 8.26615 7.57494 7.51858 8.50996 7.16915 8.44876 9.2424 10.2007 9.81457 7.37299 7.00036 6.94906 threshold=48.000000000000007 0.69486792160508182 24.121142768394076 1.4248431503529939 29.96480627290838 31.360714684993344 0.16205525116284256 3585.5000000000005 54.227731643639736 881.25000000000011 2.5000000000000004 654.25000000000011 1179.2500000000002 -50.194429397583001 0.89223744171062658 -0.45653769373893732 835.50000000000011 2.5000000000000004 58.186725616455085 53.001949310302741 0.92049534398816479 0.83613681162700781 15.223296575032782 3.5000000000000004 2117.2500000000005 0.98122207909276782 0.63374205069410561 0.22970194367211919 5951.5000000000009 275.13675499187968 0.43146456054223653 60.005769729614265 0.55516306042277253 71.982868194580092 -34.061563491821282 0.47809021645377264 1.5000000000000002 55.396911150611935 219.95939568963743 0.78125000214530382 21.500000000000004 61.000386806624483 1455.5000000000002 0.77381799092325421 854.50000000000011 535.75000000000011 29.317746162414554 0.70549771787082705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 4 -2 -4 7 -7 9 -1 47 -8 27 14 18 16 -15 -16 19 -14 -19 -17 -20 37 25 26 -25 -13 -24 30 31 -30 -26 -33 -29 -36 -35 -21 39 -23 41 46 43 -43 -45 -42 -37 -11 right_child=3 2 5 -5 -6 6 11 -9 -10 10 -12 12 13 15 17 21 -18 20 22 23 -22 38 28 24 32 -27 -28 34 29 -31 -32 33 -34 36 35 40 -38 -39 -40 -41 45 42 -44 44 -46 -47 -48 -49 leaf_value=-0.0002629665518254761 -0.0010482865945344809 -0.00066229184761250001 0.0012526004178188418 -0.0014844681540495759 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leaf_count=69263 30565 36183 15671 18128 90072 221 319130 337 1014 18111 1616 144 3976 919 223 11891 32257 96 141 40 395 1602 9237 188 47 51 411 63988 136 911 2373 141 174 100 1980 148368 247 397 12127 489 122 2332 307 991 479 9806 24575 1798 internal_value=0 0.00201298 0.0036467 -0.0116411 -0.00853053 0.00462721 0.00408198 -0.114407 -0.0105013 -0.0114239 -0.0297488 0.00418358 0.00739211 -0.00307434 -0.022308 0.00318191 0.0173651 -0.166561 -0.0167616 -0.0554525 -0.254032 -0.0148403 -0.00137376 -0.152504 -0.213119 -0.147159 -0.103688 0.0106413 0.00156135 -0.0382762 -0.0697174 -0.213848 -0.407119 -0.281822 0.0107849 0.00744261 -0.198257 -0.0316908 0.00382889 0.0592083 0.00829645 0.00683017 -0.0379855 -0.0514623 -0.116702 0.0344455 0.00789496 -0.0239451 internal_count=933770 795005 703203 138765 120637 667020 651349 558 91802 90788 21525 650791 331661 78569 19284 59285 33176 714 18570 5284 491 26109 13286 1308 871 650 599 253092 13145 3908 2997 624 221 488 252948 188960 347 437 14218 2091 186980 177052 4109 3802 1470 9928 172943 19909 shrinkage=0.0459008 Tree=85 num_leaves=49 num_cat=0 split_feature=0 14 11 29 27 26 16 26 5 0 30 27 24 25 14 21 18 19 6 25 8 21 16 21 21 26 18 26 12 5 23 32 12 27 20 26 7 29 14 19 25 24 25 23 8 23 10 7 split_gain=20.5463 13.4456 10.4481 9.75682 8.20018 7.84911 7.84759 7.83745 7.79933 6.78644 6.64704 6.56226 6.0509 9.03161 15.6775 11.7657 8.26239 11.2794 7.96689 7.47919 10.4527 10.6253 7.396 9.40685 7.66717 8.14473 7.30356 11.1943 7.29342 7.06706 7.89246 8.74772 7.1216 9.02573 6.98933 7.03039 6.96487 9.71801 12.424 6.81153 13.5135 6.7239 6.33653 8.12525 11.8391 7.10022 7.33145 6.06879 threshold=29.500000000000004 19.642894914358738 0.87143170834942307 0.18843476605500795 52.500000000000007 1.4127144931692306 157.30336051743532 6.919053714502442 27.457501411437992 49.500000000000007 1.5000000000000002 14.500000000000002 8.5000000000000018 976.25000000000011 61.88969674900121 10.500000000000002 1.5000000000000002 1023.2500000000001 0.44186046906519444 898.25000000000011 341.50000000000006 1.5000000000000002 224.46554784354308 7.5000000000000009 2.5000000000000004 0.85386348986783733 2.5000000000000004 0.76774953456171013 151.46803743153552 30.357864379882816 0.33289909248915367 1.5000000000000002 46.124368670764589 9.5000000000000018 0.63561914820496068 0.74053894551775923 -69.98693466186522 1.6820551641142105 42.014663104970481 919.25000000000011 1091.2500000000002 14.500000000000002 5576.5000000000009 1.7678653000283975 6591.5000000000009 0.95392187613096258 0.96444419631497702 -77.438930511474595 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 4 -1 5 6 -3 9 -8 -7 -4 -11 19 22 15 16 -15 39 -17 29 -21 36 23 24 25 -14 42 -28 -25 30 31 -5 33 -32 -31 -36 37 -22 -39 -18 -41 -30 -23 44 -44 -46 47 -47 right_child=1 2 10 12 -6 7 8 -9 -10 11 -12 -13 13 14 -16 18 17 -19 -20 20 21 26 -24 28 -26 -27 27 -29 41 34 32 -33 -34 -35 35 -37 -38 38 -40 40 -42 -43 43 -45 45 46 -48 -49 leaf_value=-0.0010046720786180338 -0.00074530545682387954 -0.0013789883661853349 0.00043974010346915115 0.003901555331163225 -0.0093404383262689593 -0.00052672930124168132 -0.0006243925025346842 0.0025711426319340929 6.3828144194887949e-05 -0.0009780295878143773 -0.0017928604574434402 -0.003154963756537209 -0.00010021921244501447 0.00038227545630183704 -0.032095243025270455 0.0021172887829585129 -0.0036693446667192728 -0.00074062060302263139 -0.021250370351609992 -0.0037812368232253823 0.00045479072763169936 -3.6017243104135636e-05 0.00037948918095848046 0.0004883518117467945 -0.00031455167604508774 -0.0066118812927869943 -0.0099331593597483912 -0.00077829866726248536 0.0078253762816022747 -0.0029326355042167125 -0.0062752960105428111 -0.0010170711267829195 0.00024242488702737883 0.0031006443408145463 0.0036511468498807288 0.0010059431032979056 0.001311472865287832 -0.020928928932515242 -0.00310574753695218 -0.002217279585233239 -0.018338214637678502 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43975 81350 12462 470367 285789 7605 7570 7424 3465 146 184578 73749 72311 278184 130182 85966 1622 48040 1323 44216 110829 53538 3582 49956 1054 57291 56375 24271 4241 963 1233 440 194 46717 1382 1079 649 530 450 shrinkage=0.0459008 Tree=86 num_leaves=49 num_cat=0 split_feature=0 1 25 18 0 26 25 21 14 26 5 23 1 23 11 11 27 22 18 4 1 12 28 26 9 14 28 14 22 5 14 4 18 19 27 27 23 21 17 10 26 26 5 21 24 19 26 15 split_gain=19.6997 11.8988 15.3438 11.1568 9.90591 9.01083 9.49108 8.92638 17.5529 13.0161 13.5763 12.9334 10.4747 9.42821 11.9264 16.0635 13.9946 10.3376 15.95 9.98853 9.70791 10.2437 8.92151 9.13601 8.67735 8.48248 8.53107 8.25706 7.61463 7.60053 7.51368 12.6744 7.99383 9.99576 9.82447 9.32868 8.63677 7.95003 7.40961 13.2444 7.38343 7.32853 9.02776 8.73561 7.30345 7.00322 6.9779 6.8962 threshold=46.500000000000007 723.50000000000011 872.25000000000011 2.5000000000000004 17.500000000000004 0.19144213381555156 965.75000000000011 1.5000000000000002 37.04407403953784 1.0000783576241969 198.05954742431643 1.6119903400536768 5951.5000000000009 1.4647237336872376 0.68671851734663503 0.59375601655756649 2.5000000000000004 1332.2500000000002 1.5000000000000002 35.517459869384773 3038.5000000000005 258.04520189781084 5669.7500000000009 0.8193608457980418 0.95211526988820594 15.616417291205535 1855.7500000000002 73.416507160743564 285.25000000000006 49.00000190734864 22.962973885160068 21.313999176025394 2.5000000000000004 725.25000000000011 35.500000000000007 31.500000000000004 0.34837987523400576 8.5000000000000018 59.391225641927704 0.47630055702811869 0.85386348986783733 1.4794998568789197 28.174456596374515 15.500000000000002 5.5000000000000009 411.25000000000006 2.4554883941880852 0.43146456054223653 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 28 45 -7 25 30 12 -11 -12 13 14 15 -10 -16 18 -18 29 -21 -22 -19 -24 -6 26 -3 -14 -1 -17 31 32 36 34 35 47 -9 40 -27 -40 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0.95565017455922108 720.50000000000011 2.5000000000000004 45.999996185302741 0.16534719742016876 802.75000000000011 285.25000000000006 7.5000000000000009 2.5000000000000004 26.571081744392036 959.25000000000011 10.500000000000002 1.5000000000000002 1389.5000000000002 1183.2500000000002 1153.2500000000002 -26.484805107116696 1158.5000000000002 833.25000000000011 0.95251079595794386 14.500000000000002 846.25000000000011 1.5000000000000002 0.35839229585841009 7290.0000000000009 900.25000000000011 0.93929306290417414 223.61352768272354 21.500000000000004 4069.5000000000005 22.500000000000004 0.78107057777387456 48.500000000000007 25.500000000000004 710.25000000000011 150.79437532741284 0.77778275364482274 0.22805272867398521 107.53202646410195 0.98558761927162741 2.5000000000000004 6.5000000000000009 0.9842394331565294 0.71100321336256012 49.480533599853523 87.216251762801377 0.2443406402413896 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 6 3 4 -3 -1 -2 -7 22 28 21 27 13 36 15 19 26 18 -18 -15 -14 37 39 -24 25 -25 -17 -11 40 -30 -31 -12 33 34 -33 -36 -13 -5 -4 -9 -10 42 45 44 -43 46 -26 -47 right_child=1 2 38 10 -6 7 -8 8 9 11 31 12 20 14 -16 16 17 -19 -20 -21 -22 -23 23 24 41 -27 -28 -29 29 30 -32 32 -34 -35 35 -37 -38 -39 -40 -41 -42 43 -44 -45 -46 47 -48 -49 leaf_value=-0.001050969645410792 -0.0010384307336810887 -0.0011031601855894444 0.0063197358327463414 -0.0016666214761617041 -0.011682125222153799 -0.0012273510128282049 -0.00025133267019193894 0.0086857638216864454 -0.001251283600008988 0.00015339695858534894 0.00017224004958261088 0.00042427350021866176 -0.0056601310771298837 0.003716377513105106 0.001124100697974836 -0.007442789377850749 -0.0023819730957426771 -0.00062071267258814928 -0.020769317942858037 -0.0029060347334856997 -0.023919838061728975 -0.0052812450507536456 0.0010180240059091794 0.0012261989292467461 -0.0018512633535173887 -0.010872783603788459 -0.021152407826676704 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6.66289 6.5384 6.4412 6.34807 6.32937 9.2612 6.29669 6.21783 7.83267 6.27108 6.14841 11.2747 10.4593 9.99555 9.90833 8.54791 10.7962 threshold=48.000000000000007 0.69486792160508182 14.005387783050539 0.060286121006338074 0.83531893880254549 628.25000000000011 35.500000000000007 26.500000000000004 8.5000000000000018 460.75000000000006 25.801056908836511 639.25000000000011 1.512534195504772 49.232932841414204 2.5000000000000004 6.5000000000000009 0.8529542020528319 2.5000000000000004 1.1713921213660761 0.89730179273943411 32.500000000000007 0.59375601655756649 706.25000000000011 31.288386344909672 7.5000000000000009 178.47031558185407 0.86956521968941591 1.5673116844374599 26.998850822448734 0.76018996714853837 0.75862582101806242 0.21145736644313037 -29.744881629943844 1.0000000180025095e-35 74.592420361418519 394.25000000000006 3.5000000000000004 0.83378778345929805 51.479212361496117 35.286618599062905 872.25000000000011 27.215200554414437 1878.2500000000002 1.5000000000000002 5.5000000000000009 4625.0000000000009 710.25000000000011 241.23235031603494 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 38 -3 4 -4 7 41 8 26 10 -9 -10 22 33 -6 34 17 25 -18 21 -12 -20 24 -24 -2 -8 28 -28 29 30 -5 -32 -31 -14 -11 36 -22 -13 39 40 -1 42 -7 -44 -45 46 -46 -48 right_child=12 2 3 5 14 6 16 9 11 15 20 37 13 -15 -16 -17 18 -19 19 -21 35 -23 23 -25 -26 -27 27 -29 -30 32 31 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 43 44 45 -47 47 -49 leaf_value=-0.00013965791254586538 -0.0020536525884247373 -0.0028665260794331062 -0.0087408251238051838 -0.0014190589545586836 -0.0056796188844855811 0.00014457509160378251 0.0040685535585779546 -0.0064186010002801877 0.0015596711877152109 -0.00035375863064299905 0.00090798112346003265 -0.0003763201519272726 -0.0013813138062393883 0.00067048778502390818 0.010468146848116543 0.0066552209250121744 0.0022510305757170767 0.00053314128031134488 -0.019613396744876825 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8.23347 8.62097 7.35967 9.22573 6.46579 6.17506 6.07295 5.92643 5.83669 5.77286 7.17075 5.61554 5.50609 5.47615 5.44289 5.27954 5.11635 5.11148 6.57531 6.8144 8.77622 12.4473 11.6109 8.66658 6.61346 6.57542 8.33704 8.94161 6.49316 5.89112 5.70488 7.96908 5.95997 5.63747 8.82208 6.46169 6.3146 5.9164 5.71527 5.48356 5.3096 5.16829 4.86556 threshold=29.500000000000004 20.157777518213702 0.87603661500883379 285.25000000000006 742.25000000000011 9.5000000000000018 1.4948213347064441 2.5000000000000004 22.500000000000004 52.500000000000007 1.6380706727468002 0.36589383337699138 0.16534719742016876 23824.250000000004 601.25000000000011 -83.694370269775376 1.5000000000000002 0.74390029525265111 2.5000000000000004 182.19520568847659 58.500000000000007 0.73992837022097346 0.90482231751122744 -18.434947013854977 64.564692397149244 -56.373596191406243 -88.812660217285142 0.51513954066296941 14967.500000000002 1.5880370275719116 59.029192445931621 1.5000000000000002 642.25000000000011 0.56962142857142861 1.7391047687490377 129.93679110582968 0.66361483855710868 0.65750615504713872 14.500000000000002 860.25000000000011 607.25000000000011 3.6029249343832026 47.758157514708785 1.6664499319671584 117.88694381713869 527.75000000000011 57.779496684348224 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 20 4 14 7 19 -7 10 -9 21 17 -12 -5 22 -1 -16 -4 18 -3 -6 -2 -10 23 24 38 26 -26 29 33 -28 35 -32 -33 -27 44 -25 -37 -38 39 46 47 -42 -41 -44 -34 -35 -14 -40 right_child=1 2 16 12 5 6 -8 8 9 -11 11 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 30 25 28 27 -29 -30 -31 31 32 34 45 -36 36 37 -39 40 42 41 -43 43 -45 -46 -47 -48 -49 leaf_value=-0.00071008336858726436 -0.00063150428911976292 -0.0042364832601959543 0.00045807866182869748 -0.00085416478905144758 2.5904937944873778e-05 0.002459109389071948 -0.010344909836612131 0.00036634742010603795 0.0019114074395944194 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42567 1228 74 27532 58314 269751 368 641 726 2484 87 69 742 3619 3588 279 321 455 198 237 74 18398 28092 65 6837 373 108 7827 1574 21616 internal_value=0 -0.0042786 -0.0016754 0.0040391 -0.00415443 0.00137691 0.0457225 -0.00843811 -0.0010988 -0.0148835 -0.0147035 -0.0428848 0.00456125 0.00509844 -0.0290884 -0.0855706 0.00827149 -0.0121657 -0.00456667 -0.000121016 -0.0139654 -0.0137713 0.00486062 0.00360012 0.00959808 0.0317762 -0.00949428 -0.0290657 0.0488142 -0.134251 0.000892993 -0.0266983 -0.0365317 0.051938 -0.0690119 0.00174711 -0.0781835 -0.17496 0.00715823 0.0133986 -0.000804496 0.00918837 -0.000947267 -0.0252278 -0.0802977 0.0595997 0.023067 -0.0137768 internal_count=933770 450121 354779 483649 283999 123949 4050 160050 73708 29271 86342 7133 476144 465355 7505 1458 70780 79209 43267 119899 95342 29108 463266 404952 125933 12481 3647 3279 8834 795 279019 8378 7636 8747 4017 270641 890 435 113452 63605 49847 28157 25608 7210 3696 8106 37997 21690 shrinkage=0.0459008 Tree=90 num_leaves=49 num_cat=0 split_feature=0 14 16 27 26 30 30 27 29 32 1 8 24 10 14 27 23 11 28 17 17 16 17 16 25 6 28 20 20 24 4 17 17 27 28 6 4 15 17 27 24 16 27 22 25 25 17 28 split_gain=14.4963 10.1227 7.45525 7.0636 6.902 10.0735 9.73698 6.85181 6.53418 6.2616 6.07781 6.0753 8.9603 6.27354 10.0365 11.6369 6.97575 7.91002 9.79188 7.97134 5.64571 8.33675 5.60182 7.93385 6.80841 9.39398 8.50277 8.63062 11.1327 7.0288 7.46143 7.67799 6.85133 11.9881 6.24385 6.00069 7.7106 9.40664 7.08637 6.967 5.83144 6.33044 7.56905 12.645 22.8316 7.53844 6.53655 6.92314 threshold=29.500000000000004 21.587291646125159 185.69679337455355 58.500000000000007 1.3333989501312338 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 0.18843476605500795 1.5000000000000002 396.50000000000006 890.50000000000011 5.5000000000000009 0.96815523266740733 39.575453368777929 1.5000000000000002 1.1033262364531717 0.43722920904649065 2769.7500000000005 40.091107436534919 90.772749740583706 147.67582257079377 36.408480128535579 230.83063869089827 1153.2500000000002 0.33333333690165251 1375.2500000000002 1.0024062563630454 1.0746507156644984 10.500000000000002 29.479151725769047 59.391225641927704 55.08640163514491 10.500000000000002 1129.2500000000002 0.52631579123485595 23.953981399536136 0.52679244814980575 45.166898213656438 16.500000000000004 28.500000000000004 210.77302052367818 46.500000000000007 613.75000000000011 600.25000000000011 624.25000000000011 52.910139520209825 822.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 3 -3 7 11 -6 9 10 -1 -7 -2 -4 13 -13 15 -15 17 -17 19 -19 21 -10 23 -23 29 -26 27 32 34 30 31 -24 35 -34 -29 36 -27 38 -38 -40 41 45 46 -44 -45 -31 -43 -48 right_child=1 2 4 -5 5 6 -8 -9 20 -11 -12 12 -14 14 -16 16 -18 18 -20 -21 -22 22 24 -25 25 26 -28 28 -30 40 -32 -33 33 -35 -36 -37 37 -39 39 -41 -42 42 43 44 -46 -47 47 -49 leaf_value=-0.00082269602803883486 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1140 1004 736 593 335 470030 464076 456512 38168 418344 35316 29890 9673 875 383028 174844 158049 8798 933 174 7865 2729 1662 1614 608 208184 202706 159841 1351 443 42865 158490 14329 shrinkage=0.0459008 Tree=91 num_leaves=49 num_cat=0 split_feature=0 29 28 16 11 27 24 8 29 27 16 4 17 16 17 11 27 18 24 21 20 27 13 12 22 10 18 17 29 17 11 27 23 29 28 12 20 23 4 22 30 19 23 6 28 28 6 14 split_gain=14.4681 7.53059 7.51586 6.96679 6.94941 6.68418 6.57261 6.31004 6.71141 6.47054 5.85626 5.54219 5.40198 5.33134 5.02849 6.09516 5.58837 5.00688 4.8245 13.2258 8.15461 8.60422 7.19149 5.86451 5.81116 6.23149 5.66374 5.5832 5.55703 5.52888 10.0817 9.70492 8.31077 18.6961 5.40737 5.14136 6.54559 6.97705 6.55782 6.1948 6.767 9.37142 5.56516 6.22226 5.17956 4.87455 4.81215 5.87489 threshold=40.500000000000007 0.16534719742016876 781.25000000000011 170.35832344553387 0.92809911032417436 6.5000000000000009 17.500000000000004 1153.5000000000002 6.7079382450654688 50.500000000000007 176.3690242798975 31.476214408874515 34.075747710657609 151.85968472928081 98.823129399994372 0.43722920904649065 1.5000000000000002 6.5000000000000009 9.5000000000000018 5.5000000000000009 0.98771748969124018 16.500000000000004 24.737606613566314 43.674621202458759 380.25000000000006 0.58610890289406881 2.5000000000000004 90.772749740583706 0.29302294366096365 64.564692397149244 0.82901196842373326 12.500000000000002 0.8677718668001545 0.97343500929861859 738.25000000000011 51.574116139070419 0.59920237299996837 0.13044118400163879 157.5267028808594 254.25000000000003 1.0000000180025095e-35 465.75000000000006 0.64193870230840344 0.55555555809939505 476.25000000000006 435.75000000000006 0.27457967796053978 49.232932841414204 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 -4 10 -2 46 9 -9 -7 12 -8 -3 -6 15 -14 -16 18 19 23 21 24 26 -12 25 -21 34 -24 -26 -20 31 -31 33 -33 -22 39 38 -38 42 -25 41 44 -37 -44 -41 -45 47 -5 right_child=2 4 3 6 13 7 11 8 -10 -11 17 -13 14 -15 16 -17 -18 -19 29 20 22 -23 27 35 28 -27 -28 -29 -30 30 -32 32 -34 -35 -36 36 37 -39 -40 40 -42 -43 43 45 -46 -47 -48 -49 leaf_value=-0.00089451101463799325 -0.0014675310310798078 0.00086355694530147709 -0.0010222098695555862 -0.0018218365593751535 0.0077482980180028907 -0.00029422834882981492 0.0028411038029301787 -0.0018573574843546547 0.0032327620248037425 -0.0052908371490970581 -0.0029006546474559885 -0.0055853254696873848 -0.0064038821886741861 0.00072160155237145673 -0.014430004271480902 -0.00064532663571289074 0.0011638455682110838 0.0067320208766052016 -1.8169138662227698e-05 -0.022652074214968697 0.0017048343663371619 0.0011337907217394412 7.1255007316186741e-05 -0.0016909246363726294 0.0049182304877428244 -0.0049763973948699827 -0.010582804217234992 -0.015307423825403841 -0.0036352956282110997 -0.012117910687162633 -0.0045208253525939671 0.00015930302082037205 0.0023229550663402161 -0.01787197418691085 -0.013857302441647316 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6.96579 6.17718 6.15018 6.13882 6.13097 11.3362 16.6666 threshold=48.000000000000007 0.69486792160508182 14.005387783050539 14.500000000000002 -1.0000000180025095e-35 1048.2500000000002 1.5000000000000002 0.87053667434715831 737.25000000000011 0.76482946963852794 1.1233097650463553 0.87548057678359503 0.87237499737499757 2.5000000000000004 851.25000000000011 69.816756826189717 2.5000000000000004 0.56304799150553186 45.091630935668952 0.68135039466660896 38.58211083786491 1.5000000000000002 1.1984405398832687 43.71282817916574 36.34357617988946 19.958908081054691 513.75000000000011 29.500000000000004 9.0106711387634295 55.500000000000007 1.0000000180025095e-35 1.4647237336872376 0.29649549920759927 31.999998092651371 17.928400514469555 18.000169754028324 956.25000000000011 11.500000000000002 1.0197697362192053 0.75208322061104516 0.44421971514625563 191.65960253747267 474.25000000000006 0.75077585169134475 93.27765274047853 46.500000000000007 0.72222222395595248 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 8 7 17 14 10 11 -8 -13 -14 -6 -16 42 18 19 20 24 25 -23 33 -7 -21 27 -5 -29 -30 34 32 -32 -24 35 -28 -37 39 -39 43 -41 -42 -17 -36 -25 -40 -47 -48 right_child=-2 2 3 26 5 6 9 -9 -10 -11 -12 12 13 -15 15 16 -18 -19 -20 21 -22 22 23 44 -26 -27 30 28 29 -31 31 -33 -34 -35 37 36 -38 38 45 40 41 -43 -44 -45 -46 46 47 -49 leaf_value=-0.00035088205931045282 -0.00040007497065502884 -0.002766244120889467 0.00049738572501296441 -5.9153358297150041e-05 6.1170560903765937e-05 -0.0093846009206116562 -0.0012435299243467939 0.0007406992840804672 0.00096961404092539712 -0.00072387494209911324 -0.0015284950561536546 -0.0052974538553199448 -0.022576832508017931 -0.0045244977760267912 -0.0079089445903140487 0.013812726699914721 -0.0095581420786724075 -0.00043912294353086522 0.00085472285231548754 0.005403475455123305 0.0094571571426251173 -0.00052727957897108686 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7.80037 7.45778 6.94456 18.5293 17.7657 12.5602 9.00991 8.13576 6.97964 6.8783 6.79981 7.85884 6.52833 6.52719 7.49832 14.2549 8.52554 6.52136 6.4122 8.50983 6.13819 11.9734 6.04414 6.29003 8.547 16.6655 6.01464 5.93573 5.89535 threshold=48.000000000000007 0.69486792160508182 14.005387783050539 0.060286121006338074 0.81734319458777682 33.641000153903299 2.5000000000000004 1.5295229743197725 49.232932841414204 165.02459870577363 107.53202646410195 0.87931036327831535 61.88969674900121 3742.5000000000005 1.1612545553513327 14.500000000000002 68.940169460752045 52.354818440376441 0.86883373037219203 1.0000000180025095e-35 0.28767123681381862 61.000386806624483 2.5000000000000004 45.302310042203921 1810.2500000000002 217.70218133468441 5.5000000000000009 637.75000000000011 29.994728632965604 3.5000000000000004 25.215995547405107 0.90213032915988156 293.05398559570318 182.19520568847659 14967.500000000002 0.89741208294186392 1.5465597922580339 595.25000000000011 0.33289909248915367 1.5000000000000002 75.739857463786905 11.00072765350342 0.81786502445666709 0.8461761685789545 30.500000000000004 0.81902560755883969 230.16288757324222 761.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 -5 -6 11 -9 10 -7 -2 15 14 -14 21 18 -18 29 -20 -19 -11 24 26 45 -25 -24 -28 -21 30 31 -17 33 35 -35 39 -22 38 -31 40 -15 -39 -43 44 -44 -23 -36 -29 right_child=7 2 3 5 6 9 -8 8 -10 12 -12 -13 13 32 -16 16 17 20 19 28 36 22 23 25 -26 -27 27 47 -30 37 -32 -33 -34 34 46 -37 -38 41 -40 -41 -42 42 43 -45 -46 -47 -48 -49 leaf_value=-0.00033862365390527322 -9.712919395374934e-05 -0.0025101241907810293 -0.0084502846235913649 0.00089515666355435017 -0.0049826497892874085 0.0022175444978357302 0.010237722008061207 -0.001858657559552354 0.00065113742426392248 0.00037273642082104498 -0.00085501081915486548 -0.00091600759226064779 -0.024607514921005977 0.0023546505629918014 -0.0026057672492862706 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internal_value=0 0.00146387 0.00261863 0.00281546 -0.101234 0.0029263 0.0415113 -0.00793533 -0.0269415 0.00225774 -0.0135333 -0.00527593 0.00289129 -0.0162092 -0.224155 0.00333942 0.000473796 0.0316576 -0.00038155 0.0063053 -0.129801 0.00719939 -0.0207836 -0.051383 0.0497433 -0.273733 -0.0380396 -0.120065 -0.047799 -0.00366134 -0.0232533 -0.0426189 -0.013526 -0.0203724 -0.128291 -0.0151297 -0.170597 -0.00219687 -0.00843845 -0.00401644 0.0404906 0.00246199 0.00281019 -0.000650973 -0.0391305 -0.0251311 -0.322461 -0.193479 internal_count=933770 795348 703467 701059 746 700313 274 138422 16991 673162 25966 121431 647196 14836 189 632360 362926 9689 353237 116242 438 269434 8586 5988 2598 339 5649 996 2605 236995 16483 9226 14647 13253 614 12639 399 220512 94247 10683 2402 126265 125946 101580 5462 1203 234 563 shrinkage=0.0459008 Tree=95 num_leaves=49 num_cat=0 split_feature=0 9 6 14 19 14 22 1 11 24 22 23 13 5 26 29 23 5 27 14 25 18 17 24 8 16 17 11 16 26 27 10 23 14 13 24 19 19 24 18 22 23 16 22 5 27 12 14 split_gain=10.9107 12.437 12.3256 9.90952 7.43007 6.27963 6.01482 6.0004 7.05995 5.62989 5.499 5.15711 5.14954 7.06334 4.78841 7.15893 6.87229 6.45509 5.04774 10.1498 4.7788 12.5207 11.6941 7.54777 7.00318 7.02385 6.94638 10.2388 6.17134 5.98653 5.95427 8.62592 8.62046 5.91831 5.75923 5.41034 5.2073 4.65909 4.63834 9.21959 5.02599 4.58633 5.55151 4.51598 4.50054 4.45653 5.70304 5.49603 threshold=22.000000000000004 0.95211526988820594 0.76923077366436277 26.603138393748026 469.25000000000006 19.870255286664271 285.25000000000006 672.50000000000011 0.75556682443092182 32.500000000000007 400.25000000000006 1.7678653000283975 74.592420361418519 48.49437332153321 6.919053714502442 2.0541670415186006 0.99402051140182446 158.02395629882815 14.500000000000002 73.416507160743564 860.25000000000011 1.5000000000000002 54.054241548495042 8.5000000000000018 1533.5000000000002 230.37619742724206 64.564692397149244 0.6918346336475566 229.77062717655565 0.88526710154617139 21.500000000000004 0.80392881401214555 1.1344140770426825 28.630832911342583 62.63680650267947 12.500000000000002 3167.0000000000005 490.25000000000006 6.5000000000000009 2.5000000000000004 1199.7500000000002 2.2054898049004588 224.46554784354308 4246.2500000000009 24.000073432922367 36.500000000000007 66.059397513309008 13.987890378162556 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 5 11 7 12 -1 8 -4 20 -6 -2 13 -3 15 16 -5 18 -17 43 23 30 36 -8 25 38 28 34 29 45 33 32 -32 -22 37 -29 -23 -28 39 44 -40 -12 -43 -20 -24 -25 -47 -48 right_child=1 2 4 14 10 -7 9 -9 -10 -11 41 -13 -14 -15 -16 17 -18 -19 19 -21 21 22 24 26 -26 -27 27 35 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 40 -41 -42 42 -44 -45 -46 46 47 -49 leaf_value=-0.0012623702644080804 -0.00088337711270542526 -0.00018852665368767452 -0.0027048317862925597 -0.0010728871742645633 -0.0033728214203796883 0.0002777632331101682 0.00070900479455228351 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815 129828 1827 375 880 1823 7317 39015 3237 3437 52 20913 12098 127 47922 536 75 325 692 78694 54185 86 238 57 32392 41 931 144 4433 827 169 239 292 371 169 572 1085 321 2462 internal_value=0 -0.0026413 -0.000303895 -0.0115814 -0.00717611 0.00349752 0.00446887 -0.0198159 -0.0215662 0.00502448 -0.00367785 -0.0209107 -0.00459693 -0.00520166 -0.0029705 -0.00444815 0.00137686 -0.0241676 -0.0125934 -0.0429247 0.00482071 -0.00262223 -0.0283881 0.00675458 -0.0900656 -0.117161 0.00345947 0.0357906 0.00233513 -0.00264639 0.00447461 -0.120093 -0.314209 0.00536496 0.0590112 -0.0328697 -0.015566 0.062227 -0.105517 -0.0512455 -0.149708 -0.00307927 -0.0860395 -0.0365992 -0.000569732 0.00504142 0.0376927 0.0616682 internal_count=933770 595164 471809 123355 168035 303774 338606 36425 35760 332822 131610 59208 72856 72481 64147 62324 48112 14212 10975 3658 332007 68473 14787 263534 2545 2009 191091 6422 184669 105975 53686 381 143 53305 4799 1623 12242 4758 1934 868 1066 130491 663 3606 699 51790 3868 2783 shrinkage=0.0459008 Tree=96 num_leaves=49 num_cat=0 split_feature=0 9 8 5 21 7 22 25 1 21 23 25 6 27 22 29 11 28 19 10 25 11 28 7 23 16 15 27 27 5 27 27 4 4 6 21 16 25 23 25 17 21 6 16 27 17 16 7 split_gain=9.66201 8.67802 9.27665 8.68393 6.40825 6.26998 6.09651 6.00473 6.24099 5.34163 5.2881 5.76925 5.32871 5.4866 8.82624 9.2218 7.17578 5.90508 5.3004 5.78937 7.30835 5.28565 5.15315 6.39762 4.89697 4.81502 4.68966 4.39979 4.30814 4.25276 4.17709 6.32907 6.67468 4.74303 4.2476 4.1745 4.47208 4.7109 4.08587 4.05192 8.96554 8.70546 10.5113 9.34305 7.12093 7.10543 16.2862 6.8775 threshold=29.500000000000004 0.95593580215387075 720.50000000000011 45.341060638427741 2.5000000000000004 -50.194429397583001 285.25000000000006 775.25000000000011 3782.0000000000005 16.500000000000004 0.64918219738605887 1074.2500000000002 0.84301670878266854 22.500000000000004 469.25000000000006 0.78107057777387456 0.75241662695409239 720.25000000000011 605.75000000000011 0.89741208294186392 507.25000000000006 0.7907723159193748 601.25000000000011 -83.694370269775376 0.24811444979014333 194.84120974782456 0.41794820849092146 3.5000000000000004 56.500000000000007 30.997701644897464 8.5000000000000018 1.5000000000000002 11.999999046325685 6.0041637420654306 0.92000001078959337 2.5000000000000004 216.61715949261801 407.75000000000006 2.2054898049004588 947.25000000000011 42.373293259107598 2.5000000000000004 0.33333333690165251 237.47858970930901 21.500000000000004 47.834520434680023 229.12102352069169 -87.871715545654283 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 7 3 4 -3 -6 22 8 26 10 21 12 13 -12 -15 17 -17 -16 19 -18 -21 -7 30 27 -4 -20 -2 -24 -11 -27 31 33 -33 -1 -35 36 -32 -38 -26 -8 44 -42 -43 45 -41 -44 -47 -46 right_child=1 2 24 -5 5 9 39 -9 -10 28 11 -13 -14 14 15 16 18 -19 25 20 -22 -23 23 -25 38 29 -28 -29 -30 -31 35 32 -34 34 -36 -37 37 -39 -40 40 41 42 43 -45 47 46 -48 -49 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157059 130039 129717 93320 31841 28761 23614 5147 22400 11137 505 27020 7529 1460 140620 11263 44210 341 889 10388 6069 2686 2432 254 220 3383 516 100 140214 476163 82202 36948 17999 16138 45254 16037 9111 470 shrinkage=0.0459008 Tree=97 num_leaves=49 num_cat=0 split_feature=0 14 11 16 29 14 30 10 17 27 4 5 5 17 5 27 7 24 20 10 7 10 20 21 27 26 27 25 17 4 13 26 24 1 27 7 14 4 27 21 21 23 20 23 11 25 20 29 split_gain=9.7834 8.70996 7.10616 6.4484 6.11321 7.06955 5.84195 5.61286 6.12258 6.7283 6.11336 5.54542 11.7387 5.48688 6.84852 5.46141 5.4496 7.24689 13.8161 6.68249 5.352 10.9416 6.5832 6.49685 7.44481 5.28471 5.11648 6.48991 5.14183 5.08891 7.71716 4.97864 4.9453 4.90423 7.1329 4.81005 4.77744 5.64807 4.63787 5.07812 4.53863 6.75449 4.51435 6.04441 4.43039 7.04646 4.80134 4.28956 threshold=22.000000000000004 19.642894914358738 0.87053667434715831 179.4881314553991 2.131884455951774 27.295589054368268 1.5000000000000002 0.64247088232254523 68.940169460752045 14.500000000000002 230.16288757324222 123.51994705200197 212.70124816894534 46.802341289001632 40.63508605957032 53.500000000000007 -85.207790374755845 6.5000000000000009 0.40409792732418021 0.93227189475824834 -1.0000000180025095e-35 0.96815523266740733 1.0643996287416562 9.5000000000000018 22.500000000000004 0.93878412487831786 7.5000000000000009 784.25000000000011 63.020748515366371 141.99998474121097 177.26662221833956 0.21145736644313037 32.500000000000007 1112.5000000000002 4.5000000000000009 -89.93590927124022 39.575453368777929 38.001264572143562 58.500000000000007 16.500000000000004 5.5000000000000009 0.34837987523400576 0.70174061527444997 0.16205525116284256 0.74595414515970637 676.25000000000011 0.7276998152794244 0.18843476605500795 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=32 16 3 -3 15 11 13 8 9 29 -9 -6 -13 14 33 20 17 -2 -19 -20 22 26 23 24 35 44 31 -28 -29 -7 -31 -22 47 -4 -35 -5 -24 -38 -18 -40 -21 -42 -37 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threshold=0.87053667434715831 -1.0000000180025095e-35 7.5000000000000009 0.45841526767625845 44.511945724487312 2900.5000000000005 0.6918346336475566 51.836463014430436 1.1170281935644526 19.723896085930221 1.1608198267040251 37.774959400485891 26.335444941508751 2.4554883941880852 -79.196342468261705 1.3162909042501696 2.5000000000000004 212.70124816894534 0.54139385662925055 275.13675499187968 933.25000000000011 3928.5000000000005 107.53202646410195 -11.309931755065916 0.26086956641924958 0.6134805095058552 1.0000000180025095e-35 47.758157514708785 232.72973713917114 0.098778941372159243 0.71397091214706421 1.5000000000000002 2.1161188029813114 95.006973266601577 7545.0000000000009 2.5000000000000004 1.6564107373659518 1.8912029315619432 0.98685170956588564 104.70732498168947 0.93414510588874899 5346.5000000000009 2922.5000000000005 2001.2500000000002 1.0645740357927143 0.72277946227133605 0.20704999922053138 172.05521392822268 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 5 6 9 26 12 -3 11 -11 13 20 17 -16 -17 29 -19 24 21 30 25 -15 -20 -18 27 -2 -29 -14 -1 -6 33 46 35 36 38 -38 -35 -40 41 -41 43 -37 -45 -44 -9 -47 right_child=7 2 -4 -5 31 -7 -8 32 -10 10 -12 -13 14 23 15 16 22 18 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 34 -36 42 37 -39 39 40 -42 -43 45 44 -46 47 -48 -49 leaf_value=0.0003468302097135425 -3.4573593376689861e-05 -0.0034076095377138364 -0.00012971851540057041 -0.00056492151747418917 0.002298483698539586 -0.0091854844356857764 -0.0016081076009201657 0.006036449459876349 -0.00043033450272016442 -0.012580930666185847 0.0013149405948517249 0.012828462775896035 -0.010492908317041081 -0.0012719400724562078 0.00096622699507702343 0.002728685890253177 0.0099382738240926319 0.0040451692433251998 0.0032570897321998879 -0.0028059026431028985 -0.0007205506159581298 -0.0088429642122859978 -0.00012991392186325674 -0.011478344373239748 -0.014863024820045468 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6.57798 8.36408 6.49483 6.47651 6.44987 6.43902 6.40218 6.3046 8.88142 8.77272 7.85818 8.79019 6.40276 10.3891 6.10954 6.00566 5.74809 threshold=48.000000000000007 719.50000000000011 872.25000000000011 2.5000000000000004 0.19144213381555156 6.5000000000000009 965.75000000000011 532.25000000000011 17.500000000000004 0.9543576995523041 8.5000000000000018 1.5000000000000002 1179.2500000000002 50.723615373785577 11444.500000000002 1.7678653000283975 0.88888889374333357 0.38497266537345071 0.97520953807974164 225.45931144196814 2.5000000000000004 0.37275041797052638 0.38497266537345071 5.5000000000000009 0.70835765873062939 8.5000000000000018 0.86993205767727899 672.25000000000011 1154.2500000000002 1.1093817291128338 43.500000000000007 994.75000000000011 3.5000000000000004 638.25000000000011 14.500000000000002 0.33867827850035453 1.8488924917072098 -3.8140747547149654 1214.2500000000002 64.564692397149244 4.5000000000000009 0.99907748370916238 0.90872532227751768 -0.45653769373893732 0.80362037973261435 0.56304799150553186 225.62690616552854 1.4935311642230704 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 10 7 8 -6 -5 -1 -10 -4 -3 23 14 22 16 17 -16 19 38 -21 -22 35 24 37 26 31 -28 -27 -23 47 -25 33 -33 -35 36 -14 -13 39 41 45 42 -15 -40 -45 -41 -34 -29 right_child=-2 11 3 4 6 -7 -8 -9 9 -11 -12 12 13 18 15 -17 -18 -19 -20 20 21 29 -24 25 -26 28 27 30 -30 -31 -32 32 46 34 -36 -37 -38 -39 43 40 -42 -43 -44 44 -46 -47 -48 -49 leaf_value=0.00022253998910262465 -0.00033545309867204107 0.00068647131644020989 -0.00053691775506796424 0.011877140822508575 -0.0020238398668845875 0.0062060102375420629 -0.0074384936181315989 -0.0015943953800857781 -0.00069565034730874364 -5.4122680165285667e-05 -0.010546698901461401 0.00031461382042632035 -0.0049609431951032215 -0.001651810485732656 -0.018214488990171848 -0.00028810048829713201 -0.031174289311559571 -0.0017838932571010938 0.0027619578603350911 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5.54347 6.29376 4.56918 4.47009 5.9834 4.41562 9.49297 5.33888 5.05549 7.94785 4.22895 4.41264 6.20262 10.8188 4.53843 5.60962 4.49682 4.40829 4.22449 8.08652 14.29 9.75637 8.92417 7.76331 7.63421 7.37772 6.97763 11.6165 17.0726 8.71004 6.66533 9.02656 9.58662 8.31208 6.62784 18.1774 8.75767 threshold=40.500000000000007 772.25000000000011 0.96165302637123795 3.5000000000000004 30.384924762799812 0.92898567541478749 52.328036188212153 0.83336442786069664 26.424186356316309 6.5000000000000009 285.25000000000006 605.25000000000011 0.99007854315772215 11.500000000000002 28.20119932830519 43.500000000000007 5.5000000000000009 326.25000000000006 245.50000000000003 574.25000000000011 43.500000000000007 0.90717912333991102 0.7836723397332207 0.85152301084359372 8.5000000000000018 10.500000000000002 36.34357617988946 0.52928616099347814 51.836463014430436 10.500000000000002 1179.2500000000002 1375.2500000000002 21.500000000000004 29.963311195373539 320.50000000000006 0.24709117000563677 213.7491257779354 1.5000000000000002 2.5000000000000004 44.919197251555929 0.49902911157110491 61.864314031385497 0.88200533995920305 16.500000000000004 1.0072752145536865 0.58801547195707793 0.89494418028177514 2300.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 -4 -3 -6 14 8 -8 10 11 -1 -13 -7 -5 -16 21 18 -18 20 -19 22 23 -12 27 -26 -27 -25 -23 30 33 32 37 35 -33 36 -24 -32 -39 40 -40 -31 44 -44 -43 46 47 -36 right_child=1 4 3 6 5 13 7 -9 -10 -11 16 12 -14 -15 15 -17 17 19 -20 -21 -22 28 29 24 25 26 -28 -29 -30 41 31 34 -34 -35 45 -37 -38 38 39 -41 -42 42 43 -45 -46 -47 -48 -49 leaf_value=-0.00038767622772527369 -0.00093838391034890205 -0.00088414366860679351 -0.00092220546268013254 -0.00026892802954576762 -0.00055753257699202459 0.00033879190211070652 -0.001535055373048931 0.00069580096853181887 5.4394100732702922e-05 0.0054606684002695182 -8.9194557592564189e-05 -0.0041547719658024135 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174033 173 268 147 1052 273 1570 925 8335 100 34959 7201 4933 internal_value=0 -0.00466552 -0.00862054 -0.0056108 0.00178859 0.00419436 -0.00163028 0.00458971 -0.00395695 0.00192639 0.00186481 -0.0203974 -0.0700849 0.00842684 -0.00916542 -0.0375149 0.00218352 -0.0618837 -0.240011 -0.0122625 0.0389568 0.00228922 0.00136382 -0.00507168 -0.0271271 -0.0415194 -0.0217884 0.0401882 0.00930919 0.00255596 0.00528413 -0.00470529 -0.0329264 0.00837852 0.00347884 0.00587449 -0.0763848 -0.0314515 -0.0906707 -0.125535 -0.295977 -0.000634999 0.0234486 0.0356526 -0.0442217 0.00232392 0.0219767 -0.0218247 internal_count=933770 272031 168671 134446 103360 92759 105457 57770 31941 661739 661391 9335 1810 73676 47687 4981 652056 1074 234 840 585 650982 575162 89893 11167 9200 5142 1967 75820 485269 261605 61871 13909 199734 47962 175154 1121 13866 1740 1472 420 223664 10930 9260 1670 47570 12611 5410 shrinkage=0.0459008 Tree=101 num_leaves=49 num_cat=0 split_feature=0 14 25 17 32 23 6 6 23 25 24 29 25 24 28 21 28 20 25 11 27 20 23 23 0 21 14 25 9 23 21 28 25 21 15 28 20 22 27 11 23 6 6 26 8 29 29 6 split_gain=8.09257 5.69847 7.8236 12.6543 6.10598 7.28808 23.5512 7.63563 10.8098 9.57155 10.0429 6.62196 11.9833 6.33123 6.99934 7.58408 6.27269 6.74773 6.10121 6.02392 5.86258 5.89228 5.79577 5.84465 6.28053 5.76186 15.1062 10.0254 12.13 9.34377 10.5064 9.01736 11.7168 10.5834 8.09134 7.06189 7.93856 6.87299 9.27072 13.8432 8.86541 8.38921 7.90698 7.06222 10.4355 9.50951 6.65284 7.34747 threshold=46.500000000000007 27.057521052017226 938.25000000000011 53.969241619320478 1.5000000000000002 0.30225576662143833 0.32174210725220603 0.30000001013084193 2.0728048036937556 381.25000000000006 5.5000000000000009 0.3753731289708892 884.25000000000011 13.500000000000002 878.25000000000011 8.5000000000000018 627.25000000000011 0.99373334668543822 459.75000000000006 0.9319583596022819 16.500000000000004 1.087592863657165 1.0579173398322337 1.2449460824646772 24.000000000000004 1.5000000000000002 37.04407403953784 1555.2500000000002 0.94359219493062707 1.6119903400536768 4.5000000000000009 1410.2500000000002 1179.2500000000002 6.5000000000000009 0.42723348570608027 666.25000000000011 0.79241360648858039 6419.7500000000009 2.5000000000000004 0.65750615504713872 0.39061916370516397 0.72727273013103744 0.68750000195708072 1.4511606501436785 4818.5000000000009 0.79089080550345947 6.7079382450654688 0.89493271489174375 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 6 18 8 9 10 -7 12 -9 14 15 16 -8 -18 -1 -16 -10 -22 -5 24 -24 -3 31 -28 29 37 46 32 35 -34 -35 36 -27 38 39 -29 -39 42 -42 45 -45 -40 47 -31 right_child=-2 25 3 22 -6 7 13 11 20 -11 -12 -13 -14 -15 19 -17 17 -19 -20 -21 21 -23 23 -25 -26 26 27 28 -30 30 -32 -33 33 34 -36 -37 -38 40 43 -41 41 -43 -44 44 -46 -47 -48 -49 leaf_value=0.003812719384051518 -0.00028365584122168135 0.0007701094383635405 -0.00024390899092091247 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-0.0064369168850754478 leaf_count=204 170615 40019 37280 6920 29576 602 2795 12703 191 4751 457 460053 368 3485 485 274 2311 797 1584 28 179 35 151 233 207 681 13570 126 8618 2056 54 13561 6086 63 200 67049 39624 92 688 155 529 239 56 337 535 2604 270 274 internal_value=0 0.00143838 -0.000176205 -0.0128584 0.000914355 0.0017544 0.0261344 0.00114595 0.0359691 0.0469801 -0.03899 0.000688506 -0.0215065 0.044734 0.0627378 0.0720593 0.0645101 0.0954231 -0.0797104 -0.0495017 -0.121991 -0.235656 -0.0503051 -0.145358 -0.225585 0.0060631 0.00334008 -0.0167652 -0.0332214 -0.0612239 -0.0126971 0.00811158 0.00520457 -0.0365377 -0.232941 0.00767324 -0.00278764 -0.0852474 -0.0689934 -0.244795 -0.164122 -0.196995 -0.261488 -0.0571297 -0.137148 -0.0359342 -0.00362962 0.0135899 internal_count=933770 763155 565669 44791 520878 491302 11963 479339 6215 5810 1059 473124 13071 10175 6690 6177 5903 3108 1788 513 405 214 7511 591 358 197486 157467 30203 16633 8015 2654 127264 113703 6349 263 107354 40305 5361 4445 281 916 824 585 4164 872 3292 2600 2330 shrinkage=0.0459008 Tree=102 num_leaves=49 num_cat=0 split_feature=0 9 6 21 25 5 22 10 6 14 6 7 4 27 20 22 14 29 29 0 6 25 9 23 12 5 10 21 1 26 16 17 9 7 26 5 22 27 21 25 25 20 22 13 20 27 25 25 split_gain=7.14872 9.42383 8.43683 7.84125 7.92145 6.40829 9.71573 9.14979 7.88012 6.99206 6.6873 6.04174 8.57082 5.79753 14.5975 6.24427 5.67468 6.95415 5.74877 5.48848 8.08063 6.72467 5.84178 5.46657 8.66985 5.3978 5.32186 5.22558 5.1953 5.16059 5.12171 5.11763 5.1142 6.03685 4.63876 11.0809 4.57927 4.56758 4.49151 6.5665 4.5728 4.56093 5.3159 5.47637 4.68615 4.41107 4.35077 4.27779 threshold=22.000000000000004 0.9543576995523041 0.76923077366436277 1.5000000000000002 3334.2500000000005 158.02395629882815 5045.0000000000009 0.98102298391069309 0.97941783057594933 34.558007511753722 0.28767123681381862 -48.366460800170891 71.982868194580092 42.500000000000007 1.1335597220300417 451.75000000000006 25.690643176950879 2.2284740943955046 1.4320851528513023 46.500000000000007 0.34375000471510464 1749.2500000000002 0.93378493094112802 1.5663762635092611 527.48989873223343 123.51994705200197 0.7318201602354929 6.5000000000000009 13808.500000000002 1.8912029315619432 155.50751645110054 71.961170162822086 0.89494418028177514 -3.1798299551010127 1.324847895741081 86.560806274414077 285.25000000000006 58.500000000000007 9.5000000000000018 459.75000000000006 1555.2500000000002 1.1407449447177032 770.25000000000011 39.695178834709459 0.83240324981118297 1.5000000000000002 760.25000000000011 872.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=36 3 37 5 16 9 7 -7 10 -2 -8 12 45 15 -15 -4 17 -5 30 20 -20 -22 34 24 -6 27 32 -19 31 -10 -18 -11 33 -13 -23 -36 -1 -3 40 -40 -17 44 -43 -44 -41 -12 -9 -38 right_child=1 2 13 4 23 6 8 46 29 28 11 26 -14 14 -16 38 18 25 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 47 -39 39 41 -42 42 43 -45 -46 -47 -48 -49 leaf_value=-0.001103707728693023 -0.0002725165789355076 0.00015725101188076288 -0.0009890483037612312 -0.00077336069134853209 -0.0027028014776485721 -0.024990883268331671 0.0031186398364161871 0.006709207404778093 -0.0011592301005292937 0.0013677025834340193 0.0012732285027110257 -0.013803089103758638 -0.0023146378728303081 -0.00085716625410903777 -0.011725798461533378 -0.00026098075794893486 -0.0025859789876796729 -0.0018499469260499087 0.0025657659827803968 -0.0017075577268831569 -0.00029061417747904981 0.0025592086395170429 0.0017638778896262358 0.00021735705657342918 -0.012071290753547712 -0.013843007527733377 0.00074803688624673517 -0.01479936087020913 -0.0089773001578944238 -0.030227290526041152 0.00044769296685692077 0.0054773036395791234 0.00079198584321731795 -0.0029117234632575709 -0.020533669352789458 -0.004887078373589219 0.00027588319572491657 -0.0076491623309208282 -0.0069552438522678091 -0.00070445918947027915 0.00096679670644904381 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2107 164920 1682 163238 103708 55304 48404 22085 14586 12630 1021 5075 3792 730 4701 602 10364 53 26319 10266 893 507 761 652 338540 295192 143244 11294 131950 11066 1157 123 9909 97 168 332708 shrinkage=0.0459008 Tree=103 num_leaves=49 num_cat=0 split_feature=18 11 7 9 5 12 21 20 27 7 6 4 8 11 9 18 17 27 21 13 24 21 15 5 4 17 16 29 4 4 28 12 5 7 21 4 8 27 25 1 13 27 11 25 17 25 27 26 split_gain=7.26523 6.43533 8.59706 10.1679 6.53232 6.987 9.99099 5.98607 5.89139 7.38964 9.7538 11.0472 11.4868 9.59889 9.24876 6.07607 5.59012 6.79575 6.78563 6.93594 8.26254 5.40257 9.83808 9.18685 15.8473 5.34279 12.9975 5.32909 5.157 6.62434 4.97516 4.95521 9.47128 8.96931 7.13432 6.95519 10.523 8.81112 7.2906 7.28477 6.97345 12.1583 7.1929 7.66193 6.64856 6.91244 9.95214 8.35952 threshold=6.5000000000000009 0.87053667434715831 -4.3748915195465079 0.96602439508853599 40.895917892456062 123.47361107568209 12.500000000000002 2.1161188029813114 7.5000000000000009 -1.0000000180025095e-35 0.45841526767625845 45.091630935668952 3263.5000000000005 0.6918346336475566 0.89494418028177514 3.5000000000000004 64.564692397149244 22.500000000000004 4.5000000000000009 35.076213132047876 12.500000000000002 2.5000000000000004 0.36589383337699138 83.801311492919936 47.00000190734864 49.745966155561668 230.21978603768076 1.1697447982883193 40.773252487182624 21.965566635131839 1018.7500000000001 482.74368670764585 117.88694381713869 -89.93590927124022 1.5000000000000002 40.773252487182624 4448.5000000000009 21.500000000000004 1429.2500000000002 1904.5000000000002 56.150351956599771 4.5000000000000009 0.76715990366369879 2369.2500000000005 109.4321434693757 3334.2500000000005 6.5000000000000009 0.7350876627937043 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 31 5 25 -7 -6 9 21 11 12 13 14 -11 -10 17 -5 19 20 -19 -4 -23 -24 -25 -3 -27 -28 29 -16 -31 34 -33 -34 -1 39 44 38 -38 40 -36 -42 43 -43 45 -37 47 -47 right_child=-2 4 8 16 7 6 -8 -9 15 10 -12 -13 -14 -15 28 -17 -18 18 -20 -21 -22 22 23 24 -26 26 27 -29 -30 30 -32 32 33 -35 35 36 37 -39 -40 -41 41 42 -44 -45 -46 46 -48 -49 leaf_value=0.00080087788800740532 0.0059666726878702114 -5.4130644195793807e-05 0.0010296402448453604 0.00056184877780686047 0.00067953646840525415 -0.0017325188670814764 -0.022414192064448321 -0.0089275412968072201 -8.1732233850441435e-05 -0.0013641199367041956 -0.00054436799396627639 0.0011897198585061855 -0.0086069133249991325 -0.0013864712499147168 -0.0056918463618302433 -0.00087569586018007475 0.0015361722640112505 -0.017104394108467702 -0.00031301917228575873 0.00016286542369330954 -0.0036584610905398209 0.0022585945495395333 -0.0019662579096057001 -0.029649391707999635 -0.0050100091352623562 0.00052458906889270339 -0.020831224385612676 0.0045462987726457337 0.011801545984820996 0.0065008529957832628 -0.014676548924106369 -0.016218247410943781 -0.0066024443839920394 -0.00059490382728562914 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790.25000000000011 52.500000000000007 6.5000000000000009 1181.5000000000002 3.9317582910332702 9.5000000000000018 44.378675460815437 599.25000000000011 1.5000000000000002 28.174456596374515 6.5000000000000009 1575.5000000000002 0.16534719742016876 23824.250000000004 0.92809911032417436 -1.0000000180025095e-35 1106.7500000000002 1.5000000000000002 678.02647865869278 0.2443406402413896 51.836463014430436 1183.2500000000002 1.1201111728952096 54.500000000000007 7.3804721393394681 1.2038228739145793 0.6602171335870719 44.157523916419315 0.87321682946682955 4280.5000000000009 0.81495646262893118 1.5000000000000002 5951.5000000000009 0.884464674992547 1.36751204690136 2.5000000000000004 63.882036209106452 0.99907748370916238 0.85625439521800295 3.5000000000000004 11.500000000000002 1019.2500000000001 26.603138393748026 31.500000000000004 36.910978317260749 672.25000000000011 1.7214733430187767 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 7 -5 12 -3 8 9 -2 -11 13 -6 -1 15 16 23 40 19 25 -20 22 -22 -15 -25 -19 27 -24 -29 30 31 -27 -32 -34 35 -35 37 38 -33 -39 41 44 -42 -44 -18 46 -46 -47 right_child=1 6 -4 4 5 -7 -8 -9 -10 10 -12 -13 -14 14 -16 -17 17 18 20 -21 21 -23 26 24 -26 29 -28 28 -30 -31 32 36 33 34 -36 -37 -38 39 -40 -41 42 -43 43 -45 45 47 -48 -49 leaf_value=-0.00068073773664096562 -0.002045438894918893 5.6416509212305287e-05 -0.0074284300155295444 -0.00020595086927618756 -0.0010564454593506136 0.0015340853945434939 0.0024583092261881321 0.00097829562688383836 -0.0025866273833157604 0.0028056380933872975 -0.0010091276915501356 0.0052293185296812903 -0.0033135443607013176 0.00028213912409501073 0.0020330496742829128 0.00060532322863645846 4.501332894573532e-05 0.019708407035131756 0.0035170921922431093 -0.0051118051773869893 -0.00043726248742499067 -0.00083987075545148982 -0.0056900007165273858 -0.00026697378703262261 -0.01389379955901558 -9.3965840748803163e-05 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5.10043 5.87945 4.88607 8.53205 6.27696 5.66389 5.36434 4.99958 5.62765 4.88174 5.8168 7.45426 8.61048 10.1377 5.81148 5.78416 threshold=49.500000000000007 1.4199167300422137 49.232932841414204 719.50000000000011 878.25000000000011 2.5000000000000004 0.2443406402413896 976.25000000000011 6.5000000000000009 13.500000000000002 1.0025624610131654 5.5000000000000009 0.96226565292751742 61.000386806624483 9.5000000000000018 1013.7500000000001 15.223296575032782 22.763458819263004 1.1266437543230838 0.92754313977425029 1153.2500000000002 1.5000000000000002 44.260929887758543 1278.2500000000002 192.95048536476654 21.500000000000004 75.015205383300795 -83.624485015869126 14.500000000000002 15.500000000000002 48.809884601544873 28.358613967895511 2597.5000000000005 2.5349041157121968 63.882036209106452 49.000072479248054 2.5000000000000004 1153.2500000000002 26.000000000000004 58.186725616455085 1301.5000000000002 -47.981781005859368 -1.0000000180025095e-35 0.24369839905639948 5253.5000000000009 1.0150876850669317 0.20704999922053138 0.44603657686211801 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 8 10 11 -8 9 -1 -6 -7 16 -14 -15 -16 -5 18 27 -20 29 25 23 24 -23 41 -27 -18 -25 31 -31 -19 33 -29 35 37 -36 38 39 -32 -41 47 46 44 45 -44 -43 -22 right_child=1 2 -4 12 5 6 7 -9 -10 -11 -12 -13 13 14 15 -17 17 20 19 -21 21 22 -24 28 -26 26 -28 32 -30 30 34 -33 -34 -35 36 -37 -38 -39 -40 40 -42 42 43 -45 -46 -47 -48 -49 leaf_value=0.00025603995772339631 -0.00018929686834561968 -0.0016708664899697477 0.00062428063562701397 -0.005724483092985541 -0.00059634656520464555 0.012277021677356255 -0.0018024048290706215 -0.0076776043701044317 0.0053427795458030614 -0.00011689506523706548 0.0057639201510518963 -0.00072448469777090612 0.00031031508652516743 0.0038409437694756176 0.0014560614737020503 -0.010311188909463137 0.0028290168768251318 0.00018257659353921815 -0.0065970863863947047 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4.87126 4.75627 6.89622 5.22691 7.02301 5.18895 5.52029 4.7335 4.51732 4.49358 11.0123 10.8993 15.7268 9.72268 21.6536 11.6275 9.33431 7.69567 7.4153 7.3022 6.68111 6.66552 11.6173 7.36632 8.81998 8.35158 17.9222 13.4327 8.32344 12.1735 8.50593 7.55577 7.29809 6.81183 7.14647 6.8317 10.0617 6.88324 6.70235 6.81881 threshold=162.05374235420462 694.25000000000011 9.5000000000000018 1013.7500000000001 0.88580589088719186 1.3977763839800761 0.58401794614229285 0.50727559978500592 0.45837345387458789 107.53202646410195 1.0358098389318373 39.110245190766946 145.26915575369188 0.67002002125302296 0.8201138856626663 29.542060564795531 34.558896825710036 1179.2500000000002 1340.2500000000002 44.043599518675073 0.99998706517427538 141.14801025390628 599.04624791833737 1600.5000000000002 11761.000000000002 61.88969674900121 5.5000000000000009 2.5000000000000004 229.60762575592454 -50.710590362548821 -1.2453642487525938 1.5000000000000002 1.3004636829469309 36.34357617988946 1.5000000000000002 56.230251312255866 0.41883966818521795 0.58452167483131545 0.73185639516544099 -74.725944519042955 98.823129399994372 -76.956745147705064 0.90970334292019628 6591.5000000000009 0.94583736299161847 0.70580458365812915 8346.5000000000018 -89.155399322509751 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 -2 15 5 -5 6 7 -4 -8 10 -1 12 -11 -12 -15 -3 -10 24 19 20 -19 27 23 -23 -17 26 -25 -21 -22 31 -31 40 33 -33 39 36 -36 38 -38 41 -20 43 -43 -35 45 46 -45 -48 right_child=1 2 3 4 -6 -7 8 -9 16 11 13 -13 -14 14 -16 17 -18 18 29 21 28 22 -24 25 -26 -27 -28 -29 -30 30 -32 32 -34 34 35 -37 37 -39 -40 -41 -42 42 -44 44 -46 -47 47 -49 leaf_value=2.4316735961206171e-05 -6.3391221125841152e-05 -0.0003856214883092433 0.0010281737735220614 -0.0017298083597868145 -0.020340699385564223 -0.0029566976687748479 0.0040895011460770217 -0.0061988485000393752 0.0025851638160155335 -0.0008839326634719675 0.0070405368255253963 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3523 900 116 409 168 1976 89 1427 103 88 44 54 33 1144 49 122 internal_value=0 0.000621967 0.00333912 0.0243193 -0.206627 0.0270164 0.0304317 -0.0376355 0.0351473 -0.0102859 0.0194917 -0.0131255 -0.00135817 0.0937592 0.00638558 0.00229386 0.0294134 0.00354162 -0.00163542 -0.0221951 -0.073887 -0.0121803 -0.0899577 -0.215305 0.00627417 -0.294898 -0.182729 -0.00509252 -0.209249 0.00324554 0.00815696 -0.0120576 -0.022556 -0.0347758 -0.0594296 -0.120997 -0.0918763 -0.105444 -0.310178 -0.0154505 0.0205067 -0.0493225 -0.270244 -0.0366546 -0.080302 -0.0671493 -0.227037 -0.130049 internal_count=933770 877519 372377 17672 204 17468 16839 1091 15748 56251 4897 51354 21756 996 404 354705 14235 317646 109738 21054 3417 17637 1473 712 207908 513 279 16164 686 88684 67137 21547 16294 12771 6619 2758 2349 2233 257 3861 5253 2434 132 2302 1402 1369 225 171 shrinkage=0.0459008 Tree=107 num_leaves=49 num_cat=0 split_feature=0 14 18 27 29 7 26 8 24 16 22 12 23 5 23 23 27 22 20 27 10 18 23 24 20 14 26 15 19 15 5 27 11 22 19 11 29 11 10 27 27 4 29 22 27 10 4 22 split_gain=6.11492 6.48663 5.54492 7.63308 5.62302 4.97681 5.2534 6.25041 4.77649 4.75289 5.7303 5.90428 4.66142 4.93094 5.82195 4.61674 5.30419 4.48401 4.39111 7.52765 9.12716 7.87462 7.55183 7.2659 7.00695 7.52282 6.51175 6.20896 7.22286 6.08938 11.1825 9.84713 6.16015 9.14625 16.3795 11.8012 8.81023 6.29943 6.00608 5.45907 4.72094 12.3438 4.71329 4.67176 5.03264 4.62916 4.53511 4.45792 threshold=22.000000000000004 20.091226124879878 2.5000000000000004 47.500000000000007 1.3872622427836918 -89.93590927124022 1.2863962785004623 11444.500000000002 32.500000000000007 157.30336051743532 6419.7500000000009 599.04624791833737 0.99402051140182446 57.027641296386726 0.31704722366372606 1.0025624610131654 12.500000000000002 285.25000000000006 1.0643996287416562 45.500000000000007 0.70204531060223385 2.5000000000000004 1.0000783576241969 28.500000000000004 1.6381738061658542 36.34357617988946 0.72347983759706735 0.55104338933301367 695.25000000000011 0.27164163749310427 137.11507415771487 1.5000000000000002 0.57477842218265618 2117.2500000000005 2881.5000000000005 0.85547979152630327 1.3162909042501696 0.79412672476397972 0.78132046387773191 17.500000000000004 31.500000000000004 30.000034332275394 0.68493109860766743 1006.2500000000001 12.500000000000002 0.96815523266740733 20.999998092651371 493.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 12 -4 6 -3 -8 17 10 -7 -12 13 -2 -15 -14 -17 -1 29 21 23 24 38 -21 25 46 -27 28 -23 30 31 -11 -33 37 35 45 -37 43 -22 -39 42 -42 -29 -34 -45 -35 -20 -31 right_child=1 5 4 -5 -6 9 7 -9 -10 18 11 -13 15 14 -16 16 -18 -19 19 20 22 27 -24 -25 -26 26 -28 40 -30 47 -32 32 33 34 -36 36 -38 39 -40 -41 41 -43 -44 44 -46 -47 -48 -49 leaf_value=-0.0011151573960913243 -4.4470562493723365e-05 -0.0006525321319425548 -0.00076266168050200249 0.009619520968547287 -0.010970076058181812 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43939 168 114 11063 1060 117 794 86 1077 139 10743 147 625 3394 3160 332128 6437 149 25 5222 862 242 2439 66 2663 174 5233 20579 3229 844 278 102 775 154 71 1590 55 116 4167 269 34230 465 297 261 40371 314706 internal_value=0 -0.0018146 -0.00808178 -0.00337292 -0.0171909 -7.52803e-05 -0.0258675 -0.0871038 0.00350801 0.000338971 -0.01907 0.0460894 -0.00379355 -5.29838e-05 0.0794106 -0.0184457 0.00247092 0.00332597 0.000873138 -0.00486747 -0.0795253 -0.00388477 -0.0262144 -0.207962 -0.0124724 -0.0150487 -0.0660856 0.00516989 -0.0164616 0.0025876 -0.0242224 -0.0536619 -0.0478369 -0.0638201 -0.130786 -0.25664 -0.436583 -0.0305808 -0.320121 0.00681535 0.0109927 -0.0197105 0.0149515 -0.091925 -0.0514424 -0.145104 -0.0120732 0.00324873 internal_count=933770 595071 129272 85219 44053 465799 7363 1177 338699 458436 12279 1216 85051 67754 772 17297 6554 337905 446157 102604 1333 101271 942 391 51976 49537 2729 49295 10455 343553 8268 5039 4953 4109 1363 588 225 2746 80 1706 38840 4436 34404 1040 762 363 46808 335285 shrinkage=0.0459008 end of trees feature importances: Column_16=513 Column_17=443 Column_27=257 Column_29=253 Column_0=249 Column_11=231 Column_14=224 Column_20=210 Column_21=177 Column_9=157 Column_25=157 Column_28=154 Column_26=151 Column_13=146 Column_7=143 Column_22=141 Column_23=139 Column_30=136 Column_5=135 Column_24=127 Column_1=123 Column_12=120 Column_4=113 Column_32=110 Column_10=94 Column_18=91 Column_19=82 Column_6=81 Column_8=80 Column_15=65 Column_2=43 Column_33=24 Column_31=15 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0459008] [num_leaves: 49] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 16376] [feature_fraction: 0.842629] [feature_fraction_seed: 20348] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 24096] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 81] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_14.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:327837] [0:40080.375] [0:1] [0:554] [0:900.216064453125] [0:1] [-90:90] [1:384952] [0.18660287081339713:1] [0:1] [0.097744360902255634:1] [0:3935.8519471906084] [0:1055.288509485312] [0:582.10542021879837] [0:1] [0:255] [0:125.71669539086685] [1:8] [52:328009] [6.8547848111678151e-06:17.378234903782349] [1:19] [53.5:328009] [6.8547848111678151e-06:91.290456431535276] [1:35] [53.5:328009] [6.8547848111678151e-06:188.28971962616822] [1:57] [82:328009] [6.8547848111678151e-06:188.28971962616822] [0:3] [1:18] [1:18] [0:3] tree_sizes=3889 4000 3976 3973 3999 4013 4015 3990 3987 3995 4030 3992 4001 3999 4001 3990 4003 4008 4007 4014 4008 4036 4011 4011 4012 4006 4008 4037 4031 4040 4041 3998 4001 4003 3992 4036 4015 4044 4023 4025 4019 4020 4037 4028 4019 3977 4060 4029 4021 4053 4029 4051 4024 4009 4050 4030 4007 4024 4017 4021 4012 4033 4023 4010 4018 4045 4035 4035 3990 4046 4036 4013 4007 4007 4006 4002 3958 4018 4027 4044 3987 3984 4018 4001 4017 4006 4049 4049 3994 4003 4013 4003 4025 4027 4009 3984 3939 4007 4009 4005 3999 4007 4056 3988 3999 4022 3971 3970 3951 3976 3983 4005 4002 4003 3986 3980 4015 3990 3967 4028 3997 3963 3977 3959 3969 3960 3999 4017 3986 3982 4006 3985 3960 4011 4006 4007 3975 3987 3976 3996 3994 3984 4003 4012 3976 4001 3953 3939 3949 4005 3993 3967 3998 3968 4027 3998 3991 4000 3998 3986 3975 3996 3962 3963 3999 3975 3979 3975 3902 3928 3920 3965 4016 3915 3900 3960 4017 3896 3968 3961 3918 3881 3932 3941 4009 3953 3953 3907 3985 3990 3964 3992 3920 3969 3957 3863 3998 3914 3915 3955 3915 3959 3921 3962 3926 3974 3930 3901 3896 3959 3898 4005 3888 3908 3988 4019 3920 3938 3938 3850 3923 3932 Tree=0 num_leaves=47 num_cat=0 split_feature=16 20 16 16 20 30 29 30 17 16 30 16 16 16 16 17 31 30 30 0 20 16 20 29 0 16 20 26 16 0 20 17 17 29 30 9 17 9 5 6 9 26 16 17 17 13 split_gain=22977.1 5577.31 3237.13 2741.53 1294.33 1290.27 604.276 453.095 413.46 399.261 391.077 356.612 283.328 229.398 139.432 135.66 111.942 105.392 102.544 93.3035 90.646 81.8934 76.7945 75.9683 75.185 69.0368 60.1991 58.4298 57.1678 54.9573 51.4695 43.8742 43.4275 42.4683 41.1896 40.9533 39.9567 35.4044 35.3264 35.1973 34.4329 34.3987 33.8185 33.0011 32.7462 31.1818 threshold=215.01825049416547 0.58043735555259079 195.77261897333207 228.95472184392804 0.62396681669487608 1.0000000180025095e-35 0.64208172962698995 1.0000000180025095e-35 84.296308533178632 222.01096725693287 1.0000000180025095e-35 235.00970876328478 208.75472968146428 175.92911632532787 163.45682663061851 75.813348182206553 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 37.500000000000007 0.80870063250161872 202.17898708856157 0.76455435912176373 0.51919038535035245 43.000000000000007 240.64486260454007 0.73825113836877321 0.79787936704235662 225.80154846794167 31.000000000000004 0.56997991444944363 98.659034414719883 71.95493579180409 0.59606542343077595 1.0000000180025095e-35 0.9387429895642122 40.180042599500602 0.94566413587741083 28.00000095367432 0.17054875176539394 0.93410001763413975 0.71143126957803593 231.1203954251321 46.639429486018017 43.244266475046707 31.015615144479632 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 7 -2 10 -4 13 18 14 17 15 24 31 21 28 42 38 44 -18 43 -20 -7 -8 34 -19 -10 -11 36 -12 -1 41 -9 -13 -21 -16 -29 -3 -27 -26 -14 -5 -6 -15 -23 right_child=1 3 4 11 12 23 8 33 27 16 30 25 32 19 29 -17 20 26 22 35 -22 45 -24 -25 40 39 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=0.52560038739740989 0.53926557141672449 0.53788013526520084 0.53226407816997368 0.54283876463346781 0.5374783014479303 0.52151927210546212 0.52883008268289045 0.52180237728173828 0.53086117219785434 0.54057258196323477 0.52134483853155644 0.5453118832463747 0.53459947117209028 0.53609745297877343 0.53430355588605438 0.53935354367653099 0.53252353770433491 0.53321785729566973 0.529982400366109 0.52696585224044279 0.53936271078907383 0.53346744456217254 0.53684186258522459 0.52589606786656196 0.52385487285348042 0.53906643995103154 0.54102136043162052 0.53438463336201214 0.54187673238481726 0.52743994104685765 0.52631002564920304 0.53294598601126963 0.54072596647765692 0.52613584140567182 0.54263530094927026 0.5300412985063151 0.52945521755682923 0.53925621593446693 0.53917155152831386 0.54686117609144969 0.52692060745908109 0.53660897165394805 0.54391273893326697 0.53244128521966982 0.53179999040273029 0.53501251295712027 leaf_count=25703 5981 28038 8244 43443 1267 12654 20939 8776 1375 65788 13514 75968 9205 1810 1770 4186 2176 1046 1770 4754 11293 18919 11649 5296 4664 554 8442 2001 60970 15452 2300 789 2201 2811 5828 28594 16689 4711 69057 35047 13240 62280 75705 36540 21470 35132 internal_value=0 0.135247 -0.190849 0.157963 -0.0996776 -0.336289 -0.286984 -0.341421 -0.237246 0.0843755 -0.354564 0.232958 -0.0714327 -0.255636 -0.317912 -0.107219 0.1198 0.196587 0.0394262 -0.215038 0.033124 -0.115242 -0.0425117 -0.470323 -0.314822 0.27281 0.0951543 -0.0201421 0.12901 -0.275446 -0.494559 -0.37227 -0.0247874 -0.46892 0.256812 -0.248953 -0.238614 0.0183302 0.0507504 0.309568 -0.3624 -0.0290472 0.204664 -0.150943 -0.166456 -0.0902705 internal_count=890041 520705 369336 496774 189561 23931 179775 19831 103558 250741 76217 246033 169730 95471 60403 96044 140227 128636 110514 56628 13469 91858 13419 17950 38843 117397 9488 8087 126758 33911 15814 26492 73686 11587 81796 33348 18459 6712 97095 35601 17904 71485 119148 37807 23280 54051 shrinkage=1 Tree=1 num_leaves=47 num_cat=0 split_feature=29 17 32 0 12 0 17 0 0 20 1 17 17 1 9 20 32 1 1 1 9 1 9 17 32 7 1 1 1 30 30 0 17 17 8 9 1 17 0 17 32 17 17 20 9 30 split_gain=12258.9 6156.93 3619.6 865.115 817.941 781.109 602.335 459.841 422.045 390.367 374.144 317.452 308.472 274.829 269.899 253.053 208.787 174.637 150.655 149.343 200.745 122.924 120.838 116.963 107.323 106.294 99.9913 93.3354 92.4347 87.6183 87.133 86.6252 83.1736 80.6006 78.8266 76.4778 76.4498 69.2456 69.2205 67.1942 66.8342 65.0889 64.6091 62.9393 62.3392 60.7547 threshold=0.75633600170305859 49.211655378557786 1.5000000000000002 45.000000000000007 76.059397513309008 46.500000000000007 43.950404675121675 40.500000000000007 31.000000000000004 0.6888267049378195 498.50000000000006 52.52692068484928 50.888342943582117 577.50000000000011 0.93789168249126231 0.56997991444944363 1.5000000000000002 782.50000000000011 577.50000000000011 2146.5000000000005 0.94670474683888373 586.50000000000011 0.93072622102263158 62.99229741004995 1.5000000000000002 -86.401088714599595 616.50000000000011 667.50000000000011 1115.5000000000002 1.0000000180025095e-35 1.0000000180025095e-35 20.000000000000004 53.396797565808633 41.058259050065836 621.50000000000011 0.94566413587741083 3496.5000000000005 53.857100584323824 52.500000000000007 40.028419026230161 1.5000000000000002 43.549544717492722 46.475061686083478 0.64725672585342342 0.953989438423265 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 6 8 11 9 12 25 40 31 24 17 -5 36 -4 21 35 -13 20 -15 -8 -20 -24 34 -1 -16 -12 44 -21 39 -11 45 -27 -3 -6 -7 -35 -22 -29 -2 -10 -23 -18 -9 -28 right_child=1 5 15 13 7 14 16 28 41 10 27 18 -14 19 26 -17 43 -19 22 29 38 42 23 -25 -26 33 32 30 -30 -31 -32 -33 -34 37 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00077177927642508811 0.0025301968616560102 0.00031084267259356952 -0.01508871349766561 -0.0070655766058576475 -0.0040648546371184957 -0.0089020559281983748 0.0027157542319926333 -0.010316450653499924 -0.011261808833421327 0.003231554147878006 0.005639695520966043 -0.002699112217225397 -0.0030925497005574428 -0.0078936434163504408 -0.004459164570462173 -0.008846925459383417 -0.010598384845049181 0.0055531227633298522 -0.0030209596225087452 0.005794136186488651 0.0016339931822077084 0.0053988565948855025 -0.00051474534338519326 0.0026111648657220514 -0.0057016404060752229 -0.0076783136397161151 -0.00012002634278370777 0.008481329186059863 -0.0010299336256968418 -0.00062573070339794743 0.0050432055108175135 -0.0025138187778764973 -0.0030144006316048582 -0.0037532452171988996 0.0021190950047882593 0.001022844427882489 -0.0031175497558186133 -0.0064001262894840425 -0.0045642106980498566 0.0069711333497542525 -0.0081293980392738441 -0.0081262576960251121 0.0039039119748503913 -0.001121746107730478 -0.0055046181120040009 -0.0051601799930865227 leaf_count=6061 779 38216 37611 4370 3254 9686 44771 2944 8032 7055 32212 39080 21985 2884 23810 7302 889 8049 13468 7727 14221 52601 51584 14419 2056 9170 20657 58484 3894 2701 12296 3802 36907 32000 55885 19157 2765 13120 1926 52758 1915 27821 56398 2559 18233 2527 internal_value=0 0.0669971 -0.205637 0.155968 -0.140214 -0.0360719 0.17174 -0.0637707 -0.201807 0.213129 0.219235 -0.00250273 -0.0105179 0.00374356 -0.110876 -0.45869 0.12717 0.054638 -0.0371328 0.0384587 -0.0142465 0.132626 -0.0121344 0.00547994 0.0401923 -0.150756 -0.0904876 0.231746 -0.175168 0.134645 0.244247 0.0397482 -0.068757 -0.164779 0.0451305 0.00926016 -0.248265 -0.147408 0.0291589 0.253076 -0.164491 -0.287741 0.150747 -0.116192 -0.201205 -0.0218164 internal_count=890041 671408 218633 360348 173720 311060 326519 77516 96204 169301 166607 214708 52445 33829 96352 44913 157218 30460 118551 29459 19031 153770 79471 66003 96157 60351 83901 155750 25071 10428 123538 10857 60091 54290 94101 22411 12451 45120 16147 111242 2694 35853 108999 3448 21177 23184 shrinkage=0.0306829 Tree=2 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 2 20 16 1 12 2 16 23 11 16 16 9 2 16 16 12 26 13 16 30 6 16 1 1 26 2 21 9 19 12 26 13 26 5 20 split_gain=20776.9 5539.31 2722.36 2553.89 1411.98 1230.2 575.866 392.954 339.082 329.571 285.342 148.566 145.93 124.65 89.1395 83.7085 73.6971 63.7659 56.9722 54.9841 49.2712 47.6072 46.7753 46.6901 45.8714 43.0239 42.1489 40.0823 40.0809 37.7221 31.5954 27.9581 28.5711 27.44 38.4279 26.8202 25.8047 25.3066 25.0736 30.8807 24.9818 23.5479 22.1601 20.7442 20.0794 19.8752 threshold=214.03948003216297 1.5000000000000002 192.72694737469459 228.65667300664234 1.5000000000000002 0.62396681669487608 1.5000000000000002 222.01096725693287 203.40578898225959 234.83076072157931 173.70489764602726 43.877976190476197 0.714665254985001 231.74774013772179 364.50000000000006 77.976659402887037 14.809017223910843 240.27508433066868 0.60455880153350816 0.84900142450142468 225.80154846794167 208.75472968146428 0.95175683384632415 14.809017223910843 218.13441564109283 160.53133241600736 96.683766184073576 0.56451124440710432 68.197734576769108 231.27199748824401 2.5000000000000004 0.17054875176539394 245.91532098517948 9181.5000000000018 14915.000000000002 0.64162611285003857 55.689903846153854 1.5000000000000002 0.86536876774246907 4602.5000000000009 79.719300090006328 1.9789821392031339 31.928893472489182 0.71762398997999066 46.000061035156257 0.75942487845515305 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 8 14 10 24 23 29 11 19 27 26 -3 -10 43 -11 -8 25 -9 -17 -13 40 42 35 -7 -6 -24 -5 -16 33 -33 -19 -35 -1 44 -15 -37 -40 -4 -42 -2 -12 -18 -28 right_child=1 5 4 9 12 13 18 20 15 17 16 22 -14 37 30 21 36 31 -20 -21 -22 -23 28 -25 -26 -27 45 -29 -30 -31 -32 32 -34 34 -36 38 -38 -39 39 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.011528006234422374 -0.00024489635345804076 -0.014957412764210695 -0.005844638816410559 0.0051549326193206721 -0.014514765182594253 -0.0068777781710274788 -0.014887952873535849 0.003071445984727536 -0.0033056057032738277 0.0075041104017302181 -0.0081043245712751795 -0.0070592872565770131 -0.0061796573442113138 0.006084775133879429 -0.0085295929420734495 -0.0018630731808115116 -0.0051955297585221678 0.0075710953292577755 -0.010595423680937468 -0.0073701612613253555 0.0042620138755157695 -0.00044072956401800591 -0.0041335305719359186 -0.0031544943541029239 0.001762450596877606 -0.0090797104467251408 -0.0048827317338922902 -0.010853718242303972 0.004153459867862393 0.0062098918563965261 -0.01245449176479182 0.0086802408288157284 0.01072470997674402 -0.016756056672035616 0.0099279661250161449 -0.013499629643584537 -0.0024157593000788398 0.0013813969930167363 -0.0096912303629844241 -0.00013621989784266757 -0.0041381489856505546 -0.0098663077949262788 0.001011771926364135 -0.0067860321563319977 -0.0080084087664056558 -0.00060201057095885804 leaf_count=18848 20198 11986 14767 56340 8971 2173 13649 72404 18726 80374 19235 2941 3340 1733 3408 38837 17259 346 3700 8170 59714 51574 1618 25021 64886 25465 1408 4103 832 73586 4455 28809 8286 131 83 1623 2751 2845 15757 325 26968 693 38187 27027 2773 3716 internal_value=0 0.124394 -0.187634 0.149938 -0.107407 -0.280892 -0.283228 0.0797512 -0.0813299 0.222229 -0.262576 -0.305031 -0.387954 -0.0262993 -0.433207 -0.0468809 -0.216104 0.26048 -0.455384 -0.317319 0.117641 -0.0342769 -0.145055 -0.137071 0.0391424 -0.327478 -0.10745 -0.435612 -0.0429991 0.18748 -0.350468 0.294438 0.297786 0.072666 -0.208802 -0.349462 -0.169549 0.10305 -0.321513 -0.309558 -0.157275 -0.139546 0.0188064 -0.239031 -0.182021 -0.0579571 internal_count=890041 535068 354973 503344 193000 31724 161973 255389 176586 247955 144624 75579 16414 11875 19849 109137 69045 118029 17349 70188 132118 90411 5391 67449 123271 62018 7297 13074 2450 129926 7863 37655 37095 560 214 36553 22783 4578 17705 16082 42428 27661 58385 46262 20032 5124 shrinkage=0.0306829 Tree=3 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 17 26 29 16 8 17 16 20 16 16 16 12 29 16 6 29 11 29 30 17 1 2 25 1 16 21 16 7 15 17 16 split_gain=19489.8 5189.38 2547.1 2402.66 1325.51 1160.67 540.298 428.899 367.831 324.141 315.435 309.948 140.175 114.902 114.34 102.272 101.168 97.5173 86.5111 78.2451 72.2305 58.529 55.4082 45.7181 45.3964 42.6452 38.4301 38.0106 37.2548 34.5698 31.1159 30.215 28.0088 27.3337 27.0185 26.9098 24.7789 24.0405 23.207 23.0301 22.7603 22.7224 20.9998 20.7492 19.8826 19.6506 threshold=214.03948003216297 1.5000000000000002 192.72694737469459 228.65667300664234 1.5000000000000002 0.63197497782726031 1.5000000000000002 90.383517858691448 222.01096725693287 164.84111803661867 203.40578898225959 235.00970876328478 0.67526327458153212 231.74774013772179 44.150864580781956 79.65995505874541 0.77861957693215234 0.51919038535035245 181.11188312084428 471.50000000000006 71.95493579180409 242.57998427957628 0.54037018832139272 225.80154846794167 208.75472968146428 218.55684879100821 96.683766184073576 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196 4002 59801 46485 19376 5052 3804 77044 20670 23482 5240 1450 4007 42256 121 15496 305 45 3580 2807 26876 3828 933 38789 456 internal_value=0 0.12055 -0.181673 0.145253 -0.104007 -0.271991 -0.274089 -0.254101 0.0771891 -0.266995 -0.0786808 0.215364 -0.375437 -0.0209506 -0.23038 -0.132507 -0.024234 -0.417915 -0.242926 -0.0454532 -0.031068 0.253509 -0.440897 0.113799 -0.0375057 0.0378607 -0.10015 -0.426642 0.182602 0.301176 -0.140535 -0.331603 -0.129637 -0.319752 0.0202584 -0.00517869 -0.213315 -0.196955 -0.30144 -0.126173 0.103613 -0.125691 0.0519732 -0.048105 0.0575312 -0.198065 internal_count=890041 535172 354869 503488 192822 31684 162047 144707 255475 137021 176366 248013 16456 11647 87457 67317 7686 20037 78059 109049 84639 114593 17340 132311 80719 123164 7120 12583 133420 21032 64578 49564 51808 6724 64999 362 43581 2353 166 9398 4527 50358 5333 1505 58165 572 shrinkage=0.0306829 Tree=4 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 26 17 29 17 0 13 17 23 16 0 16 16 16 1 9 13 29 16 6 5 16 17 16 0 16 17 33 1 29 29 17 9 split_gain=18324.7 4900.71 2408.13 2256.81 1185.58 1100.66 572.048 398.242 368.571 342.478 290.652 212.883 125.746 110.256 104.059 88.615 88.5605 77.1376 75.232 72.2922 64.9469 59.1404 55.9408 52.1308 42.1473 40.2576 37.1141 36.6915 36.6718 38.7846 36.3915 36.0204 35.2453 34.4034 32.9181 33.4547 32.0807 28.5541 26.7033 26.3947 25.3199 24.8301 24.0683 24.8501 23.8138 23.5848 threshold=214.03948003216297 1.5000000000000002 195.21028069462449 228.65667300664234 1.5000000000000002 0.63197497782726031 1.5000000000000002 84.296308533178632 173.70489764602726 222.01096725693287 235.00970876328478 203.40578898225959 0.714665254985001 231.74774013772179 0.77861957693215234 43.950404675121675 0.51919038535035245 79.65995505874541 29.500000000000004 31.219571492778833 71.95493579180409 0.60455880153350816 243.21590765195657 35.000000000000007 225.80154846794167 218.13441564109283 188.54773886105596 385.50000000000006 0.93410001763413975 24.697288806562455 0.56360393406254039 231.1203954251321 0.17054875176539394 27.577164649963382 153.66853333333336 39.354186208004542 208.75472968146428 40.500000000000007 208.75472968146428 46.556014577680465 2.5000000000000004 9181.5000000000018 0.62681078560365078 1.9767526304234011 51.888079247368253 0.93194318410969967 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 18 25 31 17 30 33 -9 -10 -3 39 34 38 36 -8 -12 27 -11 44 -25 -17 -20 -30 -6 -5 41 -7 -1 -36 -21 45 -13 -4 -18 -24 -41 -44 -2 -16 right_child=1 5 4 10 12 13 21 14 15 24 22 19 -14 -15 37 23 40 -19 28 20 -22 -23 32 26 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 35 -37 -38 -39 -40 42 -42 -43 43 -45 -46 -47 leaf_value=-0.0094488135000189277 -0.00021012780644653721 -0.013912438331053436 -0.00010344704302308271 0.0048155210314997053 -0.013723223546063642 -0.0071529653556392766 -0.013954821179219853 -0.0061222790670037433 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59818 64767 16897 18208 12688 21853 3929 80267 17501 5682 4407 12858 38522 2298 20897 8851 4034 152 40668 1150 35105 3555 internal_value=0 0.116883 -0.176159 0.140935 -0.0943023 -0.263887 -0.259044 -0.239461 -0.25228 0.0749678 0.208907 -0.0695521 -0.362545 -0.0203683 -0.0424751 -0.205208 -0.406051 -0.120617 -0.305158 -0.0440532 -0.0248821 -0.424677 0.245843 -0.21358 0.110295 0.0370134 -0.236925 -0.183309 -0.33237 -0.319145 -0.408838 0.177163 0.297363 -0.0976559 -0.265513 -0.238184 -0.0319182 0.0262821 -0.0786352 -0.12823 -0.31293 -0.0424957 -0.132272 -0.122245 0.0179661 0.0734323 internal_count=890041 535107 354934 503314 178576 31793 176358 157711 148075 255422 247892 163491 15085 11719 9636 78339 20074 54449 69736 109042 70152 18647 114573 73768 132289 123133 41649 32119 41353 34541 12000 133319 17801 7168 28383 17265 66591 6702 38890 52309 6769 300 50669 41818 58366 4404 shrinkage=0.0306829 Tree=5 num_leaves=47 num_cat=0 split_feature=26 32 2 11 11 1 30 2 12 20 2 2 9 12 20 11 31 1 12 2 30 2 32 21 1 11 30 9 8 9 5 2 12 11 19 2 5 9 2 1 26 2 11 2 11 9 split_gain=9908.25 2532.19 1833.26 1185.61 833.536 600.555 551.294 374.767 357.569 297.743 272.312 236.581 210.531 188.608 176.327 167.052 164.67 154.987 145.575 140.047 112.76 105.645 98.5767 89.5506 85.4049 82.7397 82.4547 82.3484 86.6012 81.6755 69.1518 65.3954 64.1615 58.2099 52.2082 49.4802 47.3341 46.5848 46.0816 46.9626 44.6788 43.9804 43.9731 41.8511 40.3878 40.3622 threshold=0.73515615265653755 1.5000000000000002 27.401923076923079 0.86668193617346179 0.8571651785714286 517.50000000000011 1.0000000180025095e-35 9.7052139037433172 76.059397513309008 0.70197913328348127 16.147603485838783 73.627314814814824 0.93410001763413975 95.473611075682101 0.58043735555259079 0.86235055965706131 1.5000000000000002 1897.5000000000002 104.9619407771256 27.157072368421058 2.5000000000000004 11.245090489025801 1.5000000000000002 2.5000000000000004 498.50000000000006 0.90432957057910723 1.0000000180025095e-35 0.86536876774246907 687.50000000000011 0.94394931920190828 57.960592269897468 8.339811320754718 76.988329701443533 0.8472273134571523 4298.5000000000009 12.43257575757576 47.446378707885749 0.93072622102263158 21.118347338935578 1042.5000000000002 1.6479840261361944 12.559411764705883 0.82143553327763863 71.14550264550266 0.9091116645911167 0.93701127091641589 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 5 8 23 11 16 21 -8 29 15 36 44 -3 24 17 27 25 45 34 42 38 -2 -4 41 31 -7 -29 -9 -26 -15 -25 -13 40 -31 -12 -32 -14 -40 -18 -6 -1 -11 -5 -10 right_child=2 14 6 13 18 7 9 10 19 43 12 33 22 26 -16 -17 20 -19 -20 -21 -22 -23 -24 32 30 -27 -28 28 -30 35 37 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0084266514384800598 -0.0056306701847685121 -0.01323876278845372 0.00049103311163463035 0.0011516832024175499 -0.0031167109476092072 -0.0057577810152559337 -0.0081564566042258372 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4966 10957 9587 18266 1937 15762 72083 12089 2656 36580 70059 11460 3058 30079 41230 24149 3224 29499 2161 6805 27593 5570 3035 7609 12635 13880 14328 29354 internal_value=0 -0.199314 0.0558752 0.0186744 -0.136396 -0.0121181 0.126755 0.00913193 -0.181663 0.00464481 -0.0315211 0.14562 0.00366001 0.103119 -0.405944 0.121768 0.0436543 0.0579189 -0.0130712 -0.113624 -0.0362866 -0.22978 0.0191522 -0.0967021 0.0975954 -0.0357294 0.13576 0.0449413 0.0482152 -0.0946407 0.108824 0.142367 -0.0813255 0.193471 -0.0997396 -0.0831046 -0.168925 0.0302911 0.0252825 0.0523789 -0.138648 -0.07089 -0.255467 0.0390183 0.0556922 -0.145075 internal_count=890041 194775 695266 455958 149311 334122 239308 267035 109221 32025 122629 207283 78741 121836 45464 138329 144406 122540 40090 45244 21866 63977 72255 67087 93223 35124 72168 108140 106639 43888 81946 69512 56992 68954 12279 40959 6486 9863 70318 33163 9055 23035 45711 28414 49668 34287 shrinkage=0.0306829 Tree=6 num_leaves=47 num_cat=0 split_feature=26 17 32 11 0 0 1 17 8 11 1 0 0 17 1 29 32 9 1 14 25 11 30 9 11 17 17 1 0 0 1 0 11 17 1 11 30 17 17 1 29 32 0 30 17 24 split_gain=9284.17 4721.35 2485.31 804.52 730.72 602.631 556.318 389.571 385.628 267.317 255.991 231.271 229.482 181.795 176.153 165.692 158.396 135.771 131.911 129.287 123.869 141.066 113.109 98.9919 117.769 97.8054 97.3994 79.2757 78.8299 75.415 69.0945 68.5063 63.1933 62.9002 61.7678 58.66 56.197 55.7785 50.3679 48.5159 47.8289 47.4326 44.9544 43.1232 42.3161 41.9697 threshold=0.75716149704637636 49.421283596114385 1.5000000000000002 0.86148328119390749 45.000000000000007 45.000000000000007 586.50000000000011 43.853720841806656 441.50000000000006 0.82440973881191282 577.50000000000011 31.000000000000004 40.500000000000007 52.52692068484928 437.50000000000006 0.53788517463114927 1.5000000000000002 0.93410001763413975 556.50000000000011 20.163416030382923 1516.2500000000002 0.82540701346863099 1.0000000180025095e-35 0.92663204989731673 0.659370865270554 51.888079247368253 49.136776265084954 574.50000000000011 51.000000000000007 24.000000000000004 481.50000000000006 29.500000000000004 0.84057046731736185 43.446716688248117 3496.5000000000005 0.85001284026707757 1.0000000180025095e-35 40.788785245492313 47.041039183359679 619.50000000000011 0.15721856415347388 1.5000000000000002 51.000000000000007 1.0000000180025095e-35 39.863926262240959 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 6 13 14 16 11 17 35 33 25 30 32 -4 37 34 -15 31 21 28 38 -20 -25 -10 -21 -19 -12 -16 -3 -5 44 -1 -7 -6 -23 40 -9 -11 -8 -32 -29 -22 -2 -18 right_child=1 5 15 19 10 9 7 22 12 39 20 -13 -14 18 29 -17 45 27 23 26 43 36 -24 24 -26 -27 -28 42 -30 -31 41 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0071736127611471698 -0.0064566875005944626 -0.0009274095539395234 -0.012997361271238808 -0.00024182656353733545 -0.0085049694137510068 -0.008152529618698983 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41467 11103 1271 11179 11954 8069 7976 11230 12675 13371 50399 12231 5654 25391 2914 19660 69783 9223 7626 36054 2832 1619 963 56135 43775 29298 81368 1412 20215 2329 6669 3333 internal_value=0 0.0563294 -0.185381 -0.126703 0.13193 -0.035115 0.146433 0.168567 -0.167522 -0.0929888 -0.00283914 -0.210122 -0.0925242 -0.00142547 0.0719684 -0.389896 0.203805 -0.131939 -0.0283419 -0.00422949 0.0317141 -0.0127823 0.126078 -0.00508072 0.0105735 -0.03751 0.0745571 -0.111286 -0.111157 0.096547 0.0331468 -0.0450214 -0.0206991 -0.165868 -0.227055 -0.206803 0.0563049 0.209908 0.136822 -0.03264 0.226616 0.0458961 -0.0927871 0.121337 -0.0795335 0.0213482 internal_count=890041 682941 207100 160928 373858 309083 337535 260195 120700 113723 36323 76976 43724 195360 77340 46172 142234 69115 109842 40228 31061 20756 117961 75724 63770 27732 13723 56785 8563 61127 85518 26505 16213 46600 12330 5262 12193 137630 105286 44608 81495 71195 45606 10305 8587 4604 shrinkage=0.0306829 Tree=7 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 16 16 16 20 17 17 1 26 16 17 16 16 0 20 26 16 16 0 17 17 12 20 33 16 1 16 1 17 16 10 0 21 17 20 17 11 split_gain=15974.6 4275.76 2152.82 1888.84 933.972 906.533 395.001 359.574 325.205 275.399 270.553 211.209 98.1999 96.6682 95.5372 86.7174 82.8892 79.6058 71.6557 62.3171 53.1155 48.9566 42.1333 40.9464 39.045 36.5103 34.3014 31.2812 28.0738 27.8978 27.6439 27.3582 26.6239 26.4729 26.2961 26.1386 25.7285 24.3138 22.6993 26.765 22.0954 22.0776 21.2447 19.6456 18.4226 18.2613 threshold=212.7458052921383 1.5000000000000002 227.40672316384183 192.72694737469459 0.65461587940561705 1.5000000000000002 1.5000000000000002 90.383517858691448 234.66155500958072 220.91027885473707 164.84111803661867 203.40578898225959 230.34013296171071 0.714665254985001 44.150864580781956 79.65995505874541 364.50000000000006 0.8996735402509427 181.11188312084428 68.977323970944795 239.60803832715257 230.79112473272423 43.000000000000007 0.54037018832139272 0.71143126957803593 216.17487277802357 223.62742741327301 35.000000000000007 47.275940774546406 51.534656967018492 92.544678887547576 0.56035228235069601 2.5000000000000004 199.48981940998075 532.50000000000011 208.75472968146428 369.50000000000006 48.324149867164117 247.31590002605438 0.9878631607117111 31.000000000000004 1.5000000000000002 47.116047507824753 0.51918340297625043 50.118773171924026 0.84900142450142468 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 11 7 10 21 25 22 15 30 36 -12 28 -3 43 44 24 -10 -4 45 -8 -13 -2 37 -20 -5 -27 -6 32 -18 -30 -21 -26 -7 -11 -22 -40 -19 -14 -28 -9 -16 -1 right_child=1 4 8 5 12 13 23 17 20 26 14 19 41 -15 18 -17 31 40 27 34 38 -23 -24 -25 35 29 42 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0088983126575559145 7.386660091913112e-05 -0.012785914270806643 0.0042404472432220827 -0.00085526757779151238 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13328 451 77005 9176 9410 15655 1787 3023 10770 2720 2941 2509 18896 336 39060 80513 18470 4020 36683 37847 18830 24726 35320 36417 4998 2255 3773 26579 3992 35812 4993 39941 5255 51 2161 3140 57094 2602 23684 4033 internal_value=0 0.104595 0.126801 -0.171629 -0.243485 -0.0994944 -0.249361 -0.232276 0.187604 0.058712 -0.244105 -0.0774905 -0.0118409 -0.33529 -0.210658 -0.120096 -0.365024 -0.0223347 -0.222131 -0.0464703 0.226276 0.156992 -0.30312 -0.391955 -0.0522223 0.0245464 0.0915721 -0.195207 -0.12746 0.0382592 -0.0926576 -0.291321 -0.323328 -0.131823 0.0706823 -0.0424422 -0.375887 0.0709798 0.253837 0.315208 0.0597542 0.094597 0.104894 -0.147901 -0.256219 -0.28066 internal_count=890041 553179 520005 336862 33174 174722 162140 144792 274701 245304 137069 159809 11416 14913 87486 67331 21758 7723 78076 92478 121371 153330 49583 17348 88150 120263 125041 43622 64611 74264 6489 8969 6714 61899 4328 72495 11890 49117 44366 5306 4670 4927 75924 3053 34454 31113 shrinkage=0.0306829 Tree=8 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 16 20 17 17 26 16 17 1 16 16 16 20 0 23 0 16 0 30 17 29 6 1 1 16 17 26 16 17 16 13 1 25 17 16 split_gain=15039.8 3919.44 1911.03 1888.35 929.568 877.978 372.56 336.016 301.669 256.131 226.351 225.496 103.544 93.8957 92.0779 82.6735 82.6563 66.5779 57.1055 54.4746 51.5332 45.1897 43.0201 43.0049 40.1892 36.9618 32.6896 32.2818 25.5735 25.1338 25.1249 24.8568 24.7098 25.2852 32.7329 24.463 26.7959 23.9884 23.8572 22.8567 22.0727 21.2739 21.129 20.3133 18.505 23.8854 threshold=213.5417538354254 1.5000000000000002 192.72694737469459 227.40672316384183 1.5000000000000002 0.60696149157985069 1.5000000000000002 84.296308533178632 234.66155500958072 164.84111803661867 203.40578898225959 220.91027885473707 233.17030700830443 0.67526327458153212 44.150864580781956 79.65995505874541 0.77861957693215234 178.10663803900522 71.95493579180409 364.50000000000006 240.27508433066868 230.79112473272423 208.75472968146428 0.76876095144575418 40.500000000000007 0.66672079679549645 35.000000000000007 224.46954236239955 40.500000000000007 2.5000000000000004 49.977709752514272 0.56360393406254039 0.17054875176539394 9181.5000000000018 14915.000000000002 216.17487277802357 51.888079247368253 0.54629275411601352 198.96831601048189 47.804803163770224 245.91532098517948 31.219571492778833 532.50000000000011 8038.2500000000009 37.981198928714932 153.66853333333336 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 19 7 9 21 24 15 35 23 31 -11 30 43 -16 22 -3 -10 -5 41 -7 44 -8 -19 39 -18 -21 -4 -6 33 -22 -35 -2 -37 -24 -32 -13 -34 -12 -20 -9 45 -1 right_child=1 5 4 8 13 12 25 16 20 14 18 27 -14 -15 17 -17 28 26 42 29 32 -23 37 -25 -26 -27 -28 -29 -30 -31 38 -33 40 34 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0082308354068386779 0.00016184878508601529 -0.01250131169189714 -0.001891448120588087 0.0041176090103436508 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2555 83746 9343 17758 10027 4060 3755 25946 2743 4131 22219 302 3301 348 80489 3784 4962 20101 3086 28899 59745 2158 4266 30537 3708 28832 138 79 43082 31154 49064 28265 55490 8245 27985 3555 326 17277 3145 internal_value=0 0.104045 -0.162378 0.12543 -0.0931642 -0.233935 -0.241771 -0.225181 0.18177 -0.237719 -0.0715418 0.0597101 -0.0276958 -0.324554 -0.204949 -0.116517 -0.0399238 -0.216315 -0.0419227 -0.365856 0.219006 0.152267 -0.0465925 -0.090268 -0.295405 -0.380413 -0.195375 0.0887322 0.0243352 -0.299289 -0.123724 -0.367352 0.249739 0.0421873 -0.22571 0.0267039 0.0370686 -0.0271583 -0.129977 0.0734022 0.252902 -0.0690452 0.0774434 -0.180196 -0.271576 -0.240882 internal_count=890041 542273 347768 510003 185794 32270 161974 144663 274599 135493 169916 235404 12589 15878 86407 67468 9170 77064 102448 19681 121388 153211 98591 8529 49086 17311 51118 125262 6289 7567 64725 12123 37642 565 217 110142 74236 52848 58802 65517 37077 45743 3857 2881 28985 11708 shrinkage=0.0306829 Tree=9 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 16 16 17 20 16 17 29 17 29 16 16 16 16 16 20 17 9 5 29 16 1 8 17 17 12 16 30 29 18 29 17 16 17 6 8 1 split_gain=14123.7 3784.85 1893.04 1657.63 832.718 830.505 313.586 315.563 284.605 245.091 225.149 206.725 92.6781 87.6703 86.1842 84.6649 79.6038 61.6451 52.515 52.4229 45.1638 41.0035 40.5928 37.6486 33.2645 32.7417 32.0816 34.5621 27.7786 27.5866 26.7918 25.9512 25.3141 24.0084 23.9699 22.4877 21.7506 21.6931 21.3635 21.1678 21.1543 20.7956 33.5893 20.7813 24.829 30.0547 threshold=212.7458052921383 1.5000000000000002 227.40672316384183 190.74270072992704 0.65461587940561705 1.5000000000000002 1.5000000000000002 90.383517858691448 234.30742096252342 220.15597132589036 202.17898708856157 164.84111803661867 42.699569234920737 0.72765515105940659 229.57624338924305 75.813348182206553 0.53788517463114927 68.977323970944795 0.75089295965098046 239.60803832715257 175.92911632532787 208.75472968146428 223.62742741327301 230.18815388117463 0.54037018832139272 48.324149867164117 0.92040243869204519 74.00003814697267 0.53788517463114927 107.15282869012709 532.50000000000011 384.50000000000006 49.907767165347529 51.744111744472832 92.544678887547576 215.94924681780523 1.5000000000000002 0.60397838148937522 1.5000000000000002 1.9767526304234011 48.324149867164117 147.50033172370357 39.354186208004542 0.17054875176539394 10439.000000000002 14915.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 10 7 11 23 31 15 26 -13 28 34 25 -3 21 -9 -10 -14 -12 40 -4 -8 -5 -1 41 -7 -29 -19 -2 -22 -33 -6 -35 -18 -27 -16 -39 -11 -28 -43 44 -21 -46 right_child=1 4 8 5 14 13 24 18 19 22 17 12 20 -15 38 -17 36 30 -20 43 32 -23 -24 -25 -26 37 27 29 -30 -31 -32 33 -34 35 -36 -37 -38 39 -40 -41 -42 42 -44 -45 45 -47 leaf_value=-0.010752194139479278 -0.00099788680760776291 -0.011836440454451473 0.0038885310282723864 -0.0012717629981239321 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12634 2275 83912 10686 54472 7124 22044 3019 3460 3493 1624 403 5193 410 8947 42749 75868 86702 3655 10336 14792 374 4654 373 4492 40575 40084 28292 4707 29937 5665 48120 1822 1369 51299 8649 18815 43743 137 78 internal_value=0 0.0982685 0.119184 -0.161474 -0.228797 -0.0980145 -0.239038 -0.223251 0.176227 0.0553663 -0.0774719 -0.234928 -0.202899 -0.316283 -0.00968202 -0.122436 -0.343077 -0.0478935 -0.0234457 0.210609 -0.213798 -0.0534066 0.0832823 0.146081 -0.370118 -0.13075 -0.285436 -0.275482 -0.352148 -0.0622588 0.0616044 0.0195943 -0.196896 0.0242229 -0.0904819 0.0372352 -0.25776 -0.136508 0.083891 -0.127805 0.0642977 -0.279251 -0.262971 0.23841 0.0573525 -0.217888 internal_count=890041 553272 520017 336769 33255 185224 151545 135256 274585 245432 169291 127788 78199 15933 11399 67175 21856 102116 7468 128280 71075 97221 137853 146305 16289 63682 49589 43003 12914 747 4895 107579 49031 98804 6117 58229 7289 59825 5282 49489 61985 42256 27464 44368 625 215 shrinkage=0.0306829 Tree=10 num_leaves=47 num_cat=0 split_feature=16 20 16 16 20 30 29 30 17 16 16 30 16 16 30 17 30 16 0 30 20 9 20 1 17 16 20 17 0 29 16 17 16 16 10 9 9 30 17 17 0 29 0 17 16 20 split_gain=13258.7 3085.64 1953.82 1512.38 719.204 670.249 320.702 274.738 263.647 222.69 203.595 181.517 162.217 156.168 90.6938 78.3138 76.1635 74.7433 64.8711 58.0415 54.3112 52.6002 48.5705 42.9682 38.9033 37.9851 36.9029 36.8985 36.6489 35.9496 35.5538 32.7331 32.3596 30.0316 29.1242 28.3295 28.2392 27.0479 26.5984 24.4651 22.9041 22.3353 22.2192 20.7832 20.5694 20.0777 threshold=215.01825049416547 0.56997991444944363 195.77261897333207 228.95472184392804 0.6682669758190446 1.0000000180025095e-35 0.60397838148937522 1.0000000180025095e-35 84.296308533178632 223.28159781173366 236.2727932444914 1.0000000180025095e-35 207.4591436197654 175.92911632532787 1.0000000180025095e-35 75.813348182206553 1.0000000180025095e-35 161.99181798646183 37.500000000000007 1.0000000180025095e-35 0.70197913328348127 0.92040243869204519 0.7918426759350029 1649.5000000000002 71.95493579180409 202.17898708856157 0.77838702565104767 40.489450739594837 40.500000000000007 0.75089295965098046 245.91532098517948 98.659034414719883 232.70042830870003 220.15597132589036 0.9878631607117111 0.93410001763413975 0.94566413587741083 1.0000000180025095e-35 51.888079247368253 40.919509369366523 40.500000000000007 0.53788517463114927 35.000000000000007 46.639429486018017 211.39265409693897 0.47319250871080143 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 7 -2 11 -4 13 14 16 17 15 21 33 25 32 31 39 -11 -16 -8 -21 -7 44 43 -18 -19 -23 -10 37 -1 -5 38 -32 -20 -31 -12 -3 -15 -29 -9 -38 -6 -14 -13 right_child=1 3 4 10 12 23 8 41 29 19 30 45 24 18 20 -17 26 27 35 22 -22 28 -24 -25 -26 -27 -28 40 -30 36 34 -33 -34 -35 -36 -37 42 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0090734161314882569 0.0014754471724659885 0.0004018395948918436 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leaf_count=22266 5605 33722 10515 75080 1220 15737 7486 8190 1051 106029 78119 12258 38527 1166 1514 3670 1609 2641 4334 1675 14504 18270 9345 1909 2759 41097 9449 19688 16701 2202 8657 702 66264 49789 118 30372 2970 7187 34613 23813 8669 4146 2091 35781 43596 2935 internal_value=0 0.102905 -0.14483 0.11954 -0.0739988 -0.253167 -0.21956 -0.240367 -0.186125 0.0649328 0.17519 -0.272961 -0.0511864 -0.200063 0.0371197 -0.0829743 0.152609 -0.245778 -0.167085 0.0968076 -0.0334911 -0.246424 0.0277348 -0.348856 -0.0205647 -0.0896831 0.0726848 -0.213744 -0.230139 -0.0148813 0.211769 -0.289013 0.158862 0.0466948 0.272381 -0.195054 0.0101329 0.205535 0.0330846 -0.128224 -0.224273 -0.3416 0.0512629 -0.112926 -0.0244887 -0.369516 internal_count=890041 520925 369116 497674 189501 23251 179615 22851 110456 251191 246483 69159 166650 102142 134142 81768 152402 53966 59685 117049 16018 42457 11020 17646 84882 78098 11058 30998 34971 8314 94081 22968 141344 118124 8775 34706 7263 85306 68335 24979 28357 12336 5061 37001 82123 15193 shrinkage=0.0306829 Tree=11 num_leaves=47 num_cat=0 split_feature=16 20 16 16 31 20 17 31 16 16 16 16 26 31 33 20 33 31 17 17 16 17 31 8 16 31 0 20 16 20 16 8 16 10 9 31 29 0 17 26 16 0 12 17 16 0 split_gain=12474.8 2982.61 1675.95 1557.33 647.442 645.267 257.706 245.004 235.844 227.055 202.676 192.97 132.795 114.475 90.727 89.3956 80.9152 76.6299 74.8076 71.4859 58.7476 52.7953 51.3477 39.0371 39.0237 36.6532 35.3367 34.5359 34.1629 33.9038 33.5893 31.3673 31.1373 27.6572 26.751 25.7469 23.3661 22.9412 21.9928 22.3632 21.2295 21.1602 20.3951 20.0815 19.7873 18.6619 threshold=214.03948003216297 0.56997991444944363 192.72694737469459 228.65667300664234 1.5000000000000002 0.6682669758190446 84.296308533178632 1.5000000000000002 222.01096725693287 164.84111803661867 236.2727932444914 203.40578898225959 0.77861957693215234 1.5000000000000002 2.5000000000000004 0.73825113836877321 2.5000000000000004 1.5000000000000002 45.97403275065394 71.95493579180409 179.16965359705378 75.813348182206553 1.5000000000000002 1695.5000000000002 208.75472968146428 1.5000000000000002 43.000000000000007 0.77838702565104767 232.70042830870003 0.51918340297625043 245.91532098517948 690.50000000000011 225.80154846794167 0.9878631607117111 0.94118105900706628 1.5000000000000002 0.53788517463114927 35.000000000000007 46.556014577680465 2.2699210618597472 222.01096725693287 35.000000000000007 113.8020382004283 47.579285527598053 218.13441564109283 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 8 40 7 9 -4 14 22 17 19 29 18 25 -15 32 28 -11 38 -20 24 26 -6 -13 31 -1 -19 -5 -8 35 44 43 -32 -14 -12 -9 42 -7 -40 -2 -22 -36 -10 -3 -27 right_child=1 3 5 10 23 11 12 36 16 13 30 21 34 15 -16 -17 -18 27 20 -21 41 -23 -24 -25 -26 45 -28 -29 -30 -31 33 -33 -34 -35 37 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0076127539250973198 -0.00085556600449645452 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4786 59129 57038 5904 43767 2762 72339 59241 13433 shrinkage=0.0306829 Tree=12 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 16 20 26 17 17 0 5 16 16 23 12 16 16 17 16 12 12 26 0 17 10 16 20 0 16 29 17 12 25 29 30 30 30 17 split_gain=11732.3 3038.7 1580.31 1408.16 730.502 674.6 343.38 264.178 258.643 213.443 183.04 132.174 83.3345 72.8556 72.7104 65.6839 64.9763 52.0127 45.7013 42.0639 36.6907 35.8324 35.3024 32.9473 31.7812 35.532 30.8812 30.4875 30.2039 28.9006 28.7359 27.3143 26.2866 24.8842 22.6282 22.2307 22.0209 21.8333 21.3496 20.9462 20.7972 20.6828 24.9845 19.4655 18.7595 18.5126 threshold=214.03948003216297 1.5000000000000002 195.77261897333207 228.65667300664234 1.5000000000000002 0.60696149157985069 1.5000000000000002 84.296308533178632 173.70489764602726 221.65957266166694 236.2727932444914 206.81297571237334 227.57740935590786 0.73825113836877321 0.76802745805380024 42.699569234920737 75.813348182206553 40.500000000000007 28.998843193054203 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116773 5698 6862 56361 12062 58324 3579 2867 36736 5013 5834 1661 79630 shrinkage=0.0306829 Tree=13 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 2 20 16 0 0 29 13 14 9 13 1 5 13 26 26 16 0 16 10 0 31 21 9 1 8 29 9 13 0 13 26 16 20 29 0 split_gain=11021.8 2763.87 1618.31 1209.81 770.204 635.101 315.387 206.532 205.747 161.715 142.67 89.6461 75.4103 75.1688 64.2676 55.8081 47.908 44.8995 41.9126 38.1266 39.3801 36.9422 34.0927 33.9874 32.7852 32.0129 30.2218 27.406 26.5925 24.7356 24.2402 24.1078 23.6304 23.4033 22.7268 22.581 22.4086 21.6119 35.3236 21.2368 21.1449 28.8157 20.5421 20.1215 19.0988 18.287 threshold=215.01825049416547 1.5000000000000002 195.21028069462449 229.57624338924305 1.5000000000000002 0.60696149157985069 1.5000000000000002 175.92911632532787 223.28159781173366 206.81297571237334 236.68349250711381 39.197826086956532 0.73825113836877321 234.83076072157931 37.500000000000007 40.500000000000007 0.76697569989042402 31.120606714443124 31.166493156802247 0.94118105900706628 68.197734576769108 364.50000000000006 28.174456596374515 32.02589121743933 1.9789821392031339 0.58951291174726406 220.15597132589036 29.500000000000004 245.91532098517948 0.9878631607117111 33.000000000000007 1.5000000000000002 9.5000000000000018 0.95652687476247722 532.50000000000011 479.50000000000006 1.5195820423212243 0.94118105900706628 66.31239190536084 37.500000000000007 28.305499139624711 1.3407502288176725 225.80154846794167 0.49692909287658921 0.42021468622782093 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 18 7 11 26 17 27 15 35 22 16 21 -9 -4 43 -13 -21 -1 -7 -11 32 -8 44 -5 -12 -30 -25 -32 39 -17 -35 -6 -33 -23 -39 -19 -16 -42 -10 -3 -2 -26 right_child=1 5 4 10 12 13 25 14 42 23 28 19 -14 -15 40 33 -18 24 -20 20 -22 37 -24 30 45 -27 -28 -29 29 -31 31 36 -34 34 -36 -37 -38 38 -40 -41 41 -43 -44 -45 -46 -47 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49726 18647 133015 144020 84466 8342 57486 34762 48084 32551 22117 13234 4252 18865 14270 44587 38354 28302 128627 16042 77612 1642 shrinkage=0.0306829 Tree=14 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 26 17 29 16 0 16 16 20 17 16 26 0 16 0 17 10 16 17 8 16 17 17 12 13 1 17 7 10 1 17 16 29 split_gain=10360.2 2559.56 1596.42 1092.39 742.809 597.606 303.663 242.686 234.817 180.059 151.84 132.706 69.6755 69.4314 62.5322 59.7043 59.1551 55.8567 47.9225 41.6986 40.2433 31.6559 28.615 26.9152 26.586 25.7213 24.775 23.9388 23.7063 23.2477 21.4003 21.6257 21.304 21.0151 25.7714 20.7429 19.5291 18.9633 18.9007 18.6754 18.6529 21.1297 18.5797 17.9497 21.0085 17.9229 threshold=215.47129311118428 1.5000000000000002 195.77261897333207 229.57624338924305 1.5000000000000002 0.65461587940561705 1.5000000000000002 90.383517858691448 173.70489764602726 223.62742741327301 208.75472968146428 236.68349250711381 0.714665254985001 79.65995505874541 0.76802745805380024 42.699569234920737 0.51919038535035245 230.34013296171071 29.500000000000004 202.17898708856157 189.30254194751186 0.55048089273420409 71.95493579180409 220.15597132589036 0.53690789537582939 29.500000000000004 245.91532098517948 35.000000000000007 51.534656967018492 0.9878631607117111 153.66853333333336 45.168599959745571 479.50000000000006 153.66853333333336 37.752845172804868 48.774351519798437 78.887824638055193 23.860014139882257 544.50000000000011 46.639429486018017 -51.340192794799798 0.84971754540618971 4473.0000000000009 45.075261454807276 226.58750955278944 2.3452799459160474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 16 7 8 18 23 13 25 32 19 -9 -10 -3 -7 33 39 27 -8 24 28 -12 -5 -13 37 -2 -28 -20 -32 -6 -1 -35 -25 -21 -17 -15 -4 41 -16 -18 -11 -45 -38 right_child=1 5 4 11 12 17 21 14 15 43 22 26 -14 38 40 20 42 -19 30 36 -22 -23 -24 35 -26 -27 29 -29 -30 -31 31 -33 -34 34 -36 -37 45 -39 -40 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75.813348182206553 0.68012978221159737 0.8996735402509427 364.50000000000006 68.977323970944795 240.27508433066868 79.33147545195115 178.10663803900522 48.324149867164117 43.000000000000007 33.000000000000007 230.79112473272423 92.544678887547576 1.5000000000000002 0.65531488508932767 532.50000000000011 35.000000000000007 469.50000000000006 1.0000000180025095e-35 40.745689014324235 1.5200979641138714 224.46954236239955 48.324149867164117 208.75472968146428 0.35231612171423426 -72.73852157592772 0.17054875176539394 10439.000000000002 14915.000000000002 26.266659157563012 0.54037018832139272 45.528171842306982 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 17 10 7 11 25 24 14 23 -13 -6 22 -7 -9 -3 20 45 -12 -14 -5 -1 33 -4 -15 -19 -8 -20 -23 -26 -33 -2 -34 36 -11 -22 -24 -18 41 -21 -43 -40 -29 -10 right_child=1 4 8 5 13 15 28 16 19 35 18 12 21 26 -16 -17 39 27 29 40 37 30 38 -25 31 -27 -28 44 -30 -31 -32 32 34 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0.53788517463114927 227.24849994642668 0.73825113836877321 0.8996735402509427 68.977323970944795 182.00195694716245 243.21590765195657 0.71143126957803593 231.1203954251321 22.000000000000004 49.977709752514272 28.00000095367432 0.65461587940561705 92.544678887547576 0.17054875176539394 532.50000000000011 2.3452799459160474 0.56360393406254039 1.0000000180025095e-35 1.4479296972403268 52.621733883359411 224.46954236239955 0.64208172962698995 1.3268875797574899 208.75472968146428 0.51919038535035245 0.96462496676511322 49.629015743450488 49.500000000000007 -71.476081848144517 9181.5000000000018 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 14 7 11 22 25 13 23 -13 24 -3 -7 39 -9 21 -14 -10 -12 -4 -1 -5 -2 -8 -17 44 -20 38 -11 40 -34 -16 41 -26 -38 -23 -6 -27 -33 -35 -19 -22 -21 right_child=1 5 8 4 16 15 26 17 20 31 18 12 19 -15 34 27 -18 43 29 45 28 30 -24 -25 36 32 -28 -29 -30 -31 -32 35 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101941 65657 117929 97061 156669 49602 64308 120190 16371 6222 17816 4880 79492 125192 84480 10250 7473 119577 57977 46388 78156 13020 74230 62359 3083 4474 313 31139 shrinkage=0.0306829 Tree=17 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 23 16 17 32 16 16 16 26 21 17 17 23 29 12 16 17 17 16 0 16 29 0 16 31 29 25 16 26 13 9 13 17 16 1 5 29 16 17 16 17 10 split_gain=8619.98 2396.03 1250.59 912.283 468.048 429.479 200.044 191.81 161.822 148.565 126.13 115.348 86.7204 68.0877 67.6371 67.5157 50.5447 48.5561 39.4497 38.1068 29.7099 29.4097 28.153 26.7214 25.0352 24.2225 25.4147 23.8531 20.2715 19.6656 19.4379 19.2322 19.0298 19.198 18.9941 18.7349 18.4025 18.2914 18.1788 17.8715 17.4164 16.8926 16.684 19.7153 16.3078 16.1723 threshold=211.66977924992921 1.5000000000000002 226.75531458890859 189.30254194751186 1.5000000000000002 0.67378525607803852 234.13046440065349 90.383517858691448 1.5000000000000002 220.15597132589036 202.17898708856157 164.84111803661867 0.77861957693215234 1.5000000000000002 45.97403275065394 75.813348182206553 0.65921121262934912 0.51919038535035245 95.716251762801392 238.48074588335331 75.813348182206553 47.355605409391607 230.18815388117463 43.000000000000007 179.16965359705378 0.53788517463114927 33.000000000000007 224.46954236239955 1.5000000000000002 2.3452799459160474 4652.7500000000009 223.62742741327301 2.155725122302663 26.266659157563012 0.94566413587741083 68.197734576769108 48.324149867164117 227.40672316384183 691.50000000000011 117.00054168701173 1.4479296972403268 247.31590002605438 37.981198928714932 147.50033172370357 47.116047507824753 0.9878631607117111 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 10 17 22 8 11 25 15 23 39 37 -13 21 -6 -3 -12 -8 29 -5 -4 42 -16 -2 -27 -15 38 -20 -19 36 33 -23 -14 -36 -11 -7 -28 -9 -30 -21 43 -1 -33 -43 right_child=1 5 6 4 16 13 19 12 -10 31 18 14 34 27 24 -17 -18 30 20 41 -22 32 -24 -25 -26 26 28 -29 40 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72068 73644 15471 20836 89152 131629 42421 69727 156538 49554 59701 120357 113368 10850 57903 40007 6008 124293 66290 65276 5238 3577 61880 2669 52746 3376 5157 57737 31129 12360 62413 5291 shrinkage=0.0306829 Tree=18 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 2 26 17 0 1 16 12 9 13 29 16 26 17 17 0 16 13 9 11 16 0 13 14 0 12 29 29 16 17 28 10 0 split_gain=8102.36 1983.78 1242.83 846.984 577.391 476.25 237.699 197.366 180.843 136.97 119.913 106.307 58.5237 57.0056 56.0961 53.781 52.7095 39.9917 33.8465 33.7071 31.1744 28.6889 27.1525 26.3518 25.9789 25.9523 24.1807 23.2604 22.9701 21.7768 21.5935 21.1241 20.752 20.0326 19.3225 19.0122 18.7689 19.2478 18.5823 18.4228 17.398 17.3659 17.2364 17.2157 17.0891 16.7604 threshold=215.47129311118428 1.5000000000000002 195.77261897333207 229.57624338924305 1.5000000000000002 0.60696149157985069 1.5000000000000002 84.296308533178632 173.70489764602726 223.28159781173366 208.75472968146428 236.68349250711381 0.73825113836877321 79.65995505874541 29.621665582303191 0.79787936704235662 49.490416116033025 29.500000000000004 1649.5000000000002 185.48804648588825 77.976659402887037 0.93410001763413975 23.610355773368667 0.56360393406254039 235.00970876328478 1.9789821392031339 71.95493579180409 40.919509369366523 29.500000000000004 245.91532098517948 25.273848391989091 0.94566413587741083 0.85610110606920031 202.17898708856157 45.000000000000007 68.197734576769108 19.338358005281105 48.000000000000007 83.805086527633236 0.58082775453487001 1.5547153578018105 153.66853333333336 39.184174687211588 3584.5000000000005 0.9878631607117111 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 18 7 8 17 36 13 28 38 20 -7 -9 27 32 -3 -18 -4 -19 -23 -8 -16 33 30 -10 -5 -13 -12 -17 41 -22 -27 -33 43 -38 -6 -11 -39 -1 -43 -2 -31 -41 right_child=1 5 4 11 12 14 23 15 16 39 26 29 -14 -15 24 31 19 21 -20 -21 25 22 -24 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179712 228644 16454 99138 11945 9743 81431 69648 18195 66493 95952 41284 34509 18936 8142 74444 80574 14938 144159 84485 78309 6670 28364 72511 1933 4839 126809 110013 13388 128524 16374 24703 14674 16796 8409 122892 shrinkage=0.0306829 Tree=19 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 16 12 26 17 17 0 26 14 20 0 0 9 16 23 26 29 9 26 29 5 17 11 17 20 9 0 6 0 17 17 12 4 8 16 split_gain=7587.37 1933.78 1070.09 872.069 492.629 441.573 222.811 183.193 172.118 126.005 123.515 91.7473 60.1208 51.5024 50.4026 49.3548 38.4681 38.0171 34.3478 31.7066 29.9715 28.9827 27.8081 27.4719 26.4072 25.266 24.5337 23.8045 22.7324 20.7605 20.4705 22.6496 19.8535 19.7624 19.4995 19.423 19.4065 19.9705 19.1339 17.9854 17.6624 17.3793 17.023 15.9506 15.9359 15.9031 threshold=214.52832620540164 1.5000000000000002 195.77261897333207 228.50248286112222 1.5000000000000002 0.5892364115102503 1.5000000000000002 84.296308533178632 173.70489764602726 235.00970876328478 222.37334210617448 204.63187874863686 233.17030700830443 91.737067042972697 0.76802745805380024 42.699569234920737 71.95493579180409 29.500000000000004 0.66200664615103288 31.166493156802247 0.76876095144575418 35.000000000000007 35.000000000000007 0.93410001763413975 243.21590765195657 0.66672079679549645 0.6050213230548368 0.49822567768030973 0.93513645320521699 0.84713647761453836 1.5742882839562242 29.353691101074222 75.813348182206553 0.84638349028250859 51.036406400314938 0.82065079433500498 0.94566413587741083 35.000000000000007 0.17054875176539394 29.500000000000004 54.177434660323705 46.556014577680465 113.8020382004283 22.999998092651371 564.50000000000011 225.80154846794167 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 19 7 8 17 39 29 16 20 -6 -9 -10 41 33 -13 -3 -7 27 32 -19 -11 -8 -25 -17 -24 -2 31 -23 -20 -1 -31 -15 -16 42 43 -5 -30 -4 -38 -26 -18 -12 right_child=1 5 4 9 13 12 25 14 15 24 45 18 -14 35 36 21 44 23 22 -21 -22 30 28 26 38 -27 -28 -29 40 34 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0056044961940735008 8.101204610985262e-05 -0.0085864495289485823 0.00055730038337075826 0.0036846087203627753 -0.0084487843402189806 -0.0041655191301636094 -0.0087949293360018461 -0.0040675081062671566 -0.0005128004605023795 0.0046322756027810915 0.0018783171069976724 -0.0021731238756102465 0.0023545074761820977 -0.0059382079166800826 -0.0018854302493495614 -0.0050015190641896712 -0.0044991152777594211 -0.00848553591768819 -7.2208718489524438e-05 -0.0048394124551788152 -0.00051250837530299675 -0.0053185623354712408 -0.0036518621898235597 -0.0073275249852252332 0.0092432705620775334 -0.0059307964095166345 -0.0056672193720097167 -0.0030851465070272375 -0.0014834233298583893 0.00052918071637569821 -0.0071869828734835431 -0.0038662865707005212 0.003231989593613357 -0.0034141428953832083 0.0014142032874290985 -0.0021204125115869589 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497019 181979 31222 179821 160932 151185 251482 245537 166622 12737 15357 9747 81445 61103 69740 105519 18485 8563 77864 91983 41362 114617 18889 34548 34275 50432 123344 43589 40633 41551 28378 95944 6025 6876 4997 17809 136865 47558 57671 2887 310 3432 122193 shrinkage=0.0306829 Tree=20 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 16 17 32 16 16 16 20 17 17 2 20 20 12 16 26 17 17 9 29 16 16 2 30 17 16 29 29 16 17 29 17 16 16 17 20 26 29 13 16 17 split_gain=7141.78 1975.1 1036.88 762.674 438.062 391.085 169.57 161.334 135.144 124.047 100.745 100.091 76.4643 58.407 58.1227 48.0122 47.0956 43.461 35.4616 33.6035 27.8887 27.1137 25.9781 24.3377 22.0473 21.6693 21.0979 19.1017 18.8989 18.6939 17.9919 17.4836 20.8033 17.1407 16.7221 16.5662 15.9645 16.8156 15.89 15.6738 19.5517 15.3133 14.9598 14.9574 14.4742 14.0192 threshold=211.66977924992921 1.5000000000000002 226.75531458890859 189.30254194751186 0.6615075800423641 1.5000000000000002 233.95842868439107 90.383517858691448 1.5000000000000002 220.15597132589036 202.17898708856157 164.84111803661867 0.56035228235069601 79.65995505874541 46.475061686083478 42.739935587761686 0.49692909287658921 0.74330864737051583 95.716251762801392 238.48074588335331 0.8996735402509427 68.977323970944795 49.977709752514272 0.88870890769259014 0.51919038535035245 230.79112473272423 179.16965359705378 43.877976190476197 1.5000000000000002 52.300507369133179 216.17487277802357 0.61890680690474531 1.3268875797574899 231.74774013772179 44.979168299797941 2.3452799459160474 47.734066090197281 223.62742741327301 228.81048559503208 45.528171842306982 0.99999291111961786 1.8793326386963769 0.50840338508123761 38.123102971502405 247.31590002605438 40.180042599500602 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 16 10 25 8 11 24 13 23 -9 22 45 -6 28 42 -12 39 -14 35 -5 -1 -2 34 -16 -25 -3 41 -31 -24 -33 -17 -4 -20 -11 -38 -18 -8 43 -26 -7 -41 -21 -13 right_child=1 4 6 5 15 17 19 12 -10 36 18 14 20 -15 26 33 38 -19 21 44 -22 -23 31 27 29 -27 -28 -29 -30 30 -32 32 -34 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.0086065636194451525 -0.0013784126205245437 -0.0055859483741243793 0.0019199572543066618 -0.0011384988502833294 -0.0023791412867127121 -0.0085768656920501268 0.0042178167667426218 -0.0076359748645828665 -0.0083644985561621265 0.0010956124256037891 -0.0017423486574364257 -0.0012935105721313676 -0.0023533716541079934 0.0013278097902839987 -0.0055603295110428965 -0.00014766118483571793 -0.0063027657446248228 -0.0034498035508660416 -0.00064333988141947597 0.004981019963680995 0.0015832396031377101 0.0019955212095285097 -0.0041478616976351893 -0.0062142002279596941 0.00015886076883654804 0.003498721399141837 -0.0043885099719947942 -0.0031120456463271345 -0.0087125812835597977 0.00043093405971010367 0.0015518924718701541 -0.0025999749164001677 -0.0044569674218464554 0.0030557846266184483 0.0029791899775911657 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567065 532747 322976 34318 178217 288120 144759 136132 244627 162773 121746 8627 73656 72111 11452 22866 15444 89117 135059 7171 42387 70405 49635 120392 153061 58613 45734 16986 113929 57364 63160 51441 6357 86257 38695 124235 96668 5880 77333 1453 56565 12714 183 57726 13498 shrinkage=0.0306829 Tree=21 num_leaves=47 num_cat=0 split_feature=26 17 30 0 11 0 1 20 2 17 9 1 1 1 20 9 0 11 17 11 30 14 0 29 1 0 1 0 25 17 0 0 1 9 20 1 30 29 1 17 14 29 0 14 29 21 split_gain=3950.4 1849.5 734.79 365.272 361.589 300.853 272.908 206.429 147.021 129.442 125.875 109.718 108.125 101.642 78.3004 74.1481 70.4685 69.9284 78.2904 64.3737 63.7366 63.4115 57.1725 49.5574 48.8017 45.3672 43.4435 42.9565 42.6837 41.9167 37.6761 35.5194 34.9369 43.2783 33.8419 33.7758 31.8371 31.6976 30.1345 28.9409 28.7384 26.7037 25.0777 24.5095 23.9559 23.3715 threshold=0.73515615265653755 49.421283596114385 1.0000000180025095e-35 45.000000000000007 0.85443087645783844 46.500000000000007 637.50000000000011 0.5892364115102503 15.295875420875422 43.244266475046707 0.93410001763413975 577.50000000000011 469.50000000000006 461.50000000000006 0.56035228235069601 0.94038048091132753 26.000000000000004 0.65332090711401059 52.673495763668363 0.84385673486040691 1.0000000180025095e-35 19.815791517660283 52.500000000000007 0.57258611633912559 380.50000000000006 35.000000000000007 694.50000000000011 28.000000000000004 1995.2500000000002 49.136776265084954 22.000000000000004 26.000000000000004 2146.5000000000005 0.94670474683888373 0.714665254985001 3809.5000000000005 1.0000000180025095e-35 0.15721856415347388 385.50000000000006 50.888342943582117 76.139322092198583 0.18144310602967201 28.000000000000004 23.070453399623847 1.5195820423212243 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 6 8 12 13 -4 16 14 35 -5 -3 30 -8 31 24 -17 -19 26 -11 25 32 -18 -1 41 -12 -15 -24 -23 -2 -14 33 -13 -22 -7 37 -16 -10 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0.6615075800423641 1.5000000000000002 90.383517858691448 234.13046440065349 220.15597132589036 1.5000000000000002 202.17898708856157 161.99181798646183 0.56035228235069601 42.095628133205118 75.813348182206553 226.26713178937476 0.49822567768030973 0.78312255645096951 31.420825263811516 239.31135990675654 68.977323970944795 40.500000000000007 0.8996735402509427 49.977709752514272 0.88367406643497326 0.42021468622782093 33.000000000000007 1.5000000000000002 1.5000000000000002 23.860014139882257 51.036406400314938 107.15282869012709 73.004028320312514 147.50033172370357 39.184174687211588 -71.476081848144517 224.46954236239955 47.804803163770224 29.500000000000004 0.95562282839015411 0.9285921513025327 0.93460513065294559 582.50000000000011 47.116047507824753 28.427728405527507 1.3268875797574899 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 10 9 38 25 11 14 24 -8 -13 23 -6 -3 -7 -12 -9 -20 29 -14 -5 -1 -2 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0.0976524 0.0891561 -0.170735 -0.0964842 0.0295943 0.0694407 -0.0934697 -0.0827303 internal_count=890041 567133 532765 322908 34368 178338 144570 274517 258248 135963 162880 121608 8607 78115 73665 11485 22883 15458 89215 131580 55550 69984 7150 69765 43493 120379 116311 8689 6578 36156 58814 40102 1941 38161 23300 4413 137869 78141 142937 506 33828 62504 3900 59728 60266 41056 shrinkage=0.0306829 Tree=23 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 12 12 17 17 23 16 17 1 12 16 20 17 16 17 9 17 16 20 17 23 1 16 17 9 13 27 16 16 16 22 20 11 17 16 split_gain=6054.13 1476.15 948.29 623.825 430.966 346.806 168.988 150.723 140.391 109.207 90.5015 71.9278 52.4344 45.4765 43.11 42.9299 32.4892 30.2906 40.4122 26.9709 24.8263 23.5044 21.8527 21.7456 20.8773 20.102 19.9051 17.857 19.0312 17.6535 17.2544 16.8713 16.4678 15.3098 16.5756 15.154 19.9564 14.8619 14.7307 14.6622 14.622 14.3597 14.1875 14.1295 14.0679 12.9797 threshold=215.47129311118428 1.5000000000000002 195.77261897333207 230.03501856912621 1.5000000000000002 0.5892364115102503 1.5000000000000002 84.296308533178632 173.70489764602726 223.62742741327301 208.75472968146428 237.52748992515833 101.71625176280138 89.816756826189717 40.919509369366523 79.65995505874541 0.86889852028340353 147.50033172370357 39.354186208004542 1649.5000000000002 77.976659402887037 236.68349250711381 0.80455613895842248 54.338991770785995 189.30254194751186 49.907767165347529 0.95215509484693239 49.836375222040793 218.55684879100821 0.81245067805432281 45.075261454807276 1.8668014320212343 417.50000000000006 233.00691032755751 42.815421915878687 0.94566413587741083 75.998377518311983 33.500000000000007 226.91744421906697 199.48981940998075 247.31590002605438 2965.2500000000005 0.75942487845515305 0.79966744621917052 47.734066090197281 107.15282869012709 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 19 7 8 17 27 15 33 -7 -6 -10 20 26 45 -19 -3 44 42 -8 -12 25 -16 -9 -2 -29 -15 -11 37 -17 34 -5 41 -37 39 -32 -22 -13 -18 -14 -20 -4 -1 right_child=1 5 4 11 13 12 22 16 14 30 23 40 21 29 24 32 35 18 43 -21 31 -23 -24 -25 -26 -27 -28 28 -30 -31 38 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0043638774740976131 0.00041580322237931344 -0.0076085469849727864 0.00073154319756377976 0.001745039141462907 -0.0075705053730392505 -0.0035707231331333672 -0.0076429980225104612 -0.0065497210192242625 0.00035985604235219465 0.001188958802766486 -0.00067334843047374426 0.0044613317383687852 -0.0024690873815398362 -0.0053128222731287983 -0.0029657514187681248 -0.011588832917048627 -0.0041865069490478121 -0.0035141799830939223 -0.0059935189380140213 -0.0038258101887712827 -0.0023890562708691445 0.0033337543564397791 -0.0040461976868379351 0.00037188122712860549 -0.0031189936485456799 -0.0044738665461214588 -0.0014286639808281344 0.00066738232363330343 0.0015598267783350206 -0.0018698362064357374 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0.0562006 -0.0474246 0.0755423 -0.0502505 0.149467 -0.0499859 -0.00647738 -0.181882 -0.0882186 -0.213756 internal_count=890041 513861 376180 483757 196346 30104 179834 160858 151109 265315 179849 218442 12366 16497 81563 99157 9749 69546 50897 17738 95949 8708 18976 80692 79084 48648 3380 133232 92455 6721 132083 74364 3208 147345 63541 6369 4442 72711 117790 69977 71097 1927 6229 39383 21585 18649 shrinkage=0.0306829 Tree=24 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 32 16 16 20 17 17 16 20 20 12 16 26 0 17 17 9 5 16 1 12 29 0 17 30 0 30 7 6 4 30 29 30 30 29 29 16 15 split_gain=5696.77 1556.42 806.545 610.558 335.448 308.056 132.607 119.622 107.968 104.905 82.5474 80.5732 60.7242 51.0357 46.2999 41.8848 39.2226 34.6457 28.623 25.9094 24.3813 23.8992 22.9962 21.5893 21.3235 29.7395 22.0938 19.4381 19.4147 18.4598 19.216 18.0606 17.1283 16.9891 16.6661 16.594 16.4515 16.8273 15.7233 15.4485 15.441 20.8393 15.7942 14.878 14.8517 14.7985 threshold=211.66977924992921 1.5000000000000002 227.24849994642668 189.30254194751186 0.6615075800423641 1.5000000000000002 90.383517858691448 234.13046440065349 220.15597132589036 1.5000000000000002 202.17898708856157 161.99181798646183 0.51918340297625043 41.595952173584855 75.813348182206553 226.26713178937476 0.49692909287658921 0.81245067805432281 95.716251762801392 240.64486260454007 0.8996735402509427 40.500000000000007 75.813348182206553 49.977709752514272 0.92364418723743669 75.000194549560561 107.15282869012709 380.50000000000006 92.544678887547576 0.42021468622782093 33.000000000000007 50.964341446515455 1.0000000180025095e-35 33.000000000000007 1.5000000000000002 -72.73852157592772 0.17054875176539394 22.9450798034668 1.0000000180025095e-35 1.6204662671483161 1.0000000180025095e-35 2.5000000000000004 1.4885130776448512 0.66948045448144711 228.18334200884905 0.35231612171423426 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 10 9 32 29 11 14 24 -8 -13 23 -6 34 -7 -12 -9 -14 27 40 -5 -1 -26 -27 -15 -17 -2 -31 -32 -4 -10 -3 -22 37 -21 -35 43 -20 42 -42 -23 -18 -25 right_child=1 4 7 5 15 17 12 19 33 -11 18 13 20 21 -16 28 44 -19 22 36 35 39 -24 45 25 26 -28 -29 -30 30 31 -33 -34 38 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.0073563523391700636 -0.0016783680417845023 -0.0047959089443720786 0.0028830179942589498 -0.0010166040402575076 -0.0023495140790045126 -0.0067725506687135745 -0.007156429496153539 0.003822862476547281 0.0018892068163725289 -0.0074447643752764067 -0.0015529727005669878 -0.0016601134792882017 -0.0021662553356182105 -0.0045419198164135853 0.00082655158315928152 -0.0030137675800458838 -0.0056298989229083612 -0.002512774581453187 -0.00036635769770244642 0.0078762109339263527 -0.0063985694624744257 -0.0057956944787546025 0.0024536304673569379 -0.0052839966412889985 -0.0055654138553477761 0.006082775199467331 -0.0051197428046623325 -0.0031292382224599471 0.002024117486958371 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threshold=215.47129311118428 1.5000000000000002 195.77261897333207 230.03501856912621 1.5000000000000002 0.63985657230521353 0.60397838148937522 79.65995505874541 223.62742741327301 208.75472968146428 1.5000000000000002 175.92911632532787 237.99789789789793 29.621665582303191 89.816756826189717 75.813348182206553 37.500000000000007 29.500000000000004 0.92040243869204519 0.49692909287658921 0.79787936704235662 550.50000000000011 15.295875420875422 54.338991770785995 1.4885130776448512 29.500000000000004 43.000000000000007 1.5000000000000002 0.94330148844615103 1.9789821392031339 0.15721856415347388 50.188027467647281 160.53133241600736 30.961674967182763 0.64855978048100293 237.74836617950777 44.979168299797941 52.621733883359411 42.223611719165838 218.55684879100821 0.81245067805432281 35.000000000000007 49.629015743450488 113.8020382004283 33.000000000000007 172.44378310257329 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 19 10 11 31 15 17 18 25 -7 -6 22 38 32 -8 37 27 -17 29 44 -18 -5 -20 -9 -22 34 -10 -2 33 -1 -4 -15 -32 -3 -13 -33 -16 43 -34 -30 -11 -19 right_child=1 5 4 12 14 13 7 20 30 23 -12 16 -14 35 40 21 24 45 26 -21 28 -23 -24 -25 -26 -27 -28 -29 41 -31 36 39 42 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0053488272848587499 0.00043448912309803462 -0.0073593201892965272 -0.0029961976080568561 0.0034388926178617043 -0.007125864094961242 -0.0028461140817037786 -0.0066708446012608124 0.0048258723372179386 -0.0087302319125995998 -0.00013347271328451726 -0.007445653150343714 0.00064242205179577939 0.0043807574946083967 0.00027050998523845153 -0.0050526782082476705 -0.0047747930857816728 -0.0036312962869978821 -0.0062335053554803035 -0.0037720808091443706 -0.0042323156059492625 -0.0018080177720992583 0.0021085111234997295 -0.00108916197001264 0.00037546716397068961 -0.006075858350303393 0.0026303054755521743 -0.0052106102412005336 -0.0044723892082534607 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12.9981 30.3736 threshold=215.47129311118428 1.5000000000000002 198.47299699559252 229.57624338924305 1.5000000000000002 0.58043735555259079 0.64208172962698995 79.65995505874541 223.28159781173366 1.5000000000000002 175.92911632532787 236.68349250711381 208.75472968146428 101.71625176280138 160.53133241600736 89.816756826189717 33.000000000000007 0.92040243869204519 75.813348182206553 0.9387429895642122 39.354186208004542 1649.5000000000002 1.5000000000000002 0.72344402845926969 0.93959988095971114 235.00970876328478 108.236538197408 54.338991770785995 31.000000000000004 50.188027467647281 29.500000000000004 43.000000000000007 15.295875420875422 45.075261454807276 28.182029921640101 1.9789821392031339 0.96048242032279652 244.82815884974681 0.9878631607117111 722.25000000000011 0.81245067805432281 218.55684879100821 0.95673520531187284 225.80154846794167 0.95215509484693239 186.05382386916241 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 12 21 9 10 29 14 17 30 18 -7 26 -6 -12 -8 32 -18 -16 -3 42 -24 -25 -15 44 -14 -22 -2 -5 -19 35 -10 -20 -4 41 -13 -39 -21 -17 -31 -9 -35 -1 -46 right_child=1 5 4 11 15 13 7 22 33 -11 16 37 27 25 20 40 19 31 34 39 28 -23 23 24 -26 -27 -28 -29 -30 36 -32 -33 -34 43 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.0070961667872465077 0.00033696012124473585 -0.0069468283146647226 -0.001751572844845731 0.0032139297668483677 -0.006899503390334843 -0.0032756566034739202 -0.0065322231395125181 0.0040989318788249764 0.00081928629942408493 -0.0071370758997458834 -0.0020398220762243078 0.0039308186957662233 -0.00061515584094587342 -0.00035142085778227167 -0.0012252247050932908 -0.0047445978353437435 -0.0053737038500106648 -0.0035431693949230869 -0.0076548280148712117 -0.0035899408755097973 -0.0036290135878484574 -0.0033959668548458563 -0.0064039947887115749 -0.0034987842130078553 0.0008986739582699546 0.0027952816654954345 0.00015747959365206121 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0.0275905 0.097904 -0.137072 -0.0478721 0.0632339 0.0467771 -0.0593145 0.0364516 0.133397 0.167246 -0.10428 -0.122957 0.0379858 0.117428 0.066751 -0.190192 -0.176791 internal_count=890041 514083 375958 483970 178487 30113 197471 116949 255402 80522 107196 228568 163650 12648 64964 14837 68788 38408 83068 44515 40834 17465 9753 8401 7635 8858 24130 80582 38105 126818 144091 31313 79772 128584 3296 50392 82697 84477 11411 38564 6022 81656 1352 117292 23610 17803 shrinkage=0.0306829 Tree=27 num_leaves=47 num_cat=0 split_feature=26 17 32 11 14 17 9 2 2 30 11 20 11 13 20 14 2 12 12 10 20 20 28 21 17 30 12 17 11 17 17 11 1 17 11 2 28 9 14 2 26 25 20 20 2 2 split_gain=2813.56 1267 614.463 251.912 238.788 160.552 131.75 117.406 113.435 82.7 75.4616 68.9227 67.7031 53.2359 52.5979 49.4259 49.4164 45.2991 41.8292 40.0001 34.2758 33.5585 32.4231 32.1841 31.9294 31.9067 31.8423 30.959 28.5633 31.0049 28.2147 23.0224 22.5029 21.8671 21.5987 19.8152 19.712 18.8469 18.6809 18.4784 17.2411 17.2128 17.072 16.9087 16.3292 16.1872 threshold=0.73515615265653755 49.421283596114385 1.5000000000000002 0.84900142450142468 20.296858528723174 44.251312640834435 0.92663204989731673 18.752358490566042 15.295875420875422 1.0000000180025095e-35 0.841369187324437 0.55048089273420409 0.86843337275773724 30.400208607427441 0.5299475937773811 20.102021667771393 39.688577586206904 78.402543263816625 83.805086527633236 0.90232558787646566 0.80044563788710188 0.74851009724323603 1039.2500000000002 9.5000000000000018 39.523983605152786 1.0000000180025095e-35 97.473611075682101 52.52692068484928 0.659370865270554 52.60056345406489 49.696106192569673 0.93986005717346111 380.50000000000006 50.888342943582117 0.64668709612646491 25.715838509316772 718.25000000000011 0.95562282839015411 9.3297872891233045 10.504716981132077 1.4093763909294661 660.25000000000011 0.70197913328348127 0.56997991444944363 32.508620689655181 19.504716981132081 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 10 11 19 12 17 26 24 -6 13 -8 -4 31 18 36 -13 42 -9 -11 -21 27 -2 -20 -7 -15 37 -30 -17 39 -10 -34 -29 -26 -1 -22 -12 -5 -23 -25 -3 -19 -44 -16 right_child=1 6 14 15 5 9 7 20 32 21 38 16 -14 23 45 30 -18 43 25 22 28 40 -24 41 35 -27 -28 34 29 -31 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 -42 -43 44 -45 -46 -47 leaf_value=-0.003999420426229354 -0.0038689884205749393 -0.0056303347330568347 -0.0069067744048732938 -0.0019880280664483687 -0.0043778322628840105 0.0012667149217911663 -0.001970662592867854 -0.0018368506913657853 -0.0025905441651624009 -0.0041311064352996313 -0.0088546463793558478 -0.00055733576744665413 0.00046014601689754259 -6.3848977296848038e-05 -0.0055069116469816069 0.0021383155367604464 0.0036031731794594598 -0.0063573339785307657 0.0028792825493370094 -0.0057238570005185467 0.00057701254581902194 0.00088207697719075223 -0.0021284538454871956 -0.00036873258108380036 -0.0015652352740683781 0.00071197592418137693 0.0022320415606129 0.00069784227976422107 0.0010802635575599415 -0.0001477131376117569 -0.00059264090072124419 0.0014866381673999589 0.00032051735554101268 -0.0018447714659182849 -0.0013615466079215986 0.00070154699579228386 -0.0055463830949396007 0.0028157781588863625 0.0012999249737346396 -0.00037048450834702319 -0.0013924035414555674 0.0023272956296386533 -0.0022184287033924304 -0.0024292960969440457 -0.00046527297446170092 -0.0028855637280060377 leaf_count=42811 4025 986 36421 17750 1180 48599 41939 5353 11364 2005 172 3847 34800 32713 4723 8826 83674 1085 82110 5144 5880 9277 4365 4163 11046 6935 95160 5180 37883 39583 5971 2903 8192 9463 64421 5408 9470 8896 20306 10631 4741 4800 12167 20999 8493 4181 internal_value=0 0.0297144 -0.106267 -0.0753379 0.068768 0.0775177 -0.0169485 -0.0102128 -0.102747 0.0545145 -0.00333819 0.0981961 -0.0248202 -0.0338639 -0.208259 -0.0138456 0.0998059 -0.123439 0.0839282 -0.0786976 0.0179283 -0.0136306 -0.132759 -0.0224205 -0.046261 0.0883389 0.0621097 -0.027454 0.0224428 0.0147575 0.0337745 -0.0363695 -0.0497204 -0.0273791 -0.0393796 -0.0267316 -0.13948 0.0627346 0.0395867 -0.0450456 0.00367728 0.0350386 -0.0549486 -0.0854641 -0.0488134 -0.139362 internal_count=890041 695251 194790 149465 378485 337528 316766 285611 103384 159782 40957 177746 188016 153216 45325 46081 176566 74365 92892 31155 97595 16023 9509 111277 20479 89045 143759 102314 92242 77466 14797 31284 29019 17655 69601 16454 52281 14776 20478 28381 14018 8963 21646 22084 20660 8904 shrinkage=0.0306829 Tree=28 num_leaves=47 num_cat=0 split_feature=16 30 16 23 16 26 17 30 16 16 16 16 16 17 26 29 0 13 0 12 17 0 26 16 26 30 29 23 29 14 26 1 7 17 0 12 17 29 17 0 17 0 5 7 17 8 split_gain=4571.77 895.722 574.496 572.181 504.819 156.173 112.566 95.6902 91.5078 75.9043 69.4653 60.6003 57.678 43.167 43.0157 39.9253 31.6411 27.6801 24.7544 22.7501 22.309 21.5013 22.9402 20.2277 19.4645 19.0099 18.2949 17.6643 17.5573 17.194 17.0854 16.9521 16.5788 16.2486 16.1806 16.0039 15.5821 15.5473 15.2981 14.8397 14.7933 14.6138 14.5698 14.2155 14.4173 13.4267 threshold=211.66977924992921 1.0000000180025095e-35 227.24849994642668 0.67378525607803852 188.54773886105596 0.62752983066419443 98.659034414719883 1.0000000180025095e-35 235.90693293414256 218.75437321501431 161.99181798646183 203.40578898225959 223.97572152119812 71.95493579180409 0.8996735402509427 0.52878537014662685 35.000000000000007 24.476869144860078 40.500000000000007 95.473611075682101 55.319142079321651 33.000000000000007 2.2699210618597472 232.23698844637698 0.53690789537582939 1.0000000180025095e-35 1.5195820423212243 0.8652890797566164 0.5885812360936582 76.139322092198583 0.45136228278147889 992.50000000000011 -76.010265350341783 56.827675004055401 43.000000000000007 40.745689014324235 43.853720841806656 1.4885130776448512 41.058259050065836 24.000000000000004 45.257601251390852 29.500000000000004 123.00122833251955 -14.912445068359373 56.427776532638596 681.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 9 15 6 7 10 31 23 19 30 13 18 21 42 -3 17 25 -5 35 40 -7 33 -4 -18 -12 -26 -14 -11 36 -1 41 -16 -23 -32 -2 -10 -20 -19 -29 -13 -6 -8 -30 45 -45 right_child=1 3 8 12 5 11 14 -9 29 28 16 20 27 -15 32 -17 24 38 37 -21 -22 22 -24 -25 26 -27 -28 39 43 -31 34 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0061568025580025429 -0.0081772853159328245 -0.0065259315408283253 0.0024025447793845152 -0.00021289627871724952 -0.0020860534503048212 -0.001505434072903363 -0.00357523086419648 -0.0061102731444332946 0.0037663083958548245 5.3362316248970487e-05 -0.0038753298108518113 0.0027304015789955107 -0.00078483069020209917 0.00072969442369081846 -0.0077567307083138892 -0.0036502635476978662 -0.0058377719059699573 -0.0008801903040320724 -0.0013279269308590668 0.00077991113946604136 -0.00012744841231396035 -0.0030132901196629129 -0.0074590774554656302 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25.8461 24.8645 24.0401 23.0922 22.9466 22.807 22.5862 21.9872 21.3808 21.1245 20.6786 20.3384 19.4936 18.8772 18.0996 17.9448 threshold=0.78271542340497213 49.421283596114385 1.5000000000000002 20.027688756484363 37.500000000000007 46.500000000000007 0.86668193617346179 0.84638349028250859 43.853720841806656 13.445626477541373 445.50000000000006 37.500000000000007 0.93410001763413975 517.50000000000011 0.5299475937773811 26.000000000000004 1652.2500000000002 0.84057046731736185 0.85001284026707757 0.94330148844615103 0.65332090711401059 0.55048089273420409 640.50000000000011 49.500000000000007 67.473611075682101 1.5000000000000002 104.64518395093592 421.50000000000006 100.05939751330901 369.50000000000006 53.7797819570171 35.000000000000007 3809.5000000000005 0.84564627183161678 0.80882598366449387 52.500000000000007 28.000000000000004 1.5000000000000002 95.473611075682101 19.736043635420511 76.139322092198583 60.949847984611587 0.51964788771370551 619.50000000000011 1.5000000000000002 28.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 8 9 12 21 15 44 17 32 -14 -4 29 18 24 35 -12 41 -5 36 -15 -2 28 31 34 -10 -1 39 -8 -6 -13 -17 -7 -23 40 -22 -11 45 -21 -33 -9 -3 -24 right_child=1 4 14 5 7 16 26 43 25 30 19 33 13 23 -16 27 -18 -19 -20 20 38 22 37 -25 -26 -27 -28 -29 -30 -31 -32 42 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0027877891132603925 -0.0042119375608975183 -0.0040596753044315689 -0.0064206731590134248 -0.0055227464184764812 -0.0043863846498437518 -0.0018338864299502983 0.00019538229764046988 -0.00076051455284466924 0.0014772169579457494 -0.0015980150320004842 -0.00053103579552525961 -0.0048238163616168691 -0.0034905416375581515 -0.00062135873220981537 -0.0039013777162627398 -0.005069387890059323 0.0015299229582043255 0.0012368614557042776 0.00039670130213830391 0.0013329380389763552 0.00014028876718017426 0.0024741917812847506 0.0035187691275019722 -0.0018693676721689395 -0.00043797695299775978 0.00044473150338918859 0.002673174169477661 -0.0028001744059508388 0.0023996446467618006 -0.00054725908888943371 -0.0024737166048928285 -0.0042002000569530502 -0.0014696817882235713 -0.0011218787686774066 -0.0034585102383289973 -0.005313281681432365 0.00012336850520323919 0.0020843178592376407 0.0010686859431896828 0.00021597782114751599 0.0047683312273367881 0.0037309703955071389 -0.00084566891948794308 0.00053683932163137843 -0.0011179118711018127 0.0025763979247454827 leaf_count=15830 2600 2179 38329 459 12523 7541 22007 17179 58198 12934 25945 4605 15226 48937 11155 20038 8975 16494 8116 6944 43316 23447 84127 34630 13825 13603 3728 17631 81229 7514 12366 2281 3378 2420 14242 2319 4603 12689 50673 11345 9931 6397 5722 27399 20430 24582 internal_value=0 0.0275189 -0.0980524 0.0639717 -0.0164068 0.0735565 -0.0665561 -0.0422642 0.0808512 -0.0865779 0.0100127 -0.0175701 -0.0591582 -0.0489206 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40.6504 40.1446 36.4524 34.9811 32.7552 28.8536 28.8121 25.204 23.424 23.0115 22.7874 22.724 22.5955 22.0971 21.7557 21.7201 20.2812 19.7808 19.7775 19.5034 17.6231 17.1718 16.7453 16.4873 16.4867 16.4711 16.2881 threshold=0.7625974850371805 48.260218122596939 1.5000000000000002 0.8606736386684305 20.163416030382923 51.675430966940489 76.059397513309008 1.0000000180025095e-35 0.91641451825539255 100.9294551983978 0.65626082813582831 0.74330864737051583 0.835485096578096 1.0000000180025095e-35 0.5299475937773811 40.788785245492313 0.86668193617346179 26.175191815856781 16.404050736497549 95.473611075682101 0.95562282839015411 104.9619407771256 12.17131327953045 0.15721856415347388 2.5000000000000004 39.523983605152786 127.74705505371095 0.92073297923217046 124.19848480983502 0.82248921601642067 0.47534421230220741 80.059397513309008 32.342382279928522 0.56360393406254039 50.468125746145539 1.4879875493946455 23.313586234284191 46.902380952380959 0.70197913328348127 76.139322092198583 -87.783111572265611 28.68772504153355 18.900185049789673 1.5000000000000002 29.621665582303191 1039.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 6 12 13 22 9 26 31 20 -9 25 19 -4 23 18 33 32 -3 -10 27 29 -11 35 -2 30 -5 -20 -1 45 -6 -12 41 -19 -15 -22 -13 -26 -25 -24 -8 -21 -33 -16 -7 right_child=1 5 14 21 7 8 17 11 10 15 16 37 -14 24 44 -17 -18 34 28 42 36 -23 40 39 38 -27 -28 -29 -30 -31 -32 43 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0043385013762874958 -0.0039439831210726266 5.7281250635426892e-05 -0.0063087083317363212 -0.00081143676853782465 -0.00031059246834373971 -0.0055415690942764127 -0.003836906930177486 -0.0032485671980831111 -0.00031033915715709617 -0.012343448943855279 -0.0019186592588499615 0.00040188970190150746 0.0011664424725026034 -0.0015094904613803836 -0.0047046599631536193 0.0024735799886650709 0.00036959836664824758 0.0011435514467171989 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39.5605 42.1198 33.8942 28.4392 28.3424 28.1794 27.1614 25.4373 23.015 22.1083 21.3621 20.0295 17.1619 17.1494 16.9534 17.498 16.7753 16.7382 15.7504 15.1002 14.6663 14.2395 14.6907 13.7819 13.5768 13.5243 13.4034 12.9445 13.4186 13.1047 12.895 12.6846 12.5802 12.4111 threshold=211.39265409693897 1.5000000000000002 225.80154846794167 189.30254194751186 0.70197913328348127 1.5000000000000002 232.70042830870003 90.383517858691448 166.21665249652807 199.48981940998075 218.55684879100821 0.5299475937773811 1.5000000000000002 41.970406436476416 0.49692909287658921 75.813348182206553 1.5000000000000002 79.65995505874541 0.93959988095971114 238.23252022864503 52.451716978323901 84.145183950935902 48.324149867164117 72.000041961669936 37.500000000000007 47.355605409391607 0.93194318410969967 117.14917755126955 40.500000000000007 79.33147545195115 29.500000000000004 1.5000000000000002 107.15282869012709 1.9789821392031339 51.000000000000007 228.18334200884905 70.25466963949161 24.697288806562455 0.6814562432961071 40.745689014324235 29.500000000000004 1.8793326386963769 0.80732330670201158 0.93166644184630876 550.50000000000011 0.34432451764102051 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 14 9 30 8 18 17 20 -9 13 -10 31 29 -6 25 -1 -8 39 -7 -12 37 26 -5 27 -13 -15 -11 -4 -3 45 -31 -35 -16 -28 -20 -18 -2 -41 -42 -22 -30 -17 -25 right_child=1 4 6 5 16 21 19 11 12 15 22 24 -14 28 35 44 38 -19 23 -21 42 -23 -24 32 -26 -27 36 -29 43 33 -32 -33 -34 34 -36 -37 -38 -39 -40 40 41 -43 -44 -45 -46 -47 leaf_value=-0.006125898455357548 -0.0095784928524748469 -0.0035267127316538963 0.0023429283563109857 -4.1637902750369665e-06 0.0016736020272494227 -0.0061879660437127101 0.0029415249299781128 -0.0058722159628961986 -0.00079673813396950927 -0.0017867485490699981 0.00043098126740683668 -0.0035900618524493089 -0.0057252128321598414 -0.003103790998707607 -0.0044793485988559876 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70.2397 50.7329 48.138 43.7831 43.6359 39.2785 30.4314 25.7556 25.5491 25.2996 21.9903 20.8843 20.3899 20.3307 19.4068 19.3931 18.8457 18.5665 16.4949 21.8439 16.4085 16.0309 15.1245 14.55 14.1639 13.2815 12.9678 12.7858 12.6909 12.6005 12.5328 12.5159 12.1015 12.0757 11.8966 11.8854 11.7814 11.7652 threshold=211.39265409693897 1.5000000000000002 225.80154846794167 190.74270072992704 0.6615075800423641 1.5000000000000002 233.00691032755751 90.383517858691448 164.84111803661867 218.13441564109283 199.48981940998075 1.5000000000000002 0.5299475937773811 45.97403275065394 34.784161490683239 75.813348182206553 0.92364418723743669 67.473611075682101 238.23252022864503 0.77838702565104767 1.5000000000000002 52.451716978323901 48.552840738711332 182.00195694716245 79.65995505874541 75.000194549560561 1.5000000000000002 0.94925503715020709 79.33147545195115 107.15282869012709 29.500000000000004 2.2155826737366962 33.000000000000007 -75.900794982910142 231.91369248807356 1.8793326386963769 0.43917926157441795 31.000000000000004 40.745689014324235 48.260218122596939 10.997536184320049 26.999998092651371 550.50000000000011 0.24273380043728884 44.00000190734864 6393.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 17 10 30 8 16 21 24 13 -9 -10 -6 28 -1 -3 -8 -7 -19 35 -11 44 39 36 33 -28 -12 -27 -4 43 40 -14 -16 38 -18 -29 -2 -5 -24 -35 -17 -30 -15 -22 right_child=1 4 6 5 14 19 18 12 11 22 15 -13 26 23 34 42 25 20 -20 -21 45 -23 32 -25 -26 29 27 37 31 -31 -32 -33 -34 41 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0062485931170260149 -0.0095575016718530015 -0.0062364370699257883 0.0022881361615935281 -0.00029928482949433989 -0.0021889816728446858 -0.0053970492511443632 0.0028716839991037176 -0.0057205537276276801 -0.0016598905420175264 0.0004740567194551975 -0.0017454887866054333 -0.0055713553801198254 -0.0073102528843644382 -0.0038190361692646705 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internal_value=0 0.0484327 0.0590105 -0.0864158 -0.115239 -0.0522849 0.0853008 -0.124131 -0.13037 0.0235624 -0.0421226 -0.112517 -0.022799 -0.105206 -0.00555264 -0.0301134 -0.157882 -0.170106 0.10321 -0.159674 -0.137044 0.00524279 0.0356987 -0.115006 -0.068279 -0.147963 0.00748883 -0.0148271 -0.0331113 0.00402545 0.0671767 -0.0262997 0.0426815 0.106984 0.0345059 -0.0115085 -0.150604 0.0264757 -0.00845345 -0.0725973 0.053201 0.135251 0.0516874 -0.0243144 -0.131261 -0.158383 internal_count=890041 570485 535854 319556 34631 167750 307669 151806 143002 228185 153248 86724 8804 78423 11547 105027 56278 23084 154754 14502 11557 90929 137256 65805 48221 46254 7429 6068 101314 790 152915 78753 102060 1361 7177 40323 45464 4117 39170 46025 56783 1258 3713 77108 34698 9186 shrinkage=0.0306829 Tree=33 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 17 16 16 16 16 32 20 17 17 18 1 20 9 5 17 16 16 17 17 16 17 29 20 17 26 7 25 10 8 16 20 17 17 20 16 16 29 31 8 16 split_gain=3495.83 887.029 445.013 433.449 203.318 194.85 88.1811 74.143 66.3644 59.6222 53.5373 40.7419 36.0919 34.9603 33.6427 28.0736 24.83 23.2579 22.6951 26.7609 20.5608 20.2882 18.8924 18.5381 16.9082 16.2647 15.3053 14.8831 14.5303 14.3252 13.9558 16.5735 18.8065 13.7636 13.7059 13.3857 13.3682 13.0774 14.6214 12.9973 12.9888 12.896 12.5465 12.0652 11.9376 11.796 threshold=212.7458052921383 1.5000000000000002 189.30254194751186 228.65667300664234 1.5000000000000002 0.6615075800423641 98.659034414719883 221.65957266166694 203.40578898225959 160.53133241600736 236.2727932444914 1.5000000000000002 0.5299475937773811 40.489450739594837 71.95493579180409 1.5000000000000002 1433.5000000000002 0.714665254985001 0.92364418723743669 73.004028320312514 68.977323970944795 175.92911632532787 107.15282869012709 51.036406400314938 49.977709752514272 216.60467728758172 47.116047507824753 0.68213103122043528 0.9187099484881196 49.35021105142804 0.93234386219878884 -49.933160781860344 12406.500000000002 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split_gain=3305.09 862.517 447.462 364.612 189.149 169.51 84.7434 74.7822 57.2944 55.2043 51.0781 36.1416 40.1596 32.0782 29.0723 26.9813 24.8487 22.6358 22.6206 20.9996 20.1139 19.1532 17.1242 16.8912 15.7952 15.3919 15.051 13.8456 13.8395 13.671 13.6468 14.5825 16.4491 13.2106 13.2087 14.9035 12.9995 12.9541 12.7884 15.4559 14.9197 12.657 12.625 12.5165 12.3519 12.2395 threshold=211.39265409693897 1.5000000000000002 226.75531458890859 187.8226926046739 0.70197913328348127 1.5000000000000002 98.659034414719883 233.32303605706139 218.94859338157576 199.48981940998075 155.57752100840338 1.5000000000000002 39.354186208004542 0.5299475937773811 0.49692909287658921 79.65995505874541 226.26713178937476 75.813348182206553 175.92911632532787 84.145183950935902 51.744111744472832 242.57998427957628 49.907767165347529 47.734066090197281 29.500000000000004 15.170012043356083 44.802119382474444 33.000000000000007 42.815421915878687 223.28159781173366 0.9878631607117111 9181.5000000000018 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44310 779 2300 129 1117 2632 890 2418 4030 internal_value=0 0.0455654 0.0554412 -0.0814843 -0.107461 -0.0520674 -0.120301 0.0822268 0.0242818 -0.0426306 -0.125774 -0.113447 -0.10709 -0.00783561 -0.155468 -0.06663 0.00641216 -0.0287592 -0.114153 -0.150953 0.006361 0.0978901 -0.0970841 0.0371822 0.0932618 -0.0315598 -0.0713647 -0.0126799 0.0656662 0.0425673 0.125821 -0.0711399 -0.288665 0.0165447 0.0990498 0.0062612 -0.1779 0.0686985 0.022543 0.0627534 -0.0477185 -0.0413699 -0.102218 0.0481541 -0.0405033 0.0483334 internal_count=890041 570726 536126 319315 34600 181651 137664 288297 247829 165826 131275 94407 85392 6389 24339 60739 10261 105087 77203 15825 103730 148162 38711 144099 127101 101395 57821 36146 140135 115520 21061 346 163 67584 100113 1511 17125 128199 5397 3208 908 62054 7214 3692 8189 5946 shrinkage=0.0306829 Tree=35 num_leaves=47 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 16 30 16 20 17 30 30 20 17 30 17 9 14 11 14 17 30 29 4 28 16 9 12 15 17 17 26 21 23 29 30 29 20 27 29 16 17 split_gain=3086.38 726.241 425.657 370.882 174.819 161.246 82.2357 58.9331 58.3661 55.2737 51.0477 50.4178 36.0005 28.243 27.9612 27.1836 26.5825 27.4236 22.497 20.2175 19.7431 20.4358 21.1085 19.297 19.1876 18.6929 18.028 17.9568 17.3766 17.2097 16.3525 18.259 14.6582 14.6189 14.7607 14.4513 14.2511 13.7596 13.704 13.268 12.9573 15.4425 12.5856 12.4722 12.2038 13.5534 threshold=213.5417538354254 0.59785493350189289 190.74270072992704 228.65667300664234 0.6682669758190446 1.0000000180025095e-35 84.296308533178632 221.65957266166694 161.99181798646183 203.40578898225959 1.5000000000000002 237.52748992515833 0.56997991444944363 71.95493579180409 1.0000000180025095e-35 1.0000000180025095e-35 0.72134596369402837 41.201064978099659 1.0000000180025095e-35 75.813348182206553 0.95138629186404067 30.386422827988003 0.66798530753134344 52.621733883359411 51.888079247368253 1.0000000180025095e-35 1.6433686112230077 5.3181071281433114 1346.2500000000002 180.14783280284595 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108 30715 4317 1102 6055 45727 46975 967 2245 217 1340 1334 3508 9376 1741 121536 85201 74741 internal_value=0 0.0472058 -0.0734798 0.0555718 -0.0427044 -0.112904 -0.113241 0.0293063 -0.119518 -0.0312337 -0.120428 0.0829765 -0.0269228 -0.0523826 0.0134056 0.0739337 -0.104707 -0.0947759 0.0433935 -0.015938 -0.147372 -0.132953 0.0140363 -0.16 0.0189928 -0.133684 -0.100799 -0.0843647 0.0142657 -0.0971274 0.000241866 0.0333043 0.0248327 -0.018394 -0.0196106 -0.057457 -0.0579665 -0.211739 -0.0318663 -0.101449 -0.0270862 -0.0108303 -0.0285894 0.0475472 0.0773501 0.0685614 internal_count=890041 542183 347858 515260 196085 26923 151773 263099 141484 170868 25217 252161 10289 71713 123594 178968 92370 68792 139505 99155 49114 32371 919 19647 108608 23578 63054 15353 7276 60215 8497 5419 6951 96306 95376 67312 3078 325 48401 2674 14986 11478 5738 126022 166197 80996 shrinkage=0.0306829 Tree=36 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 16 17 9 16 13 16 20 12 18 17 12 29 16 12 17 30 11 21 17 16 17 17 28 30 29 32 30 16 29 17 6 4 11 16 4 23 24 25 27 29 split_gain=2908.03 765.714 385.82 328.024 163.965 153.69 77.3311 74.4238 49.7909 48.6808 45.3585 39.0146 30.1666 25.7794 24.1631 22.9561 22.5397 20.4508 19.227 19.1495 18.4962 18.3342 18.2753 17.6933 17.0237 16.6031 18.3935 16.4481 15.2565 14.5002 14.3556 13.8002 13.4272 13.1986 15.1791 12.6144 12.2727 14.4186 13.3925 12.2192 17.0138 12.1521 12.076 25.8504 12.0095 11.6289 threshold=211.66977924992921 1.5000000000000002 225.80154846794167 188.54773886105596 0.70197913328348127 1.5000000000000002 232.85053112432246 98.659034414719883 0.93959988095971114 199.48981940998075 24.476869144860078 218.13441564109283 0.5299475937773811 73.674621202458766 1.5000000000000002 79.65995505874541 97.958892449920668 1.5195820423212243 240.27508433066868 84.145183950935902 48.552840738711332 1.5000000000000002 0.64331846893373601 9.5000000000000018 52.451716978323901 170.08751969193071 49.907767165347529 45.349681124220965 890.25000000000011 1.0000000180025095e-35 0.68213103122043528 1.5000000000000002 2.5000000000000004 145.20027855153205 3.3675579390720465 42.815421915878687 0.17054875176539394 22.9450798034668 0.71581685778969095 107.15282869012709 27.891596794128422 0.31261120331819697 4.5000000000000009 1151.2500000000002 37.500000000000007 1.8329114405775717 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 13 9 35 8 33 15 31 24 -9 -3 -6 27 28 23 -8 -7 -13 -15 39 -18 45 -24 -27 -5 -11 -19 -16 41 -31 34 -1 -4 37 -20 -39 40 -12 -10 -14 -44 -29 -2 right_child=1 4 6 5 14 19 18 12 10 16 22 20 42 21 30 -17 17 29 36 -21 -22 -23 25 -25 -26 26 -28 44 -30 32 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.0061306680564026514 -0.00023258503122830648 -0.00542196548401583 0.0006957462566161332 0.00089006071744522999 0.0015437421754272063 -0.0053464527531224748 0.0025991422730433952 -0.0051437020273093735 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27654 2918 48324 10105 26440 52327 1992 1443 4292 4867 921 19793 160 140615 37142 96 302 3161 289 28157 2281 726 1003 1434 internal_value=0 0.0431081 0.0524434 -0.0757756 -0.10152 -0.0477006 0.075463 -0.111959 -0.116983 -0.0387331 -0.107389 0.0209827 -0.00695691 -0.14645 0.00460601 -0.0621557 -0.0262151 -0.00950321 0.0908808 -0.141958 0.0315032 -0.111186 -0.0916314 -0.000731102 0.00450815 -0.0955182 -0.0815289 -0.0666128 -0.0386799 -0.0599368 -0.0470808 -0.134089 -0.123314 -0.15553 -0.192724 0.0591594 0.110586 -0.0356879 -0.139167 -0.0222792 0.134455 -0.127178 0.022186 -0.020257 -0.0697362 -0.010919 internal_count=890041 567132 532745 322909 34387 181827 307644 141082 134640 166031 107809 225101 6442 24159 10228 57828 108203 46226 158117 15796 137375 11157 67797 39377 87726 64199 36545 55072 61977 6849 4800 40012 2364 26831 7038 149527 37707 565 398 3598 437 35145 5453 3007 53330 39402 shrinkage=0.0306829 Tree=37 num_leaves=47 num_cat=0 split_feature=29 17 32 11 1 30 9 2 2 17 11 20 12 20 5 2 11 29 1 15 29 11 20 2 20 2 17 11 21 9 27 28 1 29 17 12 17 2 24 7 2 9 21 29 23 11 split_gain=1585.57 691.741 326.812 147.496 121.729 110.3 87.7571 73.2078 70.2383 65.9263 44.9422 44.0215 40.4388 38.9422 38.3995 37.6258 29.4127 27.5667 24.3925 24.2871 23.5774 23.4327 22.8018 22.3722 21.7326 21.616 21.3827 20.2843 19.797 18.9811 18.9708 18.7707 18.0624 18.0159 16.8226 16.5383 16.0228 14.9412 14.5613 13.7941 13.7751 13.7427 12.837 12.5884 12.4737 12.2246 threshold=0.70043578155856012 49.907767165347529 1.5000000000000002 0.84900142450142468 586.50000000000011 1.0000000180025095e-35 0.91641451825539255 17.476731601731604 16.802173913043482 45.349681124220965 0.86843337275773724 0.74330864737051583 143.29341622907674 0.73825113836877321 29.00000095367432 19.990566037735853 0.88931967880799923 0.18144310602967201 445.50000000000006 0.4558822047233238 0.088449616109871801 0.659370865270554 0.54037018832139272 44.486060161408666 1.0939624741002227 38.688577586206904 52.60056345406489 0.92793514957518586 9.5000000000000018 0.95742162454257074 7.5000000000000009 1039.2500000000002 461.50000000000006 1.6683522993649578 45.528171842306982 75.145183950935902 51.177330401570678 10.808101472995093 15.500000000000002 -88.255447387695298 5.0761973875181434 0.96425418759588111 2.5000000000000004 0.088449616109871801 0.954629664572748 0.65332090711401059 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 7 15 9 19 18 10 25 14 -7 17 -10 -8 16 32 -5 30 31 -9 29 -4 33 -14 -6 -23 37 40 -15 -1 -3 -2 -13 -35 -22 -37 -19 41 -32 45 -28 -34 -20 -33 -16 right_child=1 6 22 12 5 11 8 20 13 -11 -12 23 24 21 28 -17 -18 27 43 -21 35 26 -24 -25 -26 -27 38 -29 -30 -31 39 44 42 34 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0044716945250572052 -0.0012278062771866297 -0.0047732249481146063 -0.0051927845863524724 -0.0039101343428297351 0.002056777341772537 -0.0025050842507539448 -0.0015793136250697023 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248 15169 9137 38375 7076 12837 63 78816 17864 5643 6878 8699 2868 653 2471 3040 2155 7204 6797 13450 10140 46250 31060 24552 24545 15851 3120 43815 internal_value=0 0.0216697 -0.0823307 -0.0592887 0.048956 0.0586782 -0.0142915 -0.0807888 -0.00933729 0.0654908 -0.0222467 0.00571357 -0.0110774 0.0100741 -0.0296973 0.0177186 0.000956923 -0.0195459 -0.0960369 -0.0725344 -0.0320013 0.013854 -0.158964 0.0201782 0.0977311 0.0776771 0.00754591 -0.0132708 -0.0170434 0.0483978 -0.105469 -0.114744 -0.01215 -0.00355966 -0.0526656 -0.0284197 -0.00682213 -0.0227888 -0.00555761 -0.0974675 -0.0214035 -0.0136961 0.00328892 -0.0615431 -0.0617275 -0.0111626 internal_count=890041 704961 185080 142295 400826 305686 304135 98409 280293 270848 168340 34838 43886 111953 139362 95140 55624 40717 74976 23842 23433 107536 42785 29889 3169 168216 90931 38479 88141 16605 58877 8673 41984 17052 5195 23138 14001 32836 52556 49118 81263 42416 27016 16099 3773 50203 shrinkage=0.0306829 Tree=38 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 16 20 32 17 16 17 16 14 17 20 0 30 17 20 17 0 17 0 26 17 29 18 9 16 10 9 0 10 14 16 14 11 16 12 17 0 split_gain=2625.34 681.092 350.455 294.726 147.237 134.024 70.9303 52.5368 51.5627 47.2957 41.1979 31.355 31.3392 35.2946 26.0974 23.6102 23.1409 21.2589 19.0715 16.7262 15.6824 15.6579 15.0928 14.9694 14.9396 14.9381 18.4695 14.4867 14.2762 14.0714 13.5618 13.5306 13.4675 13.3587 17.4415 13.349 13.1345 12.5462 11.8077 11.6949 17.9612 18.8489 11.6645 11.6512 11.3823 11.0979 threshold=211.39265409693897 1.5000000000000002 227.40672316384183 189.30254194751186 0.6615075800423641 1.5000000000000002 90.383517858691448 220.15597132589036 234.83076072157931 153.66853333333336 202.17898708856157 0.51918340297625043 1.5000000000000002 39.354186208004542 223.62742741327301 75.813348182206553 175.92911632532787 52.621733883359411 52.376881075856375 0.83511591550369879 33.000000000000007 1.5000000000000002 47.734066090197281 0.91591042596527072 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shrinkage=0.0306829 Tree=39 num_leaves=47 num_cat=0 split_feature=16 32 16 16 32 20 17 16 16 26 32 16 17 12 16 17 16 9 12 17 12 25 14 17 16 0 17 0 11 0 14 9 26 13 8 31 29 0 26 29 10 25 0 26 17 0 split_gain=2470.42 579.029 389.306 253.547 155.352 134.921 68.9046 67.9631 45.6258 39.3761 38.3148 35.1827 32.4864 31.3043 31.2193 22.2557 20.6045 18.7324 17.9823 17.5792 17.0957 16.2727 16.0894 15.3147 15.0671 15.0196 14.8482 14.8006 14.406 14.2439 14.0508 13.7012 13.6048 15.3531 13.5999 13.5079 13.3964 12.4473 12.2392 12.1932 12.1659 12.0425 11.834 11.649 11.5219 11.5152 threshold=214.76767285861715 1.5000000000000002 195.77261897333207 230.03501856912621 1.5000000000000002 0.56035228235069601 79.65995505874541 166.21665249652807 222.37334210617448 0.72344402845926969 1.5000000000000002 207.14733541576246 42.584157930371326 101.71625176280138 237.99789789789793 50.188027467647281 182.00195694716245 0.95138629186404067 95.955844122715732 79.65995505874541 95.473611075682101 8038.2500000000009 52.621733883359411 45.075261454807276 237.74836617950777 35.000000000000007 46.556014577680465 29.500000000000004 0.61780576530459663 35.000000000000007 30.386422827988003 0.96266315672218805 1.9789821392031339 26.403499686948397 1242.5000000000002 1.5000000000000002 1.5195820423212243 33.000000000000007 0.31994438148990023 2.0443348906461725 0.96048242032279652 1995.2500000000002 40.500000000000007 0.88968290697859997 50.118773171924026 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 22 7 17 15 21 12 19 -9 -7 27 42 44 -1 -6 26 -13 -8 -3 -10 -15 -22 -4 -5 30 -18 -19 -11 33 -28 -23 -27 -37 -25 -35 -31 43 -33 -2 -17 -14 -30 right_child=1 5 4 14 18 13 9 10 23 31 -12 20 16 24 -16 40 29 28 -20 -21 25 34 -24 37 -26 35 32 -29 45 39 -32 41 -34 38 -36 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0047521592353221677 0.00022479648424326716 -0.0046878565929361904 0.0012862155429801197 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25826 16783 2177 114141 10138 4240 3877 6689 14704 4645 10311 43190 11834 7028 64460 21904 24261 393 5516 2841 17256 86 690 91095 2223 22714 14975 39872 4191 30424 217 3290 1552 556 418 2125 1241 49315 61261 854 1051 561 9261 62054 24128 34610 internal_value=0 0.044023 -0.0630738 0.0523429 -0.030937 -0.0886285 -0.0962272 -0.101663 0.0321513 -0.0257441 -0.0868521 -0.0221535 -0.0807626 -0.0135055 0.0777783 0.0175182 -0.0856806 -0.129145 -0.126262 -0.0368148 -0.00802835 -0.102751 -0.146631 0.0434808 0.0191058 0.00600421 -0.0395425 0.0700448 -0.116697 -0.0736055 0.035786 0.0139648 -0.0418062 -0.0399328 0.0662834 -0.0091391 -0.0682585 0.0466963 -0.0329734 -0.0877097 0.026264 0.0580688 -0.00367102 0.0276025 -0.104329 -0.119094 internal_count=890041 524647 365394 493683 185542 30964 179852 166975 275210 12877 108501 169888 98190 13491 218473 120096 91501 58474 15654 83362 86526 4381 17473 155114 9251 43336 80521 154013 39411 55539 610 8496 78344 76792 504 26080 3366 140410 61817 31278 85009 3851 35087 83958 35962 38801 shrinkage=0.0306829 Tree=40 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 9 13 0 17 26 33 2 20 17 17 0 17 0 8 20 0 27 16 10 12 2 16 31 16 13 8 0 29 29 13 26 21 19 0 26 23 split_gain=2318.51 608.193 314.195 267.985 128.58 123.105 59.0293 51.3679 49.3204 40.8965 37.9985 31.0788 28.0674 26.5694 24.7518 22.1197 19.6313 17.7186 17.6937 16.9559 16.1636 16.0601 15.9202 15.5869 15.2054 14.6358 12.6117 11.6148 11.6885 11.5429 11.4327 11.1512 11.0129 10.8472 10.7681 10.7393 11.6234 10.7181 10.581 15.6125 11.4072 10.5747 12.2789 10.5625 11.2501 10.3489 threshold=211.39265409693897 1.5000000000000002 226.91744421906697 184.68399984851931 0.70197913328348127 1.5000000000000002 98.659034414719883 199.48981940998075 235.36543584723967 218.55684879100821 0.94118105900706628 24.697288806562455 43.000000000000007 79.65995505874541 0.93234386219878884 1.5000000000000002 19.826505016722411 0.78312255645096951 68.977323970944795 52.451716978323901 33.000000000000007 47.355605409391607 33.000000000000007 567.50000000000011 0.5299475937773811 29.500000000000004 37.500000000000007 245.91532098517948 0.9878631607117111 75.574116139070426 14.809017223910843 233.00691032755751 1.5000000000000002 235.00970876328478 28.90383891163869 105.50000000000001 29.500000000000004 0.15721856415347388 1.3436254301832833 30.194235299573133 0.42711365592904765 1.5000000000000002 801.25000000000011 28.000000000000004 0.52692032836149094 0.88663036634793235 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 15 7 10 13 20 19 43 25 45 21 41 34 -6 -7 30 35 37 -5 -11 -20 -17 -12 38 -10 -29 -24 -9 -26 -31 -18 -3 -2 -37 -4 39 -23 -41 -8 -43 44 -1 -13 right_child=1 4 8 5 16 17 14 18 27 22 11 12 -14 -15 -16 24 33 -19 23 -21 -22 26 29 -25 31 -27 -28 28 -30 32 -32 -33 -34 -35 -36 36 -38 -39 -40 40 -42 42 -44 -45 -46 -47 leaf_value=-0.0049222631428099146 -0.0092068143948816385 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4709 60071 8690 3374 44674 44547 133516 64157 58029 30873 3076 2669 25304 9348 29741 shrinkage=0.0306829 Tree=41 num_leaves=47 num_cat=0 split_feature=16 33 16 16 32 17 16 20 30 16 1 16 20 16 30 32 17 9 21 12 12 17 0 17 0 0 9 0 5 10 12 17 0 2 21 30 30 5 0 24 9 5 12 10 5 18 split_gain=2181.05 505.09 362.581 220.109 148.98 59.9075 61.2699 50.6735 44.219 38.1984 33.9077 30.4766 29.8189 27.9926 27.9545 27.0718 23.379 21.9677 19.0409 17.6331 17.2434 16.5368 15.539 18.0984 15.1335 15.0909 15.0854 14.9908 14.8742 14.8309 14.8225 14.5541 14.029 13.954 13.2089 13.0514 18.5767 11.8784 12.7799 11.8534 11.2487 10.8099 10.669 10.6582 11.6039 13.9989 threshold=215.47129311118428 2.5000000000000004 195.21028069462449 230.03501856912621 1.5000000000000002 84.296308533178632 173.70489764602726 0.56035228235069601 1.0000000180025095e-35 206.81297571237334 135.50000000000003 223.28159781173366 0.714665254985001 238.23252022864503 2.5000000000000004 1.5000000000000002 42.699569234920737 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195530 76703 30250 9314 7063 173786 72050 44693 191855 191724 47212 151181 139774 41963 33466 11407 15865 25645 46405 21053 44144 39412 9769 4732 85131 40624 22605 9944 77964 20306 15599 45329 shrinkage=0.0306829 Tree=43 num_leaves=47 num_cat=0 split_feature=23 0 32 17 22 8 0 30 1 0 1 23 17 14 17 13 12 9 12 17 9 17 19 21 21 22 9 21 8 22 30 20 1 4 0 27 0 15 27 30 17 23 0 4 21 6 split_gain=1103.67 520.73 238.098 206.667 85.927 83.7966 83.6384 71.8879 56.3036 48.3657 42.5073 38.2615 36.9974 36.7137 34.2228 33.5362 29.8803 29.6736 35.3718 24.4201 24.1905 23.041 22.9944 22.3794 22.1371 21.3989 34.3047 22.0341 20.4255 19.2886 18.8344 18.6164 15.9665 18.4505 15.5315 15.2775 15.0779 16.2798 14.5385 14.1345 13.3398 12.7012 12.6763 12.4098 12.3269 11.8704 threshold=0.78767678337514724 40.500000000000007 1.5000000000000002 47.885994959620923 522.75000000000011 579.50000000000011 29.500000000000004 1.0000000180025095e-35 380.50000000000006 49.500000000000007 445.50000000000006 1.3562246550250914 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170640 210966 150074 67793 20566 80587 61595 91830 51770 49563 198822 164587 226659 27948 87969 53010 47206 32063 58244 50742 43298 23813 38903 5511 97589 10273 9376 44825 9318 34235 21797 19572 129070 77696 18992 39845 3681 38820 35207 shrinkage=0.0306829 Tree=44 num_leaves=47 num_cat=0 split_feature=16 33 16 16 32 17 16 16 20 32 9 16 8 13 17 0 20 17 17 2 12 23 20 16 17 6 17 21 0 4 5 5 28 0 25 24 25 7 7 28 0 0 17 11 7 30 split_gain=1908.11 482.078 260.374 226.064 95.7056 50.3826 49.3031 43.2186 42.121 36.2797 34.3961 27.2736 24.6153 23.2967 21.6063 21.2159 20.442 18.2584 16.5804 16.0826 16.0487 17.4785 15.4224 14.898 14.2497 14.0328 13.8446 13.8145 12.8152 12.2295 11.9072 12.1314 11.8354 11.4869 11.4324 11.3164 19.953 12.4922 12.0961 11.1503 10.8973 10.7686 10.6988 18.812 10.3131 10.1515 threshold=211.39265409693897 2.5000000000000004 225.80154846794167 184.68399984851931 1.5000000000000002 98.659034414719883 232.70042830870003 198.96831601048189 0.56035228235069601 1.5000000000000002 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548657 319551 195555 123996 314643 178361 21833 234014 117830 227972 165387 92639 69968 54446 6166 156471 149256 7001 108393 46065 17194 164917 71501 18577 66009 37622 146340 323 59874 54291 62328 38193 5583 5201 2852 716 2349 124747 8443 122744 114051 1453 3959 140570 shrinkage=0.0306829 Tree=45 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 16 17 17 16 9 16 13 17 20 18 30 11 17 17 13 16 0 14 0 20 6 4 28 5 1 20 28 21 13 0 13 5 22 21 17 12 25 14 15 9 split_gain=1783.21 478.067 277.494 161.669 102.742 71.102 54.7994 48.6022 33.2733 34.1226 31.6337 30.1578 22.3483 19.0498 18.1457 17.9967 17.968 17.8229 17.3601 16.5227 14.9909 13.5707 12.8845 13.1525 12.2622 12.2264 12.159 14.51 12.8107 13.6175 20.5803 11.9097 11.7241 20.0711 38.373 10.9354 12.9114 10.7276 12.322 11.0071 10.6816 33.647 10.6634 10.5434 12.1446 10.528 threshold=208.75472968146428 1.5000000000000002 224.81169364905614 182.00195694716245 0.70197913328348127 1.5000000000000002 232.70042830870003 98.659034414719883 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601796 564531 288245 37265 174912 327701 113333 159283 152974 107341 236830 74958 136740 5992 10870 26395 41999 72352 100090 6309 161316 166385 61609 32383 15629 34265 531 371 320 212 22612 127051 25741 417 12077 10598 60275 54500 39130 25324 1115 9765 1823 372 6052 shrinkage=0.0306829 Tree=46 num_leaves=47 num_cat=0 split_feature=26 0 32 1 11 0 30 14 0 11 1 11 26 11 1 25 12 5 30 14 5 22 14 0 8 30 11 0 1 14 5 7 28 14 24 30 9 14 27 1 11 7 22 7 10 19 split_gain=964.561 439.544 175.041 136.212 102.491 96.4995 57.7272 56.5296 60.3706 51.8387 46.8708 41.1344 36.7562 29.1558 27.9782 27.5395 27.0114 24.8386 22.6666 22.2033 21.9766 21.5618 20.1953 19.7215 18.6073 18.1018 17.9322 15.3604 15.0463 15.0015 14.7202 14.6312 14.7912 14.4137 14.1225 14.0778 13.332 13.1412 15.754 12.8397 13.3424 12.2607 15.4807 11.6587 11.4179 10.8674 threshold=0.71143126957803593 37.500000000000007 1.5000000000000002 652.50000000000011 0.85186700612232535 29.500000000000004 1.0000000180025095e-35 20.902376685699512 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182.00195694716245 0.70197913328348127 0.69533380229792663 98.659034414719883 233.00691032755751 75.813348182206553 216.84221529938134 198.96831601048189 147.50033172370357 1.5000000000000002 42.464243320261957 1.5000000000000002 1.5000000000000002 48.698064772687772 0.93234386219878884 1.5000000000000002 48.324149867164117 54.338991770785995 47.00000190734864 -76.010265350341783 42.815421915878687 1.3124030858662232 244.82815884974681 0.9878631607117111 5839.5000000000009 52.500000000000007 5.3181071281433114 107.15282869012709 1.7337530355823041 0.58129910069109125 0.71381025163919909 0.96462496676511322 0.88234373332367932 2.3452799459160474 221.65957266166694 29.353691101074222 8038.2500000000009 43.802617699200077 0.49692909287658921 46.639429486018017 0.65540343193496697 0.85156835644677675 51.317863717086574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 18 12 11 23 10 20 16 30 29 14 -13 -6 -7 39 -3 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0.0277579 -0.0532205 -0.0576819 -0.0794654 -0.0297092 -0.023151 -0.0386074 0.0163107 0.0195635 internal_count=890041 601798 564544 288243 37254 174946 113297 307885 146266 256659 138856 107311 28680 84195 23188 10867 67079 5986 26387 156630 100029 61007 2971 153054 60354 154831 11356 22606 66993 19719 23116 3614 55250 7410 5453 6971 71777 124912 53383 3015 2651 1794 70571 5165 33036 71093 shrinkage=0.0306829 Tree=48 num_leaves=47 num_cat=0 split_feature=16 33 16 16 32 16 17 20 29 16 29 16 30 30 29 8 0 29 0 12 26 17 21 0 17 32 17 16 21 17 29 27 7 22 27 6 20 14 17 23 4 0 23 0 14 27 split_gain=1529.64 390.658 225.537 166.674 67.3527 46.1208 42.8 34.4634 33.2394 28.7258 27.7747 25.6284 23.3745 26.0268 23.1735 22.041 17.7801 17.5584 17.286 17.5891 16.99 16.3358 15.4658 14.3976 14.2895 13.8276 18.9423 13.2927 13.0782 12.9476 12.764 12.309 11.7836 11.5021 11.3872 11.3856 11.3774 11.3704 11.3203 10.8626 10.8566 10.8254 10.8091 10.6143 11.2614 10.221 threshold=210.28066790582406 2.5000000000000004 224.81169364905614 184.68399984851931 1.5000000000000002 232.23698844637698 98.659034414719883 0.56035228235069601 0.42021468622782093 198.47299699559252 0.15721856415347388 153.66853333333336 1.0000000180025095e-35 2.5000000000000004 1.4479296972403268 733.50000000000011 40.500000000000007 0.15721856415347388 35.000000000000007 46.159902576697327 0.93234386219878884 71.95493579180409 9.5000000000000018 29.500000000000004 55.319142079321651 1.5000000000000002 35.150188633276805 243.21590765195657 1.5000000000000002 43.753279738847759 1.5966483395432507 2.5000000000000004 -81.82159042358397 1229.2500000000002 52.500000000000007 0.17054875176539394 0.82824900186263006 20.958719227420541 48.698064772687772 0.12005843752100559 22.9450798034668 29.500000000000004 0.18074045452948825 29.500000000000004 20.230299109467868 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 9 17 11 -3 31 21 -7 -1 15 14 -14 18 25 -4 19 -10 -8 38 23 42 30 26 45 41 -9 -19 -25 33 -22 -2 -21 40 -6 -26 -5 -33 -29 -12 -11 -31 -45 -13 right_child=1 7 5 4 36 10 20 28 12 22 27 16 13 -15 -16 -17 -18 29 -20 34 32 -23 -24 24 37 -27 -28 35 -30 43 -32 39 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0034751246404859473 -0.0094846478474120057 -0.0038629837825443596 -0.0056092595462920898 -0.00032903328288653907 -0.0033742650479653747 -0.0044225133824621508 -0.001760549716130808 0.0021062470414485671 -0.01258560977564005 -0.0058282377371966605 0.0019965255545890421 0.0014569592835233039 -0.00062157377288558945 0.0003344033488017248 -0.003722140866257731 0.00093097939627080043 -0.0029782050649126662 0.00037667384898825785 -0.00023007327488061728 0.00057066089280972043 -0.0070981052433650811 0.00035987552343706047 0.00068725945154203376 -0.0013422426993568084 -0.0018716662738606973 -0.0037309356799367361 -0.0020946881593724188 0.0060703887186734735 -0.0017930583230651275 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9.72039 threshold=0.64208172962698995 40.500000000000007 48.191092865537975 1.5000000000000002 0.84638349028250859 0.82986358490864776 672.50000000000011 20.602028997761849 33.000000000000007 49.500000000000007 0.74330864737051583 1.6021409881777728 0.78312255645096951 28.339791924575785 35.364499069980006 19.736043635420511 29.500000000000004 30.194235299573133 0.12627745993470615 20.027688756484363 48.284756151290715 0.90029985194716466 31.015615144479632 54.470633097928264 1.0000000180025095e-35 284.00495221832892 146.47665940288704 55.227042911132031 96.198484809835023 41.842734873973527 0.95844378555089282 10.060990696953169 1202.5000000000002 0.18144310602967201 11.500000000000002 1.0000000180025095e-35 0.73287274108576106 794.25000000000011 0.93072622102263158 0.67870669056152944 17.500000000000004 54.257582677659201 0.56035228235069601 51.574116139070419 0.659370865270554 4780.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 5 7 8 19 23 13 17 42 28 -8 18 -6 31 27 -9 44 34 35 -17 -23 -3 -16 39 45 32 -11 -14 -30 -12 33 -7 -2 -13 -19 38 -38 40 -24 -41 -4 -36 -1 -18 right_child=1 4 10 -5 14 16 12 9 -10 11 15 20 29 -15 24 21 26 36 -20 -21 -22 22 25 -25 -26 -27 -28 -29 30 -31 -32 -33 -34 -35 43 -37 37 -39 -40 41 -42 -43 -44 -45 -46 -47 leaf_value=-0.010492257045183811 0.00097319319597896235 -0.0022545465326177152 -0.0034763144003134216 -0.0035358429664570485 -0.00059217528756052998 -0.0024274493734998456 -0.00085908675865582079 -0.0017922120715076996 -0.0030911681173610784 -0.0021408274409740287 -0.0064671410918472529 -0.0031604097133738581 0.0020003654990272419 0.0015135580994952212 0.00086181399776541316 -0.00075991988876864881 -0.001569524986877163 -0.0024912652336538982 -0.0016326630319901166 0.0010138346706578636 -0.00058601493730609498 2.7766049432446463e-05 0.0011037698686798987 -0.0062707013702375906 -0.0015814090135844502 0.0073716510466795395 0.0016891914899938663 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8.93742 11.1689 31.584 18.4066 10.4197 11.433 8.52958 9.69623 9.04614 threshold=208.75472968146428 2.5000000000000004 224.81169364905614 181.11188312084428 0.69533380229792663 231.91369248807356 98.659034414719883 0.42021468622782093 0.56035228235069601 75.813348182206553 0.92040243869204519 198.96831601048189 216.60467728758172 0.15721856415347388 49.836375222040793 0.15721856415347388 1.5000000000000002 54.338991770785995 47.355605409391607 19.990566037735853 24.893618920341346 0.5299475937773811 239.60803832715257 43.753279738847759 43.000000000000007 0.71381025163919909 0.96462496676511322 0.12005843752100559 1.3436254301832833 5.3181071281433114 14.772513193635126 29.353691101074222 2.3452799459160474 33.000000000000007 1.8329114405775717 51.000000000000007 29.500000000000004 1128.7500000000002 44.88729989749789 1.5000000000000002 24.149533271789554 1176.7500000000002 1364.7500000000002 46.639429486018017 55.722877129269129 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 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13.6583 12.9483 12.9124 12.3605 11.6828 11.641 10.7363 14.9048 10.6722 10.4478 10.5366 10.2902 10.0933 threshold=0.76802745805380024 40.500000000000007 1.5000000000000002 46.060609959971778 29.500000000000004 0.84638349028250859 0.84815068146121508 0.82143553327763863 49.500000000000007 639.50000000000011 385.50000000000006 19.338358005281105 20.902376685699512 1.6021409881777728 0.90659987071751791 31.015615144479632 36.638007676217903 25.810007095336918 24.071685521074727 48.284756151290715 135.50000000000003 1100.2500000000002 1.0000000180025095e-35 328.50000000000006 829.25000000000011 2072.5000000000005 1.0000000180025095e-35 712.25000000000011 272.14347839355474 56.065561915268781 0.96592630834241577 -87.783111572265611 7.5000000000000009 52.52692068484928 175.50000000000003 76.139322092198583 6.5000000000000009 1.0000000180025095e-35 0.94038048091132753 0.67870669056152944 50.749891479258032 52.169587743974937 0.95363614179866019 -2.7263108491897579 2.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 6 8 10 17 12 18 31 20 -3 27 -13 -16 36 -6 -2 37 -5 44 35 -4 42 -22 -18 -10 39 -8 -19 34 -33 -12 -1 -11 -7 -15 -29 -17 -41 -26 -14 -44 -9 -20 right_child=1 5 23 11 7 16 29 21 13 22 33 14 24 19 15 28 26 30 45 -21 25 -23 -24 -25 41 -27 -28 38 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 43 -45 -46 -47 leaf_value=-0.0022346786992266513 -0.0022463058899041227 -0.0021871495856369619 -0.0036026413153705554 -0.01017707078915097 -0.0031520392335432296 -0.00095943843149574859 0.00063101871168059283 -0.0068833974049867302 -0.0018680838806338878 0.0016832737097818931 0.00044947855057379365 -0.00060720016056849558 -0.0018692328897665265 -0.0030265322018249515 0.00010440516714309129 0.00136344134878686 0.00090903786145131113 -0.0025588550370994989 -0.0016890028633574725 -0.00049854792382319016 -0.00038436182446833605 0.0007894724784510811 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14.7526 14.0872 14.0383 13.8966 13.8223 13.794 13.4078 12.6575 12.4733 11.3408 11.2875 11.1248 10.8214 10.607 12.0713 10.5925 10.4434 10.3309 10.2137 9.87053 10.7341 9.83563 9.75478 threshold=208.75472968146428 0.59785493350189289 224.81169364905614 182.00195694716245 1.5000000000000002 0.69533380229792663 231.27199748824401 98.659034414719883 9.5000000000000018 33.000000000000007 0.95215509484693239 1.0000000180025095e-35 733.50000000000011 1.9789821392031339 29.500000000000004 0.64668709612646491 35.000000000000007 56.827675004055401 502.75000000000006 0.18144310602967201 1.5000000000000002 20.027688756484363 1.4603472845486125 36.846194077712568 33.347830695237214 3.5000000000000004 239.31135990675654 2.5000000000000004 44.979168299797941 204.63187874863686 1.5000000000000002 871.25000000000011 0.89305308950679352 24.893618920341346 17.999998092651371 75.574116139070426 30.760695916397051 0.92283128646812762 21.500000000000004 0.84990411027277346 52.500000000000007 8.5000000000000018 5.3181071281433114 15.02028181055673 22.000000000000004 2286.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 7 19 20 28 10 9 24 39 12 16 17 -13 36 23 29 -10 -2 42 45 32 -3 -7 -9 -8 -24 -4 -11 34 40 -16 -17 -26 -18 -12 -38 -20 -1 -25 -23 -5 -44 -41 -14 right_child=1 2 6 5 -6 8 26 25 18 13 15 14 21 -15 22 33 35 -19 38 -21 -22 41 27 31 30 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 44 -42 -43 43 -45 -46 -47 leaf_value=-0.0045944453729950784 -0.004048049609371239 -0.010593348744597188 0.0004026432100951894 -0.0045568990441140116 -0.0032705087921645667 -0.00095865104815986122 0.0015615452316441937 0.0020245186382361552 -0.0022478059772481017 -0.0019570574236189588 -0.0003862551895620856 0.00027440416328684028 -0.002172937966965919 -0.0041012260780110745 -0.0023669128791074107 -0.0027545896862304574 -0.0019179957652808452 -0.00073645254816132749 0.0002379958811158699 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16.2623 14.7628 14.3165 13.5409 13.3181 13.0752 12.7684 12.1046 11.3451 11.2848 11.0077 11.966 10.9642 10.9641 10.7365 10.5714 10.3565 10.2527 10.3428 10.2255 12.4418 9.87572 9.17137 9.08106 8.76991 8.59473 9.66206 8.58456 8.55933 9.38887 threshold=208.75472968146428 2.5000000000000004 224.46954236239955 184.68399984851931 1.5000000000000002 232.23698844637698 98.659034414719883 0.95215509484693239 0.54037018832139272 1.0000000180025095e-35 2.5000000000000004 21.500000000000004 216.84221529938134 198.47299699559252 0.64331846893373601 135.50000000000003 1.6479840261361944 20.163416030382923 49.836375222040793 0.8996735402509427 54.598055689774604 43.446716688248117 0.96462496676511322 68.779220779220793 -72.73852157592772 502.75000000000006 153.66853333333336 42.815421915878687 56.55494214676321 242.57998427957628 52.500000000000007 0.17054875176539394 2174.2500000000005 145.20027855153205 3.0285325886479098 30.760695916397051 0.92283128646812762 15.500000000000002 79.65995505874541 50.256436399337808 1.5000000000000002 24.244979570028466 25527.500000000004 332.95331880577413 139.17209588551711 2655.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 21 7 33 -3 12 16 13 17 38 35 -7 -11 32 37 -8 30 -4 -20 -10 -21 -13 43 40 39 -17 -19 41 -2 34 -1 -9 -37 -14 -5 -15 -28 -31 -43 -16 45 -41 right_child=1 8 5 4 -6 15 19 14 23 10 -12 25 18 28 26 29 -18 20 22 24 -22 -23 -24 -25 -26 -27 27 -29 -30 31 -32 -33 -34 -35 -36 36 -38 -39 -40 44 -42 42 -44 -45 -46 -47 leaf_value=-0.0041381811045509836 -0.00065123465779953239 -0.0033995176269562243 6.157317764795257e-05 -0.0014626713883924905 -0.0026447470765328779 -0.0040098076503672139 -0.0016385558070480292 -0.0003643071496269338 -0.0019173033628232645 -0.0011496903028463572 0.00027888194678405315 -0.0032207431516866479 0.0002210782957186378 0.0001436129699929298 -0.0028555202553639564 0.0016044833692296042 -0.0039401726234889883 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20.7401 23.0665 18.755 18.1564 16.8922 16.564 16.7116 16.3648 16.1147 15.9658 15.73 14.3394 14.1543 14.0526 13.5807 13.2362 13.0523 12.9313 12.8276 12.4854 11.2911 11.1717 11.0556 18.889 11.0012 11.0397 10.9631 10.7949 10.7437 10.632 10.4617 10.1949 threshold=0.76802745805380024 40.500000000000007 1.5000000000000002 46.060609959971778 29.500000000000004 0.84638349028250859 0.84815068146121508 0.82143553327763863 49.500000000000007 655.50000000000011 19.338358005281105 385.50000000000006 20.902376685699512 1.6021409881777728 0.90659987071751791 95.473611075682101 36.638007676217903 25.810007095336918 24.071685521074727 141.50000000000003 2072.5000000000005 48.284756151290715 79.33147545195115 454.50000000000006 1.0000000180025095e-35 -1.0000000180025095e-35 664.50000000000011 1.0000000180025095e-35 0.95844378555089282 56.827675004055401 0.96592630834241577 -87.783111572265611 272.14347839355474 53.857100584323824 0.89992918262312982 0.38236847460866114 0.93513645320521699 1.5000000000000002 0.68367767533948676 84.000030517578139 17.500000000000004 22.000000000000004 6.5000000000000009 76.139322092198583 1.0000000180025095e-35 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 6 8 11 17 12 18 19 31 -3 26 -12 -16 42 -6 -2 -5 -21 44 -4 -9 43 36 45 -18 -28 -8 -19 35 34 -13 38 -1 37 -14 40 -40 -17 -20 -7 -11 -15 -10 right_child=1 5 22 10 7 16 29 23 13 24 14 33 25 21 15 32 27 30 41 20 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0022308573836687402 -0.0020254916335043357 -0.0020473985651154837 -0.0032520352492137515 -0.009446597555146697 -0.00292923236108907 -0.00088835599869484401 0.00058798998226502499 -0.0015837455547906096 -0.0030991841386724976 0.0015825995787898783 -0.0005642999962301731 0.00036422169250307465 0.0011976542273136916 -0.0028772952158286607 0.00024110005552714566 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145.141 127.481 54.6132 33.3364 28.6527 27.0167 23.937 23.5095 21.8381 21.2839 21.0412 20.4479 17.6987 17.6076 17.2578 16.117 15.466 15.4541 15.4191 14.7462 14.7064 12.9767 12.7416 12.3026 18.0414 12.1869 11.7679 11.4873 11.4342 10.975 11.2087 10.7893 10.2127 10.1898 10.0257 9.93874 9.45672 9.40633 9.34593 8.90941 8.90859 8.89283 8.80772 8.7662 threshold=212.48761553831091 2.5000000000000004 190.74270072992704 228.65667300664234 0.6682669758190446 84.296308533178632 153.66853333333336 1.0000000180025095e-35 9.5000000000000018 2.5000000000000004 0.15721856415347388 0.54037018832139272 220.72989697956032 33.000000000000007 237.99789789789793 2.155725122302663 47.116047507824753 52.300507369133179 54.76985052768989 1.5000000000000002 0.63197497782726031 1.6954025310201815 40.500000000000007 204.24614256727207 3.5000000000000004 1.5000000000000002 35.150188633276805 505.25000000000006 31.00000095367432 1.6204662671483161 40.500000000000007 0.93194318410969967 70.25466963949161 688.3711037056155 0.62681078560365078 232.85053112432246 1.0000000180025095e-35 0.18074045452948825 0.61780576530459663 0.30254096341048914 28.553974301669239 15.500000000000002 491.25000000000006 0.22222222503634498 40.745689014324235 51.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 19 6 -1 12 13 21 -5 -3 17 24 36 18 44 -2 -15 43 -7 34 25 42 28 26 41 -10 -6 40 31 33 -33 38 -9 -13 -12 -30 -22 -19 -24 -8 -20 -4 -14 -23 right_child=1 11 4 10 8 20 22 9 27 -11 14 35 16 15 -16 -17 -18 39 23 -21 30 45 29 -25 -26 -27 -28 -29 37 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0029947198034114587 -6.8437119609753738e-05 -0.0031744369444806713 -0.0051140149138960934 -0.0036181788134509508 -0.00044437124145875321 -0.0027093942586195298 0.0016745186929148592 -0.0024533096958619183 -0.0015757602520446677 0.00036622799701288458 0.0013724502507786195 -0.0018238082149923699 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28242 896 25521 14017 33600 673 internal_value=0 0.0267644 -0.0445598 0.0309824 -0.0255077 -0.0674065 -0.0714095 0.0163436 -0.0187772 -0.0119166 0.0472445 -0.0803271 0.0197358 -0.0222372 0.0477657 -0.03209 0.0277006 0.00923653 -0.0298975 -0.0701352 -0.0124821 -0.0445498 -0.063669 -0.0184548 -0.00806367 -0.053226 -0.0486867 0.0250107 0.0115084 -0.0765786 0.00726176 0.0341132 0.0590342 -0.047547 -0.0252773 -0.0367047 0.0427745 0.0326607 -0.0824291 0.022186 -0.0728315 0.0229218 -0.0317892 -0.0499636 0.00789248 -0.104542 internal_count=890041 556596 333445 535504 181822 151623 141323 281817 157994 30203 253687 21092 251614 146424 252889 86378 143076 108538 84388 23828 10300 12754 109086 49222 60046 60304 54772 11570 21405 48782 8172 5393 4132 1261 9653 7309 186502 11801 1104 50974 46037 3306 29396 14642 33642 3101 shrinkage=0.0306829 Tree=56 num_leaves=47 num_cat=0 split_feature=16 33 16 16 20 29 16 17 17 29 16 20 9 0 31 5 29 17 8 16 11 10 4 27 5 27 24 27 19 2 17 25 17 11 12 4 1 16 17 0 17 26 24 23 29 4 split_gain=1004.95 257.081 156.861 99.0595 42.1968 30.8379 29.2648 28.0202 25.9332 24.5317 22.0675 20.423 19.6983 18.4275 20.3649 20.0274 17.7517 17.3052 15.8774 15.5316 13.8885 13.5859 13.3166 12.9706 12.057 12.0126 11.6691 11.519 12.4821 10.9743 10.7035 10.6794 16.0188 13.9099 13.5389 12.8202 14.9873 10.498 11.9655 9.86139 10.6006 10.7729 9.64961 9.85682 9.44869 9.21182 threshold=208.75472968146428 2.5000000000000004 224.81169364905614 178.10663803900522 0.69533380229792663 0.15721856415347388 232.70042830870003 75.813348182206553 98.659034414719883 0.42021468622782093 198.96831601048189 0.56035228235069601 0.95175683384632415 33.000000000000007 1.5000000000000002 28.00000095367432 1.4361904929127027 49.490416116033025 124.50000000000001 107.15282869012709 0.71381025163919909 0.96462496676511322 28.000027656555179 53.500000000000007 45.000003814697273 11.500000000000002 3.5000000000000004 2.5000000000000004 1266.2500000000002 19.990566037735853 43.033368707541918 16049.750000000002 46.96122638475061 0.78401863704061514 688.3711037056155 52.081516265869148 9181.5000000000018 147.50033172370357 36.490354087150244 29.500000000000004 51.463033337661905 0.93864786253757992 3.5000000000000004 0.69306019419245202 10.997536184320049 5.3181071281433114 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 8 45 -4 30 10 12 27 17 -3 -1 18 15 -15 -16 -6 -11 22 21 -9 42 44 -19 -26 -10 28 -2 -13 -7 32 34 -34 -8 36 -36 -21 -39 -32 -41 -42 -14 -44 -20 -5 right_child=1 11 5 4 7 6 31 20 26 13 -12 29 19 14 16 -17 -18 24 23 37 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 39 -33 33 -35 35 -37 -38 38 -40 40 41 -43 43 -45 -46 -47 leaf_value=-0.0030647778192541717 -0.0084225509891046879 -0.003071515841788032 -0.0041132226719244038 -0.0037739719887472686 -0.00018603507852410633 6.216625666916925e-05 0.0015864262989648556 0.0018325521189336751 0.0018047718529071715 -0.011243679873846151 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6289 1157 532 73 1186 139 7099 44849 58275 323 1254 346 174 91 29080 internal_value=0 0.0231763 0.0273255 -0.0486408 -0.0351766 0.0413768 0.0419019 -0.0284306 -0.0741777 0.00803215 -0.0315617 -0.0797584 -0.078114 0.0100258 0.000854127 0.0055121 -0.0377431 -0.0433458 0.0185915 -0.0684767 0.0286597 0.0533474 0.0319291 0.0189314 -0.0493902 -0.085755 -0.00793848 -0.0424346 -0.160137 -0.0367219 0.0326546 0.051383 0.0497796 -0.0470869 0.0508228 -0.0471474 -0.273648 -0.0708537 -0.0647752 0.0347227 0.0246002 -0.0563004 -0.0384366 0.0540693 0.0191923 -0.0683349 internal_count=890041 601938 578615 288103 188642 334788 333789 156751 99461 243827 148601 23323 93882 234561 113274 101076 12198 76792 121287 65076 8150 6003 1505 121180 66079 8012 5579 9266 763 7487 168978 164811 158522 1689 156833 1398 212 63571 51948 158290 59852 1577 965 520 121103 31891 shrinkage=0.0306829 Tree=57 num_leaves=47 num_cat=0 split_feature=29 0 32 17 0 0 1 26 20 12 30 17 29 1 20 1 30 8 28 25 19 19 24 13 17 24 17 28 4 10 17 1 0 1 22 19 24 22 13 25 26 18 7 17 28 20 split_gain=520.3 260.174 82.5496 75.5652 53.6867 51.5499 49.9849 30.5864 30.1378 29.8014 27.0637 23.7293 23.5825 22.8555 19.6283 19.1514 17.6907 17.502 16.9108 15.9362 19.446 18.7871 18.1584 15.6557 14.0801 13.8667 13.7468 12.7351 12.6434 12.5368 11.7163 11.5998 11.1991 10.9558 10.7275 10.6831 10.0163 9.98685 10.2551 10.0836 10.6506 10.4595 9.78313 9.7611 11.7258 9.71523 threshold=0.64208172962698995 35.000000000000007 1.5000000000000002 46.639429486018017 29.500000000000004 49.500000000000007 574.50000000000011 1.6021409881777728 0.80455613895842248 100.9294551983978 1.0000000180025095e-35 50.609283725937637 0.15721856415347388 833.50000000000011 0.78312255645096951 358.50000000000006 1.0000000180025095e-35 1202.5000000000002 4780.5000000000009 1151.2500000000002 1371.5000000000002 727.25000000000011 5.5000000000000009 35.26009177197384 56.065561915268781 13.500000000000002 57.632115348055557 24992.000000000004 50.172464370727546 0.65623452919462144 68.977323970944795 3223.5000000000005 45.000000000000007 118.50000000000001 281.25000000000006 661.25000000000011 7.5000000000000009 3395.7500000000005 27.643961131392 897.75000000000011 0.22175900204868229 2.5000000000000004 -86.89995956420897 52.52692068484928 871.25000000000011 0.56035228235069601 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 12 6 -3 23 45 -2 11 35 -1 24 -11 33 31 18 32 21 22 43 -21 36 34 -25 -24 -22 -18 -29 -23 -9 -6 -10 -14 -8 -7 38 42 40 -40 -41 -36 -17 -45 -5 right_child=1 5 -4 8 17 7 10 16 15 14 -12 -13 13 -15 -16 19 28 -19 -20 20 27 30 26 25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 39 41 -42 -43 -44 44 -46 -47 leaf_value=-0.0031918043681035016 0.00069016372691746029 -0.00095920192815644332 -0.0028068311550076231 -0.002756886274114616 -0.0016278829953207724 -0.0022770739883728325 -2.6441897105194889e-05 -0.002440730782870736 -0.010157205319362147 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9024 308 39 948 471 3874 1428 19220 6147 2787 48102 19819 73 86 3175 8376 203 30265 47711 712 19214 internal_value=0 0.0111363 -0.0525597 0.0256289 -0.0389073 -0.0132991 -0.00410894 -0.0338071 0.0128386 0.0384399 0.00563751 0.0107314 -0.0197048 -0.0153523 0.0465514 0.0164724 -0.0878091 -0.0632156 -0.0687412 0.0181515 -0.0146662 0.02054 -0.0838408 -0.0271153 -0.0212696 -0.0158995 -0.173359 0.00571481 -0.144361 0.159908 0.0372569 -0.0542874 -0.066318 -0.0379527 -0.0151421 0.0247189 -0.0456507 -0.0109034 -0.0103024 0.0149504 0.0333889 -0.0312386 -0.0193485 0.0146098 0.00312934 -0.0231003 internal_count=890041 734680 155361 461164 115015 273516 188876 84640 230768 230396 138987 122644 64256 61102 152715 209577 9332 50759 46630 203305 13793 189512 3139 75308 55872 46918 1316 10654 3473 510 49624 5859 45887 6272 48627 60980 28390 44965 44892 11840 8462 3378 33052 139888 48423 21191 shrinkage=0.0306829 Tree=58 num_leaves=47 num_cat=0 split_feature=16 20 16 16 30 20 16 17 17 16 30 29 30 8 17 29 16 17 17 6 11 10 0 12 24 5 27 30 5 16 29 17 28 27 28 24 15 29 8 13 27 6 1 7 26 28 split_gain=909.35 226.331 130.865 89.2396 53.8897 37.5313 28.7325 25.1764 24.5316 19.9653 18.4662 17.2487 17.0193 16.3449 15.7361 13.8248 13.6791 15.8656 13.5375 12.6225 12.3829 13.599 12.3014 12.5766 11.6047 11.1743 11.4009 11.0523 10.569 10.533 10.3419 10.2952 10.2935 10.0541 9.50461 12.9593 9.25468 9.14119 8.97897 14.1502 8.83808 8.41267 8.38995 8.24677 10.606 14.5345 threshold=208.75472968146428 0.63197497782726031 224.304870578937 178.10663803900522 1.5000000000000002 0.69533380229792663 231.27199748824401 75.813348182206553 98.659034414719883 197.37599413347851 1.0000000180025095e-35 1.4885130776448512 2.5000000000000004 733.50000000000011 49.907767165347529 0.18144310602967201 147.50033172370357 42.464243320261957 44.979168299797941 0.25932407804107677 0.71381025163919909 0.96462496676511322 35.000000000000007 36.846194077712568 4.5000000000000009 45.000003814697273 12.500000000000002 1.5000000000000002 47.00000190734864 239.92922011580109 3.3675579390720465 68.977323970944795 4405.2500000000009 52.500000000000007 999.25000000000011 15.500000000000002 0.70360505500194659 0.088449616109871801 1169.5000000000002 70.25466963949161 9.5000000000000018 0.66602684797118761 3047.5000000000005 -89.935768127441392 1.2228383527013331 3584.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 8 15 27 18 9 16 14 13 36 -13 22 -7 -2 30 37 -4 42 21 -9 23 -3 -10 -16 -27 -5 40 34 -1 -32 33 -25 -8 -36 -12 -18 -26 -40 -19 -39 -15 44 -31 -46 right_child=1 2 6 5 -6 7 29 20 24 -11 11 12 -14 19 25 -17 17 28 -20 -21 -22 -23 -24 32 38 26 -28 -29 -30 43 31 -33 -34 -35 35 -37 -38 41 39 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.0029873727829051555 -0.0037183183221972242 -0.010185364651846983 0.00023390383211045691 -0.0016085394405526501 -0.0026934300341755245 -0.00024791591985679498 0.0014565008227842076 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16 20 32 17 16 16 21 17 17 10 26 18 17 32 10 16 15 9 14 16 14 26 22 28 22 28 17 7 13 17 26 25 5 15 11 9 7 17 10 15 7 20 0 split_gain=853.141 200.002 108.651 100.214 50.2781 37.1573 29.8358 28.0188 23.9262 17.2656 16.9408 15.5102 13.8937 13.8116 13.5283 13.4771 15.2923 12.0684 11.8878 11.1974 11.0701 11.5767 13.8325 10.6648 10.3323 9.97873 9.88793 9.82211 9.37268 9.26695 9.10169 8.86996 12.233 8.84214 14.3138 8.82435 11.1678 8.80869 8.79486 10.3361 13.361 9.47695 14.2766 9.44533 8.6511 8.57291 threshold=211.66977924992921 1.5000000000000002 192.72694737469459 229.57624338924305 0.76876095144575418 1.5000000000000002 84.296308533178632 164.84111803661867 220.72989697956032 9.5000000000000018 47.116047507824753 51.317863717086574 0.69738883250649752 0.88968290697859997 1.5000000000000002 50.118773171924026 1.5000000000000002 0.93460513065294559 237.99789789789793 0.28570185707599155 0.95138629186404067 30.386422827988003 107.15282869012709 52.621733883359411 0.85957385330836855 532.25000000000011 1128.7500000000002 567.25000000000011 1089.7500000000002 90.383517858691448 -89.935768127441392 44.005550652958711 55.134168220885236 1.3873600704961302 3711.2500000000005 120.00234222412111 0.55058649823920047 0.92594168636721841 0.95215509484693239 -51.340192794799798 108.236538197408 0.78793561198138773 0.17542584223009952 -8.9726262092590314 0.49692909287658921 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 23 9 7 20 11 12 -10 45 24 35 -6 16 -9 -17 -5 26 -1 -22 -23 44 27 -11 -14 -4 -12 -21 33 32 -30 -20 -35 36 -8 -36 39 41 43 -15 -43 -41 -3 -2 right_child=1 4 5 18 14 -7 13 15 10 25 28 -13 19 38 -16 17 -18 -19 30 29 21 22 -24 -25 -26 -27 -28 -29 31 -31 -32 -33 -34 34 37 -37 -38 -39 -40 40 -42 42 -44 -45 -46 -47 leaf_value=-0.0030882174518710353 5.6585480685896924e-05 -0.0027559779981526362 -0.0021450204006032165 0.0012130331067405776 0.0017163194254815584 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26406 52061 2602 110358 84931 1533 281 3866 61045 4976 3254 2488 74180 36168 390 623 1275 34923 8413 1040 12199 1325 620 61278 10429 112 520 106 251 3531 39 3459 663 546 58 448 255 8417 17065 internal_value=0 0.0234525 -0.0409432 0.0282221 -0.050474 -0.0225178 -0.0592094 -0.0628252 0.0163455 -0.0178498 0.0240072 0.00608928 -0.0209371 -0.00831135 0.0177303 -0.0524462 -0.035458 -0.0607375 0.044058 -0.0121451 -0.0806603 -0.0707143 0.0347219 -0.071917 -0.032569 0.0202279 -0.0770077 -0.0487517 0.0304417 -0.00991388 0.0555665 0.00373606 -0.0699188 0.00316983 -0.0992611 -0.046447 -0.0560206 -0.377094 0.0253696 -0.0232806 0.0264025 -0.115702 -0.197478 -0.0472733 -0.0764882 -0.00886141 internal_count=890041 567213 322828 532835 34378 160713 162115 151362 304481 146871 174285 130196 135856 10753 8223 95681 31382 64299 228354 77373 55681 37181 1013 26155 58483 11015 2573 23560 122224 74800 64431 11866 1437 3153 665 5043 4792 145 5710 2251 1464 787 506 918 24880 45265 shrinkage=0.0306829 Tree=60 num_leaves=47 num_cat=0 split_feature=16 33 16 16 20 29 16 21 9 12 0 29 29 20 13 0 31 29 8 22 1 0 9 13 21 21 4 25 12 4 1 11 9 13 0 24 29 32 6 19 31 4 4 4 7 9 split_gain=804.122 204.64 122.629 80.0636 30.9086 28.0321 27.2582 22.1264 19.9029 23.4909 19.7826 17.5393 16.8605 16.047 14.9723 13.642 14.7705 15.2924 14.5174 13.5371 13.4609 12.2503 11.8488 11.2146 11.5955 10.85 10.1938 10.0766 12.3563 12.7741 13.2534 9.98569 9.66872 11.448 9.61471 9.16158 9.02148 8.57522 8.41383 8.35591 8.35415 8.26844 8.23005 8.07297 8.00064 12.6943 threshold=208.75472968146428 2.5000000000000004 223.62742741327301 181.11188312084428 0.69533380229792663 0.15721856415347388 232.70042830870003 9.5000000000000018 0.89300650715657681 195.4472221513642 33.000000000000007 0.42021468622782093 2.0443348906461725 0.54037018832139272 30.619141591187493 33.000000000000007 1.5000000000000002 1.4361904929127027 741.50000000000011 505.25000000000006 135.50000000000003 24.000000000000004 0.95991880987051192 33.347830695237214 1.5000000000000002 1.5000000000000002 17.999998092651371 16049.750000000002 688.3711037056155 52.081516265869148 9181.5000000000018 0.83335960842604695 0.95562282839015411 22.870545054531682 29.500000000000004 21.500000000000004 10.997536184320049 1.5000000000000002 0.81250000294510072 859.25000000000011 1.5000000000000002 39.690572738647468 66.220615386962905 18.00000095367432 -16.699242591857907 0.95433400465694695 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 8 37 -4 34 10 -1 21 23 -2 14 -3 31 20 18 -18 39 -9 -13 -10 -11 -6 26 -15 -25 28 -8 30 -30 -12 -23 -34 -7 -21 44 -5 -24 -17 43 -26 -38 -36 45 -22 right_child=1 13 5 4 7 6 27 19 9 22 12 15 -14 25 -16 16 17 -19 -20 35 36 32 38 24 41 -27 -28 -29 29 -31 -32 -33 33 -35 40 -37 42 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0032874802262253229 -0.0011773429542839731 -0.0027609498560842334 -0.0038681210702863869 -0.0013811509436046985 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31372 118253 157091 1599 29065 2839 16015 106 2722 1025 56552 50588 7687 3788 41619 4923 11031 16563 907 290 20471 7046 2270 6311 69 1204 142 8462 14514 35833 6248 3449 20 12777 109 644 5716 870 60 62086 74592 21476 internal_value=0 0.0208058 0.0245123 -0.0434246 -0.0303492 0.035929 0.0364121 -0.0244982 -0.064664 -0.0603989 -0.0277617 0.00594112 -0.0374525 -0.0709457 -0.0348519 0.00773865 -0.000403571 -0.0342505 0.0037794 0.0210053 0.0156563 -0.0634733 0.0161406 -0.0130781 0.00324116 -0.0348703 0.0668364 0.0458491 0.0442889 -0.0487401 -0.275705 -0.0555138 -0.0709195 -0.0640247 0.028324 0.0371082 0.0160086 -0.059953 0.108815 -0.00749066 0.0193885 -0.00438754 -0.319676 0.0224604 0.0162593 0.029352 internal_count=890041 601745 578380 288296 178443 358185 357120 148995 109853 99830 139024 220195 83751 23365 81029 211611 104326 11475 92851 9971 107285 95975 3855 55273 23901 8071 2560 164817 158506 1415 211 24477 66910 50347 192303 8372 107179 29448 1016 51232 74050 21341 80 68334 107099 32507 shrinkage=0.0306829 Tree=61 num_leaves=47 num_cat=0 split_feature=26 0 32 0 14 11 17 11 14 0 26 5 12 22 5 11 25 21 13 12 14 28 26 25 20 22 12 17 17 30 12 14 20 20 25 22 13 5 27 12 21 0 5 12 23 17 split_gain=407.573 198.238 73.5292 56.8158 56.6059 51.2376 44.0992 34.9044 32.9162 34.83 23.2196 21.1952 18.3822 17.994 16.6296 16.6117 15.7448 31.6004 20.2151 17.7825 17.0632 21.1362 15.2788 15.5926 13.0354 12.7171 12.3447 13.7001 12.0165 11.0604 11.0024 10.7858 10.6383 10.3635 12.028 10.181 9.889 9.80072 9.79037 9.75545 9.69489 9.23706 9.11782 21.8593 12.2519 12.0185 threshold=0.71762398997999066 35.000000000000007 1.5000000000000002 35.000000000000007 19.338358005281105 0.86764171122994671 45.97403275065394 0.85526930070273732 20.602028997761849 49.500000000000007 1.9789821392031339 29.00000095367432 54.642135623730958 2276.2500000000005 50.000854492187507 0.80556007226738946 1151.2500000000002 1.5000000000000002 44.215926715140419 95.473611075682101 43.594857663142342 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44709 41358 2211 24184 58675 307 28377 28230 112566 39147 3147 2132 1773 359 shrinkage=0.0306829 Tree=62 num_leaves=47 num_cat=0 split_feature=16 33 16 16 32 9 17 16 29 30 20 29 21 9 17 16 17 5 29 16 17 8 14 17 11 8 17 16 17 4 29 17 25 18 15 25 24 29 8 14 5 19 1 21 15 28 split_gain=724.904 155.213 128.381 66.6621 43.2267 28.8671 27.4174 21.782 20.4868 17.402 14.7953 14.7655 14.1757 13.9234 13.1506 12.6155 13.7916 12.3343 11.5319 10.6443 10.4736 10.3446 11.9002 10.932 10.3215 10.6317 10.2107 12.6701 10.8476 9.99554 9.80221 15.1054 9.59659 13.2205 62.9337 26.1181 9.91786 9.43024 9.29163 9.18956 31.5452 25.3711 16.8337 9.1862 8.68484 8.67002 threshold=215.01825049416547 2.5000000000000004 195.77261897333207 230.03501856912621 1.5000000000000002 0.89300650715657681 75.813348182206553 164.84111803661867 0.18144310602967201 1.0000000180025095e-35 0.54037018832139272 0.15721856415347388 9.5000000000000018 0.96285215154824366 46.475061686083478 206.81297571237334 54.338991770785995 64.003540039062514 1.6954025310201815 243.21590765195657 56.689689833494441 729.50000000000011 20.163416030382923 54.76985052768989 0.61780576530459663 3099.5000000000005 44.979168299797941 221.83935489511578 51.888079247368253 127.74705505371095 0.088449616109871801 42.095628133205118 1202.2500000000002 1.5000000000000002 0.68652400266958769 1364.7500000000002 6.5000000000000009 0.62681078560365078 1066.5000000000002 48.284756151290715 158.99998474121097 4977.5000000000009 9181.5000000000018 1.5000000000000002 0.71734991347451726 5180.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 12 29 7 -7 -2 21 -3 -5 14 24 -4 20 -17 -15 -11 32 38 26 23 -23 25 -8 -10 28 -28 -1 -9 -32 -13 -34 -35 36 -36 -22 44 40 -21 -42 -43 -12 -16 -27 right_child=1 10 4 11 -6 6 13 30 9 18 43 19 -14 17 15 16 -18 -19 -20 39 37 22 -24 -25 -26 45 27 -29 -30 -31 31 -33 33 34 35 -37 -38 -39 -40 -41 41 42 -44 -45 -46 -47 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97.958892449920668 1.0000000180025095e-35 2.5000000000000004 1.4455039728673702 1.7249033307953003 64.604822375320865 16049.750000000002 1.0000000180025095e-35 3.3675579390720465 1.5000000000000002 133.13602002298674 170.02690887451175 -1.3971809744834898 0.91181903462391278 0.47278608993903698 7.5000000000000009 6.5000000000000009 308.50000000000006 -78.747478485107408 0.79966744621917052 873.50000000000011 107.15282869012709 0.99524435814654721 0.58082775453487001 237.99789789789793 1.5000000000000002 6.5000000000000009 31.00000095367432 1.1872485603213268 807.25000000000011 0.530065994360161 0.97368933072817476 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 13 9 -2 23 26 -1 33 -5 22 -4 -15 29 17 -17 -10 -3 21 36 -12 -7 -23 -26 32 30 -14 -16 31 43 -8 -11 -32 -30 38 -38 -13 -35 -20 -42 -37 44 -28 -46 right_child=1 19 4 11 -6 7 8 -9 18 10 12 20 28 14 15 16 -18 -19 40 -21 -22 24 -24 -25 25 -27 27 -29 35 -31 34 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12125 168830 220067 8060 7238 25555 3925 14327 5650 104364 13243 10499 219349 204258 15091 168661 165219 159388 18459 259 91121 75420 237996 202318 156355 155321 5065 192 8200 16033 822 3491 35678 917 shrinkage=0.0306829 Tree=65 num_leaves=47 num_cat=0 split_feature=29 0 32 23 0 9 1 8 17 0 20 25 29 1 10 14 21 14 6 9 1 7 14 9 17 9 20 21 30 25 18 12 20 27 21 19 17 24 6 27 17 26 21 8 9 27 split_gain=338.576 176.736 51.7794 48.2853 43.117 37.5623 45.2811 32.3361 27.5976 20.5949 19.7291 20.2048 18.7051 16.5519 16.0134 14.2051 14.1472 14.1102 14.0224 13.7878 13.1511 13.1233 12.7416 12.5631 14.2935 13.3943 12.2042 12.0344 12.0107 11.9169 19.6427 9.86236 18.5917 12.2846 9.30778 9.30421 8.86259 8.83831 8.80369 9.31104 8.79779 8.69427 8.57471 14.4625 8.48859 8.35765 threshold=0.64208172962698995 35.000000000000007 1.5000000000000002 0.94911373514164532 29.500000000000004 0.93410001763413975 574.50000000000011 4091.0000000000005 45.620666588255304 49.500000000000007 0.63197497782726031 576.25000000000011 0.15721856415347388 833.50000000000011 0.95673520531187284 26.409358557534635 1.5000000000000002 13.318179786517765 0.68750000333200101 0.97492668369496982 873.50000000000011 -89.13842391967772 15.244950522476943 0.90659987071751791 62.99229741004995 0.96266315672218805 0.42137259396996024 2.5000000000000004 1.0000000180025095e-35 897.75000000000011 2.5000000000000004 247.50357133746823 0.96307307872195136 3.5000000000000004 1.5000000000000002 597.25000000000011 55.834303844280903 10.500000000000002 0.77777778116249519 28.500000000000004 52.960426945881032 1.4595069361220896 1.5000000000000002 1645.5000000000002 0.93072622102263158 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 12 7 27 14 35 20 -2 40 -1 19 -3 16 -6 -10 41 29 -8 26 -15 -19 36 -26 -18 -7 -22 -14 -31 -13 -33 -34 -9 -5 37 -25 39 -29 -12 -11 -24 -44 -45 -30 right_child=1 5 -4 8 15 6 9 34 17 18 11 31 13 22 -16 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461207 114952 273575 241901 31674 341656 176854 119551 113084 64293 61104 21062 50659 45307 175546 55650 55864 121204 41985 5240 174767 162655 10035 4718 65047 44743 36893 4622 74270 1278 526 10612 166110 152620 139924 57830 32344 38814 30418 5183 3059 974 4921 shrinkage=0.0306829 Tree=66 num_leaves=47 num_cat=0 split_feature=16 20 16 16 30 20 17 16 9 27 30 23 8 17 0 26 0 6 16 20 19 29 15 22 27 16 17 20 30 28 30 0 0 9 17 26 7 17 17 7 29 26 28 4 9 4 split_gain=584.656 145.906 83.0657 59.3443 33.307 20.563 20.2325 17.7499 16.6788 15.9309 12.456 15.9558 12.5844 12.3524 13.5737 15.8521 11.5761 11.3124 11.1779 10.8844 10.5448 10.2352 10.0761 9.90266 9.66784 9.53679 13.2826 9.40982 9.39027 9.33008 9.02807 8.93155 8.67203 8.45838 8.21369 11.6462 8.37104 8.03985 7.9535 7.78214 8.32666 8.59956 10.8078 11.4558 7.73412 7.56748 threshold=208.75472968146428 0.62396681669487608 224.81169364905614 184.68399984851931 1.5000000000000002 0.79611691004227303 90.383517858691448 236.88332560317141 0.88870890769259014 35.500000000000007 1.0000000180025095e-35 1.385386560693642 696.50000000000011 58.008228938778281 33.000000000000007 2.2699210618597472 29.500000000000004 0.25932407804107677 203.40578898225959 0.5299475937773811 345.25000000000006 0.18144310602967201 0.70360505500194659 281.25000000000006 22.500000000000004 153.66853333333336 39.354186208004542 0.29489412731056469 2.5000000000000004 624.25000000000011 1.5000000000000002 29.500000000000004 29.500000000000004 0.95138629186404067 51.249767729622405 0.94745287293585789 -11.309931755065916 54.177434660323705 43.653465378372324 -89.935768127441392 0.15721856415347388 1.3873600704961302 3584.5000000000005 75.004653930664077 0.93410001763413975 6.0388505458831796 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 6 21 30 8 16 -1 13 12 22 23 14 24 18 -4 -14 -16 -8 -15 -2 -12 -3 38 -10 27 -27 -13 -26 45 -25 -21 -23 -18 -36 -37 -20 -7 40 -9 -42 44 -44 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0.6682669758190446 90.383517858691448 153.66853333333336 29.500000000000004 0.46695360105719114 53.032407714512289 1.5547153578018105 68.977323970944795 1.5000000000000002 204.24614256727207 0.96285215154824366 56.827675004055401 2.5000000000000004 1290.5000000000002 0.56035228235069601 0.15721856415347388 1.0000000180025095e-35 4780.5000000000009 5679.5000000000009 20143.000000000004 -14.912445068359373 57.280333816615119 1.5000000000000002 -78.747478485107408 1.7249033307953003 42.815421915878687 1.5000000000000002 175.92911632532787 16049.750000000002 1.0000000180025095e-35 133.13602002298674 0.55483779164797975 37.500000000000007 46.224225994131352 223.28159781173366 51.177330401570678 53.626724894990978 0.80557047380355662 0.68631345029239776 0.659370865270554 317.25000000000006 12.568049227563643 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 26 6 -1 11 16 10 -9 12 -6 15 21 -11 17 -2 -3 -5 24 -7 -23 -24 27 37 -4 -10 -22 30 -8 -31 33 -21 -35 -36 -33 -26 39 -39 -40 42 -27 -13 45 -14 right_child=1 18 4 19 7 14 29 9 20 13 -12 43 44 -15 -16 -17 -18 -19 -20 32 28 22 23 -25 25 41 -28 -29 -30 31 -32 36 -34 34 35 -37 -38 38 40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.002220313399550619 -0.0081310011964538902 -0.0022341706805859098 -0.00097202041087761316 -0.0027302530941744913 0.0046362405334548183 -0.0015943065378099441 -0.00032485974186783397 -0.00088425120818937141 0.00026246290631728867 -0.0012775783977776202 -0.00325977107100273 0.0028887054960471266 -0.0066205063880527262 1.1005539190214115e-05 0.001362170466771344 -0.00013643338950879313 -0.00040359340445862886 -0.00052588927695417507 -0.00063085102198091013 0.0011039843820339094 0.00023103727187224647 0.0054813373523899915 -0.0047800118196003249 0.0038597437748264713 -6.5645122269517738e-05 0.0060060426952397578 -0.0022580781965944878 0.0011718359053628411 -0.0012947973727867731 -0.001905670297792752 -0.0021875158320043683 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0.0160356 0.0190378 0.010886 0.0284143 -0.0842176 -0.22569 0.0582902 -0.00128915 -0.0970318 internal_count=890041 514010 376031 494981 203259 172772 163495 178683 271486 116756 29354 61927 57491 87402 9277 34612 9445 850 19029 223495 262041 5478 1125 662 236540 176097 24576 60443 25501 130773 20349 110424 222752 216090 14021 332 72954 174201 149505 79975 69530 1896 371 4436 56927 972 shrinkage=0.0306829 Tree=68 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 20 17 17 0 1 16 12 21 17 16 6 29 25 18 11 11 10 22 27 10 30 30 20 21 13 10 10 14 29 27 0 21 4 29 6 2 14 22 29 7 17 split_gain=514.355 128.669 71.814 54.2646 36.3825 22.3985 19.1368 15.2303 14.4943 13.988 13.6569 12.6377 11.8595 12.9687 12.4613 11.2056 10.674 10.6175 10.4169 10.3942 10.3892 12.6571 9.61632 9.52883 9.50906 9.40507 14.4573 9.29214 9.17658 8.7674 10.6177 8.68243 8.65404 8.42763 8.80074 8.27086 8.24317 12.7634 8.01211 9.91868 7.92663 7.8952 7.81944 7.74399 7.62478 10.3707 threshold=208.75472968146428 1.5000000000000002 225.80154846794167 178.10663803900522 0.80870063250161872 0.69533380229792663 75.813348182206553 108.236538197408 33.000000000000007 449.50000000000006 235.90693293414256 40.745689014324235 9.5000000000000018 46.556014577680465 198.96831601048189 0.27637113690413312 0.15721856415347388 317.25000000000006 1.5000000000000002 0.79966744621917052 0.71381025163919909 0.96462496676511322 502.75000000000006 52.500000000000007 0.88080039901026208 1.0000000180025095e-35 2.5000000000000004 0.8165285834672521 3.5000000000000004 68.197734576769108 0.8313949172044367 0.9285921513025327 52.621733883359411 1.3436254301832833 5.5000000000000009 11.500000000000002 1.5000000000000002 40.000247955322273 10.997536184320049 0.41666667268718621 58.302173913043482 44.920585588752758 2276.2500000000005 0.12627745993470615 -16.699242591857907 60.949847984611587 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 32 -5 12 19 11 -10 16 17 13 28 33 40 24 -2 -6 31 21 36 -14 38 -4 -17 -27 -21 -7 30 41 -1 -3 -15 -35 -29 -8 -38 43 -40 -11 -9 -39 -13 45 -45 right_child=1 4 10 5 18 6 20 29 9 15 -12 23 22 14 -16 25 -18 -19 -20 27 -22 -23 -24 -25 -26 26 -28 35 -30 -31 -32 -33 -34 34 -36 -37 37 42 39 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0018348457219423413 -0.011928482217664073 -0.0018385335413749545 -0.00026645520989632365 -0.0015011110688237348 0.0017557105281895144 0.001558536737408783 0.0053294212145018355 0.0010075233314949823 -0.0011314121596385633 -0.0038647743866189535 0.0012421819770466642 -0.00540739748516439 -0.0017198156268372164 -0.00099559804163963433 -0.00052086003653311263 0.00021727185228610782 0.00081000093691404598 -0.0016371283603566688 -0.00052538088595156861 -0.0018351865902241956 -0.00098693300442324276 -0.0090107258953174823 0.00090670108486499187 -0.007148366209208233 -0.01375607385962855 -0.002737064219784834 -1.082978942748592e-05 0.0010615486125373922 -0.00070458845521129989 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threshold=216.17487277802357 2.5000000000000004 192.72694737469459 229.57624338924305 2.5000000000000004 84.296308533178632 147.50033172370357 46.224225994131352 7.2435273424051543 203.40578898225959 54.338991770785995 223.28159781173366 50.188027467647281 0.95215509484693239 0.54037018832139272 36.490354087150244 0.29489412731056469 0.18144310602967201 147.49509725077391 1.5000000000000002 0.36017753261971314 171.31302419354842 72.113094681759875 44.802119382474444 0.84279272874987321 168.30203820042831 249.2418718543135 1.0000000180025095e-35 1.7748193512326742 1.9767526304234011 57.448949039656377 14.500000000000002 491.25000000000006 33.000000000000007 28.243664406063665 0.36001252736655326 1.0000000180025095e-35 15.500000000000002 29.500000000000004 169.50000000000003 50.118773171924026 0.66200664615103288 1.0050116343112616 29.500000000000004 1.5000000000000002 0.89585687214257925 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 8 6 -1 39 -4 29 23 12 37 18 -3 16 -8 -5 -7 -20 42 -22 43 -11 -12 -26 27 38 -25 30 33 34 -33 -10 41 -18 -30 -9 -19 -2 -23 -32 -17 -15 -16 -6 right_child=1 14 4 17 45 13 15 11 9 10 24 -13 -14 22 44 20 35 26 19 -21 21 40 -24 28 25 -27 -28 -29 36 -31 31 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0023097196348903751 -0.0032787096974424453 -0.0021111136078153341 -0.0030404348790447817 -0.0023948407473203355 -0.00229115420148236 -0.0020173973847266479 -0.0022190252361044376 -0.00011704460849356052 -0.00034385890328469395 0.0018892789764018373 -0.00042440803780631166 0.00078005870341542338 0.00058505900576717013 0.0013549059261764329 0.0018471582060154675 -0.0019609094739416093 0.0035252154404391048 0.0011418781505819267 -0.0070375161078995814 0.0037839681172584902 -0.0017412277289345749 -0.00061626096300090155 0.0036192546834731888 -0.00038496318319185214 0.00055077834052425401 -0.0011081411415694311 0.0028632094914086185 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8.81471 8.64259 8.59867 8.58163 8.32977 8.15166 8.03955 threshold=0.63483864948082602 50.468125746145539 1.5000000000000002 25.48996386993176 0.82986358490864776 9.5000000000000018 0.90029985194716466 0.088449616109871801 0.88362494048833573 0.659370865270554 3977.2500000000005 494.50000000000006 662.25000000000011 0.87019382240317977 0.80271450940143962 28.243664406063665 0.94876721869870084 1202.5000000000002 3584.5000000000005 1.0000000180025095e-35 1.4093763909294661 2.5000000000000004 1.3469090531631844 20.027688756484363 34.036664861648255 0.31994438148990023 -51.84277153015136 47.00000190734864 17.648187284721327 0.71734991347451726 23.500000000000004 2.5000000000000004 62.99229741004995 632.25000000000011 1.5000000000000002 0.37502117409050151 7.2435273424051543 641.25000000000011 44.051302408857985 25.747887910470599 84.296308533178632 0.95013947679666355 84.296308533178632 -2.0454083681106563 52.500000000000007 0.90305415795126931 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 7 6 -3 -1 11 10 16 43 42 14 32 29 -8 18 36 23 -21 45 -14 -13 -20 41 27 -27 -10 31 -31 38 33 -11 -22 39 37 -6 -9 -16 -28 -17 44 -2 -7 -5 right_child=1 5 -4 21 17 12 9 15 28 13 -12 19 22 -15 35 25 -18 -19 24 20 34 -23 -24 -25 -26 26 40 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0055624016008152003 0.0001146138473133404 -0.0014221828102081429 -0.0019584957889039463 0.00076151902142381563 -0.0011559961571864881 0.00029065856157964174 -0.0005948975860282879 0.00022098236409783735 -0.011051604794346474 -0.0014467519354662518 0.0039110780065520481 -0.00086567488472550887 0.0019665903059905283 0.00032866967139632674 -0.0028888929026320569 0.00031105066242095001 0.00089363297175449512 0.0017648779754576064 -0.00015349473598593279 5.0319540895828504e-05 -0.0034691297248422297 -0.0013718782527259346 -0.0033468364364992462 0.00041322142517609129 -0.0076106133222583559 0.0025576552148152934 0.0013094203264130656 -0.0048691308954078062 0.00075501679390620115 -0.002093144599229383 -0.0003130809565306935 -0.00086360648160146709 -0.0032334702253762979 -0.0003808972766147019 -0.00077333925713341098 -0.0002523966012547876 -0.00016938554871823744 -0.0081398502401309452 -0.005776122160033181 0.00018627545112068832 -0.0048865659002314821 0.0068513057640322231 -0.0053236838845261945 -0.00093767656774846188 -0.0088238854087239749 0.0012940197378004403 leaf_count=1185 10773 16863 40083 165985 1189 13808 10134 341 68 15682 2052 6654 10719 32950 2454 360 15078 2890 326 11701 1993 2272 391 119312 412 284 3009 897 63762 22537 5364 31942 1773 16526 3206 159839 39343 317 737 1366 228 399 267 20670 93 31807 internal_value=0 0.00752277 -0.0370011 0.016989 -0.0273787 -0.00630463 -0.0094405 -0.041261 0.0087563 -0.00702664 0.0184941 0.00310202 0.0277754 -0.0100441 -0.0135045 -0.0387506 0.00962479 -0.00637809 -0.0108186 0.00792455 -0.0169794 0.0267886 0.0579996 0.0112657 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7.68813 7.5557 7.76278 12.5465 8.86304 7.44464 7.24102 10.3832 7.62899 8.48484 7.22117 7.19894 threshold=206.81297571237334 0.59785493350189289 223.28159781173366 175.92911632532787 1.5000000000000002 236.88332560317141 37.500000000000007 26.266659157563012 33.000000000000007 1.3585747859974153 98.659034414719883 52.500000000000007 0.86536876774246907 0.43593440389696175 33.000000000000007 1.0000000180025095e-35 723.50000000000011 249.75000000000003 0.92574535974575634 29.500000000000004 2.5000000000000004 0.75938558338261297 56.827675004055401 1.6683522993649578 4.5000000000000009 1059.7500000000002 1.5000000000000002 5061.5000000000009 2.5000000000000004 -86.164558410644517 1.0000000180025095e-35 3.3675579390720465 7447.5000000000009 36.490354087150244 0.8341816653843982 -89.935768127441392 1.3873600704961302 3711.2500000000005 0.92594168636721841 16.500000000000004 0.71381025163919909 120.00234222412111 1.5000000000000002 0.95467234250350574 859.25000000000011 48.000888824462898 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 10 18 19 7 -5 13 22 12 14 -1 -9 17 16 28 -3 -2 -4 23 -22 -10 -17 -12 -26 -19 -28 29 -16 -21 -14 -6 -15 -11 36 40 -38 -39 -24 41 42 43 -7 -30 -25 right_child=1 2 5 6 32 35 -8 8 9 34 24 -13 31 33 15 20 -18 26 -20 30 21 -23 39 45 25 -27 27 -29 44 -31 -32 -33 -34 -35 -36 -37 37 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0030347815027272815 0.00011318692480680761 -0.0026781247390194234 0.00084315563909212628 -0.0013216418847267358 -0.0020080940844430639 -0.00080340770371449077 0.0012921934449902043 -0.0033078584342280922 -0.0010329778206411605 -0.0013718023735142765 0.0014449185698183025 -0.0089966627236482046 -0.001577362436551882 0.0032033617239072935 -0.013028830601747046 -0.0011618383436158362 0.0003887578538930402 0.0037116060925648548 -0.0025068513996443728 0.00051635159727453351 -0.0018352949911364816 0.00052772829693689455 -0.0006448371703755316 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8.49148 8.44586 8.06888 7.90392 7.89776 7.80011 7.68647 8.33088 7.6679 7.3775 7.36116 7.19468 7.1589 7.13938 7.12247 7.11301 threshold=215.47129311118428 2.5000000000000004 197.94083500254203 228.95472184392804 1.5000000000000002 0.89300650715657681 36.500000000000007 0.60920296430732013 33.002328872680671 166.21665249652807 0.22222222503634498 3584.5000000000005 18.783438682556156 1.5000000000000002 0.12005843752100559 1.5068430190187925 35.000791549682624 0.68652400266958769 1.0000000180025095e-35 40.745689014324235 33.000000000000007 1.5000000000000002 75.145183950935902 1.9789821392031339 17.999998092651371 239.92922011580109 0.8652890797566164 107.15282869012709 33.000000000000007 453.50000000000006 127.74705505371095 72.024868011474624 319.25000000000006 95.473611075682101 1.0000000180025095e-35 5.5000000000000009 51.476774215698249 2600.5000000000005 9.5000000000000018 14.500000000000002 0.81482928240740748 -55.304843902587884 620.75000000000011 28.998843193054203 0.31261120331819697 0.86956521870451098 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 11 14 30 7 8 36 31 -10 19 43 17 -4 16 -15 -14 25 -2 21 -16 40 38 32 -5 44 -28 -21 -30 -1 -9 -8 -23 42 -18 -7 41 -24 -35 -22 -38 -31 -13 -12 -11 right_child=1 -3 4 18 -6 6 24 9 10 45 26 12 13 15 20 -17 35 -19 -20 28 22 33 23 -25 -26 -27 27 -29 29 34 -32 -33 -34 39 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0024066738689105956 -0.0035994733019421299 -0.0014778850453177931 -0.0079740561516264824 0.00086998991907545262 -0.001482784400517046 1.7144441240299144e-05 0.0040854261740214653 -0.0016692096203955963 -0.010990030182313539 -0.0009093112986512243 0.0056087393209336579 -0.0020977773416428489 0.001142942782021712 0.00071105706382682714 0.0040495145450136589 0.00085819551550713402 -0.0081455870638203857 -0.0024518650569253378 0.00023369966767340696 0.00057652630233800213 -0.0029077788500109984 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9.53498 9.11441 8.9555 8.86826 8.7326 14.9447 8.56541 8.4363 15.3603 14.9752 10.1311 8.20836 9.50432 8.12447 15.6251 10.5689 7.87235 9.41224 7.77975 8.14025 9.24158 10.7991 threshold=211.39265409693897 2.5000000000000004 184.68399984851931 227.40672316384183 0.82438448464166536 9.5000000000000018 0.95562282839015411 107.15282869012709 40.745689014324235 0.70833333606395843 0.92949599324128607 0.73993334417424628 58.463380510463146 0.79787936704235662 -51.84277153015136 30.212087581844184 62.99229741004995 5180.2500000000009 2402.5000000000005 163.75318880089898 517.25000000000011 1.5000000000000002 237.99789789789793 0.82627064293730978 203.40578898225959 345.25000000000006 6.5000000000000009 1.5000000000000002 12.174451147178763 9.5000000000000018 64.604822375320865 220.15597132589036 47.734066090197281 52.097000767243607 15.500000000000002 54.423514323694114 45.883684259701496 48.284859923743056 2.5000000000000004 0.77321895751902603 1.3585747859974153 33.001129150390632 5.3181071281433114 2.5000000000000004 12.856200695037844 0.29489412731056469 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 42 24 -1 15 25 -9 14 16 26 -14 -10 27 17 28 -19 -16 -7 22 -5 -15 40 -2 31 -8 29 -12 -3 33 34 -13 -33 36 -26 -18 -39 -40 41 -6 -4 44 45 -44 right_child=1 30 4 21 5 20 7 9 10 -11 11 12 13 23 19 -17 37 18 -20 -21 -22 -23 -24 -25 35 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 38 39 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.0018348634636775115 -0.010389146475705005 -0.0015968831478939878 -0.002804282618357658 0.00078928405026611832 -0.00084450568168115538 -0.0019275702958346621 -0.0050087413506325618 -0.0007791744374028984 -0.0015360331730438234 -0.0015175810568814599 -0.012974290340816853 -0.00035875700556020282 -0.006382290539934392 0.001018241459631237 0.00012868894556518652 0.0049168130072103373 0.0029028144310382395 -0.012650722734962519 6.1296437159633597e-05 -0.0057512651991573965 0.001145435460591992 0.00020761680812033317 0.0012306439379599101 -0.0032236008959135106 0.0023594689339743809 -0.0021378718113062461 0.0068269457744199839 0.0016502380610631498 0.00074449458690677779 0.0034239160339526232 0.0020733199332175442 -0.0001197227247684891 0.00066405595739931769 0.00041931383942278404 -0.0066854124698415346 0.00016694108745060504 -0.00065087541570191709 0.0039626822522466527 -0.012526041644952775 -0.0016814026293852998 -0.0015345902478876314 -0.00010237487469965344 -0.0016821227548323204 -0.0020649096692130771 -0.0010878955797651358 0.0010749583307394033 leaf_count=42341 153 21231 2502 199389 42453 1081 237 36158 5577 43429 115 45915 663 1111 14445 725 3379 155 268 269 8979 20888 60623 916 1024 715 195 916 41228 96 616 28237 76314 47255 223 32975 27603 421 109 378 8875 25907 1951 6313 31435 4253 internal_value=0 0.0156314 -0.0280628 0.0181902 -0.0178393 -0.0118127 -0.0441941 -0.0360826 0.00852238 -0.0385267 0.00893029 0.0107533 0.00720965 -0.073337 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13.1484 13.6567 34.8541 13.8232 13.3128 13.7271 14.957 15.2995 13.0803 12.9704 12.2029 34.4628 35.8307 22.1057 20.4675 19.2077 10.6371 10.6355 9.66297 10.7674 10.6616 13.0095 9.37739 11.5824 14.054 9.2409 threshold=0.78767678337514724 35.000000000000007 1.5000000000000002 661.50000000000011 515.25000000000011 0.93410001763413975 0.87897026626742669 1.5000000000000002 2723.7500000000005 281.25000000000006 26.000000000000004 33.629548251598372 1521.7500000000002 9.5000000000000018 92.966514587402358 0.56035228235069601 49.500000000000007 1.5364585567617275 0.94925503715020709 786.50000000000011 0.12627745993470615 1.5000000000000002 3171.2500000000005 15.02028181055673 272.14347839355474 0.954629664572748 3.5000000000000004 6237.7500000000009 53.857100584323824 1.5000000000000002 1176.7500000000002 39.999279022216804 1.5000000000000002 51.534656967018492 7.5000000000000009 2286.7500000000005 44.00000190734864 3.556954212761724 31.500000000000004 29.500000000000004 632.25000000000011 730.25000000000011 39.523983605152786 4832.0000000000009 3160.7500000000005 0.93986005717346111 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 29 7 10 11 9 -2 14 -6 13 16 28 -5 -7 -18 -12 -20 -17 23 30 -22 25 26 -24 -28 -1 -3 -23 32 -32 -33 35 -34 -9 42 39 -11 -40 -42 -27 44 -44 -8 right_child=1 4 -4 15 5 12 45 36 -10 38 18 -13 -14 -15 -16 20 17 -19 19 -21 21 22 24 -25 -26 37 27 -29 -30 -31 31 33 34 -35 -36 -37 -38 -39 40 -41 41 -43 43 -45 -46 -47 leaf_value=-7.4506079015135927e-05 -0.0013435076437354003 -0.0028731044703468153 -0.0016284972567996673 -0.0036200690165452418 -0.0028853120500866494 2.55627971091856e-05 1.903534759368385e-05 -0.00028964179446293195 -0.0070617078809442979 0.00049421648276699089 -0.0023992929513439757 0.00073550671353671141 0.00086054145935955597 0.00087353109446765493 -0.008471402745751996 -0.0055199089650373803 -0.00042318528087829439 -0.0025631942865708191 -0.001100201479972773 0.00070133899040590109 -0.007245595128770565 0.00085553222181702611 -0.017812421976975898 0.0014252214260072054 -0.012861033785481858 0.00084942517440440499 0.00095421021436447012 -0.012784318497065338 -0.0011648287774099582 -0.00089134615091304096 0.0020093794586941373 0.00072861698139558889 0.0032268786612690641 -0.0018961389873756837 -0.016481225349435386 -0.021073127459352935 -0.0020319162388396776 -0.013354852808124523 -0.00089541144079583845 -0.00015288862091637333 0.0016319205241469891 -0.0037739947945464839 0.0012866459998912589 -0.00098940189506531873 -0.0094498294956609236 0.0016309976233625095 leaf_count=39873 6233 3397 49705 683 1364 105381 23017 4253 384 137567 7282 8205 18920 16263 211 310 42627 4147 55724 4197 174 184152 93 33217 103 1623 216 118 13994 36693 295 19912 121 3561 297 41 14707 66 11453 29377 3401 478 166 1750 372 3918 internal_value=0 0.00812472 -0.0281602 0.0178968 -0.00852732 -0.00369947 -0.0198048 -0.0331478 0.00791986 0.00840482 -0.0260382 0.00714999 0.000785104 -0.00227741 -0.0126917 0.0255183 -0.00556379 -0.019976 -0.0367781 -0.0317447 0.0259157 0.0261748 0.0232256 0.0449775 -0.0637779 -0.0554663 -0.22585 -0.127091 -0.0116599 -0.0345232 0.0251074 0.00400935 -0.206429 0.010769 -0.381191 -0.0952689 -0.0534859 -0.0371726 0.0101895 0.012396 -0.0138362 0.0314756 -0.0304548 -0.0716957 -0.200017 0.00826238 internal_count=890041 692120 197921 436163 255957 215867 148216 28529 188893 188509 121281 9569 187338 168418 54078 247270 152155 46774 67203 59921 246587 246277 212886 33391 4507 4404 427 334 53867 40090 208379 24227 754 23473 459 162 18960 3977 182276 166944 15332 3879 3911 2288 538 26935 shrinkage=0.0306829 Tree=75 num_leaves=47 num_cat=0 split_feature=16 33 16 16 29 16 27 17 9 16 13 29 17 27 17 17 5 27 10 16 17 11 11 17 8 28 12 27 14 5 8 23 2 17 5 13 10 4 13 28 9 29 16 29 16 13 split_gain=356.771 91.7226 61.4752 33.7733 14.7624 14.993 13.757 12.6588 12.8218 15.9135 12.3736 12.2634 12.8768 12.298 12.0575 11.6434 11.642 11.5121 11.3731 10.5125 10.756 9.51275 9.46854 9.45594 14.2754 19.6838 10.8224 14.2947 10.0944 9.26503 8.98107 8.03144 8.0252 7.98401 7.70871 7.39771 9.70038 7.24404 7.21227 7.19639 6.96527 6.68984 6.68182 6.65181 9.25856 8.50771 threshold=206.81297571237334 2.5000000000000004 222.01096725693287 178.10663803900522 0.15721856415347388 233.32303605706139 37.500000000000007 108.236538197408 0.95593310542030119 107.15282869012709 26.266659157563012 1.3268875797574899 71.95493579180409 5.5000000000000009 49.977709752514272 43.033368707541918 48.992954254150398 52.500000000000007 0.96048242032279652 216.17487277802357 54.338991770785995 0.64668709612646491 0.92793514957518586 45.793347804566331 4478.5000000000009 976.75000000000011 247.50357133746823 10.500000000000002 19.576731434965435 70.001785278320327 2527.5000000000005 0.31261120331819697 19.669871794871799 37.752845172804868 56.798063278198249 68.197734576769108 0.8313949172044367 34.468820571899421 24.893618920341346 515.75000000000011 0.95013947679666355 0.088449616109871801 249.2418718543135 3.3675579390720465 107.15282869012709 58.074209885899954 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 14 7 34 15 10 8 43 29 -5 12 31 -13 -2 -6 -15 18 19 20 -16 -14 -17 42 25 28 27 -27 -25 -10 -20 -12 -3 -33 -4 36 37 -9 -11 -8 -23 -35 -7 45 -45 -1 right_child=1 32 4 6 5 23 39 35 9 38 11 13 21 16 17 22 -18 -19 30 -21 -22 40 -24 24 -26 26 -28 -29 -30 -31 -32 33 -34 41 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0017371331353802217 -0.00044209606420177644 -0.0018929024272777643 -0.0020866208859842373 -0.0011817972014132364 -0.0002392534272421696 0.00095708713220453412 -0.0039393584235314109 0.0015485831713920777 0.00052573688052932692 -0.0016273776831605131 -0.0025524788996846436 0.00067684999034786815 0.0021942582199053172 -0.00094119433165173409 -0.00026940016114719931 0.00057477821858717881 -0.0027481357503830227 -0.0097600706456334296 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11.5056 10.984 13.4323 10.546 23.7423 13.4807 13.1732 10.2063 10.0829 10.0176 12.1207 28.6713 15.4919 24.7898 17.476 20.8777 11.9573 11.8566 12.3363 11.0759 9.84413 9.82796 9.73156 15.2418 9.33811 9.31995 15.841 9.93297 9.16666 threshold=208.75472968146428 0.63197497782726031 225.95664629386039 178.10663803900522 1.5000000000000002 0.74851009724323603 75.813348182206553 0.12005843752100559 46.556014577680465 0.95562282839015411 68.197734576769108 33.000000000000007 1.0000000180025095e-35 610.25000000000011 12406.500000000002 147.49509725077391 24992.000000000004 2524.5000000000005 1043.2500000000002 0.9892228474086312 51.249767729622405 801.25000000000011 -4.7735614776611319 85.790462493896499 0.15307125583172065 2.5000000000000004 0.92592593229187881 1384.7500000000002 0.85827557483458294 13036.000000000002 60.087549386724824 5232.5000000000009 1.5659648345153667 272.14347839355474 0.95673520531187284 24992.000000000004 1.5966483395432507 0.35231612171423426 3.556954212761724 -63.358146667480462 -75.900794982910142 237.52748992515833 6.5000000000000009 76.093059539794936 171.61879502661802 36.846194077712568 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 9 -2 -5 8 -3 -7 -1 -11 45 13 -13 15 16 20 -17 -19 26 41 22 -22 42 -10 -14 27 28 -20 30 31 32 -30 -29 -35 -36 -28 -26 -38 40 -25 -4 43 -23 -44 -9 right_child=1 2 14 5 -6 6 -8 11 24 10 -12 12 25 -15 -16 17 -18 18 19 -21 21 23 -24 39 37 -27 36 33 29 -31 -32 -33 -34 34 35 -37 38 -39 -40 -41 -42 -43 44 -45 -46 -47 leaf_value=-0.0017837822915053234 -0.00015768273746387889 -0.011133104984606597 0.00070184893387665746 -0.0011559805133073149 -0.0016381956787681975 0.00072513038546690302 0.00083540122700409081 -0.0086300553211055963 -0.0073215296333942166 -0.0011725517174134179 0.0026092599007126252 -0.00036213233740575403 -0.0020777187297230516 0.00032209822734874637 0.0018011779250127415 -0.014331973011723845 -0.018404167329491385 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9.3661 9.20575 8.22452 8.98353 8.14702 8.05952 7.93667 8.43199 7.88467 8.2174 17.0054 10.9663 10.5875 9.40436 9.21201 7.84649 7.58908 7.55413 7.52416 7.50421 7.21586 7.54915 7.43611 7.50303 7.21518 7.06192 7.04659 threshold=216.17487277802357 197.94083500254203 1.5000000000000002 231.1203954251321 1.5000000000000002 27.577164649963382 0.89300650715657681 75.813348182206553 166.21665249652807 0.12005843752100559 561.50000000000011 49.977709752514272 12.500000000000002 4.5000000000000009 1043.2500000000002 44.712861754645239 3873.5000000000005 0.99858856669296314 71.95493579180409 20.000000000000004 17.003228187561039 1.5000000000000002 37.505407478337197 564.50000000000011 -30.256434440612789 0.96063147892863554 26.120601654052738 0.92793514957518586 -0.40634621679782862 56.827675004055401 0.94194867710076557 0.81862879398334687 6.5000000000000009 319.25000000000006 16.500000000000004 0.78515106929708234 0.95498895059990607 0.47025481540930986 0.63999882255975515 201.25000000000003 0.71734991347451726 413.25000000000006 2.3452799459160474 340.01959228515631 127.74705505371095 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 15 9 -4 44 8 -8 -3 -9 21 13 25 -15 -2 27 35 39 -20 -19 22 34 -21 -16 38 -27 28 30 32 43 -31 33 -30 -10 -18 -25 -22 -12 -11 41 -41 -43 -17 -1 -7 right_child=2 4 5 -5 -6 45 7 10 11 18 12 -13 -14 14 24 16 17 20 19 23 37 -23 -24 36 -26 26 -28 -29 29 31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 42 -44 -45 -46 -47 leaf_value=-0.0021387893409733172 -0.00025526309925883123 -0.0078740408346296576 -0.0016353938089895296 0.00084673812924640338 -0.0012864689211724858 0.0010222671878137464 -0.0014529758273600479 -0.0014606645640555193 0.0023400497333424695 -0.0030318296693926192 0.0019376714886729426 -0.001054016376306864 0.0021267571875220139 -5.6627293264799203e-05 -0.0062917323916594154 6.2197931415908094e-06 -0.010045955857430861 -0.010983235034904762 0.0025949673387585903 -0.0044484895791202777 0.0028575938802276337 -0.0016041732042477537 -0.00037558473025285546 -0.0017276379760965679 -0.0014556784988597837 -0.0011979990226435463 0.004647912711615119 0.0013583901522822768 -0.0046160371163766825 2.0011686785751105e-05 0.00081410999299693558 -0.0058987577167753935 0.00040190108120129165 -0.00035388973478248505 -0.0018107301837927039 -0.0017188165956511083 0.0012776121311844316 -0.00081692843777201631 -0.0017654599505497613 0.0016929058216254421 -0.00043008832876405777 -1.77820873111111e-05 -0.0019437823094803617 -0.013938405901765106 0.0021060651236177964 -0.00050635954809690094 leaf_count=13939 19960 169 13961 194743 16076 3761 51831 3255 2127 846 1179 83528 2787 2547 712 18016 231 77 2204 335 615 4508 23778 1051 596 299 1041 9362 502 494 82485 671 133298 9745 537 186 3140 3570 915 2342 71640 93043 1944 35 379 11581 internal_value=0 -0.021415 0.0164259 0.0191502 -0.00852559 -0.02764 -0.0342268 -0.0316908 -0.0343939 -0.00548692 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12.8745 9.56181 9.42011 9.2353 9.2909 10.956 9.33854 8.62946 12.8797 8.95601 8.6285 8.39326 8.25456 8.91357 8.57393 10.9463 8.20776 8.14952 9.15165 8.47047 10.8001 10.1556 8.48548 8.14793 9.8129 8.11555 8.0928 8.08126 9.44311 8.05027 10.4472 10.658 threshold=207.14733541576246 0.59785493350189289 223.8004237288136 184.68399984851931 1.5000000000000002 43.000000000000007 29.500000000000004 0.12005843752100559 21.500000000000004 0.37512219822728615 36.846194077712568 52.500000000000007 0.50840338508123761 1.3268875797574899 700.25000000000011 5.5000000000000009 48.992954254150398 9.5000000000000018 1053.5000000000002 686.25000000000011 13.500000000000002 0.77838702565104767 0.87019382240317977 718.25000000000011 35.500000000000007 25.500000000000004 33.000000000000007 0.91002827397149322 1.0000000180025095e-35 2.5000000000000004 574.25000000000011 1.5000000000000002 5061.5000000000009 13.500000000000002 340.50000000000006 3.5000000000000004 0.68367767533948676 20143.000000000004 0.54636458638494356 0.919169799498747 0.62934010438575261 10901.500000000002 817.25000000000011 0.84990411027277346 107.15282869012709 13109.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 5 9 21 39 -3 12 -2 -9 17 -5 14 25 -15 -17 26 19 20 -19 -1 24 -24 37 -14 31 -28 41 -30 -27 -12 33 34 35 36 -33 43 -39 -4 -20 42 -29 -23 -45 -46 right_child=1 2 6 8 -6 -7 -8 10 -10 -11 11 -13 13 15 -16 16 -18 18 40 -21 -22 22 23 -25 -26 30 27 28 29 -31 -32 32 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 44 45 -47 leaf_value=-0.0013501536068481488 -0.0023598126252124094 -0.0111087155399911 0.00074500808771778911 -0.0012042270597004746 -0.0016205862298139431 -0.0016284201994387004 0.00039207013415616811 -0.0087561244306078641 0.0010076194773368675 0.00016657803464239783 0.0032167914596452026 -0.0077798045963521677 -0.0005262749015598362 0.00063284204755333919 5.9351783192230458e-05 -0.00089745547923767159 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0.0221962 0.00355007 -0.018528 -0.0061414 0.00369266 0.00384265 -0.020044 -0.0166293 -0.0131802 -0.0416371 -0.0520892 0.00400279 0.0240107 0.0274422 0.0128872 -0.030406 -0.022059 0.0344526 -0.0268967 -0.0211759 0.00202228 -0.00431237 0.000868729 -0.0273332 -0.0511139 0.00816685 0.00738376 0.00831995 0.0189335 -0.0301622 -0.164861 -0.0288706 0.138177 0.0264112 -0.104971 0.00469581 0.00524025 -0.0300166 -0.0272609 -0.0305342 internal_count=890041 619278 585591 270763 33687 123768 352172 233419 146995 12909 233328 233207 142781 121225 106532 14693 12581 233062 20992 20448 14654 76031 47111 3715 43396 69674 212070 104420 79439 9492 8255 107650 106785 105704 43938 4066 492 42562 290 243289 544 69947 69768 42272 40651 39024 shrinkage=0.0306829 Tree=79 num_leaves=47 num_cat=0 split_feature=16 33 16 16 0 21 0 13 0 26 12 27 21 4 22 17 26 10 22 18 17 27 19 11 7 22 10 5 14 17 25 21 14 16 18 25 18 26 21 23 15 23 27 17 17 25 split_gain=278.023 76.5569 55.3611 21.8429 14.9513 14.0924 10.8083 9.98098 11.8318 13.1229 9.65742 9.58481 9.36055 11.1987 10.7767 9.1859 8.75096 10.8824 10.0141 9.69384 8.55295 8.36521 21.3081 8.32799 8.31511 8.30195 8.26182 8.05046 8.01062 7.89697 8.46951 12.0569 7.88198 7.77337 7.66398 7.63468 7.48452 7.21006 7.06315 7.06898 6.61101 6.599 6.53055 6.40955 7.37247 6.21545 threshold=204.63187874863686 2.5000000000000004 222.01096725693287 173.70489764602726 29.500000000000004 11.500000000000002 20.000000000000004 26.266659157563012 33.000000000000007 1.3585747859974153 40.745689014324235 52.500000000000007 9.5000000000000018 31.245395660400394 579.25000000000011 56.827675004055401 0.91002827397149322 0.90856139895519694 870.25000000000011 1.5000000000000002 52.892727140366119 2.5000000000000004 1242.2500000000002 0.92073297923217046 -1.0000000180025095e-35 500.25000000000006 0.67657175133137615 48.00000190734864 21.012965809807877 54.097175647526278 724.25000000000011 1.5000000000000002 64.604822375320865 218.75437321501431 4.5000000000000009 317.25000000000006 6.5000000000000009 0.36253880813493572 4.5000000000000009 0.27931379690808172 0.51230692021032787 1.2422207877664275 20.500000000000004 90.383517858691448 37.752845172804868 824.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 23 7 43 -5 38 15 35 12 16 14 36 -10 21 20 -19 -20 33 22 -12 24 -4 -7 27 34 -6 -26 -31 -32 -3 -18 37 -2 -14 -23 39 -9 -11 -8 -36 44 -1 -46 right_child=1 32 4 5 28 25 41 8 9 40 11 -13 13 -15 -16 -17 17 18 19 -21 -22 26 -24 -25 29 -27 -28 -29 -30 30 31 -33 -34 -35 42 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-4.7033930378845568e-05 -0.0090827900044639764 -0.0014017590469298823 0.00089014097591057781 -0.0011223440291838595 -0.00037313386014282453 -0.0021193638601882418 -0.0013885755696885751 -0.0028621850005744196 -0.00094582182077922509 -0.0029709136755588176 -0.0063367284025617624 -0.0083493096875067382 -0.00032585864000469849 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internal_value=0 0.0110894 0.0132949 -0.0283999 0.0205702 -0.0215446 -0.0413192 -0.0231005 -0.0183776 -0.0261109 0.000984646 0.00145135 0.00160473 0.022418 0.0251428 -0.0209389 -0.000365179 0.00423386 -0.0285038 -0.00521196 0.00663111 -0.00948838 -0.0895225 0.0248855 0.0228852 0.0346661 -0.00799312 -0.0208607 0.0116526 0.0170487 -0.0987518 -0.193321 -0.0428592 -0.000855905 -0.0195315 -0.0891344 -0.0061742 -0.0185368 -0.00520013 0.0065736 -0.0607892 -0.0477134 -0.287924 -0.0215492 -0.0271061 -0.042292 internal_count=890041 643411 618140 246630 388524 161131 85499 156791 116106 73167 229616 228433 228305 19740 19485 63671 208565 138664 9461 6255 129203 69901 1282 261825 232570 4340 68619 28890 126699 119097 586 362 25271 69961 28708 1183 7026 28602 42939 23302 9496 64604 106 20895 18984 11911 shrinkage=0.0306829 Tree=80 num_leaves=47 num_cat=0 split_feature=16 33 16 16 20 17 16 17 16 17 17 21 32 10 9 25 13 29 8 23 29 25 19 17 21 4 10 19 9 25 12 28 17 28 21 6 4 8 26 13 27 24 27 16 9 26 split_gain=265.087 61.0888 39.5463 28.9795 15.5447 13.6492 12.8739 12.1474 13.7082 12.4171 12.1205 11.4199 10.1657 9.55875 9.26859 8.59296 8.46229 7.97967 7.9054 8.62375 7.79166 8.0583 7.44047 7.38576 7.82603 8.09098 7.5924 10.3435 9.92236 7.33793 9.04208 9.12122 8.7301 15.1233 20.4868 11.9524 8.66473 10.7808 8.57106 6.98747 6.90139 11.1906 6.77265 8.20276 6.60664 6.46459 threshold=212.48761553831091 2.5000000000000004 190.74270072992704 228.95472184392804 0.6682669758190446 84.296308533178632 147.50033172370357 46.723285613822931 221.65957266166694 51.888079247368253 37.981198928714932 9.5000000000000018 1.5000000000000002 0.69541641349913874 0.94925503715020709 550.75000000000011 70.25466963949161 1.6683522993649578 141.50000000000003 0.27931379690808172 3.3675579390720465 20143.000000000004 329.25000000000006 46.556014577680465 3.5000000000000004 46.000432968139656 0.92283128646812762 3976.5000000000005 0.85827557483458294 16049.750000000002 688.3711037056155 24992.000000000004 48.99151184748532 797.25000000000011 2.5000000000000004 0.36804325105678853 52.081516265869148 10439.000000000002 1.1226638946638949 37.187378309535994 37.500000000000007 24.500000000000004 15.500000000000002 170.08751969193071 0.95057787841972363 1.1969196686695318 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 -4 6 -1 -2 9 -9 12 13 42 -6 20 22 -16 40 19 -5 21 -7 -13 24 25 -15 -25 -28 -29 30 31 32 -20 -34 -35 -36 37 -32 -37 -26 -12 -42 43 -8 -11 -44 right_child=1 -3 4 18 11 14 10 8 -10 44 17 15 -14 23 16 -17 -18 -19 29 -21 -22 -23 -24 26 39 -27 27 28 -30 -31 36 -33 33 34 35 38 -38 -39 -40 -41 41 -43 45 -45 -46 -47 leaf_value=-0.0018057863721272864 -0.00024702368125427963 -0.0012042126855597649 -0.0011076519381147255 -0.0017701808922084119 -0.00062861517670824473 -0.0018079297801475449 0.00031434646611087078 -0.00015934546568810058 0.0005920675440235255 -0.00026443122044339089 -0.0010957333573588701 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743 3239 1517 58061 130 internal_value=0 0.0134474 -0.0222089 0.01553 -0.012263 -0.034136 -0.0366933 0.00872563 0.0112346 0.00446153 -0.0325825 -0.00867568 -0.00478626 -0.0110668 0.0010744 0.0215508 0.0249013 -0.0362403 0.0234832 -0.0897524 -0.0368248 -0.0471304 -0.0266547 -0.00413715 0.0466257 0.0885311 -0.00586174 -0.0383273 0.0834493 0.0237659 0.0228505 0.0233511 0.0234133 -0.025368 -0.0962518 -0.213963 -0.0525491 -0.239646 -0.267675 -0.0207461 -0.0346885 0.0313789 0.0103795 0.0277279 0.0138883 -0.0266138 internal_count=890041 556670 333371 535506 181784 151587 141323 288597 251052 136431 119209 158005 13863 146422 10264 11583 6302 105346 246909 615 3962 3759 2803 84365 2772 1709 81593 6619 631 246294 239556 237976 237952 3613 1642 778 1580 214 655 1063 102100 1557 10553 7184 69031 3369 shrinkage=0.0306829 Tree=81 num_leaves=47 num_cat=0 split_feature=16 20 16 16 32 0 17 32 28 19 21 23 0 17 24 10 19 28 27 17 28 4 21 23 14 10 17 20 16 17 22 19 24 19 16 17 19 25 1 25 13 4 14 9 19 10 split_gain=247.987 50.4075 49.7512 20.1781 20.0556 14.0386 12.8913 12.2144 18.1347 11.6996 9.48367 9.96567 10.4364 13.5418 9.813 9.18562 11.8743 11.0302 10.2013 9.17292 9.87104 18.2429 10.5643 10.0101 11.8729 9.26391 10.407 8.94666 8.86724 10.1544 8.54793 9.50751 9.58008 8.10839 7.97697 8.07827 7.94098 10.7681 7.52924 7.38862 11.1613 11.0022 16.7597 11.9685 11.3282 10.9267 threshold=216.17487277802357 0.62396681669487608 190.74270072992704 231.1203954251321 1.5000000000000002 40.500000000000007 90.383517858691448 1.5000000000000002 1346.2500000000002 993.25000000000011 9.5000000000000018 0.15307125583172065 33.000000000000007 52.169587743974937 7.5000000000000009 0.92574535974575634 790.25000000000011 956.25000000000011 6.5000000000000009 44.979168299797941 3584.5000000000005 18.999998092651371 1.5000000000000002 1.5659648345153667 36.31367027430769 0.72783083465945231 58.223520863067471 0.56035228235069601 204.99608597077119 56.827675004055401 502.75000000000006 329.25000000000006 23.500000000000004 433.25000000000006 153.66853333333336 41.713441156948619 186.25000000000003 525.75000000000011 5839.5000000000009 12406.500000000002 147.49509725077391 44.002962112426765 46.41520153073823 0.79558179770021487 9977.0000000000018 0.97775754006128401 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 5 19 10 6 34 8 15 -10 11 -4 14 -14 36 -2 18 -18 33 -3 -21 -22 25 24 -24 38 -27 -8 29 -15 31 -12 -33 -17 -1 -36 37 -13 -23 40 -5 42 43 -42 45 -45 right_child=1 3 4 39 -6 -7 27 -9 9 -11 30 12 13 28 -16 16 17 -19 -20 20 21 22 23 -25 -26 26 -28 -29 -30 -31 -32 32 -34 -35 35 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 leaf_value=-0.0014114943577162962 0.00090720905435401182 -0.00020638300313653122 -0.0044826800839425692 0.00077682956595283108 -0.0012357514321187854 -0.0013543507802742205 -0.0018739485616816156 -0.001308149321544587 -0.01618417262306383 -0.003367648478356675 0.0047781511935076244 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7933 60 8221 124 657 96 1440 internal_value=0 0.0146656 -0.0190082 0.0169872 -0.00989874 -0.033129 -0.0247229 -0.0284763 0.00509195 -0.216255 -0.00709043 -0.00902624 -0.00865967 -0.0150914 -0.000456596 0.0158381 -0.0761793 -0.393212 -0.036503 0.0115124 0.0133126 -0.0280486 -0.018334 -0.0858768 -0.135758 0.0101972 0.0381802 0.0192742 -0.0102847 -0.0206219 0.0156742 -0.0384319 -0.0581056 -0.33626 -0.0281296 -0.0225386 0.0138018 -0.0801106 -0.0757019 0.0247046 0.0234578 -0.00807769 -0.0679981 -0.0482989 -0.0362431 -0.0208652 internal_count=890041 503273 386768 477573 235102 151666 86007 25700 7624 353 215206 198340 197811 110877 86934 7271 944 105 839 279377 254279 5642 5482 1628 1159 3854 2907 6181 93239 43906 16866 2489 2260 100 79826 60805 31036 875 947 198196 190263 10598 2377 2253 2193 2097 shrinkage=0.0306829 Tree=82 num_leaves=47 num_cat=0 split_feature=29 0 29 9 28 0 23 21 11 32 11 25 20 4 13 11 22 4 25 13 24 25 24 26 21 7 9 21 5 4 20 9 24 5 24 4 4 28 10 25 13 21 7 17 21 10 split_gain=134.379 81.7262 25.3931 22.8288 25.7167 22.7003 22.6942 19.5174 18.675 14.4319 13.1012 11.537 13.0281 11.4257 10.8787 10.8707 10.5034 11.8747 10.2806 10.0877 10.0016 9.98824 9.87985 10.1278 9.48216 9.11092 8.40051 8.23934 8.17136 8.03331 7.97907 17.1594 9.04186 8.38052 7.80285 11.1793 7.3773 7.33316 10.8771 8.26618 34.9756 14.9637 12.765 10.4171 13.3647 9.89413 threshold=0.63483864948082602 35.000000000000007 0.12627745993470615 0.93410001763413975 730.25000000000011 29.500000000000004 0.94911373514164532 1.5000000000000002 0.86764171122994671 1.5000000000000002 0.90186962795658454 566.25000000000011 0.63197497782726031 32.592870712280281 28.305499139624711 0.84815068146121508 3649.7500000000005 23.156597137451175 628.25000000000011 34.236780208578004 10.500000000000002 317.25000000000006 18.500000000000004 0.93234386219878884 1.5000000000000002 -88.490081787109361 0.96608477337731158 1.5000000000000002 14.000357627868654 31.522263526916507 0.96307307872195136 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43 387 125 209 399 6165 2655 1751 129 191 28357 112 565 4277 5258 1980 internal_value=0 0.00560399 -0.0270777 -0.00806115 -0.00476477 -0.0225585 0.0137036 -0.0332642 -0.0125036 -0.0108764 0.0178734 0.00196416 0.00858601 0.00454902 -0.0190686 -0.00415024 0.0116757 -0.0684641 0.0154155 -0.0369348 0.00582714 -0.0138918 0.00891035 0.00609264 -0.0144024 -0.0113983 0.0481902 -0.0421425 0.0334547 0.0488372 -0.0484671 -0.120539 -0.27238 -0.381452 0.00889457 -0.0247217 -0.015358 0.020751 0.02005 0.0202831 0.00797695 -0.190608 -0.140071 0.0123001 -0.0130651 -0.0392534 internal_count=890041 738390 151651 274786 243003 135165 463604 31783 155184 74570 342092 121512 83123 9549 114262 60441 78351 1602 295481 60595 40922 39565 87819 82030 92995 38614 2406 4772 46611 5789 1520 764 377 252 132969 6564 36208 162512 160761 160632 40740 868 756 39872 11515 7238 shrinkage=0.0306829 Tree=83 num_leaves=47 num_cat=0 split_feature=29 0 29 20 0 9 8 25 1 29 32 21 11 0 13 21 25 10 13 17 25 13 18 25 13 17 24 26 4 17 4 26 17 27 26 14 18 14 6 0 7 27 17 21 24 13 split_gain=122.398 76.7791 25.1397 22.6565 20.9898 20.8864 23.5683 19.8702 16.9794 15.1807 14.6575 13.0236 12.6321 11.6703 11.4999 11.0793 27.8344 15.8346 19.5364 22.4262 11.4252 28.0738 43.6776 19.2022 16.8543 12.0822 14.4826 10.374 9.81237 9.58951 9.4287 11.6885 9.41173 11.6284 22.8347 9.22705 8.94035 8.56907 8.20154 8.77384 8.15546 11.6534 8.05662 7.94747 7.89509 7.87756 threshold=0.63483864948082602 37.500000000000007 0.15721856415347388 0.77346551187805967 35.000000000000007 0.95593310542030119 719.50000000000011 604.25000000000011 3809.5000000000005 1.6683522993649578 1.5000000000000002 2.5000000000000004 0.84815068146121508 49.500000000000007 17.063799280725508 1.5000000000000002 3171.2500000000005 0.95673520531187284 169.93185718354383 34.797059059577087 1176.7500000000002 44.215926715140419 1.5000000000000002 1399.2500000000002 72.113094681759875 56.970340415996198 5.5000000000000009 3.556954212761724 41.872129440307624 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11 19 21 16 17 10 14 17 11 28 13 12 10 12 23 21 29 21 28 9 14 21 split_gain=219.372 46.1537 42.1332 22.3146 16.9513 15.723 12.9749 12.7836 11.5062 11.4094 10.2169 12.2839 11.2072 10.4807 10.1383 10.0019 9.48982 8.97417 8.96632 10.989 9.08196 8.75424 8.42182 8.99279 8.6849 7.38458 7.20865 7.16878 9.9796 9.29051 7.08487 8.56653 17.7379 9.11645 9.76671 11.9068 7.47054 9.42563 7.39094 7.04576 7.03978 9.68464 10.9451 13.4015 8.39621 7.61784 threshold=215.47129311118428 1.0000000180025095e-35 195.77261897333207 0.5299475937773811 229.57624338924305 0.6682669758190446 0.89300650715657681 75.813348182206553 1.1555154732074859 46.224225994131352 29.500000000000004 53.626724894990978 68.977323970944795 73.13046532517447 1.8793326386963769 0.96442888588964959 0.12005843752100559 43.753279738847759 0.74074074171581195 0.12627745993470615 5180.2500000000009 2566.5000000000005 1892.2500000000002 45.000003814697273 0.60920296430732013 538.25000000000011 3.5000000000000004 226.43383052705562 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14 0 27 4 29 16 9 0 4 20 27 17 32 22 25 27 26 16 17 21 23 25 1 17 1 7 22 21 27 14 17 split_gain=203.858 41.5057 40.6898 20.7254 14.5834 13.3784 13.3239 12.851 10.7736 10.7058 10.6771 10.0911 10.5492 9.82031 9.08171 8.96257 8.75259 8.57204 9.16484 8.39366 8.26642 9.92921 8.15043 11.156 7.91367 7.64346 7.44241 8.60066 7.27795 7.75036 7.24029 11.124 7.20667 11.2709 6.97027 10.4378 6.94486 6.85098 6.77932 10.5392 9.55177 6.77681 6.7496 6.74897 6.73466 8.78154 threshold=216.17487277802357 1.0000000180025095e-35 198.47299699559252 0.49692909287658921 229.57624338924305 0.67526327458153212 0.89300650715657681 36.500000000000007 47.194975180169983 13.500000000000002 304.25483399593912 22.000000000000004 1146.5000000000002 55.319142079321651 166.21665249652807 18.618123333188453 33.000000000000007 6.5000000000000009 15.946916103363039 2.3452799459160474 107.15282869012709 0.95175683384632415 29.500000000000004 28.144268989562992 0.29489412731056469 3.5000000000000004 44.802119382474444 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17080 1303 52745 130 596 388 165 641 108724 2775 786 86 4233 22335 65159 61406 44 593 70 50334 152 241 352 45601 385 47 11003 2623 internal_value=0 0.0132923 -0.0172379 -0.0112084 0.016659 -0.00676254 -0.0272784 -0.0249694 0.0110374 -0.00101 -0.0261446 -0.0201947 -0.0444922 -0.00368426 -0.0270187 0.0347655 -0.00926821 0.0147699 -0.00564846 -0.0175705 -0.0375623 0.0119852 0.0572084 -0.00633639 0.124012 0.16094 -0.0221593 0.000836647 0.0147078 0.101922 0.000394 -0.0109397 0.0171716 0.0114356 -0.00174221 -0.105693 -0.086027 -0.000428849 0.0109702 -0.083175 -0.165422 0.00685009 -0.104091 -0.0198305 0.0225231 0.0212327 internal_count=890041 503173 386868 60790 442383 189334 197534 183065 225861 46580 179533 17906 8745 166946 177256 3532 109110 174806 18397 58685 55921 3176 1920 984 936 806 121335 12611 9836 872 50425 26615 156409 91250 51055 637 1317 50418 28674 745 504 57836 2217 22382 216522 205519 shrinkage=0.0306829 Tree=86 num_leaves=47 num_cat=0 split_feature=23 0 22 32 9 12 11 12 22 13 29 0 4 20 10 22 27 11 29 4 28 29 0 13 15 25 27 18 11 9 27 27 17 1 11 20 29 17 7 17 4 22 28 29 28 7 split_gain=106.529 67.0881 22.3925 21.5516 20.2405 19.9887 17.1176 15.2842 14.2595 13.9934 13.3536 13.2136 12.9368 12.7173 11.1538 10.916 11.7405 10.7664 10.5451 9.79518 9.5044 8.98805 18.2938 8.58445 8.43721 8.95054 8.16683 10.2818 7.86927 7.69572 7.56887 10.2073 7.54133 8.42072 7.52894 8.41177 8.74265 7.4132 11.2303 11.2924 7.49425 8.29836 10.9745 15.6207 12.3621 10.1663 threshold=0.78767678337514724 35.000000000000007 515.25000000000011 1.5000000000000002 0.92949599324128607 100.6451839509359 0.91181903462391278 238.0121933088198 281.25000000000006 185.06473001131107 0.049307738433821142 40.500000000000007 29.486922264099125 0.56035228235069601 0.94995310656278864 1703.5000000000002 4.5000000000000009 0.87532812015570649 1.9273101227520066 5.3181071281433114 521.25000000000011 1.5364585567617275 49.500000000000007 30.400208607427441 0.46616751170079157 20143.000000000004 26.500000000000004 5.5000000000000009 0.82986358490864776 0.9624773664168379 1.5000000000000002 7.5000000000000009 46.140933707170554 8275.5000000000018 0.74325016378618292 1.1678356819060338 0.99000384319754053 57.819804977364207 -31.607501029968258 68.977323970944795 8.0249223709106463 609.25000000000011 752.25000000000011 0.83629812100293244 537.25000000000011 -86.613552093505845 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 20 6 12 8 7 11 30 -9 -7 18 14 -12 -4 16 -6 24 19 -1 28 -18 -23 -13 25 32 -10 -28 -3 -25 -2 -32 -15 -34 35 -26 -37 40 39 -39 -21 45 43 44 -43 -42 right_child=1 2 4 -5 15 10 -8 9 26 -11 13 23 -14 17 -16 -17 21 -19 -20 37 -22 22 -24 29 34 -27 27 -29 -30 -31 31 -33 33 -35 -36 36 -38 38 -40 -41 41 42 -44 -45 -46 -47 leaf_value=-0.0029431643113420319 0.0033015768022470072 -0.00097556349681551758 -0.0011883048479267742 -0.0011789285696746081 -0.0011011690740228314 -0.012098594175183027 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2293 16551 149859 58086 104 3527 19010 9595 4666 4529 55878 1198 30483 375 9672 9766 2800 3131 16220 617 78576 582 11019 1725 5873 1938 2349 1070 17357 4692 20491 37834 internal_value=0 0.00593613 -0.00691272 -0.0203739 -0.00288389 0.0134798 -0.0143402 -0.0174394 0.00571957 -0.173212 0.0193862 -0.0167228 -0.029157 0.0195165 -0.0634049 0.000683387 -0.0016562 0.0199028 -0.0105988 -0.0102616 -0.0286204 0.000319494 -0.0236699 -0.0325538 0.0162391 0.00387318 0.00733113 -0.00749584 -0.0139939 -0.0131963 -0.0412276 -0.049358 0.00141306 -0.0149017 0.0198539 0.0276015 0.00309782 -0.00909686 -0.0355705 0.0078829 -0.00620574 -0.00810641 0.00144617 0.0143449 0.025724 -0.0184737 internal_count=890041 692144 256041 197897 215960 436103 148316 136921 188472 627 247631 136294 25817 247553 7728 190143 173592 246836 98277 98173 40081 164120 14261 38017 188750 42695 182217 30858 21071 14295 6255 5931 41497 16837 146055 67479 11601 96856 9536 3663 87320 83793 43610 26253 21561 40183 shrinkage=0.0306829 Tree=87 num_leaves=47 num_cat=0 split_feature=16 20 16 16 21 30 23 0 27 21 4 22 22 0 15 13 0 26 6 18 1 6 2 27 20 21 28 21 9 11 11 24 18 23 12 26 24 0 30 26 30 27 7 11 23 1 split_gain=187.627 50.869 33.718 16.3597 12.8998 12.8433 10.4623 10.3836 9.70352 8.5168 9.88407 9.22877 8.51024 8.09443 7.65648 7.32332 7.8553 10.4166 7.34789 7.25911 7.06661 6.89631 6.79224 6.68171 6.61885 7.71689 6.60653 7.65235 6.59893 8.26143 6.52495 7.75255 9.38328 7.46298 6.48575 6.30224 6.26483 6.08439 8.78599 7.76315 6.86916 6.3413 13.1241 6.06736 6.02559 5.69186 threshold=204.99608597077119 0.59785493350189289 223.8004237288136 171.31302419354842 11.500000000000002 1.5000000000000002 0.12005843752100559 29.500000000000004 52.500000000000007 9.5000000000000018 31.245395660400394 585.25000000000011 497.25000000000006 11.500000000000002 0.37512219822728615 26.266659157563012 33.000000000000007 1.3585747859974153 0.53117776668180394 6.5000000000000009 135.50000000000003 0.48000000719306218 17.897697540554685 13.500000000000002 0.43593440389696175 4.5000000000000009 716.25000000000011 1.5000000000000002 0.91641451825539255 0.57728043143297392 0.919169799498747 20.500000000000004 4.5000000000000009 0.64435598234069003 36.846194077712568 0.18261985267479777 13.500000000000002 29.500000000000004 1.0000000180025095e-35 1.4205305180717558 1.5000000000000002 2.5000000000000004 -89.13842391967772 0.47025481540930986 1.2422207877664275 7447.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 6 13 15 14 -3 20 9 22 11 19 -6 -1 -2 -5 24 26 -19 -11 -4 -16 34 -24 -17 28 27 -18 -26 -30 31 43 -33 -34 -8 -31 -28 -36 41 -40 -41 42 -39 -22 -15 -7 right_child=1 2 7 4 12 45 8 -9 -10 10 -12 -13 -14 44 21 16 17 18 -20 -21 30 -23 23 -25 25 -27 36 -29 29 35 -32 32 33 -35 37 -37 -38 38 39 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00025049656174960967 -0.0019277084982957482 -0.010161560481416074 -0.0072343474403329588 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1912 94 107 43991 630 21474 130 108768 150 8332 274 13634 3908 65344 1647 1153 1482 3380 6665 153 3237 10458 44681 49422 3596 20464 25183 36011 1045 160 29058 13328 52 1461 37646 19108 4747 181 7675 882 1232 86379 1145 196252 3470 249 internal_value=0 0.00903889 0.0112071 -0.0232657 -0.0177932 -0.0276193 0.00237547 0.0175252 0.00249994 0.00265143 0.0212661 0.0236044 0.034813 -0.0352222 -0.00402037 -0.0192229 -0.0152623 -0.0213888 -0.0514309 -0.00228817 0.0211539 0.0052682 0.000834136 0.00735844 -0.00483746 -0.00289381 -0.0169129 -0.0257572 0.00930665 0.0162967 0.0212668 0.0193603 -0.00268967 -0.0773189 -0.00370461 0.0116001 -0.00583385 -0.00348985 -0.00765938 -0.0360745 -0.0897327 -0.00448789 -0.0731171 0.0210007 -0.0390328 -0.0428468 internal_count=890041 640013 604273 250028 171523 35740 252010 352263 251916 251766 22393 22119 4538 78505 14017 166985 122994 77468 10045 8485 243495 12105 229373 94103 45526 44373 67423 37493 23909 20313 243388 214330 14841 1513 135270 19268 29930 135140 97494 9789 2114 87705 1326 199489 68814 21723 shrinkage=0.0306829 Tree=88 num_leaves=47 num_cat=0 split_feature=16 30 16 20 16 26 0 17 26 27 17 5 14 27 4 27 14 5 17 0 9 14 27 28 26 23 17 17 5 27 10 18 12 18 24 12 28 27 14 27 5 4 22 28 25 1 split_gain=175.51 47.1117 25.0738 19.2294 17.9543 15.448 12.1112 11.7805 10.4603 9.678 9.06744 9.19547 9.42043 8.90118 10.7501 8.86079 8.80662 8.73267 12.9319 8.59276 8.31812 15.7724 9.10185 7.64482 7.61096 7.6089 9.50867 7.61873 8.75903 14.1334 9.73805 8.06013 7.48179 8.76063 19.9938 11.9485 7.45521 7.31889 8.60069 7.27799 7.06073 6.9601 6.85714 6.28113 6.27059 6.23136 threshold=207.14733541576246 1.0000000180025095e-35 220.91027885473707 0.7086429432576612 175.92911632532787 1.3980523086508378 51.000000000000007 52.892727140366119 0.84713647761453836 37.500000000000007 57.819804977364207 295.44073486328131 42.095345685086578 16.500000000000004 117.14917755126955 24.500000000000004 83.112601194457099 170.02690887451175 35.495515582846224 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140388 4202 7082 5821 2870 1104 54179 613 245 35978 906 491 86209 3687 9789 243889 shrinkage=0.0306829 Tree=89 num_leaves=47 num_cat=0 split_feature=16 30 16 16 20 20 21 20 0 17 27 29 17 11 21 17 16 17 0 21 20 7 1 25 11 17 25 29 24 22 7 1 14 17 11 22 25 25 13 22 21 24 20 6 25 21 split_gain=163.881 39.9978 23.8402 18.0043 16.6032 11.0809 12.8345 10.5106 9.26594 10.5903 8.92266 8.86124 8.85734 8.84505 8.56098 8.46809 10.3456 13.7714 8.08879 7.56789 7.35152 7.22607 7.39698 7.1191 6.97793 6.73218 6.72388 6.72282 6.5642 6.5429 6.26865 6.17952 6.13945 7.20502 18.2812 10.7643 13.7245 9.01453 9.73724 11.1017 8.31106 7.1741 7.05239 6.82143 6.6752 5.96715 threshold=211.39265409693897 1.0000000180025095e-35 182.00195694716245 228.50248286112222 0.49692909287658921 0.82438448464166536 9.5000000000000018 1.1555154732074859 29.500000000000004 55.834303844280903 24.500000000000004 1.5195820423212243 98.659034414719883 0.79966744621917052 3.5000000000000004 47.116047507824753 220.72989697956032 52.300507369133179 26.000000000000004 3.5000000000000004 0.8165285834672521 -1.9749339222908018 433.50000000000006 640.25000000000011 0.47025481540930986 51.605744973519101 5624.7500000000009 0.18144310602967201 3.5000000000000004 491.25000000000006 -27.617028236389157 100.50000000000001 83.112601194457099 49.836375222040793 0.77780398322851163 1991.7500000000002 715.25000000000011 1013.2500000000001 103.83032863090865 3126.2500000000005 2.5000000000000004 2.5000000000000004 1.1124221680782769 0.51376334412143654 3171.2500000000005 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 12 15 -3 -4 8 18 19 10 11 30 13 24 -9 31 17 -17 -6 21 -15 25 -23 -12 -1 26 -7 -27 -14 -11 -10 -2 33 -5 37 36 43 -35 39 41 -38 -39 -42 -36 -41 -33 right_child=1 4 5 32 7 6 -8 14 9 29 23 -13 28 20 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 27 -28 -29 -30 -31 -32 45 -34 34 35 -37 40 38 -40 44 42 -43 -44 -45 -46 -47 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723.50000000000011 2.5000000000000004 6.5000000000000009 1.5000000000000002 534.25000000000011 3711.2500000000005 0.18261985267479777 48.552840738711332 -88.255447387695298 14.500000000000002 0.49692909287658921 53.032407714512289 2571.5000000000005 3.5000000000000004 1.9767526304234011 1974.7500000000002 0.90659987071751791 7.5000000000000009 27.669879667842768 1.5000000000000002 25.938297724595305 43.344806176531598 0.94118105900706628 107.15282869012709 0.4608742252667879 3.5000000000000004 0.15307125583172065 2.5000000000000004 6.0388505458831796 14.772513193635126 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 8 -3 43 12 11 13 9 38 30 25 24 -6 16 -16 17 18 21 20 -19 22 -15 -24 -2 -7 -11 28 -17 -12 -5 33 -33 34 35 36 -32 -18 -1 40 -40 42 -42 44 -4 -46 right_child=1 3 4 10 7 6 -8 -9 -10 26 29 -13 -14 14 15 27 37 19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 -36 -37 -38 -39 39 -41 41 -43 -44 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98046 16030 12357 12243 12039 521 18769 4948 3964 1161 6130 40141 7187 1716 5471 5311 619 121 55494 78944 63137 1251 926 295 48198 39129 36916 shrinkage=0.0306829 Tree=91 num_leaves=47 num_cat=0 split_feature=16 16 30 20 20 27 9 6 12 0 27 20 14 22 27 0 33 1 17 24 24 28 0 1 23 1 19 12 17 1 22 13 13 14 28 18 13 20 23 25 14 24 14 25 28 26 split_gain=144.694 31.3173 29.2746 14.9509 12.2108 11.8969 10.8136 12.0981 11.0225 10.1482 9.28697 8.9018 8.8511 8.83578 8.77487 8.88627 8.27511 8.2448 8.09466 10.0823 8.04636 7.81661 7.53251 7.39613 7.1919 6.98533 8.39228 7.66994 6.91924 9.65372 8.97063 6.73926 10.6256 6.7273 7.34606 24.6916 30.7353 16.0069 20.4102 33.1459 12.8394 12.7938 11.6932 10.2987 10.2921 12.2951 threshold=216.84221529938134 199.48981940998075 1.0000000180025095e-35 0.49692909287658921 0.90481799797075746 34.500000000000007 0.91641451825539255 0.788758990346067 304.25483399593912 29.500000000000004 52.500000000000007 0.37791367048901586 21.450525734180214 567.25000000000011 13.500000000000002 22.000000000000004 2.5000000000000004 1065.5000000000002 57.280333816615119 17.500000000000004 14.500000000000002 17205.500000000004 43.000000000000007 254.50000000000003 1.2484876400330616 739.50000000000011 1027.2500000000002 257.26702730475887 55.834303844280903 10580.000000000002 4661.7500000000009 68.197734576769108 58.945274652665617 70.371738109388374 1107.2500000000002 1.5000000000000002 55.125457274586758 1.129589081261557 0.8162961361269484 1202.2500000000002 12.984257090535232 14.500000000000002 25.569688207018213 1830.7500000000002 1384.7500000000002 0.53690789537582939 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 9 -4 16 6 -1 8 22 33 18 -7 -11 20 28 -16 -3 -17 21 -20 23 24 25 -9 -6 26 -8 31 -5 30 -30 32 -27 34 -2 40 37 38 42 -40 43 -38 -37 -36 -41 -46 right_child=2 4 3 14 10 11 7 13 -10 12 -12 -13 -14 -15 15 17 -18 -19 19 -21 -22 -23 -24 -25 -26 27 -28 -29 29 -31 -32 -33 -34 -35 35 36 41 -39 39 44 -42 -43 -44 -45 45 -47 leaf_value=-0.0013783353995928506 0.00057992956281896881 -0.00038537038331076698 -0.0011760915523731041 0.00039317692030611589 1.1558693060931177e-05 -0.0035030179366040883 -0.00034174840249561931 -0.0021825650097612188 0.0021749140398159132 -0.00031873943520149573 -0.012970612275231752 0.0011379077750374876 0.00033652811474836137 -0.00064872686389549569 0.00010730034561402815 -0.0006523144568501961 -0.0014316602568111454 -0.0027590141167223368 0.0002603843059192519 0.0020849992941427064 -0.0026459397486993555 -0.0066786169855265311 -0.00081150905885747984 -0.00091438613703793005 -0.0006374361160358192 0.00073101086860472919 -0.002203580823244458 -0.0043273923642782501 -0.0022912898088149202 0.0024392608678490335 -0.011401573103952766 0.0025629125239950462 -0.0032952739046586098 0.0014120685001602201 -0.0021149285950203766 -0.0064092636549006729 0.00042833068191992015 -0.00042661457996579416 -0.0021262255293869078 -0.01951591699859042 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8308 140557 22850 30146 117707 113555 26062 117537 68133 60060 8073 27859 692 463 7780 6261 275150 266862 28342 4468 1909 1383 667 23874 2559 716 289 403 131 shrinkage=0.0306829 Tree=92 num_leaves=47 num_cat=0 split_feature=16 30 16 16 32 17 10 16 17 17 11 6 11 23 17 5 14 12 24 17 28 9 14 29 17 19 25 26 24 5 29 24 28 9 11 14 6 7 12 19 25 6 11 22 7 28 split_gain=137.286 35.7105 18.209 16.722 12.3538 9.4493 10.3095 9.76109 13.0644 9.11977 9.91 9.17702 7.97662 7.86158 11.4236 8.93557 10.6701 8.49312 8.23633 7.76717 7.47596 7.31131 9.59034 7.10427 8.70621 6.75603 8.76682 6.3993 6.32999 6.26368 6.16083 8.29478 8.60062 11.4838 9.16951 7.75859 7.65653 6.90616 6.24526 6.13942 6.02832 6.00829 6.33697 6.23085 5.98387 5.93098 threshold=210.28066790582406 1.0000000180025095e-35 175.92911632532787 227.24849994642668 2.5000000000000004 48.111840127666447 0.96462496676511322 220.72989697956032 52.892727140366119 79.65995505874541 0.71381025163919909 0.27637113690413312 0.79311553900469134 0.18074045452948825 46.475061686083478 48.992954254150398 25.508203048636563 99.230970388562824 5.5000000000000009 108.236538197408 890.25000000000011 0.96107645691009103 31.669854234098665 3.3675579390720465 68.977323970944795 3196.5000000000005 1643.2500000000002 0.80732330670201158 17.500000000000004 49.999996185302741 1.8329114405775717 10.500000000000002 1892.2500000000002 0.90659987071751791 0.4339879799433724 43.594857663142342 0.24138972110171222 -7.7651655673980704 257.26702730475887 23444.000000000004 670.25000000000011 0.76923077366436277 0.841369187324437 563.25000000000011 -54.425733566284173 4780.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 19 5 12 -2 7 8 45 13 11 -11 30 -4 40 17 -17 20 -18 21 41 23 -23 29 -25 26 -8 -10 -19 -1 -3 32 38 34 -34 36 -33 -38 -32 -14 -15 -16 43 -43 -13 -7 right_child=1 4 9 -5 -6 6 25 -9 27 10 -12 44 39 14 15 16 18 28 -20 -21 -22 22 -24 24 -26 -27 -28 -29 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6283 63259 204833 199159 188706 15943 172763 11433 92411 122164 89054 49920 39134 345 1613 1326 54498 50599 38789 38923 8210 6935 1944 1639 1275 1113 1056 4991 24336 10453 117158 53394 40359 6174 69857 shrinkage=0.0306829 Tree=93 num_leaves=47 num_cat=0 split_feature=23 0 9 8 21 21 9 8 0 14 29 14 20 32 7 0 29 8 9 17 27 27 27 7 6 5 10 7 18 12 4 27 10 24 4 17 21 14 23 26 6 10 7 13 10 6 split_gain=73.4441 48.8024 20.8243 21.114 19.9124 17.3568 16.9431 12.808 12.8926 12.5183 12.8085 11.9122 11.7585 11.5036 10.7402 10.7343 12.3084 10.9796 10.3785 15.0098 8.75099 8.70122 9.8252 8.53097 8.50058 7.7354 7.71843 7.61067 7.36589 7.27429 7.2665 7.24011 7.22611 7.20129 7.18646 8.22961 7.10061 13.1426 13.8239 11.4672 8.25188 8.58057 7.4044 7.23257 6.74148 6.69773 threshold=0.78767678337514724 29.500000000000004 0.92949599324128607 690.50000000000011 1.5000000000000002 1.5000000000000002 0.96086420069785128 844.50000000000011 33.000000000000007 12.568049227563643 0.088449616109871801 27.669879667842768 0.73825113836877321 1.5000000000000002 -1.0000000180025095e-35 48.000000000000007 1.5364585567617275 4478.5000000000009 0.95498895059990607 61.840647636338673 13.500000000000002 8.5000000000000018 1.5000000000000002 -1.0000000180025095e-35 0.78125000720075632 48.00000190734864 0.87608950785121531 -64.34108734130858 5.5000000000000009 100.6451839509359 180.05303192138675 2.5000000000000004 0.75938558338261297 13.500000000000002 13.00000047683716 27.438415019796889 1.5000000000000002 43.594857663142342 0.99999291111961786 0.99070919700300408 0.48387095418660964 0.78512536398373933 -89.935768127441392 85.809971665998305 0.96911601508072398 0.82608696411025317 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 9 5 4 -4 11 -1 8 13 21 31 44 26 34 18 -5 32 -18 36 20 -20 22 23 -2 28 -7 -12 -24 -6 -16 -13 -11 -17 45 -8 -36 40 -38 39 43 -14 -42 -40 -39 -3 -10 right_child=1 2 3 15 24 25 7 -9 33 10 12 30 14 -15 29 16 17 -19 19 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 37 38 42 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.00089529149347128629 -0.0042150948830467719 -0.00079335427534375975 -0.0019541224501764239 0.00035166259439693758 -5.5790515891104446e-05 -0.00052507511766979997 0.00057545226271407809 0.0009617290963458879 -0.00069854374620622608 -0.0080360333597109951 -0.00048170501903829673 0.00074804241723913656 -1.455841703488435e-05 -0.001193390354115728 9.631344260286969e-05 -0.00036385236133643821 -0.0016341886458359626 0.0013603693313373247 0.0010988919184929192 0.0022654254319128546 0.00044808824952418123 0.00065793541401738527 -0.00050273792331216496 0.0069414364315357286 -0.00056758640139667926 -0.0016957738795318781 -0.0036158382817990178 -0.0048569781481197878 0.0054557190282265031 0.00048142317484235736 -0.0020369035174536668 0.00017251398316280465 0.00039952474747414308 -0.000133789230178304 0.0082484073846560996 -0.00019298686772488232 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692140 335454 300060 126943 35394 197901 125034 117963 356686 353507 11671 353079 68614 347389 173117 55979 9171 162521 85190 78602 3179 2060 274 120163 23723 5690 1786 73262 184868 10407 428 46808 49349 60472 43719 77331 64631 4900 309 12700 8143 4591 204 1264 36574 shrinkage=0.0306829 Tree=94 num_leaves=47 num_cat=0 split_feature=16 16 30 20 20 29 21 0 10 20 27 10 10 28 0 23 14 17 12 14 25 28 27 33 4 14 1 27 27 21 26 27 19 14 25 21 8 17 16 21 5 28 28 17 4 1 split_gain=124.641 26.5423 24.8741 12.6088 12.1755 10.4134 10.1931 9.42175 9.05978 8.53005 8.3653 8.02384 7.9282 9.9069 7.84441 7.96376 7.65731 7.09731 6.97541 12.4649 7.75926 6.96951 9.16591 6.71924 7.47304 8.23113 7.31839 7.04755 6.44235 6.42547 6.25085 6.17019 6.46847 6.16059 6.77064 22.1276 34.7661 12.9501 10.1408 13.157 6.50129 7.36681 7.76079 8.48017 6.45306 7.21233 threshold=216.84221529938134 190.74270072992704 1.0000000180025095e-35 0.82438448464166536 0.49692909287658921 0.15721856415347388 9.5000000000000018 29.500000000000004 0.88567477402497008 1.1639433260354928 34.500000000000007 0.69738883250649752 0.92283128646812762 1420.7500000000002 40.500000000000007 0.88663036634793235 21.450525734180214 90.383517858691448 247.50357133746823 38.67927355277736 3014.7500000000005 513.25000000000011 37.500000000000007 2.5000000000000004 6.0388505458831796 14.772513193635126 135.50000000000003 21.500000000000004 52.500000000000007 3.5000000000000004 0.20243482428234941 2.5000000000000004 706.25000000000011 70.371738109388374 1151.2500000000002 6.5000000000000009 1388.5000000000002 45.883684259701496 236.0919579379248 2.5000000000000004 26.999344825744632 1384.7500000000002 1107.2500000000002 55.412511381829113 18.999998092651371 385.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 5 23 -4 8 11 33 -2 -6 14 -5 -13 30 15 -1 31 18 19 20 -17 22 -8 24 -3 26 27 -26 -23 -11 -14 32 -9 34 -7 37 -37 -36 40 -40 -39 42 -42 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140.42335854398794 5.5000000000000009 897.75000000000011 170.02690887451175 0.12005843752100559 161.99181798646183 90.383517858691448 1.5000000000000002 102.3263458740763 250.077018737793 11.500000000000002 0.47761875553738165 0.98620916068557984 50.046355351466751 216.17487277802357 54.338991770785995 42.815421915878687 4652.7500000000009 107.15282869012709 238.48074588335331 0.47498090520833985 1.2998350763077744 706.50000000000011 0.89795918898671834 3.5000000000000004 896.50000000000011 1.7337530355823041 491.25000000000006 10.500000000000002 0.92574535974575634 0.96040021019793642 15.866149840537785 1016.2500000000001 865.25000000000011 3.5000000000000004 40.745689014324235 0.64208172962698995 14.500000000000002 76.139322092198583 145.20027855153205 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 13 10 -1 5 6 26 9 24 18 -3 44 -11 35 -14 -16 27 -18 -7 22 21 -21 -12 45 -9 -4 -5 28 29 -13 -29 32 -32 -31 -35 37 -37 41 39 -39 -41 -2 -42 -24 -6 -20 right_child=1 2 25 4 11 7 -8 8 -10 12 19 16 14 -15 15 -17 17 -19 23 20 -22 -23 43 -25 -26 -27 -28 30 -30 33 31 -33 -34 34 -36 36 -38 38 -40 40 42 -43 -44 -45 -46 -47 leaf_value=-0.0013480734408114271 -0.002495537532324993 -0.0084801661407280376 0.0003653966714062124 -0.0019300532827481989 -0.0010033913025030907 0.00071093698046237027 -0.0037762634241445261 0.012883067218282446 -0.0044810664177142761 -0.0076750406417886346 0.0020941909894458314 -0.00046117700036602194 0.0076814254881566379 -0.001042748901673683 -0.0095632761644562914 0.003077323521467805 -0.0018952098326360776 0.001375232033096214 0.0060279729384195022 -0.00031477462358014263 0.00041035613392022301 0.00028469174879910844 -0.00026334517985190329 0.0065074887129286524 0.0010955729954726923 0.00072816075935939128 0.00033287370348916267 0.0010340348292900967 2.1836186638204199e-05 -0.0018422454818664384 -0.0010714949681883889 -0.0022389399270442653 0.0035154892100487511 -0.0013921251405422316 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0.0897915 internal_count=890041 654275 615279 235766 219664 15357 10255 5102 1549 3553 263749 204307 441 38996 296 190 161238 4174 3112 263635 205185 125001 58450 2191 943 351530 9305 157064 146040 121759 11024 9804 4248 22139 14373 16118 2123 13995 8159 4809 649 5836 532 57159 43069 1497 shrinkage=0.0306829 Tree=96 num_leaves=47 num_cat=0 split_feature=29 0 20 25 9 13 25 29 0 21 25 10 13 12 5 25 11 25 22 7 9 23 27 6 6 8 19 24 7 26 14 12 25 13 18 13 25 5 5 24 25 4 11 7 21 25 split_gain=62.434 46.2428 17.0974 16.7882 16.3513 19.0765 12.4654 12.4291 12.8071 10.9217 31.4608 15.1827 15.7574 20.989 12.087 11.6125 10.2441 10.6823 12.0249 10.3361 9.98341 9.96772 28.9997 10.349 13.7304 13.5812 11.4171 11.1997 10.8919 9.92926 9.89061 9.80284 9.54106 22.7441 18.7754 20.5907 26.2327 15.47 13.8597 12.9005 10.1026 10.0595 9.5404 9.44877 9.36404 9.43194 threshold=0.547063508329791 40.500000000000007 0.59785493350189289 580.25000000000011 0.95593310542030119 35.364499069980006 838.25000000000011 0.12627745993470615 24.000000000000004 1.5000000000000002 3171.2500000000005 0.95673520531187284 169.93185718354383 372.62489168102792 272.14347839355474 966.25000000000011 0.96968304367201441 2200.2500000000005 3395.7500000000005 -39.779214859008782 0.96207941251658624 1.4756823761447646 2.5000000000000004 0.42783916426466967 0.7666666714966438 2106.5000000000005 8896.5000000000018 7.5000000000000009 -56.309932708740227 3.556954212761724 16.902558766435821 51.574116139070419 1151.2500000000002 72.113094681759875 1.5000000000000002 44.45281361736388 1399.2500000000002 36.388305664062507 53.578617095947273 14.500000000000002 1202.2500000000002 41.872129440307624 0.68631345029239776 -89.13842391967772 2.5000000000000004 5063.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 -2 31 6 -6 -3 -1 20 11 32 -5 13 15 21 -13 17 18 19 -17 -9 22 42 25 44 -24 27 -27 -26 -23 -14 -4 -11 34 38 36 37 -36 -34 -37 -39 -35 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internal_count=890041 774521 546017 535679 228504 177598 50906 115520 99013 353276 316594 36682 3802 1250 5639 1190 894 871 330 259 44529 5522 3530 3308 2207 1101 1076 1024 665 1992 2552 182403 310955 32124 15667 3724 941 622 11943 2783 418 16457 222 5311 1542 1014 shrinkage=0.0306829 Tree=97 num_leaves=47 num_cat=0 split_feature=16 20 0 30 14 27 26 27 14 27 11 10 30 0 26 30 27 16 17 28 23 8 28 26 0 16 26 17 22 29 16 2 28 27 14 19 27 28 18 14 20 10 16 14 21 24 split_gain=110.922 29.5122 21.54 10.6695 13.5079 16.6861 12.9982 10.5401 9.83407 16.0913 14.0513 9.27531 8.23697 8.12163 8.08619 8.07186 8.00864 9.35613 8.72481 16.0693 9.95666 10.0506 8.83613 8.17304 7.84476 9.14667 9.70844 8.0519 7.79843 7.63144 7.47657 7.37222 7.35396 7.07257 7.00854 7.5701 6.83378 6.80736 16.5973 24.6728 17.9825 10.2964 9.5983 8.19962 6.80584 6.75818 threshold=203.40578898225959 0.63197497782726031 29.500000000000004 1.0000000180025095e-35 21.450525734180214 2.5000000000000004 1.4093763909294661 37.500000000000007 12.174451147178763 9.5000000000000018 0.73486310986310999 0.70349337299707504 2.5000000000000004 48.000000000000007 0.99936628618403489 1.5000000000000002 13.500000000000002 231.1203954251321 59.385231697551113 947.75000000000011 0.86889852028340353 854.50000000000011 654.25000000000011 0.6814562432961071 24.000000000000004 160.53133241600736 1.3585747859974153 90.383517858691448 2073.7500000000005 0.049307738433821142 218.3528905538119 57.430952380952384 355.25000000000006 49.500000000000007 19.661147892796198 329.25000000000006 16.500000000000004 999.25000000000011 1.5000000000000002 33.242549656053036 0.97229575302746041 0.32920261471187656 234.66155500958072 19.495025884606886 4.5000000000000009 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 15 8 4 5 14 -5 24 9 10 -3 13 31 33 -4 -2 29 18 23 20 21 22 -20 45 27 -26 -27 -1 44 -10 -25 -8 -11 -6 35 -9 -22 -31 -39 43 42 -42 -41 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0.60920296430732013 4.5000000000000009 0.47814383153281287 68.977323970944795 0.94876721869870084 24.184762001037601 1.5000000000000002 0.87245369497151926 0.80358144941478293 0.8165285834672521 -4.7636413574218741 0.96592630834241577 71.95493579180409 43.653465378372324 -89.935768127441392 55.94863327237718 8064.5000000000009 6237.7500000000009 0.79427827380952387 0.18144310602967201 1.2583100887800283 3711.2500000000005 0.92594168636721841 0.71381025163919909 120.00234222412111 0.99999291111961786 92.073192990565119 1698.5000000000002 -1.0000000180025095e-35 0.91053656311009268 56.307308099444924 0.81591346714902568 -54.425733566284173 332.95331880577413 3977.2500000000005 0.87019382240317977 1436.2500000000002 2.5000000000000004 6.5000000000000009 46.11965061348166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 -3 12 -1 7 8 -7 19 32 -12 25 -10 16 -16 17 -8 -19 -5 26 24 23 -23 -14 -2 29 -28 -29 30 31 -6 33 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151.71888475561232 107.15282869012709 3.3675579390720465 29.500000000000004 716.50000000000011 1.3896368419917622 52.500000000000007 854.25000000000011 8.5000000000000018 0.37791367048901586 1.4885130776448512 5.5000000000000009 33.001129150390632 0.69533380229792663 473.25000000000006 9.5000000000000018 0.088449616109871801 355.25000000000006 4.5000000000000009 186.25000000000003 2.5000000000000004 0.92073297923217046 4.5000000000000009 421.25000000000006 41.500000000000007 23.500000000000004 0.82438448464166536 947.75000000000011 6.5000000000000009 64.604822375320865 23.313586234284191 140.42335854398794 693.25000000000011 21.978565216064457 24.000000000000004 -53.130102157592766 11.999999046325685 0.38550248401277393 19.250703608426601 135.50000000000003 317.25000000000006 52.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 5 6 -1 25 11 12 34 32 -10 -5 16 -16 19 -18 -19 21 -20 22 23 -6 -17 26 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0.006678253285164068 0.0021764076558092945 7.5734683087456449e-05 -0.0095549720177927362 -0.0022568003544759145 -0.01444678813065148 -0.00010963896283989817 -0.0084522080753478418 -0.00091907233410754149 0.0013115715357544324 0.00021434416613522032 -5.0844248772569103e-05 -0.00081829396212459147 -0.0076334065015926586 leaf_count=4508 302 25087 229483 253 311 28164 204 5416 56899 1009 2790 6581 6457 3842 2128 7100 3857 1341 148 99279 56 33508 820 768 1648 29283 39 2520 38 52 496 47 130 650 20225 193 362 32 38587 60 2385 6896 121062 143397 1519 109 internal_value=0 0.00619824 0.00750832 -0.0174658 -0.0183368 -0.0326026 0.00855931 0.0119991 0.000238614 0.00740665 -0.00947943 -0.0039072 0.0139576 0.0318296 -0.0159787 -0.0404886 -0.0145609 -0.00461692 -0.0010347 -0.0184983 0.00114318 -0.0316091 0.0273463 0.0919311 -0.0547397 0.0151057 0.0133549 -0.0306328 -0.0241593 -0.127624 -0.0897015 0.000749579 -0.00235428 -0.025791 -0.00215603 -0.0619561 -0.156267 -0.0508266 0.00182028 0.023968 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34.500000000000007 52.892727140366119 161.99181798646183 0.92793514957518586 107.15282869012709 0.95327233550722001 3.3675579390720465 1.7748193512326742 1.0000000180025095e-35 0.47025481540930986 0.25679665177348587 2174.2500000000005 5232.5000000000009 35.645716197521494 2072.5000000000005 3395.7500000000005 152.9528503417969 0.70968701425802627 241.52294034738239 55.003639221191413 24992.000000000004 1.5000000000000002 0.99858856669296314 0.67526327458153212 46.475061686083478 0.93460513065294559 0.29979026421432625 14.500000000000002 541.25000000000011 0.12627745993470615 35.00000190734864 2.5000000000000004 0.37791367048901586 15.660392572607648 0.88367406643497326 0.8442411697360418 0.80455613895842248 39.184174687211588 147.50033172370357 3976.5000000000005 332.95331880577413 0.72416727200290387 611.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 5 10 7 12 8 9 -1 30 -12 -4 14 -14 16 17 18 20 42 -16 22 23 -15 29 26 -26 33 44 -24 -2 -32 -10 -7 -20 -5 -19 -28 -6 -40 41 -9 -18 -44 45 -29 right_child=1 -3 6 35 38 27 -8 40 32 -11 11 -13 13 21 15 -17 19 36 34 -21 -22 -23 24 -25 25 -27 37 28 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.0016430590426190171 -8.7720356061644843e-05 -0.00076735940361691063 0.0014413877127971279 -0.0029518230901654204 -0.00017201026961232978 -0.00020718712645871615 0.00080732124472638125 -0.0010678353280378836 -0.0014380885190664026 0.0074005645528608249 -0.00018338978164922939 -0.0033481151786786791 0.00040750106998599584 0.00032027552853513218 -0.013620372868814548 -7.7167228139572949e-05 0.00053354480169677597 -0.014535535342324303 -0.017638321482830864 -0.023050386514238044 -0.0025014444605419039 0.00088254934402826795 -0.011936977288764991 -0.013606042798288831 0.0046454050077600444 -0.0010263839994150222 -0.0065227893427557042 -0.00094747317027549043 -0.0016320384682916515 0.00014400186485790395 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2.5000000000000004 0.82438448464166536 29.500000000000004 9.5000000000000018 505.25000000000006 21.500000000000004 0.88080039901026208 0.15307125583172065 33.000000000000007 1.5000000000000002 2.122486412026293 249.75000000000003 12.500000000000002 408.75000000000006 0.13588796335638445 420.25000000000006 0.95562282839015411 107.15282869012709 19.815791517660283 0.70833333606395843 9.5000000000000018 52.500000000000007 51.000000000000007 0.75726998645273891 0.15721856415347388 186.25000000000003 16.500000000000004 0.12627745993470615 31.500000000000004 495.75000000000006 2.5000000000000004 0.2612152623401271 0.53117776668180394 23444.000000000004 6.0388505458831796 2.5000000000000004 12.856200695037844 512.75000000000011 0.36156132885012787 3.5000000000000004 0.97604100987810016 726.25000000000011 0.92283128646812762 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 4 36 34 9 7 -7 25 -5 11 16 15 -13 -15 27 -11 -16 -1 29 32 26 24 33 -14 -9 -21 28 -12 -20 -23 -32 -6 -8 35 -2 -3 38 40 41 -38 -40 -18 44 45 -17 right_child=2 3 -4 5 20 6 23 8 -10 10 12 13 22 14 17 43 42 -19 19 21 -22 30 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 37 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00097387630866718397 0.00013052525577578652 -0.001719067084698051 -0.00063477268468968334 -0.0054210469541633938 -0.0021177306131000815 0.00024533171333884296 -0.011313565984270539 0.0050943201839777404 -0.011107156307364367 -0.011773545888373604 0.00057703649733811693 -0.0021732497108705212 0.0015482673128166093 0.0004650906613329497 0.0014651362288754105 -0.00021919994400527838 0.0044230627270527498 -0.00025920863173267835 -0.0011864322783290188 -0.0015767426620796089 0.00018018424348311923 -0.00088112107959181676 -0.0029774874402197036 -0.010297696135494019 -0.0024560596653191544 -0.0035380261919612213 -9.6317098734585116e-05 -0.0013785878804444631 0.011418515991360496 0.003068858008649593 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0.00547793 -0.0177775 -0.0153884 -0.0108454 -0.0163688 0.0207376 -0.0478033 0.111191 -0.00580133 -0.0116014 -0.010231 internal_count=890041 397082 492959 273050 475046 212647 15415 2306 768 197232 196945 81921 115024 80942 79409 111421 979 46461 124032 81591 174557 79689 3603 13109 1586 616 36197 8311 510 1902 43492 2033 11480 13059 300489 71732 60403 56852 47322 40278 7044 7800 947 103110 63080 62392 shrinkage=0.0306829 Tree=102 num_leaves=47 num_cat=0 split_feature=23 0 22 31 26 14 32 12 0 13 29 29 11 7 28 28 7 11 7 11 4 21 28 27 5 17 15 21 13 4 22 27 22 5 28 28 8 29 24 18 25 19 12 17 13 24 split_gain=45.6464 31.6188 17.2516 13.4353 20.4695 11.7633 10.7773 12.8449 12.5019 11.2565 10.3912 9.50978 9.42073 10.2081 11.1861 9.18419 9.1818 9.69323 9.31758 9.09901 9.55457 9.0049 8.53142 8.40005 8.25226 8.33725 7.94187 7.87283 7.86427 7.79969 8.72501 7.69119 7.50286 9.99698 9.58246 10.6386 12.0498 11.4778 9.41013 9.15915 10.8054 16.9415 11.6668 9.73567 9.64036 8.90085 threshold=0.80732330670201158 29.500000000000004 497.25000000000006 1.5000000000000002 1.4093763909294661 12.568049227563643 1.5000000000000002 238.0121933088198 43.000000000000007 185.06473001131107 0.088449616109871801 1.9273101227520066 0.86764171122994671 -89.935768127441392 742.25000000000011 521.25000000000011 -1.0000000180025095e-35 0.89992918262312982 -77.435516357421861 0.93986005717346111 5.3181071281433114 1.5000000000000002 355.25000000000006 13.500000000000002 50.000854492187507 42.464243320261957 0.38924859620682456 8.5000000000000018 31.219571492778833 11.00072765350342 2392.2500000000005 3.5000000000000004 609.25000000000011 16.998750686645511 535.25000000000011 752.25000000000011 441.50000000000006 0.83629812100293244 17.500000000000004 1.5000000000000002 966.25000000000011 730.25000000000011 93.266504294495547 53.396797565808633 50.189025159482043 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 5 15 12 -5 -2 7 8 11 -9 31 19 13 -4 26 -3 18 -18 -12 20 -1 22 -20 -6 -23 -26 -15 -16 -10 30 -22 -7 -31 45 -35 37 38 -36 -37 -38 44 42 -42 -43 -41 -34 right_child=1 2 3 4 23 10 -8 9 28 -11 16 -13 -14 14 27 -17 17 -19 21 -21 29 24 -24 -25 25 -27 -28 -29 -30 32 -32 -33 33 34 35 36 39 -39 -40 40 41 43 -44 -45 -46 -47 leaf_value=-0.0024790875999424387 -0.0015629502489985666 -0.00027204945144782428 -0.0022649868103240488 -4.2105692440518279e-05 -0.001013260439811532 -0.0061684514033714692 -0.00078746907874306703 -0.0056237445603548944 -0.0010890204108914326 0.0099516668291215072 1.7787605624541284e-05 -0.0085973036708007662 0.000381437361196567 -0.0019788620410165119 0.00018420822230385189 -0.0011523258445214212 7.445961914208794e-05 0.00059662411829223703 0.0075624672773406112 0.0013647276886946248 0.00063401494828580493 0.00065842900494612379 0.0012313612903664675 -0.0027735898355209015 0.0005819437920668157 -0.00058146006668820856 -0.00018361513055338877 0.0014961528011421719 -0.00016009384037895139 -0.00049968012838100815 -0.0085534911539824829 0.0051412365436522799 0.0023610762236709053 -0.0018873914737883195 0.00073528849778785722 -0.0015348406549843849 0.00047247636445870204 -0.00080048850174681361 -0.0076371725177366376 4.0421742272013661e-05 -0.002223015082067343 0.00013822082285000337 -0.012956128618940436 -0.0039175714682864113 -0.012989958835340883 -0.0081831113839319677 leaf_count=1627 3081 26134 1926 21174 6719 365 50305 619 23425 47 29125 124 67163 2373 72272 19472 140400 43945 203 3887 13843 94815 15524 4115 11856 11351 103641 4579 13539 45166 98 67 2235 2558 23096 4252 10831 5715 252 5275 166 1399 224 926 54 78 internal_value=0 0.00397062 -0.00306233 -0.000162838 -0.0194614 0.0105792 -0.0129033 -0.00887682 -0.00829549 -0.147463 0.0111244 -0.00340717 0.00228883 -0.0013976 -0.00063483 -0.0211158 0.0113172 0.00648361 0.016788 -0.00312511 -0.00469593 0.0203175 0.0427953 -0.0548148 0.0173223 0.000420433 -0.00729396 0.00855128 -0.0244038 -0.00363009 0.0185586 -0.143872 -0.00665602 0.00096594 -0.00175468 0.00117426 -0.0146752 0.0140355 -0.0611504 -0.00358521 -0.0291465 -0.0804943 -0.273367 -0.0481415 -0.00298597 0.0653623 internal_count=890041 680300 329568 283962 32008 350732 209741 159436 158770 666 347651 121806 251954 184791 182865 45606 347219 184345 162874 121682 117795 133749 15727 10834 118022 23207 106014 76851 36964 116168 13941 432 102227 57061 54748 52190 23379 28811 4504 18875 8044 2715 390 2325 5329 2313 shrinkage=0.0306829 Tree=103 num_leaves=47 num_cat=0 split_feature=16 30 16 8 9 11 5 14 2 18 28 0 14 5 8 27 6 4 25 27 10 21 28 25 17 12 21 14 25 29 8 7 27 14 12 17 7 29 28 21 11 14 14 29 26 26 split_gain=77.0099 20.9557 13.1454 9.42597 9.31555 17.4853 9.69841 9.04383 8.87889 8.09043 8.05644 7.37418 6.92333 7.03504 8.19519 6.78677 7.06491 6.77791 6.67953 7.93346 8.42579 6.61434 6.43933 6.4146 9.17842 6.91211 8.7222 6.90762 6.34339 11.3399 6.54602 8.31857 8.7248 6.33321 13.8814 15.7099 11.3849 9.30688 10.2657 6.47214 6.21088 7.62832 8.85715 6.16945 6.11336 6.10573 threshold=204.99608597077119 1.0000000180025095e-35 227.24849994642668 729.50000000000011 0.94038048091132753 0.64668709612646491 68.00110244750978 20.163416030382923 19.193376068376072 6.5000000000000009 8064.5000000000009 24.000000000000004 115.07539283443309 85.790462493896499 3099.5000000000005 37.500000000000007 0.78125000720075632 18.00000095367432 1364.7500000000002 6.5000000000000009 0.80585346145228443 1.5000000000000002 2286.7500000000005 884.25000000000011 60.308283223540514 40.745689014324235 6.5000000000000009 10.683071254974044 1043.2500000000002 0.46695360105719114 530.50000000000011 -39.779214859008782 10.500000000000002 52.621733883359411 266.09240610230012 61.840647636338673 -42.505277633666985 1.0000902038607256 749.75000000000011 1.5000000000000002 0.841369187324437 56.306439775063815 28.575879547795857 0.58082775453487001 1.3074235461408426 1.4093763909294661 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 9 11 6 18 22 45 10 23 12 13 14 44 16 -7 -17 -6 20 -20 -10 -5 25 28 26 -2 -28 29 -25 -30 43 -33 -9 35 39 37 -36 -39 -35 41 42 -18 -32 -1 -3 right_child=1 8 -4 7 5 15 -8 33 21 -11 -12 -13 -14 -15 -16 17 40 -19 19 -21 -22 -23 -24 24 -26 -27 27 -29 30 -31 31 32 -34 34 36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00043454842086185984 -0.0054905950787681951 -0.00041726292494564845 0.00040732618623295219 -0.0014981744347304861 0.00076438492209068983 -0.00030641248934846945 0.0030650443804055832 0.0004022380600863129 0.00079822433063002926 0.0058777263035655206 -0.0098955979148678003 -0.0011405606791932894 0.0054113412089495895 -0.0025582203303763503 0.0063859667522059693 -0.00040891241800432792 -0.0009421039769194735 0.0022199038773222436 0.0041551384074938963 -0.0062372129655795536 -0.0028210610128615032 -0.00014806417969315144 -0.0089928969245503879 -0.0055379640291169747 -0.0080407140822385762 9.0392318856672122e-06 0.0077126441282389657 -0.0064475833278322594 0.0018904547401484718 -0.00070282018483143168 -0.010361234436880924 0.0015874219517230314 -0.005501143638102059 0.0015648053755913957 -0.0069752702907748092 -0.014170795819295924 0.0013842881740038441 -0.012166552579499359 0.00029077333286209973 -0.0056253240824023333 -0.00013157591796047498 -0.006916590488844355 0.00021395512253516959 0.00087264656580718998 0.0022247114741564275 -0.0014224536139904721 leaf_count=12406 440 37109 263155 1264 7727 116127 1595 107347 8876 218 78 29286 197 1274 177 1897 53318 1799 264 285 426 32113 118 626 175 173980 100 48 1155 1688 147 682 215 211 315 139 1929 68 740 267 15144 193 7066 67 871 6719 internal_value=0 0.00591284 0.00814946 0.00353018 -0.0147827 -0.011954 0.0282101 0.0107124 -0.00872701 -0.00096412 -0.00119807 -0.0279528 -0.00986175 -0.0123527 -0.00562725 -0.014069 -0.0148867 0.0283756 0.015071 -0.062924 -0.00495086 0.00185285 -0.0696839 -0.00105831 -0.0372971 -7.12133e-05 -0.10831 0.10169 -0.028709 -0.0655369 0.0088989 -0.0459026 -0.0036379 0.0117132 -0.0291414 -0.165943 -0.00148511 -0.0815328 -0.0246918 -0.079896 -0.0224017 -0.02693 -0.0262956 -0.223059 -0.00847689 -0.0186216 internal_count=890041 639989 555172 292017 250052 205841 10297 112398 84817 179619 179401 44211 14925 14728 13454 195544 191848 3696 8702 975 690 40989 1382 179323 4755 174568 588 148 4580 2314 2266 1111 897 111016 3669 617 3052 1123 808 478 75721 60577 60384 214 13277 43828 shrinkage=0.0306829 Tree=104 num_leaves=47 num_cat=0 split_feature=16 16 32 20 23 21 22 24 29 0 27 29 7 7 11 7 7 10 27 6 11 14 23 24 21 14 26 7 27 11 24 19 21 20 0 1 21 10 0 1 22 27 26 18 14 11 split_gain=73.6371 17.2931 14.1324 11.1572 9.94358 9.35732 10.0146 9.65586 9.3289 8.75568 9.97571 8.46209 7.79441 8.43471 7.55809 11.7993 11.1033 14.615 8.24893 9.96753 10.9959 13.2723 9.90606 11.8759 8.1089 13.9464 22.4714 19.391 18.7124 9.35509 14.0206 9.37955 8.78187 8.25673 7.37799 7.26714 7.78435 7.20407 7.10639 6.96505 6.85573 8.21814 6.7019 6.67725 6.29877 24.5446 threshold=218.13441564109283 179.16965359705378 2.5000000000000004 0.80044563788710188 0.15307125583172065 9.5000000000000018 505.25000000000006 22.500000000000004 0.63483864948082602 33.000000000000007 1.5000000000000002 2.122486412026293 -86.613552093505845 -51.340192794799798 0.9160151755924989 -1.0000000180025095e-35 -89.935768127441392 0.9878631607117111 6.5000000000000009 0.53333333581468612 0.86933744855967088 48.284756151290715 0.99999291111961786 5.5000000000000009 1.5000000000000002 37.006018427389002 0.96203959692526342 -55.304843902587884 2.5000000000000004 0.7313777638715061 4.5000000000000009 1315.2500000000002 2.5000000000000004 0.86210263929342623 49.500000000000007 664.50000000000011 1.5000000000000002 0.87445218108431033 11.500000000000002 3496.5000000000005 249.75000000000003 12.500000000000002 2.0525743664820886 1.5000000000000002 37.795869299156962 0.68116412572934326 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 38 14 -3 -5 9 7 -7 -9 10 12 35 37 -14 15 16 17 43 19 20 21 22 -17 44 -18 -26 27 29 -29 30 33 -31 -30 -27 -13 36 -11 -6 -1 -34 -12 -42 -23 -2 45 -24 right_child=2 3 -4 4 5 6 -8 8 -10 11 40 34 13 -15 -16 18 24 -19 -20 -21 -22 42 23 -25 25 26 -28 28 32 31 -32 -33 39 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 leaf_value=5.0022815492633731e-05 -0.0013640557711444179 -0.0005420845930570687 -0.00094188474932900448 -0.0052589591866951486 -0.01059589084372747 -5.2265676339752895e-05 0.00088897557466925854 0.0049888825602149691 -0.0055292817645786144 -0.0021162191411281846 -0.0018174974316901452 -0.00019596845225435845 0.0094436534740631947 0.0024818492593382583 0.00062819260630300614 -0.00071037975778435753 0.00097208397072639672 -0.0086260145740973213 0.00015236201365066536 -3.0435453682297055e-05 0.00017461676186637511 0.00091683632660825929 -0.013324564954069569 -0.018309322760930096 0.00048056910991228725 -0.0037103286149150951 -8.4840267079489961e-05 -0.01308355008626432 0.0019334288977222145 -0.017757867049484032 3.1188904595357768e-05 -0.00079577591242198961 -0.0026214410678241816 -0.017962382753057868 -0.0027902145586498864 -3.0689760893829894e-05 -0.00041864187324570684 0.0023623665482987903 -0.00073565636366170709 -0.016728354758527388 0.0004270431513972733 -0.00015334882068414378 -0.0064719606276238163 0.00031407131627577133 -0.00078625107329649568 -0.0033712543824586483 leaf_count=12309 4045 64984 8996 350 72 2092 15514 91 622 2655 1816 1836 205 816 53714 997 25666 210 190026 16847 2763 1284 272 56 143491 47 14455 118 649 37 72 180 301 206 2357 66738 60310 92 90692 37 39053 55764 127 4981 459 1637 internal_value=0 -0.00966627 0.00855815 -0.00599201 -0.00296181 -0.00272603 0.0190311 -0.035956 -0.136456 -0.00444613 0.00274577 -0.00970018 0.0939397 0.126444 0.00932141 0.00785664 0.0134971 -0.0203421 0.00274148 -0.0145509 -0.0446271 -0.0733997 -0.107058 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6.09077 7.14616 7.23827 9.12855 6.67636 6.56887 6.08071 5.83567 5.99197 5.79135 5.76555 threshold=210.28066790582406 1.0000000180025095e-35 171.31302419354842 40.745689014324235 0.92793514957518586 -1.0000000180025095e-35 -78.747478485107408 75.574116139070426 6.5000000000000009 45.000068664550788 0.67870669056152944 0.8875130033813966 10580.000000000002 0.99999291111961786 0.71815502390692709 1.5000000000000002 0.72765515105940659 1.1555154732074859 -82.377357482910142 0.820605046883358 890.25000000000011 5.5000000000000009 263.50000000000006 5232.5000000000009 4.5000000000000009 14.500000000000002 1.0750258686055627 0.95498895059990607 49.907767165347529 0.96048242032279652 57.280333816615119 0.72918761123519604 0.96638943643300956 561.25000000000011 1.1969196686695318 37.307779884506232 49.500000000000007 3988.7500000000005 1182.2500000000002 34.418376288647032 0.58043735555259079 0.17054875176539394 0.79966744621917052 68.197734576769108 0.69599608993157391 0.18074045452948825 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 42 25 5 6 41 -8 9 10 11 20 45 14 -11 -10 -3 18 -18 -16 -7 -22 -17 -24 -13 -2 27 -9 35 30 34 -32 -33 -34 -30 -4 37 38 39 -37 -40 -5 -1 -44 -35 -12 right_child=1 16 28 4 -6 8 7 26 15 13 12 24 -14 -15 19 22 17 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31 31 32 33 44 -36 36 -38 -39 40 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.00086492012370193686 -0.0067925296239556739 -0.00067827684388819631 -0.00012547387994560713 -0.0044048096931875447 0.00076346861824101915 0.001545609544331738 -0.0012334277404336541 0.00037659859188673468 0.00054901711193706352 0.0023392788462159044 -0.0077877851590203882 -0.0092698926209206813 -0.012267330374094792 0.00073450136821422293 -0.016848719394445828 0.0015935438760482402 -0.0012713076322056062 -0.0010949970412639008 0.00032253116437708527 0.00026090331836083183 -0.0037891348156058333 -0.016532765423345676 5.0221150177188426e-05 -0.0094872861171540479 -0.020830429776870159 0.0016158839100870322 0.00018398005296007907 0.00082657167921089826 -0.00035581798063876683 -0.0018739406208688697 -0.00082670099237596676 -0.00013275351329959087 -0.00031164695403236413 0.002098681878487958 -0.0010217735234467982 0.0060200679875398767 -0.001201823963988052 -0.0017232391257042 -0.0015750520418158806 0.00073151128476565356 0.0048625116595240733 4.0272533022956112e-05 -0.00039204134918935065 0.0021266711682091954 0.00067441412436401716 -0.00040125273127571994 leaf_count=52606 305 26659 25831 292 34327 220 2531 50397 38706 78 100 230 78 6465 90 2948 3851 7392 36999 34 279 52 204202 72 60 123 34665 76561 114859 3646 13280 24145 5270 3512 17138 236 1356 699 174 4705 1048 37186 25002 922 11452 19258 internal_value=0 0.00644106 -0.0123253 0.00861325 0.00874046 0.00757269 0.0138572 0.016979 0.00292888 -0.0133034 -0.0231802 -0.192167 -0.0158681 0.0167357 -0.213789 0.0047073 -0.00832785 -0.000713884 0.00561477 -0.396227 -0.0932695 -0.188742 0.00224435 0.00152722 -0.380073 -0.142623 0.0178744 0.0211177 -0.00893603 -0.0111186 -0.0101582 -0.000413952 0.00752474 0.0216669 -0.0144147 0.00345453 0.0271667 0.0402754 0.0512133 0.0320737 0.128602 0.000183811 -0.0221376 -0.00985769 0.0328745 -0.014321 internal_count=890041 584160 305881 509259 508831 474504 201632 164154 272872 26944 20277 841 19436 6667 202 245928 74901 48242 40850 124 551 331 207222 204274 290 428 161623 126958 227351 193302 189656 57659 44379 20234 131997 34049 8218 6862 6163 4941 1222 37478 78530 25924 14964 19358 shrinkage=0.0306829 Tree=106 num_leaves=47 num_cat=0 split_feature=16 33 16 17 16 17 9 11 27 28 14 12 23 9 27 6 22 11 21 14 19 27 29 27 29 29 13 17 25 12 28 6 28 17 11 28 11 27 25 21 13 21 23 26 31 23 split_gain=66.712 19.672 15.0313 9.0302 9.98056 7.41767 7.17333 9.68791 10.9367 9.95545 8.36284 9.96802 6.72618 6.50465 6.28087 6.25058 7.4994 7.46841 7.4488 5.92616 6.36744 5.80451 5.74567 5.71058 5.66878 5.66389 5.49443 7.89829 5.42696 8.38312 8.26902 6.71304 8.95936 6.7017 20.1966 12.4176 14.0458 11.3205 14.1041 10.4814 7.95906 7.61183 6.56727 6.10201 5.91727 6.23073 threshold=202.17898708856157 2.5000000000000004 225.80154846794167 48.552840738711332 218.94859338157576 54.338991770785995 0.89300650715657681 0.61363878194586874 7.5000000000000009 883.75000000000011 27.760112115887239 425.78584027825178 0.95720884745833257 0.93789168249126231 36.500000000000007 0.788758990346067 567.25000000000011 0.84057046731736185 6.5000000000000009 18.618123333188453 319.25000000000006 20.500000000000004 1.6954025310201815 2.5000000000000004 0.088449616109871801 0.93321915925158316 25.956770511616206 60.949847984611587 16049.750000000002 688.3711037056155 24992.000000000004 0.17054875176539394 24992.000000000004 51.249767729622405 0.77640177559662271 956.25000000000011 0.54637378395632263 6.5000000000000009 724.25000000000011 3.5000000000000004 80.746176263838905 2.5000000000000004 0.88299343795223473 1.6238140246646864 2.5000000000000004 0.99999291111961786 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 5 -5 -1 8 10 13 23 12 -12 -10 15 24 17 21 -18 20 -16 -17 -13 -8 -9 -19 27 -7 29 30 33 32 -31 -4 35 -35 -37 39 -39 -36 -40 44 -43 -44 45 -38 right_child=1 -3 28 4 -6 26 7 14 9 -11 11 22 -14 -15 19 16 18 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 31 -32 -33 -34 34 37 36 41 38 40 -41 -42 42 43 -45 -46 -47 leaf_value=-0.0010907465824802507 -0.00035471141678830673 -0.00067055228911213065 0.00035053861823937605 -0.00017715038664006173 0.00036944793755614358 -0.00036072621480971056 -0.0039448173706921261 -0.0014055699736883732 -0.0013030850704973188 -0.0033017503387061226 0.00085591317706535958 0.00054800102417685485 0.0046788714028069972 0.0011412282956031921 0.0033546301731113217 -0.0010350980140770589 -0.00065396404681403143 -0.00053999583198390824 0.00037267010554625627 0.0017207140808089085 -0.0014854537221507785 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0.0236578 -0.0204594 -0.041343 -0.0486712 0.00398154 -0.0114557 -0.00366074 0.00716526 -0.019381 0.0110316 0.0103994 0.0107898 -0.0594639 -0.218388 0.0108414 -0.0267624 0.0136129 -0.0631267 -0.133945 -0.18646 0.0348634 -0.296145 -0.143444 -0.26547 -0.346484 -0.0668112 -0.0418538 internal_count=890041 664763 638567 324132 277573 186087 225278 209612 9818 5253 4565 2595 2165 4322 199794 195651 70297 33614 36683 4143 1755 27087 430 1970 125354 6527 72744 7042 314435 307317 305609 1708 230 305579 4667 3390 1300 1277 974 303 532 814 314 239 500 475 shrinkage=0.0306829 Tree=107 num_leaves=47 num_cat=0 split_feature=16 30 16 11 7 7 29 15 12 2 29 21 4 23 11 29 28 22 23 13 22 24 29 21 22 4 15 7 15 1 17 11 25 21 18 24 24 5 29 6 17 17 29 4 24 25 split_gain=59.9246 17.017 8.911 8.90936 11.8868 9.19762 9.95133 8.84764 8.69673 8.14169 7.47889 7.462 13.923 20.8399 13.5919 15.1852 9.41176 9.11495 10.8275 7.41271 7.63128 7.39956 7.32963 7.07706 7.28802 6.98122 6.90076 6.81139 12.218 20.8032 6.53572 11.0337 6.27635 6.15014 6.77716 6.63048 6.54738 5.90783 5.61521 5.72731 5.59085 7.72331 9.56276 6.72589 6.21813 11.893 threshold=208.75472968146428 1.0000000180025095e-35 175.92911632532787 0.92793514957518586 -1.0000000180025095e-35 -89.935768127441392 0.12627745993470615 0.17542584223009952 75.574116139070426 19.336477987421386 0.18144310602967201 1.5000000000000002 49.000072479248054 1.338124060630604 0.63999882255975515 0.91298521920068898 5180.2500000000009 2392.2500000000005 0.4126010806943447 18.221134320659669 467.75000000000006 7.5000000000000009 0.77705372984941101 2.5000000000000004 6272.5000000000009 52.081516265869148 0.73699955935097194 -67.332862854003892 0.27148698698017065 5839.5000000000009 60.949847984611587 0.82805153956516941 622.25000000000011 5.5000000000000009 2.5000000000000004 5.5000000000000009 27.500000000000004 113.48751449584962 2.122486412026293 0.62162162223735351 49.907767165347529 57.280333816615119 0.62681078560365078 21.00000095367432 15.500000000000002 692.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 5 6 32 -8 22 -3 -6 27 16 14 25 -16 -13 -18 -19 -9 -21 -17 33 -11 -25 -14 38 28 29 37 -12 -32 -2 34 -7 -36 -35 -10 39 -27 -4 43 -43 -42 -44 -46 right_child=1 9 40 -5 10 8 7 19 11 23 30 12 13 -15 15 21 17 18 -20 20 -22 -23 -24 24 -26 26 -28 -29 -30 -31 31 -33 -34 36 35 -37 -38 -39 -40 -41 41 42 44 -45 45 -47 leaf_value=-0.00061056686012150049 0.0043824380794987589 -0.0005568676798857877 0.00016507412432254794 0.00071399489300642469 -0.003082958325592335 -0.0021448915210510295 -0.0061684508760189499 -0.006767046599489979 -0.0065873679298494763 0.00058339043278631897 9.3802661743129037e-05 0.00044433169074023911 -0.0015382577956035664 7.2956140343251679e-05 -0.013493552416234521 -0.0003782328850607095 0.0038376419048975802 0.0029272079228735764 -0.016244371388155255 0.001088453037097651 -0.00067536792326059955 -0.013153923721764653 0.0016086911726788619 -0.00024784204220443116 -0.016501668930109261 -0.0011309716287378441 -0.0013506171007430766 0.0012847471849839864 0.00040351088642351347 -0.00075737334702369633 0.00043643573109104132 -0.0050998671274010239 -0.01465209930920486 -2.393444244690879e-05 0.0028938290517404263 -0.0092844499997598428 -0.012797549564080515 -0.022825750435647434 -0.018558615811093752 -0.013138881090264381 -0.00024537849754267382 -0.00090434144204091398 1.0572924017072023e-05 -0.00071892077039380448 -0.00019126376962304962 0.0021969514786834743 leaf_count=92541 21 39469 26966 34652 704 914 243 162 31 15270 280523 164591 96 3349 103 828 58 39 96 3273 7843 45 701 23351 26 53 59 16971 4804 236 761 611 73 1205 50 266 39 66 104 127 64317 9289 36916 50337 4069 3793 internal_value=0 0.00572137 -0.0118137 0.00777509 0.00667716 0.0124454 -0.0148918 -0.0122479 0.0140751 -0.00804692 0.00246334 0.014935 0.0126818 -0.0406138 -0.142365 -0.0766347 0.0142226 -0.206477 -0.348922 -0.00818014 -0.00508518 -0.03379 -0.0378334 0.00227017 -0.00866672 -0.2885 -0.355215 0.0322148 0.000310994 -0.184925 0.00272043 -0.0661306 -0.338942 -0.0634091 -0.113551 -0.239792 -0.0138316 -0.574789 -0.419865 -0.312983 -0.00799007 -0.010127 -0.000274474 -0.0147731 0.00578281 0.0313179 internal_count=890041 601813 288228 523697 489045 206446 11615 11521 194831 78116 282599 191656 169548 4764 1415 976 164784 193 135 11278 11116 873 3175 38647 23377 439 343 22108 5137 333 281895 1372 94 2474 1230 316 1244 97 284 180 195687 168721 54067 114654 44778 7862 shrinkage=0.0306829 Tree=108 num_leaves=47 num_cat=0 split_feature=16 20 0 13 9 21 22 12 5 5 14 13 27 22 27 19 15 1 9 11 14 24 19 6 27 11 14 24 17 9 17 23 13 16 17 29 19 16 15 11 27 1 19 11 21 21 split_gain=59.4262 17.4284 15.1246 9.00347 8.81979 9.26832 13.9309 13.24 11.7298 10.9968 8.8722 10.2915 7.64517 7.25885 10.1135 8.56029 7.20342 7.39836 7.06365 14.176 7.57211 7.35214 7.85051 7.40863 6.60946 6.53724 11.1933 12.433 8.91102 8.84081 7.67551 10.406 7.20847 7.2263 7.91306 6.56857 6.50886 8.7328 6.58629 6.40447 7.98331 8.58807 7.57471 12.1581 7.27961 6.68102 threshold=202.5706577781651 0.59785493350189289 29.500000000000004 31.828517833291222 0.92949599324128607 1.5000000000000002 5598.5000000000009 548.24116139070418 203.37795257568362 147.0095138549805 23.214761183295501 157.62088693683907 47.500000000000007 1521.7500000000002 2.5000000000000004 625.75000000000011 0.73901617161663724 5839.5000000000009 0.94038048091132753 0.61363878194586874 31.166493156802247 5.5000000000000009 905.25000000000011 0.22222222503634498 36.500000000000007 0.73993334417424628 12.174451147178763 4.5000000000000009 61.840647636338673 0.95057787841972363 62.99229741004995 0.82471054057242477 169.93185718354383 218.3528905538119 71.95493579180409 0.049307738433821142 4602.5000000000009 230.34013296171071 0.73699955935097194 0.919169799498747 31.500000000000004 646.50000000000011 700.25000000000011 0.82986358490864776 11.500000000000002 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 -2 25 12 5 10 -7 8 9 16 -5 -12 -4 14 15 -6 17 -8 -1 20 -20 23 -23 -22 -21 26 27 -3 35 32 39 -32 33 -30 -35 -28 37 -13 -38 40 -27 42 45 44 -44 -42 right_child=1 2 3 4 13 6 7 -9 -10 -11 11 36 -14 -15 -16 -17 -18 -19 19 24 21 22 -24 -25 -26 30 28 -29 29 -31 31 -33 -34 34 -36 -37 38 -39 -40 -41 41 -43 43 -45 -46 -47 leaf_value=-0.00079137343249681045 -0.00049469013179090718 -0.0098799631855964812 -0.00030940404050203927 -0.006066592384379536 -0.0070316346679299225 -0.0006992836421793019 -0.0022123694665057182 -0.0011408377931064683 -0.020268590942375472 0.00010181069742992513 0.0015720955680006135 -0.0020456430995751205 -0.0052453092530399302 0.00064996894650058495 0.00012374259646385122 -0.001243440685330202 -0.0018929661379577954 -0.017288708392605323 0.00054067372412276683 -0.00042123612904840653 -0.0097759019408407578 0.0082577766570507919 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-0.130141 0.128292 -0.0128305 0.010297 0.0173908 -0.16932 0.0180222 0.0542932 0.00768544 -0.0700799 0.000487047 -0.0233253 -0.135281 0.015426 -0.0159318 -0.241355 -0.010363 0.00806812 0.00617237 -0.0120915 -0.0312349 -0.130986 -0.325824 -0.0244832 internal_count=890041 661343 623516 270645 214690 23335 13874 976 458 392 9461 9258 55955 191355 165666 2244 238 171 228698 187241 5158 1341 121 1220 182083 352871 94951 320 94631 6321 257920 1263 2059 1772 435 88310 5185 125 5060 256657 224346 21626 11247 713 221 10534 shrinkage=0.0306829 Tree=109 num_leaves=47 num_cat=0 split_feature=16 20 0 26 27 26 30 8 25 12 19 4 27 25 24 0 28 26 27 13 16 19 4 24 25 27 8 21 16 23 20 16 18 20 19 30 10 18 20 15 22 27 13 18 25 28 split_gain=56.572 16.7501 13.7771 7.00345 6.90347 6.69207 9.02061 8.27084 9.83702 6.6661 6.52454 7.12708 6.68223 6.49754 6.48015 5.92188 5.91534 5.70714 7.05553 6.32378 6.8064 5.58996 7.5206 8.08412 5.45219 7.63208 12.0153 9.06711 9.10544 8.52012 7.77924 9.40806 6.25381 8.02167 5.87936 5.297 6.84468 6.61564 6.87068 8.86193 10.5449 6.67911 8.90013 6.58061 7.66821 6.37475 threshold=203.40578898225959 0.59785493350189289 33.000000000000007 0.90311261488244354 37.500000000000007 1.6751127418369296 1.0000000180025095e-35 3282.5000000000005 584.25000000000011 36.846194077712568 413.25000000000006 9.00000047683716 7.5000000000000009 388.25000000000006 24.500000000000004 40.500000000000007 694.25000000000011 1.3321454687065135 3.5000000000000004 28.427728405527507 158.95229969120757 345.25000000000006 16.999998092651371 29.500000000000004 598.25000000000011 39.500000000000007 672.50000000000011 9.5000000000000018 222.01096725693287 1.0045226142073724 1.0138801317080006 221.65957266166694 3.5000000000000004 0.82438448464166536 546.75000000000011 1.5000000000000002 0.92574535974575634 4.5000000000000009 0.48486196484417132 0.73901617161663724 529.75000000000011 16.500000000000004 28.052393505633599 5.5000000000000009 566.25000000000011 1128.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 35 9 10 15 16 -7 8 -8 13 11 -4 -13 -3 -6 -1 -5 19 -19 -17 -21 -16 23 -23 25 -11 27 28 -27 -30 32 -32 -29 34 -34 36 37 38 -2 -40 -41 42 45 44 -39 -42 right_child=1 2 3 5 14 6 7 -9 -10 24 -12 12 -14 -15 21 17 -18 18 -20 20 -22 22 -24 -25 -26 26 -28 30 29 -31 31 -33 33 -35 -36 -37 -38 43 39 40 41 -43 -44 -45 -46 -47 leaf_value=-0.00028585589406086539 0.00097713430795749192 -0.01000161677082778 0.0027527793372601802 -3.8356327413998986e-05 0.0020995555926239021 -6.2006627768281832e-05 0.00041479520543499142 -0.00020690056531287229 -0.0037818771079955152 0.00019003204236682161 -0.00022019305701876009 -0.0043706060041497023 -0.0012093309082637108 0.0031044209038411817 0.0050003283219089284 -0.00086556447491492041 0.00034162460757013988 0.0019205077201968524 -0.0014427915221810745 -0.0011023637522926243 -0.00019976217594487749 -0.0053067907688597905 0.0004282942625630733 0.0050047580080343039 0.0003839103047451028 0.0048030693062887028 0.0014043012986098393 0.00064744215501618091 -0.018779029437906276 -0.00031597223734018616 -0.0085096237821425443 -0.0021323249144601882 -0.012433920720903928 -0.0013191476907896842 0.0034894828098157873 -0.00078185795523142234 -0.0017007436126696043 -0.013804289237891443 0.00049930809701353724 -0.0056879315650683266 -0.0039041092183390155 0.0012294204992209208 0.0015572699520844549 0.0053496800674207321 -0.0020395636168697878 -0.014469724254223881 leaf_count=126962 6915 113 360 79161 1990 13951 707 2273 2052 141779 39980 754 3812 52 169 32490 75219 622 10497 9265 52064 484 1346 84 251790 33 1376 1427 82 33 284 934 114 657 27 22339 2002 89 3424 548 453 799 291 51 126 61 internal_value=0 0.00486804 0.00610895 -0.000277713 -0.0131938 0.00260521 -0.0151128 -0.0514096 -0.0882079 0.00960533 -0.0114075 -0.0457472 -0.0564277 -0.191352 0.0276189 -0.0139107 0.00478387 -0.0194691 -0.0408908 -0.0169303 -0.0109546 -0.0113679 -0.0267612 -0.123256 0.00968853 0.0048436 -0.0336863 -0.0641317 -0.306494 -0.439364 -0.0537135 -0.117959 -0.0185446 -0.08944 -0.305863 -0.0157693 -0.00106843 0.00746269 0.0107859 -0.0153319 -0.0656181 -0.0247025 -0.0889909 -0.148589 -0.225195 -0.168107 internal_count=890041 654068 616970 218269 235973 173363 18983 5032 2759 398701 44906 4926 4566 165 4073 231900 154380 104938 11119 93819 61329 2083 1914 568 398536 146746 4967 3591 148 115 3443 1218 2225 798 141 37098 14759 12757 12491 5576 2152 1604 805 266 215 514 shrinkage=0.0306829 Tree=110 num_leaves=47 num_cat=0 split_feature=16 16 30 20 17 24 9 16 4 6 30 30 26 11 7 27 17 11 4 11 5 1 23 14 27 7 11 12 28 25 24 14 4 6 10 20 6 22 12 7 20 26 17 28 7 5 split_gain=53.7454 12.0391 11.8603 7.47275 9.16557 9.95949 6.81032 12.2376 6.80013 6.72363 8.94081 10.1937 8.58081 6.67811 9.33333 7.82 9.3394 10.52 8.01081 20.3445 14.7947 9.82405 9.70466 12.0842 8.43667 7.59793 7.67703 7.05259 6.94639 15.625 13.3978 8.68104 13.164 6.45841 6.44437 6.39216 6.67123 6.34363 6.07271 6.05033 5.98259 7.24364 8.96251 7.58968 6.21888 6.08607 threshold=216.84221529938134 187.8226926046739 1.0000000180025095e-35 0.82438448464166536 58.008228938778281 15.500000000000002 0.95562282839015411 107.15282869012709 17.240826606750492 0.72222223676896058 2.5000000000000004 1.0000000180025095e-35 1.4455039728673702 0.92793514957518586 -1.0000000180025095e-35 6.5000000000000009 56.827675004055401 0.81862879398334687 45.000068664550788 0.68367767533948676 71.000812530517592 10580.000000000002 0.99999291111961786 70.371738109388374 4.5000000000000009 -89.935768127441392 0.70076241959234298 61.47056274847715 4405.2500000000009 1364.7500000000002 1.5000000000000002 38.67927355277736 56.826412200927741 0.59999997822527129 0.73309373257016486 0.99999291111961786 0.47666962887420405 2526.2500000000005 91.997474683058343 -4.2297158241271964 0.49692909287658921 1.4093763909294661 55.412511381829113 24992.000000000004 -89.935768127441392 68.00110244750978 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 13 -3 9 8 -1 -8 -6 10 11 -5 -13 14 25 18 27 -18 19 20 35 -21 23 37 -22 26 28 -17 29 30 -2 -31 -33 -19 -9 -16 -37 -20 39 -7 -4 42 -42 -44 45 -43 right_child=2 3 40 4 5 38 7 34 -10 -11 -12 12 -14 -15 15 16 17 33 22 21 24 -23 -24 -25 -26 -27 -28 -29 -30 31 -32 32 -34 -35 -36 36 -38 -39 -40 -41 41 44 43 -45 -46 -47 leaf_value=-0.00079969093166701386 -0.016294693404312451 -0.00045500015317023409 -0.0007532214894000939 2.7090881179719364e-05 -0.0018610342123246417 -0.003083854344770856 0.0021070057053537944 -0.00061433321977529237 0.00026148154663008379 -0.00036059834312825064 0.00098390952324033457 -0.00037365726088578379 -0.0027394250735829169 0.00068844962446990205 0.0038549242751956354 0.0019080256567711475 0.0011490854584316481 -0.009904956905881921 -0.016912213494095038 -0.00049537137299212046 -0.007391815238299751 -0.011553720316872081 0.00069000421625338231 -0.020676905376921944 -0.021522919937632518 0.00045173654966303113 -0.0001305077791623038 0.00016045220394738085 0.00099050765248743719 -0.017012079924372696 0.00027692845716876028 0.0025887545176238292 -0.016334185322785456 -0.0028612379344807818 -8.6844314654276454e-05 -0.010003935254785599 -0.0025338261003626582 0.00066659265147172501 0.0019065763834016521 0.0012344670660628359 0.00029713641110025544 0.00080860490575533942 -0.004271788799246069 0.0047998454799576705 -0.00055538314076169072 -0.0094433362630615605 leaf_count=46265 51 56084 13773 78902 1505 498 1880 52276 25473 76251 8380 3801 2327 33243 95 2198 333 215 23 15588 86 76 6264 43 74 165870 8220 199500 310 113 462 80 61 285 37407 161 374 121 5470 790 31820 87 659 100 12301 146 internal_value=0 -0.00862126 0.00701044 -0.00460938 -0.00179142 0.0132626 -0.0161742 -0.0111775 0.00466301 -0.00478481 0.000902895 -0.00216844 -0.0414569 0.00881795 0.00768775 0.00343299 0.00541365 -0.100254 -0.0140805 -0.0257903 -0.182366 -0.0178936 0.0157868 -0.208695 -0.453916 0.0131635 -0.014655 0.00585005 -0.0940427 -0.1451 -0.044668 -0.34794 -0.18244 -0.191965 -0.0128514 -0.113401 -0.155847 -0.0697827 0.0475921 -0.0141836 -0.00630649 -0.000737172 0.00712249 -0.10027 -0.0211664 -0.183013 internal_count=890041 397309 492732 259481 203397 33736 137828 91563 26978 169661 93410 85030 6128 433846 400603 225436 202531 833 22905 16454 790 15664 6451 187 160 175167 9297 201698 1077 767 513 254 141 500 89683 630 535 144 6758 1288 58886 45113 32579 759 12534 233 shrinkage=0.0306829 Tree=111 num_leaves=47 num_cat=0 split_feature=16 33 0 8 7 1 25 28 20 18 9 11 5 10 6 21 11 8 20 21 28 16 10 22 21 28 15 28 6 4 21 12 21 11 19 18 18 10 21 25 25 25 26 13 28 20 split_gain=49.1504 15.6913 12.9 9.66848 8.74455 7.64992 12.4175 7.31333 6.84849 8.01451 6.81676 12.9804 9.51277 6.80092 7.2362 6.3095 5.94347 6.61736 6.53465 7.15415 6.98999 6.05234 5.87201 6.19982 6.68808 5.84115 5.63357 5.60358 5.57904 5.43879 5.35261 5.09841 5.30993 5.988 5.2703 5.08228 6.02421 10.0105 9.97266 8.48983 9.01522 5.0287 4.97974 4.96189 4.92797 4.86427 threshold=202.17898708856157 2.5000000000000004 29.500000000000004 467.50000000000006 -89.935768127441392 135.50000000000003 317.25000000000006 493.25000000000006 1.129589081261557 2.5000000000000004 0.94118105900706628 0.66233078733972628 68.00110244750978 0.54704839363615465 0.28985508211015837 9.5000000000000018 0.80358144941478293 2933.5000000000005 0.8165285834672521 2.5000000000000004 1074.2500000000002 130.29857508982334 0.73309373257016486 563.25000000000011 9.5000000000000018 2424.2500000000005 0.31806093430993915 355.25000000000006 0.6470588258628015 39.001335144042976 5.5000000000000009 316.89087296526014 6.5000000000000009 0.65332090711401059 793.75000000000011 6.5000000000000009 4.5000000000000009 0.68084849427877214 14.500000000000002 420.25000000000006 521.75000000000011 713.25000000000011 0.99070919700300408 35.892435274115442 838.25000000000011 0.99128087984013447 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 5 7 -5 6 -2 -4 15 28 -1 12 -12 -14 -15 -6 17 22 42 20 27 -21 23 -13 -25 26 -23 -20 31 43 -8 32 -10 34 -34 36 -7 38 39 -38 -41 -17 -18 -11 -33 -9 right_child=1 -3 3 4 8 35 30 45 9 29 11 16 13 14 -16 41 18 -19 19 21 -22 25 -24 24 -26 -27 -28 -29 -30 -31 -32 44 33 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00074292114482211687 -0.0072926576212552106 -0.0006030278408493177 0.00026927544088505137 -0.001283110083566174 0.00010537314788036886 0.00030804059512080586 -0.0017036598586705962 -0.00057640616374601535 0.00026502971412214495 -0.00054942466480238325 0.00033119846616728993 -0.0010912270750446501 -0.0099202463000806484 -0.0029939461573389404 0.0039430643822132025 0.00036544328454532758 -0.00047795467390637303 -0.0042732280384462215 0.0017085194332766562 0.0039537638157385374 0.00076114795817809632 0.0034646908050751588 -0.00023094618917473482 -0.00054594030430045102 0.0014406097170625016 -0.0061642516052790005 0.00016368093276820475 -0.0012744836217449605 -0.0012050057855133261 -0.0058918136539930707 0.0017100336842693011 -0.010485124100316257 -0.001549078225129651 -0.001109642626936124 -0.013866624675592059 0.0049582539034389696 -0.02185743005480344 -0.00012390531909394503 -0.013183366735022302 0.0026028865488616016 -0.0044445288077833026 0.0014751131043185233 -0.0028795109496743817 0.00047676724174159404 -0.00012649666668041032 -0.001701025066490837 leaf_count=42022 301 26131 6667 4472 189885 353889 1342 11437 7598 6279 10526 24770 38 158 1361 12574 29360 447 639 405 2561 493 36524 26922 1696 136 38228 8210 10484 140 638 88 63 1540 68 220 21 3978 94 257 510 5538 836 15112 85 5298 internal_value=0 0.00436474 0.00534758 0.000217841 0.00201032 0.00928564 -0.0484429 -0.0192317 0.00279605 -0.00894026 -0.0127252 -0.0100918 0.0215857 0.0945404 0.104994 0.00513528 -0.0123272 -0.0179008 -0.00609942 0.000839844 -0.0212015 0.00724532 -0.0172974 -0.0239816 -0.013956 0.00597776 0.00670439 -0.0345169 -0.0233934 0.00443547 -0.0196752 -0.0057614 -0.00258677 -0.0536243 -0.258872 0.00965246 0.00955928 -0.0254087 -0.121794 -0.0850677 -0.0678926 0.0229685 -0.0177442 0.00572125 -0.175851 -0.0303896 internal_count=890041 664709 638578 277328 253926 361250 2281 23402 249454 41457 225332 183310 12083 1557 1519 207997 171227 90359 80868 50672 11410 39262 89912 53388 28618 38857 38721 8849 19926 21531 1980 9442 9269 1671 131 358969 358749 4860 882 788 767 18112 30196 21391 173 16735 shrinkage=0.0306829 Tree=112 num_leaves=47 num_cat=0 split_feature=16 20 26 9 11 27 22 32 14 8 17 27 17 11 7 19 22 7 6 26 26 11 5 27 0 6 17 16 9 13 17 27 8 1 11 9 10 11 18 5 4 14 10 17 15 15 split_gain=47.5681 12.208 10.6055 10.2192 13.6453 12.8734 12.1797 10.1569 8.55044 10.7978 11.5199 8.34911 7.68414 7.56505 10.1519 8.18779 11.1394 7.50802 7.49462 11.8133 7.45322 7.07823 6.99502 6.82094 6.76108 6.9736 8.19059 7.87563 6.66657 14.9696 11.8001 7.18371 13.6375 9.96756 7.40259 8.23584 6.95277 6.68895 8.90469 6.55999 6.46583 6.41867 6.38131 6.20172 6.91923 6.14499 threshold=218.13441564109283 0.77346551187805967 0.046570022082550559 0.89300650715657681 0.61363878194586874 7.5000000000000009 1011.2500000000001 2.5000000000000004 27.669879667842768 6393.5000000000009 66.403911483042009 2.5000000000000004 52.300507369133179 0.82143553327763863 -4.7636413574218741 983.25000000000011 3649.7500000000005 -43.45184135437011 0.71383067591093119 0.72344402845926969 0.3769891407019354 0.47025481540930986 46.000061035156257 1.5000000000000002 46.500000000000007 0.53117776668180394 71.95493579180409 243.21590765195657 0.93302308922502852 72.113094681759875 55.94863327237718 2.5000000000000004 588.50000000000011 208.50000000000003 0.87619332421964014 0.9671650388609947 0.99524435814654721 0.68116412572934326 1.5000000000000002 228.99998474121097 180.05303192138675 92.045019301349114 0.85237804509726578 53.857100584323824 0.22112111086748909 0.5195461445208559 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 8 -7 21 11 45 -11 -5 -13 14 18 16 20 23 -6 -20 -15 -2 -16 -12 25 26 28 41 -23 30 31 32 33 -30 35 -34 -31 38 -32 -24 -41 -27 -25 44 -17 -10 right_child=7 2 3 4 13 6 -8 -9 9 10 17 12 -14 15 22 43 -18 -19 19 -21 -22 24 39 42 -26 27 -28 -29 29 36 37 -33 34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00054363913449829082 0.0012939046445014279 -0.0052779309728909086 -0.00090375723908681723 -0.0041519008231074277 0.00020419755048836486 0.00056771134632588045 -0.0025753733773293559 -0.00080797890216019756 0.0022586532471116434 -0.0057392011204222219 -0.015179041527855715 0.0032772481207210178 -0.00035261148126817968 0.0012553488670649976 -0.00041913480281640807 0.0056571810683453422 -0.0087643577867000406 0.0046039407874599496 -0.0015143306751480693 -0.00011928151822864611 -6.2734287858832229e-05 -0.00052707665709056286 -0.001486055720039641 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9.83054 8.67847 7.91745 7.71125 11.6973 12.8801 10.2403 7.2851 6.72712 6.65298 6.64923 6.61981 6.77348 threshold=29.500000000000004 19.815791517660283 0.69533380229792663 0.92949599324128607 0.70349337299707504 1.5000000000000002 854.25000000000011 53.578617095947273 265.25000000000006 1.5000000000000002 193.50000000000003 0.73449430296257912 48.000000000000007 1.5000000000000002 0.046570022082550559 14.500000000000002 75.813348182206553 1151.2500000000002 1384.7500000000002 2.5000000000000004 48.260218122596939 0.97883971015141691 10901.500000000002 29.126426696777347 0.9281255323199632 0.58959116541353396 0.96608477337731158 0.88816861449394457 1.0329077705945204 877.25000000000011 -50.194429397583001 11.721550837760107 -66.761230468749986 -64.34108734130858 6.5000000000000009 5180.2500000000009 1.5000000000000002 39.634454929554067 1.0001705902422382 0.74999999203583201 0.89992918262312982 0.52888293391042585 2.5000000000000004 56.826412200927741 884.25000000000011 473.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 13 6 5 12 -3 11 -7 9 -4 -11 -1 -5 -2 -10 17 40 22 19 41 21 26 23 42 36 -26 -21 -23 -29 -18 31 -27 -33 34 -34 -35 -20 -38 39 43 -17 -19 44 -39 -16 -46 right_child=1 3 8 4 -6 7 -8 -9 14 10 -12 -13 -14 -15 15 16 29 18 24 20 -22 27 -24 -25 25 30 -28 28 -30 -31 -32 32 33 35 -36 -37 37 38 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=1.1532824029362046e-05 -0.0015952667903824248 0.00017450432260298623 0.0038440289555381692 -6.6925853296177844e-05 0.00017758333538227063 -0.00041701516901512667 -0.0010532716681827653 -0.0015155647210584138 -0.0049999091559675161 -0.0046751944796474829 -0.00048118707325221717 -0.0012538543186814402 -0.00055053222004549155 -0.00056484748395843447 -0.00029368275744876633 1.7595644960291673e-05 0.0018099009785022375 -0.0013126464827933543 0.00038215888154032729 -0.0036539744568438457 -0.0049165890953956426 -0.00037703971821402468 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7.70826 8.74009 10.2157 7.91673 7.60454 9.00285 11.2429 9.64587 7.83491 7.42969 12.3187 20.5781 9.72394 8.73479 8.03144 10.7681 threshold=35.000000000000007 28.553974301669239 0.59785493350189289 0.95363614179866019 281.25000000000006 1.5000000000000002 0.24138972110171222 39.634454929554067 622.25000000000011 11.721550837760107 853.75000000000011 726.25000000000011 158.99998474121097 5598.5000000000009 1128.7500000000002 1384.7500000000002 57.280333816615119 9.5000000000000018 0.92663204989731673 6.5000000000000009 0.90448015806677617 10901.500000000002 0.58959116541353396 41.713441156948619 1.5000000000000002 5598.5000000000009 1.7748193512326742 36.31367027430769 1.0050116343112616 1.5000000000000002 0.68878496998469041 55.94863327237718 24.500000000000004 64.491615398166928 -51.340192794799798 -66.761230468749986 -64.34108734130858 6.5000000000000009 5180.2500000000009 1107.2500000000002 133.3698425292969 169.93185718354383 72.113094681759875 0.12509923236218964 58.282453536987312 0.99716942799095787 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 10 5 -4 6 7 12 9 -6 -1 -5 -3 -7 21 16 19 -18 24 39 23 30 -20 29 -17 27 -27 -26 -29 -21 33 -32 -33 -10 35 -24 37 -37 -38 43 42 -42 44 -16 -41 -46 right_child=1 3 4 11 8 13 -8 -9 14 -11 -12 -13 -14 -15 15 18 17 -19 22 20 -22 -23 34 -25 25 26 -28 28 -30 -31 31 32 -34 -35 -36 36 38 -39 -40 40 41 -43 -44 -45 45 -47 leaf_value=-0.00016801981575090299 -0.00068427197534838894 -0.00254378552270609 -0.00099038471859905566 -0.00015342854234792506 0.0018940614527270096 -0.00064037083481830121 0.00037598172528122462 0.0024956435054771541 0.00061097847689395117 3.8419088154774448e-05 -0.0010219510124636617 0.00023011581358763585 -0.0095118055870402132 -0.0029085510130314905 -0.017188537957947315 0.00030177155100646441 -0.0011490142565522153 -0.0087870178315179858 0.0020912488421942215 -0.0014279936889089035 0.0011610031847168242 -0.010225500881132873 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7.83938 6.81171 6.85047 6.60922 17.9388 6.56674 6.23344 15.2862 7.19384 6.17737 5.97306 8.12309 11.6973 12.326 7.63495 threshold=40.500000000000007 0.76876095144575418 28.553974301669239 281.25000000000006 853.75000000000011 1.6021409881777728 52.500000000000007 0.049307738433821142 626.25000000000011 5.3181071281433114 1151.2500000000002 1384.7500000000002 55.722877129269129 2299.5000000000005 1107.2500000000002 1.5000000000000002 44.45281361736388 143.04377746582034 169.93185718354383 36.388305664062507 -53.130102157592766 1.1031596462036959 14.514663536074009 1202.2500000000002 1558.7500000000002 0.12509923236218964 11.721550837760107 347.36470645991994 10901.500000000002 64.491615398166928 -24.623562812805172 1052.2500000000002 -11.309931755065916 0.4339879799433724 0.62023072643619737 1.0645413449375651 0.88749508261211651 497.25000000000006 0.44535609912195934 444.75000000000006 6.5000000000000009 -1.0000000180025095e-35 0.78641017218252995 3873.5000000000005 0.31344156247964089 0.7313777638715061 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -2 -3 9 -4 -7 -5 26 -1 28 12 14 -14 25 17 19 -16 -19 -17 22 41 24 -21 -13 -12 -9 -23 29 -10 -31 -32 33 -20 -18 -36 37 38 39 -11 -28 -22 43 44 45 -43 right_child=2 3 5 7 -6 6 -8 8 10 36 11 20 13 -15 15 16 34 18 32 23 21 27 -24 -25 -26 -27 40 -29 -30 30 31 -33 -34 -35 35 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=-0.0013123423399558848 -0.0007650768417512174 -0.00095610419276812128 -7.4777936959721295e-05 -0.0040839483841962681 -0.00086761563895420635 -0.00038330142248054584 -0.0020149344815578521 0.0018497234165812657 0.00035396462200401791 0.0038169065475495124 -0.016443275721744276 0.004276188163979522 -0.0051540949398041257 0.0016450700050324488 -0.00044150409041590003 -0.0040100023555395096 -3.0364864957660569e-05 -0.019660709477864805 0.0016565533679255135 -0.00098395043301833379 0.0011298463116329713 -0.00037467288302716359 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7.17241 6.31738 6.22065 6.68298 6.99383 6.05054 5.78609 8.90569 5.72842 6.88041 8.37081 42.7093 15.1521 18.6659 11.9534 threshold=218.75437321501431 0.95593310542030119 723.50000000000011 0.63649750351068823 505.75000000000006 1.5000000000000002 0.27148698698017065 2.5000000000000004 0.65623452919462144 0.9201228974118264 25.938297724595305 0.94162340336279993 1.5000000000000002 39.690572738647468 1.1920625045956419 0.59975058466437792 96.001110076904311 155.57752100840338 16049.750000000002 30.760695916397051 0.51919038535035245 9.5000000000000018 833.75000000000011 7.5000000000000009 2.2155826737366962 90.383517858691448 -45.116455078124993 216.4108581542969 0.91416409665912457 0.53581031580360605 8.5000000000000018 5.3181071281433114 0.90032101638466122 -50.194429397583001 0.43593440389696175 46.159902576697327 0.90481799797075746 5598.5000000000009 182.00195694716245 0.53117776668180394 243.21590765195657 1128.7500000000002 1.5000000000000002 6.5000000000000009 1364.7500000000002 32.587064073191982 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 5 4 -4 -3 -6 18 21 12 11 -11 25 17 16 -16 -15 -14 39 20 -8 -7 30 -5 -12 37 27 -27 -29 -24 31 -10 33 -33 -35 -36 -34 38 -1 -2 41 -41 -43 45 -45 -44 right_child=7 2 3 23 6 8 19 -9 22 10 24 -13 13 14 15 -17 -18 -19 -20 -21 -22 -23 29 -25 -26 26 -28 28 -30 -31 -32 32 36 34 35 -37 -38 -39 -40 40 -42 42 43 44 -46 -47 leaf_value=-0.00063859852486046779 1.3966993974289003e-05 -0.0010580895691420724 -0.0076332069958036887 6.9017404573287557e-05 -0.011238519564594063 -0.00048920188494888553 -0.0065269067323795501 -0.00050785711616115232 -0.0019486741853661877 -0.00065153308824301124 0.00065698687377484157 -0.002401475190848506 -0.0011232213815769653 -0.0022480762961604567 0.0013593209564344334 -0.0018331489002480887 -0.0061471108712612315 -0.00026926618272602593 0.001159637959776561 0.0037127068067763316 0.0016602944577677635 0.00044972540689034053 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6.81755 7.86724 6.1378 6.88873 6.40095 10.4045 6.11176 8.42765 7.91016 7.60609 10.9536 21.3024 13.4519 21.2511 28.6323 9.97626 8.05137 20.5524 threshold=204.99608597077119 1.5000000000000002 0.12005843752100559 6.5000000000000009 -1.0000000180025095e-35 0.89027995471960997 18.221134320659669 13.500000000000002 1065.5000000000002 0.76455435912176373 31.500000000000004 1053.2500000000002 6.5000000000000009 0.53333333581468612 45.000068664550788 0.69374109686609697 39.957893036211622 4.5000000000000009 337.75000000000006 2.5000000000000004 636.25000000000011 37.500000000000007 6272.5000000000009 1.5000000000000002 7.5000000000000009 52.500000000000007 0.73913044449091359 3.5000000000000004 237.74836617950777 92.045019301349114 24.000000000000004 0.80358144941478293 36.204875702559555 0.56997991444944363 -78.747478485107408 0.12627745993470615 457.25000000000006 1.5000000000000002 49.000072479248054 1.338124060630604 -56.229461669921868 3976.5000000000005 78.523315429687514 56.689689833494441 -67.332862854003892 0.24138972110171222 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 -2 4 6 10 -4 9 -9 -3 12 20 13 14 15 16 18 -18 -6 -17 -12 30 25 26 27 -11 -24 -25 29 -29 32 -32 -1 -34 35 36 -8 44 -39 40 -40 42 43 -42 45 -36 right_child=1 7 3 -5 5 -7 34 8 -10 22 11 -13 -14 -15 -16 19 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31 31 -33 33 -35 37 -37 -38 38 39 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.00025087687376640344 -0.0074359275962352835 -0.00049907741776052106 -0.0038123185284978404 0.0048296179876115503 -0.01021476765598045 0.00034893771972365541 0.0093964336991093182 -0.00031559124330165692 -0.0017598290494577611 0.00067278229529678466 -0.0011448205138475411 -0.015617790760670859 8.2025912559330173e-05 -1.7255284111918596e-05 0.00045748353693925463 -0.0044412189069516902 -0.0072278888014099246 -0.018507624316537827 0.0057415538933757709 -0.0010529053360178702 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6.03259 5.72036 5.68953 6.47752 5.34229 8.79673 5.19744 5.00542 6.76958 4.86915 4.78704 5.2306 5.71091 4.76975 8.09712 6.45053 11.3863 5.31712 7.0135 6.69292 8.61417 threshold=202.17898708856157 2.5000000000000004 29.500000000000004 467.50000000000006 493.25000000000006 135.50000000000003 317.25000000000006 0.92949599324128607 1521.7500000000002 1.5000000000000002 5598.5000000000009 548.24116139070418 203.37795257568362 143.04377746582034 157.62088693683907 0.23842252114659204 4602.5000000000009 3014.7500000000005 2.5000000000000004 21.459727287292484 0.95574609236343178 0.28985508211015837 0.65862708226280864 5776.0000000000009 0.85816817111459975 583.50000000000011 0.18144310602967201 9.5000000000000018 1556.5000000000002 11.500000000000002 0.43199453178400554 21.500000000000004 24.500000000000004 37.500000000000007 746.25000000000011 662.25000000000011 29.966938018798832 721.25000000000011 62.399494936611674 37.500000000000007 890.25000000000011 651.75000000000011 0.73993334417424628 0.92073297923217046 48.992954254150398 48.964941823865708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=29 2 5 4 -4 6 -2 9 18 14 -11 12 13 22 15 -5 17 -16 19 20 -9 -18 -12 -24 25 -22 -21 -20 35 32 -31 -8 33 -1 -35 -29 -37 -38 39 40 41 -7 44 -44 -40 -46 right_child=1 -3 3 7 -6 38 31 8 -10 10 11 -13 -14 -15 16 -17 21 -19 27 26 24 -23 23 -25 -26 -27 -28 28 -30 30 -32 -33 -34 34 -36 36 37 -39 42 -41 -42 -43 43 -45 45 -47 leaf_value=-0.00036171136672539264 -0.0066979137449969684 -0.00052777222794806713 0.00031098506067075445 -0.0069342213177439943 -0.00086447306060250277 0.00072745716808756138 -0.0012584337026301474 -0.0092438850049534425 0.0006234946033297368 -0.00060432412673223511 -0.00038125609057761069 -0.00094132855355746013 -0.019677214281917727 0.00025526313561591589 -0.0013606666220533472 0.0014545231037417464 0.0023761116350551194 -0.01673038184181818 -2.2035087954679548e-06 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6.3469 6.02692 5.94515 6.40535 8.5012 9.51595 6.85633 5.8195 5.56252 5.55666 5.55117 5.4056 6.71038 6.56845 5.27411 13.1156 9.41912 7.97724 8.56196 8.28164 7.70634 6.29507 12.505 threshold=218.13441564109283 0.95562282839015411 0.68631345029239776 22.000000000000004 28.575879547795857 2.5000000000000004 0.96048242032279652 5.5000000000000009 42.095345685086578 723.50000000000011 2.5000000000000004 147.50033172370357 833.75000000000011 0.60696149157985069 1.5000000000000002 1436.2500000000002 -70.000465393066392 0.34266487822522312 22.870545054531682 406.25000000000006 1282.2500000000002 0.93992877277761011 16049.750000000002 48.000000000000007 355.25000000000006 0.53117776668180394 30.500000000000004 0.8162961361269484 594.25000000000011 12.500000000000002 15.004100799560549 0.71505338002715491 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 12.500000000000002 848.25000000000011 44.665019741346036 1.5000000000000002 0.41666667268718621 31.500000000000004 23.500000000000004 32.500000000000007 34.500000000000007 0.87619332421964014 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 13 5 -3 7 -6 11 12 22 -9 14 -1 24 16 30 33 20 -20 -19 34 23 25 32 37 -27 28 29 -28 -16 -25 -4 -18 36 -36 -14 38 39 -2 -40 -42 -43 44 45 -39 right_child=10 2 9 -5 6 -7 -8 8 -10 -11 -12 -13 21 -15 15 -17 17 18 19 -21 -22 -23 -24 31 -26 26 27 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 43 40 -41 41 42 -44 -45 -46 -47 leaf_value=-0.00080650043240500929 -0.008554824171209981 -0.0045188469769858802 0.0031363201576913601 -0.00067918765601132733 0.003373119909207837 0.00052272134577813212 -0.011005880964374687 -0.0092128984724835078 -0.010718153604529785 0.00013492139310020417 -0.00050940220602676146 0.0014975639620735291 0.00043817133321166166 0.00022123827988992876 -0.0011993019729626133 0.0071430477699756644 0.00092657061301545073 -0.00081440144965974723 0.00082090092646122084 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0.000396769 -0.00713165 -0.00590959 -0.00614671 -0.00800453 -0.00952924 -0.0067625 -0.0258431 -0.0294893 0.00659516 0.00613468 -0.032834 0.00704429 0.00915611 -0.0700412 -0.242584 -0.112961 0.0126221 -0.00937316 0.0482059 0.0185163 -0.0247445 -0.105409 -0.0200418 0.000420553 -0.0114056 -0.138728 -0.0076714 -0.047563 -0.000895831 0.00476104 0.002479 -0.00394453 internal_count=890041 417999 306737 111262 22841 18527 4314 4263 1878 283896 472042 1776 221904 38403 206903 197512 197316 179544 169783 145164 24619 15001 457024 449942 9391 425013 322266 1018 223 160 17772 24929 836 9761 14250 785 13465 102747 27586 786 26800 4223 2036 75161 71528 48697 shrinkage=0.0306829 Tree=120 num_leaves=47 num_cat=0 split_feature=16 16 32 11 21 22 28 20 18 27 10 10 14 26 20 17 28 8 18 29 17 7 29 29 14 0 11 10 22 8 11 12 14 21 11 22 7 17 11 9 17 26 9 7 27 22 split_gain=31.2255 9.24117 7.39142 6.98382 6.57125 8.3689 8.95366 7.03254 6.52281 6.96458 6.36964 8.74171 7.58344 11.3087 11.0475 7.67926 7.22238 9.7155 6.91595 7.02099 5.90475 8.24479 11.2643 5.90202 5.90364 5.7637 5.65651 8.65765 9.94977 12.7183 14.2858 11.2851 12.6626 7.78219 8.5869 7.59669 7.08438 9.01766 9.01165 6.51325 8.99312 6.3778 6.17331 11.2758 6.04195 9.40004 threshold=218.13441564109283 173.70489764602726 2.5000000000000004 0.47025481540930986 9.5000000000000018 502.75000000000006 413.25000000000006 1.2678935486671878 5.5000000000000009 28.500000000000004 0.72416727200290387 0.9201228974118264 26.066485053658262 0.83847077744460496 0.47319250871080143 43.033368707541918 403.25000000000006 105.50000000000001 2.5000000000000004 2.2155826737366962 75.813348182206553 -68.198589324951158 0.37069609813927124 0.8403236719193331 23.313586234284191 11.500000000000002 0.90657580075987765 0.96462496676511322 2073.7500000000005 5232.5000000000009 0.70968701425802627 372.62489168102792 27.397305600287854 1.5000000000000002 0.68116412572934326 4661.7500000000009 -1.0000000180025095e-35 56.827675004055401 0.82805153956516941 0.95363614179866019 55.94863327237718 1.0211297370018932 0.90934235880055192 -16.699242591857907 30.500000000000004 1039.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 -2 10 6 -6 8 9 -8 -3 16 13 14 -13 -15 17 -12 19 -14 -18 22 -22 -11 -25 -1 27 36 33 30 31 32 -30 34 -29 -33 39 44 -39 40 -5 42 -42 -44 -38 -46 right_child=2 4 -4 26 5 -7 7 -9 -10 23 11 12 18 15 -16 -17 20 -19 -20 -21 21 -23 -24 24 -26 -27 -28 28 29 -31 -32 35 -34 -35 -36 -37 37 38 -40 -41 41 -43 43 -45 45 -47 leaf_value=0.00019647260892088209 0.0012454161750498956 -0.0003037284178499697 -0.00069932288404153035 0.0001218871548881188 0.0052125017790958057 0.00060874336639979594 -0.00033325116575113635 0.0036746300446718174 0.0046929959145373705 -0.0017329908210425456 -0.0068629818112257166 -0.0014222886897741704 0.00092385655945078846 0.0042629215878448035 0.00077133273654998258 -0.0021885254088688365 -1.210012860225226e-05 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10.3664 9.18178 7.402 6.97729 6.55849 6.51276 7.37767 7.06381 11.3647 9.03421 8.82362 8.07455 7.30379 16.2743 10.4851 6.86504 8.71341 7.95024 6.19588 6.30105 6.09333 13.1458 8.98748 8.10384 7.72427 6.79878 6.07858 5.58859 10.1907 5.85899 14.2673 threshold=199.48981940998075 1.0000000180025095e-35 693.50000000000011 2.5000000000000004 -88.255447387695298 0.7720342210893324 32.849117613421079 1074.2500000000002 3395.7500000000005 38.414358783511439 12.984257090535232 389.50000000000006 3584.5000000000005 231.27199748824401 1.3980523086508378 48.000000000000007 0.8900937659580187 0.73642615407520129 59.385231697551113 0.86540986920793284 -15.945394992828367 18.221134320659669 61.47056274847715 0.99929809894304722 37.500000000000007 0.25378626524500142 21.500000000000004 30.500000000000004 569.25000000000011 561.25000000000011 0.51919038535035245 36.000165939331062 57.280333816615119 874.25000000000011 0.27582649528055786 0.47319250871080143 8.5000000000000018 378.25000000000006 605.25000000000011 622.25000000000011 43.588834764831851 48.284756151290715 -89.935768127441392 0.15721856415347388 1.7582058669113789 2743.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 6 7 19 11 13 -7 -4 -6 -9 20 16 -16 -3 18 -18 -2 21 -5 23 24 26 -26 33 30 -29 -30 31 32 -24 34 -22 36 -36 -37 39 40 -38 -17 43 -12 -45 -46 right_child=1 14 10 8 5 9 -8 12 -10 -11 42 -13 -14 -15 15 41 17 -19 -20 -21 22 -23 27 -25 25 -27 -28 28 29 -31 -32 -33 -34 -35 35 37 38 -39 -40 -41 -42 -43 -44 44 45 -47 leaf_value=-0.00033233799952858543 -0.0057351339703867431 -0.00040097199034169848 -0.006697493669549694 -0.0034814122202724536 -0.011345189739338407 -0.019299401404950435 -0.013657447686375558 0.0037226793149182122 -0.010751420980689786 0.0012335858787755156 -0.01424900769703627 -0.0018038389795566488 -0.0090617009984373283 0.00040927454565407216 -0.00041975889156365494 -0.0030769802822958954 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0.0268668 0.00803014 -0.264542 0.0210782 0.00156496 -0.00710688 -0.0251273 -0.00262883 0.00921347 -0.0155106 -0.0917984 -0.000901133 0.00961242 -0.00369191 0.0242751 0.0284183 -0.172994 0.0337083 -0.00513185 -0.105076 -0.272498 -0.00469378 -0.0378113 -0.0469986 0.0146127 0.00988174 0.0188999 0.0732285 -0.00159288 -0.0349684 -0.122068 -0.0615849 -0.0741964 0.00814905 -0.0238557 -0.019544 -0.104305 internal_count=890041 685389 592663 270838 2296 1819 477 665 268542 1154 321825 399 266 268460 92726 18456 74270 34797 8983 320 221968 46561 175407 8589 8479 217 8262 166818 728 323 166090 6032 5699 6017 5889 5473 1499 3974 642 401 337 3491 321656 5365 5313 707 shrinkage=0.0306829 Tree=122 num_leaves=47 num_cat=0 split_feature=16 30 18 7 11 26 0 20 4 27 14 11 25 18 1 29 13 17 29 25 26 8 18 27 7 27 25 14 1 4 21 4 1 16 12 17 28 17 13 24 13 13 13 14 11 7 split_gain=28.6602 10.2048 7.74707 7.10308 10.6881 6.88027 9.47163 8.174 7.72736 6.76106 8.56352 9.45417 7.85067 7.33017 7.05509 7.25274 6.46092 6.35325 6.34886 6.16603 11.6828 6.85583 5.93805 6.80919 5.82369 18.7832 22.3896 22.4662 10.1922 10.6852 8.13392 11.9432 17.2883 14.8354 14.2916 9.82817 9.59816 8.21115 7.97599 9.29724 7.65452 7.08401 6.72879 6.58503 6.30797 5.9691 threshold=202.17898708856157 1.0000000180025095e-35 6.5000000000000009 -1.0000000180025095e-35 0.8912550813008131 1.3980523086508378 48.000000000000007 0.83159592854777287 47.00000190734864 6.5000000000000009 12.984257090535232 0.75724387806096971 1176.7500000000002 1.5000000000000002 270.50000000000006 0.52878537014662685 124.09137550503584 56.827675004055401 1.8782183556099901 3711.2500000000005 1.9789821392031339 12220.500000000002 4.5000000000000009 23.500000000000004 -89.935768127441392 2.5000000000000004 4652.7500000000009 56.306439775063815 1146.5000000000002 14.849242687225344 1.5000000000000002 49.000072479248054 3809.5000000000005 234.83076072157931 247.50357133746823 59.795529354009702 5180.2500000000009 45.075261454807276 26.403499686948397 27.500000000000004 185.06473001131107 95.970436566537515 18.221134320659669 34.563523719440717 0.53581031580360605 -58.298570632934563 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 24 9 7 -7 -3 18 10 11 -5 -13 19 22 -16 -17 -9 -8 -11 -21 -22 23 -15 25 26 27 28 29 -2 45 36 33 34 35 -33 38 -38 39 -32 42 -30 -27 -39 -35 -26 right_child=1 5 -4 4 -6 6 8 17 -10 13 -12 12 -14 14 15 16 -18 -19 -20 20 21 -23 -24 -25 30 40 -28 -29 41 -31 31 32 -34 44 -36 -37 37 43 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00029955423009059572 -0.0020524453798677986 -0.00040137825900418434 0.004647823797859222 -0.0088328555186724354 0.00032052242581929471 -0.00041179249818204435 -0.0013632513692868743 0.00036217310297073917 -3.795117733779821e-05 0.0004476007582334207 -0.00042071515794434521 -0.002926970327147472 0.0064044320857879278 0.00060938876177000763 -0.0017945977629558641 -8.1691926224496068e-05 -0.0085430270317776412 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9.44426 8.80929 8.75764 7.31543 5.74351 5.68784 6.59151 5.63365 5.29497 7.57686 10.3036 12.2669 18.4453 12.7058 12.6946 9.89565 9.83527 9.71313 6.79987 5.87525 5.86406 5.60927 9.55147 6.68252 5.59643 5.38389 5.22924 5.20348 5.75059 threshold=218.13441564109283 0.95562282839015411 0.65002179598953802 22.000000000000004 23.297042846679691 2.5000000000000004 706.50000000000011 0.60696149157985069 2.5000000000000004 0.27148698698017065 5.5000000000000009 898.25000000000011 68.977323970944795 1.5000000000000002 -70.000465393066392 0.31236576128521126 12.984257090535232 6.5000000000000009 15.004100799560549 0.32723135155501093 107.15282869012709 29.457392211418025 49.211655378557786 355.25000000000006 0.47025481540930986 0.92793514957518586 0.25679665177348587 2073.7500000000005 5232.5000000000009 35.645716197521494 2072.5000000000005 2.5000000000000004 130.69719852525529 158.99998474121097 3395.7500000000005 243.21590765195657 230.49359019490504 29.500000000000004 1.5000000000000002 1.5000000000000002 4405.2500000000009 1461.7500000000002 143.56390380859378 0.7666666714966438 1.3210665735807117 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 7 5 -3 13 -1 24 -6 21 -12 -13 22 15 -15 17 19 -18 -17 -20 -11 23 -4 -2 26 27 38 29 30 31 -29 41 37 -34 -28 -36 -31 39 -26 -41 -33 -30 -7 -5 -46 right_child=8 2 6 44 9 43 -8 -9 -10 10 11 12 -14 14 -16 16 18 -19 20 -21 -22 -23 -24 -25 25 -27 35 28 42 33 -32 32 34 -35 36 -37 -38 -39 -40 40 -42 -43 -44 -45 45 -47 leaf_value=-0.00077796908011137488 0.0011758873757435092 -0.0062294124808781179 0.0030819048327331783 -0.00052668310383571706 -0.0094999498065789206 0.00069398952457524761 0.00016020929329950393 0.00024185307835466595 -0.00044181315428776013 0.00097001199250837356 0.001831870578984025 0.0014615426263715192 -0.009448460133738984 -0.0010399842884056341 -0.00023782810179369604 -0.0043809915677684051 -0.006013617513672632 0.003245202997284554 0.0091361848104105255 0.0012596731345316462 0.00026192653670427504 0.0041791500043651284 -0.0015624754385494648 -0.00053246213316456557 0.0012740701784634645 0.00053681427551801057 0.00013687629125711965 -0.022444980972849506 0.00025290285641723617 -0.01366540324130416 0.00010840708590731352 0.00079637743039098557 1.1106412682278387e-06 -0.020171986735508601 0.0021078096504839393 0.00085915295190583309 -0.012997192058750755 -0.0022719908885555982 0.00086783183280197788 -0.0099400319663172122 0.0070247273483403875 -0.010167436615585985 -0.008129657101693227 -0.0029407085050106772 0.003453697637927956 -0.0013249282517999005 leaf_count=7853 5319 217 522 61115 42 5849 64880 30568 15058 769 2627 152 202 2776 197806 334 210 1935 88 1156 14030 1655 5861 5278 241 34491 396537 37 1887 74 972 52 511 79 32 12663 100 100 3105 174 25 279 75 398 242 11665 internal_value=0 -0.00576702 -0.00302568 -0.0133135 0.0326333 0.00774935 -0.00446607 0.00108882 0.00531924 0.0621633 0.0650523 0.0341756 -0.155264 -0.00719884 -0.00603696 0.0104802 0.017419 0.0596867 0.00731524 -0.000154625 0.0103394 0.103024 -0.0289532 -0.00675195 0.00596931 0.0055881 0.00460307 -0.0263868 -0.0599086 -0.110545 -0.0781029 -0.15659 -0.13475 -0.364822 -0.0624308 0.00518947 -0.304254 -0.231969 0.0133098 -0.0923596 -0.2545 -0.275236 -0.00220095 0.015071 -0.0208914 -0.040016 internal_count=890041 418230 306787 111443 11911 6464 294876 38421 471811 5447 5405 2981 354 229996 218335 20529 17753 3425 14328 1490 14118 2424 11661 5800 456753 451434 416943 7743 4198 2236 1983 1011 974 253 643 409200 132 174 3545 440 199 331 1962 6247 73022 11907 shrinkage=0.0306829 Tree=124 num_leaves=47 num_cat=0 split_feature=0 20 12 29 25 29 14 13 21 4 25 9 10 8 25 9 7 29 7 14 7 29 29 21 27 29 22 10 21 27 13 21 19 5 10 10 22 8 19 22 26 5 5 19 9 25 split_gain=19.1962 15.7417 9.93354 10.7083 10.1245 9.4065 13.4722 12.2441 9.06914 19.3118 14.0469 13.9862 10.6694 10.2565 11.6636 12.6238 13.3855 17.0963 10.8447 8.29499 8.02093 8.61259 7.32516 7.18622 7.1753 7.15869 6.94742 8.38763 7.82238 6.94359 6.70666 9.17713 6.59577 6.56218 8.63375 6.98436 8.55377 12.6682 9.85311 10.5314 7.62456 7.28761 9.68958 7.05736 6.76725 6.51569 threshold=46.500000000000007 0.59785493350189289 102.23401871576776 0.12627745993470615 7024.2500000000009 1.5364585567617275 44.920585588752758 28.427728405527507 1.5000000000000002 41.872129440307624 1761.2500000000002 0.94451655015581581 0.95673520531187284 6393.5000000000009 843.25000000000011 0.98551128335553684 -63.358146667480462 1.1761559877292134 -55.304843902587884 15.244950522476943 -89.935768127441392 1.6683522993649578 0.31442903620866686 6.5000000000000009 2.5000000000000004 0.73449430296257912 281.25000000000006 0.94359979477188405 1.5000000000000002 5.5000000000000009 30.400208607427441 1.5000000000000002 1104.2500000000002 272.14347839355474 0.9532840336280084 0.66531085393088574 5598.5000000000009 14035.500000000002 3976.5000000000005 2174.2500000000005 4.5379610601282652 203.37795257568362 147.0095138549805 5976.5000000000009 0.88367406643497326 1830.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 30 4 -4 26 7 -7 -2 12 -10 23 33 20 14 -14 16 17 19 -18 -16 21 -5 -20 -11 -23 -22 -3 -28 -29 32 -1 -32 -9 34 35 -12 38 41 39 -37 -40 42 43 -38 -41 -30 right_child=5 2 3 8 -6 6 -8 29 9 10 11 -13 13 -15 15 -17 18 -19 22 -21 25 24 -24 -25 -26 -27 27 28 45 -31 31 -33 -34 -35 -36 36 37 -39 40 44 -42 -43 -44 -45 -46 -47 leaf_value=-0.00024195575339018251 -0.00078354300110242755 -0.00086399292002982072 -0.0037341904945056531 -0.00026972688608681652 -0.0058642262094067421 -0.001477890782806836 0.00029861979075719358 -0.0012704506749336882 0.00024500141409782077 0.00031777291702280374 -0.00021446743267384229 -7.3422628242225105e-05 0.002234931534027795 0.00067920062240323 -0.0099904566317058508 -0.021279578048528439 0.012771438312515935 -0.0177756251499516 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5.08059 4.97531 4.87026 5.45246 5.09576 7.03181 4.8541 4.90368 4.68875 4.6837 4.67307 4.59479 8.2362 4.51398 6.32002 4.35381 5.91838 5.57717 5.37501 5.88002 5.4725 4.75434 6.17707 4.97445 4.97351 threshold=218.13441564109283 0.95562282839015411 706.50000000000011 24.000000000000004 68.977323970944795 5.5000000000000009 1043.2500000000002 25.32620467741631 10.500000000000002 1.5000000000000002 2.5000000000000004 -16.699242591857907 0.60696149157985069 49.211655378557786 355.25000000000006 879.50000000000011 240.27508433066868 -70.000465393066392 425.25000000000006 1074.2500000000002 649.75000000000011 1.2819653417171948 2524.5000000000005 2864.5000000000005 27.438415019796889 -10.007979869842528 8848.5000000000018 130.29857508982334 31.166493156802247 107.15282869012709 6.5000000000000009 167.59058251689834 0.28397817155093458 60.001163482666023 408.50000000000006 1.5000000000000002 115.07539283443309 6402.7500000000009 1.5000000000000002 8112.0000000000009 97.958892449920668 75.145183950935902 518.75000000000011 180.14783280284595 52.000116348266609 16.902558766435821 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 9 12 23 -6 8 -8 11 13 16 22 34 14 31 -13 30 18 19 20 -11 -5 -7 24 -4 26 27 28 -25 -20 32 -3 33 -2 -1 -36 37 38 39 40 41 -14 -42 44 -44 -45 right_child=10 2 4 21 5 6 7 -9 -10 17 -12 15 36 -15 -16 -17 -18 -19 29 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40 -41 42 -43 43 45 -46 -47 leaf_value=-0.00037636644642451784 -0.00066230366126136299 0.00033432441136443139 0.0052124124484935318 -0.00049915551061093498 0.0027276623888178113 -0.00048471353284388485 0.0049712108079295247 -0.0087238794051638802 0.0016844610698390997 0.0011894303116293809 -0.00044380677356854509 -0.0084334321271331333 0.0024788955942354604 -0.0015739482128790739 -0.00058906506036256775 -0.00026208072127434476 0.00051213545312236324 -0.0002091016398546048 0.0057532781181228532 0.0049424888944382276 -0.0017850595759283066 -0.0011774145683956317 0.010756423079613928 -0.0043505494857686592 0.00018776045138965027 -0.00016405509941857011 0.0047020417677490975 -0.0057527525264680071 0.0077191444808875354 -0.00014675302061797858 0.0040453429285940232 0.0060828323378123161 0.0001492985881209817 -0.014469313511688817 -0.0057410818130325314 -0.0011102771766131579 0.0036427734043734165 -0.0025016899853533524 7.3511462791715453e-05 -0.0053962343960969683 0.0087502857592609666 -0.002603202589755169 0.0036213498848045918 -0.0075738081068744863 -0.0034358955833991857 0.0040221913639910158 leaf_count=7189 5119 293 204 56518 2829 748 56 378 3898 5964 15097 172 367 6000 5442 136 39158 203126 128 309 614 12741 39 73 60665 1316 90 526 56 13595 289 244 412157 41 364 1167 335 787 29651 100 122 437 150 36 252 1063 internal_value=0 -0.00557895 -0.00294066 -0.0128552 0.00896622 0.0388212 0.0127167 -0.226732 0.0335299 -0.00653654 0.00497816 -0.0425403 -0.000527112 -0.0301108 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5.88041 4.71683 4.71001 4.70739 4.68121 4.56673 4.56404 5.83665 4.51138 4.47527 4.46773 7.26413 6.52977 4.74133 8.42053 4.82376 4.71281 4.61917 6.00771 4.28574 4.09205 4.07029 threshold=202.17898708856157 29.500000000000004 20.902376685699512 1.0000000180025095e-35 6.5000000000000009 31.00000095367432 2.5000000000000004 150.50000000000003 317.25000000000006 1.1572571289002871 -86.401088714599595 -89.935768127441392 0.69738883250649752 49.500000000000007 4.5000000000000009 0.96527863279433102 31.166493156802247 2.5000000000000004 6.5000000000000009 1.5195820423212243 22.000000000000004 1.3707539856897399 26.403499686948397 10.023406505584719 0.34266487822522312 -10.718785762786863 46.500000000000007 48.000000000000007 5.5000000000000009 7024.2500000000009 1.484287125110453 0.9624773664168379 1.3964941416609664 1.5000000000000002 1.9767526304234011 51.000000000000007 52.081516265869148 117.14917755126955 5.0040365815200261 21683.000000000004 -22.619863510131832 2.5000000000000004 14.500000000000002 2.5000000000000004 0.20034697980114116 646.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 7 6 11 34 -6 10 8 14 -7 44 -4 13 27 -2 20 17 18 25 29 21 -1 26 24 -24 33 -19 -13 -26 -18 -8 -32 -22 -17 -5 37 -37 38 41 40 -39 42 -36 -34 -3 -25 right_child=1 2 3 4 5 9 30 -9 -10 -11 -12 12 -14 -15 -16 16 19 22 -20 -21 32 -23 23 45 28 -27 -28 -29 -30 -31 31 -33 43 -35 35 36 -38 39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00019337278202501419 0.0008535853581311323 8.8022765588742188e-05 -0.0010707805408462084 -2.0328880295517561e-05 -0.0011140455888588648 0.0063104287042266491 -0.00034101657832626392 0.00020531234659910895 -0.00050066306739974208 -0.0067815313984909325 -0.0014395364260523054 6.7510928826566667e-05 0.0002457074783326046 -0.0066232318283499436 -0.0070986290491470523 -0.00076537162840454958 0.001481996303303748 -0.00032212405667494303 -0.0021694134626960007 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6.49208 5.66682 5.64044 5.48304 5.20128 6.72199 5.03597 6.20924 5.37697 5.32785 4.93331 5.42019 5.75408 8.19432 4.86305 10.3808 7.47969 6.2742 4.75187 8.53621 5.90271 5.86978 7.95744 8.67724 6.66975 6.34717 threshold=218.13441564109283 0.9624773664168379 0.68631345029239776 29.00000095367432 2.5000000000000004 723.50000000000011 3.5000000000000004 107.15282869012709 0.28570185707599155 7.5000000000000009 34.468820571899421 2.5000000000000004 6.5000000000000009 1.5000000000000002 22.078362464904789 428.75000000000006 1.5000000000000002 39.690572738647468 185.06473001131107 1.1909176834507649 0.38236847460866114 1.0000000180025095e-35 151.71888475561232 0.59975058466437792 181.11188312084428 0.20000000715255875 130.29857508982334 1995.2500000000002 1.670131685108345 1.7748193512326742 49.693979933110377 1.4093763909294661 6.5000000000000009 595.25000000000011 1892.2500000000002 48.627974772398908 1053.2500000000002 3.5000000000000004 833.75000000000011 1282.2500000000002 0.93992877277761011 1.5000000000000002 0.8015930693983021 304.25000000000006 510.25000000000006 603.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 3 4 -3 11 -7 -8 -5 -10 -11 12 13 -4 15 -15 24 18 20 -19 -18 -2 -22 26 -1 -26 29 -28 -29 -21 31 -23 -33 -34 36 -36 -24 -38 39 41 -40 42 -13 -44 -45 -43 right_child=21 2 5 8 -6 6 7 -9 9 10 -12 38 -14 14 -16 -17 17 19 -20 23 22 30 34 -25 25 -27 27 28 -30 -31 -32 32 33 -35 35 -37 37 -39 40 -41 -42 45 43 44 -46 -47 leaf_value=-0.0004024581952401704 0.00018477630072918141 -0.0045677854097882211 -0.00066779285935086982 -0.011566011614642784 0.00069799777874822639 -0.0013134199861533527 0.0045162933484323995 0.00025068478660993766 0.0038396727924641782 0.0021414109213715709 -0.0051272281576136454 -0.00035629950939225421 -0.0019834401174150429 0.0037071874328052281 -0.0022140452251635432 0.00073529078470744875 -0.00095902051592796386 -0.002867467916283659 0.007001907208016204 0.0068843784711469713 -0.0009235534224274844 -0.00017924398803954131 -0.00014826316318964191 -0.0016151947984585674 -0.003016067879868552 0.00084784526992756507 0.0016018832210553144 -0.0051771166702160353 0.0023468835193537247 -0.0058102718551221559 0.00027610996350256871 -0.00075546201373093895 0.00038679844675196896 -0.0053125173606575612 -0.00065476875525616242 0.0034828310218162567 0.0019482897683624771 -0.0013139017957798265 -0.00066524026909770744 0.0053984388549236763 -0.0044030178954691523 -0.00032895426777635747 -0.0030265581402738498 0.0022365979448080112 0.00059880641179372663 0.00011229818899504307 leaf_count=7465 416674 377 19887 32 13953 2943 369 48589 1406 574 188 8497 4429 759 701 3532 14267 2604 209 196 11097 31317 94404 2652 444 9350 765 308 126 37 17745 5276 371 660 1276 1033 596 8078 7510 266 420 89065 520 3152 9097 46825 internal_value=0 -0.00520275 -0.00203994 0.0262444 0.0182337 -0.00393619 0.00626802 0.00921801 0.0784228 0.0851442 0.011345 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4.76108 6.67344 9.81079 5.17295 7.12629 9.64967 8.16945 6.7775 13.0305 5.95651 6.08479 5.70851 6.06515 9.10321 6.65072 5.57491 9.96666 6.50685 5.37537 6.20399 5.67825 5.11384 5.87638 6.04084 4.77081 4.69682 4.66777 4.62272 4.56638 4.70284 threshold=201.31501047925113 6.5000000000000009 29.500000000000004 21.612452036558938 2.5000000000000004 150.50000000000003 317.25000000000006 1.5000000000000002 1.4093763909294661 14.500000000000002 572.25000000000011 0.70349337299707504 -38.615528106689446 0.21827463811469908 49.500000000000007 4.5000000000000009 0.86956521870451098 561.25000000000011 23.500000000000004 90.383517858691448 145.20027855153205 35.848697194756618 1.5000000000000002 4.5000000000000009 1043.2500000000002 15.500000000000002 1.1151290571983858 22.150462150573734 72.113094681759875 103.83032863090865 1.5000000000000002 0.81649792734992865 -71.476081848144517 809.50000000000011 -14.912445068359373 146.47665940288704 1.0329077705945204 687.75000000000011 15.500000000000002 1.0618822980952807 0.93460513065294559 0.39042152883477094 60.308283223540514 709.50000000000011 48.000000000000007 0.28397817155093458 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 2 5 4 12 6 15 11 -9 -10 -11 14 13 -4 41 -2 19 43 -19 20 -1 22 25 31 34 -22 -27 -26 30 -30 -29 -21 -33 -34 37 36 -36 38 -25 -40 -23 -5 -6 -18 -43 -46 right_child=1 -3 3 7 42 -7 -8 8 9 10 -12 -13 -14 -15 -16 -17 17 18 -20 23 21 40 -24 24 27 26 -28 28 29 -31 -32 32 33 -35 35 -37 -38 -39 39 -41 -42 44 -44 -45 45 -47 leaf_value=-0.00083586014003029965 0.0010278247887765832 0.0046219636094750518 0.00010580550919708027 0.0028681400445688464 -0.00028062391887811333 0.00019510566569775503 -0.0004646408374459965 -2.7143154112723442e-05 -0.00057658224744961458 0.00093533856006187033 -0.0029735500669395461 0.00024956964677665632 -0.0011673325770777854 -0.0073811494388689551 -0.0064016891100192042 -0.0069560146216891758 -0.0010219546582907863 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6.96127 7.10088 6.18966 8.65514 7.83627 7.63384 11.558 9.01073 6.72309 7.28468 6.00497 5.81871 5.73587 5.71536 5.55331 5.99054 5.75497 15.2985 5.93176 6.31054 9.54148 5.94614 8.12462 9.10349 10.9016 5.46488 5.80402 5.45085 threshold=202.5706577781651 2.5000000000000004 6.5000000000000009 235.90693293414256 1.136639813049628 -1.0000000180025095e-35 3.5000000000000004 59.795529354009702 -78.747478485107408 1262.2500000000002 0.80271450940143962 82.335056304931655 450.50000000000006 1.0606114951523848 0.63664223627521099 10614.500000000002 218.55684879100821 26.403499686948397 29.500000000000004 58.223520863067471 0.90934235880055192 -51.84277153015136 17360.000000000004 34.468820571899421 123.93278884887697 0.67720110708888037 96.002101898193374 1.0715581585667666 18.221134320659669 180.05303192138675 30472.500000000004 30.509269493608347 889.50000000000011 53.89117366465549 4.5000000000000009 340.50000000000006 20.787353990542218 21.500000000000004 37.500000000000007 0.84887730434303232 0.48486196484417132 11.500000000000002 150.50000000000003 0.54545454765752133 0.99936628618403489 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 8 12 32 9 28 11 -9 16 43 15 -15 -7 18 19 -10 21 23 26 -19 25 -25 -22 -28 -2 -23 -31 -18 33 34 36 -36 37 39 -39 40 41 42 -8 44 -14 -6 right_child=1 -3 -4 -5 45 6 7 10 17 -11 -12 -13 13 14 -16 -17 31 20 -20 -21 22 29 -24 24 -26 -27 27 -29 -30 30 -32 -33 -34 -35 35 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00025014334881302998 -0.0030344010232473927 -0.00044476410662379351 0.0044018860446238392 0.00031997226808068918 -0.00041602753904846051 -0.0012335753558270059 -0.00093749259416349786 -0.0046460329937467034 -0.00031673238591563014 -0.0011640319111951769 -0.00062711199021009271 0.0053851607706622414 0.00057063846261145657 -7.5373402479911146e-05 -0.0049919620707723133 -0.010798128609294676 -0.004002379780547626 0.00012151469572331991 -0.015143004272694414 -0.0054357007796497752 0.00044480145064381137 0.00032724224410150392 0.0039224480238775382 0.003686164226014468 0.0018895983136179436 -0.0049327694343228121 -0.011903266931753476 -0.0012816719714910788 0.00010793354041742179 0.00090227887934982045 -0.0080170754194883141 -0.012176886403758585 0.00040279851130320334 -0.0036091180975817297 -0.0069451592005652252 -0.00051515084764190168 4.300016102567283e-06 0.0030538728905445569 -0.0047227272210524128 0.0020406676852935163 -0.0023721650584253178 -0.003278964019465504 0.0042203867660208462 0.00052642618799773769 -0.002467663413854247 7.7892524566546239e-05 leaf_count=228785 584 26093 369 100893 40540 723 705 800 5307 6613 1876 65 967 834 655 70 335 1313 31 268 125686 9332 609 125 370 1321 82 235 29148 119 158 106 38878 431 388 3409 206645 1787 162 1330 1217 405 852 4174 1526 43720 internal_value=0 0.00276611 0.00347523 0.00339385 0.00206452 0.00342704 0.000424695 0.00152607 0.00787076 -0.0056707 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8.44586 6.85336 6.48853 6.36836 6.31916 6.25579 6.21878 5.7626 5.74198 5.57762 5.50577 10.1224 5.4245 5.19525 5.18307 6.63016 5.42772 5.16286 6.77684 5.10429 10.284 9.61562 6.10549 11.422 10.8589 9.70267 8.48332 7.86041 9.78578 threshold=220.15597132589036 9.5000000000000018 0.69738883250649752 0.15721856415347388 0.841369187324437 0.80732330670201158 563.25000000000011 16.500000000000004 24992.000000000004 25.500000000000004 26.912557573811984 31598.000000000004 502.75000000000006 413.25000000000006 0.49689868466612241 24.893618920341346 660.25000000000011 1.3757494245329795 108.236538197408 52.500000000000007 46.500000000000007 -45.116455078124993 3.3675579390720465 37.000709533691413 1.2678935486671878 5.5000000000000009 14.500000000000002 37.187378309535994 21.500000000000004 20.433635312959364 315.50000000000006 783.25000000000011 0.76496508503382332 36.31367027430769 39.690572738647468 5.5000000000000009 0.96462496676511322 3223.5000000000005 11.00072765350342 14.500000000000002 48.477201461791999 0.7086429432576612 2.5000000000000004 55.042981403769055 33.000000000000007 247.50357133746823 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 6 -1 23 36 11 -11 21 13 -3 30 26 18 -18 19 25 -10 22 29 -8 27 -17 -16 -15 -29 -7 -14 33 -33 -23 -31 -36 38 -38 -5 41 43 -40 44 -41 45 -43 right_child=-2 12 3 8 -6 9 7 -9 20 10 -12 -13 14 24 15 16 17 -19 -20 -21 -22 31 -24 -25 -26 -27 -28 28 -30 34 -32 32 -34 -35 35 -37 37 -39 39 40 -42 42 -44 -45 -46 -47 leaf_value=-0.0011641437240581733 0.0001405291908706972 0.0037176349805023569 -0.0008671805560733942 0.00079034305295331262 1.4318137438435855e-06 0.007244788165955569 -0.0006531324892063709 0.00030934266577989562 0.0054339755968965441 -0.0022341201171730165 0.00016818295165555504 -0.0070218779156239093 -0.00038358033566168102 -0.0008827055572589842 0.0091982581811861121 2.2730387608165292e-05 0.00136776163703943 -0.0038261792337212479 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5.86812 6.82804 6.44167 5.44134 5.36169 6.2951 11.0272 13.141 11.9362 5.45815 5.32714 5.1668 4.72481 5.20107 8.22999 5.13845 4.71444 4.45844 6.47129 4.53305 7.79157 5.58711 5.31379 7.73934 6.20424 7.34625 9.82852 7.16006 5.46235 5.09527 4.58259 6.76356 4.48088 threshold=202.17898708856157 2.5000000000000004 6.5000000000000009 29.500000000000004 21.711420724396149 2.5000000000000004 -11.583683013916014 60.308283223540514 4.5000000000000009 403.25000000000006 67.473611075682101 9.5000000000000018 28.500000000000004 44.665019741346036 883.75000000000011 32.999361038208015 0.69738883250649752 0.92949599324128607 1.5000000000000002 5598.5000000000009 548.24116139070418 64.604822375320865 1.0000000180025095e-35 49.500000000000007 64.604822375320865 157.62088693683907 4602.5000000000009 3171.2500000000005 0.96911601508072398 17.063799280725508 11.500000000000002 0.43834900731452459 0.82052426739926754 70.25466963949161 468.25000000000006 -3.270487785339355 0.96545145999877902 2.5000000000000004 28.000027656555179 1364.7500000000002 1088.5000000000002 361.25000000000006 0.74152192590322585 73.13046532517447 2.5000000000000004 45.32898139953614 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=30 2 3 8 5 6 -5 -7 -2 -10 12 -12 29 14 15 -13 23 18 25 -20 21 -21 -23 -6 -3 28 27 -27 -18 -11 32 -32 35 34 43 36 37 38 41 40 -40 -1 -38 -34 -45 -37 right_child=1 24 -4 4 16 7 -8 -9 9 10 11 13 -14 -15 -16 -17 17 -19 19 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31 31 -33 33 -35 -36 45 42 -39 39 -41 -42 -43 -44 44 -46 -47 leaf_value=0.004525672063064856 0.00019668961240454453 -0.00049254640973196099 0.0041924837998241022 -0.0063148444077336429 -0.00010992674097070266 -0.00022360788515031807 -0.0013423189859798684 -0.0031153009321007097 -0.01097895908080221 -0.012237346632111634 0.001546594252500176 -0.00047712661101342342 -0.0095657422795247058 0.0012145195281522989 -0.01405549729872969 -0.003778076850836917 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5.92847 6.02418 8.02554 8.42016 7.67105 8.22886 7.71665 9.27866 6.27145 7.09589 8.35511 11.7891 8.4233 6.14201 5.64678 8.18361 5.61959 5.3417 6.6539 5.733 5.16493 5.79891 5.01404 5.00307 4.86718 4.84352 4.73933 6.26523 5.8406 7.52884 5.68971 9.81899 19.3011 12.6105 threshold=200.85372264490019 6.5000000000000009 1.0000000180025095e-35 0.12005843752100559 13.500000000000002 1065.5000000000002 18.518002044018349 0.92793514957518586 -1.0000000180025095e-35 0.18144310602967201 51.574116139070419 0.50840338508123761 0.75942487845515305 92.045019301349114 57.632115348055557 7.5000000000000009 1.0317906717302663 7.5000000000000009 180.05303192138675 340.01959228515631 0.37502117409050151 178.57788085937503 14915.000000000002 233.47871664313769 1.2714341913004386 0.3888888946776457 0.70532158163342584 6.7410114574841398 224.14305203664006 7.5000000000000009 2.5000000000000004 0.45238096149896745 538.25000000000011 0.97662973072230252 8896.5000000000018 6.5000000000000009 1.5000000000000002 2105.2500000000005 -78.747478485107408 0.17054875176539394 0.12627745993470615 265.25000000000006 1.5000000000000002 49.000072479248054 1.338124060630604 3976.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 12 -6 -7 8 38 -10 11 -11 36 14 -14 28 18 20 35 -20 -18 22 24 -24 34 -21 -23 -28 -16 30 -8 -32 -31 -34 -22 -15 -4 -35 39 -5 41 -41 -40 -44 45 -45 right_child=1 -3 4 7 5 6 29 -9 9 10 -12 -13 13 16 15 -17 17 -19 19 25 21 26 23 -25 -26 -27 27 -29 -30 32 31 -33 33 37 -36 -37 -38 -39 42 40 -42 -43 43 44 -46 -47 leaf_value=-0.00023303683178102827 -0.0056994095836618306 0.0041967172290603288 0.00049545056436847527 -0.0041250625011950738 -0.00024605968547719093 0.0097750898588944354 -0.0018904261360613705 0.0005072210584444694 -0.0025847171380631675 0.0020651670522076632 -1.7311664020367301e-05 -0.0041686430215858656 0.00057137138290045341 0.0019367419028763972 -0.0033851503708396844 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6.49239 5.64078 5.825 7.6727 6.23334 6.08015 5.77296 5.67169 9.02423 5.602 5.54877 5.50887 5.50343 6.54113 5.44054 5.34037 9.27425 8.51059 5.21936 5.49701 5.72271 5.18759 5.72977 5.18046 5.17957 6.94323 5.13563 7.59746 6.75318 5.42431 9.9339 threshold=29.500000000000004 0.56360393406254039 0.93959988095971114 696.25000000000011 1.5000000000000002 5598.5000000000009 9.5000000000000018 0.29489412731056469 1.7383283893124093 64.065479278564467 0.38244231622399394 281.25000000000006 8.0249223709106463 1.0881160503295546 2.5000000000000004 0.85237804509726578 4780.5000000000009 44.00000190734864 29.486922264099125 817.25000000000011 0.9878631607117111 1652.2500000000002 2.5000000000000004 3649.7500000000005 2174.2500000000005 90.383517858691448 0.95939380734215096 74.000316937189538 59.001186370849616 1.4479296972403268 0.24138972110171222 47.00000190734864 -70.336036682128892 0.94911373514164532 13.00000047683716 0.59785493350189289 1.5000000000000002 7.5000000000000009 -88.800224304199205 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7.76986 6.46838 6.41741 6.72607 6.21197 6.14896 5.96767 9.03496 5.71942 8.47443 7.32357 7.58167 7.30567 6.35908 10.2598 5.88143 5.72285 5.62533 5.5881 5.49152 5.47577 5.90302 6.59581 7.64225 9.07123 5.82124 5.69351 5.75289 10.9394 6.40424 5.63353 5.44113 7.11773 10.7763 6.22842 threshold=220.15597132589036 9.5000000000000018 502.75000000000006 0.43199453178400554 52.500000000000007 0.71734991347451726 0.89300650715657681 0.63649750351068823 27.23921496391041 2.5000000000000004 141.71067811865478 5.5000000000000009 64.491615398166928 28.801107032704802 0.75925926510968667 0.841369187324437 413.25000000000006 68.977323970944795 4.5000000000000009 1.5000000000000002 163.94232177734378 35.000791549682624 43.000000000000007 68.977323970944795 5.5000000000000009 0.51709325898905323 2.5000000000000004 0.43590986871959625 25527.500000000004 1.2678935486671878 30.92057037353516 3977.2500000000005 0.25679665177348587 14.500000000000002 2.5000000000000004 0.46926204700371338 12.174451147178763 37.500000000000007 905.75000000000011 2.5000000000000004 281.25000000000006 2.5000000000000004 5.5000000000000009 84.296308533178632 646.50000000000011 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 16 -4 30 6 -1 8 9 -8 17 -12 -13 15 -15 -7 -3 18 -11 20 -10 22 26 -22 25 -23 -21 -25 31 -18 -5 32 -9 37 35 -35 -36 38 40 -40 -34 -39 -42 45 -45 -44 right_child=-2 2 3 4 -6 13 7 28 19 10 11 12 -14 14 -16 -17 29 -19 -20 21 23 24 -24 27 -26 -27 -28 -29 -30 -31 -32 -33 33 34 36 -37 -38 41 39 -41 42 -43 43 44 -46 -47 leaf_value=-0.00066048820910662479 0.00012715393115407859 0.0035701131644192072 -0.00099664243120191473 0.00077546101738631143 -0.0071472631947512898 -0.00050317409288349658 -0.0036270956056120912 -0.0010510774910248639 0.0039298883304413248 0.00081525056091857027 0.00022188596500703758 -0.0022909565208479449 -0.0090158966714128912 -0.0013451458393985397 0.0002883788822101811 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0.0219383 -0.00513699 -0.00191069 -0.000177022 0.0189068 0.00273922 0.00788721 -0.0548263 -0.136022 -0.00973081 0.00430651 -0.0123578 -0.0236855 0.0156478 0.00432611 0.0539052 0.0941328 0.0328233 0.0603839 -0.0135122 -0.0272279 0.0108228 0.0986668 0.0632047 -0.00215109 -0.0324865 0.0230108 -0.00230452 -0.00150555 -0.000610218 -0.0070072 -0.0708332 -0.00565331 0.00465161 0.0117627 -0.0107688 0.0164052 -0.00279513 0.019528 -0.0134407 -0.216005 -0.00559737 internal_count=890041 453131 31309 26320 23863 421822 247793 227671 21343 14599 14003 1542 668 174029 27434 146595 4989 12461 9830 6744 2319 4425 3033 556 1392 1057 1912 384 206328 4694 23763 206150 201312 195955 88438 1837 86601 107517 54998 9396 45602 52519 42641 4480 167 4313 shrinkage=0.0306829 Tree=135 num_leaves=47 num_cat=0 split_feature=16 18 0 14 30 26 12 8 5 8 25 13 30 5 24 27 24 20 6 6 14 9 12 26 12 17 23 12 9 7 7 16 17 20 27 14 25 18 15 25 21 15 28 30 4 20 split_gain=15.2009 6.69863 6.59601 7.13886 5.49765 6.54189 5.39898 8.61406 5.56248 5.13135 8.13681 5.00585 5.04162 4.88987 4.82512 4.49898 6.61637 4.95143 4.67092 4.18464 4.71062 5.76286 6.76488 5.05134 4.18762 5.15759 4.76121 4.64088 5.32941 5.21087 7.62155 4.28566 8.23057 6.08567 5.46609 6.61662 4.11276 17.0181 21.3662 18.0677 16.7649 13.9902 8.76029 8.60849 8.34935 9.38114 threshold=200.85372264490019 6.5000000000000009 29.500000000000004 20.902376685699512 1.0000000180025095e-35 1.4093763909294661 247.50357133746823 1242.5000000000002 340.01959228515631 141.50000000000003 317.25000000000006 36.204875702559555 1.5000000000000002 46.42785835266114 15.500000000000002 36.500000000000007 24.500000000000004 0.4608742252667879 0.41666667268718621 0.86956521870451098 115.07539283443309 0.89300650715657681 304.25483399593912 0.54629275411601352 247.50357133746823 53.396797565808633 0.89985417414319191 195.4472221513642 0.95652687476247722 -57.960309982299798 -77.880481719970689 147.50033172370357 36.490354087150244 0.29489412731056469 14.500000000000002 15.02028181055673 1151.2500000000002 1.5000000000000002 0.4248828631722314 1364.7500000000002 6.5000000000000009 0.62023072643619737 1384.7500000000002 1.0000000180025095e-35 20.097169876098636 1.1189471720903796 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 9 14 -5 11 7 -7 -8 10 -2 12 -6 -9 -4 19 -17 -18 -19 20 21 -1 24 -24 27 -26 -27 31 29 30 -29 -23 33 -33 -35 -36 -11 42 -39 40 41 -40 -38 -42 -43 -46 right_child=1 -3 3 4 5 6 8 13 -10 36 -12 -13 -14 -15 -16 16 17 18 -20 -21 -22 22 23 -25 25 26 -28 28 -30 -31 -32 32 -34 34 35 -37 37 38 39 -41 43 44 -44 -45 45 -47 leaf_value=-0.00079957764091940012 -0.0054810936163177254 0.0040971314640074561 -0.00053628118126969988 8.129758104963399e-05 0.0011164059396676436 9.8707126045738993e-07 3.4570467068707315e-05 -0.0060644901647038032 -0.008408377386576819 0.00020896234435618984 -0.0004632327063292091 0.00022793042490415358 -0.0012476249967662497 -0.0021883341879196591 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7.16739 6.64993 7.56505 10.0586 14.032 6.00916 5.10142 5.62868 5.11772 6.80006 5.72861 5.0977 7.12698 7.63936 6.21479 5.36194 4.89027 4.8063 16.2507 12.2131 10.9764 12.3668 13.2888 9.44094 9.37432 9.41071 9.13367 11.6865 8.9511 7.65632 6.991 6.98458 10.9678 6.93207 9.60584 6.89414 7.87464 6.57806 21.3811 11.0069 10.8562 threshold=33.000000000000007 19.815791517660283 0.18144310602967201 24992.000000000004 0.95327233550722001 1.5000000000000002 0.70400603523894223 1.1029578127299435 2.5000000000000004 44.500000000000007 5598.5000000000009 281.25000000000006 1.5000000000000002 1.5000000000000002 2.5000000000000004 40.745689014324235 3.5000000000000004 6.5000000000000009 0.74321947367033292 1.2117755389448599 1.1617829919547287 1.0000000180025095e-35 1151.2500000000002 1384.7500000000002 2.5000000000000004 65.002330780029311 5.5000000000000009 48.033812620148659 8.5000000000000018 12.500000000000002 14.500000000000002 247.50357133746823 2527.5000000000005 60.205263157894741 1083.7500000000002 920.25000000000011 64.003540039062514 1.5000000000000002 0.17054875176539394 12.568049227563643 39.863926262240959 0.9873228276154552 1.5000000000000002 35.645716197521494 277.23401871576783 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 11 5 -3 -6 -8 -9 -10 -7 12 -4 -14 -15 -16 -12 18 19 -18 -20 -22 28 24 38 26 27 -26 -13 -28 34 36 -33 -29 35 -31 37 -25 39 -24 41 -34 -42 -44 45 -45 right_child=1 4 3 -5 6 10 7 8 9 -11 16 22 13 14 15 -17 17 -19 20 -21 21 -23 23 31 25 -27 29 33 -30 30 -32 32 40 -35 -36 -37 -38 -39 -40 -41 42 -43 43 44 -46 -47 leaf_value=-0.00059361911209406329 -0.00046969099760293904 0.00023774410364490035 0.0033705071635177796 0.0018488760861784504 0.00018282919911729242 -0.00046053894400730221 -3.3961188204392848e-05 -0.0013447800492117678 0.0001332751189019239 -0.01141862732443477 0.00017272619188270002 0.00035195081941241706 -0.001874719825916993 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8.36583 10.2855 10.8261 8.32326 7.01915 7.96456 6.37184 7.40456 6.11699 7.55503 8.64544 8.31978 6.34972 6.07216 6.08491 5.98357 5.96471 5.85701 7.33273 8.916 8.68261 11.3577 9.17113 6.08905 5.74442 5.65233 5.59883 5.27147 6.10802 9.30947 5.51187 7.96497 5.25935 4.93355 5.71629 6.92182 4.91986 5.50595 5.14886 4.87143 4.82917 threshold=222.01096725693287 9.5000000000000018 16.999998092651371 53.500000000000007 0.69738883250649752 0.91641451825539255 0.67348514650835667 27.164253234863285 2.5000000000000004 25527.500000000004 62.029340744018562 1.1639433260354928 -7.3057594299316397 0.69306019419245202 701.25000000000011 1.3757494245329795 108.236538197408 5.5000000000000009 20.500000000000004 1011.2500000000001 40.339525607527428 3.5000000000000004 601.25000000000011 0.63483864948082602 4.5000000000000009 22.500000000000004 31.828517833291222 -4.5739209651947013 0.97662973072230252 507.25000000000006 75.813348182206553 41.460953351504052 2.5000000000000004 185.06473001131107 0.99929809894304722 172.44378310257329 47.655270742389845 1.8668014320212343 0.79085340802987869 0.714665254985001 4.5000000000000009 4.5000000000000009 -5.9867463111877433 73.13046532517447 0.088449616109871801 0.63293099034200273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 13 22 -6 7 8 -7 10 41 12 18 -4 16 -16 17 31 19 -10 -12 -14 23 24 38 29 27 -27 -29 -25 -20 -15 33 44 -35 -36 -37 -24 -1 -40 -41 -8 -43 -44 -9 -17 right_child=-2 2 3 -5 5 6 9 32 11 -11 20 -13 21 14 15 45 -18 -19 30 -21 -22 -23 37 25 -26 26 -28 28 -30 -31 -32 -33 -34 34 35 36 -38 -39 39 40 -42 42 43 -45 -46 -47 leaf_value=-0.0013294968308018968 0.00013052192421068789 -0.00047874560824914028 0.0019902096592923453 -0.0093502328044127309 -0.00050082718373614644 -0.0028898639568643368 -6.0506381454912917e-05 -0.0088623749336415175 0.0011347205333889832 0.0066234172217680401 -0.010572050763857001 -0.0011707382004304001 -0.0065977198217798006 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5.14732 8.24996 8.3795 6.17845 9.01789 6.58858 12.8976 7.17882 8.78062 8.28085 7.4916 9.1385 10.5424 10.4442 7.11067 6.31716 6.21242 7.30429 6.03017 6.37367 5.79574 6.27543 7.50988 5.79514 5.63553 7.41403 5.99297 5.60478 9.61334 5.52416 5.56614 5.61923 7.58461 5.44509 7.29314 5.82018 5.37618 5.25788 9.18691 5.1792 6.04907 16.1612 5.17057 threshold=198.96831601048189 2.5000000000000004 6.5000000000000009 1.1029578127299435 2.5000000000000004 75.813348182206553 -1.0000000180025095e-35 -78.747478485107408 6.5000000000000009 433.25000000000006 6.5000000000000009 26.547604039927638 145.25000000000003 2.5000000000000004 20.359807394684982 583.25000000000011 659.75000000000011 589.25000000000011 0.45087094189312199 0.70968701425802627 1.5000000000000002 270.75000000000006 76.093059539794936 21.865277825506336 966.25000000000011 905.25000000000011 16.500000000000004 26.547604039927638 60.949847984611587 0.8403236719193331 62.99229741004995 966.25000000000011 32.955851969946188 4.5000000000000009 42.500000000000007 441.25000000000006 8.5000000000000018 40.500000000000007 62.399494936611674 526.75000000000011 479.25000000000006 18.221134320659669 41.136856569348403 30.619141591187493 1.5000000000000002 -89.935768127441392 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 5 -5 7 40 9 19 11 12 -10 14 15 -12 -17 -14 21 20 -8 -13 -23 26 32 -26 -6 28 29 36 -15 -32 33 -25 35 -35 38 -38 -9 -18 41 -2 43 -21 -45 -42 right_child=1 -3 -4 4 23 -7 8 27 10 -11 13 18 17 30 -16 16 39 -19 -20 42 -22 22 -24 24 25 -27 -28 -29 -30 -31 31 -33 -34 34 -36 -37 37 -39 -40 -41 45 -43 -44 44 -46 -47 leaf_value=-0.00020895136912774595 -0.0044474304342780289 -0.00038625292702911646 0.0039022220797272278 -0.00034582903975070807 -0.00051127182939445155 -0.0068514055067846269 0.0043080622101959107 0.00099065370885976947 -0.0056550625910695039 -0.00017111072096954427 -0.0014793626692751936 -0.013735525991347173 0.0024546256756785901 5.8048335363188985e-05 -0.00044390019460047051 -0.0138298790843694 -0.013531958156802635 -0.00095823715813852974 0.00037287555396070949 -0.0015577777976064557 -0.0091971898045144548 -0.0012195809544125751 -0.016647869366757516 -0.00030327879984555527 -0.0069235546995699889 0.00069063194773323763 -0.010159090564482276 0.0003697521661392645 -0.0058480321887915653 0.0015091312696993619 -0.0011882645886831093 -0.010891189283362418 0.00044357763287821187 -0.020129935641058375 -0.016817172720572433 0.00064026495060072529 0.0031266376105290403 -0.0095025390067662256 -0.0016827573515309352 -0.0012394853806412254 -0.00077597070742611027 0.00088296756521844487 0.0054329602931411352 -0.014923152968514269 4.4509043397836991e-05 -3.3173502597365699e-05 leaf_count=200769 319 27119 377 57764 8945 187 46 963 139 37312 763 41 3869 228127 3953 156 41 675 31616 2730 209 828 26 8461 249 239 59 176341 238 1325 1138 105 42955 20 36 96 512 47 3760 183 13050 6650 91 118 160 27234 internal_value=0 0.00201965 0.00261794 0.00254698 -0.00340892 -0.0119553 0.00385292 0.00778081 0.000954854 -0.0109162 0.00273188 0.0156386 0.0561223 0.000684449 -0.0372384 -0.115991 -0.252078 0.0634769 0.00980724 -0.0703155 -0.220349 -0.0730419 -0.0550566 0.00470226 0.00875416 -0.104113 -0.0187235 0.010958 -0.0171941 -0.0109478 0.00152699 -0.0654405 0.00982225 -0.0132916 -0.202957 -0.0958452 -0.0260322 0.0672947 -0.037078 -0.113726 -0.00453621 0.0208251 -0.05797 -0.0650805 -0.205609 -0.00892364 internal_count=890041 689272 662153 661776 119011 57951 542765 230439 312326 40666 271660 37194 4683 234466 5096 1143 380 4544 32511 3354 255 895 854 61060 52056 488 9004 183186 6845 6607 229370 1243 51568 8613 152 116 5282 559 4723 224 47253 6969 3099 3008 278 40284 shrinkage=0.0306829 Tree=139 num_leaves=47 num_cat=0 split_feature=16 0 8 7 20 18 6 24 17 6 11 17 26 17 19 1 29 26 19 16 5 11 20 7 24 5 7 17 26 23 9 26 12 25 4 11 25 24 6 26 8 24 4 4 9 10 split_gain=11.5661 6.1507 6.66728 7.465 5.48256 7.46579 5.63578 4.88461 5.95255 4.63554 5.4476 9.71039 6.39416 5.06212 4.81564 4.58355 11.8277 4.68717 4.39431 6.20565 5.78283 4.38814 5.57897 5.55797 5.74132 7.10962 6.24891 6.13151 5.73313 6.7626 4.95399 4.69352 4.57332 6.33076 4.66146 4.52604 7.11098 8.21731 4.9567 4.3855 4.37356 5.78056 4.35559 4.56671 6.57157 4.97784 threshold=198.47299699559252 29.500000000000004 467.50000000000006 -89.935768127441392 1.129589081261557 2.5000000000000004 0.6470588258628015 5.5000000000000009 66.403911483042009 0.53333333581468612 0.76576103414338725 58.731336964273488 0.80271450940143962 61.840647636338673 471.25000000000006 1515.5000000000002 1.0343358226280766 0.64855978048100293 471.25000000000006 224.46954236239955 203.37795257568362 0.80358144941478293 0.8165285834672521 -3.270487785339355 3.5000000000000004 50.000854492187507 -75.900794982910142 71.95493579180409 0.71762398997999066 0.49833331481460913 0.98117400935269516 0.58951291174726406 332.95331880577413 3711.2500000000005 180.05303192138675 0.87019382240317977 1602.2500000000002 6.5000000000000009 0.35241757720072425 0.79787936704235662 5232.5000000000009 11.500000000000002 40.000247955322273 20.749981880187992 0.96086420069785128 0.94359979477188405 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 9 -3 -4 -5 6 7 -6 40 -2 13 18 -13 -11 -15 -16 17 -17 -12 20 -20 23 39 24 26 27 -1 -26 30 -30 -29 -28 33 35 -34 -24 38 -38 -37 -23 -9 -42 43 44 -7 -45 right_child=1 2 3 4 5 42 -8 8 -10 10 11 12 -14 14 15 16 -18 -19 19 -21 -22 22 32 -25 25 -27 31 28 29 -31 -32 -33 34 -35 -36 36 37 -39 -40 -41 41 -43 -44 45 -46 -47 leaf_value=-0.00065152529130820197 -4.9847188639375332e-05 -0.00045203555271785173 -0.001199417547408315 8.8533062463115939e-05 0.0011426609721869128 -0.0037792318747312602 -0.0011665344246076788 -0.00036952486592104427 -0.010397072983298849 0.00032947457822989995 0.00044212489007593143 -0.0040528489512706885 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191 internal_value=0 0.00189153 -0.00145468 0.000184484 0.000881536 -0.00933032 -0.0227234 -0.00548734 -0.0168611 0.00454562 0.00649083 0.00345839 -0.0671792 0.0126085 0.0404181 0.0451207 -0.0243147 -0.189308 0.00415858 0.00195349 -0.00779746 -0.00678419 -0.000476761 -0.0103071 -0.00457413 -0.00888001 0.0138334 -0.00485937 0.0205768 0.0377455 -0.0211071 0.0268101 0.00665775 0.00574538 0.123218 0.0072147 0.0287755 0.131227 0.0199963 -0.0115259 -0.0145323 -0.237503 0.00335312 0.00435579 -0.0312647 0.0100649 internal_count=890041 692557 306337 272675 267920 43950 21377 10051 7938 386220 293646 196329 1927 97317 6133 5965 820 284 194402 159987 46356 197484 70772 126712 72436 58704 13732 51791 8011 5674 2337 10023 43004 42670 334 42058 7906 624 7282 27768 7881 87 22573 22456 3102 19354 shrinkage=0.0306829 Tree=140 num_leaves=47 num_cat=0 split_feature=0 20 26 25 26 13 27 16 22 14 27 20 23 27 26 1 21 22 24 11 21 27 26 21 25 16 10 23 26 25 21 4 23 5 27 12 12 10 13 16 4 7 5 26 15 7 split_gain=11.577 8.74962 7.21343 6.6713 5.98266 8.41106 6.09442 5.80011 5.66008 5.88657 5.45938 7.25297 9.13752 5.14422 8.50155 8.6786 8.25274 7.25758 13.8682 10.1892 5.9194 14.1691 7.1963 5.11625 13.0197 5.06078 5.73294 5.5639 5.6716 4.98077 4.93831 16.4445 11.7897 14.8215 12.5487 14.1498 15.3889 11.6723 10.1767 16.8654 9.94284 9.94162 8.46556 9.05014 11.7285 11.3602 threshold=46.500000000000007 0.69533380229792663 0.046570022082550559 622.25000000000011 1.4093763909294661 28.427728405527507 13.500000000000002 163.45682663061851 853.75000000000011 52.621733883359411 35.500000000000007 0.85222874666587789 1.1201618482624875 31.500000000000004 0.68764306854194512 667.50000000000011 8.5000000000000018 593.25000000000011 31.500000000000004 0.87532812015570649 11.500000000000002 45.500000000000007 0.95939380734215096 14.500000000000002 493.25000000000006 209.08969793059387 0.89835255865072527 0.68685168300496302 1.1512993650207777 534.25000000000011 1.5000000000000002 41.872129440307624 1.4756823761447646 78.523315429687514 7.5000000000000009 277.23401871576783 247.50357133746823 0.95673520531187284 169.93185718354383 243.21590765195657 38.622714996337898 -89.935768127441392 170.02690887451175 1.1348555946221757 0.33545154024319918 -64.34108734130858 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 13 5 -2 -6 -7 -1 -10 30 12 -12 16 -15 17 -4 19 20 23 21 -19 -23 -16 -25 26 27 -18 -29 -28 37 -32 33 -33 35 36 -35 41 39 -39 -41 -5 43 44 -37 -46 right_child=4 2 3 10 6 7 -8 -9 9 -11 11 -13 -14 14 15 -17 25 18 -20 -21 -22 22 -24 24 -26 -27 29 28 -30 -31 31 32 -34 34 -36 42 -38 38 -40 40 -42 -43 -44 -45 45 -47 leaf_value=-8.999450933417269e-05 -0.00063257275759576713 -0.0044029690291613006 -3.983908727458198e-05 -0.0014101756361684617 -0.00027464055447201961 -0.00080339974700452421 -0.0013316640844416195 2.1555979326641387e-05 -0.00076939045293103394 0.0015659184160976484 -0.00091354006909692665 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123 39367 190 1039 244 640 internal_value=0 0.001722 0.00298381 0.0030604 -0.00762645 -0.00527235 -0.0233207 -0.00137941 -0.00780152 -0.0214496 0.00587564 0.024759 -0.0402904 -0.000627342 -0.0157776 -0.0215394 0.000593229 -0.0342011 -0.0794922 -0.0228893 -0.0699181 -0.122052 -0.442462 -0.0489909 -0.114429 0.0175394 -0.0118107 -0.0215303 -0.0387056 0.111405 0.00508226 0.00360933 -0.0272396 -0.054959 -0.0990883 -0.127386 -0.238724 0.0146694 -0.0307157 -0.0856123 -0.34373 0.0201915 -0.0865213 -0.0681068 -0.133769 -0.179099 internal_count=890041 728111 642927 642591 161930 140809 21121 112314 85184 22397 364404 14693 1535 278187 20741 19187 257446 14166 2831 11335 2779 1221 124 6448 1008 25852 4787 4437 3592 350 349711 303138 16348 7915 3880 3110 835 46573 5052 2024 225 41521 2275 2085 1046 884 shrinkage=0.0306829 Tree=141 num_leaves=47 num_cat=0 split_feature=0 2 29 28 9 6 22 27 11 24 28 28 19 22 15 20 29 28 23 28 16 10 19 6 13 16 20 10 28 10 28 27 29 4 19 5 28 16 11 17 28 17 7 27 18 28 split_gain=10.4426 7.25477 5.95813 6.59665 5.89394 4.89593 4.34114 5.04582 4.449 4.45245 7.86025 5.56936 7.24873 5.94396 5.99017 5.47175 5.73104 5.61312 5.40272 5.38021 5.10271 5.06552 4.93784 10.0706 5.14793 6.38885 4.96188 8.48584 9.41434 6.56069 6.55904 6.13692 4.90664 4.80244 9.63194 6.83167 6.96763 4.88178 6.6136 7.34331 8.38818 5.39671 8.99797 6.07697 4.78257 4.87797 threshold=33.000000000000007 11.640512820512823 0.18144310602967201 24992.000000000004 0.95253736431733327 0.77468469545432417 281.25000000000006 1.5000000000000002 0.92793514957518586 8.5000000000000018 848.25000000000011 656.25000000000011 270.75000000000006 461.75000000000006 0.13588796335638445 0.56997991444944363 0.23653511441415473 1211.2500000000002 0.18074045452948825 403.25000000000006 107.15282869012709 0.96911601508072398 32593.000000000004 0.69696970066211617 284.00495221832892 227.24849994642668 1.0393815182920851 0.38199767929399181 1128.7500000000002 0.9285921513025327 1752.2500000000002 14.500000000000002 3.9261472185802591 49.000072479248054 5405.5000000000009 108.68093109130861 738.25000000000011 211.39265409693897 0.73993334417424628 58.008228938778281 938.75000000000011 71.95493579180409 -16.699242591857907 13.500000000000002 3.5000000000000004 922.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 6 -2 -6 7 -4 9 10 11 12 -8 -13 -15 32 17 -17 -18 -14 -16 -19 26 -24 25 -25 -20 28 -28 30 31 -29 -12 37 35 36 -35 41 39 -39 -41 -11 44 -44 45 -43 right_child=1 -3 3 -5 5 -7 8 -9 -10 33 15 13 19 14 20 16 18 21 22 -21 -22 -23 23 24 -26 -27 27 29 -30 -31 -32 -33 -34 34 -36 -37 -38 38 -40 40 -42 42 43 -45 -46 -47 leaf_value=-0.00053402724412098912 -0.00062739861348626248 1.3145009793948359e-05 0.0031938552867167938 0.0017526613547422163 -4.1844957388489234e-05 -0.000400018867116144 0.0017235276253811705 -0.00083437587177993919 0.00048732721459930482 -0.00028592724012348062 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38072 167600 3682 44 4433 187 783 423 79 internal_value=0 -0.00418961 0.00278793 0.00334516 -0.00854712 -0.00587715 0.00310711 -0.0215081 0.00345087 0.00274357 0.00639268 0.011569 0.0063791 0.020678 0.0230624 -0.00132074 0.000912509 0.0666954 -0.000268882 0.00443934 0.0234964 0.0914673 0.000112485 -0.103278 -0.247263 -0.102052 0.000773037 -0.0304254 -0.273873 -0.0231025 -0.0402784 -0.0221055 -0.0323123 0.00019484 -0.0888783 -0.18549 -0.13587 0.000386125 0.0028267 0.0140803 0.0564495 -0.00672573 0.0222367 -0.0658114 0.039543 0.0490747 internal_count=890041 360520 529521 515301 185492 151502 513030 7066 505964 478727 196866 117808 75049 42759 41079 79058 73744 1301 72443 72235 41026 1139 72302 459 236 120 71843 4760 139 4621 3826 3208 5314 281861 604 381 335 281257 209398 41798 3726 71859 5905 970 4935 4512 shrinkage=0.0306829 Tree=142 num_leaves=47 num_cat=0 split_feature=0 13 9 22 24 7 7 20 17 22 4 19 11 17 16 17 29 27 27 11 20 18 24 29 27 6 19 5 20 26 7 27 16 27 4 29 7 16 7 6 26 5 12 30 12 29 split_gain=10.2692 7.46851 6.3963 6.56703 10.3612 9.92283 6.11334 5.85785 5.70377 5.55101 8.64785 6.49249 5.11934 5.07696 6.45294 8.32952 6.87438 5.03571 5.00149 4.67735 4.64632 9.02719 7.59773 6.01341 5.64025 10.8405 5.09688 4.80393 4.55349 7.98078 8.81746 4.54909 5.95784 5.99469 4.50529 8.11103 4.49395 4.46417 4.44982 5.60262 6.23721 5.15786 4.32297 4.12855 4.11921 4.10723 threshold=33.000000000000007 28.553974301669239 0.92949599324128607 1703.5000000000002 2.5000000000000004 -88.490081787109361 -1.0000000180025095e-35 0.29489412731056469 71.95493579180409 281.25000000000006 8.0249223709106463 724.25000000000011 0.85610110606920031 90.383517858691448 182.00195694716245 35.150188633276805 0.049307738433821142 1.5000000000000002 7.5000000000000009 0.47025481540930986 1.1222460106241339 2.5000000000000004 5.5000000000000009 2.0443348906461725 44.500000000000007 0.76923077366436277 776.25000000000011 73.004028320312514 1.0306529281617134 1.0026631205673759 -13.982293128967283 15.500000000000002 153.66853333333336 1.5000000000000002 26.496615409851078 2.3452799459160474 -71.565052032470689 164.84111803661867 -16.173273086547848 0.64102564382969196 0.22175900204868229 21.998198509216312 48.159902576697327 1.0000000180025095e-35 174.90863991822653 2.3452799459160474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 8 34 4 5 12 -7 -1 -2 17 11 -11 -4 14 15 31 -16 36 38 -17 23 22 -22 -6 -23 -26 -24 43 -15 -30 -31 32 -12 -34 35 -3 -9 -38 42 40 41 -40 -19 -28 -8 -21 right_child=1 2 3 -5 20 6 44 9 -10 10 13 -13 -14 28 16 19 -18 18 -20 45 21 24 26 -25 25 -27 27 -29 29 30 -32 -33 33 -35 -36 -37 37 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00045931735100383976 -0.0003717548563565734 -0.00084127763939695083 -0.0063155039238728013 0.00047847100875380455 7.8053093676839255e-05 0.00018329932833671361 -0.0013569833238702069 -0.0028155970524889025 -0.0025642888247920208 0.0018044049105289935 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24865 318 60 154 163 991 1013 98 846 579 158 160 internal_value=0 -0.00410906 -0.00184207 -0.000102281 -0.00174876 -0.0357976 -0.0250585 0.00281042 -0.013248 0.00343256 0.00383976 0.0536689 -0.143202 0.00349538 0.00314683 -0.00893109 0.00422712 -0.0232109 -0.0283407 -0.0151656 -0.000425586 -0.00998204 -0.024733 0.00177064 0.00481102 -0.14014 -0.0339596 -0.0622871 0.0325989 -0.0589149 0.0194635 0.0239728 0.0426667 0.0918933 -0.0145706 -0.0326506 0.104243 0.181181 -0.0574681 -0.0821415 -0.126006 0.0118402 -0.00251708 -0.0705427 -0.0502469 -0.0137298 internal_count=890041 360485 288837 254105 229981 8603 7821 529556 71648 511653 503951 3459 782 500492 494569 40604 453965 7702 7404 34136 221378 41369 20714 180009 20655 265 16812 4610 5923 498 360 6468 4321 1567 34732 9867 298 214 3282 2265 1274 261 1017 4327 4317 33630 shrinkage=0.0306829 Tree=143 num_leaves=47 num_cat=0 split_feature=0 29 4 20 13 26 17 23 23 22 17 22 16 16 29 4 6 22 9 24 32 13 16 10 27 11 27 29 7 27 8 27 4 22 18 10 18 26 28 13 16 24 27 27 11 4 split_gain=10.7556 8.89173 11.4331 8.07679 6.88923 6.69721 6.57983 6.82327 6.68106 6.37848 5.83908 5.49016 5.43552 6.10954 5.39215 5.5933 5.90835 8.2026 7.50047 6.1938 6.02935 7.18283 5.14836 4.97491 5.42874 4.93928 6.04599 5.14171 4.78454 9.08147 10.9786 10.716 9.08429 11.9445 10.422 8.73658 7.1854 8.8895 9.48844 11.0089 10.5976 10.24 9.18527 11.986 6.84384 10.4743 threshold=48.000000000000007 1.5364585567617275 47.00000190734864 0.69533380229792663 28.427728405527507 0.046570022082550559 34.00710635764505 0.2612152623401271 0.15307125583172065 3649.7500000000005 54.68203402834947 859.25000000000011 175.92911632532787 107.15282869012709 0.71202659318716444 5.3181071281433114 0.47666962887420405 615.25000000000011 0.96592630834241577 10.500000000000002 1.5000000000000002 19.174997189521239 158.95229969120757 0.60699788308124292 50.500000000000007 0.83458238970921295 3.5000000000000004 3.0224124790827909 -1.0000000180025095e-35 6.5000000000000009 347.50000000000006 1.5000000000000002 7.0084991455078134 323.25000000000006 1.5000000000000002 0.89835255865072527 1.5000000000000002 0.34844962098021431 1089.7500000000002 44.88729989749789 224.304870578937 14.500000000000002 17.500000000000004 8.5000000000000018 0.70313489581782274 44.002962112426765 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 11 -2 -5 7 -7 9 -8 -3 14 13 25 15 -1 18 23 -17 -20 21 -19 -6 -18 -25 27 -27 -10 -14 30 31 -30 33 -33 35 -34 -31 -38 -39 40 -40 -41 43 -42 45 -32 right_child=1 2 -4 5 22 6 8 -9 12 -11 -12 -13 28 -15 -16 16 17 20 19 -21 -22 -23 -24 24 -26 26 -28 -29 29 36 44 32 34 -35 -36 -37 37 38 39 41 42 -43 -44 -45 -46 -47 leaf_value=-0.00094242315756363929 -0.00064100598058015076 -0.0019536124710873479 0.00037963276438031553 -0.0041381598425387052 -0.00089316869709650352 0.004565686916282917 -0.00061914348860165897 0.00048864111066190428 5.1416073451880588e-05 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136 149 54036 1582 365 1346 172 483 240 982 254173 355 986 124 32 86 296 26514 2233 internal_value=0 -0.00834028 -0.0305535 0.00145507 -0.00529711 0.00264002 0.0027127 0.0178069 0.00206187 -0.0878706 -0.0473585 -0.00753121 0.00217757 -0.00906225 -0.00280186 0.000404748 0.0035137 -0.000379456 0.0323873 0.0652843 0.0155886 0.0299051 -0.00147838 -0.0114704 -0.00125324 0.0471506 0.14824 0.020668 0.00293168 0.000494322 -0.0152572 -0.0756983 -0.0906112 0.0252803 -0.12069 -0.159857 0.00216958 -3.40712e-05 -0.000398267 -0.0711985 -0.154429 -0.000804424 -0.247356 -0.308323 -0.00976687 -0.0493683 internal_count=890041 131537 15849 758504 115688 670138 669784 27686 642098 825 11390 88366 641273 40320 64975 57812 52561 46316 6245 3285 18984 11538 92931 27332 17370 1845 383 1462 600953 344154 33084 2755 2606 537 2069 1586 311070 257034 256052 1879 861 1018 506 420 30329 3815 shrinkage=0.0306829 Tree=144 num_leaves=47 num_cat=0 split_feature=0 14 21 27 28 7 7 22 27 22 16 17 26 24 1 26 29 28 25 18 6 21 16 27 25 8 27 24 14 16 28 1 17 31 16 17 11 29 21 27 14 10 25 16 10 7 split_gain=9.48833 8.6352 7.14259 6.08602 6.85074 13.2237 8.49723 8.36818 6.62597 6.74166 6.5852 6.33852 6.05868 5.36372 5.20638 5.01688 4.99787 4.99153 5.22454 13.0504 12.7454 14.794 12.7688 12.1641 10.7066 16.019 10.6871 9.05152 8.26058 8.2524 7.93463 11.3623 6.78267 6.76019 6.58915 8.1981 15.2508 7.13486 10.1033 7.12672 6.22955 6.09046 7.68188 9.88192 6.06185 6.03285 threshold=29.500000000000004 19.815791517660283 9.5000000000000018 26.500000000000004 690.25000000000011 -36.869897842407219 -56.976131439208977 808.25000000000011 44.500000000000007 635.25000000000011 185.48804648588825 57.819804977364207 1.0485811405054979 19.500000000000004 1515.5000000000002 0.74641231524375518 0.18144310602967201 24992.000000000004 947.25000000000011 1.5000000000000002 0.44001256325380711 6.5000000000000009 212.7458052921383 22.500000000000004 1027.2500000000002 1388.5000000000002 21.500000000000004 8.5000000000000018 12.984257090535232 107.15282869012709 1179.2500000000002 404.50000000000006 53.626724894990978 2.5000000000000004 231.1203954251321 58.223520863067471 0.7313777638715061 0.72325612937133232 2.5000000000000004 14.500000000000002 7.2435273424051543 0.76572650407551379 1364.7500000000002 192.09299732091768 0.54704839363615465 -48.790231704711907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 -2 3 10 5 6 -5 13 12 -10 -3 -6 -7 -8 15 -4 -1 18 27 26 -21 23 -23 30 -24 33 28 29 40 45 32 -32 -22 -26 35 37 -37 -29 -39 -40 -20 42 43 -33 -44 -18 right_child=1 2 14 4 11 8 7 -9 9 -11 -12 -13 -14 -15 -16 -17 17 -19 19 20 21 22 24 -25 25 -27 -28 34 -30 -31 31 41 -34 -35 -36 36 -38 38 39 -41 -42 -43 44 -45 -46 -47 leaf_value=-0.00051515876353332428 -0.00038875099095865204 -0.00042466118404261367 0.0020836916030019981 -0.0016937254184843794 -0.00026796495189122701 -0.001313921356669132 -0.0083622125982404961 0.002717602602480038 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60425 119132 201 75 826 27 78876 9961 4410 1250 16421 101733 459 1567 294 473 651 127 internal_value=0 -0.00347359 -0.0012807 -0.00257424 -0.0182018 -0.033859 -0.119441 -0.203158 -0.0216463 -0.306609 -0.00135663 0.000723965 -0.0195462 -0.244973 0.0146897 0.0155543 0.00306118 0.00360631 0.00338618 -0.00433232 -0.0339845 -0.0539773 -0.182825 -0.041075 -0.240218 -0.316545 0.00166969 0.0048986 0.00213422 0.0120821 -0.0354965 -0.0733379 -0.00903836 -0.423236 0.00153152 -0.00187361 0.0210144 -0.00390967 -0.00785791 -0.00691177 -0.127988 -0.0884664 -0.134172 -0.228367 -0.0795487 0.178566 internal_count=890041 428191 345747 319841 23119 12652 1580 686 11072 81 296722 10467 10991 600 25906 25810 461850 449506 447553 73328 12344 8899 810 8089 670 491 60984 374225 60909 119429 7925 3261 4664 364 254796 175920 14371 161549 119404 118154 484 3060 1493 548 945 297 shrinkage=0.0306829 Tree=145 num_leaves=47 num_cat=0 split_feature=16 9 1 17 27 21 14 29 13 17 21 7 23 5 13 27 0 14 15 17 27 12 27 27 14 0 23 16 9 26 26 12 4 28 29 6 26 14 4 16 4 17 17 26 6 7 split_gain=9.01812 6.79848 10.6604 7.41751 7.41217 7.16077 8.57572 10.3976 9.81568 6.82588 6.49324 6.77534 5.90983 5.6618 5.79413 7.07696 6.0796 5.69444 5.58477 5.49006 5.42072 7.12713 5.40036 5.32534 5.65519 7.12029 5.21772 5.11608 4.84152 4.72577 6.55077 6.29827 6.18542 5.15415 4.89438 4.51185 6.0299 4.45579 5.69962 9.57756 4.72413 5.35882 4.67092 6.74086 7.11901 6.23263 threshold=222.37334210617448 0.9624773664168379 713.50000000000011 66.403911483042009 3.5000000000000004 1.5000000000000002 37.795869299156962 1.0000902038607256 206.29753848761612 31.883579052628281 1.5000000000000002 -56.976131439208977 0.46347402517849884 15.004100799560549 40.675947398428605 14.500000000000002 45.000000000000007 7.2435273424051543 0.38236847460866114 66.403911483042009 2.5000000000000004 149.81118318204312 14.500000000000002 4.5000000000000009 15.02028181055673 48.000000000000007 1.670131685108345 168.8564493758669 0.88870890769259014 0.34844962098021431 0.49689868466612241 55.917261889578043 21.314008712768558 579.25000000000011 0.18144310602967201 0.76923077366436277 3.0285325886479098 22.375515348464177 64.065479278564467 170.08751969193071 42.239568710327156 90.383517858691448 68.977323970944795 1.1920625045956419 0.50000001646055647 -42.505277633666985 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 10 4 -4 37 8 12 18 -6 -3 13 -8 -12 15 16 17 -15 23 -14 21 -20 26 24 -7 28 35 -16 -26 34 33 -32 -33 -31 -13 -9 -37 -1 39 -39 41 -41 43 -40 -45 -44 right_child=-2 2 3 -5 9 6 7 22 -10 -11 11 29 19 14 27 -17 -18 -19 20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 30 31 32 -34 -35 -36 36 -38 38 42 40 -42 -43 45 44 -46 -47 leaf_value=-0.00031341078436981017 0.00010792643068196762 -0.00082098145492817004 -0.0010691568190685798 0.0012628458079193376 0.0050969782252923744 -0.0013888039353918092 0.0015269421803874392 -0.0018049206812647935 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226 450 1777 618 629 5214 1459 112157 58936 10188 10705 1097 122 1930 1775 4870 1642 40 623 244 732 836 internal_value=0 -0.00288901 -7.68646e-05 0.0103844 0.00714248 -0.00777462 -0.00996731 -0.0406689 -0.00823458 0.00976693 -0.00332161 -0.00216575 -0.0938132 0.013108 0.0181479 0.0209459 0.0357539 0.0495354 -0.00851174 -0.109773 -0.00640079 0.065241 -0.0179507 -0.0258702 0.0211661 0.0616854 -0.00340789 -0.0715087 0.115273 -0.00410758 -0.00545892 -0.00369512 -0.00313722 -0.0252192 0.0131472 -0.0281526 0.0192525 0.010291 0.0213969 0.0363265 0.0545642 0.0390361 -0.00868232 -0.0329396 -0.0996951 0.0370557 internal_count=890041 494829 314058 74350 67264 180771 161205 8612 152593 63307 239708 228441 2579 25767 23097 22398 13222 9357 152411 2321 135886 1048 6033 16525 2101 1305 4880 699 855 202674 187954 172552 171093 15402 14720 3103 1219 19566 12692 8482 6552 4910 4210 2751 976 1459 shrinkage=0.0306829 Tree=146 num_leaves=47 num_cat=0 split_feature=0 29 14 20 25 26 17 9 17 25 14 22 21 14 23 27 9 22 8 13 21 12 19 13 12 13 15 28 28 8 12 21 27 1 27 15 29 11 10 11 18 25 27 1 17 0 split_gain=9.04257 8.10967 10.6079 7.33409 6.23905 6.00034 5.50789 5.46378 7.84984 7.82856 6.71879 9.59204 6.84279 18.5125 14.4434 13.166 13.4233 9.75397 11.5658 16.2786 9.47113 8.8733 10.9654 13.0346 7.8195 7.50561 9.7351 12.5456 13.3523 9.69553 20.5897 7.45472 8.24174 6.92965 6.70709 8.35487 11.0639 9.38484 5.98311 6.47224 9.48678 9.28001 5.79452 8.61438 5.78439 5.46561 threshold=48.000000000000007 1.5364585567617275 44.920585588752758 0.69533380229792663 620.25000000000011 0.046570022082550559 54.68203402834947 0.96226458881586163 66.403911483042009 6237.7500000000009 15.244950522476943 1772.5000000000002 1.5000000000000002 43.594857663142342 1.4756823761447646 7.5000000000000009 0.94330148844615103 6272.5000000000009 4832.0000000000009 85.809971665998305 3.5000000000000004 332.95331880577413 3976.5000000000005 147.49509725077391 266.09240610230012 147.49509725077391 0.23842252114659204 2190.2500000000005 1384.7500000000002 5232.5000000000009 372.62489168102792 4.5000000000000009 6.5000000000000009 3496.5000000000005 2.5000000000000004 0.66798423821049213 0.99697580337844238 0.659370865270554 0.85523078139380815 0.72960262381514773 1.5000000000000002 2723.7500000000005 2.5000000000000004 2600.5000000000005 66.403911483042009 28.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 6 -1 -5 -6 -3 10 -9 38 11 -7 25 21 15 16 17 18 19 45 -18 22 42 -24 -21 26 27 28 -12 30 -27 -16 -33 -32 -31 44 -37 -38 -10 -40 41 -41 43 -14 -36 -15 right_child=1 2 -4 4 5 7 -8 8 9 -11 12 -13 13 14 31 -17 20 -19 -20 24 -22 -23 23 -25 -26 29 -28 -29 -30 34 33 32 -34 -35 35 36 37 -39 39 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00021957040822512649 -0.00014327850256359129 -0.0019079920170972785 0.00032190552999344555 -3.1238647943536303e-05 -0.0038864450259370178 -0.00083080683910742852 -0.00046982372795938029 0.00022897678567448168 0.0012358816053794407 0.0050204541313312572 -0.00050352680273015743 -0.0066328954714692696 0.0032915900975305527 0.00014584194817542656 7.8515764222212263e-05 3.5636505837778452e-05 -0.00012888150919879523 -0.0079131145348893799 -0.00061798812500396061 -0.013616848703363485 -0.014793345726103658 0.0028399914963331305 3.8309932790536993e-05 -0.018306800698898229 -0.0061408660283292799 -0.0011935390021384777 0.0010055064997106049 0.0010554899697783147 -0.014706934724348794 0.00082464393904683791 0.00063134105872598458 -0.017641347944841082 -0.0026450425335126761 -0.019296101351542496 -0.00046337095756640578 -0.018247060765311903 0.0011545429204406828 -0.005129889377807088 0.00091881989490276189 0.0030782384775779985 -0.01164137781504666 -0.010329027448427681 4.4476245245617338e-05 -0.0093520220799843731 0.0027013545902274871 -0.0054673769380210856 leaf_count=88369 115771 7194 4792 284323 345 2608 3848 201879 7154 473 115 299 838 388 6095 1527 1160 625 784 233 43 1084 80 67 303 504 17471 306 136 6256 20 37 511 92 5143 44 385 534 433 159 121 70 126478 54 608 282 internal_value=0 -0.00757275 -0.0287988 0.00140681 0.0025361 0.00515583 -0.04585 0.00527383 0.00870972 0.0386441 0.00114769 -0.046527 0.0019525 -0.00103674 -0.038621 -0.0773173 -0.108705 -0.148922 -0.114695 -0.176162 -0.0212838 0.00246681 0.00170095 -0.271261 -0.306057 0.0152458 0.0286218 -0.101523 -0.267231 -0.00250352 -0.125084 -0.00748576 -0.119206 -0.512913 0.00331832 -0.0186327 -0.104839 -0.0813852 0.031196 -0.0517947 -0.152919 -0.033245 0.00201598 0.0823316 -0.00419758 -0.0722468 internal_count=890041 131605 15834 758436 670067 385744 11042 385399 210289 8410 175110 2907 172203 140589 11988 5345 3818 2615 1990 1206 1203 128601 127517 147 536 31614 18028 557 251 13586 616 6643 548 112 12970 6714 963 919 7937 783 350 229 127370 892 5751 670 shrinkage=0.0306829 Tree=147 num_leaves=47 num_cat=0 split_feature=16 16 33 28 21 23 14 17 15 6 14 19 19 24 22 13 23 29 11 21 4 28 10 24 6 7 11 7 9 17 13 4 15 22 19 1 8 14 16 6 4 9 11 8 4 6 split_gain=8.58268 4.67516 4.90622 4.7705 11.0517 10.7884 14.6038 9.64738 10.5966 10.8583 9.4222 8.47887 6.59476 6.5438 6.53469 8.57333 6.20051 6.48558 8.64227 9.07475 6.09834 6.01742 5.65532 8.50138 8.29862 4.5736 4.53882 5.57585 5.30534 5.82893 4.44146 4.98929 4.40798 5.23053 7.01678 12.6458 8.46525 18.8065 6.224 6.01091 5.76364 5.01583 4.49647 5.91479 4.45726 4.39872 threshold=198.96831601048189 237.99789789789793 2.5000000000000004 3584.5000000000005 1.5000000000000002 1.4756823761447646 37.006018427389002 58.463380510463146 0.68277767045663362 0.74999999203583201 92.045019301349114 1290.5000000000002 825.25000000000011 4.5000000000000009 1182.2500000000002 49.771870270567568 0.47487478185353288 0.92988398189074484 0.79966744621917052 2.5000000000000004 85.142807006835952 2190.2500000000005 0.8354942658675234 1.5000000000000002 0.36001252736655326 -89.935768127441392 0.79966744621917052 -10.30484628677368 0.96592630834241577 66.403911483042009 185.06473001131107 43.003486633300788 0.27148698698017065 1991.7500000000002 15747.000000000002 10580.000000000002 5232.5000000000009 35.645716197521494 241.52294034738239 0.25932407804107677 53.389095306396491 0.92040243869204519 0.77244017094017103 3282.5000000000005 143.56390380859378 0.51851851656837622 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=26 2 3 21 7 6 12 10 11 -10 14 -9 -6 16 15 -5 -8 18 -18 -20 -12 45 -23 24 -24 -7 27 28 -1 -30 31 -19 33 -3 35 36 37 41 -37 -39 -40 42 -35 -44 -36 -2 right_child=1 32 -4 4 5 25 13 8 9 -11 20 -13 -14 -15 -16 -17 17 30 19 -21 -22 22 23 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 34 44 38 -38 39 40 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.00028376622876861632 -0.00013803039824591718 0.00060725340723231979 -0.00040388105632019051 -0.00055855445695531414 -0.0053039204111646294 -0.012301291829728051 0.0036758453786229473 -0.014257704117382124 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16568 4311 106 816 63755 126 852 47 981 126 158 68 122 1027 34 67 108 465059 internal_value=0 0.00174195 0.000866741 0.00143144 -0.0156848 -0.0600075 -0.0949438 4.67949e-05 0.0730128 -0.100307 -0.0112558 0.111979 0.00777151 -0.145272 0.00928662 -0.108101 -0.16341 -0.176058 -0.248848 -0.110049 -0.0565387 0.00189963 0.0241279 0.0429012 -0.0819663 0.0143671 -0.00568672 -0.00943003 -0.00310431 0.0100575 -0.122286 -0.0981358 0.00949276 -0.0160272 -0.0396909 -0.0653373 -0.0404835 -0.0890746 -0.249955 -0.378821 -0.193431 -0.0442494 -0.178772 -0.33597 0.0339358 0.00143244 internal_count=890041 689191 619265 595304 15850 4152 2825 11698 1569 288 10129 1281 929 1896 6968 444 1731 1657 704 274 3161 579454 11928 6842 505 1327 200850 123976 65606 20879 953 847 69926 6171 3716 2756 2429 1448 327 194 280 1254 227 101 960 567526 shrinkage=0.0306829 Tree=148 num_leaves=47 num_cat=0 split_feature=0 2 9 22 27 23 18 20 21 4 14 5 22 25 24 14 21 26 26 25 18 26 27 20 1 26 27 18 14 16 8 10 9 22 5 25 18 21 19 25 31 19 15 10 26 9 split_gain=8.25944 6.99385 5.7724 5.2306 4.73077 4.55766 5.33947 5.55112 5.27855 4.99049 7.13297 11.9842 9.71163 7.68555 6.30485 5.96112 5.79801 5.15724 6.04571 4.91877 9.54759 8.16448 7.12049 6.82621 7.69784 6.99378 6.51136 9.89977 6.48135 19.5076 8.20225 6.53826 5.72314 5.62322 9.2774 5.60936 5.41734 5.09337 5.07765 5.91038 5.63799 5.62438 4.91938 8.17344 7.38826 5.10858 threshold=33.000000000000007 11.640512820512823 0.95253736431733327 281.25000000000006 1.5000000000000002 0.94911373514164532 3.5000000000000004 0.89585687214257925 12.500000000000002 20.999998092651371 22.8235402942449 49.999996185302741 776.25000000000011 612.25000000000011 1.5000000000000002 20.296858528723174 10.500000000000002 0.18261985267479777 0.41455808394340748 877.25000000000011 1.5000000000000002 0.896263621204483 8.5000000000000018 0.97662973072230252 774.50000000000011 0.3769891407019354 45.500000000000007 4.5000000000000009 31.409499082610854 239.31135990675654 648.50000000000011 0.79209018310825874 0.96169413345065824 1118.2500000000002 31.70416355133057 956.25000000000011 3.5000000000000004 9.5000000000000018 688.25000000000011 1228.2500000000002 1.5000000000000002 538.25000000000011 0.85311321513974936 0.72783083465945231 0.8996735402509427 0.9387429895642122 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 19 9 8 -8 17 11 14 13 -13 15 -11 -16 -7 -19 21 -21 -5 -23 28 25 -25 33 37 30 42 31 -22 -31 -24 -35 -27 -26 -28 41 -40 -41 -33 43 44 45 -30 right_child=1 -3 -4 5 -6 6 7 -9 -10 10 -12 12 -14 -15 16 -17 -18 18 -20 20 23 22 26 24 36 35 27 -29 29 32 -32 38 -34 34 -36 -37 -38 -39 39 40 -42 -43 -44 -45 -46 -47 leaf_value=0.0030073838567632634 -0.00060454471053714457 2.6888276708549497e-05 -0.00016235783089565875 0.00015338451032477162 -0.00086706003248091944 -0.0040402166826574324 -0.0019353745909377151 -0.00023522294398963854 -0.0096847266528671625 -0.019843119174125307 0.00016955494379182365 -0.0015050669204091291 -0.0016444476256193832 -0.01109107056538648 -7.6300473812556204e-05 -0.003517088101841071 -0.0035567746091178872 0.0034064547411560508 0.00040182459282608792 -5.3668062009663804e-05 -0.00048250784754978911 0.00084222907964454877 -0.00043314818531628549 0.0010789201931740995 -0.0010752943313107348 -0.0043460236169069093 -0.016148407786133592 -0.018575631987954672 -0.00035214600310788565 -0.0036176373651531138 0.0006282133887764034 -0.0013768349694988388 -0.020918860705897994 -0.014710128504436034 -0.0020947566193773334 -0.011523809861453333 -0.013040402147825909 -0.0017731183573956519 -0.0004033042154058004 -0.0076773284010541436 -0.00093589515737258898 -0.0090350761811668779 0.0031437391283704779 0.0011096993511690637 0.0017396752525938599 -0.016341907152481107 leaf_count=309 34035 175088 151545 128772 7448 244 458 19872 101 23 215934 120 786 229 14553 249 465 636 72370 25886 2493 3839 26596 101 958 205 25 42 24 24 3034 147 72 59 786 205 37 323 785 268 207 234 151 170 46 87 internal_value=0 -0.00365726 -0.00793453 0.0025478 -0.0232287 0.00293112 0.0052205 -0.0104309 -0.10871 0.00626685 0.00399796 -0.0160913 -0.115233 -0.254051 -0.00873181 -0.15962 -0.00599898 0.0134641 0.0139492 -0.000885446 -0.0116023 0.00146135 -0.0129231 -0.0391821 -0.100782 -0.200546 -0.018492 -0.146796 -0.0271995 -0.129446 -0.0190117 -0.0479912 -0.540809 -0.0166685 -0.096979 -0.258611 -0.0495465 -0.0914461 -0.0970089 -0.0664206 -0.154467 -0.198167 -0.0468294 -0.115767 -0.280281 -0.41993 internal_count=890041 360668 185580 529373 7757 521616 326040 20431 559 305609 232359 16425 1135 349 15290 272 15018 73250 73006 195576 35134 160442 31670 9248 1506 511 27831 390 7742 574 7168 4134 96 27441 845 410 995 348 1641 1260 475 381 478 327 157 111 shrinkage=0.0306829 Tree=149 num_leaves=47 num_cat=0 split_feature=16 11 20 26 7 24 9 7 1 7 26 25 5 24 31 11 7 20 7 26 29 28 13 13 23 9 10 11 13 24 25 1 7 5 13 6 7 7 28 9 11 24 15 24 12 19 split_gain=7.87921 4.62342 5.08249 4.51638 4.47475 5.23216 5.37348 4.8106 4.67458 4.59232 4.81101 4.44722 4.46583 4.63391 4.36816 4.58484 6.68414 6.11548 6.9124 5.3609 5.68154 6.33071 13.7342 5.75716 6.81573 5.02428 4.89892 6.88315 6.31256 8.97275 4.88827 13.8455 6.38163 4.79766 5.38444 4.72426 4.87857 4.69937 5.12587 4.51521 4.50755 4.32896 4.29771 4.28521 4.20823 4.38393 threshold=198.47299699559252 0.79966744621917052 0.8165285834672521 0.79787936704235662 -4.2297158241271964 3.5000000000000004 0.96592630834241577 -87.597270965576158 473.50000000000006 -75.900794982910142 0.46363314881833406 426.25000000000006 17.994492530822757 6.5000000000000009 2.5000000000000004 0.92793514957518586 -1.0000000180025095e-35 1.0750258686055627 -78.747478485107408 0.77319802137362681 0.80557047380355662 5679.5000000000009 118.35104635157172 27.238374638482536 0.62127151173136086 0.95498895059990607 0.96462496676511322 0.65332090711401059 185.06473001131107 4.5000000000000009 6237.7500000000009 3496.5000000000005 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931 1166 132 1594 367 24121 internal_value=0 -0.00553268 0.000640328 -0.00963372 -0.00932326 -0.00417262 -0.00830896 0.00601247 0.00199668 0.0136595 -0.016756 0.0725415 0.0988481 0.134411 0.00162662 0.00211245 0.00147125 0.00521067 0.00756349 0.0103493 -0.00454041 -0.051146 -0.276827 0.00119692 -0.0230575 0.0124043 -0.00136699 -0.0376153 -0.169993 -0.278234 -0.0391015 -0.0575516 -0.444991 -0.0235241 0.0209569 -0.00381344 -0.0976409 0.0173722 0.025351 -0.0599155 -0.0389002 -0.0789043 0.0488564 -0.0472581 0.00722122 0.0063601 internal_count=890041 197588 75171 29350 122417 70935 57579 18006 16981 13356 3619 1025 884 707 692453 667479 629784 271750 218100 175200 21248 2329 118 18919 6450 153952 358034 3690 355 214 2211 1916 88 3335 1404 42900 530 87660 40073 2822 1828 2303 334 2129 45821 45454 shrinkage=0.0306829 Tree=150 num_leaves=47 num_cat=0 split_feature=11 7 27 15 9 26 22 19 21 7 22 6 7 16 30 25 27 26 6 20 20 23 13 21 25 13 8 8 7 15 16 28 29 9 27 13 27 19 12 15 16 6 24 19 22 21 split_gain=7.85675 8.19563 12.2823 10.5288 9.02756 8.43752 8.89402 7.7427 7.50964 7.25454 7.19904 7.05513 10.4871 7.83908 6.90897 6.52328 6.02414 8.44985 10.3312 6.84401 6.68503 6.47946 5.93888 7.36053 14.3448 5.92135 6.15171 6.32878 7.36809 5.7627 5.74284 7.05033 8.25783 7.08066 8.44289 6.90914 6.40105 15.409 6.2087 5.1923 6.00242 5.82654 5.19022 6.02439 5.15826 5.1554 threshold=0.87019382240317977 -1.0000000180025095e-35 7.5000000000000009 0.28570185707599155 0.95498895059990607 0.62752983066419443 14018.500000000002 358.25000000000006 1.5000000000000002 -65.494438171386705 5598.5000000000009 0.24138972110171222 -83.87770843505858 220.72989697956032 1.0000000180025095e-35 5624.7500000000009 31.500000000000004 0.74066891644184596 0.77777778116249519 0.91034763791698292 0.84887730434303232 0.85334603478193849 52.690393029590318 7.5000000000000009 1000.2500000000001 347.36470645991994 14035.500000000002 6393.5000000000009 -51.84277153015136 0.83265599477134977 228.18334200884905 3007.7500000000005 2.122486412026293 0.90029985194716466 7.5000000000000009 130.69719852525529 2.5000000000000004 5405.5000000000009 162.8822509939086 0.19967855627481468 231.1203954251321 0.31344156247964089 5.5000000000000009 9977.0000000000018 3988.7500000000005 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 5 8 -3 39 -5 9 11 -6 12 -1 -14 22 30 -4 19 20 -18 21 -19 23 44 -25 26 27 -17 -29 -20 35 -32 36 34 -34 38 37 -33 -10 42 -41 -42 43 -7 -2 -9 right_child=14 2 16 7 10 6 -8 45 15 -11 -12 -13 13 -15 -16 25 17 18 29 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31 31 32 33 -35 -36 -37 -38 -39 -40 40 41 -43 -44 -45 -46 -47 leaf_value=-0.001525467333193962 5.1933859413358137e-06 -0.00042314473982692138 -3.612137128998853e-05 -0.0015350846847602092 0.00017317937437338259 -0.0010251096914314283 0.0015932605128893091 -0.00029712660728800091 -0.00026031301720803954 0.00066262191594069282 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1948 1491 93 13577 596 130 81 28 125 109 961 internal_value=0 -0.00173547 -0.00530907 -0.018777 0.00167559 -0.0745712 -0.118088 -0.0154154 -0.0037933 0.0109602 0.00647429 -0.0130531 -0.105373 -0.354616 0.00517645 -0.00695937 -0.00253161 -0.0188719 -0.0311277 0.0142194 -0.0151424 -0.0935051 0.00683437 0.00455574 0.0139542 -0.0646106 -0.0568829 -0.0896106 -0.150324 -0.0736358 -0.00610453 0.0030691 -0.0571726 -0.257677 -0.406823 -0.0109042 -0.0350537 -0.209974 -0.0122747 -0.146229 -0.202609 -0.347556 -0.0884894 -0.0729117 -3.78977e-05 -0.0111909 internal_count=890041 672336 328345 56137 343991 3190 1859 52947 160769 28405 183222 8719 756 138 217705 132364 272208 20835 15204 5631 11049 991 200352 170489 55972 1934 1897 1426 779 4155 130430 44801 1862 185 117 85629 1677 186 83681 1595 807 211 788 760 114517 47188 shrinkage=0.0306829 Tree=151 num_leaves=47 num_cat=0 split_feature=0 29 4 10 1 25 21 19 9 21 4 25 21 4 6 19 4 5 26 24 24 28 17 5 7 5 1 26 0 26 5 4 26 24 25 19 17 17 11 17 13 28 6 6 28 7 split_gain=7.70845 7.55159 10.1431 6.28719 6.17719 13.2524 7.56713 8.32857 7.50231 7.71295 13.2405 13.4776 9.305 8.72609 8.58183 11.8859 15.7813 8.20479 8.06512 8.31461 7.60971 7.47799 7.21121 7.07322 6.86276 6.74128 10.5471 6.24125 6.05521 6.04244 5.92918 7.96227 6.88201 5.9144 15.4666 6.24127 5.74521 5.57988 5.55959 5.53447 6.97164 9.37944 10.9227 9.42451 8.7407 6.32398 threshold=48.000000000000007 1.5364585567617275 47.00000190734864 0.76093317294880658 723.50000000000011 853.75000000000011 10.500000000000002 658.25000000000011 0.96226458881586163 1.5000000000000002 40.86358833312989 1761.2500000000002 3.5000000000000004 28.275721549987797 0.24138972110171222 4977.5000000000009 35.51033020019532 272.14347839355474 0.94745287293585789 3.5000000000000004 9.5000000000000018 2072.5000000000005 66.403911483042009 65.002330780029311 -11.309931755065916 143.04377746582034 4473.0000000000009 0.39042152883477094 17.500000000000004 0.33469616079358239 295.44073486328131 180.05303192138675 1.0514140291450551 5.5000000000000009 1059.7500000000002 1065.2500000000002 52.818492307532757 108.236538197408 0.78161540851196032 68.977323970944795 185.06473001131107 3160.7500000000005 0.53333333581468612 0.4063497721426968 10901.500000000002 -89.935768127441392 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 36 -2 5 28 -7 -8 9 14 13 20 17 21 15 16 24 18 19 27 23 29 -10 -12 -6 -16 -27 -13 -1 -11 31 32 -28 -24 38 -36 -3 -20 -35 40 41 42 43 -34 -43 -42 right_child=1 2 -4 -5 8 6 7 -9 22 10 11 12 -14 -15 25 -17 -18 -19 37 -21 -22 -23 33 -25 -26 26 30 -29 -30 -31 -32 -33 39 34 35 -37 -38 -39 -40 -41 45 44 -44 -45 -46 -47 leaf_value=0.0001666438703248379 -0.00033297977501156221 -0.0020038843688560612 0.00039661860397822133 0.00012187258888129106 -0.0064817579772543663 -0.00062353068658252571 -0.014033740389190487 -0.0022165350643109818 0.00026477281586801066 -0.012183135550874528 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181 5563 225 379 328 65 669 169 174 37 2299 internal_value=0 -0.00706235 -0.0275403 -0.0042624 0.00122578 -0.00108482 -0.0218859 -0.190408 0.00475115 0.000109504 -0.00344761 -0.0306335 -0.0565827 0.000372168 0.0135583 -0.0503149 -0.119331 -0.0476781 -0.0437362 -0.109407 0.0024314 -0.00657776 0.0101345 0.0174595 -0.0894267 0.0175423 -0.00155487 -0.178599 0.000305955 -0.00851746 0.000206393 -0.0106931 -0.00162836 0.044599 0.0214737 -0.235908 -0.0433624 -0.0285028 0.0372377 -0.0333648 -0.0450689 -0.110212 -0.230512 -0.367193 -0.0403494 -0.014316 internal_count=890041 131705 15842 115863 758336 458093 28709 264 300243 161228 127504 15708 8801 111796 33724 1980 1104 8187 8062 1518 6907 69060 139015 5732 1039 31744 11682 810 429384 66741 11642 9440 8602 5817 3812 220 11389 6544 3592 3808 3480 1116 410 241 706 2364 shrinkage=0.0306829 Tree=152 num_leaves=47 num_cat=0 split_feature=0 14 21 4 28 21 13 9 5 22 27 20 23 6 28 13 27 21 17 25 28 21 17 9 28 21 28 13 18 10 17 23 6 4 17 4 27 24 14 17 17 26 18 22 13 25 split_gain=7.1576 5.34847 4.97046 4.57721 4.59789 4.41174 6.24727 5.51686 5.37372 4.30545 4.68853 4.35463 6.11855 7.35462 6.54827 5.1548 5.11374 8.54574 11.7242 8.34619 11.4329 9.15875 14.0418 8.26879 7.89494 6.57527 9.03256 10.16 6.41381 10.5105 6.27565 7.05177 6.23406 8.84297 6.21366 8.33323 6.07142 12.7151 6.75435 5.93696 5.90344 5.73776 7.51052 5.72555 5.60548 5.546 threshold=33.000000000000007 19.815791517660283 9.5000000000000018 30.92057037353516 776.25000000000011 1.5000000000000002 75.998377518311983 0.92364418723743669 45.32898139953614 281.25000000000006 1.5000000000000002 0.59785493350189289 0.62858859890109897 0.53846154043441197 535.25000000000011 22.343878817410829 14.500000000000002 5.5000000000000009 84.296308533178632 1176.7500000000002 1384.7500000000002 2.5000000000000004 48.111840127666447 0.92364418723743669 10901.500000000002 7.5000000000000009 966.25000000000011 39.417998383238285 3.5000000000000004 0.96911601508072398 79.65995505874541 0.50899119782775137 0.17054875176539394 10.023406505584719 41.338065309384092 25.696759223937992 41.500000000000007 21.500000000000004 18.812279998951954 33.539348195157331 75.813348182206553 0.58129910069109125 1.5000000000000002 848.25000000000011 23.11500102845967 905.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 5 -3 4 -4 -2 8 -8 -7 10 -1 12 -11 14 -14 -15 17 19 41 24 21 32 -23 -22 39 30 28 -28 29 -27 -18 -32 33 -21 35 -29 -30 -38 -39 -13 44 42 43 -19 -41 -43 right_child=1 2 3 -5 -6 6 7 -9 -10 11 -12 16 13 15 -16 -17 25 18 -20 20 23 22 -24 -25 -26 26 27 34 36 -31 31 -33 -34 -35 -36 -37 37 38 -40 40 -42 45 -44 -45 -46 -47 leaf_value=0.0030784303664902562 -0.0011449655614969277 -8.4969431530665238e-05 0.00029643268942423543 -0.0026107037950512677 0.0016765759650592838 -0.00025280504658948546 -0.00043533080402385639 0.0060912311636700496 -0.0019702656976815689 -8.9205231122429352e-05 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240 59 39 510 2153 7058 1340 15324 867 32 134300 944 internal_value=0 -0.00346438 -0.00161088 0.0130459 0.0152211 -0.0114677 -0.00895029 0.103169 -0.00985216 0.00231228 -0.0210007 0.00266106 -0.00648363 -0.0426182 -0.108257 -0.0163409 0.00357386 0.00707521 -0.0139846 0.0089035 -0.00128987 -0.0283471 -0.0585622 0.00603961 0.0129129 0.000494823 0.00723217 -0.134894 0.00792272 0.0124357 -0.00337198 0.0545024 -0.00367927 -0.279437 -0.0493546 -0.262943 -0.00759433 -0.0517848 -0.0434831 0.0131273 0.0120957 -0.0105093 -0.0789955 0.0646748 0.0114694 -0.00569738 internal_count=890041 360551 292752 21443 20978 67799 61782 493 61289 529490 7805 521685 47347 4264 1219 3045 474338 221948 17729 204219 57650 12288 5523 45362 146569 252390 92034 445 91589 70953 160356 1852 6765 81 337 97 20636 2702 2663 146444 142698 17411 1143 276 141358 16268 shrinkage=0.0306829 Tree=153 num_leaves=47 num_cat=0 split_feature=11 31 16 13 12 22 21 25 22 20 14 5 29 14 1 15 11 22 26 5 22 22 8 14 6 22 1 25 4 18 19 14 17 26 26 25 13 21 14 14 24 24 18 17 12 6 split_gain=6.64074 6.11496 5.88154 5.49702 6.59646 8.63069 6.25965 13.7157 5.3945 4.62494 9.9794 7.88649 7.71383 7.12085 9.99798 6.41699 9.02529 8.76696 6.27335 5.84571 5.74803 7.34294 6.2571 13.2675 13.9379 8.73535 5.71903 13.4357 6.56465 5.49418 5.74562 5.09976 6.74735 5.67178 5.08491 5.52131 5.03869 6.13952 5.76666 6.60651 5.23141 5.30268 7.52988 5.25616 8.79135 5.02681 threshold=0.87019382240317977 1.5000000000000002 175.92911632532787 53.89117366465549 124.88782463805519 709.25000000000011 7.5000000000000009 1000.2500000000001 3988.7500000000005 1.0721817748596847 39.634454929554067 65.002330780029311 1.2903795660498565 22.173796568922686 1604.5000000000002 0.27148698698017065 0.4339879799433724 1991.7500000000002 6.8002404335201332 43.000003814697273 2073.7500000000005 1182.2500000000002 5232.5000000000009 35.645716197521494 0.27637113690413312 4661.7500000000009 10580.000000000002 12406.500000000002 143.56390380859378 2.5000000000000004 1154.2500000000002 27.078779529228331 66.403911483042009 0.98613689791856152 0.99293147430043394 1909.5000000000002 31.731077811546161 15.500000000000002 16.738838098769651 21.865277825506336 32.500000000000007 30.500000000000004 3.5000000000000004 61.840647636338673 91.737067042972697 0.50000001646055647 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 6 5 -5 8 -8 -2 15 11 -11 19 14 -13 16 17 -4 20 -12 21 34 23 31 25 -25 -24 -28 -29 30 -23 33 -33 -22 35 -18 37 40 -39 -40 41 43 -43 -17 -45 -38 right_child=1 -3 9 4 -6 -7 7 -9 -10 10 12 13 -14 -15 -16 36 18 -19 -20 -21 22 29 26 24 -26 -27 27 28 -30 -31 -32 32 -34 -35 -36 -37 45 38 39 -41 -42 42 -44 44 -46 -47 leaf_value=-0.00028631781680930028 6.9982604414177375e-06 -0.00040682396043886288 -0.0017013112025955079 0.0028413011078982282 0.00062966745462788253 -0.010761438627383336 0.0004127040318605846 -0.01254584778532431 -0.0069179640675269879 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33 697 899 152 62118 91 164 100 148 67 71 4051 893 239026 internal_value=0 0.00479082 -0.0015646 0.0063476 0.0192892 -0.170475 0.00422741 0.0128734 2.14963e-05 -0.000438444 -0.00613039 -0.00476672 -0.0698549 0.0442209 -0.134219 0.000945141 -0.020228 0.042016 -0.0306648 -0.186472 -0.0352697 -0.015873 -0.0611781 -0.0922029 -0.271665 -0.453381 -0.0199936 -0.0789679 0.0210618 0.026464 0.0174226 -0.0657334 -0.0173266 -0.109017 -0.0423889 -0.0233117 0.00158665 -0.00299855 -0.134358 -0.209187 -0.00270161 -0.00287888 -0.198816 -0.00270638 -0.0347939 0.00398317 internal_count=890041 217618 672423 200339 28201 182 172138 56334 115804 587272 114838 112432 2406 3193 209 472434 13893 1995 11898 459 11438 6541 4897 2793 359 194 2104 923 547 2519 2428 2434 1149 1285 4022 3123 458541 157397 355 264 157042 156894 138 156756 4944 301144 shrinkage=0.0306829 Tree=154 num_leaves=47 num_cat=0 split_feature=16 21 10 4 26 25 23 21 18 27 24 27 25 22 18 24 28 23 9 20 21 14 6 27 5 25 13 20 27 28 24 12 5 32 28 16 20 20 29 17 26 16 21 14 7 17 split_gain=6.19622 5.89904 6.52565 6.20853 7.8091 8.47111 10.1939 7.53554 7.24599 6.41513 6.19941 8.72745 10.0479 5.73872 6.97455 7.58378 6.42953 6.01551 5.68874 8.25968 7.84215 8.48843 6.76322 6.52287 6.0094 5.77545 6.15251 5.58547 12.2734 5.54321 5.46494 7.18167 6.73131 8.82063 10.1589 10.1455 5.86059 5.59176 5.42777 5.66774 5.40818 5.61598 5.12019 5.89174 5.07164 5.65337 threshold=224.81169364905614 9.5000000000000018 0.69738883250649752 16.999998092651371 0.74641231524375518 662.25000000000011 1.3469090531631844 15.500000000000002 5.5000000000000009 53.500000000000007 31.500000000000004 39.500000000000007 517.25000000000011 601.25000000000011 4.5000000000000009 13.500000000000002 529.25000000000011 1.8668014320212343 0.96086420069785128 1.0671954232673875 1.5000000000000002 34.563523719440717 0.7666666714966438 2.5000000000000004 74.00003814697267 406.25000000000006 20.433635312959364 0.714665254985001 3.5000000000000004 4405.2500000000009 21.500000000000004 74.645183950935902 19.798989295959476 1.5000000000000002 813.25000000000011 178.10663803900522 0.89585687214257925 0.60696149157985069 1.0587195941044041 75.813348182206553 1.6751127418369296 213.01840044384699 1.5000000000000002 22.121762213397933 -11.583683013916014 49.696106192569673 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 13 10 7 8 -7 -5 9 38 11 -3 -13 14 16 -16 27 29 19 42 21 24 -23 -21 -20 26 -22 28 -1 30 32 -32 33 34 35 -15 37 -36 39 -6 41 -31 43 -4 -27 -46 right_child=-2 3 18 4 5 6 -8 -9 -10 -11 -12 12 -14 17 15 -17 -18 -19 20 23 25 22 -24 -25 -26 44 -28 -29 -30 40 31 -33 -34 -35 36 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=0.0065924093306224075 0.0001003513635731423 -0.00010588176523211618 -0.00036818105875209686 0.0017872391438293286 -0.00051395179699485684 0.0011567814993100423 -0.0032992498443134848 -0.0078281507323114362 0.0047050084177177615 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6618 1827 166 444 88632 3584 568 2813 475 42 5546 244 224 673 89473 10891 30493 81024 internal_value=0 -0.00214205 -0.00307394 0.00949382 0.0159731 0.00934576 0.0309187 0.0531511 -0.00525227 -0.00810014 -0.0142602 -0.018717 -0.0866777 -0.00740236 -0.0126577 -0.145452 -0.0121499 -0.00209926 -8.0722e-05 -0.00516675 0.00367558 -0.0211595 0.0440528 -0.0234782 -0.032157 0.00551924 0.0344273 -0.00340424 -0.0298369 -0.00144503 -0.000220845 -0.0945805 0.000364018 0.0252571 0.0480887 0.0667352 -0.0397988 0.0250554 -0.00670502 -0.0204632 -0.0459475 -0.0592851 -0.00160084 0.0146407 0.00426616 0.000760436 internal_count=890041 544020 503681 40339 31694 26899 10856 4795 16043 15760 8645 8412 1543 205914 103423 394 103029 102491 297767 126494 171273 11836 1708 20618 10128 159437 6624 46292 6817 101749 99025 610 98415 9783 6199 5114 1085 610 15685 10139 2724 2500 105876 16403 152813 111517 shrinkage=0.0306829 Tree=155 num_leaves=47 num_cat=0 split_feature=0 13 21 18 8 22 28 5 8 11 20 27 27 28 9 27 29 20 13 21 27 21 25 28 21 16 9 28 11 21 22 23 6 16 7 11 12 7 27 14 16 13 26 8 29 26 split_gain=7.38376 5.91632 4.71969 4.3284 4.30346 4.27206 4.65949 5.95601 5.66198 6.34426 4.62053 5.02062 4.37349 4.21335 5.47453 4.67228 4.39606 4.15947 6.44554 7.93615 5.18349 9.29383 7.75718 11.8848 9.75165 11.0644 9.26107 8.9683 8.86924 7.17482 11.786 10.9768 7.76558 6.67531 7.81247 6.46757 10.8537 7.52279 21.6048 16.6098 11.1027 7.43052 6.50778 6.43199 10.214 6.19681 threshold=40.500000000000007 28.553974301669239 9.5000000000000018 6.5000000000000009 1313.5000000000002 281.25000000000006 601.25000000000011 14.000357627868654 245.50000000000003 0.81956119077331213 0.49692909287658921 2.5000000000000004 14.500000000000002 813.25000000000011 0.95593310542030119 3.5000000000000004 6.7410114574841398 0.59785493350189289 30.400208607427441 1.5000000000000002 14.500000000000002 5.5000000000000009 1176.7500000000002 1384.7500000000002 2.5000000000000004 230.63924080805677 0.92364418723743669 10901.500000000002 0.58959116541353396 1.5000000000000002 5598.5000000000009 1.7748193512326742 0.90909091234057871 107.15282869012709 -46.527797698974602 0.70313489581782274 372.62489168102792 -63.358146667480462 6.5000000000000009 60.087549386724824 234.66155500958072 108.39822954566323 1.096073935374241 1415.5000000000002 1.02837358635231 0.65531488508932767 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 13 5 -4 6 7 10 9 -8 11 -1 -11 14 16 -16 -3 18 -7 -20 21 22 27 24 -24 -26 29 33 -28 -25 43 32 -32 34 -19 36 37 38 39 -30 -40 -41 -37 -31 -45 -22 right_child=1 2 4 -5 -6 17 8 -9 -10 12 -12 -13 -14 -15 15 -17 -18 20 19 -21 45 -23 23 26 25 -27 28 -29 35 30 31 -33 -34 -35 -36 42 -38 -39 40 41 -42 -43 -44 44 -46 -47 leaf_value=0.012611303823429459 -0.00044442387775602362 -0.00076162746601214323 0.00053230871211503122 0.0035358132737094736 -0.0035688459704991044 -3.8050480315308363e-05 -0.003146527596423331 7.2845869031952192e-05 -0.0044633919840696649 0.0019370004185111094 -0.0036562031285965408 -0.00075794786806991372 -0.010073319754539402 7.696973569477733e-05 -0.0015190617857154267 -9.5601492599224535e-05 0.0016130762517344839 0.010315997727765132 0.0006778021451617249 -0.0013834670101197986 0.00046788599252020765 -0.00043036073699855102 -9.2192954949961122e-05 0.00013357875112643243 -0.0030643444493108772 -0.0005430880473326383 0.0015963783834377775 -0.0071528896887706247 0.00010810930991833437 0.0025379079645425086 -0.0045698644517233634 0.00086750249296721699 -0.015091916956259081 0.00034460955431796236 0.00073505827682308011 0.00071846828382981837 0.0022128927323714596 -0.00068779415786603332 -0.0067874862003669848 -0.017978041567954663 -0.021725878382877407 0.0010245160621096085 -0.00043698196568498588 -0.0023393908437403495 0.0002370017974492246 -4.2278734377818516e-05 leaf_count=34 48876 19901 14317 336 245 45646 564 6159 595 588 723 119 30 72051 2219 100043 762 137 2292 7554 24399 21261 7965 10662 2998 3614 5459 150 709 582 944 370 71 175889 193 19740 938 3024 113 76 80 26 5979 2492 3460 275656 internal_value=0 -0.00457722 -0.00226631 0.00176812 0.0150999 0.00170773 -0.0201562 -0.00859928 -0.0659093 -0.0258605 -0.0857516 0.0721249 0.0441281 -0.00356332 -0.00712228 -0.00412248 -0.0219684 0.00201724 -0.00624557 -0.0294508 0.00282594 0.00603165 0.0077675 -0.00119674 -0.0265703 -0.0549581 0.00556198 0.0112899 0.0148892 -0.0125815 -0.0353826 -0.119177 -0.172927 0.0114979 0.153591 0.00828202 -0.0247573 -0.0473175 -0.122319 -0.0507577 -0.423023 -0.428065 0.0146615 -0.0176209 -0.0274319 -2.58986e-05 internal_count=890041 258414 209538 631627 14562 631291 8812 7035 1777 1182 876 153 618 194976 122925 102262 20663 622479 55492 9846 566987 266932 245671 69302 14577 6612 54725 176369 36144 18581 7919 1385 1015 176219 330 30685 4966 4028 1004 811 193 102 25719 6534 5952 300055 shrinkage=0.0306829 Tree=156 num_leaves=47 num_cat=0 split_feature=11 0 9 10 22 17 25 27 28 28 11 17 13 27 19 25 21 10 25 4 5 9 17 28 17 29 22 8 13 27 1 20 14 20 5 18 25 14 14 29 23 20 14 11 29 10 split_gain=6.36273 6.46661 5.56409 7.42206 7.31596 7.00678 6.38469 8.14793 6.26737 5.99499 5.48259 6.40085 6.64667 6.62357 8.23678 6.77297 6.12006 9.84205 5.68122 7.8038 7.1362 7.81477 6.87468 5.66626 6.21262 7.75469 5.32701 6.53767 5.08149 6.3993 5.6005 9.30591 15.4614 8.48407 6.20689 5.05408 5.02172 6.81202 4.89817 6.38163 5.64074 7.0292 10.9088 5.8633 6.56022 5.40365 threshold=0.87373861556305632 22.000000000000004 0.95593310542030119 0.69319389381610985 563.25000000000011 75.813348182206553 1202.2500000000002 4.5000000000000009 535.25000000000011 421.25000000000006 0.73993334417424628 57.819804977364207 78.231334519872618 31.500000000000004 309.25000000000006 517.25000000000011 14.500000000000002 0.8313949172044367 848.25000000000011 27.638791084289554 50.496389389038093 0.9739593846723188 71.95493579180409 1243.7500000000002 66.403911483042009 1.5042178534231245 645.25000000000011 487.50000000000006 51.640191064176186 16.500000000000004 1053.5000000000002 0.99999291111961786 35.645716197521494 0.83159592854777287 39.00000190734864 3.5000000000000004 1297.2500000000002 25.264838714483478 26.69088083526476 2.2155826737366962 0.954629664572748 0.97009534754113946 37.795869299156962 0.56301795975366875 0.95574609236343178 0.9878631607117111 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 38 4 5 6 8 -8 9 -4 18 13 26 -12 -15 16 -16 -18 22 20 -20 23 -1 24 25 36 27 -13 29 30 -2 32 33 -32 -33 -24 -22 -38 39 -3 41 -40 43 44 -43 -41 right_child=28 2 3 -5 -6 -7 7 -9 -10 -11 11 12 -14 14 15 -17 17 -19 19 -21 21 -23 35 -25 -26 -27 -28 -29 -30 -31 31 34 -34 -35 -36 -37 37 -39 40 45 -42 42 -44 -45 -46 -47 leaf_value=0.00033711333011327406 -7.4252309296334821e-05 -0.00042348762919800485 -0.0013457519765644962 9.9038433220870293e-05 -3.1733516890587084e-05 -0.0047103316689702376 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356 1616 9000 195 115 6235 19764 898 32 3916 1970 107 460 1895 790 32623 96327 52 731 163 137 1773 306 57 47 5572 784 57374 180 985 2212 171 165 internal_value=0 -0.00137852 -0.00364721 -0.00130835 -0.00660263 -0.0158156 -0.0148684 0.143928 -0.015622 -0.00528514 0.00277348 -0.00113876 -0.0364519 0.000114509 -0.0231163 -0.0279936 -0.0818146 -0.210518 0.00855076 -0.00303028 -0.0260934 -0.0617395 0.0135596 -0.0572911 -0.102127 -0.0851041 -0.0476654 -0.018602 0.00498774 0.00280476 -0.00414907 -0.0475757 -0.199822 -0.394454 -0.0261737 0.052646 -0.13445 -0.342474 -0.00900604 -0.014948 -0.0028946 -0.0259959 -0.0607871 -0.0264123 -0.146483 -0.0963806 internal_count=890041 686505 443935 309050 142608 53723 53356 252 53104 27871 242570 144630 4957 139673 11282 10926 1926 310 97940 29570 9806 3571 68370 3539 1569 1462 4532 2637 203536 170913 74586 2856 352 189 2504 4222 1002 104 134885 68391 66494 9120 3548 2563 351 949 shrinkage=0.0306829 Tree=157 num_leaves=47 num_cat=0 split_feature=0 29 4 20 25 26 14 20 21 4 17 13 22 15 23 24 25 19 29 25 28 24 17 18 6 19 28 17 6 22 4 13 9 11 11 5 28 23 26 7 7 21 7 14 22 23 split_gain=6.66884 7.27221 9.39921 5.17323 5.44726 5.62241 5.18718 6.44831 6.21011 5.70871 4.98167 4.89882 4.87555 5.65272 8.76231 5.70323 4.88719 4.76617 4.58366 4.55142 13.5488 12.4731 21.2668 12.942 14.6453 10.6486 9.35505 8.94015 8.69111 11.1822 13.0252 8.50813 7.53403 8.89854 9.12031 11.8808 8.55763 10.9983 13.4101 17.7851 10.0316 9.94243 11.3422 10.1613 7.6464 7.59494 threshold=48.000000000000007 1.5364585567617275 43.003486633300788 0.69533380229792663 626.25000000000011 0.046570022082550559 15.866149840537785 0.29489412731056469 15.500000000000002 11.00072765350342 52.818492307532757 35.26009177197384 545.25000000000011 0.53532703505046952 0.62858859890109897 10.500000000000002 1000.2500000000001 186.25000000000003 3.9261472185802591 1128.7500000000002 1384.7500000000002 6.5000000000000009 58.008228938778281 1.5000000000000002 0.40000000442866041 1315.2500000000002 10901.500000000002 40.646471576616413 0.52631579945644613 3395.7500000000005 26.274285316467289 78.231334519872618 0.93072622102263158 0.58959116541353396 0.73318939549212148 123.00122833251955 2743.5000000000005 1.1722478387835813 0.3769891407019354 -53.130102157592766 -1.0000000180025095e-35 2.5000000000000004 -6.3401911258697501 40.768735031301993 1039.2500000000002 1.5899902632584584 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 11 10 6 -5 -6 7 -1 12 17 -3 -2 -8 14 16 18 -14 -9 -15 26 21 28 23 -23 -25 27 -7 -26 29 31 -31 -21 -22 45 35 36 40 38 -38 -40 44 42 -41 -43 -35 -34 right_child=1 2 -4 4 5 19 8 9 -10 -11 -12 -13 13 15 -16 -17 -18 -19 -20 20 32 22 -24 24 25 -27 -28 -29 -30 30 -32 -33 33 34 -36 -37 37 -39 39 41 -42 43 -44 -45 -46 -47 leaf_value=-0.00036471572394648923 -0.00033137096407096303 -0.0020006214673870476 0.00025412800772165356 -3.8388943389688456e-05 -0.0037659290381800003 0.00020662343339177908 -0.0010931786255829433 -0.0024681171291862968 -0.0089149358366832354 2.5298985290094764e-07 -0.00067393601449675913 6.8493072766035666e-05 -0.0021698273618140033 -0.00047830742687511254 -0.0025153594792858927 0.00042804898233083976 0.00061976044341177107 0.0010921116474713452 0.0053041828445353732 -0.001369414989266303 -0.00025200701349659696 -0.00053590932794598352 -0.0081586371074491293 0.0010714065095195917 -0.011961964732556112 -0.00011812489791615577 -0.007509542630868055 -0.0051671728944917795 0.00038030022561807194 -0.015092932580010794 -0.0027944634052880341 0.0010671378243155931 0.0018028775620963487 -0.0084930354747717544 0.0004824461120915912 0.0019626889482647386 0.00097257363876714726 0.0024620703470630166 -0.0088146771536836317 0.0020040475224770765 -0.0058626396604788498 0.0022535719554592649 -0.0053130097151997844 -0.011967059891397448 0.00038019677015075411 -0.0029553003612221465 leaf_count=20103 54784 5371 5148 293832 347 283094 8048 368 81 14962 5288 60918 788 17751 2475 12018 2368 9306 130 3611 24890 5098 455 454 246 280 148 704 9744 87 1190 2154 5515 94 30369 1300 505 346 630 524 284 66 322 167 3343 335 internal_value=0 -0.00668693 -0.0268057 0.00102682 0.00197531 0.00449467 -0.00616359 0.00140366 -0.013918 0.0122485 -0.0437523 -0.00393834 -0.0134038 -0.00836972 -0.0374345 -0.00289583 -0.00250148 0.0311796 -0.0142186 0.0046121 -0.00146944 -0.0219109 -0.056614 -0.042573 -0.118579 -0.175236 0.00660276 -0.22575 -0.00694932 -0.0337154 -0.118383 -0.0149607 0.00567957 0.0135744 0.00797818 -0.0230496 -0.0410597 -0.085561 -0.111472 -0.153778 -0.0104434 -0.0758283 -0.0254517 -0.258741 0.00448195 0.049878 internal_count=890041 131509 15807 758532 670134 376302 88398 44739 43659 24636 10659 115702 43578 35530 5631 29899 3156 9674 17881 375955 92713 24023 7237 6782 1684 1230 283242 950 16786 7042 1277 5765 68690 43800 37950 7581 6281 2560 2214 1709 3721 1079 846 233 3437 5850 shrinkage=0.0306829 Tree=158 num_leaves=47 num_cat=0 split_feature=0 14 21 27 28 7 7 28 14 27 20 14 26 16 26 26 0 8 19 14 23 13 11 6 27 19 20 29 28 14 21 27 8 25 25 26 20 21 5 28 15 5 25 21 27 28 split_gain=6.00082 5.74116 5.5316 6.00246 5.77649 11.5503 7.35234 8.18659 6.53999 6.1667 6.72758 5.75901 5.25952 4.83112 4.71904 4.38549 5.98798 4.25343 4.62377 6.73583 4.19766 5.69183 7.26132 4.16509 5.02864 4.24708 4.11929 4.55564 3.96553 3.94501 3.92267 3.99486 3.87455 5.42936 4.17581 3.88821 7.07009 4.94012 8.31746 5.69219 3.86394 3.81577 3.7854 10.4687 10.6177 7.9321 threshold=29.500000000000004 19.815791517660283 9.5000000000000018 26.500000000000004 690.25000000000011 -36.869897842407219 -55.304843902587884 626.25000000000011 23.773739655568804 44.500000000000007 0.99999291111961786 30.961674967182763 1.0485811405054979 185.48804648588825 0.74641231524375518 1.3407502288176725 52.500000000000007 1695.5000000000002 727.25000000000011 29.595423973552496 0.99999291111961786 70.25466963949161 0.82721548078690943 0.83217591156957382 17.500000000000004 255.25000000000003 0.85222874666587789 0.95896882095586211 854.25000000000011 20.296858528723174 5.5000000000000009 35.500000000000007 884.50000000000011 1516.2500000000002 505.75000000000006 0.84713647761453836 1.0853895326146934 1.5000000000000002 49.491792678833015 4780.5000000000009 0.71938348727765355 45.000003814697273 848.25000000000011 6.5000000000000009 24.500000000000004 976.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=42 20 3 13 5 6 -5 8 -8 12 -11 28 -7 -3 -4 23 29 18 19 -16 21 -2 -23 24 -15 -25 27 -20 30 -17 -6 -32 33 34 -27 36 37 -34 39 -39 -35 -22 -1 -44 -45 -46 right_child=1 2 14 4 11 9 7 -9 -10 10 -12 -13 -14 15 17 16 -18 -19 26 -21 41 22 -24 25 -26 32 -28 -29 -30 -31 31 -33 35 40 -36 -37 -38 38 -40 -41 -42 -43 43 44 45 -47 leaf_value=0.00011721694078550439 -0.00023937839819482807 -0.00035900695852746832 0.0019547851408135844 -0.0016971211567231896 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5524 138 312 199 26 53 969 5469 115055 14787 157 5747 86 495 235 12829 243 244 49 40038 6758 8129 398 656 44745 7229 753 557 22 36213 8823 61 953 154 39 454 2049 94412 2429 1655 105 internal_value=0 -0.00286818 -0.00108087 -0.00221752 -0.0177264 -0.0321041 -0.111833 -0.193697 -0.301763 -0.0206619 -0.299055 -0.000371462 -0.0186612 -0.00100791 0.0129922 0.000514314 -0.00783477 0.00939172 0.0101858 -0.000561124 -0.0103698 -0.00701904 0.100699 0.00253593 0.00517099 -0.0050206 0.0280797 -0.0363895 0.00710421 -0.00394483 0.00155196 -0.00544089 -0.00475374 -0.00893381 -0.0101104 0.0124005 -0.030459 -0.0184773 -0.0560261 -0.0224595 0.0972794 -0.0255747 0.00232868 -0.0031663 -0.0520837 0.00706115 internal_count=890041 428198 345807 319964 23150 12661 1589 649 337 11072 79 10489 10993 296814 25843 259825 50649 24130 24044 15022 82391 67513 487 209176 155093 54083 9022 893 9520 44902 8864 7982 54034 43447 42971 10587 1764 1703 1146 992 476 14878 461843 98601 4189 1760 shrinkage=0.0306829 Tree=159 num_leaves=47 num_cat=0 split_feature=0 13 26 0 24 16 17 27 13 25 23 19 7 20 6 28 25 13 22 26 20 15 6 27 20 27 22 5 17 12 6 22 28 5 9 1 28 20 27 16 27 23 7 26 17 15 split_gain=5.74796 5.20603 3.91725 5.74606 4.88891 4.2186 4.39755 5.31939 9.3283 5.50228 5.00128 4.96254 5.8777 4.98879 4.90794 4.88518 5.31359 4.58623 5.10788 4.50091 5.51942 5.03638 4.3993 5.50708 4.57545 4.32649 4.68447 4.01608 3.96353 5.22811 3.94759 3.89316 3.80275 5.55934 5.06992 4.71486 6.62718 4.35949 4.42127 3.79318 3.73484 3.69326 3.92384 5.92776 4.70622 4.43916 threshold=40.500000000000007 28.553974301669239 1.6021409881777728 52.500000000000007 4.5000000000000009 158.95229969120757 36.490354087150244 5.5000000000000009 284.00495221832892 786.25000000000011 0.49833331481460913 1078.2500000000002 -1.0000000180025095e-35 0.89585687214257925 0.32434884650281237 17205.500000000004 12406.500000000002 169.93185718354383 5598.5000000000009 0.93864786253757992 1.1441840856504177 0.72726082667346714 0.78313770264564819 45.500000000000007 1.1479858987981759 14.500000000000002 502.75000000000006 31.112698554992679 64.491615398166928 120.73097038856281 0.88000001364787606 281.25000000000006 601.25000000000011 14.000357627868654 0.99005328471279974 186.50000000000003 1384.7500000000002 0.49692909287658921 2.5000000000000004 107.15282869012709 25.500000000000004 0.86161735814111362 -77.880481719970689 0.66879456323445718 79.65995505874541 0.65143860564804668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=31 -2 5 27 -5 -3 -7 10 9 22 -8 13 41 -12 17 -16 -17 18 -14 20 -11 -22 -9 25 -25 -24 -27 -4 -21 -30 -18 32 33 37 35 36 -34 38 -1 -29 -28 -13 43 -43 -45 -44 right_child=1 2 3 4 -6 6 7 8 -10 19 11 12 14 -15 15 16 30 -19 -20 28 21 -23 23 24 -26 26 40 39 29 -31 -32 -33 34 -35 -36 -37 -38 -39 -40 -41 -42 42 45 44 -46 -47 leaf_value=0.012091114536541162 -0.00040626990464597533 -0.00062988105795027153 0.0032481672464547877 0.00015269177137969516 -0.0020436587373480787 0.0011295641947466114 0.0011563431066476276 7.3184160849707993e-05 -0.019904555593491049 7.181075873904996e-05 0.0013827961078418719 -0.0014180311892687764 -0.0046945464725285709 -0.0012814673152661069 -0.00038443906211451436 -0.018635061897420934 -0.0051109404984552853 -0.00030699659651775612 -0.019311268704803888 0.00067307112485529713 -0.00058241977202554867 -0.0060613465690318143 -0.00083984840123887982 -0.0023188275041520195 -0.015774811251366944 -0.0019059790994344389 0.00036336424907146281 0.005896375802076562 0.0012077184190352895 -0.0022437790489254427 0.0042339318377714484 5.9772067599215413e-05 -0.0015201337037720401 5.5352358416019826e-05 0.0033554772820021087 -0.0036019251975609825 0.0077103998607155029 -0.0035574653789521289 -0.00059029240107559252 -0.00028497288541391849 -0.00071258044893581624 -0.0076910603443672391 0.0013816271059035492 -5.5084545978527806e-05 -0.010970068787885055 -0.00043344181362292241 leaf_count=33 48866 9794 315 1345 3283 3325 1800 74108 22 17227 717 1047 362 8572 4493 23 216 256 24 27619 391 265 10619 61 39 1193 11842 94 694 1021 53 622911 493 6174 160 1043 86 721 120 16285 4085 108 4604 1743 38 1751 internal_value=0 -0.00394675 -0.00177819 -0.014624 -0.0458025 -0.000322156 0.000787679 0.000103148 0.00239626 0.00249229 -0.013153 -0.0169648 -0.00554281 -0.0350625 -0.0316903 -0.020675 -0.146011 -0.11379 -0.182622 0.0114167 -0.00108784 -0.0911162 -0.00164105 -0.012359 -0.246609 -0.0115145 -0.00167862 -0.00598054 0.0190398 -0.0276076 -0.106566 0.0016525 -0.0191979 -0.00876297 -0.0604692 -0.0772217 -0.00485954 -0.0834089 0.0699059 -0.0081315 0.0028486 0.00973032 0.0168356 -0.02318 -0.00938538 0.02873 internal_count=890041 258300 209434 21322 4628 188112 178318 174993 149186 149164 25807 24007 14718 9289 5427 4785 292 642 386 47217 17883 656 101947 27839 100 27739 17120 16694 29334 1715 269 631741 8830 7048 1782 1622 579 874 153 16379 15927 9291 8244 1889 1781 6355 shrinkage=0.0306829 Tree=160 num_leaves=47 num_cat=0 split_feature=18 0 14 16 15 21 27 17 7 7 22 23 29 27 4 28 16 25 26 0 18 10 21 28 28 7 19 8 13 20 25 6 13 1 15 29 19 25 18 13 28 14 16 20 21 17 split_gain=5.93896 5.64281 5.55477 4.53203 4.67744 3.94023 5.97844 5.46353 5.93699 6.02634 8.79674 5.54205 5.88919 4.70091 4.47483 4.72481 4.2708 4.57836 4.2314 5.58268 3.83782 8.89467 6.31283 6.98455 7.61028 5.41081 5.3217 4.20929 4.54244 9.27185 4.50644 4.89855 4.56148 5.88872 9.98662 4.53321 4.21653 4.14432 9.47679 8.23804 11.6134 11.4518 14.1341 16.4449 10.727 9.12183 threshold=6.5000000000000009 29.500000000000004 19.815791517660283 158.95229969120757 0.17542584223009952 9.5000000000000018 26.500000000000004 56.307308099444924 -33.615655899047844 -62.091485977172844 597.25000000000011 1.0476467331118495 0.78211439814894967 46.500000000000007 30.92057037353516 776.25000000000011 221.83935489511578 762.25000000000011 1.3407502288176725 52.500000000000007 4.5000000000000009 0.68084849427877214 14.500000000000002 413.25000000000006 537.25000000000011 -6.3401911258697501 389.75000000000006 263.50000000000006 34.036664861648255 0.85871360215092774 678.25000000000011 0.57500001146862501 44.665019741346036 574.50000000000011 0.44535609912195934 0.93654997374409255 582.25000000000011 848.25000000000011 1.5000000000000002 70.25466963949161 1128.7500000000002 33.242549656053036 233.95842868439107 1.1678356819060338 6.5000000000000009 56.827675004055401 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 20 -3 4 -4 6 18 8 9 -8 -11 12 -10 16 15 -7 17 -14 -5 -20 37 22 23 -22 -25 -23 -24 -27 -29 -30 31 32 33 -31 36 -36 -35 -1 -39 40 45 44 -43 -44 -42 -40 right_child=-2 2 3 5 -6 14 7 -9 11 10 -12 -13 13 -15 -16 -17 -18 -19 19 -21 21 25 26 24 -26 27 -28 28 29 30 -32 -33 -34 34 35 -37 -38 38 39 -41 41 42 43 -45 -46 -47 leaf_value=0.00013051646152248717 0.0037094403969085703 -0.00030889899640320126 0.0087447035412039683 5.723621196512274e-05 -0.0006598509002618152 0.00026633267658464149 -0.00098828278351517401 0.00060139701798281569 0.00073506510712310587 -0.010425629102346675 -0.0026231559657590004 7.388044076506616e-05 -0.002369623842261409 -0.015853928721199569 -0.0023244832590206977 0.0015789050708462525 -0.00046505689446997382 2.2725528227694245e-05 -0.00012484069832723128 -0.0010584962098246701 -0.017701084474563138 0.0023497230672967669 0.0039304580326888511 0.0017004098929241053 -0.0038230100382112757 -0.0045434203651711254 -0.012337635628644242 0.0016243231722656128 -0.0091112327042452354 -0.00038470436528791833 0.0015532548278559097 0.0015416569491316745 0.00024889121969309949 -0.020295373139143643 -0.013831595621317817 -0.0029506561953881382 -0.0040922920924487257 6.2379766824360134e-05 -0.00020022768643988411 0.00067362405208011913 -0.00081076619222423131 -0.0022515366449838725 -0.013807175384022069 -0.0014437079721844762 -0.0063538931138808147 -0.0029727574817906164 leaf_count=357423 406 82463 50 231419 11736 22007 1245 3494 1504 178 577 7782 3854 21 572 2925 3280 936 47068 6915 27 716 23 361 672 234 107 877 124 376 714 437 490 54 39 476 21 77454 11533 3554 3147 710 276 160 367 1237 internal_value=0 -7.75513e-05 -0.00269299 -0.000933183 -0.0202052 -0.000252669 -0.00124092 -0.0167974 -0.0233606 -0.0749561 -0.145445 -0.0174222 -0.0335053 -0.0441867 0.0116926 0.0136989 -0.0429571 -0.0619936 5.71474e-06 -0.0079666 0.00234761 -0.0233305 -0.100318 -0.0748111 -0.0616877 -0.00323067 -0.308297 -0.0181045 -0.009675 -0.0297821 -0.0170746 -0.0426086 -0.0704774 -0.110341 -0.17267 -0.123021 -0.513593 0.00267138 -0.00307402 -0.0219247 -0.0308717 -0.0736017 -0.160408 -0.302127 -0.045292 -0.0152788 internal_count=890041 889635 428026 345563 11786 333777 308273 22871 19377 2000 755 17377 9595 8091 25504 24932 8070 4790 285402 53983 461609 5748 1190 1060 1033 4558 130 3842 3608 2731 2607 1893 1456 966 590 515 75 455861 98438 20984 17430 4660 1146 436 3514 12770 shrinkage=0.0306829 Tree=161 num_leaves=47 num_cat=0 split_feature=11 7 9 12 8 27 7 15 26 4 19 24 0 21 5 21 15 14 4 19 15 16 1 4 30 29 16 6 24 27 26 6 20 12 15 21 19 23 27 22 14 25 26 20 6 23 split_gain=5.34082 7.64776 8.44699 6.13132 11.3797 5.28494 9.59889 8.80688 7.15139 9.62121 7.13908 6.21247 8.46371 6.56014 6.1162 5.92251 7.27139 7.33012 11.8736 5.55577 5.26682 8.46896 6.38734 5.25743 5.21248 5.14589 5.63 8.60796 5.14183 4.82104 6.41195 10.5301 7.0604 6.36894 5.7433 5.84333 5.10403 6.57244 5.04616 5.70715 6.79037 4.76908 5.31498 5.03766 5.84592 5.32644 threshold=0.87019382240317977 -4.7636413574218741 0.95498895059990607 498.69700551341992 14035.500000000002 7.5000000000000009 -1.0000000180025095e-35 0.28570185707599155 0.62752983066419443 47.00000190734864 358.25000000000006 7.5000000000000009 33.000000000000007 2.5000000000000004 32.999361038208015 2.5000000000000004 0.34396075257062581 43.594857663142342 46.000432968139656 285.25000000000006 0.19967855627481468 231.1203954251321 10580.000000000002 96.002101898193374 1.0000000180025095e-35 0.3835117063483327 211.66977924992921 0.30254096341048914 4.5000000000000009 31.500000000000004 0.72918761123519604 0.77777778116249519 0.9653647055755491 105.50914498161482 0.79525748257936579 14.500000000000002 748.25000000000011 0.85334603478193849 34.500000000000007 659.75000000000011 21.964957674678072 7024.2500000000009 1.083209351988381 0.97883971015141691 0.53648610521702389 1.4327209449483234 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 15 8 -8 20 25 12 19 -13 -14 23 -17 -18 -19 -7 22 -22 28 -3 -2 26 -9 -28 -10 -15 32 33 -31 36 35 -33 -32 -38 39 40 -35 43 -43 -12 45 -45 right_child=24 5 3 -5 -6 11 7 10 9 -11 41 13 14 29 -16 16 17 18 -20 -21 21 -23 -24 -25 -26 -27 27 -29 -30 30 31 34 -34 38 -36 -37 37 -39 -40 -41 -42 42 -44 44 -46 -47 leaf_value=-0.00010619246440550517 0.00017917132688387565 0.001172153976208476 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0.0013216112087123819 leaf_count=135380 200223 7128 166852 1233 34 1932 1343 1798 563 478 10445 4620 14483 210735 14163 530 1301 87 401 31418 554 133 92 2407 17318 3686 31 245 51 4601 6750 1077 973 233 3232 108 187 386 3880 1843 403 4183 592 6274 25044 611 internal_value=0 -0.00130037 0.00241803 0.00715217 0.00663308 -0.00435871 -0.0123226 -0.0177839 -0.0686094 -0.108574 -0.0146964 -0.00256031 0.00635988 -0.00487392 -0.0062472 0.0135338 -0.0317905 -0.0622688 -0.166784 0.0171887 -0.15058 -0.212914 -0.0899242 0.024557 0.00439986 -0.0479303 -0.087777 -0.220758 -0.0531056 -0.00413844 -0.0176693 -0.0268025 0.0119866 -0.0130976 -0.0692547 -0.128806 -0.0332028 -0.123815 0.0100555 -0.0251868 -0.106865 -0.0106364 0.0193238 -0.0140125 -0.0202488 -0.0460556 internal_count=890041 672500 303499 168119 166886 369001 67977 56123 3214 1871 52909 301024 61996 239028 28646 11854 2319 1789 488 33350 1393 687 706 9535 217541 5760 2074 276 614 234408 23673 18099 5574 13682 4417 1185 7323 573 6359 2479 636 47149 4775 42374 31929 6885 shrinkage=0.0306829 Tree=162 num_leaves=47 num_cat=0 split_feature=11 7 9 15 21 14 29 7 4 14 16 1 12 15 29 8 6 16 7 7 25 14 6 17 24 5 21 25 4 16 1 5 11 17 24 24 19 21 29 4 24 15 16 1 25 11 split_gain=5.33486 7.56469 7.88464 7.63229 6.19739 12.6325 12.9219 7.86986 10.7292 6.41545 6.61124 10.3884 6.29416 5.9214 7.64429 11.6821 7.00954 5.79731 5.78621 7.65751 8.6439 6.54695 5.92429 5.51702 5.44677 5.34673 5.35026 8.66523 7.22068 5.07471 5.03177 7.54745 6.56067 5.60478 5.35705 5.01307 4.9625 4.86836 4.75694 4.92858 7.19201 9.96097 9.00234 6.63084 4.69253 4.6444 threshold=0.87019382240317977 -1.0000000180025095e-35 0.96592630834241577 0.27148698698017065 1.5000000000000002 37.795869299156962 1.0050116343112616 -67.332862854003892 180.05303192138675 29.055128142898678 222.7468260924002 2897.5000000000005 129.34062043356599 0.27148698698017065 0.42021468622782093 5232.5000000000009 0.27637113690413312 242.02357172232055 -62.091485977172844 -68.198589324951158 3977.2500000000005 48.284756151290715 0.49507966699869727 66.403911483042009 4.5000000000000009 46.000061035156257 7.5000000000000009 1000.2500000000001 34.937911987304695 208.75472968146428 3809.5000000000005 78.523315429687514 0.68878496998469041 66.403911483042009 5.5000000000000009 5.5000000000000009 32593.000000000004 6.5000000000000009 0.37069609813927124 47.00000190734864 4.5000000000000009 0.19967855627481468 231.1203954251321 10580.000000000002 9117.0000000000018 0.78274118899118916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 38 7 9 18 13 -9 10 11 12 -6 14 -1 17 -17 -16 19 21 29 -7 35 -4 -11 26 -2 -28 -29 -21 31 33 -33 -24 -35 -20 -10 -8 -3 40 41 43 -43 -40 -32 -14 right_child=25 3 23 -5 5 6 37 8 36 24 -12 -13 45 -15 15 16 -18 -19 22 20 -22 -23 30 -25 -26 -27 27 28 -30 -31 44 32 -34 34 -36 -37 -38 -39 39 -41 -42 42 -44 -45 -46 -47 leaf_value=0.00081480106920924964 -4.4944385607298827e-05 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0.00037355437335447045 leaf_count=480 125957 1995 89407 323367 81374 537 13300 22923 182 7076 68389 229 9841 9053 374 286 135 47 437 65 33 368 1013 8804 25527 33430 57934 122 25 93 539 171 101 223 69 43 743 324 661 489 1058 460 157 86 44 2070 internal_value=0 -0.00138787 0.00188686 -0.00482247 -0.00113627 -0.00315318 -0.0289999 0.0113499 0.0213521 -0.00084631 -0.00342351 -0.00888824 -0.00941046 -0.011641 -0.0741581 -0.131572 -0.0137831 -0.249361 -0.0810998 -0.142179 -0.324126 -0.103779 -0.0557429 0.00946196 0.0119518 0.00430983 0.00219653 0.0101367 -0.232346 -0.421349 -0.0334118 -0.062758 -0.21429 -0.0311742 -0.153238 -0.156233 -0.0842378 -0.014713 -0.0439691 -0.0697471 -0.0882359 -0.136228 -0.230257 -0.0585633 0.045969 -0.0308804 internal_count=890041 672573 344300 328273 246089 211866 17360 34223 23848 194506 161903 93514 93285 10375 1322 842 421 421 3736 1096 191 905 2640 98211 32603 217468 184038 58081 147 158 2160 1577 272 1305 292 480 925 13624 4906 2911 2422 1364 617 747 583 11911 shrinkage=0.0306829 Tree=163 num_leaves=47 num_cat=0 split_feature=18 0 29 4 1 25 24 9 21 4 25 21 4 23 5 6 19 4 28 24 5 5 1 16 25 5 4 26 29 17 16 26 23 1 29 11 11 29 15 23 24 19 25 19 6 18 split_gain=5.3104 5.11664 5.87601 8.43675 5.17457 10.3963 5.84032 5.05878 6.49294 11.5002 12.0937 8.33133 7.69396 7.53418 8.25146 7.2769 9.70548 13.7198 6.79704 6.74348 6.31366 6.23474 9.3205 6.03664 6.0364 5.83913 6.54436 5.76011 5.499 5.4407 6.7125 5.36626 5.23097 7.57614 5.68308 5.19879 10.281 8.00273 5.07514 5.06129 4.9626 4.95548 5.96418 7.62115 4.91413 11.2177 threshold=6.5000000000000009 48.000000000000007 1.5364585567617275 43.003486633300788 723.50000000000011 853.75000000000011 7.5000000000000009 0.96226458881586163 1.5000000000000002 40.86358833312989 1761.2500000000002 3.5000000000000004 28.275721549987797 0.954629664572748 272.14347839355474 0.24138972110171222 4977.5000000000009 35.51033020019532 1974.7500000000002 9.5000000000000018 65.002330780029311 143.04377746582034 4473.0000000000009 227.72506404498122 7024.2500000000009 295.44073486328131 180.05303192138675 1.0514140291450551 0.15721856415347388 68.977323970944795 229.11138859849515 0.33469616079358239 1.186138140697748 3496.5000000000005 1.2903795660498565 0.65626082813582831 0.82248921601642067 1.6433686112230077 0.22112111086748909 0.39976487281254774 3.5000000000000004 1871.5000000000002 741.25000000000011 3196.5000000000005 0.77468469545432417 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 5 44 -7 8 15 12 19 13 18 39 -15 16 17 -6 31 20 23 -17 -23 -11 28 26 27 -24 -9 30 38 -10 -13 34 -34 37 -37 -28 -29 -12 -41 -21 -43 -44 -1 -46 right_child=-2 2 3 -5 7 6 -8 24 9 10 11 32 -14 14 -16 21 -18 -19 -20 41 -22 22 25 -25 -26 -27 35 29 -30 -31 -32 -33 33 -35 -36 36 -38 -39 -40 40 -42 42 43 -45 45 -47 leaf_value=8.1361287718442776e-05 0.0035042344298457568 -0.00010215435048230179 -0.0012226083804348161 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10703 5123 1037 21999 6697 222 39 883 103 324 42765 6524 121 20079 865 67 2571 474 3786 42 4778 1075 3988 2200 123 50 134805 333 2739 66340 63 164 61 255 124 335 681 898 512 387 188 113 156470 1300 internal_value=0 -4.43203e-05 -0.00579929 -0.0238727 0.000955059 -0.00116021 -0.019588 0.00418235 0.000368499 -0.00289716 -0.0282614 -0.052909 0.000661974 -0.0444671 -0.0299661 0.0127103 -0.04628 -0.108425 -0.00587379 0.00303895 0.0170938 0.0163699 -0.00202236 -0.029008 0.00860208 -0.000322442 -0.0111577 -0.00292492 0.00746961 -0.0319656 -0.0436827 -0.00782781 -0.16544 -0.2635 -0.450026 -0.0955613 -0.182198 -0.0238685 -0.128819 -0.108155 -0.123787 -0.0664367 -0.120641 -0.226214 7.18854e-05 -0.00436633 internal_count=890041 889634 131631 15826 758003 457889 28696 300114 161099 127391 15676 8770 111715 8158 6645 33708 1969 1104 68950 6906 5744 31739 11660 1958 139015 11618 9418 8581 135027 3803 3470 66379 612 288 124 837 379 458 731 1513 1410 1162 688 301 429193 157770 shrinkage=0.0306829 Tree=164 num_leaves=47 num_cat=0 split_feature=18 0 9 22 27 7 10 25 13 6 1 28 18 10 28 28 7 25 21 28 27 18 17 18 22 28 14 6 27 7 21 22 6 22 5 22 25 1 14 27 22 13 1 28 10 17 split_gain=5.13406 4.8587 7.72699 6.76935 8.69258 10.0503 6.7376 5.71534 5.34696 6.71593 6.14384 5.84762 4.88344 8.11619 6.05767 4.78213 4.79843 4.68581 11.2868 7.49223 6.85691 6.77964 6.6197 6.17433 6.09402 7.52251 5.65592 5.21752 5.58554 4.79879 4.67001 7.51662 5.86185 5.87398 10.2189 4.93832 4.95173 4.75248 6.03272 8.53094 8.54094 6.06508 5.93764 5.37413 6.15963 4.66054 threshold=6.5000000000000009 22.000000000000004 0.95714654473043748 1521.7500000000002 2.5000000000000004 -88.490081787109361 0.65623452919462144 1228.2500000000002 31.120606714443124 0.78125000720075632 916.50000000000011 2743.5000000000005 4.5000000000000009 0.68084849427877214 413.25000000000006 610.25000000000011 -84.834598541259751 853.75000000000011 6.5000000000000009 640.25000000000011 24.500000000000004 1.5000000000000002 42.344146263468289 1.5000000000000002 1370.2500000000002 1179.2500000000002 27.316462339044232 0.53648610521702389 16.500000000000004 -89.935768127441392 1.5000000000000002 5598.5000000000009 0.24138972110171222 5598.5000000000009 158.99998474121097 8848.5000000000018 662.25000000000011 4780.5000000000009 38.67927355277736 2.5000000000000004 3395.7500000000005 74.000316937189538 1829.5000000000002 805.25000000000011 0.9201228974118264 60.949847984611587 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 30 4 5 8 -6 -8 9 -4 -10 -12 17 14 -14 -7 -17 19 22 -1 21 -20 29 -22 25 27 -24 28 -23 -19 32 37 33 34 -3 36 -34 38 43 40 -40 42 -41 44 -32 -29 right_child=-2 2 3 -5 6 15 7 -9 10 -11 11 -13 13 -15 -16 16 -18 18 20 -21 23 24 26 -25 -26 -27 -28 45 -30 -31 31 -33 35 -35 -36 -37 -38 -39 39 41 -42 -43 -44 -45 -46 -47 leaf_value=3.9923465545075482e-05 0.0034291300423006993 -0.0015931029953949404 0.001448180940053902 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leaf_count=162593 410 1102 233 27793 139749 1670 239686 6511 300 114 99 50 29 3257 845 73 3403 2015 284 89433 62 72 13641 936 189 145 14190 506 369 34479 60145 2514 1759 755 193 10650 14124 3077 167 1566 126 5012 1691 36125 7853 46 internal_value=0 -0.000167447 -0.00193227 0.000252369 -0.00081718 -0.0387741 -0.000232799 0.00291511 -0.143343 -0.0501128 -0.215394 -0.0494102 0.00292718 -0.0312346 -0.116801 -0.022599 -0.0437288 0.00336962 -0.00406782 0.00534488 -0.0685462 -0.108896 -0.00145259 -0.00341196 -0.138907 -0.166524 -0.0130691 -0.135456 -0.216553 0.00740637 -0.00817536 -0.0109475 0.00329568 -0.0482248 -0.089097 0.00727627 0.0184476 -0.00977269 -0.0108315 -0.0363473 -0.204036 -0.0304055 -0.0640016 -0.00873332 -0.0139698 -0.0706659 internal_count=890041 889631 566540 419681 391888 5942 385946 246197 796 347 449 149 323091 4131 874 5146 3476 318960 66934 252026 2609 1611 64325 998 1327 1138 27831 993 441 36494 146859 118276 28583 2050 1295 26533 15883 115762 112685 8562 293 8269 3257 104123 67998 552 shrinkage=0.0306829 Tree=165 num_leaves=47 num_cat=0 split_feature=0 9 22 21 15 22 21 11 21 22 6 22 5 19 21 26 14 27 14 23 14 15 6 6 27 22 26 17 25 21 24 25 12 27 26 26 25 19 15 11 21 22 27 21 19 24 split_gain=5.02726 6.73973 6.4886 7.91345 5.823 5.24897 4.80286 4.93 4.70909 7.16738 5.21962 5.6756 10.1077 5.02614 4.61075 8.01791 4.87686 4.53353 4.56858 4.51617 7.59382 5.77519 8.07449 6.49253 6.64977 6.42482 4.91025 4.39494 6.75081 6.60045 6.4667 6.13092 5.95608 5.19619 6.99058 5.54977 5.89271 6.21872 5.87706 5.65017 8.15426 5.60234 5.8691 9.11236 5.11415 5.83064 threshold=22.000000000000004 0.95433400465694695 1521.7500000000002 1.5000000000000002 0.72148501366615625 406.25000000000006 4.5000000000000009 0.62164696014229126 1.5000000000000002 5598.5000000000009 0.24138972110171222 5598.5000000000009 158.99998474121097 8112.0000000000009 3.5000000000000004 0.99936628618403489 36.31367027430769 2.5000000000000004 22.8235402942449 1.7748193512326742 60.087549386724824 0.65691892670105811 0.70000000580097421 0.3888888946776457 3.5000000000000004 7134.5000000000009 1.1387725782948823 37.505407478337197 848.25000000000011 6.5000000000000009 12.500000000000002 644.25000000000011 102.49137802864847 31.500000000000004 0.63471288485419441 1.3498938648021579 495.75000000000006 898.25000000000011 0.25679665177348587 0.87805876012933626 14.500000000000002 583.25000000000011 33.500000000000007 14.500000000000002 471.25000000000006 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=27 8 3 -3 5 -5 7 14 10 -10 11 12 -2 -12 -4 16 -16 18 -7 20 -11 22 23 24 -22 -24 -23 -1 31 32 -31 33 -30 -29 44 36 39 41 -37 40 -36 -38 43 -43 -35 -46 right_child=1 2 6 4 -6 17 -8 -9 9 19 13 -13 -14 -15 15 -17 -18 -19 -20 -21 21 26 25 -25 -26 -27 -28 28 29 30 -32 -33 -34 34 35 38 37 -39 -40 -41 -42 42 -44 -45 45 -47 leaf_value=0.00038477203702849623 -0.0014786851512384024 -0.00071557813820636966 0.0017857703545353209 0.0008112353021432735 -0.00013748519406882223 -0.0042550032788926393 0.0019588033404298925 0.00020030645112498728 -0.00030312525440480897 -0.0006631465746472717 0.00061870044171254818 0.00072349578684147273 -0.0090923893544928788 -0.00025386348267046849 -0.002624477304777825 0.0021672259449612387 -0.020711133491071447 7.9202478230245326e-05 0.0001484773363454591 0.00070691182391773748 -0.00034203849476210853 -0.0066450601231702652 -0.017870773076421601 -0.0021987048941487105 -0.013358718633827165 -0.0022775633208000257 0.0010484358298245501 6.1286557925782271e-05 -0.0010161775992035842 -0.0040000655753784468 -0.00071099309393192641 0.00033887873324848285 -3.9411613601278599e-05 0.0026046756231904206 -0.0029418740298525797 -0.01484669595047163 -7.3736481564553303e-05 -0.012556275014575048 0.0011293283330208641 0.00017088403966239031 -0.010645423850016057 -0.0032911160497681629 -0.0010224309554424972 -0.018020830384607538 0.0096648534631126569 -0.0016673217286260228 leaf_count=43394 1067 15199 2846 9392 169383 457 1835 25375 100412 949 13994 748 194 11180 25 83 32 211712 431 472 53 114 86 356 122 35 248 142141 7034 847 1677 79179 35737 1039 1027 22 5038 42 1480 438 148 675 2631 42 46 604 internal_value=0 -0.00176553 0.000115956 -0.000934443 -6.5034e-05 0.00330429 0.014259 0.0110511 -0.00808545 -0.0111793 0.00362015 -0.0454319 -0.0863682 0.00753473 0.0494855 -0.127686 -0.416467 0.00228226 -0.0690199 -0.0647871 -0.0859048 -0.146075 -0.202309 -0.149186 -0.306899 -0.435433 -0.044793 0.00317635 0.00172435 -0.00945231 -0.0591449 0.0038827 -0.00651986 0.000232977 -0.0187211 -0.0275133 -0.0359939 -0.0253958 0.02918 -0.0913689 -0.127504 -0.0234735 -0.0551796 -0.135383 0.0413671 -0.0282031 internal_count=890041 566800 436770 406574 391375 221992 30196 28361 130030 102847 27183 2009 1261 25174 2986 140 57 212600 888 2435 1963 1014 652 531 175 121 362 323241 279847 45295 2524 234552 42771 155373 13232 11543 10041 8428 1502 1613 1175 8386 3348 717 1689 650 shrinkage=0.0306829 Tree=166 num_leaves=47 num_cat=0 split_feature=0 17 26 6 14 25 17 26 6 16 17 22 24 16 15 26 28 23 11 4 22 11 25 17 20 15 7 7 28 24 16 30 26 9 26 11 20 7 16 28 24 19 28 28 6 4 split_gain=4.71407 6.31185 5.05252 5.10952 4.40427 8.9697 10.2104 7.09987 6.37713 6.16989 5.66115 5.55608 8.40582 8.28375 5.50558 5.30633 5.30547 7.20869 4.87451 4.71192 5.6861 4.69445 5.68701 9.4138 7.62243 21.173 7.63892 8.4799 7.1468 6.53477 6.30698 5.98293 6.45374 5.91357 7.24169 5.90589 6.09918 5.71739 8.69568 5.52755 11.2604 6.23761 5.05188 4.95213 4.71156 4.63951 threshold=48.000000000000007 55.834303844280903 1.6021409881777728 0.87922706538704343 27.23921496391041 947.25000000000011 53.179323702778781 0.22175900204868229 0.77468469545432417 130.29857508982334 98.659034414719883 577.25000000000011 27.500000000000004 211.66977924992921 0.87240946924350549 2.6712925588926142 644.25000000000011 1.5899902632584584 0.86482017493747709 5.3181071281433114 3988.7500000000005 0.47025481540930986 1128.7500000000002 59.385231697551113 1.0042846221730348 0.9012664211036272 -50.710590362548821 -35.537675857543938 813.25000000000011 12.500000000000002 214.03948003216297 2.5000000000000004 1.2228383527013331 0.98636053578072691 0.99070919700300408 0.835485096578096 0.16165294606663874 -38.615528106689446 135.95286474531761 10901.500000000002 1.5000000000000002 15747.000000000002 10901.500000000002 421.25000000000006 0.39534885385029417 11.999999046325685 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 8 15 -6 19 10 -8 12 -10 -14 -11 -7 -17 -18 -15 -1 45 -9 23 28 26 44 33 39 -23 42 -27 -31 -33 -24 -35 -29 -37 38 -25 -28 41 -41 -30 -39 -26 -21 right_child=1 -3 -4 -5 7 6 9 21 11 14 -12 -13 13 18 -16 16 17 -19 -20 20 -22 22 24 37 25 30 27 35 29 31 -32 32 -34 34 -36 36 -38 43 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00072391660833121473 -0.00012302505452462846 0.00017846117709754533 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leaf_count=6582 72468 35729 8871 14495 1178 35061 566 5860 87960 7877 306 60602 164 262 541 33 55 43 150 21021 112 78233 15763 178 695 44 4238 28794 23413 2291 175 86 71 34 103 30 19190 20 4621 47 184 77 65 3330 2995 345428 internal_value=0 -0.00552754 -0.00975678 -0.00743771 0.000956777 -0.000444722 -0.0140764 0.0051 0.000716268 -0.0435643 0.036507 -0.00481092 -0.00986071 -0.13027 -0.0518587 -0.00629213 -0.207179 -0.32396 -0.205932 0.00292538 0.00340155 0.0046215 0.00373731 0.00819189 -0.00317566 -0.046125 -0.000723296 0.0050866 0.00563106 0.0200202 -0.348224 -0.0291466 -0.217995 -0.0199288 -0.226793 0.00117821 0.014753 0.0409239 0.0630546 0.0463663 -0.0829808 -0.315897 0.0251467 0.00922099 -0.0281955 0.00347041 internal_count=890041 131563 95834 86963 758478 566763 44482 191715 522281 9290 872 149138 88536 576 8418 35192 131 98 412 373143 366561 190537 184677 112308 72369 3909 68460 52560 104159 25926 219 2448 157 15900 137 48014 19220 8149 4799 4546 308 124 23478 3350 3690 366449 shrinkage=0.0306829 Tree=167 num_leaves=47 num_cat=0 split_feature=18 11 7 27 15 26 4 20 23 7 27 13 27 25 25 7 5 7 14 4 11 27 26 20 11 26 28 25 20 13 5 29 11 16 15 21 10 5 11 29 23 15 14 28 7 15 split_gain=4.80368 4.40835 6.4648 9.78688 6.88844 6.99892 8.08586 6.51277 6.24644 8.23006 13.0958 10.5462 6.78278 8.8981 7.91136 7.22288 25.5135 15.444 10.4321 6.72295 8.32889 6.0214 8.02429 8.66354 6.0479 5.94933 5.91079 7.30837 5.86511 5.8616 5.78299 7.06284 9.20985 9.48781 5.74155 5.51233 5.46265 15.7543 5.18923 5.05363 4.9035 6.19502 4.90035 8.43486 5.3216 4.81618 threshold=6.5000000000000009 0.87019382240317977 -1.0000000180025095e-35 7.5000000000000009 0.28570185707599155 0.62752983066419443 43.003486633300788 1.1222460106241339 0.83705212340650237 -89.935768127441392 2.5000000000000004 169.93185718354383 2.5000000000000004 363.75000000000006 5624.7500000000009 -64.970252990722642 138.00018310546878 -76.741542816162095 44.920585588752758 43.003486633300788 0.65626082813582831 31.500000000000004 0.74066891644184596 0.87503923414940377 0.82248921601642067 0.33469616079358239 650.25000000000011 751.75000000000011 0.91034763791698292 147.49509725077391 126.00608444213869 0.97669127025397839 0.63293099034200273 168.8564493758669 0.17542584223009952 7.5000000000000009 0.75938558338261297 87.22021865844728 0.85443087645783844 1.5364585567617275 1.1722478387835813 0.19967855627481468 70.371738109388374 6402.7500000000009 -5.9867463111877433 0.19967855627481468 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 5 -4 45 8 -1 10 19 -12 13 -11 34 16 17 29 -19 20 -10 -5 28 24 -24 -15 27 35 -23 -16 -17 32 33 -32 -14 -25 37 -21 -18 -27 41 -36 43 -33 -45 -7 right_child=-2 -3 3 21 -6 6 -8 -9 9 12 11 -13 14 25 15 30 38 18 -20 36 -22 22 23 26 -26 39 -28 -29 -30 -31 31 42 -34 -35 40 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.00013643189408689841 0.0033443449981635362 0.00011793353513863483 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leaf_count=74462 404 217450 1346 251329 52909 679 493 49200 242 277 4920 221 1164 141 264 1407 1468 26 192 95 786 4322 705 568 1192 10142 5617 27 1334 69 46 380 147 112 349 7065 541 69 42 2537 42257 149057 3189 52 76 671 internal_value=0 -7.01558e-05 -0.00133625 -0.00451064 -0.0165375 -0.0616736 -0.101709 0.00169348 0.00347143 0.0061481 -0.0279094 -0.00256759 0.00724519 0.0292929 0.00580353 -0.0261274 -0.0765024 -0.260689 -0.467607 -0.103086 -0.154666 -0.00203164 -0.0183702 -0.0303531 -0.0935672 0.0254615 -0.0213212 -0.0393892 0.0137778 -0.12523 -0.00693298 -0.0263207 -0.172581 -0.340193 0.00704052 -0.0375521 -0.0278753 -0.187752 -0.0092924 0.0277332 0.00661527 0.00930526 -0.0142543 -0.105473 -0.327494 -0.141737 internal_count=890041 889637 672187 328257 56098 3189 1843 343930 294730 220268 6874 5141 213394 13097 200297 7470 2061 551 218 1733 1028 272159 20830 15174 1897 12820 13277 7660 5656 333 5409 4002 305 158 192827 7633 705 164 1510 12679 191663 149406 3697 508 128 1350 shrinkage=0.0306829 Tree=168 num_leaves=47 num_cat=0 split_feature=16 16 17 21 27 20 28 11 23 25 19 17 24 23 9 29 15 13 15 27 11 13 16 19 5 23 6 15 19 8 16 28 6 26 27 19 13 23 20 0 14 27 20 27 23 27 split_gain=4.98575 6.00532 5.57988 5.63147 7.71963 10.3705 7.61828 7.50474 7.17231 5.69947 8.29713 7.91427 7.22662 6.64667 5.42743 8.56405 5.40973 5.38736 5.38066 6.07132 9.63661 8.65273 7.98025 5.76114 5.72843 8.69955 5.16279 4.87333 4.84993 4.74562 4.72723 5.08306 5.20282 6.71905 4.80591 5.95693 10.6888 4.58957 5.01378 4.47584 8.15775 4.83534 4.5021 5.25978 5.24244 4.44588 threshold=147.50033172370357 107.15282869012709 37.505407478337197 9.5000000000000018 45.500000000000007 0.99999291111961786 966.25000000000011 0.89446478114298189 1.0045226142073724 662.25000000000011 309.25000000000006 75.813348182206553 20.500000000000004 0.58744013947787177 0.95327233550722001 3.3675579390720465 0.43758196786714026 33.252954897681711 0.47534421230220741 34.500000000000007 0.88563669843080617 51.640191064176186 213.5417538354254 643.25000000000011 40.00000190734864 0.9598142512632063 0.42783916426466967 0.6148470752795675 492.25000000000006 1645.5000000000002 209.08969793059387 708.25000000000011 0.61061955897560549 1.0997227789680621 36.500000000000007 625.75000000000011 35.788010784015114 1.1064169110701763 1.0221960992460999 29.500000000000004 30.386422827988003 6.5000000000000009 0.29489412731056469 3.5000000000000004 0.24273380043728884 23.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 -2 4 -4 -6 9 -8 -7 10 -5 12 16 17 15 -1 -12 -11 19 20 21 22 -14 -24 25 -21 37 -13 -29 -15 -18 34 33 -33 -32 36 -36 38 -27 42 -41 -42 -16 44 -44 -30 right_child=2 -3 3 6 5 8 7 -9 -10 13 11 27 18 29 39 -17 30 -19 -20 24 -22 -23 23 -25 -26 26 -28 28 45 -31 31 32 -34 -35 35 -37 -38 -39 -40 40 41 -43 43 -45 -46 -47 leaf_value=-0.00078179301164581206 0.0002829917803913639 -0.00063654280990418336 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leaf_count=2515 66987 21292 726143 909 64 65 202 76 22 1521 1020 178 222 23131 131 170 4513 76 20404 519 403 205 223 172 852 92 320 77 153 61 14550 39 87 23 200 203 89 45 62 590 350 87 31 662 178 127 internal_value=0 -0.0135957 0.000457277 -0.000279438 -0.00110908 -0.22719 0.00823683 -0.156979 -0.451962 0.00888854 0.0022644 0.00034433 0.00180626 0.0210971 0.0187 -0.0107965 0.0154213 -0.0413036 -0.0101907 -0.048902 -0.103739 -0.165842 -0.224981 -0.310241 -0.0133593 -0.0632372 -0.154785 -0.120554 -0.053161 0.025394 0.0117453 0.0201877 -0.163605 -0.384961 0.0220083 -0.0751957 -0.167416 -0.281261 -0.363354 0.0577332 0.011341 0.114899 0.105283 0.131278 -0.00702421 0.00796138 internal_count=890041 26006 864035 797048 726294 151 70754 278 87 70476 45687 44778 44243 24789 4714 2685 20724 1597 23519 3115 1225 822 617 395 1890 1038 519 535 357 23192 19704 15191 149 62 15042 492 289 199 154 2029 1027 437 1002 871 209 280 shrinkage=0.0306829 Tree=169 num_leaves=47 num_cat=0 split_feature=18 29 12 11 4 18 5 27 26 29 12 19 16 27 24 27 18 5 30 14 21 24 27 16 22 22 27 19 19 16 21 5 26 6 19 24 22 20 18 0 27 6 4 26 24 14 split_gain=4.43626 4.0475 5.92964 4.64726 4.62097 7.14473 4.21411 4.12398 12.2599 12.3146 10.6021 10.7802 5.11445 4.04855 5.22963 3.94966 9.07339 6.92411 6.63523 7.01249 5.45067 10.2768 8.2044 7.62383 6.83665 6.30077 5.63327 5.29884 6.03896 4.89129 4.46674 4.25245 4.21725 4.10794 4.02012 3.84339 5.58052 3.78559 6.57441 8.07887 6.87715 9.05422 6.74468 6.699 6.0985 6.07522 threshold=6.5000000000000009 0.48816286817291182 48.159902576697327 0.92793514957518586 11.999999046325685 1.5000000000000002 152.9528503417969 2.5000000000000004 1.7028969754938192 1.8782183556099901 101.16599923110722 389.75000000000006 107.15282869012709 1.5000000000000002 7.5000000000000009 21.500000000000004 4.5000000000000009 19.798989295959476 1.0000000180025095e-35 9.3297872891233045 10.500000000000002 21.500000000000004 32.500000000000007 199.48981940998075 593.25000000000011 824.75000000000011 31.500000000000004 389.75000000000006 772.25000000000011 214.03948003216297 10.500000000000002 26.999344825744632 0.48608660155932187 0.73654856895004617 623.25000000000011 16.500000000000004 664.25000000000011 1.0881160503295546 2.5000000000000004 29.500000000000004 45.500000000000007 0.71823203801042956 19.909561157226566 1.9789821392031339 28.500000000000004 39.634454929554067 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 -3 4 5 6 13 8 10 -10 11 -5 -9 -4 -15 -1 17 18 19 -17 21 22 23 25 -23 -21 -22 29 -29 33 -19 32 -18 -28 -25 -36 -37 -6 39 42 -40 -42 -39 45 -43 -44 right_child=-2 2 3 7 37 -7 -8 12 9 -11 -12 -13 -14 14 -16 16 31 30 -20 20 26 24 -24 34 -26 -27 27 28 -30 -31 -32 -33 -34 -35 35 36 -38 38 40 -41 41 44 43 -45 -46 -47 leaf_value=-0.00027534487060607824 0.003226961302853713 -0.0034533588696440396 0.0033094327364046072 0.0029054470415005172 3.5422268451777667e-05 0.0019401980375753712 -0.010153752859193369 0.0071040487053705276 -0.016397453434553694 0.0017903095892742966 0.00038895191621096019 -0.011325866613976613 0.00044620891791416879 -0.0023190166951883398 0.0032739718303558033 0.0054189491736334333 -0.004723934058444167 -0.00025816681473683837 -0.00036716758475096716 0.00021994422135482758 -0.0038537168008393563 0.0017937466857304396 0.0054087685303349006 0.0037239581045437442 -0.0092044496865779767 0.0064436288926191139 -0.0040788662492260248 -0.0033972079798570524 0.006786602507415666 -0.0095463324239347131 -0.0032847844637741582 0.006890741717960152 0.0081740921384605772 0.0051793002757510821 0.0025278021565316622 -0.013853349559390564 0.00037123756740449953 0.00085321049223200252 0.00011194278963032022 -0.00066983084693396139 -0.00068053311931556121 -0.011770654497028183 -0.00030310857896337508 0.001215700238378281 -0.0025095324867450519 -0.0036238387923438328 leaf_count=80424 401 462 218 75 614162 2721 44 109 91 57 2113 151 31453 853 193 376 526 3704 3038 3137 379 87 528 1422 137 161 52 350 65 27 524 35 25 341 187 40 74 6748 67623 36087 727 138 26545 2772 130 529 internal_value=0 -3.29337e-05 0.000707342 0.000773281 0.000260885 0.0340372 -0.0266999 0.0122027 -0.0270031 -0.306122 -0.0093419 -0.215204 0.015292 -0.0161098 -0.0419466 -0.00617875 0.00859597 0.0134835 0.0273544 0.0435784 0.0364193 0.0492275 0.0577045 0.0452353 -0.160768 0.0170704 -0.0244883 0.0214048 -0.0587349 0.10059 -0.0206393 -0.113417 -0.134887 0.128877 0.099146 -0.00584302 -0.150568 8.07497e-05 -0.0045862 -0.011214 0.00243402 -0.0800977 -0.000744243 -0.0071996 -0.237211 -0.0119934 internal_count=890041 889640 794001 793539 759490 4029 1308 34049 2487 148 2339 226 31562 1264 1046 95639 15215 14629 10401 7363 6987 5773 5549 5021 224 3298 1214 835 415 420 4228 586 551 393 1723 301 114 755461 141299 72681 68618 995 36594 29846 268 27074 shrinkage=0.0306829 Tree=170 num_leaves=47 num_cat=0 split_feature=21 28 11 18 19 18 0 16 28 20 23 24 18 5 9 4 21 6 26 23 21 25 19 24 12 20 6 17 12 24 4 20 28 19 24 5 22 16 28 10 4 6 28 0 10 24 split_gain=4.34278 10.3506 8.55634 7.90505 6.92724 5.59631 4.82109 5.07366 4.70579 5.21276 8.47312 6.0169 5.02325 8.86414 7.4542 5.89338 7.85169 5.35996 4.89866 7.25859 4.66433 6.43476 5.76845 6.61606 6.00119 6.21322 6.13063 6.19384 6.21175 6.01145 6.23629 4.94929 4.7152 4.47662 4.63766 4.71254 4.45337 4.42353 4.73686 4.39078 4.33426 4.31204 4.21539 4.15318 4.11635 4.1149 threshold=9.5000000000000018 966.25000000000011 0.89446478114298189 3.5000000000000004 763.75000000000011 6.5000000000000009 17.500000000000004 166.21665249652807 413.25000000000006 0.85222874666587789 1.2819653417171948 26.500000000000004 2.5000000000000004 22.998039245605472 0.953989438423265 17.537965774536136 15.500000000000002 0.84615385546059185 0.6814562432961071 0.37095024840808904 14.500000000000002 473.25000000000006 510.25000000000006 12.500000000000002 76.988329701443533 0.65461587940561705 0.56862743278393169 48.844898311759387 107.51219330881977 25.500000000000004 13.00000047683716 1.2403569124206122 626.25000000000011 417.25000000000006 14.500000000000002 27.99489784240723 579.25000000000011 180.14783280284595 500.75000000000006 0.8354942658675234 30.410521507263187 0.69545452774252359 523.25000000000011 29.500000000000004 0.76430626524539969 20.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 -3 8 5 20 -1 -8 -2 10 12 -12 13 -10 -15 -14 -17 -16 19 -11 22 41 23 -5 25 -24 27 28 29 30 -26 37 42 34 35 -20 -18 39 -39 -23 -35 -22 -25 -40 -36 -32 right_child=1 2 -4 4 -6 -7 7 -9 9 18 11 -13 15 14 17 16 36 -19 33 -21 21 31 24 32 26 -27 -28 -29 -30 -31 45 -33 -34 40 44 -37 -38 38 43 -41 -42 -43 -44 -45 -46 -47 leaf_value=9.7571078081451872e-05 0.0036214091496534532 -0.0019705211745946636 -0.012894293855776144 -0.0078392594946847458 0.0012946497200986107 0.0032339333566662599 -0.00036773644726708076 -4.1381057121265782e-05 0.00093957322950913346 -0.0031548245659413937 -0.0044491353588600579 -0.021642855535280864 -0.00069393080916667078 0.0012172686550245178 -0.0028455071740758659 0.0014458894907603116 0.0044660255966682758 -0.0082594893376122854 -0.010682754402113049 0.0027836902748197036 -0.0039335559330588611 -0.0037928950578313045 -0.0019231026628887683 1.0499937145581025e-05 0.0075064944978366034 -0.0087158155067564146 0.00020049464226168281 7.5848593367928519e-05 -0.00038939848996684878 0.0001212659255371025 -0.0025670145873222684 0.0019947266994344852 -0.0013873891144606696 0.00061352280244667749 0.00047115844831514619 0.0052696230807624377 -0.0099686688389680322 -0.010143734042728053 -0.00091715142831650591 0.010060594215285771 -0.0017484121904372807 -0.015101753827278538 0.0019565755603881498 -0.0038895189963317131 -0.0032749091580722848 -0.005776034379128406 leaf_count=228382 439 222 97 87 2504 388 48922 538370 1097 219 66 27 2855 377 1133 3418 26 203 84 1682 87 35 717 1854 43 154 5902 2069 1262 419 680 361 854 37442 887 22 89 68 1327 56 746 52 2410 664 401 842 internal_value=0 0.0072639 -0.17248 0.00803824 -0.00743514 -0.0135476 -0.000718628 -0.00223469 0.0149376 0.0140462 -0.0073638 -0.307692 -0.00432722 -0.0395623 -0.0845082 0.0111722 0.0384766 -0.11955 0.0188415 0.0684277 -0.0158618 -0.0549289 -0.00987508 0.017958 -0.0218598 -0.101819 -0.0156509 -0.0402865 -0.0675407 -0.10243 -0.130912 -0.0433351 0.0226063 0.01646 -0.0392019 -0.240261 -0.218532 -0.0615272 -0.071063 0.154234 0.0184918 -0.264369 0.0361901 -0.0621989 -0.0226552 -0.141522 internal_count=890041 74367 319 74048 22835 20331 815674 587292 51213 50774 9291 93 9198 2810 1713 6388 3533 1336 41483 1901 19943 2650 17293 5205 12088 871 11217 5315 3246 1984 1565 2511 5118 39582 1394 106 115 2150 2059 91 38188 139 4264 1991 1288 1522 shrinkage=0.0306829 Tree=171 num_leaves=47 num_cat=0 split_feature=18 0 9 22 27 7 10 12 6 19 28 25 19 28 15 21 29 23 8 27 4 25 4 6 22 8 24 28 10 29 5 7 25 18 28 24 5 19 26 5 25 21 27 18 28 24 split_gain=3.93906 3.88807 6.15437 6.37327 8.29063 9.42855 5.93837 4.99199 6.23411 5.81086 5.11514 4.75513 6.57502 4.62022 5.10934 4.43711 4.41404 4.39701 5.90767 7.76627 7.9741 4.93904 4.82946 5.81028 6.66866 4.7204 6.9707 8.26309 4.46236 4.31862 5.56144 4.67357 4.45308 4.18395 7.38623 7.07557 6.15391 5.74651 4.55603 4.34255 4.12124 9.65501 6.74273 6.36801 6.33752 6.25979 threshold=6.5000000000000009 22.000000000000004 0.95742162454257074 1521.7500000000002 2.5000000000000004 -88.490081787109361 0.65623452919462144 81.473611075682101 0.78125000720075632 905.25000000000011 2743.5000000000005 1228.2500000000002 270.75000000000006 805.25000000000011 0.44883018700055771 4.5000000000000009 5.0040365815200261 0.95720884745833257 10439.000000000002 2.5000000000000004 50.172464370727546 1692.2500000000002 80.025615692138686 0.88888889221901013 6272.5000000000009 14035.500000000002 1.5000000000000002 1752.2500000000002 0.51370028009640945 0.51919038535035245 29.99913311004639 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172 411 64332 280 998 1309 27114 51738 internal_value=0 -8.86108e-05 -0.00166749 0.000300463 -0.000737625 -0.0379935 -0.000167144 -0.138613 -0.0481856 -0.207275 -0.0506424 0.00279798 -0.024069 -0.00718784 -0.0126156 0.0150013 -0.00857261 -0.0014703 0.00363866 -0.0184998 0.011408 -0.0451659 -0.055246 -0.0448261 -0.141272 -0.154813 -0.197051 -0.138649 -0.107224 -0.0220654 -0.00776243 -0.0340442 -0.0815137 0.00267944 -0.0289996 -0.0222468 -0.0416927 0.0684005 -0.0528369 0.135253 0.00308817 -0.00388799 -0.0637866 -0.104246 0.00494 0.0123719 internal_count=890041 889632 566502 417623 390078 5883 384195 804 347 457 156 244895 6415 148879 76375 27545 61378 72504 50688 9738 4590 5148 4655 4214 544 441 378 319 497 5079 4094 2714 985 323130 4116 4014 3305 709 252 457 319014 66919 2587 1589 252095 78852 shrinkage=0.0306829 Tree=172 num_leaves=47 num_cat=0 split_feature=11 7 20 29 23 29 7 16 7 27 29 27 23 7 17 11 28 17 16 28 0 26 14 31 24 27 19 7 6 26 24 0 5 19 4 11 16 5 13 24 27 23 15 26 1 16 split_gain=3.94523 5.74686 5.27414 5.70461 6.23835 6.35646 5.92479 5.86879 5.40198 5.2834 7.04735 8.18632 6.3038 5.21775 5.04989 7.45648 5.02219 4.80984 9.73348 8.09179 5.70257 4.85193 4.77779 4.64106 4.47115 4.37316 8.27751 5.74712 9.71409 6.77611 5.7111 6.70232 5.7261 5.62071 5.4405 13.625 8.60216 7.84245 7.31431 6.75255 5.77726 5.48066 4.80832 5.1716 4.80312 4.78417 threshold=0.87019382240317977 -4.7636413574218741 1.1222460106241339 1.9767526304234011 0.83705212340650237 0.088449616109871801 -14.272804260253904 107.15282869012709 -77.435516357421861 20.500000000000004 0.89845604035432747 29.500000000000004 0.96483348455825524 -89.935768127441392 62.99229741004995 0.56301795975366875 316.25000000000006 61.840647636338673 213.28557744937058 616.25000000000011 29.500000000000004 1.0514140291450551 23.168228669662234 1.5000000000000002 18.500000000000004 7.5000000000000009 433.25000000000006 -1.0000000180025095e-35 0.53648610521702389 0.62033789487450819 7.5000000000000009 33.000000000000007 32.999361038208015 285.25000000000006 47.00000190734864 0.62934010438575261 171.31302419354842 81.001728057861342 85.809971665998305 5.5000000000000009 6.5000000000000009 1.4327209449483234 0.34396075257062581 1.4329921844996736 10580.000000000002 185.48804648588825 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 24 6 -6 -5 -7 16 11 12 -11 -9 25 -16 -10 18 -12 20 -19 -22 -20 -2 -1 26 -3 42 29 -29 31 33 -33 -27 35 36 -31 41 -39 44 -41 -37 -28 -44 -40 -30 right_child=23 14 -4 7 5 8 -8 13 9 10 17 -13 -14 -15 15 -17 -18 19 22 -21 21 -23 -24 -25 -26 30 27 28 45 34 -32 32 -34 -35 -36 37 -38 38 39 40 -42 -43 43 -45 -46 -47 leaf_value=-0.00015321782336652471 0.00015580123979209073 -0.0011417855188921653 -0.00025237826208219318 0.0051904490831026825 -0.0047770034587816309 -8.3006753629418742e-05 0.0066651016662685643 -0.0038536303455239699 0.0051878028953008717 -0.00093800438845524105 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13794 30865 2011 4327 311 49 1184 45 46 333 6570 1830 89 26749 internal_value=0 -0.00117776 0.00204468 0.00373644 0.00493286 0.00809186 -0.113769 -0.0145582 0.00838852 0.0111647 -0.00121324 -0.035511 -0.0580518 -0.016555 -0.00383025 -0.0287141 0.0142073 0.00621002 -0.00142116 0.0339089 -0.0692053 -0.160411 0.0109742 0.00372024 -0.00313975 -0.00327996 -0.0106963 -0.0059049 -0.0110514 -0.0363208 -0.00164566 0.00699507 -0.00437148 0.0166981 -0.0504964 -0.0646458 -0.247831 -0.0531232 -0.118383 -0.104746 -0.367907 -0.0333352 0.0143321 0.00238871 -0.0859345 -0.00231319 internal_count=890041 672343 303558 260626 244628 175824 427 15998 175397 140290 27680 4925 3772 15826 368785 7979 112610 22755 17840 4915 659 336 13920 217698 68804 360806 65152 55181 43993 11304 295654 60770 27986 32784 8466 6455 382 6073 1413 1364 91 4660 11188 8400 1273 32689 shrinkage=0.0306829 Tree=173 num_leaves=47 num_cat=0 split_feature=21 28 18 19 16 19 18 24 10 25 19 16 28 20 18 14 25 31 14 21 22 24 26 26 29 25 28 28 19 6 23 12 20 21 14 21 14 13 14 24 19 8 24 5 17 16 split_gain=3.88174 10.3422 7.57884 6.83765 6.81602 5.06428 5.00092 4.56176 9.06664 6.33028 9.08064 6.37002 4.38265 4.58953 7.0134 11.5753 8.06779 7.04373 5.38071 6.23875 5.34398 5.09646 5.49684 5.04967 7.05685 4.41165 7.32458 4.67074 4.6174 4.16473 6.75429 11.3037 6.89497 6.36803 11.0318 4.8179 4.59742 4.32825 4.27642 6.48873 4.15369 4.49151 4.09745 4.10662 4.06308 5.87128 threshold=9.5000000000000018 976.75000000000011 3.5000000000000004 763.75000000000011 233.64810840883806 786.75000000000011 6.5000000000000009 30.500000000000004 0.83001129344809499 552.75000000000011 579.75000000000011 235.36543584723967 413.25000000000006 0.85222874666587789 2.5000000000000004 22.069496723504326 815.25000000000011 1.5000000000000002 19.338358005281105 15.500000000000002 595.25000000000011 22.500000000000004 0.896263621204483 0.68764306854194512 0.29979026421432625 508.25000000000006 636.25000000000011 485.25000000000006 378.25000000000006 0.56862743278393169 0.99030811888747694 105.80508652763324 1.171728775404824 12.500000000000002 18.992314083213333 15.500000000000002 22.8235402942449 42.996667503438694 18.518002044018349 24.500000000000004 417.25000000000006 1645.5000000000002 14.500000000000002 27.99489784240723 37.981198928714932 164.84111803661867 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=44 2 12 6 5 -3 7 29 9 -9 11 -11 -2 14 15 16 25 21 -16 -20 -21 -17 -23 24 -15 27 28 -14 -27 30 35 32 33 -32 -35 -4 -36 -34 39 -31 42 -42 43 -25 -1 -46 right_child=1 4 3 -5 -6 -7 -8 8 -10 10 -12 -13 13 23 18 17 -18 -19 19 20 -22 22 -24 40 -26 26 -28 -29 -30 38 31 -33 37 34 36 -37 -38 -39 -40 -41 41 -43 -44 -45 45 -47 leaf_value=0.00018449395426345597 0.0034921575800531831 -0.0084376516233579824 -0.00016101774408628814 0.00128309784030048 -0.01428972935427238 0.0005153692926366648 0.0030398742656303976 -0.00028889158468527052 0.0027963151111047111 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36 9574 328 37994 83 1240 22 38017 694963 internal_value=0 0.00691394 0.00767925 -0.00745134 -0.17477 -0.099685 -0.0135172 -0.0156976 -0.0937357 -0.161662 -0.24041 -0.337963 0.0144419 0.0135803 -0.00647233 -0.0472042 -0.018594 -0.186333 0.0120064 0.040045 -0.197487 -0.252174 -0.380889 0.0180902 0.0669308 -0.0089693 0.00969642 -0.109673 0.0658438 -0.0127725 -0.0301074 -0.0538844 -0.105157 -0.133267 -0.210445 0.00513687 -0.116926 0.00284955 -0.000299711 -0.0476816 0.0155947 0.0175205 -0.0391263 -0.233848 -0.000632386 -0.00138199 internal_count=890041 74380 74068 22879 312 248 20371 19984 722 528 348 255 51189 50749 9318 2908 2412 496 6410 3310 107 380 170 41431 2014 2347 1980 367 1069 19262 8060 4813 2271 1802 671 3247 438 469 11202 1628 39417 38077 1340 100 815661 732980 shrinkage=0.0306829 Tree=174 num_leaves=47 num_cat=0 split_feature=21 28 27 22 11 18 27 19 20 12 11 24 23 1 21 24 20 16 28 19 19 27 24 17 19 29 23 18 28 11 17 1 29 4 4 29 1 28 20 18 4 24 30 10 4 21 split_gain=3.71593 9.28677 9.04547 8.99669 8.0133 7.26294 8.82232 8.12125 11.6708 7.99962 6.74405 6.28356 9.08613 6.16559 6.98466 6.81831 6.34039 5.469 5.09341 4.82389 8.20885 11.733 12.8476 9.05976 7.41134 6.0639 11.1902 8.04174 5.49132 4.91918 4.63706 4.59775 4.49847 4.46318 4.27027 4.18639 5.55428 4.1571 4.56981 7.26935 10.1305 6.76495 6.51273 5.98385 5.42752 6.5044 threshold=9.5000000000000018 966.25000000000011 45.500000000000007 633.25000000000011 0.89446478114298189 3.5000000000000004 40.500000000000007 584.25000000000011 0.82438448464166536 77.976659402887037 0.91181903462391278 21.500000000000004 0.99451971368027647 562.50000000000011 14.500000000000002 32.500000000000007 0.90753452847757821 211.94782214156081 662.25000000000011 763.75000000000011 607.75000000000011 35.500000000000007 20.500000000000004 47.96182140410648 715.25000000000011 0.93992877277761011 0.85747846407372108 4.5000000000000009 698.25000000000011 0.83799571714340748 75.813348182206553 1515.5000000000002 0.8442411697360418 18.154751777648929 17.999998092651371 1.0198767261192472 703.50000000000011 413.25000000000006 0.85222874666587789 2.5000000000000004 20.928063392639164 20.500000000000004 1.0000000180025095e-35 0.66314918658269961 17.537965774536136 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 -1 -4 -3 31 19 8 17 -10 11 12 -11 14 16 -15 -13 -8 -5 20 30 22 25 24 32 26 -22 -28 -25 -26 -7 37 -24 -34 -16 -35 -37 -2 39 40 43 -42 -43 -39 -41 -46 right_child=1 4 3 18 -6 6 7 -9 9 10 -12 13 -14 15 34 -17 -18 -19 -20 -21 21 -23 23 28 29 -27 27 -29 -30 -31 -32 -33 33 35 -36 36 -38 38 -40 44 41 42 -44 -45 45 -47 leaf_value=-1.8372933858316743e-05 0.0034387112017269352 -0.0019009936647268635 0.00066868180305379953 -0.018587375192071411 -0.012594546104494812 0.00047615667496068374 -0.0036666069153785683 0.00024342931528091629 0.003120987553245351 0.0047579726273434741 0.0012652303739344281 -0.0089223398459507587 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-0.000644557 -0.242978 -0.163245 0.00747966 -0.00733376 -0.0470542 -0.0799256 -0.0524036 -0.0742307 -0.102271 -0.385169 -0.0890179 -0.142069 -0.0164259 -0.0901994 -0.230726 -0.463622 0.00238066 -0.00382851 -0.0340928 -0.059529 -0.124748 -0.192752 -0.0143889 -0.0876257 -0.226792 -0.0501123 -0.0466052 0.0131038 0.0141102 -0.247047 -0.278763 -0.287645 -0.236049 -0.179173 0.0145065 0.013671 -0.00640542 -0.0479513 -0.171346 -0.274993 -0.0195926 0.012488 0.0385517 internal_count=890041 74265 815776 154 320 73945 22864 4493 2812 2378 2083 1676 75 1601 925 676 682 434 84 18371 16019 5747 4364 1785 934 2579 786 333 851 253 10272 51081 681 591 243 476 348 50992 50559 9261 2895 541 291 2354 6366 3543 shrinkage=0.0306829 Tree=175 num_leaves=47 num_cat=0 split_feature=0 17 29 4 10 27 1 25 21 27 18 26 19 1 19 23 21 25 10 19 23 17 27 5 5 29 21 21 16 17 10 13 16 4 7 26 27 19 19 25 9 11 1 21 12 27 split_gain=3.8871 5.68725 4.93104 8.81203 5.00635 4.05709 3.89932 8.14675 5.12519 9.32417 10.3136 9.27417 6.41277 6.69145 5.49213 4.62059 4.52796 12.5267 14.5138 17.0932 10.5709 7.87496 12.6243 9.80261 7.76259 7.67172 6.94666 9.85773 6.91717 6.93718 6.89319 9.87076 10.6072 8.38315 6.44113 6.60014 9.08182 7.67291 6.08531 6.51753 6.02834 5.89725 5.89417 5.88086 11.1841 6.26688 threshold=48.000000000000007 55.834303844280903 1.5364585567617275 47.00000190734864 0.81250864479523111 46.500000000000007 723.50000000000011 853.75000000000011 10.500000000000002 25.500000000000004 2.5000000000000004 0.15743650088254074 730.25000000000011 664.50000000000011 658.25000000000011 0.7779720760738974 1.5000000000000002 1202.2500000000002 0.93776241818276451 8896.5000000000018 0.45087094189312199 56.689689833494441 9.5000000000000018 40.64360427856446 67.000907897949233 0.25378626524500142 5.5000000000000009 8.5000000000000018 216.84221529938134 79.65995505874541 0.95673520531187284 169.93185718354383 243.21590765195657 38.622714996337898 -89.935768127441392 1.6751127418369296 2.5000000000000004 1315.2500000000002 4977.5000000000009 8038.2500000000009 0.73685274220312313 0.8954902226641358 3496.5000000000005 6.5000000000000009 136.78731957466687 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 4 -4 5 -2 7 -1 9 10 -9 -12 13 -13 -10 -15 30 26 20 25 -19 43 23 -23 28 -20 -18 -28 29 -24 34 32 -32 -34 35 37 -37 -8 39 -36 -21 -25 -43 45 -45 -22 right_child=1 -3 3 -5 -6 -7 16 8 14 -11 11 12 -14 15 -16 -17 17 18 19 40 21 22 24 41 -26 -27 27 -29 -30 -31 31 -33 33 -35 38 36 -38 -39 -40 -41 -42 42 -44 44 -46 -47 leaf_value=1.0775745426192788e-06 -0.00034981165932000999 0.00017349237439904264 -0.0014053680314146937 0.00041236807694373706 0.0001422010248601408 -0.0056950602497358813 -0.0045985093249554677 -0.00040260803022970464 -0.011693506501024284 0.0031647645833284507 0.0032413206141388134 -0.0037726359808611313 -0.0013456724214796036 -0.016718521855124652 -0.0019339002994326342 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0.000781801 -0.00105472 -0.0173767 -0.016095 -0.0188479 -0.0837191 -0.105467 -0.156995 -0.156868 -0.335703 0.00358129 0.00187921 -0.0124846 0.0169076 -0.0225771 -0.0268379 -0.0631927 -0.0405901 -0.173227 0.0242776 0.00533988 -0.00177205 -0.220593 -0.162647 0.0124356 -0.021462 -0.0778696 -0.28014 0.0166334 -0.0390772 -0.198334 -0.0181462 0.0193156 0.0310581 -0.168546 -0.0531687 0.09874 -0.0205184 -0.11711 -0.0184334 internal_count=890041 131612 95840 11982 83858 56303 758429 457983 28666 28405 27764 2252 2020 1100 261 176 300446 252003 48927 12506 36421 34277 5076 4211 865 12028 203076 81931 692 518 48443 5338 1962 229 43105 1980 230 1750 41125 21288 478 3943 240 29201 617 28584 shrinkage=0.0306829 Tree=176 num_leaves=47 num_cat=0 split_feature=11 7 17 21 14 28 22 22 28 20 29 16 23 7 29 28 24 7 25 11 27 29 23 16 17 28 17 14 30 5 5 10 24 16 4 17 17 16 14 20 22 25 12 27 20 28 split_gain=3.74941 5.88088 4.94284 13.5766 5.2469 5.07747 4.93937 4.83352 5.26695 4.36885 5.1732 5.87316 5.82479 6.17361 5.5344 5.16995 4.77914 4.44909 4.6756 4.69232 4.35484 6.93632 7.66354 4.41754 6.81124 6.23216 4.71727 4.60931 4.21467 4.27168 6.22743 4.81199 4.71392 7.75993 8.30755 8.4717 6.08799 6.9754 5.92189 5.82622 5.72626 5.66314 5.38174 7.25304 6.62068 5.08448 threshold=0.87019382240317977 -4.9697406291961661 62.99229741004995 1.5000000000000002 43.594857663142342 3007.7500000000005 6272.5000000000009 281.25000000000006 608.75000000000011 1.1124221680782769 1.9767526304234011 107.15282869012709 0.83319288891966281 -77.435516357421861 0.15721856415347388 355.25000000000006 1.5000000000000002 -89.935768127441392 10614.500000000002 0.80460654288240507 20.500000000000004 0.92318345386018896 0.96483348455825524 213.5417538354254 61.840647636338673 616.25000000000011 52.744895044089624 23.466093718369482 1.0000000180025095e-35 64.003540039062514 91.000305175781264 0.97775754006128401 10.500000000000002 183.80847803652355 5.3181071281433114 60.949847984611587 49.629015743450488 221.65957266166694 15.660392572607648 0.99307173764677348 633.25000000000011 3711.2500000000005 40.745689014324235 4.5000000000000009 0.50833401050033589 848.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 7 5 6 -4 -5 8 -3 10 12 -12 -1 14 -14 16 -15 -13 -19 -20 -17 22 -22 24 -23 -26 27 -25 29 32 31 -31 33 41 40 42 37 38 -34 -40 -35 -2 43 -36 45 -44 right_child=28 2 3 4 -6 -7 -8 -9 -10 -11 11 17 13 15 -16 20 -18 18 19 -21 21 23 -24 26 25 -27 -28 -29 -30 30 -32 -33 36 34 35 -37 -38 -39 39 -41 -42 -43 44 -45 -46 -47 leaf_value=-9.4085804654596376e-05 0.0013815931454260711 -0.00054947610623868909 -0.0018579585461290732 -0.0011815188601420946 -0.0039637213140435055 0.0034064925856464989 0.0070143665989422666 -8.881933385006057e-05 -0.0030598787611932758 -0.00021694954080006714 0.0051967766237926843 -0.0035692542278523988 -0.0038579514416801582 0.0074283001181245029 -8.0417315636591475e-05 0.00040898548101719136 0.0012577938867085515 -0.00055769839845699074 0.0018047969702054488 -0.0090174570352722864 -0.00022346871010149353 -0.0013253638290855985 -0.0025795597076472359 0.00120936367997171 -0.0027910502002007503 0.0011579361736000298 0.0015808435644348335 -0.00018738795631715222 -0.00034943775041563151 0.0011032957664481127 4.5308462415906056e-05 0.0048286015472430296 0.00089487577145990469 -0.0021338695828509212 0.0096313716718658335 -0.0044633531114655926 0.00060248378566995554 0.00018303063209980968 -0.0024674483875820742 -0.00038522650945112285 -0.0095225485088134033 -0.0051945306496894578 0.0023979043496641958 -0.0058177015418204034 -0.00012484838080722657 -0.0017188131647519461 leaf_count=67141 4214 3789 216 6263 661 856 70 359771 993 44333 173 429 369 180 34795 110263 344 13971 1147 39 4358 3542 1852 3216 435 2785 3258 7213 17330 7171 8069 342 1403 392 32 420 31112 68396 2372 2711 132 127 1622 270 71122 342 internal_value=0 -0.00120353 -0.00385631 -0.0283417 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7.197 6.30861 12.9575 5.89989 5.33483 4.57663 4.43246 6.14137 4.36494 4.65433 4.27967 4.4614 7.43676 6.08137 4.9101 4.85369 4.81594 4.23248 3.93698 3.84194 3.81931 5.23015 5.15623 4.67799 3.81298 3.73375 9.58281 10.9176 5.61036 7.50547 9.27181 7.47067 7.01904 6.33334 6.42262 5.63936 5.52408 5.09286 5.02127 5.08567 threshold=9.5000000000000018 46.500000000000007 966.25000000000011 0.89446478114298189 3.5000000000000004 40.500000000000007 18.518002044018349 21.500000000000004 31.999035835266117 32.500000000000007 1.0045226142073724 0.64102564382969196 39.279484380741813 37.645842832170509 0.69306019419245202 212.48761553831091 210.82884267631104 581.25000000000011 21.291752979354857 11.500000000000002 0.87619332421964014 0.82824900186263006 29.500000000000004 32.500000000000007 1.5000000000000002 1.0909577574459803 35.150188633276805 164.84111803661867 107.15282869012709 2.7514933427686237 1599.5000000000002 34.500000000000007 20.500000000000004 29.240862381969311 18.992314083213333 12.500000000000002 0.41176472295776129 217.91643217309334 559.25000000000011 0.90753452847757821 27.999999046325687 757.25000000000011 660.50000000000011 0.74330864737051583 15.500000000000002 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 26 4 -4 30 31 9 8 -8 12 -3 23 13 14 15 -7 -13 18 21 22 -20 -18 -19 -9 -17 -23 -1 28 29 -28 -2 32 -6 -34 35 -35 -37 -36 -39 42 44 -42 -40 -38 45 -41 right_child=2 10 3 -5 5 6 7 11 -10 -11 -12 16 -14 -15 -16 24 17 19 20 -21 -22 25 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 33 34 37 36 43 38 39 40 41 -43 -44 -45 -46 -47 leaf_value=0.00024358979476699145 0.00043323022481699146 -0.016936513532717554 -0.0017720667862097168 -0.011922448005368281 0.00035240635647053548 -0.0038864258228260202 0.0057066632935817247 0.00035139758409939758 -0.01817482698177349 0.0045297586494431902 0.0020451401120472374 0.0014947472960280849 0.00079662067410297608 -0.015099952590670766 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11.6153 7.52406 5.22425 4.76758 4.63416 4.56973 4.50885 4.34056 4.21003 3.95435 3.91532 4.7071 4.8841 8.29021 8.20933 7.59818 8.12073 5.49053 8.15013 5.14613 7.46232 5.02187 4.78867 4.61268 4.30563 6.55326 5.81481 5.55775 threshold=147.50033172370357 107.15282869012709 3.3675579390720465 625.50000000000011 6.5000000000000009 16.500000000000004 1.0000902038607256 39.999279022216804 630.75000000000011 5.3181071281433114 80.746176263838905 11.999999046325685 7.5000000000000009 1.5000000000000002 1.5000000000000002 0.89585687214257925 -68.249027252197251 1830.7500000000002 976.75000000000011 1090.2500000000002 236.47305806938161 0.049307738433821142 278.50000000000006 2200.2500000000005 -7.3057594299316397 0.97009534754113946 408.75000000000006 0.087016635252374228 626.25000000000011 0.32751696340543995 31.500000000000004 0.70523202763475212 667.50000000000011 595.25000000000011 31.500000000000004 193.96854390090041 20.500000000000004 593.25000000000011 685.75000000000011 100.05939751330901 57.230970388562802 0.46666667336840761 1.0042846221730348 0.46666667336840761 24.596747398376468 601.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -3 9 6 -1 -8 -5 10 -2 12 14 -14 24 26 17 18 -17 20 -18 25 27 -21 -11 -13 -16 -19 29 -23 35 -32 33 42 37 36 40 -35 -39 -40 -31 -42 -33 45 -45 -44 right_child=4 3 -4 8 -6 -7 7 -9 -10 11 -12 21 13 -15 15 16 19 22 -20 23 -22 28 -24 -25 -26 -27 -28 -29 -30 30 31 32 -34 34 -36 -37 -38 38 39 -41 41 -43 43 44 -46 -47 leaf_value=0.00016998705993775907 -0.00052696434350021405 -0.00032719944086504436 0.0050272796578284132 -0.0046729907350567361 0.0028390007007893774 -0.002671949830500404 0.0093167602604630976 0.0018699103888119774 -0.001105951725639365 -0.0010317480811251147 0.0094931376296288061 -0.00016750631836741909 0.0010394009559827517 -0.00049410712172253551 0.0017699290246059266 -0.00012211966574513501 -0.0039022563012463566 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12.4656 13.4236 7.99915 9.67062 10.036 7.16107 6.699 9.74516 6.63827 7.64188 6.41515 6.32274 5.69489 5.42107 5.13177 4.81871 6.63109 4.73664 6.32249 5.25963 7.12671 8.29311 5.8314 5.22165 4.69382 11.4592 15.1767 5.68605 5.53858 threshold=35.000000000000007 11.640512820512823 -89.935768127441392 281.25000000000006 1.5000000000000002 406.25000000000006 0.76334156431450551 444.75000000000006 -71.565052032470689 0.478494877728736 22.603988296897786 576.25000000000011 824.25000000000011 1.5000000000000002 72.113094681759875 1128.7500000000002 0.83159592854777287 44.215926715140419 555.50000000000011 1342.2500000000002 1.1189471720903796 1202.2500000000002 20.500000000000004 858.50000000000011 25.500000000000004 21.500000000000004 1043.2500000000002 0.87856272136590174 217.48782763608145 0.74585793122162247 0.15721856415347388 33.002328872680671 12.500000000000002 480.25000000000006 -89.935768127441392 0.86668193617346179 1.6954025310201815 2.5000000000000004 0.94038048091132753 920.25000000000011 2072.5000000000005 0.78652111043181805 33.299674987792976 1217.5000000000002 1.5305364697918431 0.68012978221159737 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 8 6 7 -5 10 -10 -1 -7 32 25 15 23 27 18 -18 20 21 31 41 24 -15 34 -27 29 -23 -17 -29 -20 33 -13 36 -36 39 -38 -39 40 -14 42 43 -19 -44 -43 right_child=1 2 -4 5 -6 11 -8 -9 9 -11 -12 12 13 14 -16 16 17 22 19 -21 -22 28 -24 -25 -26 26 -28 30 -30 -31 -32 -33 -34 -35 35 -37 37 38 -40 -41 -42 45 44 -45 -46 -47 leaf_value=-0.0081924785272759898 -0.00018003570204384964 -0.0010251468137098029 4.4760609237565905e-05 0.00096203478400275395 -0.00068172440075040105 -8.7130433092286739e-05 -0.00018756777210492828 -0.00011276719558331011 -0.0041838613697318724 0.0065406609849603991 0.0036752547289751664 -0.00046963225573625134 -0.0016235570146353857 -0.0012172011896863886 0.00075530352842335458 -0.0016013263153010157 0.0022124591510218118 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6.81808 4.5409 4.53681 4.07585 4.42423 4.05952 3.91772 3.89951 3.57775 3.53129 4.91903 3.69337 4.18757 3.66133 4.83986 4.47743 3.6729 3.41434 3.40894 3.84207 3.72576 3.37212 5.51716 6.56158 7.00472 6.52164 6.41088 5.81661 threshold=6.5000000000000009 37.505407478337197 0.48816286817291182 21.500000000000004 4.5000000000000009 19.798989295959476 1.0000000180025095e-35 58.463380510463146 8.0249223709106463 21.500000000000004 0.89992918262312982 48.159902576697327 624.25000000000011 2.5000000000000004 1280.2500000000002 163.50000000000003 48.992954254150398 26.272924853225238 6.5000000000000009 249.75000000000003 43.802617699200077 0.22175900204868229 1315.2500000000002 8.5000000000000018 90.383517858691448 455.75000000000006 13.00000047683716 473.75000000000006 555.25000000000011 824.25000000000011 14.500000000000002 3.5000000000000004 270.75000000000006 34.500000000000007 0.49689868466612241 0.87922706538704343 2.5000000000000004 12.500000000000002 49.281222648223185 1.0000000180025095e-35 848.25000000000011 1056.2500000000002 0.40803029124566037 98.659034414719883 793.75000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 13 5 6 7 8 -5 25 12 -4 -11 14 15 19 20 26 21 -3 -17 -19 -23 -20 -16 35 -15 -27 -29 31 -31 34 -33 -34 -30 36 37 -10 -39 40 41 42 45 -42 -45 -28 right_child=-2 2 11 4 -6 -7 -8 -9 9 10 -12 -13 -14 17 24 16 -18 18 23 -21 -22 22 -24 -25 -26 27 39 28 29 30 -32 32 33 -35 -36 -37 -38 38 -40 -41 43 -43 -44 44 -46 -47 leaf_value=0.00018103511562088967 0.002749730712047821 0.0070778909262624885 -0.0035223287386797501 0.0049919995176197322 -0.0035085138823778756 -0.00049998799554502329 -0.00031252794709095991 -0.0029534542570314854 0.0060633246792965983 0.0023243407472709706 -0.011272364344922558 5.5424570693296609e-06 -0.0034210235856347998 -0.00014418901719417379 0.00018090968247817327 -0.0047720661710435571 -0.0091896320374355873 0.0030341608236696791 -0.0063457897214780016 -0.00052344804932265526 0.00087366183671131479 0.0018569847413122823 -0.00032647172079128885 0.003464296239829549 0.0057403813075955368 -0.0042623638168038484 0.0051384612706044108 0.0043199107573642943 0.00078121682071756004 0.010140478097656759 0.0010953649530034491 -0.0082740695519306125 0.0051278368141241927 -0.0069006350212317668 0.0086537342110087675 -0.003202393712538876 0.00348635352037886 0.00050676250546104293 -0.0084079804905012843 -0.00010788485979415002 -0.0019741828554361929 0.0010778915531562286 -0.0010503872937644204 0.007685490041260656 -0.0019551027096151416 -0.00025055848652077566 leaf_count=79290 410 131 386 493 532 3844 2488 321 48 313 84 732048 231 29996 2255 1079 280 737 193 170 153 1441 2219 50 126 82 321 808 2633 100 93 30 484 31 57 259 268 93 84 7858 4862 2015 9928 134 126 457 internal_value=0 -6.00479e-05 -0.000643245 -0.0078192 0.0109669 0.0161575 0.0300184 0.045379 0.0527228 0.0432077 -0.0523963 0.000120042 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6.06183 8.66385 7.39828 7.69661 6.60704 7.24416 7.10525 6.40592 4.94012 4.06075 4.60903 4.05502 4.04117 3.97604 3.90704 3.95945 6.11481 9.52202 6.68228 5.2357 5.88349 threshold=9.5000000000000018 966.25000000000011 46.500000000000007 3.5000000000000004 40.500000000000007 18.518002044018349 21.500000000000004 89.816756826189717 32.500000000000007 0.89446478114298189 0.64102564382969196 635.25000000000011 210.82884267631104 581.25000000000011 21.291752979354857 11.500000000000002 29.500000000000004 0.82824900186263006 39.279484380741813 37.645842832170509 0.77346551187805967 34.500000000000007 20.500000000000004 29.240862381969311 31.500000000000004 28.000027656555179 728.25000000000011 0.56472854241982884 14.500000000000002 234.4779735711796 640.50000000000011 4.5000000000000009 107.51219330881977 11.500000000000002 0.40620207730102026 0.38244231622399394 25.500000000000004 0.87619332421964014 1.0909577574459803 413.25000000000006 0.87503923414940377 2.5000000000000004 24.071685521074727 0.953989438423265 21.978565216064457 637.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 39 21 8 7 -7 18 -3 -8 -4 -12 14 17 16 -15 -14 19 20 -6 22 -5 -24 34 26 27 28 29 31 -31 33 -30 -26 35 -25 -22 -16 -19 -2 41 42 -41 -44 -45 -46 right_child=1 9 11 4 5 6 10 -9 -10 -11 12 -13 13 15 37 -17 -18 38 -20 -21 36 -23 23 24 25 -27 -28 -29 32 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 43 44 45 -47 leaf_value=-1.8168291235141647e-05 0.0032959876484090871 -0.0018646660197905768 -0.002764141397717349 0.00030822193569717378 -0.0070225967943978555 0.0055108745515211003 0.00017854124146781739 -0.017647956927530465 0.0046499389429569358 -0.011082322303963766 0.0014717682043985654 -0.018942963621922715 -0.010536077642683354 -0.0022305901301356568 -0.012440585257730463 -0.00012761510837459655 -0.016058388765956996 0.0033546625525166292 0.0006566785895320014 -0.015331155305095762 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7.80438 5.55993 6.83086 6.51438 6.82413 5.24965 4.90794 4.68164 4.53966 4.47507 threshold=147.50033172370357 108.236538197408 1.5074939071642766 36.490354087150244 316.89087296526014 40.00000190734864 66.31239190536084 257.26702730475887 6531.5000000000009 7.5000000000000009 39.001335144042976 29.500000000000004 0.65623452919462144 365.25000000000006 877.25000000000011 3.5000000000000004 2.5000000000000004 0.89585687214257925 464.75000000000006 489.25000000000006 462.25000000000006 14.514663536074009 2.5000000000000004 3.5000000000000004 16.998750686645511 30.500000000000004 569.75000000000011 47.041039183359679 406.25000000000006 0.95529129091561793 815.25000000000011 20.00000095367432 1.0556162444333033 22.500000000000004 29.347930054702896 36.747190535408535 40.376462350197002 76.059397513309008 37.500000000000007 85.026911934581207 34.500000000000007 34.500000000000007 4.5000000000000009 1.0000000180025095e-35 11.500000000000002 31.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -2 5 -3 -7 -8 -6 11 17 -5 13 16 -15 -16 -13 18 20 -20 -11 -22 24 -24 43 35 -27 -19 -29 -26 32 -32 34 -34 -31 37 41 38 -25 -39 -41 42 -37 -21 -35 -30 right_child=3 2 -4 9 8 6 7 -9 -10 10 -12 12 -14 14 15 -17 -18 27 19 22 21 -23 23 25 29 26 -28 28 45 30 31 -33 33 44 -36 36 -38 39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00045725642257227986 0.00028453496048892003 0.0025023259160825077 -0.011583593944304435 -2.350864553935158e-05 0.0071894119745439227 -0.0033412950312637136 0.0025232074462502511 -0.0054371096227962528 0.00017010274162441587 -0.00047437055520345336 -0.0052451353689286729 -0.012490261440827639 -0.00028863518033797928 -0.0013688703420026787 -0.001171308577044852 -0.023226050506995818 0.0011535597364533321 -1.2329648307837105e-05 0.00090803647997936927 0.0060785595426716774 0.0020302668914330148 -0.0042044738075885353 0.00036589556898668804 -0.00083203363548132298 0.00041246194723111476 -0.012379580789967388 0.0039708951842804532 0.0023095632819387008 0.00039134338513386181 -0.0022756806658039462 -0.010431091163332773 -0.0016490395337168493 -0.0025680897232392298 -0.01734612003996824 -0.00014646186494193439 -0.0049237852586654926 0.00083146962089095469 0.0020780957968108342 -0.0063359460585752257 -0.0025267232341483134 0.0019762289561844641 0.00036426802216163505 -0.013001925485073279 -0.00043933136083141504 -0.0019372431282980711 -0.0014840107193073427 leaf_count=24077 54626 723 29 640506 199 385 398 86 125 2172 228 108 8898 3343 51 34 44 46772 6215 189 170 978 14706 1729 1475 90 49 1260 69241 1859 170 257 309 72 3052 332 359 1419 242 871 498 132 90 230 24 1219 internal_value=0 -0.0110641 0.0364532 0.00044968 0.0427191 0.0216887 -0.0281192 0.0361365 0.146054 -0.000145835 0.00431911 -0.00121532 -0.02427 -0.0612114 -0.0515831 -0.325693 -0.278355 0.00457497 -0.00492713 -0.000854026 -0.0470924 -0.10694 -0.00757549 0.00121251 -0.0311847 -0.025898 -0.215617 0.00759732 0.0128139 -0.0377261 -0.050868 -0.167696 -0.0414839 -0.168104 -0.0310418 -0.0212487 -0.0877539 -0.00848982 -0.0491416 0.0202493 -0.0289637 -0.16218 -0.216623 0.0815022 -0.439786 0.011697 internal_count=890041 26022 1945 864019 1916 1592 869 484 324 809393 156409 652984 12478 3580 3428 85 152 156181 37689 34369 3320 1148 28154 20517 7637 5811 139 118492 71720 7218 5743 427 5316 405 4911 5672 913 4759 1971 2788 1369 554 422 419 96 70460 shrinkage=0.0306829 Tree=183 num_leaves=47 num_cat=0 split_feature=11 13 19 20 9 12 20 16 26 32 11 6 30 23 27 22 22 10 28 23 26 22 23 10 25 16 5 25 4 28 10 20 11 22 27 11 21 14 19 18 22 27 29 28 8 6 split_gain=3.11242 4.00555 4.83078 4.85613 8.97529 11.1502 7.39943 6.54814 4.82405 4.79004 5.74284 5.22631 4.65535 4.92436 4.65273 5.17334 12.3799 12.2544 7.88794 9.13387 8.51708 6.10181 6.0294 5.35957 5.03353 4.81207 4.64669 4.55825 5.64203 4.47284 7.15944 11.0966 8.72375 5.05485 5.12957 6.19149 5.34638 6.79416 4.81862 4.77039 8.41792 4.39436 4.76717 4.24481 3.96226 3.72643 threshold=0.87019382240317977 52.157105354979592 501.25000000000006 0.98923156733004114 0.97238777167671808 128.46498910433056 0.87161434698134788 225.48070352199056 1.0070555048535637 1.5000000000000002 0.91181903462391278 0.52631579945644613 1.0000000180025095e-35 0.18074045452948825 11.500000000000002 1039.2500000000002 607.25000000000011 0.60403356108035899 599.25000000000011 0.45087094189312199 0.23992972707083676 1908.7500000000002 0.55062701674789827 0.71318313181323556 3458.0000000000005 221.30047485693416 13.005383014678957 1516.2500000000002 31.999998092651371 545.25000000000011 0.87138488496932387 0.99999291111961786 0.95484135812278204 338.25000000000006 1.5000000000000002 0.89992918262312982 3.5000000000000004 20.163416030382923 186.25000000000003 2.5000000000000004 406.25000000000006 2.5000000000000004 0.25378626524500142 4780.5000000000009 394.50000000000006 0.85185185323081092 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 14 4 7 -6 -7 9 -8 10 26 -12 13 -5 15 16 29 22 20 -20 -19 25 -18 -22 -23 -17 -4 28 -15 30 33 38 -33 -2 35 -35 -36 39 -32 -38 -41 42 -31 -29 -37 -16 right_child=1 -3 3 12 5 6 8 -9 -10 -11 11 -13 -14 27 45 21 17 18 19 -21 23 24 -24 -25 -26 -27 -28 43 -30 41 31 32 -34 34 36 44 37 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-3.2471998943351081e-05 0.0017527416289620595 0.00040850835784281866 0.0090346793991416194 -0.0084467002100106492 1.6924965637257038e-05 0.00010015420912183265 -0.01641740935678784 -0.00037199769443159518 -0.0023464632656784649 -0.00040715607579426343 -0.012285331254073372 -0.0034621577135572862 -0.0015664101247806733 0.00013695265150864505 0.00073566654088788488 0.007958161112354218 0.0036524512619306722 0.0033251702602024743 -0.0064458689191681552 0.0001442940884985878 -0.00057248385890530814 -0.0079535214466597195 -0.0047233219879685871 -0.013832389662871326 0.0037755115617097781 0.00097523741577582891 -0.0020384914189170806 0.00242106492435817 -0.0018596047562230047 0.00067771993915782802 -0.0075358683017437509 -0.0035979071272658975 -0.013560656178642154 0.005242633418212953 0.00078914087164034944 0.0018974859061444316 -0.0017274332011402076 0.00067187473197881278 0.0009867197375998853 -0.013945569528643681 -0.0029034426409338403 0.001208727967734924 -0.0073027340264441333 -0.0025909046472407022 -0.011231817879744695 -8.8592532023989162e-05 leaf_count=672373 1384 33707 36 63 37962 73 81 9072 32 1965 96 185 1553 83867 22564 211 314 42 398 394 34 76 109 184 63 166 3979 1314 1354 165 68 691 94 39 2271 27 565 715 766 97 197 3586 123 181 109 6696 internal_value=0 0.00329231 0.00145607 -0.00133761 -0.00885811 -0.000645098 -0.244889 -0.0292918 -0.405201 -0.0541675 -0.0728742 -0.211078 0.0032157 0.00418687 0.0108558 -0.00497526 -0.00906691 -0.0950466 -0.152845 -0.103231 -0.303974 0.093129 0.0486967 -0.383417 -0.0859596 0.159159 -0.0632016 0.00438992 0.00342964 0.00257116 -0.0124761 -0.0708088 -0.156143 0.00500001 -0.0129453 -0.180384 -0.00532457 -0.0501153 0.00951126 -0.110056 -0.213363 0.0298496 -0.0889943 0.0591296 -0.28111 0.0178288 internal_count=890041 217668 183961 141813 53481 38148 186 15333 113 6261 4296 281 88332 86779 42148 12888 12372 1475 1052 792 260 516 423 218 139 377 4015 86716 85221 10897 7023 1619 785 5404 4020 175 3845 1574 834 859 294 3874 288 1495 136 29260 shrinkage=0.0306829 Tree=184 num_leaves=47 num_cat=0 split_feature=0 14 23 1 11 26 21 26 27 22 27 17 7 23 29 16 14 25 25 7 8 16 16 26 30 21 30 32 14 26 4 4 10 24 23 6 4 25 23 29 1 19 25 28 17 10 split_gain=3.1741 3.9951 4.64426 5.45475 6.28733 4.41878 4.05144 6.38827 6.26982 9.80304 5.11942 7.32367 5.04645 5.41705 6.25786 5.87318 5.9202 4.23318 4.13261 7.78661 4.51692 3.90057 3.85762 4.08046 6.57698 6.76566 7.52924 5.62014 4.01574 3.79515 4.69817 6.49193 4.0284 7.45605 7.78679 4.25253 3.76143 4.42758 4.17535 4.98049 3.73507 4.84132 3.61316 5.6131 4.97215 4.93871 threshold=22.000000000000004 19.736043635420511 0.99999291111961786 884.50000000000011 0.81267249368422401 1.201809991809992 9.5000000000000018 0.74066891644184596 45.500000000000007 641.25000000000011 26.500000000000004 56.307308099444924 -33.615655899047844 1.0502168649023587 0.77705372984941101 222.18484413453652 31.166493156802247 811.25000000000011 678.25000000000011 -61.653112411499016 1415.5000000000002 228.95472184392804 185.48804648588825 1.3498938648021579 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 1.5000000000000002 35.099810075269808 1.0001705902422382 29.486922264099125 80.025615692138686 0.7016118609622034 2.5000000000000004 1.1594093930478373 0.88888888399165189 30.235812187194828 713.25000000000011 0.7779720760738974 0.85254464488571824 445.50000000000006 513.25000000000011 1602.2500000000002 794.25000000000011 66.403911483042009 0.73642615407520129 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 5 -5 -2 8 -8 10 -10 22 12 18 14 40 17 -17 -16 19 -12 -20 -18 -3 29 42 26 27 -26 -27 -24 32 -32 33 34 -31 -36 37 -9 39 -39 41 -14 43 -25 -45 -46 right_child=1 6 -4 4 -6 -7 7 36 9 -11 11 -13 13 -15 15 16 21 -19 20 -21 -22 -23 23 24 25 28 -28 -29 -30 30 31 -33 -34 -35 35 -37 -38 38 -40 -41 -42 -43 -44 44 45 -47 leaf_value=7.7497575367201142e-05 -0.00012548581901582949 -0.0002704083303522541 -0.00063044131037381533 -0.00094325781366096345 0.0066120976288089979 -0.0083863705565389805 0.0019311220644279174 4.5124490755496222e-05 0.0020957415511701173 -0.016485936721475854 -0.0012423653057573377 0.00079107018684421463 -0.0035051823000078596 6.6803933748104936e-05 -0.0020278894687179071 -0.00027604010488146925 -0.0016063638758291269 0.00073970755938528206 -0.00038497363378329976 -0.0061322628947053318 -0.0083584277322290377 -0.018144549326114343 -1.0714653265915767e-05 -0.00010608221224486863 -0.0018462041457289742 -0.0018484510357411094 0.00034315422338493238 0.00010377755470553455 -0.0056429793173340724 -0.0016694234373399992 0.00080500889623512568 -0.0013925082801308525 0.00027991651691437682 -7.2585815974485771e-05 -0.014441091508706984 -0.0011653629573960377 -0.0017882763013687582 -5.5722126968079577e-05 0.00098560943541145659 -0.0084916257418527347 0.0015713559966617843 0.0013930379222048001 -0.00065846163226836022 0.00081464074398966636 -0.011038621147365707 -0.00068025300929767268 leaf_count=323115 91532 43076 20035 182 241 61 2155 23866 52 55 819 4201 385 10940 5657 5205 25 573 1504 490 70 29 157839 34114 4314 1603 5363 2054 314 335 18236 1360 64770 36750 85 31 866 215 8335 95 1437 375 7224 9863 65 130 internal_value=0 -0.00140135 -0.00674994 -0.00374584 0.109551 -0.00426908 -8.38187e-05 0.0101688 -0.000952547 -0.242989 -0.000890773 -0.0131069 -0.0190458 -0.0144115 -0.0276719 -0.0370227 -0.012414 -0.0577959 -0.0586307 -0.100147 -0.0241038 -0.341819 0.000108833 0.00122458 -0.00590897 -0.0254227 -0.0164222 -0.0396716 -0.0805005 0.00288522 0.00708471 0.0212659 0.00435949 -0.00393401 -0.13173 -0.355028 0.0067617 0.00849429 0.0278842 -0.0860715 0.0212272 -0.0354692 -0.000727187 0.00266355 0.0234241 -0.134702 internal_count=890041 566926 112051 92016 423 91593 454875 35532 419343 107 419236 31710 27509 24626 13686 11489 5259 6230 2883 1309 1574 54 387526 344450 65044 13648 11731 6368 1917 279406 121567 19596 101971 37201 451 116 33377 32511 8645 310 2197 760 51396 44172 10058 195 shrinkage=0.0306829 Tree=185 num_leaves=47 num_cat=0 split_feature=16 16 1 9 29 10 24 27 23 22 13 22 7 9 27 10 25 29 25 26 29 7 13 19 26 4 7 11 25 27 24 6 6 21 1 6 19 21 25 14 1 12 26 21 29 1 split_gain=3.21381 4.08982 4.94783 4.65109 6.97226 3.71917 4.25048 5.01192 7.02189 3.43314 3.22626 3.13858 3.01918 5.60898 5.78875 8.79368 7.94392 7.48543 6.18621 6.47031 9.30522 15.1244 10.8394 10.7512 8.26355 7.41576 6.02212 5.55707 6.52677 5.52236 5.43062 8.40018 5.27077 5.15777 15.7923 6.82998 5.03331 5.01184 7.01086 5.22671 7.98362 5.69293 5.66852 7.2006 8.10403 8.09366 threshold=151.71888475561232 107.15282869012709 625.50000000000011 0.95327233550722001 3.3675579390720465 0.86690131276288873 7.5000000000000009 3.5000000000000004 0.29651798659371426 3395.7500000000005 24.697288806562455 3988.7500000000005 -1.0000000180025095e-35 0.96592630834241577 2.5000000000000004 0.9878631607117111 363.75000000000006 1.1716281669770379 5624.7500000000009 0.58951291174726406 1.0000902038607256 -60.23728942871093 118.35104635157172 4977.5000000000009 1.1641565092856367 69.000862121582045 -89.935768127441392 0.62934010438575261 16049.750000000002 6.5000000000000009 1.5000000000000002 0.88000001364787606 0.39534885385029417 1.5000000000000002 2743.5000000000005 0.34432451764102051 4602.5000000000009 1.5000000000000002 534.25000000000011 37.795869299156962 3809.5000000000005 316.89087296526014 1.0001705902422382 2.5000000000000004 0.64208172962698995 3223.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 11 6 7 9 -9 -5 -10 -1 13 14 15 16 -2 33 37 -20 21 22 -21 -22 -25 -26 -24 28 30 -14 -23 32 -32 -18 -35 -36 -17 38 -16 -39 42 -42 43 44 -41 -45 right_child=12 2 -4 5 -6 -7 -8 8 10 -11 -12 -13 29 -15 18 36 17 -19 19 20 23 27 26 24 25 -27 -28 -29 -30 -31 31 -33 -34 34 35 -37 -38 39 -40 40 41 -43 -44 45 -46 -47 leaf_value=-0.0015763753043750485 0.0062489132132447535 -0.00022477406889974126 -0.001213991279004361 -0.0024661247017529627 0.0057032318914914297 -0.00041817924436812401 -0.0011298987683793108 -0.00094913981445897194 0.011953393100394569 0.0041210602420305182 0.0051344316314716875 0.00062726587350007176 -0.00030966060728582293 0.00025357228579071453 -0.0016977502457038395 -0.0076122040542594468 0.00041193257394268949 0.0017309914696718334 0.0012449026167883842 -0.016169757279807902 -0.016727570943491192 -0.012924233697900406 0.0020193200198420319 0.00048273973994375334 -0.009422312915640078 -0.0015099580111933473 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-0.200647 -0.120969 -0.0279749 0.00519808 -0.0604665 -0.325134 -0.124211 -0.000357058 0.0175126 -0.00161611 -0.0194658 0.00970174 -0.0374663 -0.0808012 -0.0325018 -0.146045 internal_count=890041 33194 28454 4740 2709 2031 1447 1194 874 320 694 2538 856847 362545 245249 14272 13858 13617 230977 8218 7048 1363 412 5685 5646 2496 292 951 377 494302 309 227 184 9547 1063 186 414 222759 14662 208097 15206 5803 9403 2285 1313 972 shrinkage=0.0306829 Tree=186 num_leaves=47 num_cat=0 split_feature=0 14 9 22 16 27 13 14 22 15 4 27 0 22 16 21 25 1 14 11 19 26 20 22 14 8 29 5 24 14 15 23 19 16 18 29 26 26 21 14 8 26 18 10 4 26 split_gain=3.36799 3.75899 3.28896 5.32432 4.53932 3.61436 4.64902 5.36149 3.80163 3.80132 3.84126 3.65054 3.49694 4.05409 3.47728 3.65863 3.44847 3.37189 3.31264 4.04776 3.5304 3.28503 3.53827 3.29479 3.25019 8.63976 3.15113 5.49107 4.59069 9.30576 7.69238 4.61931 5.57159 4.82304 3.27072 3.1866 6.92265 7.42247 5.37096 4.93731 3.8897 3.22347 3.65626 4.23148 3.70812 3.06606 threshold=29.500000000000004 19.815791517660283 0.92663204989731673 1703.5000000000002 147.50033172370357 2.5000000000000004 31.52111868199724 21.813773384267879 1024.2500000000002 0.75721980374127107 49.000072479248054 49.500000000000007 49.500000000000007 557.25000000000011 107.15282869012709 4.5000000000000009 1228.2500000000002 595.50000000000011 30.386422827988003 0.85979492431105342 623.25000000000011 1.1269513147617809 1.5074939071642766 281.25000000000006 25.63312762181285 1745.5000000000002 0.56360393406254039 74.00003814697267 3.5000000000000004 30.045894210704372 0.41129958691310842 0.7061837648858299 748.25000000000011 216.84221529938134 1.5000000000000002 0.81885425211922358 1.0929234224835225 1.23439350185062 16.500000000000004 32.247377072807119 675.50000000000011 0.73515615265653755 1.5000000000000002 0.87445218108431033 20.396347045898441 1.1430199456099659 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 21 24 4 17 6 -6 12 16 26 11 -11 13 -8 -5 -16 18 -4 20 -20 -9 -2 23 -23 25 -3 27 28 30 31 -7 32 33 -30 -31 36 38 39 40 -38 -28 42 -37 44 -44 -13 right_child=1 2 3 14 5 9 7 8 -10 10 -12 45 -14 -15 15 -17 -18 -19 19 -21 -22 22 -24 -25 -26 -27 35 -29 29 34 -32 -33 -34 -35 -36 41 37 -39 -40 -41 -42 -43 43 -45 -46 -47 leaf_value=5.5253995966239949e-05 -0.00021948087161463833 -0.00050358847658011426 -0.00023349183193547334 0.0025585217995654063 0.0014862042971671174 -0.0090907006042187793 0.00042540962090260133 -0.0057706455917508137 0.00012635727222133617 -0.00014020180307484285 -0.0043403094773738589 -0.0016879773886672945 -0.00093315332763731522 -0.0094876253374284857 0.00029078678215915278 0.0021928799600503231 -0.010410744325055028 -0.0022988441430665456 -0.0082756692617474946 0.0011210903482093322 -0.00063920129823811427 0.0036845890407309258 -0.0070382499445517388 -0.0015053728823546599 -0.00014876033072524475 -0.0038594114237527899 0.00085644492514070985 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0.47319250871080143 11.00072765350342 180.05303192138675 -64.34108734130858 24992.000000000004 6237.7500000000009 1.5000000000000002 340.01959228515631 3873.5000000000005 0.91416409665912457 0.65658170764123269 0.68571429789989036 0.53581031580360605 0.69599608993157391 -89.935768127441392 0.87922706538704343 6.5000000000000009 62.99229741004995 0.48816286817291182 48.159902576697327 583.25000000000011 11.500000000000002 22.500000000000004 1.5000000000000002 2.5000000000000004 0.25535310998284971 1.5000000000000002 1.5000000000000002 682.25000000000011 5679.5000000000009 112.9194386438768 -64.34108734130858 0.72325612937133232 1.5000000000000002 -57.501956939697259 3.5000000000000004 0.87089161565520878 1.7337530355823041 1.2403152523778476 1.1397931606660261 0.96462496676511322 0.88870890769259014 14018.500000000002 71.95493579180409 0.97669127025397839 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 5 15 17 -7 8 9 -6 12 -10 -11 -14 -9 -5 -15 19 -8 21 -21 -2 23 -23 -25 27 -27 -24 -28 -29 -22 32 33 -32 -34 -36 -37 -33 39 40 44 -41 43 -40 -39 -46 right_child=3 2 -4 4 7 6 18 14 11 10 -12 -13 13 16 -16 -17 -18 -19 -20 20 30 22 25 24 -26 26 28 29 -30 -31 31 37 34 -35 35 36 -38 38 42 41 -42 -43 -44 -45 45 -47 leaf_value=-0.00027541892787977989 0.00017031205777754863 0.0030576799552699753 0.00037475036773525796 -0.007350529968656711 7.4114400509839475e-05 -0.0087831792442109608 0.0014208580540530657 0.0019774081618333327 -0.003162924024547745 4.3753388659199567e-06 -0.0020879018847938056 0.0043424901843915698 -0.00093841970999860354 -0.014016264133229801 -0.0071711625575647487 0.0029754565697043896 -0.0062165882435463622 0.0026803371630948355 0.0045903685752622736 -0.0033223250097964624 9.7702243113299217e-06 -0.00027211909760113109 -0.0064438957308542233 -0.013240482531903878 -0.002240842688963404 0.0011839266255206156 -0.0065555031756631219 0.006136324968437047 0.00023543213954494504 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-0.0319386 -0.0149759 -0.125845 0.0380828 -0.0489092 -0.0471234 -0.171785 internal_count=890041 36604 28371 853437 1686 851751 1412 1287 932 625 482 307 327 285 355 399 249 850339 1357 849936 765681 84255 62022 60885 266 1137 811 326 600 245 765239 9804 933 169 764 237 216 8871 7808 6523 5525 998 1285 579 3685 402 shrinkage=0.0306829 Tree=188 num_leaves=47 num_cat=0 split_feature=0 9 10 28 29 13 30 27 7 7 13 19 10 4 8 11 19 19 28 11 27 13 4 30 10 28 13 29 4 19 26 24 5 23 6 8 27 4 23 14 8 9 9 11 16 4 split_gain=3.13878 5.84035 4.53523 4.33195 4.23476 6.15732 4.82036 4.17903 6.0284 7.16896 6.56559 8.43962 5.72555 4.2074 7.7551 8.13076 9.9026 8.16263 4.09622 4.04268 3.84647 3.74173 3.70238 3.66995 3.83353 3.82671 3.64133 3.51331 4.34099 4.49731 4.00422 3.59368 3.77035 7.28623 3.50685 3.48568 6.78906 6.88198 5.34636 5.11669 7.66775 6.33281 9.59722 8.31645 5.58156 5.38831 threshold=22.000000000000004 0.95742162454257074 0.70349337299707504 805.25000000000011 6.7410114574841398 46.702218517683143 1.0000000180025095e-35 2.5000000000000004 -89.935768127441392 -5.9867463111877433 31.420825263811516 934.25000000000011 0.76265574865992913 88.324611663818374 5776.0000000000009 0.91053656311009268 8112.0000000000009 18860.500000000004 1508.2500000000002 0.87532812015570649 13.500000000000002 41.629467431695083 31.522263526916507 2.5000000000000004 0.9878631607117111 628.25000000000011 27.511565603982991 0.52878537014662685 21.978565216064457 602.75000000000011 0.78811303979425629 2.5000000000000004 42.999996185302741 1.1813851438856404 0.70833333606395843 10439.000000000002 2.5000000000000004 50.172464370727546 0.95720884745833257 83.112601194457099 14035.500000000002 0.87821164109705308 0.91641451825539255 0.47025481540930986 234.13046440065349 110.00907135009767 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 18 4 5 22 -7 8 10 -10 26 -12 -13 14 19 -16 -17 -18 27 -11 -20 -21 -2 -8 25 -25 -4 30 -29 -30 -3 32 33 -31 -33 38 37 -37 -5 40 41 43 44 -38 -43 -41 right_child=1 2 7 35 -6 6 23 -9 9 13 11 12 -14 -15 15 16 17 -19 20 21 -22 -23 -24 24 -26 -27 -28 28 29 31 -32 34 -34 -35 -36 36 39 -39 -40 45 -42 42 -44 -45 -46 -47 leaf_value=8.0034003937273386e-05 -0.00029844838100824978 -0.00045318154650076948 -0.0010084841869212498 -0.00034470315416500701 0.0010938712294774973 -0.00054263962786994986 -0.0022014855503123859 0.00013536591456535677 0.0012522743786135071 -0.0016890024974014356 -0.0086363883952944431 -0.013260969998075035 -0.00082990028819160606 0.0014768449183001863 -0.00081185568837998376 -0.014322808806323901 0.0013012233655215503 -0.016097823982270297 0.00048150164574774652 -0.0014077713771927132 0.0045532836936354962 0.0015118440940849955 0.00084972916164965354 0.0014443120928470709 -0.011934035915623179 -0.0013077346011822948 0.0059937374183630879 0.00016259261455634993 -0.00046114559605536819 -0.0014509788791221346 -0.0036512174381468977 -0.0015466628406366021 0.0014043052856019431 -0.0096184629055278571 1.7698843924278298e-05 -0.0092757389522452275 -0.0089673774031651006 0.0004146872600381952 0.00025576939569187047 0.00057636620608306536 0.0017121584075550456 -0.0073308556821597452 -0.0036109904867158158 -2.2928845347573224e-05 -0.020460065856575619 -0.0016493864455431693 leaf_count=323034 53283 18702 394 21144 1826 12489 3692 222029 2146 1922 275 38 425 621 265 134 110 33 7464 684 225 1044 2782 669 28 1646 85 49696 36566 1397 376 1375 370 111 71538 70 136 4807 41081 1596 226 54 177 349 70 2857 internal_value=0 -0.00129698 0.000618996 -0.00667299 -0.0119278 -0.0130925 -0.0288991 0.00359417 -0.018609 -0.0072536 -0.083541 -0.142715 -0.0602995 -0.0286856 -0.0400653 -0.151682 -0.27148 -0.0884514 -0.00302758 -0.023491 0.0195762 0.0116079 -0.00787002 -0.0521049 -0.0211495 -0.016701 0.00762906 -0.00399243 -0.00247242 -0.00594069 -0.0168241 -0.00149712 -0.0446888 -0.0668832 -0.000384646 -0.00113956 -0.0181398 0.00898221 0.00168594 -0.0423436 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5.5000000000000009 0.53690789537582939 44.500000000000007 30.3578634262085 566.25000000000011 810.50000000000011 0.54838710004753388 1.0000000180025095e-35 17832.500000000004 16049.750000000002 233.47871664313769 0.89300650715657681 230.33159637451175 2.2699210618597472 0.77462826487655501 1.0217448967823783 807.25000000000011 163.45682663061851 17.500000000000004 572.25000000000011 1173.2500000000002 886.25000000000011 56.000364303588874 0.86835980542341917 1461.7500000000002 4.5000000000000009 7416.0000000000009 13036.000000000002 6402.7500000000009 1703.5000000000002 1566.2500000000002 4.5000000000000009 -1.0000000180025095e-35 0.95498895059990607 0.8745833287036523 7.5000000000000009 10.997536184320049 7.5000000000000009 345.25000000000006 0.96048242032279652 57.960592269897468 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 37 4 11 5 25 -7 8 10 -10 -6 18 -5 -13 15 16 -15 -16 -4 -19 -9 36 -23 -24 -14 26 27 28 -3 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0.89446478114298189 727.25000000000011 620.75000000000011 1515.5000000000002 0.69738883250649752 0.51851851656837622 25527.500000000004 0.94725793480296583 74.000316937189538 1.5000000000000002 535.25000000000011 64.065479278564467 4780.5000000000009 10580.000000000002 228.99998474121097 18965.000000000004 0.7061837648858299 550.75000000000011 27.511565603982991 0.95052278548225899 9.5000000000000018 1346.2500000000002 0.87821164109705308 76.139322092198583 3.5000000000000004 186.25000000000003 413.25000000000006 281.25000000000006 17.500000000000004 6.5000000000000009 1.0874235876491707 473.25000000000006 42.848344802856452 1126.5000000000002 0.8162961361269484 0.43185335675783604 3196.5000000000005 0.98513569308367011 3711.2500000000005 7942.5000000000009 95.970436566537515 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 8 -4 6 -2 -3 -7 -1 10 11 15 13 21 -15 16 -10 -18 19 24 -14 22 -13 -24 25 26 -17 28 -27 -23 -11 -32 33 34 35 38 -35 -38 -16 -20 -22 44 -43 -44 -42 -41 right_child=1 4 3 -5 -6 7 -8 -9 9 30 -12 12 20 14 32 18 17 -19 39 -21 40 29 23 -25 -26 27 -28 -29 -30 -31 31 -33 -34 36 -36 -37 37 -39 -40 45 41 42 43 -45 -46 -47 leaf_value=-9.7909967609085006e-05 6.3575253618241683e-05 -0.0093053391203192747 -0.00037276172668463536 -0.014223562652429467 -0.010879599914775714 0.00064068735883095478 0.00045646781955451752 -0.0062125457152798456 -0.00041175749227859957 0.00093246954258014195 0.0013079082262481374 0.000309322792172964 0.0031749032937374907 0.00046507724510287099 1.7203628754426838e-05 -0.0029909435157635727 0.001544569537079034 -0.0040270704673489172 0.00099959811914212995 -0.011694491526050049 0.00092822504694556741 0.0058891824626689619 -0.0039742012447633928 -0.01540273257447625 0.0026461482189020641 -0.001025279447248639 -0.01456297980094637 0.00014185819524517904 -0.005347074255735427 -0.00072946369768896342 -0.0017767932653249632 9.2876319477631724e-05 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3.0224124790827909 0.17054875176539394 19.798989295959476 24.697288806562455 0.49692909287658921 11.00072765350342 0.58129910069109125 133.3698425292969 0.18144310602967201 622.50000000000011 180.05303192138675 16049.750000000002 5624.7500000000009 1.5000000000000002 -64.34108734130858 17205.500000000004 12158.000000000002 718.25000000000011 178.57788085937503 0.49229690365735251 0.66998459811360533 0.89285714936125238 0.6050213230548368 0.75716149704637636 -56.309932708740227 2.5000000000000004 30472.500000000004 0.81684351252462728 157.62088693683907 58.180830001831062 0.52386648439280037 -64.970252990722642 0.97505803588260342 1.0369599014720647 0.95363614179866019 0.69599608993157391 0.93776241818276451 17205.500000000004 147.0095138549805 0.34432451764102051 -13.982293128967283 -87.597270965576158 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 4 5 -2 -5 -8 -1 -10 11 -11 -12 -4 15 16 19 20 -16 -3 21 -18 23 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56.827675004055401 0.81250864479523111 1134.7500000000002 946.25000000000011 1224.5000000000002 58.223520863067471 0.69533380229792663 0.7121790139200237 0.56075406859595545 549.25000000000011 223.09863701895441 0.3079081184602902 0.046570022082550559 0.22175900204868229 0.18074045452948825 1154.2500000000002 33.986875534057624 286.50000000000006 9373.5000000000018 0.77780398322851163 0.28570185707599155 0.15721856415347388 61.840647636338673 40.745689014324235 4.5000000000000009 1.5000000000000002 2.5000000000000004 0.12005843752100559 1118.2500000000002 748.25000000000011 1908.7500000000002 49.907767165347529 12.856200695037844 5405.5000000000009 -1.0000000180025095e-35 6.5000000000000009 294.50000000000006 0.85443087645783844 4.5000000000000009 242.02357172232055 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 6 4 5 11 7 8 10 -10 -3 -4 13 -1 15 -15 -16 39 -14 21 30 22 24 -24 25 28 -25 -28 -20 31 -21 -22 -27 36 35 37 -34 -35 -39 -17 -31 42 -42 44 -44 -46 right_child=-2 2 3 -5 -6 -7 -8 -9 9 -11 -12 -13 18 14 16 17 -18 -19 19 20 29 -23 23 26 -26 32 27 -29 -30 40 -32 -33 33 34 -36 -37 -38 38 -40 -41 41 -43 43 -45 45 -47 leaf_value=-7.2255133263648264e-05 0.00094179195510792557 -0.00043236529844819518 -0.000793379682693183 -0.0016401847430159002 0.000264932874090599 -0.0029711929407410273 0.00032894793533419053 0.00017152995598199925 0.0022966079946298824 5.8546292932260152e-05 -0.0056178794001397027 0.0033395081949108433 -0.0031670359357625073 0.00071277753713634327 -0.00070206120268321269 0.002854312098689216 0.00092587738061229415 -0.003083782319835355 -0.0020452612082461148 -0.0062068928042714241 0.0065545358087086367 0.0039026414820715195 0.0065355017061924942 -0.0063807546130251365 0.014729628141349833 0.006530520253035515 -0.0049778047222379124 0.0017784061846236475 0.0060666414531778991 0.00011559250292182979 0.0063046927063488039 -0.0034119785087121991 0.0046640241342907505 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39 -1 -41 -42 44 -44 45 -39 right_child=1 21 -4 4 10 6 -8 8 16 -11 -12 -13 15 14 27 20 25 22 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 32 35 36 33 -35 -36 -37 -38 42 -40 40 41 -43 43 -45 -46 -47 leaf_value=-2.8920574733896604e-05 0.00014026202476990354 0.0030883319961992161 -0.014598849789957121 0.00054187568364001031 -0.00084607519180460709 0.0076209228247424527 -0.01238688317085224 -0.0015802500705770588 -0.014704860225579538 -0.01138444356234964 0.0016141416501403193 0.00014475307662723685 -0.001503785050042449 0.0051015433076721213 -0.0090866053257325028 -0.013437529838513124 -0.0010262361222783767 -0.0014963309437430632 0.00048403637593864677 6.4112091105533029e-05 -0.0021662425113960783 -0.0033924399135590783 -0.00064175620493742082 -0.017145040684184709 -0.011884305975379435 0.00018593672143838943 -0.0074160060909373351 0.003480196236868557 0.0010915875889136409 -0.00037870162867044188 -0.0084650585953878164 -0.0034526242090078562 -0.019056429030075612 -0.0020315323384248705 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internal_count=890041 162450 161443 727591 75366 69428 59016 58936 39864 10412 5938 19072 16446 10365 695 3221 35822 20744 17287 177 3040 1007 3457 236 181 15078 6178 119 13225 6446 1826 6779 4620 1203 70 1603 6712 652225 561308 148813 26496 2456 90917 950 89967 87395 shrinkage=0.0306829 Tree=195 num_leaves=47 num_cat=0 split_feature=18 17 4 25 7 28 26 23 5 10 17 7 15 1 29 11 30 26 22 11 29 21 28 6 5 5 10 26 4 10 11 13 26 26 23 7 28 17 11 17 13 28 14 7 5 28 split_gain=2.75797 2.62425 2.92381 5.56679 5.53375 5.11803 4.69089 8.97825 8.20018 6.50993 5.62389 5.19675 11.832 7.91867 6.55174 6.37305 5.43271 5.1666 4.66398 4.64155 4.51583 4.326 4.23184 4.53274 6.27488 4.15398 4.01755 4.00327 5.32268 5.57532 10.0667 4.57762 3.83065 5.31459 5.16351 3.812 4.11496 4.00551 3.76808 3.71597 3.63067 3.58802 3.35542 3.31313 3.2728 5.24187 threshold=6.5000000000000009 33.539348195157331 180.05303192138675 16049.750000000002 -64.34108734130858 5679.5000000000009 1.7337530355823041 1.186138140697748 250.077018737793 0.69946250908156882 46.87892011567255 -27.617028236389157 0.67730050602366587 3809.5000000000005 1.0587195941044041 0.76846718877968889 1.0000000180025095e-35 1.3236497777956393 1205.2500000000002 0.6913885799035967 1.0172134780241351 2.5000000000000004 3873.5000000000005 0.88888889221901013 295.44073486328131 158.99998474121097 0.8326997222401149 1.0457166607291299 110.00907135009767 0.848235618245051 0.53581031580360605 347.36470645991994 1.0734746234895927 0.882633661653074 0.87245369497151926 -34.965665817260735 9373.5000000000018 47.355605409391607 0.50956844144396718 55.834303844280903 239.21147545609051 24992.000000000004 64.604822375320865 -89.935768127441392 203.37795257568362 10901.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 5 43 -3 7 11 39 -9 -11 12 18 -14 15 16 -15 21 -7 -16 -18 41 -6 24 38 -19 -10 42 -29 30 -30 -31 33 34 -23 37 -37 -26 -24 44 -40 -13 -5 -4 -8 -46 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506 9988 3222 805 543 403 322 6766 2417 140 104 6448 1264 959 702 318 138 4241 353 310 96 214 323 266 191 470 373 97 232 1151 203 6125 3888 396 779 86 shrinkage=0.0306829 Tree=196 num_leaves=47 num_cat=0 split_feature=0 17 16 5 6 29 4 9 21 6 16 27 5 19 24 14 25 17 16 15 21 16 29 21 14 25 26 17 13 6 18 21 27 21 23 28 24 21 27 26 26 28 23 24 27 32 split_gain=2.78658 4.95311 4.67466 8.12179 4.14583 4.66891 7.0477 4.05883 3.92734 3.87494 3.85041 3.76177 4.60235 3.74379 3.5782 3.50769 5.33284 9.93941 6.99738 5.83751 5.9594 9.6128 5.37023 9.14919 9.16195 5.94092 5.04885 4.8198 4.69372 4.40596 6.62896 7.9616 5.1596 5.04512 7.22436 4.60272 4.86974 4.48663 7.48105 6.64704 6.0135 5.21528 4.67347 7.2348 7.07572 5.19357 threshold=46.500000000000007 56.827675004055401 213.78795233892325 163.94232177734378 0.87922706538704343 1.5364585567617275 47.00000190734864 0.9671650388609947 10.500000000000002 0.34432451764102051 182.91774190556461 5.5000000000000009 71.000812530517592 417.25000000000006 1.5000000000000002 27.669879667842768 947.25000000000011 53.179323702778781 130.29857508982334 0.87240946924350549 3.5000000000000004 219.13671637521011 2.3452799459160474 1.5000000000000002 22.469971194331716 2293.2500000000005 0.22175900204868229 84.296308533178632 99.979750844433866 0.77468469545432417 4.5000000000000009 14.500000000000002 14.500000000000002 2.5000000000000004 1.3562246550250914 537.25000000000011 8.5000000000000018 9.5000000000000018 40.500000000000007 0.73515615265653755 0.48608660155932187 569.25000000000011 0.4126010806943447 20.500000000000004 23.500000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 4 10 7 5 11 -7 -4 14 -8 -3 -2 -13 -12 -6 16 29 22 27 20 28 -22 -18 -24 -25 -26 -17 -19 -20 32 37 35 -1 34 -34 36 -32 38 42 40 41 -39 43 44 -31 -46 right_child=1 2 3 -5 8 6 9 -9 -10 -11 13 12 -14 -15 -16 26 17 18 19 -21 21 -23 23 24 25 -27 -28 -29 -30 30 31 -33 33 -35 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175 87 327 3588 8502 1269 1212 884 2262 467 352 115 1795 539 475 117 387 11592 556 144 shrinkage=0.0306829 Tree=198 num_leaves=47 num_cat=0 split_feature=17 16 16 9 29 6 16 19 7 26 23 9 25 9 7 11 14 5 21 18 27 14 24 5 24 27 20 23 8 13 29 20 6 16 20 21 19 19 27 24 17 29 18 14 10 14 split_gain=2.73408 4.39254 3.89398 4.47956 7.08837 4.15342 3.27081 3.72893 3.38264 3.94357 6.17755 6.62736 4.59535 3.67064 2.79915 3.25833 2.87135 4.46848 2.74658 6.24457 7.17846 5.73696 5.7553 11.4715 5.11307 4.94514 8.50836 6.10597 4.21995 4.18193 5.1953 4.24798 4.09976 4.54784 4.27718 5.14645 3.98861 8.12717 10.3615 9.67268 9.17855 5.9594 10.4597 6.61962 5.59392 5.31708 threshold=37.505407478337197 164.84111803661867 107.15282869012709 0.95215509484693239 3.0224124790827909 0.17054875176539394 139.5132380506092 532.25000000000011 -89.935768127441392 1.3873600704961302 1.5246139225469235 0.98278694927261034 1090.2500000000002 0.93410001763413975 -72.73852157592772 0.77379171301446059 17.206643818553779 21.998198509216312 9.5000000000000018 3.5000000000000004 40.500000000000007 18.518002044018349 21.500000000000004 31.999035835266117 32.500000000000007 45.500000000000007 0.99999291111961786 1.0045226142073724 1645.5000000000002 39.279484380741813 0.82736662934838234 0.77346551187805967 0.64102564382969196 210.82884267631104 0.97883971015141691 11.500000000000002 763.75000000000011 607.75000000000011 35.500000000000007 20.500000000000004 47.96182140410648 0.9619491545362574 4.5000000000000009 18.992314083213333 0.86241464288466607 27.160893401515153 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 4 5 -2 -1 -8 9 -9 11 13 -13 -11 15 -5 -16 -18 25 28 36 24 23 -23 29 -3 -27 -28 -20 30 31 -22 -24 -34 35 -35 37 -21 39 41 44 42 -39 -44 -41 -38 right_child=1 18 -4 14 -6 -7 7 8 -10 10 -12 12 -14 -15 16 -17 17 -19 19 20 21 22 32 -25 -26 26 27 -29 -30 -31 -32 -33 33 34 -36 -37 45 38 -40 40 -42 -43 43 -45 -46 -47 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4207 1710 2497 819 175 854 2191 shrinkage=0.0306829 Tree=199 num_leaves=47 num_cat=0 split_feature=26 18 0 9 5 11 12 8 7 22 11 9 12 9 9 5 5 4 4 2 33 26 10 11 29 26 21 26 4 14 16 7 7 7 17 10 16 11 17 16 13 12 26 16 17 16 split_gain=2.53371 2.46046 2.32652 2.45875 6.4255 4.66246 6.406 4.74108 4.67837 4.22803 9.18948 6.98934 6.58775 21.8393 7.02927 6.08972 8.12967 5.54336 6.1777 4.03939 3.65927 3.56384 3.54382 3.25428 3.23106 3.22179 8.26354 5.83584 3.27802 6.42491 3.28075 3.16807 4.22183 3.13233 4.10298 4.58293 4.19078 3.96415 3.73358 11.0805 10.3652 6.71342 6.22435 8.49131 6.0283 8.51875 threshold=6.8002404335201332 6.5000000000000009 9.0000000000000018 0.95433400465694695 64.003540039062514 0.64331846893373601 222.5654941677189 1865.5000000000002 -18.490362167358395 7942.5000000000009 0.78274118899118916 0.97763429398330814 350.32642481806784 0.98513569308367011 0.97505803588260342 96.001110076904311 87.22021865844728 69.000862121582045 38.622714996337898 25.715838509316772 2.5000000000000004 4.5379610601282652 0.97328128757921883 0.58959116541353396 0.28397817155093458 1.3498938648021579 2.5000000000000004 1.2646416833693144 43.003486633300788 42.095345685086578 218.13441564109283 -47.990509033203118 -52.290382385253899 -2.1162134408950801 60.949847984611587 0.8609962637052373 203.40578898225959 0.90432957057910723 49.836375222040793 228.34880132070057 38.252108471371137 130.06244584051396 0.66879456323445718 224.81169364905614 47.041039183359679 234.30742096252342 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 19 20 7 22 8 31 10 11 25 24 14 -14 16 -13 18 -16 -4 33 -11 -7 -10 -12 26 27 28 29 30 -8 32 -6 -5 38 37 -37 -36 42 -40 -41 -42 -35 -44 -45 -46 right_child=-2 -3 3 4 5 6 9 -9 23 21 12 15 13 -15 17 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 35 36 -38 -39 39 40 41 -43 43 44 45 -47 leaf_value=0.00016235289054182487 0.00086467614105079083 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23510 shrinkage=0.0306829 Tree=200 num_leaves=47 num_cat=0 split_feature=11 27 26 12 19 14 11 25 1 16 29 16 17 16 16 29 9 5 28 1 1 13 25 9 4 25 26 28 5 16 13 27 17 27 2 29 13 28 19 27 11 15 11 5 22 22 split_gain=2.44968 3.41749 9.44762 9.8552 6.78525 9.75747 3.31063 3.13542 3.13012 3.77694 3.36546 3.0724 2.82399 3.65631 3.61236 3.45306 5.32275 3.50297 4.12341 3.46708 2.97464 2.89628 2.81578 2.88278 2.77993 6.02617 7.10076 4.86268 4.70424 6.66439 5.24347 4.54848 3.89212 3.41736 3.3077 4.18447 5.90168 2.91601 2.87429 2.73524 2.72497 2.71657 4.47461 7.07627 4.80792 6.53211 threshold=0.92793514957518586 2.5000000000000004 1.7028969754938192 372.62489168102792 615.75000000000011 15.660392572607648 0.94669446158416759 3977.2500000000005 135.50000000000003 160.53133241600736 0.53788517463114927 201.74129011397625 33.539348195157331 155.57752100840338 107.15282869012709 2.7514933427686237 0.95175683384632415 75.000194549560561 7203.0000000000009 1065.5000000000002 622.50000000000011 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leaf_count=29249 190 4686 47 57 3055 120 36 47 297 34635 34 70 605 609 22370 58 20 126 199 402 6192 147 226 157 276 1637 21 92 59 391 69 39 605 28 402 263 170 40 537 34 1210 764365 6485 1379 4875 3430 internal_value=0 0.00737407 -0.0220294 -0.266894 -0.011377 -0.131193 -0.271618 -0.465832 0.0100599 0.0133259 -0.0141107 -0.400395 -0.000339659 -0.000685086 -0.0112066 0.0207425 0.0121037 -0.0233442 0.0287916 -0.0617601 -0.0147682 0.14628 0.0739203 0.00489747 -0.000260007 -0.000173778 0.0506067 -0.00032512 -0.0867157 -0.0299029 -0.213909 -0.28895 0.0595817 0.0346214 -0.0412882 -0.0667353 -0.144349 -0.0971338 -0.0234656 0.149049 0.0625088 -0.000253122 -0.0128402 0.0317032 -0.0188275 -0.00618494 internal_count=890041 43274 3622 151 3471 416 226 94 39652 34932 4720 106 846767 817518 31746 3184 2979 1749 742 1007 28562 205 543 283 785772 784124 2330 781794 651 450 201 60 2270 1665 1648 1246 446 132 800 260 1230 781143 16778 1988 14790 9915 shrinkage=0.0306829 Tree=201 num_leaves=47 num_cat=0 split_feature=0 2 17 19 19 19 6 22 22 27 14 24 14 6 15 7 30 23 4 7 16 17 10 21 7 16 33 20 25 25 18 6 16 23 27 13 29 16 20 25 24 19 18 17 23 29 split_gain=2.48116 3.58497 2.94949 3.44286 4.01718 4.92929 4.3434 4.62984 3.44687 7.52613 4.91909 4.92741 4.20668 3.77813 4.51273 7.46653 8.48262 5.16245 6.26195 4.61152 3.34194 2.81084 2.78937 2.96176 5.39892 2.70226 2.65687 3.64938 2.6377 8.36436 8.76803 14.5706 9.06941 10.0469 5.14717 7.7125 7.37073 8.33106 6.91801 6.74629 9.24406 9.50932 7.94828 5.92425 6.44399 6.28804 threshold=35.000000000000007 7.9059551886792461 90.383517858691448 297.25000000000006 483.25000000000006 607.75000000000011 0.9310344839261212 1521.7500000000002 687.75000000000011 14.500000000000002 21.291752979354857 8.5000000000000018 24.46601884948554 0.85185185323081092 0.52407307541167303 -54.425733566284173 1.0000000180025095e-35 0.92112885647216636 36.000164031982429 -88.800224304199205 145.20027855153205 33.539348195157331 0.96911601508072398 5.5000000000000009 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19 19 11 16 17 20 24 0 25 17 16 27 20 14 7 25 7 14 22 28 27 29 20 13 22 28 21 22 5 23 4 27 5 19 26 27 17 4 15 15 22 27 14 29 split_gain=2.66967 2.66577 2.73892 3.05426 3.33732 2.5686 4.13526 4.33245 3.2793 5.66008 5.27381 3.07451 3.94744 4.30214 7.3162 6.56499 3.78348 4.52976 4.10189 3.68217 3.55624 3.33037 6.62463 3.25661 3.38269 3.13411 3.90818 3.06846 12.4878 7.98471 7.77222 7.10911 9.96799 8.54629 8.17041 7.77389 7.51885 7.94398 6.54127 6.2958 6.05547 6.03101 5.94123 5.74186 6.44797 5.65342 threshold=6.8002404335201332 4.5000000000000009 7416.0000000000009 13036.000000000002 0.61363878194586874 147.50033172370357 108.236538197408 1.1157083825265646 4.5000000000000009 33.000000000000007 1692.2500000000002 37.505407478337197 191.44501766029455 15.500000000000002 0.77346551187805967 22.971240047461873 -1.0000000180025095e-35 2566.5000000000005 -22.619863510131832 15.244950522476943 201.25000000000003 529.25000000000011 27.500000000000004 0.46695360105719114 0.99999291111961786 169.93185718354383 3988.7500000000005 3584.5000000000005 1.5000000000000002 1182.2500000000002 43.57432937622071 1.4756823761447646 40.000247955322273 2.5000000000000004 170.02690887451175 5405.5000000000009 1.0026631205673759 5.5000000000000009 58.223520863067471 96.002101898193374 0.65143860564804668 0.22112111086748909 7134.5000000000009 2.5000000000000004 17.354389972607336 0.20034697980114116 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -4 -5 6 -1 8 -8 10 -10 12 13 14 -7 19 17 20 -19 -15 -16 22 -21 24 -22 26 -18 -13 29 30 43 32 45 35 36 -34 37 -35 39 -31 41 -40 -41 -29 -45 -30 right_child=1 -3 3 4 -6 11 7 -9 9 -11 -12 27 -14 15 16 -17 25 18 -20 21 23 -23 -24 -25 -26 -27 -28 28 31 38 -32 -33 33 34 -36 -37 -38 -39 40 42 -42 -43 -44 44 -46 -47 leaf_value=-0.00041475889720345253 0.005009097496793828 0.0011995186301424032 -0.0082567547698680875 0.0018811057839249025 -0.0057778399611251542 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1148 102 307 2919 129 59 516 23 1320 64 1569 471 32 59 270 864 8416 280 1648 185 936 135 109 768 361 81 23 623 2259 3746 116 183 1178 internal_value=0 0.0288847 -0.0534322 -0.0895466 -0.0328455 -0.000178074 -0.00995446 0.0345388 0.0427868 0.00219582 0.0583525 0.000118176 0.00670008 0.0223719 0.033191 -0.00843416 0.0576521 0.087693 -0.0612008 0.00560472 0.100622 -0.0214124 -0.0845724 0.109634 0.180442 0.0341682 0.0308233 -0.000424486 -0.012021 0.00273159 -0.0916385 -0.0501835 -0.0706204 -0.113038 -0.0916386 -0.27317 -0.0760568 -0.12249 0.00802075 -0.00222648 0.0501613 0.0734875 -0.0361931 -0.0245201 0.0709389 -0.0188134 internal_count=890041 3172 350 300 228 886869 26084 1934 1877 966 628 860785 65564 12908 9553 3355 5363 2353 188 3048 2165 1900 580 2063 494 3010 2978 795221 22181 15997 849 6184 4536 2494 2200 294 2065 1297 15148 12185 2963 2340 3769 569 299 2042 shrinkage=0.0306829 Tree=203 num_leaves=47 num_cat=0 split_feature=21 4 25 11 13 29 25 25 20 29 8 17 22 15 22 7 21 6 25 19 22 16 13 15 20 20 23 11 19 4 13 8 19 25 21 22 32 4 20 29 5 16 25 17 25 14 split_gain=2.53122 6.50133 4.81105 8.75601 4.34039 4.33713 3.94996 4.05683 6.49005 6.71233 5.12847 4.70687 5.39003 4.12432 4.49588 5.08718 3.84885 9.31996 7.91895 3.7986 3.76173 8.04824 4.38223 4.73759 6.35449 6.07539 4.30562 3.98938 3.80559 3.74663 4.38639 3.71585 3.78207 5.46859 5.69605 3.62395 3.57353 3.35396 4.5738 5.5142 5.41183 4.01999 3.31909 3.2962 3.18475 3.78535 threshold=7.5000000000000009 39.001335144042976 977.25000000000011 0.88563669843080617 39.692221975166326 2.5226740005752091 406.25000000000006 662.25000000000011 0.91034763791698292 0.25378626524500142 1935.5000000000002 79.65995505874541 536.75000000000011 0.60577092032502156 912.25000000000011 -8.1301026344299299 14.500000000000002 0.66116717743497511 493.25000000000006 546.75000000000011 502.75000000000006 209.68096294954256 24.893618920341346 0.76966811581998573 1.3678550212864264 0.63985657230521353 0.68685168300496302 0.62550352131720066 329.25000000000006 16.683523178100589 32.955851969946188 693.50000000000011 643.25000000000011 777.75000000000011 12.500000000000002 653.75000000000011 1.5000000000000002 30.235812187194828 1.129589081261557 1.1195827601661088 44.373172760009773 206.81297571237334 482.25000000000006 54.423514323694114 622.25000000000011 23.518097247625722 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 4 -4 -6 43 11 13 -10 37 16 -13 31 35 -16 19 -18 -19 20 21 29 23 -22 25 -25 -27 -23 -24 30 -8 32 33 34 -9 -15 -17 -11 -39 -40 -41 -42 -32 -2 -14 -46 right_child=1 -3 3 -5 5 -7 7 8 9 10 -12 12 44 14 15 36 17 18 -20 -21 22 27 28 24 -26 26 -28 -29 -30 -31 42 -33 -34 -35 -36 -37 -38 38 39 40 41 -43 -44 -45 45 -47 leaf_value=-2.6954984035154061e-05 0.00082026154216368989 -0.0049605154007526346 -0.0037063062085228855 -0.0077455149615260439 0.0014214638660580345 -0.013120240916667344 -0.00056215449345492453 0.0014240353658679394 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599 11440 19148 3515 212 1159 2254 151 150 8157 128 695 53 473 53 87 163 428 220 162 internal_value=0 0.00348547 0.00372752 -0.0633269 -0.0197701 0.0299568 0.00416935 0.00350189 0.0102668 0.0166171 0.0172618 -0.000282983 -0.0633163 -0.0077124 0.00363848 -0.0963006 0.000451984 -0.0247617 -0.0828635 0.00197195 0.0089201 -0.00198788 0.0169438 0.0422754 0.0632997 0.0684789 0.0972808 0.0139882 0.0099581 -0.0296431 -0.00462692 -0.0322017 -0.0482921 -0.00501882 0.0187664 0.00807587 -0.163007 0.0179138 -0.0309125 -0.090132 -0.0633766 -0.236083 0.0968952 0.0408518 -0.028599 -0.0986362 internal_count=890041 162628 162390 1063 864 579 161327 158444 56844 42007 41898 101600 1171 14837 10138 431 100429 5710 1861 94719 42980 18216 24764 5353 3570 3517 2376 11546 19411 6670 3155 4699 3540 1286 1135 9707 313 41753 1361 666 613 140 375 2883 928 382 shrinkage=0.0306829 Tree=204 num_leaves=47 num_cat=0 split_feature=22 18 24 13 28 16 12 25 28 27 17 13 29 12 23 29 25 10 19 23 17 16 0 24 9 27 7 28 27 8 8 25 27 18 20 18 17 17 23 0 29 13 28 12 27 12 split_gain=2.32895 4.36229 7.54579 5.86287 5.54325 4.35767 4.0915 4.30528 3.6256 3.57506 3.5557 3.5568 3.41398 4.68468 3.81404 3.37489 3.5852 4.09961 3.27519 3.25249 4.66657 4.66427 4.22176 3.18333 3.29236 3.10284 2.95945 2.78063 4.13877 2.77965 2.79696 2.75333 3.87035 3.19357 3.00013 6.34158 14.6034 6.33098 5.90778 5.0075 4.68412 4.56816 5.83536 3.99459 6.37484 4.58485 threshold=281.25000000000006 1.5000000000000002 2.5000000000000004 20.433635312959364 376.75000000000006 202.5706577781651 62.399494936611674 977.25000000000011 601.25000000000011 7.5000000000000009 47.429931810305654 28.427728405527507 0.37069609813927124 51.574116139070419 0.71815502390692709 0.34360822155587645 441.25000000000006 0.90032101638466122 285.25000000000006 0.88663036634793235 53.7797819570171 228.18334200884905 28.000000000000004 5.5000000000000009 0.97859381767677933 2.5000000000000004 -14.272804260253904 626.25000000000011 2.5000000000000004 105.50000000000001 193.50000000000003 388.25000000000006 1.5000000000000002 4.5000000000000009 1.0645413449375651 2.5000000000000004 75.813348182206553 54.01842278498512 1.385386560693642 29.500000000000004 1.0748581906303951 75.998377518311983 1074.2500000000002 96.198484809835023 45.500000000000007 86.506096654409902 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 29 4 -4 -6 7 15 12 25 -10 -12 -5 14 -14 16 -1 27 23 21 22 -17 -21 26 -25 -9 -8 -18 -29 -3 -31 32 -2 -34 -33 36 39 41 -38 -36 -39 42 43 44 45 -37 right_child=31 2 3 8 5 -7 18 9 10 -11 11 -13 13 -15 -16 19 17 -19 -20 20 -22 -23 -24 24 -26 -27 -28 28 -30 30 -32 34 33 -35 35 37 38 40 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0034760522998533851 0.0032639939339014277 0.010945386391333892 -0.0039614646258030245 0.0042535648270274895 -0.0014750825083125777 0.0026927975209264342 -0.00049875062103892976 0.0079308428645614611 0.0011227151464854909 0.012487517589191158 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10924 621 210 49544 317 9345 internal_value=0 -0.0148545 0.00522864 -0.00447208 -0.0503999 -0.0109455 -0.0356006 -0.0185474 0.021115 0.111928 -0.0692443 -0.155389 0.0336382 0.0220829 -0.153087 -0.0272999 -0.0649131 -0.0128695 -0.082188 -0.00190333 0.0146749 -0.0949286 0.0348147 -0.12048 -0.253268 0.0608036 -0.0923758 -0.0612382 -0.0129971 0.151443 0.110535 0.000148442 0.0133924 0.0106935 -8.79155e-05 -0.00397428 -0.0100994 0.0024361 -0.154235 -0.00887271 0.0205103 -0.00200244 -0.00284724 -0.00228832 -0.0179022 -0.0143966 internal_count=890041 10470 5320 4989 1785 1189 5150 3770 3204 237 390 215 2814 2535 144 3533 1424 686 1380 2109 1790 319 1549 853 149 202 704 493 349 331 276 879571 15422 14987 864149 161509 82592 78917 697 81895 15559 63358 62737 62527 12983 12666 shrinkage=0.0306829 Tree=205 num_leaves=47 num_cat=0 split_feature=18 17 11 7 27 20 1 27 4 22 25 18 25 9 9 17 22 27 5 17 28 26 14 14 27 11 23 11 13 15 4 26 6 11 25 1 26 23 17 4 11 25 28 11 27 9 split_gain=2.27934 2.15902 2.26935 2.49135 6.62869 5.24602 6.2472 6.08581 5.35877 5.72732 5.12219 5.78593 5.74803 4.7887 4.69283 4.90874 4.9664 6.67761 4.77201 4.6235 4.3807 4.77892 4.34281 4.6497 4.32106 4.80343 6.75953 4.25017 4.24482 3.86682 3.73416 3.70219 5.87104 5.72592 5.24167 5.98943 4.63335 4.41796 4.19959 4.40404 4.18087 4.13417 5.71194 7.66159 7.60435 8.0004 threshold=6.5000000000000009 35.150188633276805 0.92793514957518586 -1.0000000180025095e-35 6.5000000000000009 0.85222874666587789 294.50000000000006 1.5000000000000002 6.0388505458831796 338.25000000000006 1364.7500000000002 1.5000000000000002 1516.2500000000002 0.96129259267667033 0.96592630834241577 58.008228938778281 536.75000000000011 20.500000000000004 34.808118820190437 62.99229741004995 376.75000000000006 1.0160460817323564 16.049124769843541 9.3297872891233045 22.500000000000004 0.75103807471264383 0.50899119782775137 0.76974050114161952 22.603988296897786 0.43758196786714026 6.0388505458831796 0.56451124440710432 0.53648610521702389 0.86843337275773724 4652.7500000000009 9181.5000000000018 1.8368428283568421 1.4192671447119927 53.626724894990978 80.025615692138686 0.54637378395632263 947.25000000000011 6402.7500000000009 0.72399836199836209 2.5000000000000004 0.91641451825539255 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 14 5 13 7 -7 9 -9 11 28 -12 -5 -3 24 17 29 -19 -6 21 -8 23 -13 30 26 -26 -21 -10 -17 -16 40 33 34 35 37 -34 41 39 -36 -22 -33 43 44 -43 -46 right_child=-2 2 -4 4 19 6 20 8 10 -11 12 22 -14 -15 15 16 -18 18 -20 27 31 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 32 36 -35 38 -37 -38 -39 -40 -41 -42 42 -44 -45 45 -47 leaf_value=0.00019516936955171565 0.0023208805047460644 -3.4665193852732641e-05 0.00023404510787742772 -0.00045876217318751412 -1.4527274227074242e-05 0.0036311846292279527 -0.0005816859751892942 -0.0013098716125676739 -0.0028657409696218189 0.0069039002003744273 0.0095973783334447858 -0.0057530469196731869 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internal_value=0 4.20211e-05 -0.000342044 -0.000681559 -0.00221631 -0.0129827 -0.0175879 -0.061101 -0.0721841 0.0389682 -0.0889125 -0.104986 0.0383025 0.00943048 0.00133646 0.00681236 0.0233354 -0.0283499 -0.128515 -0.000868806 -0.0141827 0.0486499 0.0215158 0.0957483 0.00405915 -0.0114462 -0.0329164 -0.0296682 -0.125552 0.0118346 0.00707216 -0.0159657 -0.0193868 -0.0411235 -0.0585191 -0.0717672 -0.0114294 -0.0677499 0.00588834 -0.0347636 0.0124954 -0.0767376 -0.104856 -0.119303 -0.204777 -0.26104 internal_count=890041 889642 838667 804400 456910 50825 42162 3060 2882 377 2505 2224 281 8663 347490 107905 15412 1659 475 406085 39102 1079 311 223 92493 15049 6157 5499 1913 1184 77444 38023 33943 9096 6143 5095 24847 5026 1048 742 4080 4603 2448 2247 715 551 shrinkage=0.0306829 Tree=206 num_leaves=47 num_cat=0 split_feature=21 25 11 27 10 25 18 27 5 17 11 4 13 17 20 22 27 25 8 27 20 21 10 11 14 7 7 22 10 27 16 26 29 18 8 8 7 16 17 20 20 27 27 22 14 9 split_gain=2.33637 6.13623 9.48835 5.56671 5.68515 5.95589 9.26629 5.90404 4.26367 4.10223 4.05079 4.00579 4.83795 3.81038 4.66724 5.2131 5.08769 4.81718 3.84888 5.6983 4.04794 3.80809 3.59058 3.95916 5.13193 6.20515 5.44116 3.94563 5.10469 4.35361 4.61572 3.63836 3.66426 7.55194 4.42793 5.62462 4.10605 5.65512 3.46723 3.38881 3.31952 3.3091 4.74463 3.27866 3.66429 3.97243 threshold=7.5000000000000009 987.75000000000011 0.88172292377361516 29.500000000000004 0.65623452919462144 877.25000000000011 3.5000000000000004 31.500000000000004 98.002029418945327 55.042981403769055 0.90783119210538576 41.048133850097663 41.966486735625288 48.475230425136367 0.88709082252112859 464.75000000000006 53.500000000000007 406.25000000000006 347.50000000000006 28.500000000000004 0.75413033588596567 4.5000000000000009 0.73309373257016486 0.67617028954505387 23.518097247625722 -56.309932708740227 -81.82159042358397 577.25000000000011 0.7836683856602763 47.500000000000007 217.06933029852851 0.15743650088254074 0.5885812360936582 2.5000000000000004 414.50000000000006 487.50000000000006 -18.490362167358395 174.81133891441337 54.177434660323705 0.7918426759350029 0.55048089273420409 27.500000000000004 36.500000000000007 685.25000000000011 24.798449074431748 0.97129822650632514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 8 11 -1 5 7 -7 -5 10 -6 13 12 -3 -2 15 18 17 -16 -15 20 -20 -9 23 -17 25 26 -25 28 41 -29 -31 -27 36 34 -34 39 37 -33 -37 -36 -4 -24 -43 44 45 -26 right_child=1 2 40 4 9 6 -8 21 -10 -11 -12 -13 -14 14 16 22 -18 -19 19 -21 -22 -23 27 24 43 31 -28 29 -30 30 -32 32 33 -35 35 38 -38 -39 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=-1.1512525870846972e-05 -0.00013008207891534399 -0.0034595503918530409 -0.00014166529198434577 -0.00036227854172757318 -0.00050162092692288484 -0.0011417555285277499 -0.021812503139817696 -0.012218834238624399 -0.011078213319866933 0.0014057091908758997 0.00049885534980367429 -0.010050894889937568 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3.41717 3.70354 5.62376 5.38223 4.02031 5.90393 3.92445 3.28176 5.62928 3.46026 3.93648 2.97183 10.4851 8.79174 9.44067 8.93364 8.40792 7.63905 7.00999 6.81616 7.07413 6.05558 5.99862 5.54244 5.99239 5.29325 10.4826 5.94145 5.29016 6.15469 5.09792 4.93982 6.63864 5.5097 6.31469 5.19806 threshold=147.50033172370357 108.236538197408 316.89087296526014 40.00000190734864 66.31239190536084 1100.2500000000002 257.26702730475887 6531.5000000000009 3976.5000000000005 36.490354087150244 191.44501766029455 15.500000000000002 1.5000000000000002 22.971240047461873 2566.5000000000005 0.93776241818276451 25.810007095336918 1822.2500000000002 19.415092301032967 -81.82159042358397 -40.601293563842766 3584.5000000000005 1.5000000000000002 1.4756823761447646 40.000247955322273 2.5000000000000004 5405.5000000000009 170.02690887451175 58.223520863067471 1.0026631205673759 5.5000000000000009 0.65626082813582831 0.49833331481460913 143.04377746582034 -64.970252990722642 2.5000000000000004 4298.5000000000009 5180.2500000000009 0.22112111086748909 0.77184576937370131 754.25000000000011 96.002101898193374 7134.5000000000009 1182.2500000000002 42.999996185302741 1.0317906717302663 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 5 -5 -3 8 -4 -6 10 11 12 14 -13 16 -16 -2 -18 -19 -20 -21 -11 28 24 40 26 31 29 41 30 32 -26 -27 34 -34 37 -37 -36 -30 -40 -24 43 -43 44 -23 -44 right_child=9 2 7 4 6 -7 -8 -9 -10 21 -12 13 -14 -15 15 -17 17 18 19 20 -22 22 23 -25 25 27 -28 -29 38 -31 -32 -33 33 -35 35 36 -38 -39 39 -41 -42 42 45 -45 -46 -47 leaf_value=-0.00038765685994388531 0.00095553579594819145 0.00049584552410405277 0.0064682058035749326 -0.0033847617604504661 0.003270766531478612 0.0058132609132798604 -0.0050942176135887829 0.00025827698833366214 -0.0052363523539776784 2.8079231304009931e-06 0.00010757995406546812 0.00014634199266912678 -0.00011084142919434951 -0.0047615087254306568 -0.0030996666096445953 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3.80649 2.83387 2.77167 2.7506 2.70542 2.68521 3.07172 2.66173 3.20081 4.37019 3.0418 2.65125 6.55123 12.2354 7.396 6.35575 5.05786 9.82185 7.2118 4.90609 4.27451 4.05454 4.12228 4.04339 3.77344 3.6455 threshold=6.8002404335201332 0.96462496676511322 0.33333333690165251 0.34266487822522312 71.95493579180409 0.71762398997999066 221.65957266166694 1.8329114405775717 5624.7500000000009 147.0095138549805 0.50899119782775137 14.000357627868654 0.5892364115102503 52.551706314086921 2.5000000000000004 1.5000000000000002 24.143094380578585 213.01840044384699 1.0852399056818949 15.500000000000002 479.25000000000006 46.41520153073823 0.55503510311540161 44.999996185302741 0.96923580346355231 223.8004237288136 255.25000000000003 1.2403569124206122 123.00122833251955 -14.912445068359373 102.07822418212892 0.9201228974118264 1556.5000000000002 2.2155826737366962 0.96354895795021511 -12.081263065338133 5624.7500000000009 -59.672111511230462 0.32751696340543995 -76.741542816162095 8848.5000000000018 3.0224124790827909 66.403911483042009 225.48070352199056 2.5000000000000004 73.004028320312514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 7 5 11 15 -1 10 21 -8 -5 13 -12 -13 17 19 -7 -19 -17 -21 -10 -6 -22 -20 26 -16 -3 30 -30 -29 -4 34 36 41 -35 38 39 -34 40 -38 42 45 -41 -43 -33 right_child=-2 27 31 4 22 6 8 -9 9 -11 12 14 -14 -15 25 16 -18 18 24 20 23 -23 -24 -25 -26 -27 -28 28 29 -31 -32 32 33 35 -36 -37 37 -39 -40 43 -42 44 -44 -45 -46 -47 leaf_value=-0.0004749900435227311 0.00081577288835140533 -0.00036915454141504508 7.0357989583383849e-06 -0.0050436728190538169 -0.0048537818678403271 -0.00067148940536831557 0.012796201836049854 -0.014129779557883771 -0.0084432867988744088 0.00024017912230334438 -0.016023587196198476 -0.00056944539991532017 0.0010718305491489643 -0.00010391726202224606 0.0012339239621111167 -0.0015195729755718916 0.0043931814185402453 -0.006275684910034723 -0.0026882583325828534 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4.35968 3.86214 8.98627 10.0078 7.49289 6.04571 7.50075 6.01775 5.49357 6.00804 4.88374 11.7447 8.47703 6.2328 5.63325 threshold=6.5000000000000009 102.23401871576776 -78.747478485107408 854.25000000000011 37.700492858886726 1822.2500000000002 -47.489553451538079 26.500000000000004 25.998673439025882 2.5000000000000004 0.85443087645783844 1151.2500000000002 13.500000000000002 0.97444361593851891 23.214761183295501 564.25000000000011 4405.2500000000009 21.87245082855225 602.75000000000011 45.500000000000007 483.25000000000006 0.97099106375218203 29.500000000000004 11.500000000000002 4.5000000000000009 0.83833959899749388 0.72872606649202398 912.25000000000011 700.25000000000011 724.25000000000011 620.25000000000011 0.68012978221159737 1.5000000000000002 40.000247955322273 1.4909909617432411 0.9062382286543228 1.0001705902422382 0.97101896031022716 178.57788085937503 185.06473001131107 0.86536876774246907 99.979750844433866 92.073192990565119 3126.2500000000005 7.5000000000000009 0.58377660828641231 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 17 6 -6 12 9 -9 -8 -11 14 15 -14 -12 16 -5 -1 19 -19 -21 -22 -20 24 25 26 -24 28 -28 30 -30 -31 -4 39 35 36 37 -35 41 40 -34 42 45 44 -44 -38 right_child=-2 2 32 4 5 -7 7 8 -10 10 11 -13 13 -15 -16 -17 -18 18 22 20 21 -23 23 -25 -26 -27 27 -29 29 31 -32 -33 33 34 -36 -37 38 -39 -40 -41 -42 -43 43 -45 -46 -47 leaf_value=3.8819023105307756e-05 0.0022201006007347029 -0.00027159095861456684 0.00032348330183837656 0.0020424752861645514 0.0038430834757478926 -0.0022595245144635795 -0.00057925109901139666 -0.0038931658410213468 0.0055118505573530192 -0.0010218317612522942 -0.0040658573786346956 0.0014865338417210355 -0.00074477947734480929 -0.0060308501369068877 -0.009136687463718509 -1.4355863758870753e-05 -0.0043068743489039071 -0.0003261574981448055 0.00010171368896050904 -0.014164072616246441 0.004044889996800926 -0.0053750011075515596 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4.07147 4.4147 3.60144 3.50014 3.43247 3.38258 3.18942 6.4962 5.98688 3.03667 2.97923 4.48971 threshold=6.8002404335201332 4.5000000000000009 8275.5000000000018 6402.7500000000009 12158.000000000002 0.27148698698017065 0.32434884650281237 0.34266487822522312 0.74613534138039084 1.8329114405775717 48.159902576697327 0.4339879799433724 2146.5000000000005 2073.7500000000005 2072.5000000000005 2.5000000000000004 1.5000000000000002 1280.2500000000002 29.500000000000004 1.5364585567617275 0.52386648439280037 1.3772784551851851 32.880652712956284 29.500000000000004 3988.7500000000005 143.56390380859378 218.3528905538119 7942.5000000000009 1.5000000000000002 0.37069609813927124 231.43826192455461 0.67526327458153212 0.6050213230548368 1830.7500000000002 0.23992972707083676 1995.2500000000002 147.49509725077391 2018.5000000000002 13.999999046325685 0.84564627183161678 163.94232177734378 7024.2500000000009 239.31135990675654 1473.2500000000002 355.25000000000006 350.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 11 7 9 10 -7 -9 12 26 17 15 -15 40 33 30 21 -21 25 28 24 -23 -16 37 -26 29 -20 31 -19 -14 36 35 -35 -13 -1 -31 -24 -17 42 -42 -18 45 -10 right_child=1 -3 3 -5 -6 6 -8 8 44 -11 -12 13 32 14 19 16 43 18 22 20 -22 23 39 -25 27 -27 -28 -29 -30 38 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.0013709724234315201 0.0045316650043285903 0.0011228557164647806 -0.0083534015729743432 -0.012850474941856172 -0.00014653940154782773 -0.00082665977048458638 -3.1191790065994579e-06 -0.0032401931854404817 -0.0012546849378909906 -0.014558122628418057 0.0026638250897179673 -0.00025267790805947639 -0.0064324121288443928 -0.015519471606509032 -0.00048940513283551521 -0.00091013211162726518 0.0036857193341836999 -0.00029720533300500133 0.0036962247233516985 -0.0087220715066879291 0.0020518922748187425 -0.02213032154993437 -0.0027111761805904099 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5.10361 4.71214 threshold=49.500000000000007 56.827675004055401 1.6021409881777728 0.87922706538704343 52.744895044089624 1024.2500000000002 0.78038705065359493 2526.2500000000005 27.669879667842768 947.25000000000011 53.179323702778781 219.13671637521011 2.5000000000000004 0.22175900204868229 3768.5000000000005 0.77468469545432417 4.5000000000000009 14.500000000000002 575.25000000000011 18.00000095367432 329.25000000000006 801.25000000000011 531.25000000000011 228.18334200884905 537.25000000000011 24.379631042480472 2018.5000000000002 225.48070352199056 39.690572738647468 1.5000000000000002 64.065479278564467 295.44073486328131 -56.976131439208977 31598.000000000004 138.89207807635395 1330.7500000000002 72.113094681759875 -36.869894027709954 2566.5000000000005 6.8002404335201332 744.75000000000011 33.539348195157331 2.5000000000000004 138.89207807635395 14915.000000000002 5180.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 6 5 -4 -2 -5 9 15 -11 14 -13 -10 25 -1 18 24 22 21 -21 -20 -17 -24 -18 26 -12 28 34 30 41 33 39 38 40 36 -34 -37 43 -31 42 -30 -15 -32 -45 -42 right_child=1 -3 4 7 -6 -7 -8 -9 13 10 11 12 -14 27 -16 16 17 -19 19 20 -22 -23 23 -25 -26 -27 -28 -29 29 32 31 -33 35 -35 -36 37 -38 -39 -40 -41 45 -43 -44 44 -46 -47 leaf_value=6.5035830259519992e-05 -0.00038207490810140358 0.00029100347384180804 -0.0023925543576862542 -0.00086313384653697841 -3.3207153235352076e-05 -0.00063198189509028877 8.7959599447122219e-05 0.0010962852351199786 0.002114319936831803 -0.00011166139604877506 -0.00046817879120790814 0.0022737960700350535 -0.0064465858178730595 -0.00028088820018824583 0.0067074714834968853 -6.0613613273957547e-05 0.0009751601878206041 -0.0076593885454622366 0.00087278287652033169 -0.0052178006276378938 -7.5457267306812472e-06 -0.0012594001761573324 -0.00065309022082741879 0.00044173840100703162 -0.0027767853567152306 -0.0021201970483263476 -0.0051883318910718916 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4.22939 4.31677 3.32205 threshold=33.539348195157331 155.57752100840338 66.403911483042009 1.3678550212864264 78.523315429687514 0.29651798659371426 3.556954212761724 39.40039253234864 879.50000000000011 -38.615528106689446 133.13602002298674 0.81081476213055181 672.50000000000011 0.95720884745833257 75.998377518311983 0.95398120019372168 0.17054875176539394 2.5000000000000004 3976.5000000000005 180.05303192138675 -64.34108734130858 16049.750000000002 13109.500000000002 -27.617028236389157 605.77312395916886 58.180830001831062 1.0000000180025095e-35 3873.5000000000005 0.88888889221901013 295.44073486328131 688.3711037056155 0.4339879799433724 1.4595069361220896 8.5000000000000018 52.960426945881032 0.50956844144396718 -34.965665817260735 201.74129011397625 115.07539283443309 1.0457166607291299 5.5000000000000009 0.82440973881191282 -57.501956939697259 98.659034414719883 0.99936628618403489 239.21147545609051 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 6 -6 7 8 -4 -10 13 12 -9 16 15 -14 -7 -13 -16 21 -21 22 30 24 25 -24 -27 -22 29 35 -3 -32 -33 34 -34 -29 37 -31 39 42 -40 -42 43 -23 -45 -37 right_child=1 19 3 -5 5 10 -8 11 9 -11 -12 17 14 -15 18 -17 -18 -19 -20 20 27 38 23 -25 -26 26 -28 28 -30 36 31 32 33 -35 -36 45 -38 -39 40 -41 41 -43 -44 44 -46 -47 leaf_value=0.00022327700190137665 -0.00046912627381226192 3.7670259743264021e-07 0.00039906034606706202 -0.0066718346445569501 0.011289244101745071 0.0072464815900218395 0.010211537133408916 0.0048253715071634382 0.0082761323179920045 1.727471769538216e-05 -0.010016599933110331 -0.0015639319989515178 0.00010449092917265666 0.0025453909433746928 0.0023774712892381802 -0.0041544421746866674 -0.0020936164147414725 0.0040899867189623917 -0.0062513896190849357 0.0018769229431350293 0.0008489724117516867 -0.00031658518278683773 -0.0025092635389717733 0.0001184851884788421 0.00086442652902773921 -0.015825734071915263 -0.0066843000937694885 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6402.7500000000009 5405.5000000000009 22.500000000000004 11.500000000000002 0.27148698698017065 0.32434884650281237 0.34266487822522312 0.74613534138039084 71.95493579180409 1.8329114405775717 1.1716281669770379 1.5000000000000002 0.96993264480395069 5624.7500000000009 88.324611663818374 50.188027467647281 0.6814562432961071 16.322761342901774 0.85334603478193849 51.249767729622405 1.5000000000000002 33.539348195157331 180.05303192138675 16049.750000000002 24992.000000000004 12158.000000000002 1.2065828868578634 20143.000000000004 2.5000000000000004 192.067497253418 76.139322092198583 1.4909909617432411 0.95895655555200454 50.188027467647281 11334.000000000002 0.3079081184602902 0.98238113715733499 68.977323970944795 58.223520863067471 96.002101898193374 1.1969196686695318 1.7337530355823041 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 -2 -4 -5 6 -3 -8 -1 10 13 21 14 -10 15 16 19 22 -19 -13 -21 -12 -18 -22 -25 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2965.2500000000005 -29.041237831115719 36.000164031982429 3.5000000000000004 0.97229575302746041 25527.500000000004 837.91378028648467 0.92283128646812762 0.96048242032279652 17832.500000000004 -37.834461212158196 403.25000000000006 2.5000000000000004 19.500000000000004 94.441125496954285 5.5000000000000009 -9.4623227119445783 628.25000000000011 0.43917926157441795 21.376660346984867 5.5000000000000009 0.92416643680466748 0.89119284622333417 859.25000000000011 0.87089161565520878 0.86394771074574039 10.500000000000002 0.99999291111961786 0.89446478114298189 390.50000000000006 0.94643832943013273 17.500000000000004 488.25000000000006 0.8758768262088642 2195.5000000000005 767.25000000000011 3.5000000000000004 212.48761553831091 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 13 7 19 9 10 11 -9 -13 14 39 -16 -17 -18 -12 -7 21 25 31 -24 -23 33 28 -28 -27 -30 32 -22 -26 -21 35 -35 -37 -36 -38 -4 41 -41 43 44 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6.5000000000000009 43.802617699200077 1270.5000000000002 -47.990509033203118 24.697288806562455 0.48486196484417132 1.0000000180025095e-35 -61.653112411499016 0.18074045452948825 0.31344156247964089 0.714665254985001 15.004100799560549 0.47058824406451188 0.98491724945804016 0.66948045448144711 1.5000000000000002 0.65789474111918256 0.46347402517849884 228.18334200884905 0.72325612937133232 0.17542584223009952 0.45945946327310233 5.5000000000000009 467.25000000000006 0.65212637693867503 577.25000000000011 -76.010265350341783 -33.615655899047844 12.500000000000002 1.1597342785131073 0.98530242605516805 2.5000000000000004 0.81584938230290349 29.516095161437992 7.5000000000000009 576.25000000000011 6.5000000000000009 18.154751777648929 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 5 11 -7 -8 9 10 -9 12 13 15 18 16 -1 22 -14 -12 -21 -10 23 24 -16 26 45 -28 29 -29 -30 -32 35 -34 -35 36 37 41 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29.500000000000004 28.144268989562992 57.280333816615119 0.29489412731056469 26.999344825744632 19.798989295959476 642.25000000000011 8.5000000000000018 0.96428571679343122 0.59975058466437792 607.50000000000011 1.2970136138289223 108.236538197408 0.61296398335780389 0.97689781352905081 0.57073959052219936 0.82776034191562509 84.296308533178632 1.0217448967823783 37.505407478337197 191.44501766029455 20.000000000000004 1.0000000180025095e-35 3649.7500000000005 596.25000000000011 7203.0000000000009 12.500000000000002 17.500000000000004 0.25535310998284971 3584.5000000000005 1.5000000000000002 1182.2500000000002 43.57432937622071 58.223520863067471 2526.2500000000005 96.002101898193374 7134.5000000000009 0.75938558338261297 0.49833331481460913 4478.5000000000009 4114.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 8 14 -6 -5 10 11 -10 -8 -11 -7 -4 19 -18 -19 -17 21 -21 -22 -24 25 26 27 28 29 -3 31 -31 33 -33 -26 36 37 -36 40 -37 -38 -42 -40 -41 45 -45 right_child=-2 24 15 5 7 6 12 -9 9 13 -12 -13 -14 -15 -16 16 17 18 -20 20 22 -23 23 -25 34 -27 -28 -29 -30 30 -32 32 -34 -35 35 39 38 -39 42 43 41 -43 -44 44 -46 -47 leaf_value=-0.00060576710456823244 0.00076965771263121053 0.00094902595337702071 -0.0002605263042488875 -0.0019734631537960848 -0.0058045635124870966 -0.0076979128825243907 0.0035811709527035175 0.0065665902609570934 -0.007290718578148332 0.0027773864905328988 0.010931144342243565 0.0089457951964162542 -0.0084224175501191843 -0.0085535736588116685 -0.0010346075402245048 -0.00061133067684726778 -0.00081473130771597051 -0.011361931646463925 0.0043840813695424632 -0.0036106555112631507 -0.0024433807047704254 0.0019641861049630666 -0.0034787309648337639 -0.010256737298955213 2.3016082208548357e-06 7.5015297912723746e-05 0.00025896092577603708 -0.00017766121295988301 -0.0078039782287839575 0.0037874688054730871 -0.0082300338135515554 0.0072891012992360371 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1698.5000000000002 80.059397513309008 23.500000000000004 1.9789821392031339 0.19967855627481468 211.66977924992921 29.500000000000004 1.0748581906303951 0.75716149704637636 2146.5000000000005 3.5000000000000004 1.4604563771663084 17.055595025310396 0.34396075257062581 446.25000000000006 1287.5000000000002 212.7458052921383 0.73449430296257912 0.95833333826963119 510.25000000000006 92.544678887547576 43.275367736816413 5.5000000000000009 1.1092442419965358 5.5000000000000009 1.4116605660048342 96.198484809835023 45.500000000000007 86.506096654409902 0.47227182030099818 52.551706314086921 1039.2500000000002 18.500000000000004 36.500000000000007 659.75000000000011 31.500000000000004 14.500000000000002 1.3353271053114086 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 22 4 5 9 7 8 34 10 -4 12 -11 -13 16 20 -12 18 19 -3 -9 -17 -2 -24 -25 -16 27 28 31 -29 -31 -22 -6 -34 35 36 -5 38 39 40 -36 42 43 -42 45 -45 right_child=1 17 3 6 32 -7 -8 15 -10 11 14 13 -14 -15 25 21 -18 -19 -20 -21 26 -23 23 24 -26 -27 -28 29 -30 30 -32 -33 33 -35 37 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 leaf_value=2.1393120920207817e-05 0.0030667604625380144 -0.014889022436189789 0.0018601223714748804 0.00053943174914894843 0.00012580164948198234 -0.00053474081923731158 0.0027733534169433723 0.0043438106598865196 -0.0068993411476929974 -0.010866440761210358 -0.0082828175528831139 0.0068097670811409503 -0.00017428152804486893 0.00091943451187966345 0.0046351035549935431 -0.0052677862058092698 0.00025823716885270279 -0.00073581704914785489 -0.0018519757837641667 0.0012442309527750041 -0.0048981382447990567 0.00099363553965452645 -6.596813940701248e-05 0.0052276112769911488 0.00094685218819395682 -0.0070324406793125741 -0.0035683256399151402 0.0008088006753620261 -0.0061655688153213501 -0.014617059661177646 -0.0013206831407795853 0.00028313809499918587 -0.0040391303631055501 -0.011398132477634193 0.00052231956589994619 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147304 73549 73077 73755 73008 58612 31989 2693 29296 26928 2368 380 14396 233 1294 498 126 4218 10178 3994 3274 1016 147 4045 3727 1142 2585 175 915 472 377 58513 12276 12012 46237 5318 3936 3909 2851 2324 1223 355 303 shrinkage=0.0306829 Tree=218 num_leaves=47 num_cat=0 split_feature=21 4 27 17 26 26 24 16 18 18 5 1 19 18 5 16 23 23 19 22 18 27 18 22 0 20 24 23 16 14 4 5 22 4 8 21 8 24 14 23 1 14 11 10 28 5 split_gain=2.03528 5.90841 4.96013 10.8904 13.4718 10.0313 6.94197 6.11162 5.98392 10.4867 5.26964 5.0691 5.84611 6.84859 12.1451 8.49926 7.88981 6.07898 4.82645 7.89119 5.33972 5.30886 6.45441 5.05653 5.36914 6.12289 5.12397 4.97413 5.58726 5.76347 4.8503 4.83561 4.75196 8.61364 6.01627 4.95736 5.41823 8.17278 5.45333 8.3017 8.20083 5.13805 4.53038 4.39074 4.33393 7.52497 threshold=7.5000000000000009 39.001335144042976 22.500000000000004 58.008228938778281 0.66879456323445718 0.96491911774760375 22.500000000000004 206.81297571237334 3.5000000000000004 4.5000000000000009 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13 18 15 -17 -18 -19 19 -21 -22 22 27 -25 25 26 31 -29 29 -31 -32 -33 33 -35 -36 41 38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=2.6830973445039527e-06 0.00011778751464186928 -0.0048187287497555914 0.00050393084282566395 -0.00087745735383703638 0.0067407132681954578 -0.0013978013181934516 -0.011245427430265003 -0.01435294926016004 0.0051423702252903127 -0.0047499044596787561 0.0015548607896975688 -0.014491566760469549 -0.00066372829188630141 6.3076448091084247e-05 -0.0010099377235249782 -0.01672913641973986 -0.0092117153752590084 -0.0025400682127583877 -0.0013602285325289495 -1.6134393626212952e-05 -0.01783706760211216 -0.011277203947561589 -0.0013525729643249621 6.6721742325262797e-05 -0.00039130903322686891 -0.0020938128986539612 -0.0094136027471359279 -0.0028018248362773777 -0.014336921452330838 0.00050271292575171085 -0.0001408340197277644 -0.0029775415373190484 -0.0050504431844630004 -0.02149979260046651 0.0022067089560376214 -0.00099245591525313711 0.00048407385692272198 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19216 17416 1261 512 442 1800 16155 5584 3542 3521 1384 10571 3645 2145 980 881 490 380 503 445 36204 477 454 35727 20529 169 20360 3428 72 15198 330 1165 162260 161307 shrinkage=0.0306829 Tree=219 num_leaves=47 num_cat=0 split_feature=22 18 12 13 21 28 16 10 23 16 26 29 17 25 20 10 16 21 27 28 26 12 5 20 16 12 25 25 4 4 28 6 10 4 14 25 6 7 17 16 26 9 27 25 27 21 split_gain=2.0971 3.67811 4.11988 3.99959 5.93686 4.95193 4.43709 3.69437 3.67982 4.30474 3.98949 5.56499 3.93967 3.79992 3.63597 4.15077 3.58497 3.07576 5.47452 2.99053 3.79703 4.60673 3.33629 2.9715 3.07155 2.82061 3.03529 4.91161 3.06359 3.13727 4.54932 3.01636 2.97026 2.68531 2.61308 2.58135 3.75523 3.21871 2.60237 2.41593 2.39856 2.2923 2.26622 2.26496 5.43288 2.83737 threshold=281.25000000000006 1.5000000000000002 62.399494936611674 20.433635312959364 2.5000000000000004 376.75000000000006 202.5706577781651 0.9201228974118264 0.83319288891966281 228.18334200884905 0.23992972707083676 0.34360822155587645 53.7797819570171 473.25000000000006 1.1760477289162852 0.5393210802662044 179.16965359705378 1.5000000000000002 10.500000000000002 601.25000000000011 0.50716369638373826 51.574116139070419 28.998843193054203 0.6682669758190446 189.30254194751186 97.716251762801377 807.25000000000011 731.75000000000011 21.978565216064457 10.023406505584719 1024.7500000000002 0.5212765772179796 0.57561474716250427 12.00056314468384 20.662657619030483 436.75000000000006 0.9062382286543228 -64.34108734130858 33.539348195157331 221.10494301447051 0.20243482428234941 0.97129822650632514 2.5000000000000004 345.25000000000006 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 14 -6 -7 -8 9 33 13 -12 17 -10 15 -3 42 18 35 20 -5 23 -21 -22 -25 26 27 28 29 30 -4 -31 -33 -1 -24 36 38 -37 -13 -28 -27 -38 -15 44 -2 -46 right_child=43 3 25 19 5 6 7 -9 10 -11 11 12 -14 16 -16 -17 -18 -19 -20 22 21 -23 34 24 -26 40 39 -29 -30 31 -32 32 -34 -35 -36 37 41 -39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.0030919753346569951 0.0049782099838531525 0.0091793643008372706 -0.00611779176334625 0.0036108771622366301 -0.0042858761268789155 -0.0019123195420918824 0.0040387242338965805 -0.0053374463508922458 -0.0051844752031345448 -0.014064701862206637 -0.0026109648289062274 0.0085804915118722191 -0.0032817519630717216 0.0096117278196196192 -0.0067456567046369964 0.0014516277479340552 0.005837188705222084 -0.0011926722361716613 0.0086076394683743673 0.00038100977897384449 0.0027830044047479374 0.00097071036170065723 -0.0085704838793565375 -4.5682538580342678e-05 -0.01029239765965758 0.011415497821830581 -0.0047693305339826918 0.0099254165116655583 -0.011866661106177262 0.0016118059776617662 0.0051682794935236529 0.0027068338686826333 -0.0038647393075762226 0.0026839685294441301 8.838518903713065e-05 0.0060290383450202177 0.0016777333554271986 -0.0038930344999541632 0.002145023728249484 -0.013534446044117392 7.5042252011848746e-06 -0.0065993258622858778 -0.0008236116099928734 1.5586525478001716e-06 -0.001543519869173394 0.00068193740703861871 leaf_count=453 258 87 292 477 518 709 250 47 55 30 846 65 239 22 37 264 247 456 101 253 41 2352 92 42 80 20 134 30 33 238 38 79 359 91 51 38 56 162 658 38 131 72 179 874219 613 4489 internal_value=0 -0.0140655 -0.0330646 0.00443895 -0.0321287 -0.060245 -0.0193415 0.0832697 -0.0158981 -0.0896189 -0.0026579 -0.0179273 0.0128384 0.0790924 0.0783074 0.109737 0.109546 0.0306438 0.05816 0.0250757 0.0358843 0.0203701 -0.0565892 -0.142204 -0.220476 -0.0795573 -0.0952593 -0.0754217 -0.0869397 -0.0771049 -0.157032 -0.0380873 -0.0873275 -0.0692823 -0.178678 0.03679 0.0608155 -0.0654385 0.088766 -0.218552 0.0494901 -0.0970611 0.0103825 0.00017645 0.0206702 0.0135108 internal_count=890041 10462 5162 5300 1912 1524 1006 297 3770 574 3196 2693 1847 503 388 351 448 1608 1152 3388 2992 2515 396 163 122 1392 1241 1069 1039 1006 330 676 438 544 143 1051 851 200 723 172 151 128 201 879579 5360 5102 shrinkage=0.0306829 Tree=220 num_leaves=47 num_cat=0 split_feature=21 4 27 26 17 29 11 24 16 18 18 7 7 24 18 21 29 13 19 22 20 12 16 23 19 14 22 4 12 21 5 19 11 28 18 16 14 6 13 28 18 28 14 21 1 13 split_gain=2.0562 5.44004 5.24764 10.0049 13.336 11.5246 5.8954 7.29061 5.58885 5.54763 6.73814 5.19723 7.45749 7.77843 7.38551 6.83645 5.68088 5.53827 5.47874 5.47227 5.13322 5.01685 4.69878 5.67804 4.87182 8.6118 4.597 8.1043 7.8319 5.08155 4.4504 4.44442 4.37899 4.35088 9.47041 5.49184 4.87294 4.62725 4.32485 4.13365 6.66274 4.39496 4.04294 4.04169 4.4553 5.71178 threshold=7.5000000000000009 39.001335144042976 22.500000000000004 0.66879456323445718 58.008228938778281 0.92988398189074484 0.78038705065359493 22.500000000000004 215.01825049416547 4.5000000000000009 3.5000000000000004 -72.73852157592772 -8.5307650566101056 15.500000000000002 1.5000000000000002 6.5000000000000009 0.59606542343077595 36.204875702559555 480.25000000000006 627.25000000000011 0.99999291111961786 87.816756826189717 214.52832620540164 0.99030811888747694 666.25000000000011 22.872554910134316 1118.2500000000002 60.001163482666023 186.05382386916241 6.5000000000000009 37.925899505615241 408.75000000000006 0.81482928240740748 702.25000000000011 1.5000000000000002 218.55684879100821 26.002079114606968 0.70000000580097421 38.007028375106337 455.25000000000006 4.5000000000000009 403.25000000000006 26.002079114606968 4.5000000000000009 408.50000000000006 29.565809669094168 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 39 -1 6 5 11 -4 9 -7 10 43 -5 14 16 17 18 -14 -13 19 -15 -11 -6 23 -17 -24 -26 29 28 -28 -10 33 -16 -18 36 35 37 -20 -35 -19 40 -2 -42 -31 -8 45 -45 right_child=1 -3 3 4 21 8 7 -9 26 20 -12 12 13 15 31 22 32 38 30 -21 -22 -23 24 -25 25 -27 27 -29 -30 42 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 leaf_value=5.0440545985839457e-06 0.0010299497435933894 -0.0045772228818895741 -0.00038207707342406867 0.0011894656080411248 -0.0016548402709089835 -0.00094001081396005227 -0.0013742675734198313 -0.01180982235311265 0.00028594764274931866 -0.0095669448506685191 0.0047564657851898139 -0.004944522285342816 0.0083213012564438658 -0.0042218984016837531 -0.0074026525403673542 0.0013002105249333815 0.00080034014539662082 -0.019328499226441767 -0.0010896358331190935 -0.012806769174143414 0.0039031723346936997 0.0015429414232849788 -0.00088773189345849198 -0.003615918429979647 -0.009586207482176895 -0.0014665226163812792 -0.005340200921587282 -0.021078616310129496 0.0020411950173949045 -0.00091103515516997109 0.0035824519083705831 -0.0019284983331238528 -0.00093680601454143022 -0.013906871642553388 -0.0028571660640665901 -0.019812834697550043 -0.013580050630143304 0.0011478174994072725 -0.0032319132043846953 7.2722071057280027e-05 -0.011915661900678472 -0.001755062344486059 0.00014405829660771224 0.0010566795745610535 0.0030081046369844614 -0.0047838567260428668 leaf_count=652067 6354 234 3917 799 521 9244 603 41 19030 84 488 186 71 607 151 1266 1968 55 1484 79 39 4070 1439 268 189 352 307 22 242 8400 122 1854 4467 40 1001 49 30 37 22 155811 57 135 5766 4791 1119 163 internal_value=0 0.00318476 -0.000748817 -0.00864814 -0.013472 -0.0174758 0.0188655 0.0356057 -0.00884984 0.0379716 0.041587 -0.0399124 -0.0439071 -0.0349743 -0.0969566 -0.0582036 -0.0101132 -0.254517 -0.0898316 -0.169819 -0.172602 0.0384595 -0.0271607 0.0143836 -0.0593471 -0.140246 -0.0028856 -0.0918499 -0.0680012 -0.00135533 -0.0699723 -0.0762891 -0.0132171 -0.0785982 -0.125642 -0.384019 -0.0435792 -0.217477 -0.480056 0.00340436 0.0280218 -0.15551 -0.0156954 0.0332953 0.0410485 0.0281757 internal_count=890041 162591 727450 75383 64138 59547 11245 7328 43011 7287 7164 16536 15737 13469 2268 6963 6506 263 3449 686 123 4591 3514 1534 1980 541 33767 571 549 33196 2763 2005 6435 2641 1127 126 1514 77 77 162357 6546 192 14166 6676 6073 4954 shrinkage=0.0306829 Tree=221 num_leaves=47 num_cat=0 split_feature=0 6 22 24 18 23 16 27 13 21 5 0 5 15 11 24 25 17 4 22 21 11 28 16 12 11 17 22 17 5 23 28 30 12 21 24 27 13 21 16 27 7 28 28 11 21 split_gain=2.04387 2.28974 5.55233 4.38183 4.2139 3.86251 3.25039 4.65286 4.92949 10.6296 6.58752 3.24445 4.66382 5.48208 6.48817 8.03698 6.90493 6.08148 4.67628 4.41243 3.16703 3.9079 2.92135 3.84129 4.50931 3.25598 3.30386 3.7991 3.08474 2.88513 3.26167 3.11887 3.42964 2.85294 2.82809 4.69029 5.35234 3.75281 2.78537 2.76418 2.66095 2.64885 2.62045 3.66869 2.92338 2.99136 threshold=9.0000000000000018 0.86956521870451098 476.25000000000006 14.500000000000002 4.5000000000000009 1.0064567321588713 210.55695840687594 20.500000000000004 26.698987519788748 7.5000000000000009 26.999344825744632 43.000000000000007 85.790462493896499 0.81354559231193191 0.53581031580360605 1.5000000000000002 3171.2500000000005 44.887125720932382 180.05303192138675 597.25000000000011 8.5000000000000018 0.83710759175465077 503.25000000000006 203.83604167452151 85.370057685088824 0.9007968253968256 49.281222648223185 534.25000000000011 56.827675004055401 65.002330780029311 1.7383283893124093 710.25000000000011 1.5000000000000002 97.219300090006314 14.500000000000002 21.500000000000004 21.500000000000004 28.553974301669239 10.500000000000002 203.40578898225959 44.500000000000007 -36.027374267578118 1974.7500000000002 4114.5000000000009 0.83077154703170975 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 5 11 42 -5 8 -8 10 -10 12 19 14 -14 -16 -17 18 -18 33 -13 -22 -23 -24 -25 26 -26 -28 40 30 -21 -32 -33 -4 35 36 37 -6 41 -15 -29 -38 44 -44 -3 -46 right_child=1 2 4 6 34 -7 7 -9 9 -11 -12 20 13 39 15 16 17 -19 -20 29 21 22 23 24 25 -27 27 28 -30 -31 31 32 -34 -35 -36 -37 38 -39 -40 -41 -42 -43 43 -45 45 -47 leaf_value=0.00015368652841835651 7.1556817733470927e-06 -0.0010956666844416294 -0.00031471434211616451 -0.0026024674938462671 0.0032705295379418181 0.00019612887598958846 -0.00014597014481226939 -0.00030147637850017409 -0.019593251100890403 0.0020608936518911442 -0.0027111192702340648 -0.00017931722768883975 0.00087998981219116325 -0.005259653575020457 -0.00063635455444750039 -0.0013389360281575123 -0.01613671983061752 -0.0052115598743936401 -0.0033352708373195115 0.00029955780128166135 -0.00027367569453199314 0.0039904681463598067 0.00025201569053058878 -0.0069176131534734444 -0.0081511792431241421 0.0016015011417806373 -0.011583974646434663 6.3614283648381168e-05 -0.0088813289501371035 0.0019133674106241992 0.0001901769332432992 -0.0023386414648482079 -0.0099630441981691988 0.00053422025948292372 -0.0081018072322576427 0.0021203030674948999 0.00061656330657469736 -0.0082262990656032774 -0.0018160260452001243 0.0004119553293027676 -0.011170779699687217 -0.010192192285490535 0.0078212748052854022 -0.0028916387404171718 0.00040954265310790201 -0.0013336838809580023 leaf_count=72841 679817 7903 23534 1519 125 7192 139 2164 68 61 32 31175 334 86 353 155 128 176 34 46333 1898 64 313 284 112 154 38 362 47 1027 329 243 72 4428 74 199 25 34 85 1364 21 146 78 49 3105 1321 internal_value=0 -0.000519273 -0.00424283 -0.0181908 -0.00134527 -0.0120597 -0.0484349 -0.0260053 -0.142715 -0.261822 -0.462505 -0.000870491 0.00267696 -0.0387233 -0.0893334 -0.135925 -0.218401 -0.298543 -0.438355 0.00411026 -0.00895959 -0.038453 -0.0786355 -0.0886703 -0.118459 -0.0770594 -0.111379 -0.074457 -0.0476731 0.00992693 0.00878067 -0.0618966 -0.133018 -0.00587556 -0.0793697 -0.0571119 -0.117635 0.0264672 -0.207135 0.00246295 -0.0180026 -0.280677 -0.0227137 0.120196 -0.0241858 -0.00360941 internal_count=890041 817200 137383 23631 113752 19648 3983 2464 300 161 100 113064 78596 2630 1180 846 493 338 162 75966 34468 3293 1395 1331 1018 734 580 468 430 48004 46977 644 315 27962 688 614 415 159 256 1450 383 171 12456 127 12329 4426 shrinkage=0.0306829 end of trees feature importances: Column_16=924 Column_17=797 Column_27=499 Column_20=442 Column_29=442 Column_0=389 Column_21=388 Column_11=382 Column_26=371 Column_28=369 Column_25=356 Column_14=347 Column_22=316 Column_7=311 Column_9=306 Column_13=296 Column_4=288 Column_5=280 Column_1=277 Column_24=260 Column_12=255 Column_23=247 Column_19=237 Column_6=217 Column_10=211 Column_30=205 Column_18=202 Column_32=162 Column_8=157 Column_15=132 Column_2=69 Column_33=41 Column_31=37 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0306829] [num_leaves: 47] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 27125] [feature_fraction: 0.851293] [feature_fraction_seed: 11643] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 9192] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 84] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_15.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:32783.699999999997] [0:1] [0:548.9998779296875] [0:900.39019775390625] [0:1] [-90:90] [1:402150] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3935.8519471906084] [0:1059.453814230287] [0:577.64920432118276] [0:1] [0:255] [0:127.5] [1:8] [50:331713] [1.8794166290783342e-05:26.420168067226889] [1:22] [50:331713] [1.8794166290783342e-05:91.290456431535276] [1:40] [50:331713] [1.8794166290783342e-05:73.377906976744185] [1:67] [50:331713] [1.9647330418979321e-05:130.58214285714286] [0:3] [1:18] [1:18] [0:3] tree_sizes=754 773 771 768 766 769 776 774 772 789 779 771 776 783 781 778 778 773 781 775 775 775 779 777 770 777 777 777 782 773 777 779 783 783 777 773 775 775 782 772 791 775 774 775 774 780 790 761 780 776 771 784 781 750 762 776 779 777 777 769 765 787 753 786 749 768 774 776 778 777 771 776 779 777 774 788 769 771 748 767 782 765 785 776 760 785 761 772 773 782 771 773 790 764 768 749 782 750 768 763 772 760 782 754 767 762 778 773 762 771 755 766 748 767 769 774 762 785 745 778 751 760 778 768 783 776 773 777 766 761 766 777 777 777 759 781 777 760 767 757 775 761 767 778 760 765 769 762 754 763 765 732 765 792 766 761 762 762 773 757 779 753 756 768 764 759 775 779 768 749 776 778 784 784 779 751 784 771 757 754 759 746 753 782 761 767 757 757 766 775 759 754 777 754 776 776 753 758 779 776 786 767 788 762 783 776 757 764 773 772 764 765 753 751 741 774 764 747 774 759 764 754 780 781 759 755 774 749 755 748 739 769 739 769 775 773 777 737 785 768 744 754 763 766 736 760 759 778 750 775 774 755 776 778 782 786 750 774 760 748 761 772 770 738 751 756 768 745 765 748 784 749 763 781 781 765 756 767 745 769 763 751 772 766 767 741 771 765 772 768 762 742 757 775 792 758 743 773 774 764 757 783 753 753 778 771 765 769 768 746 786 766 764 773 767 766 758 780 763 773 747 747 751 768 745 750 771 750 773 761 757 771 773 768 759 789 777 769 766 759 757 773 751 782 765 750 762 756 761 767 775 Tree=0 num_leaves=8 num_cat=0 split_feature=26 0 30 12 30 20 12 split_gain=12619 4207.42 2863.97 1562.03 716.189 665.042 648.401 threshold=0.72537541803276984 40.500000000000007 1.0000000180025095e-35 96.597979746446683 1.0000000180025095e-35 0.58438978999941094 78.059397513309008 decision_type=2 2 2 2 2 2 2 left_child=2 3 6 -2 -5 -4 -1 right_child=1 -3 5 4 -6 -7 -8 leaf_value=0.51358965108977439 0.54182081658478132 0.53094635538512225 0.47965514533213255 0.55764241074224696 0.54110263706489692 0.51308076793544144 0.53015283846315187 leaf_count=90804 173215 206748 38535 280703 40701 10227 49632 internal_value=0 0.0617707 -0.229244 0.111846 0.153101 -0.438041 -0.156746 internal_count=890565 701367 189198 494619 321404 48762 140436 shrinkage=1 Tree=1 num_leaves=8 num_cat=0 split_feature=26 17 23 11 12 0 17 split_gain=9971.22 6033.59 1478.63 773.946 673.551 668.578 596.98 threshold=0.76452933871843476 48.725215439722227 0.51004925636460896 0.87273590606923956 82.887824638055193 48.000000000000007 44.54200053076174 decision_type=2 2 2 2 2 2 2 left_child=2 4 -1 -4 -2 -3 -6 right_child=1 5 3 -5 6 -7 -8 leaf_value=-0.034324799694988695 -0.0019550243421199679 -0.0014191528568599833 -0.018744071335679076 0.0040609841867681887 0.023027311043974763 -0.013626298499967255 0.012845864944097157 leaf_count=82098 22395 250532 104667 25040 194639 80492 130702 internal_value=0 0.0589802 -0.189551 -0.123078 0.150969 -0.0376527 0.162516 internal_count=890565 678760 211805 129707 347736 331024 325341 shrinkage=0.116524 Tree=2 num_leaves=8 num_cat=0 split_feature=16 32 16 16 32 20 32 split_gain=18280.7 4446.37 2325.04 2129.39 969.172 940.04 402.783 threshold=212.73367093840432 1.5000000000000002 228.57925115390191 192.60707352118547 1.5000000000000002 0.64518165526230054 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=3 2 -2 6 -5 -3 -1 right_child=1 5 -4 4 -6 -7 -8 leaf_value=-0.028948203327455957 0.0080717507705002529 -0.043842990783076692 0.023648338480137501 -0.0097955283003762252 -0.040962130354397643 -0.0023910163643511371 -0.047619104834075679 leaf_count=145305 268068 20668 252826 159712 14803 11596 17587 internal_value=0 0.11184 0.134154 -0.183503 -0.106752 -0.248401 -0.265731 internal_count=890565 553158 520894 337407 174515 32264 162892 shrinkage=0.116524 Tree=3 num_leaves=8 num_cat=0 split_feature=29 17 31 11 0 17 0 split_gain=6393.19 3876.54 1616.96 778.75 635.116 473.13 370.495 threshold=0.694675769782782 49.877446821949555 1.5000000000000002 0.85716059896387775 46.500000000000007 43.85279181290543 46.500000000000007 decision_type=2 2 2 2 2 2 2 left_child=2 4 3 -1 5 -2 -3 right_child=1 6 -4 -5 -6 -7 -8 leaf_value=-0.018582052521377831 0.018287319307683136 -0.0021114121732491971 -0.038266942899767502 0.0009867343657135306 -0.0026469964396221017 0.0099231001912368343 -0.010835671036195467 leaf_count=97698 177211 209592 46258 38491 34204 190576 96535 internal_value=0 0.0430566 -0.166871 -0.112005 0.107624 0.119745 -0.0417299 internal_count=890565 708118 182447 136189 401991 367787 306127 shrinkage=0.116524 Tree=4 num_leaves=8 num_cat=0 split_feature=1 17 31 31 0 1 0 split_gain=5424.98 3143.93 1079.52 829.162 560.85 510.955 438.739 threshold=446.50000000000006 50.450391488564641 1.5000000000000002 1.5000000000000002 28.000000000000004 683.50000000000011 43.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=2 3 4 5 -1 6 -2 right_child=1 -3 -4 -5 -6 -7 -8 leaf_value=-0.0066692840119745057 0.0095487943167122339 -0.0048974960879193969 -0.034863647757389413 -0.0034329380177893012 -0.02098920176564667 0.0162389113907635 -0.011926624665869495 leaf_count=83398 127807 278188 38723 47639 66947 233494 14369 internal_value=0 0.0405517 -0.150306 0.0948222 -0.111958 0.110583 0.0633206 internal_count=890565 701497 189068 423309 150345 375670 142176 shrinkage=0.116524 Tree=5 num_leaves=8 num_cat=0 split_feature=16 20 16 16 31 17 16 split_gain=11455.9 2330.88 1621.71 1065.37 760.557 436.708 342.399 threshold=208.95502663613055 0.59424715326908928 225.97584505835005 189.15833101787538 1.5000000000000002 91.104622732366977 235.91004720907026 decision_type=2 2 2 2 2 2 2 left_child=3 4 -3 5 -2 -1 -4 right_child=1 2 6 -5 -6 -7 -8 leaf_value=-0.027689836492431091 0.0066074013934362503 0.0040766064504776977 0.013829649106910216 -0.01193446854277415 -0.033601508064750131 -0.0014702294536983937 0.022018073356160864 leaf_count=135848 9006 257460 206247 146375 21967 9210 104452 internal_value=0 0.0791123 0.0936755 -0.16261 -0.188029 -0.223345 0.142309 internal_count=890565 599132 568159 291433 30973 145058 310699 shrinkage=0.116524 Tree=6 num_leaves=8 num_cat=0 split_feature=16 20 16 16 30 17 16 split_gain=8969.38 1715.08 1069.97 1069.09 575.678 357.996 331.313 threshold=211.35995622014173 0.59424715326908928 195.54752250468576 230.1471891534197 1.0000000180025095e-35 84.79513157803531 165.69151268857448 decision_type=2 2 2 2 2 2 2 left_child=2 4 5 -3 -2 6 -1 right_child=1 3 -4 -5 -6 -7 -8 leaf_value=-0.030097594196897552 0.0069633965938659574 0.0058891103611708644 -0.0079654080130283737 0.016399847613794028 -0.029622867098877733 -0.0022270549318391232 -0.019204650964035539 leaf_count=57810 8196 318915 139587 223466 20310 12132 110149 internal_value=0 0.0751384 -0.134072 0.0877039 -0.163946 -0.185006 -0.196988 internal_count=890565 570887 319678 542381 28506 180091 167959 shrinkage=0.116524 Tree=7 num_leaves=8 num_cat=0 split_feature=16 32 16 16 32 16 20 split_gain=7110.46 1607.32 1249.96 574.973 531.904 278.437 278.03 threshold=215.38445645263832 1.5000000000000002 198.73479504566643 232.98215860637532 1.5000000000000002 173.56197403198811 0.70843906263648948 decision_type=2 2 2 2 2 2 2 left_child=2 3 5 -2 -4 -1 -3 right_child=1 6 4 -5 -6 -7 -8 leaf_value=-0.02350735740351393 0.0076710276284444297 -0.025108516653965959 -0.0030728260822413642 0.016203888885914685 -0.026573212153935693 -0.014735385402785175 -0.00065230570943719068 leaf_count=85824 326507 20372 159900 159653 14242 114922 9145 internal_value=0 0.0761234 -0.104861 0.0898799 -0.0428647 -0.158642 -0.150453 internal_count=890565 515677 374888 486160 174142 200746 29517 shrinkage=0.116524 Tree=8 num_leaves=8 num_cat=0 split_feature=16 20 16 16 31 16 20 split_gain=5555.05 1220.91 978.65 442.609 429.636 232.27 192.506 threshold=206.99293726630665 0.62893699223440713 223.61807021069913 178.98315054131976 1.5000000000000002 237.52966314731023 0.62055549066785032 decision_type=2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 -4 -5 right_child=1 2 5 6 -6 -7 -8 leaf_value=-0.019928351993180222 0.0035140736231251222 0.0014073205404117025 0.009627160687543216 -0.020192063140550404 -0.023439213821005944 0.016867900760339342 -0.0086584586503014298 leaf_count=103382 11941 227892 279034 22745 24516 76685 144370 internal_value=0 0.0521482 0.0632387 -0.119594 -0.12539 0.0960152 -0.0877777 internal_count=890565 620068 583611 270497 36457 355719 167115 shrinkage=0.116524 Tree=9 num_leaves=8 num_cat=0 split_feature=14 0 30 11 11 30 0 split_gain=1793.85 822.987 395.506 369.902 299.816 273.628 184.678 threshold=19.934378084699318 35.000000000000007 1.0000000180025095e-35 0.84617859617859625 0.84710927456382012 1.0000000180025095e-35 35.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=2 5 4 -3 6 -2 -1 right_child=1 3 -4 -5 -6 -7 -8 leaf_value=-0.0073297706904457286 0.0072005689100728592 -0.0053576119584490389 -0.019482795123327304 0.0038157314070332246 -0.00045233745055156153 -0.0021903888534244662 -0.017810318832320461 leaf_count=71816 369475 172614 42317 91229 62097 47550 33467 internal_value=0 0.0249514 -0.0808272 -0.0187579 -0.0589906 0.0526053 -0.0914942 internal_count=890565 680868 209697 263843 167380 417025 105283 shrinkage=0.116524 Tree=10 num_leaves=8 num_cat=0 split_feature=32 1 0 0 11 11 11 split_gain=1709.65 889.631 462.505 441.767 210.961 171.436 160.394 threshold=1.5000000000000002 575.50000000000011 45.000000000000007 31.000000000000004 0.82305276876813793 0.84617859617859625 0.82747974878656705 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 5 -4 -1 -5 right_child=-2 2 4 6 -6 -7 -8 leaf_value=-0.0029353259622741643 -0.018244991545252488 0.006272368763037146 -0.0060507146672924214 -0.013185831634208833 0.0036609424966538807 0.0043070345382494914 -0.004567307599745659 leaf_count=111099 64647 399171 70662 62938 53262 73897 54889 internal_value=0 0.0122898 0.037261 -0.0308455 -0.0161055 -0.000363456 -0.0787042 internal_count=890565 825918 523095 302823 123924 184996 117827 shrinkage=0.116524 Tree=11 num_leaves=8 num_cat=0 split_feature=16 33 16 16 33 9 5 split_gain=3614.47 686.19 661.772 319.369 186.489 172.202 114.72 threshold=215.62255364069333 2.5000000000000004 198.73479504566643 231.23390543275909 2.5000000000000004 0.93889559939700207 72.088459014892592 decision_type=2 2 2 2 2 2 2 left_child=2 3 5 -2 -4 -1 -7 right_child=1 -3 4 -5 -6 6 -8 leaf_value=-0.020391711215854216 0.0047400327662516862 -0.015857881744021474 -0.0026442012176937295 0.010771425842896599 -0.020943593767129145 -0.012015872954107474 0.011141805983767756 leaf_count=37078 292705 18175 169805 201102 7914 160828 2958 internal_value=0 0.0547345 -0.0741342 0.061758 -0.0296856 -0.113461 -0.0995299 internal_count=890565 511982 378583 493807 177719 200864 163786 shrinkage=0.116524 Tree=12 num_leaves=8 num_cat=0 split_feature=16 32 16 17 16 20 16 split_gain=2855.08 775.487 592.802 269.808 239.017 157.025 153.474 threshold=204.04899602109745 1.5000000000000002 222.00827329701872 79.977680699148706 162.90489127415361 0.74448922332714573 237.97627506936973 decision_type=2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 -3 -4 right_child=1 5 6 -5 -6 -7 -8 leaf_value=-0.018860760320767046 0.0003447784092142074 -0.015870526026440627 0.0067832134518765784 0.003911840712745392 -0.0097813801538270597 0.00087288123146167442 0.012882837710993196 leaf_count=50695 226185 30052 313180 15857 176206 10182 68208 internal_value=0 0.0346162 0.0435197 -0.0925385 -0.101352 -0.0998357 0.0675746 internal_count=890565 647807 607573 242758 226901 40234 381388 shrinkage=0.116524 Tree=13 num_leaves=8 num_cat=0 split_feature=20 0 32 14 14 30 13 split_gain=977.002 418.185 255.52 238.655 173.011 142.884 145.324 threshold=0.69576950462874609 29.500000000000004 1.5000000000000002 21.347906333895249 20.282490255639996 1.0000000180025095e-35 34.982022544603502 decision_type=2 2 2 2 2 2 2 left_child=2 4 -1 -3 -2 6 -5 right_child=1 3 -4 5 -6 -7 -8 leaf_value=-0.0051607551841448994 -0.00054728350666333767 -0.006720047010625849 -0.016688852402364951 -0.0027587386681958235 0.0052792577986567855 -0.0074416403845852051 0.0030504001968342451 leaf_count=55796 88398 87067 49061 88060 318557 29605 174021 internal_value=0 0.012188 -0.0905784 -0.0117258 0.0344446 0.0019886 0.00942733 internal_count=890565 785708 104857 378753 406955 291686 262081 shrinkage=0.116524 Tree=14 num_leaves=8 num_cat=0 split_feature=16 16 20 16 16 20 0 split_gain=2071.25 506.819 222.901 147.918 138.403 128.192 67.5099 threshold=203.24686029315919 220.89923783053393 0.50948938286851242 175.94774067448489 235.0059908123531 0.66046030141075651 45.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=3 5 -3 6 -4 -2 -1 right_child=1 2 4 -5 -6 -7 -8 leaf_value=-0.01075564414429668 -0.0093328774354463819 -0.0087680163002051385 0.0048514718558882652 -0.0070116254952648548 0.0095297321859767886 -0.00012341833690704664 -0.017399167937243065 leaf_count=61994 22772 13881 288141 142513 122311 207722 31231 internal_value=0 0.0288799 0.0493839 -0.0804329 0.0535987 -0.00886752 -0.111404 internal_count=890565 654827 424333 235738 410452 230494 93225 shrinkage=0.116524 Tree=15 num_leaves=8 num_cat=0 split_feature=32 2 11 14 17 2 17 split_gain=658.688 331.885 234.849 155.487 109.748 103.805 71.8738 threshold=1.5000000000000002 25.56465997770346 0.87013437950937955 20.597455861182237 46.550977328793287 74.104347826086965 84.79513157803531 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 -3 -2 -6 right_child=5 4 -4 -5 6 -7 -8 leaf_value=-0.0054717298304730764 -0.013159371965264512 0.0063857616033439289 0.0033866979866543855 -0.00061062410486705388 0.0009863211989163817 0.00050707763919608298 0.014049374137954642 leaf_count=129534 56027 147701 140636 287938 113987 8721 6021 internal_value=0 0.00760589 -0.00627842 -0.0181845 0.0365513 -0.0971353 0.0140891 internal_count=890565 825817 558108 417472 267709 64748 120008 shrinkage=0.116524 Tree=16 num_leaves=8 num_cat=0 split_feature=16 16 17 33 16 33 26 split_gain=1507.62 349.202 187.274 164.366 137.183 135.803 106.337 threshold=203.24686029315919 223.61807021069913 79.977680699148706 2.5000000000000004 161.54795446524179 2.5000000000000004 0.78036553300613942 decision_type=2 2 2 2 2 2 2 left_child=2 5 4 -3 -1 -2 -4 right_child=1 3 6 -5 -6 -7 -8 leaf_value=-0.014422677061789565 0.0003383768273666132 0.005666563005259119 -0.0087252465474588828 -0.0081600546676986151 -0.0073459709087532804 -0.012014475573324392 0.011384765451420096 leaf_count=47404 270040 360061 5505 12065 172682 12650 10158 internal_value=0 0.0246553 -0.0686044 0.0447828 -0.0761233 -0.00183993 0.0370463 internal_count=890565 654816 235749 372126 220086 282690 15663 shrinkage=0.116524 Tree=17 num_leaves=8 num_cat=0 split_feature=16 16 32 32 16 14 29 split_gain=1193 259.463 183.19 138.128 107.356 64.294 50.5584 threshold=216.76328260718506 189.15833101787538 1.5000000000000002 1.5000000000000002 239.83318009071965 49.010019058378511 2.0024508481283618 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 6 -2 -4 -3 right_child=2 3 5 -5 -6 -7 -8 leaf_value=-0.0086843816415672626 0.0037941190422244807 -0.0013979698533353061 -0.0075200223720502113 -0.011555616427434603 0.0098096349105165192 0.0091705899741339053 -0.012647282074675369 leaf_count=145094 422097 224508 24239 20937 44532 3599 5559 internal_value=0 -0.0408656 0.0327862 -0.0214066 0.0374875 -0.0460179 -0.0143299 internal_count=890565 396098 494467 251004 466629 27838 230067 shrinkage=0.116524 Tree=18 num_leaves=8 num_cat=0 split_feature=32 2 11 5 2 6 21 split_gain=356.521 177.106 137.369 71.2641 58.6972 52.7876 52.2495 threshold=1.5000000000000002 35.474937343358398 0.87013437950937955 25.532372474670414 85.405882352941191 0.45869049393910166 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 -2 -5 -3 right_child=4 6 -4 5 -6 -7 -8 leaf_value=-0.0040547292477014427 -0.009634123204336334 0.0081373485131084212 0.0026310551016519869 -0.0044374332640049023 0.001172414566883504 -5.6974144704203678e-05 0.0028909523303813712 leaf_count=100928 56883 30534 161234 42192 7755 325681 165358 internal_value=0 0.00556635 -0.00259894 -0.0112585 -0.0715525 -0.00480052 0.0318279 internal_count=890565 825927 630035 468801 64638 367873 195892 shrinkage=0.116524 Tree=19 num_leaves=8 num_cat=0 split_feature=16 16 16 30 33 28 16 split_gain=875.249 154.7 117.176 77.351 63.1952 57.4853 53.294 threshold=208.62952521623046 226.80105583954165 178.0033327783328 1.0000000180025095e-35 2.5000000000000004 315.25000000000006 243.32374280462673 decision_type=2 2 2 2 2 2 2 left_child=2 3 -1 5 6 -2 -3 right_child=1 4 -4 -5 -6 -7 -8 leaf_value=-0.0085060163149303855 -0.026147655378545478 0.0042534537863645819 -0.0035708810682680949 -0.0038528564564074344 -0.0049334083628068612 0.0015306043712954749 0.010591977765024928 leaf_count=100067 1023 276663 188146 44457 9614 251330 19265 internal_value=0 0.0216566 -0.0453498 0.0053968 0.0374518 0.0121726 0.040044 internal_count=890565 602352 288213 296810 305542 252353 295928 shrinkage=0.116524 Tree=20 num_leaves=8 num_cat=0 split_feature=16 16 17 12 23 32 17 split_gain=698.331 166.605 147.834 84.3017 82.286 76.199 68.576 threshold=203.24686029315919 220.13620687782415 84.79513157803531 128.34671708797586 0.92147736339536213 1.5000000000000002 51.090429255592632 decision_type=2 2 2 2 2 2 2 left_child=2 6 3 -1 -4 -3 -2 right_child=1 5 4 -5 -6 -7 -8 leaf_value=-0.0053647693981230113 -0.0044326410855628244 0.0036216753494130506 -0.0037726114535330908 -0.012575011827383731 0.014597459540885217 -0.003141331797134648 0.00045282221097612911 leaf_count=197440 51022 414261 5961 24781 7447 23927 165726 internal_value=0 0.0166943 -0.0467876 -0.0529402 0.0551851 0.0279117 -0.00598335 internal_count=890565 654936 235629 222221 13408 438188 216748 shrinkage=0.116524 Tree=21 num_leaves=8 num_cat=0 split_feature=32 1 9 17 17 20 25 split_gain=209.86 103.019 107.828 97.6617 80.5426 72.9237 56.3147 threshold=1.5000000000000002 717.50000000000011 0.9519255487443149 47.053253161866586 72.4334131427877 0.77811367379054597 261.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 6 3 -3 -4 -2 -1 right_child=5 2 4 -5 -6 -7 -8 leaf_value=-0.015756204926222466 -0.0082479392944756619 0.0021720544132987156 0.0030734891940596702 -0.0044358985207505796 0.015593710352208167 0.0018710385846616145 -0.00052850601245211625 leaf_count=3321 52822 67364 226656 55297 7198 11837 466070 internal_value=0 0.00427323 0.0170883 -0.00692463 0.0296836 -0.0548854 -0.00546019 internal_count=890565 825906 356515 122661 233854 64659 469391 shrinkage=0.116524 Tree=22 num_leaves=8 num_cat=0 split_feature=16 9 16 13 33 16 32 split_gain=520.114 151.415 75.4155 75.0984 62.4111 58.3834 52.8985 threshold=217.870649600143 0.94047988073096578 181.85482871227143 68.371480317252988 2.5000000000000004 238.21635442384346 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -2 -4 right_child=4 2 6 -5 -6 -7 -8 leaf_value=-0.0081751762355396773 0.0023409034183679528 -0.0055731969488098561 -0.00064869722392257108 0.014994697236734123 -0.0044149415164823902 0.0060649586301724338 -0.0078351297877219672 leaf_count=65099 393349 85846 245686 2480 16485 66878 14742 internal_value=0 -0.0258861 -0.0176221 -0.0428726 0.0225681 0.0247336 -0.00905819 internal_count=890565 413853 348754 88326 476712 460227 260428 shrinkage=0.116524 Tree=23 num_leaves=8 num_cat=0 split_feature=20 0 9 1 21 17 32 split_gain=133.262 111.421 83.499 105.236 78.4746 68.7201 49.5629 threshold=0.64518165526230054 29.500000000000004 0.93425824259948653 706.50000000000011 1.5000000000000002 79.977680699148706 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=6 5 4 -4 -3 -2 -1 right_child=1 2 3 -5 -6 -7 -8 leaf_value=-0.0014331871021425464 0.0016046213800075236 0.0018573654570173297 -0.0022301729010876727 0.0018636079256387104 -0.0090645735763319555 0.01297219404027688 -0.0069033573567350275 leaf_count=43707 407441 12730 184710 158356 29941 7351 46329 internal_value=0 0.00412267 -0.0081112 -0.00292233 -0.0498286 0.0154996 -0.0364553 internal_count=890565 800529 385737 343066 42671 414792 90036 shrinkage=0.116524 Tree=24 num_leaves=8 num_cat=0 split_feature=32 2 20 25 21 17 17 split_gain=105.596 67.8413 46.5645 43.3921 41.5916 39.4202 36.9928 threshold=1.5000000000000002 16.398113207547173 0.80360540901623079 261.25000000000006 4.5000000000000009 79.977680699148706 40.800497157163342 decision_type=2 2 2 2 2 2 2 left_child=1 3 -2 4 -1 6 -3 right_child=2 5 -4 -5 -6 -7 -8 leaf_value=-0.0070060537803858045 -0.0059355268951022588 0.0036884864059830284 0.0024542939715036707 -0.0005454951315096414 -0.0396768813316037 0.0088470983152896462 0.00073672910271538577 leaf_count=2206 53834 70905 10781 434190 696 9606 308347 internal_value=0 0.00305234 -0.0389248 -0.00549596 -0.12737 0.012661 0.0110586 internal_count=890565 825950 64615 437092 2902 388858 379252 shrinkage=0.116524 Tree=25 num_leaves=8 num_cat=0 split_feature=0 1 32 0 9 25 9 split_gain=102.124 87.5194 73.6511 60.6186 57.838 43.3517 49.4931 threshold=49.500000000000007 726.50000000000011 1.5000000000000002 22.000000000000004 0.95306963785970367 16237.500000000002 0.9566644371961851 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 -2 6 -3 right_child=4 5 -4 -5 -6 -7 -8 leaf_value=0.0014722583714698984 -0.0082605869788115963 6.7207921623181204e-06 -0.005397569167489142 -0.0013046874930764012 -0.0018609486129577751 0.010354358486250159 0.0030065958538926119 leaf_count=186829 25629 129566 39034 248968 76144 8135 176260 internal_value=0 0.0038579 -0.00470733 -0.000979992 -0.029801 0.0168119 0.0148954 internal_count=890565 788792 474831 435797 101773 313961 305826 shrinkage=0.116524 Tree=26 num_leaves=8 num_cat=0 split_feature=0 13 26 30 25 1 30 split_gain=83.5153 64.935 54.169 66.093 39.764 36.9082 36.6079 threshold=29.500000000000004 30.225892621197264 1.5913800685409276 1.0000000180025095e-35 705.75000000000011 137.50000000000003 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=5 -2 4 -4 -3 -1 -5 right_child=1 2 3 6 -6 -7 -8 leaf_value=-0.0049725759619762538 -0.0036207885049826128 -0.0013380903118293409 -0.0015561285893325994 -0.018476199234426817 0.0014392406784987479 0.001268088945147435 -0.0036098806468771788 leaf_count=13247 109260 125830 25748 5985 157741 449151 3603 internal_value=0 -0.0100338 -0.00282554 -0.0397459 0.00177513 0.0093483 -0.110618 internal_count=890565 428167 318907 35336 283571 462398 9588 shrinkage=0.116524 Tree=27 num_leaves=8 num_cat=0 split_feature=16 16 0 26 16 25 25 split_gain=360.101 69.0387 44.1719 37.8394 37.9205 30.9452 30.2427 threshold=201.95010560800037 224.82275930354942 40.500000000000007 1.3268421959837975 173.56197403198811 261.25000000000006 16237.500000000002 decision_type=2 2 2 2 2 2 2 left_child=2 5 -1 4 -4 -2 -3 right_child=1 6 3 -5 -6 -7 -8 leaf_value=-0.0025655029900507483 -0.018158343335606505 0.0023402009425471312 -0.0082483167438314776 -0.012388747406423085 -0.0032562338471820457 0.00019715678977733387 0.0098770012524425875 leaf_count=124672 1252 340093 32420 10735 56960 317047 7386 internal_value=0 0.011712 -0.0345787 -0.0502218 -0.0434842 0.00107237 0.0214582 internal_count=890565 665778 224787 100115 89380 318299 347479 shrinkage=0.116524 Tree=28 num_leaves=8 num_cat=0 split_feature=29 14 8 32 25 24 24 split_gain=68.3062 53.0452 72.9277 38.8463 34.6423 28.6276 26.6676 threshold=0.16385228821658548 49.010019058378511 11780.500000000002 1.5000000000000002 661.25000000000011 1.5000000000000002 21.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -3 -6 right_child=1 5 -4 -5 6 -7 -8 leaf_value=-0.0066450958773905892 -0.00057883635217314709 0.0079033051870190264 -0.081573204015203418 -0.0033720845383975041 0.00079051616823626639 0.0019077013380162974 0.0062169536929973443 leaf_count=20486 414547 16172 149 45032 348801 32632 12746 internal_value=0 0.0013915 -0.000511888 -0.00038495 0.00127186 0.0334217 0.00842589 internal_count=890565 870079 821275 821126 776094 48804 361547 shrinkage=0.116524 Tree=29 num_leaves=8 num_cat=0 split_feature=16 17 11 16 16 29 8 split_gain=269.39 76.6264 63.8237 53.6338 49.0029 47.5337 46.6538 threshold=201.95010560800037 84.79513157803531 0.7987538819875778 233.96481846327052 173.56197403198811 0.75149502717207761 623.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 4 -2 6 -3 -1 right_child=3 5 -4 -5 -6 -7 -8 leaf_value=-0.0062324118827983051 0.00061569181441538368 -0.0047051030098892097 -0.0016499459610796433 0.003131964440804462 -0.0038157047027613938 0.010044514389890123 -0.013999539028857604 leaf_count=35178 517626 4467 88927 147872 72694 8833 14968 internal_value=0 -0.0299395 -0.0345637 0.010082 -0.0493346 0.0436874 -0.0733823 internal_count=890565 225067 211767 665498 122840 13300 50146 shrinkage=0.116524 Tree=30 num_leaves=8 num_cat=0 split_feature=0 32 11 17 26 11 25 split_gain=49.6552 43.4428 48.0441 42.509 38.393 32.8828 26.0772 threshold=51.000000000000007 1.5000000000000002 0.91157178660938076 76.056278394610885 1.6142836909204779 0.69198678786252721 261.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 6 -2 -5 -1 right_child=4 -3 -4 5 -6 -7 -8 leaf_value=-0.011215242418257656 -0.0020307116747184484 -0.0028641299996525482 0.0033292165107173329 0.0099225871735827767 -0.011013807353714473 -0.00095997807333566187 9.3767824940648397e-05 leaf_count=2780 65569 56232 73249 10580 7166 5857 669132 internal_value=0 0.00224277 0.00422318 0.00163227 -0.0250226 0.0518759 0.000403156 internal_count=890565 817830 761598 688349 72735 16437 671912 shrinkage=0.116524 Tree=31 num_leaves=8 num_cat=0 split_feature=0 14 31 29 25 27 21 split_gain=47.7508 42.5662 40.6864 40.8002 40.5803 33.5789 30.3049 threshold=22.000000000000004 19.320684462294917 1.5000000000000002 1.4698569724390713 705.75000000000011 14.500000000000002 9.5000000000000018 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 -5 -6 right_child=1 2 3 5 6 -7 -8 leaf_value=0.0011195219489418605 -0.0028047905059351039 -0.00086284536273233093 -0.0011070855328935165 -0.0043759844577636441 0.0011442298163935596 -0.01566298162400034 0.008149613124377798 leaf_count=324078 102358 217048 40096 11130 181790 5275 8790 internal_value=0 -0.00561198 -0.00154119 -0.0266895 0.0019446 -0.0687007 0.0125925 internal_count=890565 566487 464129 56501 407628 16405 190580 shrinkage=0.116524 Tree=32 num_leaves=8 num_cat=0 split_feature=9 7 11 21 4 12 25 split_gain=43.7196 51.3867 46.6445 40.8473 35.5074 29.8808 29.0942 threshold=0.9519255487443149 -1.0000000180025095e-35 0.80739916934515754 1.5000000000000002 41.082223892211921 303.03300858899109 261.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 4 5 -1 -4 right_child=1 2 6 -5 -6 -7 -8 leaf_value=-0.0010547870795328987 0.0018962032595280366 -0.0027333231223621215 -0.016726511741308493 -0.0021730816443081488 0.0045844002053186056 -0.020288784336876288 0.00038026772039929127 leaf_count=13457 226370 84011 1355 180145 25335 1194 358698 internal_value=0 0.00401106 -0.00223972 -0.0122314 0.0166819 -0.0225042 0.00271093 internal_count=890565 670434 444064 220131 39986 14651 360053 shrinkage=0.116524 Tree=33 num_leaves=8 num_cat=0 split_feature=0 9 13 14 21 22 27 split_gain=39.0892 57.3598 39.4906 32.2994 27.6929 27.3894 27.4543 threshold=22.000000000000004 0.9541342838777539 30.225892621197264 26.352087141178362 1.5000000000000002 1521.5000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 -5 6 -4 right_child=1 2 5 4 -6 -7 -8 leaf_value=0.0010278938667484931 -0.0046679181840992862 -0.0016509596404567291 -0.0088989666057267755 0.0024848159514119406 -0.0025890221105228988 0.0042192713141593514 0.00056796009900166478 leaf_count=323851 61524 129251 4223 21424 45895 28460 275937 internal_value=0 -0.00495101 0.000506308 -0.0234976 -0.0083613 0.00665211 0.00364954 internal_count=890565 566714 437871 128843 67319 308620 280160 shrinkage=0.116524 Tree=34 num_leaves=8 num_cat=0 split_feature=29 11 17 29 7 10 17 split_gain=40.2285 40.5434 27.9045 41.6465 23.5667 23.3113 23.2734 threshold=0.16385228821658548 0.92657431491272968 72.4334131427877 0.81471735432025361 -61.102117538452141 0.84789508247231182 30.107797083347517 decision_type=2 2 2 2 2 2 2 left_child=-1 2 6 -4 5 -5 -2 right_child=1 -3 3 4 -6 -7 -8 leaf_value=-0.0051220663569460497 0.0051508231654191008 0.0035755987157552213 -0.0032854506912056792 0.0044371618220246257 0.0092834955937562951 -0.019067820974972519 -0.00025530461384060859 leaf_count=20365 10962 43712 7472 1912 13254 818 792070 internal_value=0 0.00100515 -0.000564606 0.0334338 0.0622434 -0.0223621 -0.00155767 internal_count=890565 870200 826488 23456 15984 2730 803032 shrinkage=0.116524 Tree=35 num_leaves=8 num_cat=0 split_feature=0 26 32 17 17 6 26 split_gain=36.2655 30.0146 24.1235 27.9485 26.3363 25.6149 22.38 threshold=49.500000000000007 1.5913800685409276 1.5000000000000002 79.977680699148706 30.107797083347517 0.13077675631374214 0.79425562338448008 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 4 5 -1 -5 right_child=1 -3 -4 6 -6 -7 -8 leaf_value=-0.045704788273645124 -0.0013958303143841899 -0.0081170778126803643 -0.0020953623595787812 -0.0018809157667551292 0.00026433687125604978 0.0062985312780867745 0.0086275660025564218 leaf_count=130 91830 10004 54051 3824 708916 11996 9814 internal_value=0 -0.0176454 0.00240713 0.00390719 0.00305893 0.0492689 0.0487543 internal_count=890565 101834 788731 734680 721042 12126 13638 shrinkage=0.116524 Tree=36 num_leaves=8 num_cat=0 split_feature=16 16 16 26 16 24 1 split_gain=171.47 34.9135 36.5618 36.3201 34.7641 30.5354 27.8711 threshold=201.95010560800037 155.11374572594255 101.31112867102071 1.3622992989546512 219.3245791006847 20.500000000000004 7211.0000000000009 decision_type=2 2 2 2 2 2 2 left_child=1 2 6 -3 -2 -6 -1 right_child=4 3 -4 -5 5 -7 -8 leaf_value=0.00078145388610185767 -0.00028461699504374023 -0.0016547005997457715 -0.0071862556633871741 -0.0080187656164006308 0.0018013912679724015 -0.0017376975932875531 0.030709808805941909 leaf_count=4180 213287 171963 35257 13104 416343 35961 470 internal_value=0 -0.0238525 -0.0506794 -0.0180677 0.00808178 0.0130446 0.0326668 internal_count=890565 224974 39907 185067 665591 452304 4650 shrinkage=0.116524 Tree=37 num_leaves=8 num_cat=0 split_feature=15 13 17 17 15 11 15 split_gain=27.8315 28.1067 32.7382 24.8491 23.7572 21.6471 21.9092 threshold=0.25406679277736716 78.010068739811985 91.104622732366977 32.926058332682729 0.86100596455408573 0.91287987697562178 0.39308856124319475 decision_type=2 2 2 2 2 2 2 left_child=-1 5 3 -3 -4 6 -2 right_child=1 2 4 -5 -6 -7 -8 leaf_value=-0.0039358136505456241 -0.0035662501259815225 0.006328239342598089 0.016265966095795899 0.00069809612882045706 -0.040423911526136586 0.0019171195508573512 -0.00015164144340392314 leaf_count=23779 26474 13267 2878 53836 104 66727 703500 internal_value=0 0.000900776 0.0201 0.0155439 0.122626 -0.000788162 -0.00236414 internal_count=890565 866786 70085 67103 2982 796701 729974 shrinkage=0.116524 Tree=38 num_leaves=8 num_cat=0 split_feature=16 17 4 16 28 16 17 split_gain=132.942 37.8111 60.2679 36.1639 33.2724 30.1707 39.2175 threshold=197.69165057739249 91.104622732366977 21.00000095367432 182.78654518461761 315.25000000000006 218.72196687393327 51.590736737294911 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -2 6 -6 right_child=4 -3 3 -5 5 -7 -8 leaf_value=-0.0015483966700729423 -0.014028919183695681 0.0041857420946641516 -0.0088542241150245411 -0.0032896846619444131 -0.0029849489052895567 0.0013402875689737953 0.00056060564993264041 leaf_count=119966 2062 10255 30787 32703 55648 461767 177377 internal_value=0 -0.0231706 -0.0264738 -0.0513884 0.00644461 0.00682105 -0.00245526 internal_count=890565 193711 183456 63490 696854 694792 233025 shrinkage=0.116524 Tree=39 num_leaves=8 num_cat=0 split_feature=16 9 8 27 16 5 16 split_gain=107.245 44.5057 28.0822 25.1943 24.8935 27.8413 27.2463 threshold=201.95010560800037 0.93425824259948653 143.50000000000003 36.500000000000007 101.31112867102071 73.003280639648452 147.11489440686358 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 4 5 -3 -6 right_child=2 3 -4 -5 6 -7 -8 leaf_value=-0.005956135257669715 -0.0056553274271085212 0.0025151499047207058 0.00083161962315005523 0.0064761042006678746 -0.0066788274124007611 0.029513311028430675 -0.0014546452951074631 leaf_count=35990 9188 2079 656308 5247 14758 691 166304 internal_value=0 -0.0188835 0.00636828 -0.0127484 -0.0146986 0.0793832 -0.0161379 internal_count=890565 225069 665496 189079 183832 2770 181062 shrinkage=0.116524 Tree=40 num_leaves=8 num_cat=0 split_feature=20 7 11 6 20 30 23 split_gain=17.504 20.7485 24.2163 28.166 22.6393 16.3809 15.823 threshold=1.1939862118618174 -1.0000000180025095e-35 0.81061348781937026 0.4339622645305235 0.52164903836003973 1.0000000180025095e-35 1.2066959969735609 decision_type=2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -2 -6 right_child=5 2 -4 -5 6 -7 -8 leaf_value=-0.0023808450551048238 -0.00098440074737152737 -0.0075832264289306551 0.00019981670785158002 -0.00117320427346429 0.0015327923800216988 -0.0060043981353895947 -0.00074817640927702354 leaf_count=26577 80161 10081 337185 121322 256089 9918 49232 internal_value=0 0.0015118 -0.00277292 -0.0142886 0.00756116 -0.0131914 0.00999787 internal_count=890565 800486 468588 131403 331898 90079 305321 shrinkage=0.116524 Tree=41 num_leaves=8 num_cat=0 split_feature=16 9 11 27 5 13 27 split_gain=82.0389 39.2782 31.7176 23.513 22.8666 17.8556 27.5532 threshold=215.38445645263832 0.94047988073096578 0.6570578769652845 27.500000000000004 70.345180511474624 50.564059623413762 9.5000000000000018 decision_type=2 2 2 2 2 2 2 left_child=1 5 4 -2 -3 -1 -7 right_child=3 2 -4 -5 -6 6 -8 leaf_value=-0.0024409233649932845 0.0012904357959077043 0.0025751771211728301 -0.0010685026446852705 -0.00089781630743872277 0.016120621135519424 -0.0036758200047535931 -0.012123655823904298 leaf_count=37060 436843 15405 297345 78681 1901 15376 7954 internal_value=0 -0.011231 -0.00674762 0.00820823 0.0348691 -0.0345908 -0.0562628 internal_count=890565 375041 314651 515524 17306 60390 23330 shrinkage=0.116524 Tree=42 num_leaves=8 num_cat=0 split_feature=9 8 28 29 27 18 8 split_gain=18.6966 32.1666 16.9914 22.872 21.1173 17.4444 17.4006 threshold=0.89386636642434125 22770.500000000004 684.25000000000011 0.48903419698718781 35.500000000000007 6.5000000000000009 1214.5000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 5 6 -5 -2 -4 right_child=1 -3 3 4 -6 -7 -8 leaf_value=-0.0021328557035628984 -0.00039760734295604249 0.010493611923876029 -0.0024205309450741207 0.0008919311467709682 0.0068528729878800515 0.023707038352684985 0.0049245528284626618 leaf_count=52619 473793 4048 43302 303233 8290 408 4872 internal_value=0 0.00112882 0.000697142 0.00588002 0.0090158 -0.00323424 -0.0143978 internal_count=890565 837946 833898 359697 311523 474201 48174 shrinkage=0.116524 Tree=43 num_leaves=8 num_cat=0 split_feature=16 8 8 16 29 29 16 split_gain=69.7748 36.2009 23.1895 21.4213 34.8455 20.7842 20.5515 threshold=184.42481300345227 469.50000000000006 143.50000000000003 234.47320186376831 0.71851155910915432 2.0024508481283618 101.31112867102071 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 5 -5 -4 -3 right_child=2 6 3 4 -6 -7 -8 leaf_value=-0.00073089155071039461 -0.004502714914191977 0.0039827205232168825 0.00033574683468261029 0.00890839804889027 0.001331829329366125 -0.003321491310742906 -0.0052843890206316097 leaf_count=67168 12813 3459 596863 8819 125977 21872 53594 internal_value=0 -0.0220058 0.00354317 0.00426049 0.0156836 0.00177186 -0.0405284 internal_count=890565 124221 766344 753531 134796 618735 57053 shrinkage=0.116524 Tree=44 num_leaves=8 num_cat=0 split_feature=17 23 7 10 22 21 9 split_gain=18.1664 28.5044 19.0148 17.2768 14.9837 19.1202 14.3361 threshold=76.056278394610885 0.84203052553153535 -56.976131439208977 0.84789508247231182 308.25000000000006 13.500000000000002 0.86754517801755637 decision_type=2 2 2 2 2 2 2 left_child=4 -2 3 -3 5 -1 -6 right_child=1 2 -4 -5 6 -7 -8 leaf_value=-0.0034018330809878401 -0.002474317097610534 0.0046396093421043521 0.008850755387098258 -0.014108198953268248 -0.0023793724143290596 -0.044685608552810355 6.9554045923662868e-05 leaf_count=13987 7329 1983 10618 1006 33792 154 821696 internal_value=0 0.0290425 0.0561225 -0.0143343 -0.000766923 -0.0330526 -0.000233249 internal_count=890565 20936 13607 2989 869629 14141 855488 shrinkage=0.116524 Tree=45 num_leaves=8 num_cat=0 split_feature=16 11 16 17 16 29 17 split_gain=56.2626 26.8437 24.6917 32.3636 42.3147 33.4505 26.7542 threshold=175.94774067448489 0.82214220897070278 218.5084775829221 50.094317745752086 224.82275930354942 0.7625324985573434 72.4334131427877 decision_type=2 2 2 2 2 2 2 left_child=1 -1 6 4 -4 -6 -2 right_child=2 -3 3 -5 5 -7 -8 leaf_value=-0.0038005422601964378 -0.0006640314629910532 0.0008642282857497524 -0.0023674491179873983 0.0032058683429986514 0.0043120525942354822 0.00057211720274316928 0.004581655830783472 leaf_count=71228 317540 21900 60636 68661 36407 300419 13774 internal_value=0 -0.0232018 0.00277312 0.00746446 0.00400119 0.00837904 -0.00382708 internal_count=890565 93128 797437 466123 397462 336826 331314 shrinkage=0.116524 Tree=46 num_leaves=8 num_cat=0 split_feature=10 20 7 9 20 27 10 split_gain=15.3182 16.4278 17.7607 22.7562 16.6802 15.4265 33.3492 threshold=0.96570009814627955 1.0819574782913441 -1.0000000180025095e-35 0.96541911309946826 0.69576950462874609 45.500000000000007 0.7032308039952414 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -3 -7 right_child=-2 5 -4 -5 -6 6 -8 leaf_value=-0.0024445088403650347 -0.0028637748429907149 -0.00086144502194451203 -0.00016609288930050968 0.002446094136015028 0.00070986933936334538 -0.036242721191845725 -0.0024803416852292094 leaf_count=26356 24604 153911 416805 99848 166909 528 1604 internal_value=0 0.000727066 0.00276908 0.00873359 0.00240035 -0.00856307 -0.0930429 internal_count=890565 865961 709918 293113 193265 156043 2132 shrinkage=0.116524 Tree=47 num_leaves=8 num_cat=0 split_feature=17 1 15 28 18 7 0 split_gain=16.0206 19.4867 22.3648 15.8156 36.6346 16.0269 14.6572 threshold=100.05605008712847 2601.5000000000005 0.85304811451127827 315.25000000000006 2.5000000000000004 -45.058826446533196 17.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 -6 -5 right_child=1 2 -4 6 5 -7 -8 leaf_value=-0.0014979039264728866 0.0012261643728311545 0.016848000064469005 -0.036753677952106489 0.00074743451409000922 0.0097745709881466459 -0.037184683234348342 -0.00030850245624130612 leaf_count=2731 4681 2210 111 248859 116 661 631196 internal_value=0 0.04767 0.122589 -0.000352146 -0.0673636 -0.258951 -8.50308e-05 internal_count=890565 7002 2321 883563 3508 777 880055 shrinkage=0.116524 Tree=48 num_leaves=8 num_cat=0 split_feature=16 16 29 29 32 22 8 split_gain=45.1743 21.0916 28.2384 24.4688 20.8408 20.2246 27.9776 threshold=164.3556837421408 220.13620687782415 1.5334450973356062 0.82776918727019755 1.5000000000000002 4986.5000000000009 623.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=5 2 -2 4 -3 6 -1 right_child=1 3 -4 -5 -6 -7 -8 leaf_value=-0.002166212969918552 -0.00013922696252912774 0.0038135982841433942 -0.0042166546405748087 0.00040348633499911747 -0.0011844611322429901 0.0045942744846228121 -0.0081760697427251897 leaf_count=42512 366891 55193 24609 368784 14253 4348 13975 internal_value=0 0.00193986 -0.00339438 0.00670528 0.0239247 -0.0262916 -0.0313503 internal_count=890565 829730 391500 438230 69446 60835 56487 shrinkage=0.116524 Tree=49 num_leaves=8 num_cat=0 split_feature=16 9 28 18 21 22 10 split_gain=35.943 20.1816 18.5588 19.9285 16.2564 17.4334 14.5155 threshold=208.62952521623046 0.91667373001073638 315.25000000000006 2.5000000000000004 14.500000000000002 340.25000000000006 0.72414368123650363 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -2 -4 -6 -3 right_child=2 6 4 -5 5 -7 -8 leaf_value=-0.0040043052079287607 -0.0035976406314421889 -0.0016048200272689205 0.00062692377005805729 -0.032012999445643932 -0.038632622752607038 -0.0035148906319523439 0.0001381365403448761 leaf_count=28583 1138 131052 591379 475 196 9261 128481 internal_value=0 -0.00914505 0.00443485 -0.102686 0.00472243 -0.0364106 -0.00636756 internal_count=890565 288116 602449 1613 600836 9457 259533 shrinkage=0.116524 Tree=50 num_leaves=8 num_cat=0 split_feature=17 20 17 14 1 14 9 split_gain=14.1366 16.2047 12.3729 13.4542 18.1071 43.4505 13.1747 threshold=100.05605008712847 0.52164903836003973 37.559098047373531 75.805867112215779 10495.000000000002 49.010019058378511 0.95971683299685484 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 4 -1 -6 -4 right_child=1 -3 6 -5 5 -7 -8 leaf_value=0.00089721377351599583 -0.0081657624525620798 0.0075790617672075672 -0.00085587535640284655 0.0049396609776673024 -0.076236593132565256 -0.0042837932291736698 0.00014546470459882787 leaf_count=70015 1044 5923 268248 11860 138 654 532683 internal_value=0 0.0447951 -0.00042754 0.0112202 0.00599901 -0.144356 -0.00162974 internal_count=890565 6967 883598 82667 70807 792 800931 shrinkage=0.116524 Tree=51 num_leaves=8 num_cat=0 split_feature=17 20 26 0 17 32 20 split_gain=13.3641 23.5529 15.1372 22.5237 23.3193 26.2021 22.0548 threshold=72.4334131427877 0.75930876645991585 0.74229918871924794 40.500000000000007 53.768224761056779 1.5000000000000002 0.74448922332714573 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 4 5 -1 -4 right_child=1 -3 6 -5 -6 -7 -8 leaf_value=0.0033624010922070745 -0.0041650322168294519 0.0046091941532185737 -0.0041047389839157528 -0.0012297470914540158 -0.0013166089758247994 -0.00091456819027521663 -0.00022412498348065927 leaf_count=84880 5318 18977 20509 52348 29298 25230 654005 internal_value=0 0.0230731 -0.000707199 0.00713282 0.0137741 0.0204455 -0.00293602 internal_count=890565 24295 866270 191756 139408 110110 674514 shrinkage=0.116524 Tree=52 num_leaves=8 num_cat=0 split_feature=16 22 12 11 16 23 27 split_gain=36.2823 17.2154 19.4404 17.6439 13.6638 20.0388 18.1864 threshold=161.54795446524179 5561.5000000000009 92.302038200428285 0.85143490655685794 220.13620687782415 1.7842973241285351 23.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -2 -6 right_child=4 -3 3 -5 6 -7 -8 leaf_value=-0.0019863420809152774 -0.00018797011120858068 0.0046753816012258228 -0.0080343675602819742 0.0078085587882564256 0.00104685558498769 -0.0059422333528814228 -0.00073023333010524354 leaf_count=34838 390137 3754 14245 1023 336294 8394 101880 internal_value=0 -0.0251929 -0.0300864 -0.0598403 0.00158408 -0.00265325 0.00543805 internal_count=890565 53860 50106 15268 836705 398531 438174 shrinkage=0.116524 Tree=53 num_leaves=8 num_cat=0 split_feature=18 17 23 19 23 8 26 split_gain=12.7417 11.5281 13.9245 15.047 12.2047 13.3607 11.3712 threshold=6.5000000000000009 100.05605008712847 0.92147736339536213 761.25000000000011 0.34601497062725034 908.50000000000011 3.6208785246741804 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -5 -6 right_child=-2 2 -4 4 6 -7 -8 leaf_value=-4.0647197874118396e-05 0.020273208413953189 0.010330775188575182 0.0093154434676177757 -0.012790634901658 -0.013714038624762032 0.025993922375775271 0.041189996814186586 leaf_count=883120 421 1036 3920 213 1524 278 53 internal_value=0 -2.78853e-05 0.0403242 -0.00971143 -0.0589912 0.0786862 -0.101857 internal_count=890565 890144 7024 3104 2068 491 1577 shrinkage=0.116524 Tree=54 num_leaves=8 num_cat=0 split_feature=16 1 1 11 1 16 6 split_gain=29.5352 26.22 15.959 15.7061 13.2303 11.4576 16.9126 threshold=184.42481300345227 454.50000000000006 137.50000000000003 0.8833367868490124 810.50000000000011 247.14394857637964 0.13077675631374214 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 -3 -5 -4 -7 right_child=2 3 5 4 -6 6 -8 leaf_value=-0.00013660343441900306 -0.003804808622976523 -0.0038883794296030692 0.00029138151708137713 -0.00076879776128041522 0.020023173886961343 -0.070047419568111863 0.0059813770387291878 leaf_count=67999 12881 54394 747681 1066 681 40 5823 internal_value=0 -0.0143776 0.0022493 -0.0303722 0.0629581 0.00284591 0.0468802 internal_count=890565 124140 766425 56141 1747 753544 5863 shrinkage=0.116524 Tree=55 num_leaves=8 num_cat=0 split_feature=17 9 29 8 17 18 27 split_gain=11.0205 16.4506 15.4666 11.2505 10.4143 10.7859 10.4208 threshold=76.056278394610885 0.96270215780296431 0.96307259075196827 581.50000000000011 37.559098047373531 6.5000000000000009 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=4 2 -2 -3 -1 6 -6 right_child=1 3 -4 -5 5 -7 -8 leaf_value=0.0011722701595156964 -0.0046615871591495555 -0.00028037000630529911 0.0037475839659655936 0.0089554461329436532 -0.0027690299834020613 0.018761602298178408 -0.00014203358808398395 leaf_count=82667 5596 2473 6328 6492 21067 407 765535 internal_value=0 0.0226262 -0.00170683 0.0549906 -0.000616971 -0.00173851 -0.00182272 internal_count=890565 20889 11924 8965 869676 787009 786602 shrinkage=0.116524 Tree=56 num_leaves=8 num_cat=0 split_feature=16 17 17 16 16 7 13 split_gain=27.2599 20.0705 16.0041 23.4933 22.2795 16.3829 15.8853 threshold=155.11374572594255 109.90968818206106 40.361121778706298 190.62135072513519 190.62135072513519 -8.1301016807556135 68.371480317252988 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -2 -4 -6 -3 right_child=2 6 4 -5 5 -7 -8 leaf_value=-0.003653373298670084 0.0060067911734560811 -0.0016461589878552555 -0.0016918588894115183 0.00080839639629975903 0.0010760089288007813 -0.00020605130407787972 0.016927617907319236 leaf_count=37505 13358 1326 99032 101484 195150 441527 1183 internal_value=0 -0.0255602 0.00114757 0.0121267 -0.000566236 0.00160411 0.0610296 internal_count=890565 40014 850551 114842 735709 636677 2509 shrinkage=0.116524 Tree=57 num_leaves=8 num_cat=0 split_feature=16 23 17 26 16 29 26 split_gain=22.1875 16.1264 14.8487 18.8219 22.8395 14.409 22.3216 threshold=165.69151268857448 0.31557705226387217 100.05605008712847 0.97627563399007189 101.31112867102071 0.16385228821658548 0.74229918871924794 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 -2 -7 right_child=5 2 -4 4 -6 6 -8 leaf_value=0.001975700190620878 -0.0034946445815024225 -0.0022224209438726425 0.0036893966147789124 0.0077616924471967967 -0.0092925506794180063 0.0015310996363972647 -6.6173857427444073e-05 leaf_count=10966 14445 37352 4235 1186 10559 144524 667298 internal_value=0 -0.01797 -0.0251513 -0.0300519 -0.0649687 0.00131536 0.0018724 internal_count=890565 64298 53332 49097 11745 826267 811822 shrinkage=0.116524 Tree=58 num_leaves=8 num_cat=0 split_feature=15 20 27 15 22 30 30 split_gain=11.1456 11.53 12.704 23.214 16.3952 9.99639 12.4593 threshold=0.25406679277736716 1.1144235500338275 46.500000000000007 0.70398539158018913 520.75000000000011 1.0000000180025095e-35 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 5 -4 -5 -3 -7 right_child=1 2 3 4 -6 6 -8 leaf_value=-0.002486227109726629 0.00025181440461193076 -0.00048481789367884459 -0.0024546782867565643 -0.0015711490695398049 -0.051878460517274849 -0.0082535169026029843 -0.00074300265723749738 leaf_count=23776 733977 119184 1000 130 272 5275 6951 internal_value=0 0.000609609 -0.00796432 -0.102652 -0.305601 -0.00695411 -0.0341858 internal_count=890565 866789 132812 1402 402 131410 12226 shrinkage=0.116524 Tree=59 num_leaves=8 num_cat=0 split_feature=6 22 9 17 11 12 24 split_gain=9.12656 15.7024 12.6287 20.6063 20.4011 12.0459 15.6245 threshold=0.87912092527915986 565.75000000000011 0.96018447620668146 66.852179998336013 0.73876065270290314 92.302038200428285 12.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=2 -2 -1 -4 5 6 -5 right_child=1 -3 3 4 -6 -7 -8 leaf_value=-0.00046724527614039677 -0.0024789554904999429 9.955422409092968e-05 0.000396106539205056 0.010390848046609846 -0.0020323344685937938 0.01053041499667498 -0.011396639682735292 leaf_count=277926 51698 84450 464141 919 3693 6868 870 internal_value=0 -0.00754826 0.00134733 0.00447206 0.0447868 0.0713328 -0.00175518 internal_count=890565 136148 754417 476491 12350 8657 1789 shrinkage=0.116524 Tree=60 num_leaves=8 num_cat=0 split_feature=16 16 9 1 23 12 26 split_gain=19.5101 14.8919 15.6365 22.2692 14.5293 12.6193 11.9918 threshold=151.23440710545506 101.31112867102071 0.95233105734609647 8104.0000000000009 0.98000740192450053 177.8436687607709 0.74229918871924794 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 -3 -4 -2 right_child=6 4 5 -5 -6 -7 -8 leaf_value=-0.0066511312498504678 0.00096484794911221234 -0.0022164140561173641 0.0051488331741285972 0.027489630315116188 -0.0082443268586527597 0.025371497121390734 -0.00011026804742188849 leaf_count=2263 177656 20705 1470 293 7359 586 680233 internal_value=0 -0.0239318 0.0287294 -0.023493 -0.0325861 0.0936517 0.00096437 internal_count=890565 32676 4612 2556 28064 2056 857889 shrinkage=0.116524 Tree=61 num_leaves=8 num_cat=0 split_feature=26 26 30 30 5 7 25 split_gain=8.67948 10.5535 22.9675 27.6973 13.0132 12.5456 21.1619 threshold=6.9843235096437821 1.5913800685409276 1.0000000180025095e-35 2.5000000000000004 340.09002685546881 -1.0000000180025095e-35 261.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 5 -3 -4 -5 -1 -7 right_child=-2 2 3 4 -6 6 -8 leaf_value=0.00065688431434679625 0.0061262868018800831 -0.00020001603116240896 -0.0095627301316759152 0.00043351235994450155 -0.070788657655789525 -0.011849282037067288 -0.00022307678517872643 leaf_count=327726 3134 50762 8983 7286 35 2135 490504 internal_value=0 -0.000143263 -0.0122043 -0.0448576 0.000798252 0.000842743 -0.00234683 internal_count=890565 887431 67066 16304 7321 820365 492639 shrinkage=0.116524 Tree=62 num_leaves=8 num_cat=0 split_feature=17 15 1 5 22 6 22 split_gain=8.30355 9.25262 9.02248 34.6748 10.0744 15.638 31.8415 threshold=34.99672407526549 0.26670022293317658 12295.000000000002 270.23170471191412 2092.2500000000005 0.22314595702632664 5561.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -7 right_child=-2 -3 -4 -5 5 6 -8 leaf_value=0.0017756205965096564 -7.9377185452931341e-05 0.0020559588934943949 0.0079922079890104043 -0.057836459287358061 -0.0015218339950958933 -0.042984248122213665 0.0012714739193186472 leaf_count=2986 839492 44457 935 160 1652 439 444 internal_value=0 0.0124517 -0.022439 -0.0374206 -0.0241208 -0.0704821 -0.177912 internal_count=890565 51073 6616 5681 5521 2535 883 shrinkage=0.116524 Tree=63 num_leaves=8 num_cat=0 split_feature=16 17 16 24 24 23 1 split_gain=18.1051 22.2853 48.9788 18.636 17.6024 16.509 13.5034 threshold=210.50056947608203 50.377194148811206 222.36520218806263 19.500000000000004 21.500000000000004 0.84635703446150634 554.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=4 2 5 6 -1 -2 -4 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=-0.00087358675176223198 -2.4175064465924079e-05 0.0015859288322498174 0.0022338094157295456 -0.0020981854998909808 0.003939150735385138 -0.0047569282523872349 0.00033559523332213277 leaf_count=298555 13795 156316 62374 36147 10688 36450 276240 internal_value=0 0.00340098 -0.000353977 0.00357678 -0.00606955 -0.0296722 0.00588078 internal_count=890565 581322 425006 374761 309243 50245 338614 shrinkage=0.116524 Tree=64 num_leaves=8 num_cat=0 split_feature=17 13 5 4 5 18 17 split_gain=7.76309 13.1895 17.108 10.9733 14.7317 7.70463 7.49453 threshold=109.90968818206106 68.371480317252988 56.753684997558601 82.310668945312514 250.67237854003909 6.5000000000000009 36.563251670308702 decision_type=2 2 2 2 2 2 2 left_child=5 2 -2 -3 -5 6 -1 right_child=1 3 -4 4 -6 -7 -8 leaf_value=0.00113194943939984 0.0020999322784040204 0.018028369204130212 -0.03635524732044644 -0.020345904194834064 0.020929842978050804 0.015845241680686125 -0.00013376847572184626 leaf_count=68868 1534 1304 175 273 206 415 817790 internal_value=0 0.047002 -0.0157722 0.107171 -0.0222679 -0.000240541 -0.0003043 internal_count=890565 3492 1709 1783 479 887073 886658 shrinkage=0.116524 Tree=65 num_leaves=8 num_cat=0 split_feature=10 17 26 26 8 25 23 split_gain=7.54477 9.51989 9.50165 11.8876 10.1326 48.2568 11.6711 threshold=0.96570009814627955 33.396743439373488 0.99998934026926489 0.32311799841335914 2741.5000000000005 2317.2500000000005 2.244600095394286 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -2 5 6 -4 right_child=2 -3 4 -5 -6 -7 -8 leaf_value=0.0020184144275215568 -0.0020983820222092993 -1.728953318694332e-05 -0.004590000561736151 0.0060389972670794583 -0.0011353358959826287 -0.072408205139288126 -0.025507206278146052 leaf_count=32404 7666 833526 5650 3574 7206 152 387 internal_value=0 0.000505377 -0.0172422 0.00419718 -0.0352323 -0.0649097 -0.0508984 internal_count=890565 865930 24635 11240 13395 6189 6037 shrinkage=0.116524 Tree=66 num_leaves=8 num_cat=0 split_feature=25 28 29 22 9 17 5 split_gain=7.35956 14.8275 13.4766 18.2639 12.8336 12.3507 13.1363 threshold=669.25000000000011 1658.2500000000002 0.70110782713297215 201.25000000000003 0.96470706189032673 66.852179998336013 81.228687286376967 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -2 -6 -7 right_child=4 -3 3 -5 5 6 -8 leaf_value=0.00095181904570684598 -0.00024937866860625236 -0.018743702344212895 -0.015566462197591228 -0.00056943462647203393 0.0008342416108624213 0.004111902507993555 0.02169154388301827 leaf_count=93971 227887 592 1106 357912 200934 7538 625 internal_value=0 -0.0026995 -0.0024928 -0.00528332 0.00305091 0.00870845 0.0468391 internal_count=890565 453581 452989 359018 436984 209097 8163 shrinkage=0.116524 Tree=67 num_leaves=8 num_cat=0 split_feature=16 16 14 16 29 18 21 split_gain=16.7595 10.3425 11.8489 9.65035 17.6592 14.5229 12.9554 threshold=151.23440710545506 101.31112867102071 12.70022564522627 217.870649600143 1.5928404999903438 3.5000000000000004 13.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -5 -7 right_child=3 2 -4 5 -6 6 -8 leaf_value=0.0024885313642112822 -0.00016453315224786313 0.0021502923723698288 -0.0044641781134600175 0.0006180977575127826 -0.003769645321328233 -0.00087112150428254019 -0.0069971477460852921 leaf_count=4658 361433 4351 23746 442266 19441 29082 5588 internal_value=0 -0.0222857 -0.0295208 0.0007621 -0.00299122 0.00375944 -0.0159494 internal_count=890565 32755 28097 857810 380874 476936 34670 shrinkage=0.116524 Tree=68 num_leaves=8 num_cat=0 split_feature=16 17 17 16 4 16 33 split_gain=13.5701 12.6766 10.5757 14.8724 15.2002 13.3691 9.72282 threshold=147.11489440686358 100.05605008712847 38.022574758213693 180.89900158285647 17.999998092651371 191.3443815987934 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 -1 5 4 -4 -2 -5 right_child=2 -3 3 6 -6 -7 -8 leaf_value=-0.0035956463041961206 0.0045894795520997822 0.0042577723779781826 0.00032698597136402162 0.00020136321282973943 -0.0031062321166870398 0.00065429934168358584 -0.002145318530605581 leaf_count=22594 14413 3184 30537 691173 41044 62786 24834 internal_value=0 -0.0225328 0.000750451 -0.000344404 -0.014088 0.0119202 0.00102958 internal_count=890565 25778 864787 787588 71581 77199 716007 shrinkage=0.116524 Tree=69 num_leaves=8 num_cat=0 split_feature=16 26 16 27 10 28 21 split_gain=11.1716 16.3835 15.1374 13.379 13.1511 11.8661 18.5626 threshold=197.69165057739249 0.94248198072471157 101.31112867102071 36.500000000000007 0.9236381702805575 315.25000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 -1 -4 6 -2 right_child=5 2 4 -5 -6 -7 -8 leaf_value=-0.00023859386732731286 0.0010385424414418936 0.0079582856961058941 -0.0020862522682285993 0.0070388436112989788 -0.0078608272751695598 0.00024026740692582966 -0.021250323903244203 leaf_count=127317 1173 1884 55221 3525 5930 694621 894 internal_value=0 -0.00674556 -0.0199897 -0.000365016 -0.0227097 0.00183682 -0.0738184 internal_count=890565 193877 63035 130842 61151 696688 2067 shrinkage=0.116524 Tree=70 num_leaves=8 num_cat=0 split_feature=6 22 14 7 28 24 13 split_gain=8.05231 10.0651 9.92919 14.418 12.0646 10.0397 11.6472 threshold=0.87912092527915986 565.75000000000011 38.958196783536067 -51.340192794799798 580.25000000000011 6.5000000000000009 155.37238043544403 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 6 -5 right_child=1 2 3 5 -6 -7 -8 leaf_value=0.00015195564149135846 -0.0021008299829541038 0.00044544854691575773 -0.054725924821466675 0.0031114085894990672 -0.0095535280935673383 -0.0093807602759928867 -0.010202566181235044 leaf_count=754336 51766 73701 83 5606 2448 1564 1061 internal_value=0 -0.00704957 -0.000320379 -0.0286939 -0.0947003 -0.00839723 0.00851836 internal_count=890565 136229 84463 10762 2531 8231 6667 shrinkage=0.116524 Tree=71 num_leaves=8 num_cat=0 split_feature=29 1 19 15 11 7 28 split_gain=7.28997 10.312 17.8735 12.0005 9.49994 9.40211 11.8317 threshold=0.16385228821658548 446.50000000000006 1499.2500000000002 0.47847647036585211 0.93913378441749862 -8.1301016807556135 315.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -2 -7 right_child=4 2 -4 -5 -6 6 -8 leaf_value=-0.0012593519086506746 0.00054669331477053104 -0.032092006699075123 0.0013093727693284621 -0.0085761777923417035 0.0023047983047820918 -0.0086767832283217734 -0.0002531320894411493 leaf_count=18170 270392 549 1069 636 24559 2273 572917 internal_value=0 -0.0187217 -0.082519 -0.167097 0.000391341 -0.000171769 -0.00245803 internal_count=890565 20424 2254 1185 870141 845582 575190 shrinkage=0.116524 Tree=72 num_leaves=8 num_cat=0 split_feature=16 17 26 16 26 17 32 split_gain=10.0423 9.77217 9.86709 17.1381 8.3974 28.4961 27.8936 threshold=151.23440710545506 109.90968818206106 0.75906311783596003 101.31112867102071 0.74229918871924794 49.235896288313945 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 6 -2 right_child=4 -3 3 -5 -6 -7 -8 leaf_value=-0.0011163731580197667 0.0038987766008147071 0.0054109560956115384 0.0044330681279082318 -0.0079690304163704279 -0.00012154606134634298 -0.00050317729429256574 -0.0010166675098633466 leaf_count=20618 54261 2240 1869 7940 680343 101251 22043 internal_value=0 -0.0173087 -0.0220015 -0.0481097 0.000555198 0.00667944 0.0212727 internal_count=890565 32667 30427 9809 857898 177555 76304 shrinkage=0.116524 Tree=73 num_leaves=8 num_cat=0 split_feature=26 26 5 31 15 1 28 split_gain=6.51223 7.03677 16.5135 13.3777 11.3307 8.74295 14.1518 threshold=6.9843235096437821 1.5913800685409276 340.09002685546881 1.5000000000000002 0.33515993453840814 805.50000000000011 852.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 5 3 -3 -4 6 -1 right_child=-2 2 4 -5 -6 -7 -8 leaf_value=1.1720839998712825e-06 0.0053062868656419855 -0.00015218599071394141 -0.075256354309834447 -0.0039939937027708011 -0.0089297595106317042 0.00068926734906543988 -0.0021479380265505394 leaf_count=548890 3127 50725 68 16249 72 226419 45015 internal_value=0 -0.000177561 -0.0100223 -0.00930512 -0.353107 0.000627876 -0.00138786 internal_count=890565 887438 67114 66974 140 820324 593905 shrinkage=0.116524 Tree=74 num_leaves=8 num_cat=0 split_feature=27 0 33 30 1 10 30 split_gain=6.63755 10.0973 5.86487 11.2732 21.0483 9.50797 9.99355 threshold=55.500000000000007 29.500000000000004 2.5000000000000004 2.5000000000000004 450.50000000000006 0.96570009814627955 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 5 -5 6 -1 right_child=1 -3 -4 4 -6 -7 -8 leaf_value=0.00011610784930510349 -0.0018296741210546159 -0.028136707644647103 -0.0015871006852343156 0.011304453055847858 0.0012248639051165887 -0.0025659964599948435 -0.002281952925380738 leaf_count=778652 655 284 29950 3065 34208 19418 24333 internal_value=0 -0.0839844 0.000135718 0.000614962 0.0176248 -0.00015596 0.000372789 internal_count=890565 939 889626 859676 37273 822403 802985 shrinkage=0.116524 Tree=75 num_leaves=8 num_cat=0 split_feature=16 23 29 29 16 14 27 split_gain=8.50459 10.3036 8.21339 12.0546 17.7733 16.1495 17.9871 threshold=164.3556837421408 0.31557705226387217 0.16385228821658548 0.73024289071790416 228.10336464655552 12.294869874224995 14.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 4 -4 -5 -7 right_child=2 -3 3 5 -6 6 -8 leaf_value=0.0019902545255657397 -0.0026331686906203239 -0.0020221157175690898 0.00057779366488272424 -0.012326458488080198 0.004224330671914996 0.00061379811370685842 -0.00060136194736399933 leaf_count=10505 14677 50296 127552 1455 21159 308914 356007 internal_value=0 -0.0114043 0.00084831 0.00127049 0.0094112 -0.000546218 -0.000315932 internal_count=890565 60801 829764 815087 148711 666376 664921 shrinkage=0.116524 Tree=76 num_leaves=8 num_cat=0 split_feature=16 14 17 26 15 16 13 split_gain=7.55278 12.5699 7.53721 11.7474 8.88465 8.02577 10.5289 threshold=173.56197403198811 12.294869874224995 100.05605008712847 0.93653548463919989 0.31765608705054682 101.31112867102071 59.228471927047785 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -5 -7 right_child=-2 2 4 5 -6 6 -8 leaf_value=0.0026342498170785281 0.00012561471934204564 -0.00096815122922556246 0.020026811102809666 0.0046242113222365036 0.0013667231905037255 -0.0036495746735059594 -0.010962607505054522 leaf_count=11107 804629 50840 373 1254 4868 14201 3293 internal_value=0 -0.0087848 -0.0134443 -0.0161986 0.0231261 -0.0375945 -0.043134 internal_count=890565 85936 74829 69588 5241 18748 17494 shrinkage=0.116524 Tree=77 num_leaves=8 num_cat=0 split_feature=21 22 0 8 26 0 23 split_gain=5.92293 12.2672 8.58358 12.4053 5.91821 11.4449 9.24815 threshold=15.500000000000002 326.75000000000006 33.000000000000007 675.50000000000011 0.74229918871924794 33.000000000000007 0.18368988652787335 decision_type=2 2 2 2 2 2 2 left_child=4 -2 -3 -4 5 -1 -6 right_child=1 2 3 -5 6 -7 -8 leaf_value=0.0012888840089475663 -0.039923920744704827 -8.3971400933913429e-05 -0.015735872939352871 0.0047550557779398117 -0.026114734763119016 -0.0005335649672393698 -0.00012834257445593894 leaf_count=121690 123 4633 1301 580 186 76014 686038 internal_value=0 -0.0297582 -0.0238505 -0.0808207 0.000226999 0.00504772 -0.00116187 internal_count=890565 6637 6514 1881 883928 197704 686224 shrinkage=0.116524 Tree=78 num_leaves=8 num_cat=0 split_feature=16 5 27 7 19 7 9 split_gain=6.84147 6.98214 7.885 9.87377 8.0572 6.62151 6.42742 threshold=147.11489440686358 110.70887756347658 5.5000000000000009 -41.633537292480462 8782.5000000000018 -18.434947013854977 0.95026490112697026 decision_type=2 2 2 2 2 2 2 left_child=1 6 3 -3 -4 -5 -1 right_child=-2 2 4 5 -6 -7 -8 leaf_value=-0.0045986066134375064 7.0465414601980728e-05 -0.0054301247804289902 -0.029517441550799904 0.029212022291639109 0.027647103913115118 0.0071761609405760459 -0.00074603813189640707 leaf_count=9851 864836 367 140 362 44 379 14586 internal_value=0 -0.0159427 0.0557006 0.0875359 -0.136003 0.153971 -0.0197305 internal_count=890565 25729 1292 1108 184 741 24437 shrinkage=0.116524 Tree=79 num_leaves=8 num_cat=0 split_feature=18 18 24 22 20 27 14 split_gain=6.17531 6.08101 13.0221 12.6945 10.5599 10.1643 9.75703 threshold=6.5000000000000009 3.5000000000000004 22.500000000000004 326.75000000000006 0.86487101296018509 41.500000000000007 27.400669918721295 decision_type=2 2 2 2 2 2 2 left_child=1 5 -3 4 -4 -1 -7 right_child=-2 2 3 -5 -6 6 -8 leaf_value=2.1368107561587532e-05 0.014242392409735979 -0.00010860952123684309 0.019747804390388715 -0.0037358516593297138 -0.043830203134940987 0.0047802482583486836 -0.0063976626565126014 leaf_count=824465 413 39927 44 14481 183 9864 1188 internal_value=0 -8.11588e-05 -0.0103023 -0.035739 -0.270388 0.000587206 0.0307122 internal_count=890565 890152 54635 14708 227 835517 11052 shrinkage=0.116524 Tree=80 num_leaves=8 num_cat=0 split_feature=16 17 16 29 17 20 24 split_gain=6.45629 28.0954 32.6915 13.3065 12.3759 11.2075 11.0192 threshold=217.870649600143 49.805923819118775 224.82275930354942 0.85719227063219072 47.825608022714512 0.34926801399700069 17.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=6 2 4 5 -2 -4 -1 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=-0.00054848996221115471 -0.00530320780452667 0.0022000538295521431 -0.0027121649546893562 -1.1035685003568528e-05 -0.0015670672896503342 0.0026097331058063844 0.0013853729674299727 leaf_count=368839 17489 85783 6067 281924 38625 46964 44874 internal_value=0 0.00249167 -0.00110334 0.00263891 -0.0234415 0.0171714 -0.00290695 internal_count=890565 476852 391069 334955 56114 53031 413713 shrinkage=0.116524 Tree=81 num_leaves=8 num_cat=0 split_feature=17 4 25 26 28 2 17 split_gain=5.5033 8.44336 10.7084 9.864 9.40133 7.45164 7.06837 threshold=34.99672407526549 188.6866149902344 20900.750000000004 1.1741736803169005 13176.500000000002 1782.049450549451 72.4334131427877 decision_type=2 2 2 2 2 2 2 left_child=-1 2 4 -4 6 -3 -2 right_child=1 5 3 -5 -6 -7 -8 leaf_value=0.0011737043737491545 -0.00011410129302490943 -0.01286969560369473 0.0092407724889074418 -0.037887238241994983 -0.0076945225093583954 0.0066318451589929021 0.0019532743791157484 leaf_count=51158 810292 1223 2201 62 2194 340 23095 internal_value=0 -0.000610576 -0.000473592 0.0682227 -0.000659642 -0.0740406 -0.000487536 internal_count=890565 839407 837844 2263 835581 1563 833387 shrinkage=0.116524 Tree=82 num_leaves=8 num_cat=0 split_feature=4 16 17 16 17 16 21 split_gain=5.70468 22.5484 18.8451 16.4665 22.5658 26.2655 14.1803 threshold=20.999998092651371 194.96944726892858 54.421569853934109 216.29437124239482 50.377194148811206 224.14051885780552 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=6 -2 3 -3 5 -5 -1 right_child=1 2 -4 4 -6 -7 -8 leaf_value=-0.002845152104672447 -0.002216953502216807 -0.0020836260150889044 0.001730033938867531 -0.0032531414774015087 0.002394066976435183 7.0683236988467466e-05 0.00052560659363032293 leaf_count=17855 68996 58706 75162 37005 47189 252849 332803 internal_value=0 -0.00214245 0.000331218 -0.00242567 0.000266421 -0.00303509 0.00303776 internal_count=890565 539907 470911 395749 337043 289854 350658 shrinkage=0.116524 Tree=83 num_leaves=8 num_cat=0 split_feature=20 14 31 16 6 22 17 split_gain=5.61127 9.24578 6.4251 6.01094 5.58752 10.1948 7.90429 threshold=1.1939862118618174 36.427959423220088 1.5000000000000002 223.44156689972229 0.87912092527915986 565.75000000000011 109.90968818206106 decision_type=2 2 2 2 2 2 2 left_child=4 -2 3 -3 6 -6 -1 right_child=1 2 -4 -5 5 -7 -8 leaf_value=0.00019333850631069488 -0.00058062402112423188 -0.0088988530565843309 -0.012246355351805304 0.00034899226345090287 -0.0020287418544238131 0.00017247643009611307 0.0061503696003444948 leaf_count=674269 84671 1536 1426 2520 45066 78039 3038 internal_value=0 -0.00755968 -0.0473594 -0.02706 0.000762106 -0.00543527 0.00188852 internal_count=890565 90153 5482 4056 800412 123105 677307 shrinkage=0.116524 Tree=84 num_leaves=8 num_cat=0 split_feature=16 29 11 14 23 21 13 split_gain=5.18032 7.28871 7.13779 7.39958 5.58994 6.00784 5.78095 threshold=147.11489440686358 4.9665655721107553 0.88429161747343576 19.320684462294917 0.36185630443014016 2.5000000000000004 287.3385125778629 decision_type=2 2 2 2 2 2 2 left_child=1 2 4 -4 5 -1 -6 right_child=-2 -3 3 -5 6 -7 -8 leaf_value=0.0054011456325834184 5.5479018511069232e-05 0.023092846926828253 -3.1499823075346124e-05 0.017502273118350349 -0.0033479956436638803 -0.0024189843403268235 0.025621690581157486 leaf_count=2398 864838 161 913 509 18646 3006 94 internal_value=0 -0.0139234 -0.0152592 0.053591 -0.0193142 0.00902098 -0.0274851 internal_count=890565 25727 25566 1422 24144 5404 18740 shrinkage=0.116524 Tree=85 num_leaves=8 num_cat=0 split_feature=26 17 20 27 17 27 24 split_gain=5.29448 18.249 17.1365 15.8536 12.4884 16.8656 15.4695 threshold=0.74229918871924794 51.164113496054405 0.74448922332714573 25.500000000000004 66.852179998336013 14.500000000000002 16.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 -3 5 -4 -6 right_child=2 3 4 -5 6 -7 -8 leaf_value=0.0014902738175248832 -0.0033894334843807975 -0.001465243041797741 0.00048047105502561639 0.0028822294085657472 0.0010195598018610484 -0.00070892551917222703 0.008481739022429725 leaf_count=114125 21529 71026 309751 13564 16614 339076 4880 internal_value=0 0.00453903 -0.00131727 -0.00659199 -0.000425348 -0.00121096 0.0232894 internal_count=890565 198715 691850 84590 670321 648827 21494 shrinkage=0.116524 Tree=86 num_leaves=8 num_cat=0 split_feature=21 19 23 22 27 15 22 split_gain=4.85461 14.3391 13.299 10.0556 7.20969 9.33572 8.67396 threshold=14.500000000000002 296.75000000000006 0.77922976677301947 658.75000000000011 45.500000000000007 0.64798971845301001 500.75000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 -6 -7 right_child=1 3 -4 -5 5 6 -8 leaf_value=3.2190486567500417e-05 0.00034743250255397457 -0.00033339977375017419 -0.045477792059228486 0.0063506682498519649 -0.0025727630267636851 -0.0034110540421088708 -0.021178278452375805 leaf_count=878714 152 5478 198 1805 2672 629 917 internal_value=0 -0.0200993 -0.219496 -0.0140312 -0.0267891 -0.0578647 -0.119714 internal_count=890565 11851 350 11501 9696 4218 1546 shrinkage=0.116524 Tree=87 num_leaves=8 num_cat=0 split_feature=18 18 21 14 21 25 25 split_gain=4.74312 4.83581 11.0198 11.6162 10.9101 22.4421 10.3476 threshold=6.5000000000000009 3.5000000000000004 9.5000000000000018 32.919839923506778 13.500000000000002 403.25000000000006 663.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 6 -3 -6 -4 right_child=-2 4 3 -5 5 -7 -8 leaf_value=-4.6420509936483813e-05 0.012368648629229385 -0.00036441292952933663 0.00072969904532033092 -0.01376869564113305 -0.035962264699943618 -0.0037621376004634958 0.0041391514944330637 leaf_count=779456 421 46333 37491 656 305 8066 17837 internal_value=0 -2.14615e-05 0.000574964 0.0141266 -0.00913008 -0.0423548 0.0156951 internal_count=890565 890144 835440 55984 54704 8371 55328 shrinkage=0.116524 Tree=88 num_leaves=8 num_cat=0 split_feature=33 20 30 8 27 15 15 split_gain=5.28617 13.195 9.09398 16.2999 8.30124 7.6248 7.50333 threshold=2.5000000000000004 0.8584961748143497 2.5000000000000004 465.50000000000006 15.500000000000002 0.25406679277736716 0.8133638612759041 decision_type=2 2 2 2 2 2 2 left_child=2 -2 5 -4 6 -1 -5 right_child=1 -3 3 4 -6 -7 -8 leaf_value=-0.0023892058797155523 -0.0022669602426474301 0.0065316536349416133 0.010032402196377866 0.0030012318774781735 -0.0013207194971260265 1.9537045905812805e-05 -0.0060533837010178695 leaf_count=18248 27490 2527 3020 20701 12307 804950 1322 internal_value=0 -0.0130981 0.000401874 0.0156633 0.0094673 -0.000290567 0.0210918 internal_count=890565 30017 860548 37350 34330 823198 22023 shrinkage=0.116524 Tree=89 num_leaves=8 num_cat=0 split_feature=16 17 16 29 20 17 16 split_gain=4.98205 22.0491 27.75 10.8654 11.4637 9.64374 22.3171 threshold=220.13620687782415 48.725215439722227 225.66430849076747 0.71277572602790495 0.36500743957727949 43.646866486944369 165.69151268857448 decision_type=2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 6 -1 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=-0.00037700430975564194 -0.0031459651951518319 0.0019145353592763213 -0.0021637435954498354 2.5082049996177123e-06 0.0036547777244901837 -0.00046873905682611404 0.0049302007693026737 leaf_count=35442 37308 88720 5830 284533 21750 401535 15447 internal_value=0 0.00235199 -0.0012226 0.00185848 0.0208097 -0.00237906 0.0105897 internal_count=890565 438141 349421 312113 27580 452424 50889 shrinkage=0.116524 Tree=90 num_leaves=8 num_cat=0 split_feature=0 27 0 16 4 9 12 split_gain=4.80655 5.6277 6.791 5.64128 11.0468 7.93628 11.9879 threshold=9.0000000000000018 55.500000000000007 29.500000000000004 179.95392401038632 13.00000047683716 0.96018447620668146 197.46498910433056 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 -6 -7 right_child=1 2 -4 -5 5 6 -8 leaf_value=0.00090782036446086344 0.0016509473392996943 -0.0020805726099562176 -0.024369316893838401 4.4105598826527331e-05 -0.0028102200697091764 -0.00073951383161767221 0.013194421198734875 leaf_count=72816 18873 543 282 716653 34775 45769 854 internal_value=0 -0.000687806 -0.0832382 -0.000604439 -0.00762974 -0.0126838 -0.00415608 internal_count=890565 817749 825 816924 100271 81398 46623 shrinkage=0.116524 Tree=91 num_leaves=8 num_cat=0 split_feature=7 23 28 21 15 4 28 split_gain=4.62946 10.1762 9.33151 20.1749 15.632 12.8289 8.92489 threshold=-1.0000000180025095e-35 1.2066959969735609 315.25000000000006 3.5000000000000004 0.29782692568019148 13.999999046325685 1003.2500000000001 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 -2 -5 -4 right_child=2 -3 6 5 -6 -7 -8 leaf_value=0.00063379122685004871 -0.029892553418536728 -0.00087585443743599424 -1.6622248159159232e-05 -0.027374829779094202 0.0056263748561921224 0.010696586812444975 -0.0015802479566129227 leaf_count=293394 194 76418 462888 753 1267 143 55508 internal_value=0 0.00276198 -0.00186493 -0.0646435 0.00780925 -0.182783 -0.0015795 internal_count=890565 369812 520753 2357 1461 896 518396 shrinkage=0.116524 Tree=92 num_leaves=8 num_cat=0 split_feature=28 28 29 27 28 27 1 split_gain=4.52908 5.91093 11.4692 15.5368 10.424 12.986 9.55993 threshold=490.25000000000006 684.25000000000011 0.70709168687455193 22.500000000000004 963.25000000000011 2.5000000000000004 1521.5000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 -4 5 -3 -6 right_child=1 4 3 -5 6 -7 -8 leaf_value=0.00077074724304494031 0.00087077138793583461 -0.0078408874480242648 -0.00014325248103291886 -0.0018659172066585188 -0.0015489975004956882 0.00077401135334281075 0.00029578423915377686 leaf_count=92158 76446 2399 213075 106678 69003 245526 85280 internal_value=0 -0.000789393 -0.00353087 -0.00616163 0.00191112 0.0059271 -0.00454235 internal_count=890565 798407 396199 319753 402208 247925 154283 shrinkage=0.116524 Tree=93 num_leaves=8 num_cat=0 split_feature=26 6 26 27 13 11 13 split_gain=4.88864 4.40735 5.98292 10.2414 9.2694 16.8681 9.0486 threshold=6.9843235096437821 0.87912092527915986 1.0000783576241969 39.500000000000007 155.37238043544403 0.57230696524647384 185.87800120235264 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 -6 -7 right_child=-2 2 3 -5 5 6 -8 leaf_value=8.5188036758399857e-05 0.0046064976442822432 -0.0012390460402168944 0.00074593160655539665 -0.012289983595064701 0.0046728139884748806 -0.056715368397772199 -0.015414641329789104 leaf_count=751690 3105 84464 49837 855 323 131 160 internal_value=0 -0.000216027 -0.00545966 0.00305773 0.00489699 -0.117222 -0.291845 internal_count=890565 887460 135770 51306 50451 614 291 shrinkage=0.116524 Tree=94 num_leaves=8 num_cat=0 split_feature=17 16 14 17 26 23 20 split_gain=4.34666 7.40205 6.39669 7.30798 9.23575 11.5286 7.78087 threshold=34.99672407526549 178.0033327783328 19.862748516386521 100.05605008712847 0.93362591119627925 0.33065973147578048 1.0315043404084503 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 -4 5 -5 -6 right_child=1 -3 3 4 6 -7 -8 leaf_value=0.0010411354456357105 -0.00020987434291033896 4.9030018727487351e-05 -0.0029072983397787793 0.019607051637333926 0.0081557529011510727 -0.0076610845065091639 -0.010430930291510756 leaf_count=51036 47446 755405 31745 240 2633 1714 346 internal_value=0 -0.000570125 -0.00946804 -0.0193858 0.016422 -0.0370041 0.0514655 internal_count=890565 839529 84124 36678 4933 1954 2979 shrinkage=0.116524 Tree=95 num_leaves=8 num_cat=0 split_feature=8 12 17 17 26 27 10 split_gain=4.01483 20.8902 15.1131 11.5096 7.78757 13.5844 12.3417 threshold=22770.500000000004 708.7716446627536 52.216732236133616 59.95329799095547 1.2371904261836006 1.5000000000000002 0.96570009814627955 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 -2 5 -3 -7 right_child=3 2 -4 -5 -6 6 -8 leaf_value=-9.8257863906850849e-07 0.00096263179583455172 -0.042827093631534571 0.0055624966579169788 0.014156271227185387 -0.042745591400900049 -0.036909642898806293 0.016399245492698628 leaf_count=880744 7832 170 284 1014 251 87 183 internal_value=0 -0.000170384 -0.146465 0.0212402 -0.226282 -0.146101 -0.00667726 internal_count=890565 881719 975 8846 691 440 270 shrinkage=0.116524 Tree=96 num_leaves=8 num_cat=0 split_feature=18 10 18 27 10 17 29 split_gain=4.07387 3.96826 10.0186 7.75511 6.5739 9.5693 12.5404 threshold=6.5000000000000009 0.7032308039952414 4.5000000000000009 44.500000000000007 0.88407979900375244 49.877446821949555 0.5466726511071216 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 -7 right_child=-2 4 3 -5 -6 6 -8 leaf_value=-0.00026338430184902719 0.011452701780357717 -6.1162640403069978e-05 -0.0053506232594917862 -0.025538304001087017 -0.00049660397860870826 -0.0018293587018353768 0.0013947805206673981 leaf_count=329911 422 237614 2081 295 141061 18236 160945 internal_value=0 9.41339e-06 -0.00272632 -0.0674288 0.00163896 0.00363602 0.00915386 internal_count=890565 890143 332287 2376 557856 416795 179181 shrinkage=0.116524 Tree=97 num_leaves=8 num_cat=0 split_feature=11 5 5 13 17 13 26 split_gain=4.14778 12.984 7.5651 8.63929 7.46326 5.6441 5.58502 threshold=0.46381378773731724 99.06699371337892 190.26228332519534 239.96304876747988 49.305656389477129 100.27778224246045 1.8594312105007293 decision_type=2 2 2 2 2 2 2 left_child=1 4 -3 -4 -1 -6 -5 right_child=-2 2 3 6 5 -7 -8 leaf_value=0.002235307618965416 -3.4443153558002511e-05 0.0090701160839377782 -0.011584235887303748 0.0080811636603730294 -0.0053972008440607575 -0.023941454805212009 -0.006926141547004043 leaf_count=2059 880289 3673 589 1445 1817 254 439 internal_value=0 0.0199121 0.0490508 0.0062936 -0.0234503 -0.0658368 0.0393415 internal_count=890565 10276 6146 2473 4130 2071 1884 shrinkage=0.116524 Tree=98 num_leaves=8 num_cat=0 split_feature=33 20 18 20 17 30 2 split_gain=3.71379 11.3608 11.3658 7.88243 7.09029 6.94997 6.52917 threshold=2.5000000000000004 0.55341985941510929 1.5000000000000002 0.79972213032772432 43.549842146315022 2.5000000000000004 15.376179245283021 decision_type=2 2 2 2 2 2 2 left_child=5 6 3 4 -3 -1 -2 right_child=1 2 -4 -5 -6 -7 -8 leaf_value=-2.8569347058264347e-05 -0.0014333215105333369 0.012346409025380657 -0.0013949676352019967 0.013907751058073818 -0.00069731708362229131 0.0015977604196889708 -0.0059405838661274043 leaf_count=823271 13804 795 5699 1358 1963 37294 6381 internal_value=0 -0.0109588 0.0169482 0.0569902 0.0262827 0.000359671 -0.0245287 internal_count=890565 30000 9815 4116 2758 860565 20185 shrinkage=0.116524 Tree=99 num_leaves=8 num_cat=0 split_feature=4 14 21 17 8 31 25 split_gain=4.24973 11.977 11.6636 13.7327 12.1963 11.9599 13.455 threshold=20.999998092651371 22.53594943248515 1.5000000000000002 42.108037962595041 2301.5000000000005 1.5000000000000002 3634.0000000000005 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 6 -5 right_child=1 -3 -4 4 -6 -7 -8 leaf_value=0.00129113757438072 -0.002186313072724445 -5.2701979907600981e-05 0.00047173306932890059 -0.0061463229354970774 -0.051194140056536032 0.0022364372126277383 -0.030680023019497307 leaf_count=7302 38463 501477 332824 7687 78 2418 316 internal_value=0 -0.00175664 0.00271451 -0.0222246 -0.045388 -0.0424393 -0.0610606 internal_count=890565 539940 350625 17801 10499 10421 8003 shrinkage=0.116524 Tree=100 num_leaves=8 num_cat=0 split_feature=4 4 12 22 32 16 17 split_gain=3.96427 6.47069 10.1643 9.43156 13.0183 6.78947 8.92439 threshold=5.0997178554534921 12.00056314468384 181.27564927611039 308.25000000000006 1.5000000000000002 181.85482871227143 39.381031117389675 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 6 -3 right_child=1 5 -4 4 -6 -7 -8 leaf_value=-0.0021436484164287437 -0.002462621056108177 0.0010812951488845569 -0.021389496930529633 0.0038875994142709125 -0.0012419192629488018 8.2255086337223589e-05 -0.0015734210742627947 leaf_count=11525 6383 22394 262 23645 9384 742927 74045 internal_value=0 0.000271067 0.0127505 0.0140555 0.020856 -0.000318792 -0.00821265 internal_count=890565 879040 39674 39412 33029 839366 96439 shrinkage=0.116524 Tree=101 num_leaves=8 num_cat=0 split_feature=4 12 11 1 25 24 19 split_gain=3.59936 8.41475 13.3828 7.96597 7.98097 7.4319 6.91665 threshold=19.96939849853516 267.98885271170684 0.78759544209360632 975.50000000000011 894.25000000000011 19.500000000000004 610.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -6 -5 right_child=-2 2 -4 6 5 -7 -8 leaf_value=0.00049131104750721152 -0.0001556887911795029 -0.035107998007959947 0.0075279469509505377 -0.058649161116450042 -0.0016996912123283618 -0.03919806414294269 0.0069354368156698577 leaf_count=256608 608670 228 178 22 21901 72 2886 internal_value=0 0.00298615 -0.140875 0.00319365 0.00265013 -0.0156411 0.0552612 internal_count=890565 281895 406 281489 278581 21973 2908 shrinkage=0.116524 Tree=102 num_leaves=8 num_cat=0 split_feature=26 29 17 27 20 22 11 split_gain=3.96898 18.7722 13.5839 13.4497 12.2764 10.9265 10.4071 threshold=0.74229918871924794 0.096996113025151778 49.235896288313945 24.500000000000004 0.74448922332714573 495.25000000000006 0.71291766347687402 decision_type=2 2 2 2 2 2 2 left_child=2 6 -1 -4 -3 -5 -2 right_child=1 4 3 5 -6 -7 -8 leaf_value=0.0014728714008222967 -0.044646012506837793 -0.0028650726208168647 -0.0010824621036968302 -0.0032637912291231239 -3.9382354366229648e-05 0.0036753545005378642 -0.0085516746435667541 leaf_count=93238 191 21548 86123 3837 669738 15639 251 internal_value=0 -0.00122559 0.00384381 -0.00392278 -0.00109386 0.0198093 -0.207244 internal_count=890565 691728 198837 105599 691286 19476 442 shrinkage=0.116524 Tree=103 num_leaves=8 num_cat=0 split_feature=17 11 27 5 5 25 13 split_gain=4.0056 13.5701 11.3439 14.6907 19.5073 13.1037 12.9291 threshold=76.056278394610885 0.69198678786252721 16.500000000000004 75.001487731933608 53.665731430053718 2574.7500000000005 65.121795855116375 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -6 -4 right_child=1 -3 6 -5 5 -7 -8 leaf_value=-2.8209011220622356e-05 0.00043256214137554663 -0.0022712041644680479 0.0086201268610048634 0.0065608590641637937 -0.029577973030535627 0.00017990370735253953 -0.035429195389290735 leaf_count=869684 3264 7726 5454 3464 571 310 92 internal_value=0 0.0137735 0.03331 0.00823954 -0.0319288 -0.163974 0.0677062 internal_count=890565 20881 13155 7609 4145 881 5546 shrinkage=0.116524 Tree=104 num_leaves=8 num_cat=0 split_feature=16 8 17 16 10 1 5 split_gain=3.97027 6.22475 5.28118 9.91881 7.85887 8.77124 19.6792 threshold=147.11489440686358 9130.5000000000018 36.563251670308702 191.3443815987934 0.96570009814627955 12295.000000000002 270.23170471191412 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -2 -5 6 -6 right_child=2 -3 -4 4 5 -7 -8 leaf_value=-0.0017060183932497491 0.0041697228304562808 0.010342704896470913 -3.5749287582348952e-05 0.00088344362837822817 -0.0045922987229741778 0.0060120863428756209 -0.043590257226234302 leaf_count=25144 11558 596 806732 41496 3892 963 184 internal_value=0 -0.0122467 0.000356333 0.00956515 0.00305308 -0.0342394 -0.0545188 internal_count=890565 25740 864825 58093 46535 5039 4076 shrinkage=0.116524 Tree=105 num_leaves=8 num_cat=0 split_feature=20 28 25 21 14 8 25 split_gain=3.81194 11.843 15.0749 7.27746 11.1105 9.34707 10.3574 threshold=1.0661917388785278 2148.5000000000005 1897.2500000000002 13.500000000000002 33.699286836068417 626.50000000000011 418.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 6 -5 right_child=1 2 -4 4 -6 -7 -8 leaf_value=0.00012519153344984097 -0.00028290195834470487 -0.04794003419078912 -0.0072040254888532601 -0.050363502106940898 -0.06120250055306331 -0.00053052068827412827 -0.0091038212449707848 leaf_count=720606 164068 146 795 87 47 3179 1637 internal_value=0 -0.00419046 -0.116065 -0.0035676 -0.0413451 -0.0367065 -0.0959968 internal_count=890565 169959 941 169018 4950 4903 1724 shrinkage=0.116524 Tree=106 num_leaves=8 num_cat=0 split_feature=7 23 24 12 10 19 13 split_gain=3.15154 7.52173 7.11826 9.63466 8.86598 7.20628 10.7753 threshold=-1.0000000180025095e-35 1.2066959969735609 10.500000000000002 267.98885271170684 0.97342057699655637 7947.5000000000009 124.0245762609652 decision_type=2 2 2 2 2 2 2 left_child=1 -1 5 -4 -5 6 -3 right_child=-2 2 3 4 -6 -7 -8 leaf_value=0.00051216618300047934 -0.00020061495878007533 -0.00016767791936020239 -0.0019914476840708684 -0.011519856552124319 -0.054958656557267088 -0.0061074174272638193 0.0059692465241121236 leaf_count=293503 520767 41123 28062 315 80 2425 4290 internal_value=0 0.00209594 -0.00674981 -0.0192735 -0.174364 0.000700029 0.00353622 internal_count=890565 369798 76295 28457 395 47838 45413 shrinkage=0.116524 Tree=107 num_leaves=8 num_cat=0 split_feature=4 17 4 15 15 25 28 split_gain=3.35234 4.81183 8.67923 9.81564 8.1004 7.31697 6.77482 threshold=5.0997178554534921 31.005344536755896 188.6866149902344 0.35970158026809612 0.1423772887444564 20900.750000000004 13176.500000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 4 5 -4 -2 6 -3 right_child=1 2 3 -5 -6 -7 -8 leaf_value=-0.0019591871495474342 -0.022703883909242748 1.5489681850039294e-05 -0.051424769087295277 -0.0063163568149187587 0.0021358955935735675 0.0060002036568048128 -0.005933689049746141 leaf_count=11543 180 853226 68 1781 18394 2766 2607 internal_value=0 0.000339736 -4.01624e-06 -0.0684432 0.0162642 0.000143368 -2.25913e-05 internal_count=890565 879022 860448 1849 18574 858599 855833 shrinkage=0.116524 Tree=108 num_leaves=8 num_cat=0 split_feature=29 4 9 21 7 7 10 split_gain=3.39483 8.81677 10.677 8.36173 10.5305 10.1345 11.0935 threshold=1.348782716049383 226.82746124267581 0.87393512077006752 1.5000000000000002 -69.398483276367173 -73.287143707275376 0.46073478522690942 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 4 5 -2 -7 right_child=1 2 -4 -5 -6 6 -8 leaf_value=9.3787567089738112e-05 -0.0016784642052956938 -0.027922657538937599 0.0062800682444654208 -0.00085303684466762517 0.0027716690382702668 -0.073560504638529145 -0.013935670668533262 leaf_count=747341 3415 340 195 120427 18370 47 430 internal_value=0 -0.00450977 -0.132644 -0.00402934 0.0137753 -0.0334757 -0.170013 internal_count=890565 143224 535 142689 22262 3892 477 shrinkage=0.116524 Tree=109 num_leaves=8 num_cat=0 split_feature=28 18 25 8 28 28 18 split_gain=3.78188 6.08708 5.10688 7.64172 5.02117 8.86768 19.2574 threshold=490.25000000000006 5.5000000000000009 430.25000000000006 247.50000000000003 684.25000000000011 975.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -6 -7 right_child=4 2 -4 -5 5 6 -8 leaf_value=0.00076328006646103294 -0.0003765103596425173 0.012257950196347506 0.0029302892848140174 -0.039955084216258069 0.00063265726833741762 6.6163041850632196e-05 -0.0035666656353843256 leaf_count=91826 396003 51 130 150 251055 127906 23444 internal_value=0 0.00606245 -0.129303 -0.229197 -0.000703203 0.00178455 -0.00426143 internal_count=890565 92157 331 201 798408 402405 151350 shrinkage=0.116524 Tree=110 num_leaves=8 num_cat=0 split_feature=16 15 29 29 4 16 4 split_gain=3.53206 6.03179 7.04333 13.8644 13.604 25.6059 20.8575 threshold=233.96481846327052 0.26670022293317658 0.99998934026926489 1.1681254628565594 43.956092834472663 243.32374280462673 23.073191642761234 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 -4 -7 right_child=1 -3 3 -5 -6 6 -8 leaf_value=-0.00010090813327940175 0.0030678455844068355 0.00071756236922647528 -0.0101254882196898 -0.001192877080552156 0.0003430625551402822 0.0051313048046259377 -0.066623812971157687 leaf_count=742747 2443 138346 818 5259 647 72 233 internal_value=0 0.00448659 -0.0199265 -0.0360026 -0.112557 -0.179101 -0.426391 internal_count=890565 147818 9472 7029 1770 1123 305 shrinkage=0.116524 Tree=111 num_leaves=8 num_cat=0 split_feature=26 26 24 13 1 16 13 split_gain=3.40389 4.07786 9.68794 11.4291 10.4256 10.1307 10.0497 threshold=6.9843235096437821 2.3109843486605768 12.500000000000002 168.85120095195438 3221.5000000000005 231.71615137078408 185.87800120235264 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -4 -5 right_child=-2 2 4 6 -6 -7 -8 leaf_value=2.8649775397336982e-05 0.0038409418734546455 0.00052215367750698945 -0.013273490032009304 -0.02188332234651957 -0.039502592344164207 0.001142810950247575 -0.0035624116395612435 leaf_count=868244 3130 14448 1393 577 136 1261 1376 internal_value=0 -7.28256e-05 -0.0144913 -0.00522443 -0.0689667 -0.0551288 -0.0770243 internal_count=890565 887435 19191 16401 2790 2654 1953 shrinkage=0.116524 Tree=112 num_leaves=8 num_cat=0 split_feature=17 19 23 7 19 22 23 split_gain=3.3448 9.62105 7.05449 12.5023 16.4002 10.48 8.93447 threshold=100.05605008712847 346.25000000000006 0.92147736339536213 -56.976131439208977 15976.500000000002 2515.2500000000005 0.36185630443014016 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 6 4 5 -4 -3 right_child=1 2 3 -5 -6 -7 -8 leaf_value=-2.9822257350708811e-05 0.038598710713392964 0.0076148745615571226 -0.017111809164735692 0.0084110668245795488 -0.052724353424705064 0.013588736661106613 -0.0063391893489778556 leaf_count=883591 99 883 298 3173 99 306 2116 internal_value=0 0.0217303 0.0172732 0.0454501 -0.0752092 -0.0133725 -0.0191434 internal_count=890565 6974 6875 3876 703 604 2999 shrinkage=0.116524 Tree=113 num_leaves=8 num_cat=0 split_feature=16 11 30 5 4 10 14 split_gain=3.39673 5.38019 6.18828 6.92229 8.9245 5.41002 5.13888 threshold=161.54795446524179 0.90556663982642438 1.0000000180025095e-35 75.001487731933608 24.978856086730961 0.53134524720452714 137.00359278212875 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -5 -7 right_child=-2 -3 -4 5 -6 6 -8 leaf_value=-0.0014025105660788201 6.3054191872525988e-05 0.0053283887537211886 0.0018408968867636602 -0.025987204457406061 -0.0067040892691046967 0.0054471870608611686 -0.049875068416385317 leaf_count=36263 836746 1824 8138 79 4893 2599 23 internal_value=0 -0.00765482 -0.00952749 -0.0142269 -0.0174454 0.0348141 0.0425826 internal_count=890565 53819 51995 43857 41156 2701 2622 shrinkage=0.116524 Tree=114 num_leaves=8 num_cat=0 split_feature=18 18 27 24 14 6 17 split_gain=3.06163 3.58349 8.65004 7.84368 8.05186 7.06467 6.52082 threshold=6.5000000000000009 3.5000000000000004 40.500000000000007 27.500000000000004 34.13750384777066 0.79661008320689619 49.663796527215119 decision_type=2 2 2 2 2 2 2 left_child=1 3 6 -1 -5 -4 -3 right_child=-2 2 5 4 -6 -7 -8 leaf_value=1.5603579324222884e-05 0.0099836136755257227 -0.0015457663283584703 -0.0031568239897040249 0.0047853117294154087 -0.05294691752764101 -0.013552027621696619 0.0012257844479907011 leaf_count=830008 416 26241 6843 5449 33 1020 20555 internal_value=0 -0.000130275 -0.0079747 0.000382919 0.0380846 -0.0386641 -0.00281805 internal_count=890565 890149 54659 835490 5482 7863 46796 shrinkage=0.116524 Tree=115 num_leaves=8 num_cat=0 split_feature=31 29 2 23 26 25 26 split_gain=3.29612 4.8667 5.19208 4.33277 4.29619 3.91004 5.35151 threshold=2.5000000000000004 1.8610978961835292 53.015625000000007 0.94947088465845486 0.79425562338448008 16237.500000000002 1.0458602004636979 decision_type=2 2 2 2 2 2 2 left_child=5 3 -3 4 -2 -1 -7 right_child=1 2 -4 -5 -6 6 -8 leaf_value=2.5232477472904576e-05 -0.00087978609188297293 -0.0087746737654599768 -0.00050322281620538334 0.0015803113800043702 -0.005936850890875936 0.0033927823963756697 -0.0073027773167713694 leaf_count=848870 17718 2185 1950 8669 2618 7864 691 internal_value=0 -0.00973297 -0.0418281 -0.00515743 -0.0131373 0.000430922 0.0217027 internal_count=890565 33140 4135 29005 20336 857425 8555 shrinkage=0.116524 Tree=116 num_leaves=8 num_cat=0 split_feature=28 18 6 22 21 4 19 split_gain=3.16321 4.67789 5.89035 4.31076 9.15367 7.48201 5.25025 threshold=490.25000000000006 5.5000000000000009 0.58823529578435396 201.25000000000003 4.5000000000000009 6.0041637420654306 537.75000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 4 5 -1 -5 right_child=-2 2 -4 6 -6 -7 -8 leaf_value=-0.014764998647748519 -6.0883393445109628e-05 0.0039194870288657875 -0.027880255049699348 0.0013327699989579044 -0.016972542098942656 0.0042113970155003158 -0.00076491747673616676 leaf_count=361 798466 145 174 68313 578 1291 21237 internal_value=0 0.0056668 -0.115219 0.00608696 -0.0373424 0.000554546 0.00716845 internal_count=890565 92099 319 91780 2230 1652 89550 shrinkage=0.116524 Tree=117 num_leaves=8 num_cat=0 split_feature=16 5 0 29 20 32 29 split_gain=3.20526 7.89236 10.188 8.25901 8.04432 11.9056 10.8833 threshold=221.27173570252987 29.698483467102054 40.500000000000007 0.054788320613962112 0.47573618351334285 1.5000000000000002 0.71851155910915432 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -5 6 -6 right_child=1 2 -4 4 5 -7 -8 leaf_value=-0.00020189336826409541 0.0011763035020002253 -0.042509709527149588 0.0014386646625843158 -0.007589831131337499 0.0032407632556159666 0.0042961874563062592 -0.00054839302624514581 leaf_count=473142 94722 63 53293 2048 10736 7570 248991 internal_value=0 0.00206909 -0.000286717 -0.00278576 -0.00270108 -0.00222271 -0.0033621 internal_count=890565 417423 322701 269408 269345 267297 259727 shrinkage=0.116524 Tree=118 num_leaves=8 num_cat=0 split_feature=17 19 20 23 24 19 23 split_gain=3.072 7.81981 6.16159 8.01115 9.08181 7.05175 6.37401 threshold=100.05605008712847 346.25000000000006 0.4988912653342184 0.36185630443014016 7.5000000000000009 491.25000000000006 0.66764332263823534 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -5 -7 right_child=1 2 3 5 -6 6 -8 leaf_value=-1.9969094595975677e-05 0.035119298494641002 -0.0067151325331214788 0.025213565201561018 -0.020261982375841908 -0.053823147207559575 -0.0073551584605699404 0.0046022333037853353 leaf_count=883595 98 955 329 182 21 695 4690 internal_value=0 0.0209052 0.0169053 0.028935 0.175683 0.0197089 0.0262519 internal_count=890565 6970 6872 5917 350 5567 5385 shrinkage=0.116524 Tree=119 num_leaves=8 num_cat=0 split_feature=33 20 26 2 26 17 27 split_gain=3.24005 7.85178 13.739 8.51226 5.14569 10.3338 10.7417 threshold=2.5000000000000004 0.55341985941510929 0.71341445778154255 23.402380952380955 0.74229918871924794 51.164113496054405 25.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=4 2 -2 -3 5 -1 -7 right_child=1 3 -4 -5 -6 6 -8 leaf_value=0.0013675298863012743 -0.0016706638924426872 -0.0024996049000586811 -0.013458739911107104 0.0044500266149771024 -0.00011376906082379144 -0.0010565996620084319 0.0026830603121795415 leaf_count=100364 18748 4153 1446 5647 684738 62970 12499 internal_value=0 -0.0103102 -0.0215814 0.0129153 0.000262774 0.00508826 -0.0037524 internal_count=890565 29994 20194 9800 860571 175833 75469 shrinkage=0.116524 Tree=120 num_leaves=8 num_cat=0 split_feature=11 1 29 5 14 27 29 split_gain=2.95007 11.2438 6.29441 6.52965 6.25223 7.69913 9.85935 threshold=0.46381378773731724 2186.5000000000005 0.61990003995072762 190.26228332519534 70.215704658468809 2.5000000000000004 2.5400241203922191 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 -7 right_child=-2 2 3 4 -6 6 -8 leaf_value=-0.0030134233687050373 -2.5606134373390529e-05 -0.020236812188454249 0.008453532555781006 0.012035281494021942 0.0034597489896405413 -0.046582044758117523 -0.0038050416637404245 leaf_count=3857 880284 132 3860 126 2008 129 169 internal_value=0 0.0168183 0.0424431 0.046977 0.00639227 -0.103948 -0.191571 internal_count=890565 10281 6424 6292 2432 424 298 shrinkage=0.116524 Tree=121 num_leaves=8 num_cat=0 split_feature=16 16 32 26 17 1 10 split_gain=3.46671 4.89257 7.30546 7.08001 6.70218 9.1669 4.96983 threshold=147.11489440686358 101.31112867102071 1.5000000000000002 1.0515674421293431 109.90968818206106 623.50000000000011 0.64562846272244978 decision_type=2 2 2 2 2 2 2 left_child=1 3 4 -1 5 -3 -5 right_child=-2 2 -4 6 -6 -7 -8 leaf_value=-0.00011080306627041316 4.0366979720810148e-05 -0.0022196087698745461 0.0029855783132538838 -0.011679669391693178 0.0054022173329895612 -0.008967933490458253 0.014794134554662901 leaf_count=3749 864797 13227 3265 110 1200 3445 772 internal_value=0 -0.0114241 -0.0178738 0.0180142 -0.02582 -0.0310154 0.0986268 internal_count=890565 25768 21137 4631 17872 16672 882 shrinkage=0.116524 Tree=122 num_leaves=8 num_cat=0 split_feature=27 7 7 28 7 23 14 split_gain=3.51667 10.3474 9.38234 8.13418 10.7866 8.12547 7.77356 threshold=6.5000000000000009 -80.58874130249022 -1.0000000180025095e-35 315.25000000000006 -1.0000000180025095e-35 0.38964190886535183 16.542454699722935 decision_type=2 2 2 2 2 2 2 left_child=1 5 -3 4 -2 -1 -6 right_child=3 2 -4 -5 6 -7 -8 leaf_value=0.0017437545068930329 0.0057761295954832214 0.00085402567816488613 -0.0011156413823344012 0.00012737628865533367 -0.020347476547628737 -0.0041258403891654945 0.0079939617924165551 leaf_count=3993 472 65820 65527 737618 806 16172 157 internal_value=0 -0.00434176 -0.00110373 0.000946803 -0.074269 -0.025433 -0.134967 internal_count=890565 151512 131347 739053 1435 20165 963 shrinkage=0.116524 Tree=123 num_leaves=8 num_cat=0 split_feature=25 28 28 19 25 14 13 split_gain=2.86445 15.2948 12.6512 10.5649 10.8782 7.80682 18.1898 threshold=1157.7500000000002 8996.0000000000018 1383.2500000000002 308.25000000000006 3941.2500000000005 83.123197343868355 155.37238043544403 decision_type=2 2 2 2 2 2 2 left_child=1 -1 5 4 -4 6 -2 right_child=2 -3 3 -5 -6 -7 -8 leaf_value=9.4835957129573863e-05 -0.0024143969317454951 -0.02704733804521128 0.020306036131195603 3.5303047538455185e-05 -0.015192699080499727 0.0050789760232661978 -0.018153747524533928 leaf_count=757314 29381 282 630 100043 144 1739 1032 internal_value=0 0.000727169 -0.00430505 0.00120338 0.117586 -0.0215775 -0.0253036 internal_count=890565 757596 132969 100817 774 32152 30413 shrinkage=0.116524 Tree=124 num_leaves=8 num_cat=0 split_feature=15 16 22 5 30 1 0 split_gain=3.16271 6.50031 10.6276 9.07116 8.6565 6.58672 6.12445 threshold=0.72168360074274085 218.72196687393327 626.25000000000011 19.799494743347172 1.0000000180025095e-35 29089.500000000004 43.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=6 2 -2 4 -4 -5 -1 right_child=1 -3 3 5 -6 -7 -8 leaf_value=-6.2875553839468411e-05 -0.0015904988585878431 0.00028008863374513412 0.0065403181167213277 -0.00016093462287140897 -0.0011166048103466106 -0.028194140717916788 0.00082060240246487103 leaf_count=436688 97309 140758 5583 66066 3128 114 140919 internal_value=0 -0.00263716 -0.0067576 0.00219735 0.0325325 -0.00179554 0.00131017 internal_count=890565 312958 172200 74891 8711 66180 577607 shrinkage=0.116524 Tree=125 num_leaves=8 num_cat=0 split_feature=21 14 17 27 12 28 1 split_gain=2.93539 14.6437 11.2134 11.0085 10.7552 10.0432 7.40277 threshold=5.5000000000000009 34.618747097771013 51.090429255592632 9.5000000000000018 84.387824638055193 382.75000000000006 706.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 2 4 -4 -2 -3 -5 right_child=1 5 3 6 -6 -7 -8 leaf_value=0.00016191754602663263 0.00075747261135281335 -0.067367679146242879 -0.01048582982476772 0.00021978017043731239 -0.0012093485372888242 -0.0064050523848584607 0.002191925088328721 leaf_count=549112 49993 37 1195 96342 154153 4416 35317 internal_value=0 -0.0023444 -0.00159162 0.0055589 -0.00624503 -0.0593146 0.00642613 internal_count=890565 341453 337000 132854 204146 4453 131659 shrinkage=0.116524 Tree=126 num_leaves=8 num_cat=0 split_feature=0 22 27 7 4 5 10 split_gain=3.18645 3.47888 13.3734 13.1473 18.2945 8.94001 8.89949 threshold=9.0000000000000018 774.25000000000011 2.5000000000000004 -87.496784210205064 16.999998092651371 49.00000190734864 0.91606554067641233 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -4 -7 right_child=1 -3 5 -5 -6 6 -8 leaf_value=0.00074360307241462596 -0.006479526416427941 0.00027405562568273917 -9.7498943233599632e-05 -0.0032223074475119704 -0.03918580979528534 -0.0004782622345365844 -0.006633579238863479 leaf_count=72807 675 277976 521001 4821 354 7215 5716 internal_value=0 -0.000522251 -0.00200239 -0.0495553 -0.152168 -0.00148138 -0.0274548 internal_count=890565 817758 539782 5850 1029 533932 12931 shrinkage=0.116524 Tree=127 num_leaves=8 num_cat=0 split_feature=20 29 29 5 5 17 17 split_gain=2.97091 11.6161 8.43185 7.89246 5.82379 5.76017 5.37838 threshold=0.88674487237801081 0.84915643016201681 0.054788320613962112 28.99736309051514 14.000357627868654 60.518841692678301 27.24461981413199 decision_type=2 2 2 2 2 2 2 left_child=1 5 3 -2 -4 -1 -6 right_child=2 -3 4 -5 6 -7 -8 leaf_value=0.00028850436469187303 -0.0016517787538423614 -0.0019851997647353332 -0.0061508350248617831 -0.025959275698688073 0.0034878726733373715 -0.0026507180846678476 0.00011287566369737604 leaf_count=141936 412 47621 2001 324 6472 9670 682129 internal_value=0 -0.0034125 0.000970363 -0.106007 0.00108437 0.000867028 0.00124091 internal_count=890565 199227 691338 736 690602 151606 688601 shrinkage=0.116524 Tree=128 num_leaves=8 num_cat=0 split_feature=25 18 10 12 24 22 12 split_gain=3.10788 11.3058 29.1944 16.8632 12.8182 9.52857 8.43078 threshold=1157.7500000000002 1.5000000000000002 0.90489884615394989 88.059397513309008 14.500000000000002 480.25000000000006 241.13351365237943 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 5 -5 -3 -4 right_child=1 2 6 4 -6 -7 -8 leaf_value=9.5944010953421684e-05 -0.00011277341335657728 0.031419332637376729 0.0050697642760188606 -0.0091575123324339827 -0.061110215614361175 0.00048128422665055548 -0.0048391328768195288 leaf_count=757818 116436 148 4909 8101 65 1559 1529 internal_value=0 -0.00442191 -0.029079 -0.0632424 -0.0821378 0.0271503 0.0233122 internal_count=890565 132747 16311 9873 8166 1707 6438 shrinkage=0.116524 Tree=129 num_leaves=8 num_cat=0 split_feature=4 12 4 12 28 21 6 split_gain=3.00342 3.93142 3.80636 7.45072 6.70099 14.7936 8.45565 threshold=5.0997178554534921 144.7903679018718 12.00056314468384 181.27564927611039 315.25000000000006 2.5000000000000004 0.48717949277442912 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -2 -6 right_child=2 -3 -4 -5 6 -7 -8 leaf_value=-0.0020027220348041858 0.007538352945945302 0.031767135671324401 -2.4429457825747571e-05 -0.018146579443946566 0.0035863811007794898 -0.01391546790237717 6.2540771857058636e-05 leaf_count=11479 713 47 839407 270 16510 1125 21014 internal_value=0 -0.0160054 0.000242504 0.00981916 0.0109547 -0.0479992 0.0138424 internal_count=890565 11526 879039 39632 39362 1838 37524 shrinkage=0.116524 Tree=130 num_leaves=8 num_cat=0 split_feature=24 12 28 11 4 4 13 split_gain=2.73562 11.9487 12.6718 9.00739 9.31803 8.06332 6.78605 threshold=10.500000000000002 267.98885271170684 694.25000000000011 0.82029581916860506 64.185802459716811 31.819806098937992 109.2663049336205 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 6 -4 right_child=1 3 5 -5 -6 -7 -8 leaf_value=0.00017105201533397895 -0.00062916874026970886 -0.034593879371536539 0.0010490933615402538 0.0074011987638550993 -0.0035912217274134133 -0.0032509940019817807 0.01563446008685903 leaf_count=505867 276862 337 100567 182 216 6099 435 internal_value=0 -0.00207025 -0.00182641 -0.12945 -0.192959 0.00741013 0.00954231 internal_count=890565 384698 383963 735 553 107101 101002 shrinkage=0.116524 Tree=131 num_leaves=8 num_cat=0 split_feature=16 27 27 25 22 5 14 split_gain=2.89762 10.6308 6.06884 6.96983 8.55957 10.8147 10.7896 threshold=210.50056947608203 33.500000000000007 31.500000000000004 639.25000000000011 595.25000000000011 24.626233100891117 16.201038219649607 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 4 -4 -6 -7 right_child=2 -3 3 -5 5 6 -8 leaf_value=-0.00042178789821893713 0.00028585782510166574 0.0028994950458356089 -0.00091297516843363413 0.00055733856054449916 0.0081603343405592214 -0.036196225470249005 -0.0058223527634513588 leaf_count=295341 528742 13692 21811 22036 754 162 8027 internal_value=0 -0.00235689 0.00143245 -0.00879134 -0.0185177 -0.0445715 -0.0551235 internal_count=890565 309033 581532 52790 30754 8943 8189 shrinkage=0.116524 Tree=132 num_leaves=8 num_cat=0 split_feature=26 5 1 27 20 1 17 split_gain=2.96717 3.03271 10.3417 9.9333 10.9038 7.88508 9.39319 threshold=6.9843235096437821 49.00000190734864 1001.5000000000001 2.5000000000000004 1.204336382503626 805.50000000000011 49.877446821949555 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -5 -7 right_child=-2 2 -4 5 -6 6 -8 leaf_value=-0.0027108270977278582 0.0035916213160256181 -0.0043041884750817218 -0.00023659956617363363 -3.9934386100236751e-05 -0.027253732092256507 0.0001524062824983948 0.002095689204749097 leaf_count=11833 3128 9039 138951 586754 251 84229 56380 internal_value=0 -3.03544e-05 -0.00416258 0.000796653 -0.027639 0.00126907 0.00799494 internal_count=890565 887437 147990 739447 12084 727363 140609 shrinkage=0.116524 Tree=133 num_leaves=8 num_cat=0 split_feature=10 18 25 27 25 0 29 split_gain=2.62658 5.74711 6.25751 7.23774 6.54998 4.98666 9.05543 threshold=0.7032308039952414 4.5000000000000009 403.25000000000006 44.500000000000007 523.25000000000011 45.000000000000007 0.72441594553156119 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 6 -2 right_child=5 2 3 -5 -6 -7 -8 leaf_value=-0.00022701718744607194 0.0010288659555904517 -0.034249645094273529 0.0070634849654361764 -0.021633700498547234 -0.0067897984149247834 0.00082225764965309668 -0.00029643695416646298 leaf_count=330044 87247 101 691 298 1407 116615 354162 internal_value=0 -0.00230984 -0.0501044 -0.0398264 -0.0191124 0.00124058 -0.000295932 internal_count=890565 332541 2497 2396 2098 558024 441409 shrinkage=0.116524 Tree=134 num_leaves=8 num_cat=0 split_feature=28 17 16 5 13 24 4 split_gain=3.04909 4.88014 3.60677 3.48303 10.3621 8.1892 5.94184 threshold=493.25000000000006 100.05605008712847 162.90489127415361 26.00000095367432 24.769566648166428 6.5000000000000009 7.0349895954132089 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 4 5 6 -1 right_child=-2 2 -4 -5 -6 -7 -8 leaf_value=-0.0058750840800025567 -8.4827116045548692e-05 0.028686468970398078 -0.021315892343396117 -0.00018119160155403717 0.0028815521450998799 -0.0017977821491186958 0.0037584088994470355 leaf_count=986 793579 132 23 44655 25793 18050 7347 internal_value=0 0.00521177 0.182509 0.00492796 0.0104764 -0.00345767 0.022472 internal_count=890565 96986 155 96831 52176 26383 8333 shrinkage=0.116524 Tree=135 num_leaves=8 num_cat=0 split_feature=21 21 25 21 22 18 10 split_gain=3.09703 10.0107 9.06792 12.2588 10.3044 6.51396 10.5501 threshold=7.5000000000000009 5.5000000000000009 971.75000000000011 11.500000000000002 676.75000000000011 3.5000000000000004 0.93195314213971847 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 -2 -7 right_child=2 -3 3 -5 -6 6 -8 leaf_value=0.00012982280166527098 0.0004394908125477988 -0.0008998268796218587 -0.0054847842730075527 -0.04394944114916112 0.0019051823698595582 -0.0019182167827575399 0.0092012537027360598 leaf_count=549087 89906 167263 1318 123 50965 30699 1204 internal_value=0 -0.000949104 0.00375201 -0.0752464 0.00441088 -0.000584496 -0.0128606 internal_count=890565 716350 174215 1441 172774 121809 31903 shrinkage=0.116524 Tree=136 num_leaves=8 num_cat=0 split_feature=27 22 22 4 29 16 15 split_gain=2.95964 5.80341 9.99101 8.26051 27.8827 16.9937 17.8427 threshold=6.5000000000000009 780.25000000000011 2396.7500000000005 44.360662460327156 0.98298389390139873 243.96096737731293 0.29782692568019148 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 -6 -7 right_child=-2 2 3 -5 5 6 -8 leaf_value=-0.0015769654106764835 9.5990738708652348e-05 0.0011794638217382674 -7.2348664803659313e-05 -0.00018393760317754335 -0.0079393621163041782 -0.043036923796997278 -0.0037342534879510514 leaf_count=45107 739156 50879 10935 39631 4193 410 254 internal_value=0 -0.0040292 3.69681e-06 -0.00928508 -0.0286251 -0.0916735 -0.240315 internal_count=890565 151409 106302 55423 15792 4857 664 shrinkage=0.116524 Tree=137 num_leaves=8 num_cat=0 split_feature=16 4 13 12 0 12 11 split_gain=3.01757 5.54377 8.47791 15.0711 6.73599 6.67807 5.46584 threshold=233.96481846327052 79.862030029296889 124.0245762609652 494.51323932934639 37.500000000000007 316.22034611053294 0.6603338214668758 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -3 -4 right_child=-2 2 6 -5 -6 -7 -8 leaf_value=-5.7603174108515214e-05 0.00048408908592461724 -0.056833954606102112 0.00056503397162187719 -0.065376295896974024 -0.00083099136883228004 -0.014174983387026576 -0.0062066846138617406 leaf_count=733964 147879 56 5160 68 628 452 2358 internal_value=0 -0.000792177 -0.025855 -0.103762 -0.0763885 -0.162005 -0.0133783 internal_count=890565 742686 8722 1204 1136 508 7518 shrinkage=0.116524 Tree=138 num_leaves=8 num_cat=0 split_feature=28 20 10 20 29 30 22 split_gain=2.68947 7.8832 25.2851 18.51 12.6559 6.33731 4.66726 threshold=975.25000000000011 1.0315043404084503 0.4350666545295282 1.079484053312644 0.98298389390139873 2.5000000000000004 780.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=6 -2 3 -3 5 -4 -1 right_child=1 2 4 -5 -6 -7 -8 leaf_value=-6.956440023044205e-05 -0.00024984290736854381 -0.076097367419475037 -0.0077819686744256449 -0.016777003762729812 0.00038127666438108731 -0.031349788700113339 0.00066096588303486757 leaf_count=590681 142216 104 2535 228 6012 165 148624 internal_value=0 -0.00396465 -0.0325921 -0.30345 -0.0222702 -0.0791443 0.000663344 internal_count=890565 151260 9044 332 8712 2700 739305 shrinkage=0.116524 Tree=139 num_leaves=8 num_cat=0 split_feature=17 11 25 25 29 19 28 split_gain=2.66565 9.93553 7.4624 12.9641 14.0448 10.4113 7.00299 threshold=72.4334131427877 0.69431730903505107 870.25000000000011 3634.0000000000005 1.8610978961835292 2536.5000000000005 10604.750000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 -5 right_child=1 -3 3 6 5 -7 -8 leaf_value=-3.7097983473055151e-05 0.0053064348907643204 -0.0018430013329377598 -0.0020301980614058413 0.0089728996111298094 -0.042908595509978061 -0.006723447048798431 -0.0030039173563929573 leaf_count=866247 8531 9111 3046 2260 212 220 938 internal_value=0 0.0102973 0.025943 0.000901531 -0.0413544 -0.210093 0.0468572 internal_count=890565 24318 15207 6676 3478 432 3198 shrinkage=0.116524 Tree=140 num_leaves=8 num_cat=0 split_feature=29 31 32 11 16 11 25 split_gain=2.68436 6.55445 7.91542 7.84689 7.80263 9.13643 7.14501 threshold=1.348782716049383 1.5000000000000002 1.5000000000000002 0.73109799475345705 197.69165057739249 0.86000923361034176 33440.000000000007 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 6 5 -2 -3 right_child=1 2 -4 -5 -6 -7 -8 leaf_value=9.5874925304351489e-05 -0.0039381890297572938 -0.0008963119172571614 0.0013663564852694615 -0.0058286396243499104 0.00023839243204930598 0.01261747489020832 -0.019617855413032514 leaf_count=747388 9598 12616 7031 8744 104430 475 283 internal_value=0 -0.00390375 -0.0174243 -0.0268942 -0.000517908 -0.0270973 -0.011217 internal_count=890565 143177 28674 21643 114503 10073 12899 shrinkage=0.116524 Tree=141 num_leaves=8 num_cat=0 split_feature=21 21 19 0 24 6 17 split_gain=2.63369 4.7062 8.73832 6.42681 4.42731 12.1205 6.76022 threshold=18.500000000000004 16.500000000000004 571.25000000000011 26.000000000000004 26.500000000000004 0.79166667036889027 53.236161113311546 decision_type=2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -6 -7 right_child=-2 2 -4 -5 5 6 -8 leaf_value=-1.323514530456847e-05 0.0073431211282714362 -0.0035340622712217058 0.0062492904652993644 -0.017506184900420264 0.0042021721104032591 -0.010113879180819201 0.0038092043878005482 leaf_count=876215 664 1113 685 747 8994 1442 705 internal_value=0 1.5131e-05 -0.0429256 -0.0784854 0.000138288 0.0199474 -0.0475611 internal_count=890565 889901 2545 1860 887356 11141 2147 shrinkage=0.116524 Tree=142 num_leaves=8 num_cat=0 split_feature=33 20 30 4 23 18 9 split_gain=2.57383 6.70979 6.39313 10.7657 6.35126 6.27123 5.12691 threshold=2.5000000000000004 0.88386610227217444 2.5000000000000004 18.782971382141117 0.6047458431779541 1.5000000000000002 0.90397179874651978 decision_type=2 2 2 2 2 2 2 left_child=2 6 -1 4 -4 -3 -2 right_child=1 5 3 -5 -6 -7 -8 leaf_value=-1.9664697970896378e-05 0.0010032039719609766 0.013606684057606989 0.018740372014928165 0.00072919103848350817 0.0050705100411585872 0.00058937881025391506 -0.0025286236992872473 leaf_count=823225 7740 771 510 32020 4852 1443 20004 internal_value=0 -0.00901692 0.000412039 0.0132024 0.0546728 0.0439609 -0.0132446 internal_count=890565 29958 860607 37382 5362 2214 27744 shrinkage=0.116524 Tree=143 num_leaves=8 num_cat=0 split_feature=16 17 16 17 16 17 7 split_gain=2.81344 14.8644 17.2001 9.6485 22.5091 7.80655 41.7628 threshold=221.27173570252987 48.725215439722227 226.80105583954165 44.917617055564897 231.0785814580685 53.616917503753392 -18.434947013854977 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -3 -7 right_child=1 5 3 -5 -6 6 -8 leaf_value=-0.00019475616347400148 -0.0020712337595601093 0.002168912752470554 -0.0037302921688291291 0.0013456137368885225 0.00023883138083426097 0.0047251953578510506 -0.013376208917363817 leaf_count=473333 51013 63876 21555 79244 194039 4798 2707 internal_value=0 0.0018905 -0.000821138 0.00211225 -0.00135594 0.0150288 -0.0154805 internal_count=890565 417232 345851 294838 215594 71381 7505 shrinkage=0.116524 Tree=144 num_leaves=8 num_cat=0 split_feature=18 16 29 32 17 13 13 split_gain=2.54379 2.34125 3.89282 3.89095 4.34512 6.85824 9.65095 threshold=6.5000000000000009 155.11374572594255 4.9665655721107553 1.5000000000000002 109.90968818206106 68.371480317252988 48.603757132515135 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 -6 right_child=-2 -3 -4 -5 5 -7 -8 leaf_value=-0.0017527021137936426 0.0090135282257227459 2.6760489066659744e-05 0.016554928038183949 0.001892993143366718 0.0052994349517267768 0.010571338994441334 -0.01938882813918133 leaf_count=32196 424 850237 173 5571 624 1012 328 internal_value=0 -0.000121688 -0.0076078 -0.00825955 -0.012256 0.0334079 -0.0275188 internal_count=890565 890141 39904 39731 34160 1964 952 shrinkage=0.116524 Tree=145 num_leaves=8 num_cat=0 split_feature=4 29 6 14 12 22 24 split_gain=2.74159 8.08112 10.4018 7.97944 10.1251 9.75972 8.75201 threshold=20.999998092651371 2.5400241203922191 0.28205128518630679 22.635702809132273 131.8198051533947 783.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 6 -6 -2 right_child=3 2 -4 -5 5 -7 -8 leaf_value=0.00028037996391388337 -0.017649508797827677 -0.037216834666349924 0.023717338050282314 -2.0794467547227023e-05 -0.020435610566677621 -0.0043289150314375184 -0.0010494728019640129 leaf_count=350433 436 159 50 497419 708 1834 39526 internal_value=0 0.00228896 -0.194288 -0.00130222 -0.0144535 -0.0756492 -0.0105608 internal_count=890565 350642 209 539923 42504 2542 39962 shrinkage=0.116524 Tree=146 num_leaves=8 num_cat=0 split_feature=27 25 8 5 29 13 9 split_gain=2.85024 15.7869 16.327 9.51843 8.54919 8.37216 8.75816 threshold=20.500000000000004 1039.2500000000002 5641.5000000000009 56.000600814819343 0.71851155910915432 41.26226130030917 0.96953523701013566 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 -3 -2 -6 -7 right_child=1 2 -4 -5 5 6 -8 leaf_value=0.00012730164487963146 0.0011617938767677586 -0.021028432811444179 -0.073572677072097206 0.0034348264494707503 -0.0010419161248742973 -0.00055588642469078754 0.0023534284340685331 leaf_count=631346 46118 542 61 359 153354 35558 23227 internal_value=0 -0.00284579 -0.130711 -0.0968137 -0.00236949 -0.00505212 0.00509453 internal_count=890565 259219 962 901 258257 212139 58785 shrinkage=0.116524 Tree=147 num_leaves=8 num_cat=0 split_feature=13 11 27 22 12 12 13 split_gain=2.46738 3.55731 5.28036 5.82292 49.3851 10.7649 8.11884 threshold=9.5774265746141065 0.93913378441749862 2.5000000000000004 7782.7500000000009 350.13351365237946 101.13046532517448 31.544985710364447 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 6 -3 right_child=1 2 -4 -5 -6 -7 -8 leaf_value=-0.0027915604391782639 -3.1584362788721313e-05 -0.0088125564665725627 0.0018125820028060966 0.0028336830887811895 -0.074067625949391452 0.0070243926009943411 -0.052529731864949455 leaf_count=4290 859392 290 24721 920 142 738 72 internal_value=0 8.32854e-05 0.0114108 -0.0359805 -0.0806463 -0.00900149 -0.150249 internal_count=890565 886275 26883 2162 1242 1100 362 shrinkage=0.116524 Tree=148 num_leaves=8 num_cat=0 split_feature=4 12 11 12 19 12 6 split_gain=2.17717 3.28773 3.27314 3.38897 32.1804 11.0427 3.85416 threshold=5.0997178554534921 144.7903679018718 0.93913378441749862 350.13351365237946 7947.5000000000009 400.68481220460018 0.45869049393910166 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 -4 5 6 -5 right_child=2 -3 3 4 -6 -7 -8 leaf_value=-0.0017219787482699483 -2.7318075148874884e-05 0.029492091242205674 0.0016448162833913322 -0.081194944873433816 0.003375118102242434 0.0032052853339637737 -0.043310814957693247 leaf_count=11525 854233 46 23520 80 1051 43 67 internal_value=0 -0.0137129 9.40964e-05 0.0114284 -0.0395027 -0.418237 -0.548624 internal_count=890565 11571 878994 24761 1241 190 147 shrinkage=0.116524 Tree=149 num_leaves=8 num_cat=0 split_feature=28 4 29 19 24 21 5 split_gain=2.61579 4.34017 15.5386 6.04773 6.65181 5.80945 5.72715 threshold=476.25000000000006 15.00000047683716 1.1162358905845882 513.75000000000011 12.500000000000002 8.5000000000000018 39.615545272827156 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -3 6 -4 -5 right_child=-2 3 5 4 -6 -7 -8 leaf_value=-0.0002544910534491033 -6.2431078792944106e-05 0.0021290506156046683 -0.025955522125100664 -0.0032711669292773194 0.0029772666568837563 0.0068351962587580193 0.0032622405729735944 leaf_count=19043 819593 34317 441 9757 5086 88 2240 internal_value=0 0.00579259 -0.00688024 0.0106181 -0.00475588 -0.175935 -0.017604 internal_count=890565 70972 19572 51400 17083 529 11997 shrinkage=0.116524 Tree=150 num_leaves=8 num_cat=0 split_feature=21 11 18 28 18 24 8 split_gain=2.34553 2.36 8.88607 5.51809 6.3562 5.32888 4.70007 threshold=19.500000000000004 0.68144830234652265 2.5000000000000004 526.25000000000011 4.5000000000000009 10.500000000000002 373.50000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 6 -4 right_child=-2 -3 3 4 -6 -7 -8 leaf_value=-4.9239849624994918e-05 0.011217808799539984 -8.3274312986825086e-05 -0.0090504884401080982 0.0031094963078860094 -0.015383093267789492 -0.0058869271953620565 0.0051416750942192618 leaf_count=105315 253 756156 390 24451 255 2056 1689 internal_value=0 -2.88731e-05 0.00383645 0.0193886 0.0250474 -0.014422 0.0212777 internal_count=890565 890312 134156 28841 24706 4135 2079 shrinkage=0.116524 Tree=151 num_leaves=8 num_cat=0 split_feature=27 21 0 28 8 18 7 split_gain=2.36657 5.50879 6.48683 3.6538 4.226 2.47047 2.41592 threshold=55.500000000000007 17.500000000000004 40.500000000000007 476.25000000000006 529.50000000000011 4.5000000000000009 -3.6795871257781978 decision_type=2 2 2 2 2 2 2 left_child=-1 2 6 5 -5 -3 -2 right_child=1 3 -4 4 -6 -7 -8 leaf_value=4.1104013557860165e-06 -0.017288081854687224 0.019377087372637065 -0.031251534241455207 -0.046973580989870888 -0.011151252137060157 -0.021997513528381071 0.0065217317676673006 leaf_count=889634 65 43 81 92 87 36 527 internal_value=0 -0.050409 -0.00278175 -0.174646 -0.253705 0.00448695 0.0335336 internal_count=890565 931 673 258 179 79 592 shrinkage=0.116524 Tree=152 num_leaves=8 num_cat=0 split_feature=27 28 17 22 8 11 5 split_gain=2.46861 8.25683 8.17631 9.00559 8.33906 10.071 7.69638 threshold=14.500000000000002 1383.2500000000002 69.251676952104233 1141.7500000000002 566.50000000000011 0.82915266869660653 57.067579269409187 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 6 -6 right_child=1 -3 3 -5 5 -7 -8 leaf_value=0.00019026765308106057 -0.00032906853595509792 0.0056389305524177672 -0.0016221394792315968 -0.011992054215292246 0.0060841112259966967 -0.015160482443102856 -0.022150327611721945 leaf_count=440289 433299 3267 3582 554 9115 326 133 internal_value=0 -0.00169719 -0.00206328 0.0219801 0.0272394 0.0426392 0.0487286 internal_count=890565 450276 447009 13710 13156 9574 9248 shrinkage=0.116524 Tree=153 num_leaves=8 num_cat=0 split_feature=27 29 17 16 11 17 16 split_gain=2.09992 9.58098 11.3833 13.8974 12.7829 12.3761 29.3234 threshold=14.500000000000002 0.73024289071790416 58.02168912307723 210.50056947608203 0.78985841180792093 51.090429255592632 221.82027290448346 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 6 -5 right_child=1 2 -4 5 -6 -7 -8 leaf_value=0.00018825852526562501 0.00092785788029958976 -0.0041387211422710931 0.0017775388271663662 -0.0042604635071685684 -0.00081916497458610392 0.0012862242453155503 -0.00013932239037001576 leaf_count=440395 87107 26225 29097 26836 39436 56059 185410 internal_value=0 -0.0014557 -0.00371541 -0.00536819 -0.0184082 -0.00217698 -0.00566742 internal_count=890565 450170 363063 333966 65661 268305 212246 shrinkage=0.116524 Tree=154 num_leaves=8 num_cat=0 split_feature=25 28 28 24 15 19 25 split_gain=2.46709 11.1771 9.75468 9.74796 9.21898 8.48745 8.74478 threshold=1180.2500000000002 1383.2500000000002 8996.0000000000018 2.5000000000000004 0.36690211361558306 308.25000000000006 7748.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=2 3 -1 4 -2 6 -3 right_child=1 5 -4 -5 -6 -7 -8 leaf_value=0.00010068690698863209 -0.0072061442032474729 0.016339776112169285 -0.02146094661752047 -0.0035185614532403406 0.0039940176636337928 3.6600971851125666e-05 -0.025786748485953043 leaf_count=760191 1255 698 285 23572 4870 99620 74 internal_value=0 -0.00391788 0.000794739 -0.0209606 0.0145818 0.00112353 0.105572 internal_count=890565 130089 760476 29697 6125 100392 772 shrinkage=0.116524 Tree=155 num_leaves=8 num_cat=0 split_feature=16 32 16 20 12 1 8 split_gain=2.00597 3.66233 5.01921 5.22291 7.43993 5.94042 4.56114 threshold=161.54795446524179 1.5000000000000002 101.31112867102071 0.77353962351543737 126.05939751330901 820.50000000000011 623.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -4 right_child=-2 -3 6 -5 -6 -7 -8 leaf_value=-0.0042020715763045613 5.2836285324724846e-05 0.0018170225673505237 -0.0007343889755162073 0.0050843363549714568 -0.028262884184088965 0.033200848744663398 -0.0035425049195110499 leaf_count=456 836656 6945 32894 3072 159 66 10317 internal_value=0 -0.00584004 -0.00900962 0.026069 -0.0531636 0.00452295 -0.0120563 internal_count=890565 53909 46964 3753 681 522 43211 shrinkage=0.116524 Tree=156 num_leaves=8 num_cat=0 split_feature=4 29 10 11 26 32 29 split_gain=2.44104 7.05409 8.50717 6.42521 6.24901 9.13248 7.63715 threshold=20.999998092651371 2.5400241203922191 0.9624391963412503 0.8437573529411766 0.22570178270164262 1.5000000000000002 0.054788320613962112 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -2 -6 right_child=4 2 3 -5 6 -7 -8 leaf_value=0.00026520667409659379 0.011829037533211876 0.018440898927590117 -0.048364216317176897 0.0061910205602228614 -0.02777980140553489 -0.0018582337332403911 -0.00016338766007342409 leaf_count=350583 1429 55 118 39 136 1233 536972 internal_value=0 0.00216571 -0.180191 -0.298756 -0.00122265 0.0471086 -0.00146219 internal_count=890565 350795 212 157 539770 2662 537108 shrinkage=0.116524 Tree=157 num_leaves=8 num_cat=0 split_feature=18 18 21 22 14 19 19 split_gain=2.03908 2.18349 7.89891 8.12568 5.29831 7.20428 5.10247 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 924.25000000000011 32.586787327723847 912.75000000000011 662.75000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 6 -6 -4 right_child=-2 -3 3 -5 5 -7 -8 leaf_value=-2.8433194343875821e-05 0.00803044911444269 -0.00072750132824471773 0.0010956748003747064 -0.040328628217254109 -0.032906597301634428 0.00642015669280832 0.0046753543708170642 leaf_count=812056 428 54711 14397 61 135 119 8658 internal_value=0 -0.000123179 0.000277623 0.0184033 0.0193572 -0.124282 0.0209396 internal_count=890565 890137 835426 23370 23309 254 23055 shrinkage=0.116524 Tree=158 num_leaves=8 num_cat=0 split_feature=20 32 26 5 4 8 10 split_gain=2.299 9.71785 6.05642 7.50576 5.06417 5.24751 5.25641 threshold=0.88674487237801081 1.5000000000000002 0.88635599437549684 202.61458587646487 113.99999237060548 6287.5000000000009 0.71660455197177197 decision_type=2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 6 -4 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=-3.7116226067261585e-05 5.1484565310578612e-05 0.0041841761427475381 -7.1325223036191999e-05 -0.027173206758992038 -0.032652919729056547 0.012458834675003957 -0.0028424961996918311 leaf_count=160840 683504 7814 16444 156 71 362 21374 internal_value=0 0.000842714 -0.00301267 -0.0142951 -0.0134024 -0.0129062 -0.0140532 internal_count=890565 691318 199247 38407 38251 38180 37818 shrinkage=0.116524 Tree=159 num_leaves=8 num_cat=0 split_feature=25 22 25 5 19 27 5 split_gain=2.24897 8.02695 5.33902 9.49321 8.47903 9.18688 9.17441 threshold=3148.5000000000005 544.75000000000011 6790.5000000000009 202.61458587646487 7947.5000000000009 3.5000000000000004 228.87041473388675 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -5 -6 -7 right_child=1 2 -4 4 5 6 -8 leaf_value=4.604678641368201e-05 -0.016458333283086934 -0.0014149234276739247 0.00059617754662133005 0.0056588760955851112 -0.0047472979433774883 -0.049664416595090098 -0.0066821621690077203 leaf_count=839708 438 24740 24946 199 227 207 100 internal_value=0 -0.00645318 -0.00528222 -0.0154657 -0.12762 -0.193276 -0.306062 internal_count=890565 50857 50419 25473 733 534 307 shrinkage=0.116524 Tree=160 num_leaves=8 num_cat=0 split_feature=29 17 5 26 6 27 18 split_gain=2.33981 7.75537 9.02197 7.02131 9.74197 8.45002 13.3105 threshold=0.47932161127643808 47.825608022714512 19.799494743347172 0.74229918871924794 0.77464789536146295 28.500000000000004 4.5000000000000009 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -6 -7 right_child=3 2 -4 -5 5 6 -8 leaf_value=0.00054960487882107112 0.0018179970597450856 0.00012755709779952403 -0.0030668664126119577 -7.0825197877055833e-05 -0.001039990747831196 0.0053747894364004727 -0.020101727589415221 leaf_count=45062 66485 22505 25729 687706 37820 4963 295 internal_value=0 -0.00471615 -0.0135286 0.000576691 0.00801161 -0.00370294 0.0338593 internal_count=890565 93296 48234 797269 109563 43078 5258 shrinkage=0.116524 Tree=161 num_leaves=8 num_cat=0 split_feature=16 16 26 25 19 24 17 split_gain=2.16009 3.49267 5.38408 5.02836 5.22689 4.4839 6.98439 threshold=147.11489440686358 101.31112867102071 1.0515674421293431 10558.500000000002 751.25000000000011 1.5000000000000002 34.614550682655697 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 -6 right_child=-2 -3 -4 -5 5 -7 -8 leaf_value=0.0056326527633914839 2.3086903734263008e-05 -0.0016955122915028762 0.01000749933182286 0.0093785315226626448 -0.025577759208591316 -0.00679060031229711 0.021637006735043443 leaf_count=871 864831 21111 886 632 56 2001 177 internal_value=0 -0.00909902 0.0157963 -0.000820582 -0.0173699 -0.0429887 0.0883014 internal_count=890565 25734 4623 3737 3105 2234 233 shrinkage=0.116524 Tree=162 num_leaves=8 num_cat=0 split_feature=11 12 9 26 7 26 12 split_gain=2.25419 6.50899 5.19037 4.10598 6.18497 3.91867 3.63353 threshold=0.46381378773731724 249.61017305526647 0.88964943225991189 0.98398706014597492 -59.743558883666985 0.98643556124952314 232.78427124746193 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 -1 6 -4 -5 right_child=-2 2 5 4 -6 -7 -8 leaf_value=0.0015918975771359184 -2.441969396974658e-06 0.0016625775819115816 -0.018218106104624193 -0.014351204432851171 -0.0031498540605785384 0.0096223344329569357 -0.045154271041739233 leaf_count=2038 880286 4241 71 211 1578 2071 69 internal_value=0 0.0148741 0.0345338 -0.0173355 -0.0513354 0.0746585 -0.188304 internal_count=890565 10279 6383 3896 1858 2142 280 shrinkage=0.116524 Tree=163 num_leaves=8 num_cat=0 split_feature=33 20 29 2 30 1 8 split_gain=2.22452 5.55877 7.09321 5.26015 5.22856 9.50621 4.70735 threshold=2.5000000000000004 0.70843906263648948 0.71277572602790495 35.064583333333339 2.5000000000000004 450.50000000000006 247.50000000000003 decision_type=2 2 2 2 2 2 2 left_child=4 2 -2 -3 -1 6 -6 right_child=1 3 -4 -5 5 -7 -8 leaf_value=-3.2610151769020699e-05 -0.00093183513703035028 -0.001292648794799855 -0.0066019634943637745 0.0059634414060272698 0.038593746143859811 0.00081866995461890666 0.0069005836128690368 leaf_count=823166 21075 2678 3492 2749 65 34316 3024 internal_value=0 -0.00851515 -0.0149136 0.0204495 0.000245578 0.0118087 0.0649434 internal_count=890565 29994 24567 5427 860571 37405 3089 shrinkage=0.116524 Tree=164 num_leaves=8 num_cat=0 split_feature=17 19 22 22 28 21 4 split_gain=1.98825 4.64738 5.28325 6.2655 4.02216 12.196 14.854 threshold=37.559098047373531 532.25000000000011 1231.2500000000002 1940.2500000000002 3255.2500000000005 1.5000000000000002 35.00041580200196 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -2 -6 -7 right_child=4 -3 3 -5 5 6 -8 leaf_value=0.0019629346454668999 -5.0320702338674799e-06 0.00012261187103820696 0.024625773750278194 -0.0023217929398244119 0.00034359304374734136 0.0019845073771334199 -0.0080425018258917756 leaf_count=15268 780942 66913 303 191 17668 2933 6347 internal_value=0 0.00469112 0.0201389 0.121921 -0.000457669 -0.0124692 -0.0418231 internal_count=890565 82675 15762 494 807890 26948 9280 shrinkage=0.116524 Tree=165 num_leaves=8 num_cat=0 split_feature=27 25 4 11 24 17 1 split_gain=2.28396 11.7746 12.8338 10.4269 18.9905 6.237 13.7556 threshold=20.500000000000004 1039.2500000000002 82.310668945312514 0.88506841817186654 13.500000000000002 58.02168912307723 608.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 -7 right_child=1 2 -4 4 -6 6 -8 leaf_value=0.00012481606066662727 -0.00040813002675237471 -0.002548536707928904 -0.066757079959173626 0.0022964544734287336 -0.064961978870992601 -0.0019523267197808464 0.0041383505415663819 leaf_count=631439 237216 682 57 114 114 8420 12523 internal_value=0 -0.00245463 -0.112595 -0.0837629 -0.268895 -0.00204207 0.0145003 internal_count=890565 259126 967 910 228 258159 20943 shrinkage=0.116524 Tree=166 num_leaves=8 num_cat=0 split_feature=16 17 16 17 13 4 16 split_gain=2.06966 7.84172 14.5108 6.73949 5.57604 6.74176 10.1095 threshold=229.52287313172329 44.052609551876841 233.46315457320657 42.811622683740168 34.360594795628479 16.000240325927738 234.13610616640719 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -3 6 -6 right_child=1 4 -4 -5 5 -7 -8 leaf_value=-0.00011179532014517976 -0.004327530887517108 0.0032509516412675388 0.00039322755721508875 -0.00094537632343624713 -0.0061490744713061799 0.00096839591521842453 -0.062083549483437014 leaf_count=644502 13264 16709 152498 20156 949 42441 46 internal_value=0 0.00244974 -0.000761124 -0.0196329 0.012375 0.00640311 -0.0749629 internal_count=890565 246063 185918 33420 60145 43436 995 shrinkage=0.116524 Tree=167 num_leaves=8 num_cat=0 split_feature=27 7 23 26 7 21 19 split_gain=2.26628 7.69737 8.11646 6.70655 5.84759 6.54638 14.9784 threshold=6.5000000000000009 -87.26436614990233 0.38964190886535183 0.54570049617018024 -1.0000000180025095e-35 3.5000000000000004 3053.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 -7 right_child=-2 4 3 -5 -6 6 -8 leaf_value=0.0018693367064685604 7.4754407202967955e-05 0.00086655641386873604 -0.010824767351382924 -0.0032213634832958349 -0.00094657728771223803 -0.0020573966886141873 -0.030865562514396754 leaf_count=3538 739079 67082 1910 8984 65448 4264 260 internal_value=0 -0.00360424 -0.0255711 -0.0390858 -0.0012911 0.00495366 -0.031865 internal_count=890565 151486 14432 10894 137054 71606 4524 shrinkage=0.116524 Tree=168 num_leaves=8 num_cat=0 split_feature=28 18 6 22 7 24 28 split_gain=2.05433 3.58575 3.83095 2.82737 9.00092 10.8703 9.92844 threshold=490.25000000000006 5.5000000000000009 0.58823529578435396 480.25000000000006 -86.60848236083983 2.5000000000000004 618.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -2 -6 right_child=3 2 -4 -5 6 -7 -8 leaf_value=0.00056027798671857412 -0.01074850117964672 0.0026967340539642086 -0.022778898484313925 -3.2498171234459625e-07 -0.00035305188262477308 0.0059662226339688516 -0.0039022253881456862 leaf_count=91745 601 142 184 735758 43583 4367 14185 internal_value=0 0.00443625 -0.100255 -0.000552262 -0.00699639 0.0338485 -0.010509 internal_count=890565 92071 326 798494 62736 4968 57768 shrinkage=0.116524 Tree=169 num_leaves=8 num_cat=0 split_feature=4 25 10 11 0 7 27 split_gain=2.24236 12.165 8.90994 8.4024 4.99505 4.78862 9.53936 threshold=188.6866149902344 52918.000000000007 0.93195314213971847 0.68683153168611311 37.500000000000007 -60.729906082153313 3.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 5 -5 -2 -7 right_child=1 -3 -4 4 -6 6 -8 leaf_value=1.2450187904366652e-05 0.0088391389401645763 0.0047604268349788559 -0.057920762027740068 -0.038046185632422305 -0.0093268959938959482 -0.017652297993516353 0.0090366826112726877 leaf_count=887735 293 1344 52 182 150 533 276 internal_value=0 -0.0280868 -0.0904392 -0.0756939 -0.215154 -0.0336788 -0.0733499 internal_count=890565 2830 1486 1434 332 1102 809 shrinkage=0.116524 Tree=170 num_leaves=8 num_cat=0 split_feature=14 7 21 14 13 8 12 split_gain=1.98673 6.73217 6.47962 17.3786 10.534 16.8194 24.5982 threshold=27.319479357080784 -89.940933227539048 1.5000000000000002 36.427959423220088 155.37238043544403 5149.5000000000009 372.59545442950508 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 6 -6 right_child=1 2 3 -5 5 -7 -8 leaf_value=-9.4688607668100584e-05 -0.0038805574216841205 0.0028454854943203906 0.00068580764672357354 -0.0020698071708423996 -0.0036439166611145954 -0.00018678061648471774 -0.071462638829655936 leaf_count=657173 5113 31853 137905 40114 210 18086 111 internal_value=0 0.00258379 0.00338758 0.000556707 0.0134144 -0.00563006 -0.232529 internal_count=890565 233392 228279 178019 50260 18407 321 shrinkage=0.116524 Tree=171 num_leaves=8 num_cat=0 split_feature=25 21 22 20 24 25 13 split_gain=1.91352 11.0485 6.19457 6.81881 6.9041 7.88448 6.91799 threshold=529.25000000000011 1.5000000000000002 523.25000000000011 0.82334627144843908 21.500000000000004 621.25000000000011 17.657957605942496 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -2 6 -6 -5 right_child=2 -3 -4 4 5 -7 -8 leaf_value=-0.0040490941201190974 -0.0038576652987637205 0.0005283175915569196 2.1766749079834497e-06 -0.012849018031538614 -0.0046020343320704177 -0.027030327978720146 -0.00013069083311213167 leaf_count=7479 11153 167727 660400 589 1765 242 41210 internal_value=0 0.00285711 -0.000830226 -0.0110309 -0.00541052 -0.0627028 -0.0026596 internal_count=890565 175206 715359 54959 43806 2007 41799 shrinkage=0.116524 Tree=172 num_leaves=8 num_cat=0 split_feature=10 0 13 25 9 4 29 split_gain=2.17257 5.17152 7.2644 8.67647 7.15903 10.2086 15.5141 threshold=0.7032308039952414 45.000000000000007 34.463895355298412 848.25000000000011 0.94396075104830335 45.002580642700202 1.4844194326492555 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 6 -3 right_child=1 4 -4 -5 -6 -7 -8 leaf_value=-0.00022894615945046775 0.0010033187886024707 -5.8254915522755109e-05 -0.00033129148587957328 -0.0026044174986037767 0.0013375779183725186 0.0029999644913929848 -0.0071818993718084723 leaf_count=332550 114787 13936 316905 9826 89666 6983 5912 internal_value=0 0.00126421 -0.000299547 0.00616903 0.00719078 -0.00713985 -0.0187097 internal_count=890565 558015 441518 124613 116497 26831 19848 shrinkage=0.116524 Tree=173 num_leaves=8 num_cat=0 split_feature=0 2 9 7 4 22 8 split_gain=2.08632 2.65343 2.20976 7.66096 6.86665 4.80294 4.73821 threshold=9.0000000000000018 60.82480818414323 0.96608251116485599 -0.61940786242485035 6.0041637420654306 7782.7500000000009 810.50000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -2 4 -4 -6 -5 right_child=2 -3 3 6 5 -7 -8 leaf_value=0.0012826502973240384 -0.0002552887858032648 -0.00012469387799612645 -0.0044177955549970565 -0.00038566063408602058 0.0010134472247759921 0.0063186833835773689 0.00069883383632836674 leaf_count=37492 382633 35333 3116 256432 103656 2370 69533 internal_value=0 0.00514777 -0.000437904 0.00110365 0.00835524 0.00971502 -0.00132438 internal_count=890565 72825 817740 435107 109142 106026 325965 shrinkage=0.116524 Tree=174 num_leaves=8 num_cat=0 split_feature=21 14 21 17 8 16 26 split_gain=2.22962 9.25363 7.89647 8.51174 7.53547 8.05505 6.89375 threshold=5.5000000000000009 34.618747097771013 7.5000000000000009 49.663796527215119 687.50000000000011 230.00365359764467 3.6208785246741804 decision_type=2 2 2 2 2 2 2 left_child=-1 2 6 -4 5 -5 -2 right_child=1 -3 3 4 -6 -7 -8 leaf_value=0.00014107261345535456 -0.00073258458869733957 -0.0055218364174443261 -0.00038422650302929377 0.00055336621558269581 0.0029220576175314874 -0.033054804933026517 -0.040912280656913894 leaf_count=549040 164264 4442 92061 55318 25285 97 58 internal_value=0 -0.00204346 -0.00144592 0.00327442 0.0107714 0.00424408 -0.00640868 internal_count=890565 341525 337083 172761 80700 55415 164322 shrinkage=0.116524 Tree=175 num_leaves=8 num_cat=0 split_feature=21 21 18 14 8 15 22 split_gain=2.04414 3.43547 6.38537 5.55802 4.419 3.55634 7.7149 threshold=18.500000000000004 16.500000000000004 4.5000000000000009 15.047041439822589 657.50000000000011 0.62789741307820413 525.75000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 -3 -7 right_child=-2 2 3 -5 -6 6 -8 leaf_value=6.7531168623921798e-06 0.0064093059193401844 0.00014161952641309999 0.0065416053053975456 -0.02245255582015936 0.0076624729011844179 -0.0011526287787418286 -0.0280118310079473 leaf_count=887343 675 877 116 397 542 380 235 internal_value=0 -4.73127e-05 -0.0367211 -0.136421 -0.0115755 -0.0396688 -0.0979702 internal_count=890565 889890 2547 513 2034 1492 615 shrinkage=0.116524 Tree=176 num_leaves=8 num_cat=0 split_feature=4 16 0 30 15 17 17 split_gain=2.1828 8.02218 14.9522 10.7419 9.87336 9.4139 7.21795 threshold=20.999998092651371 197.69165057739249 40.500000000000007 1.0000000180025095e-35 0.5987678502130046 50.664441011335839 79.977680699148706 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 6 4 5 -4 -3 right_child=1 2 3 -5 -6 -7 -8 leaf_value=0.00023362039976224395 -0.0012319112985481708 -0.00041607080863546116 0.0014853206658808989 -0.0015342361436521828 0.00076681856605755245 0.0052653460733533301 0.0063512702001754942 leaf_count=350612 78110 328796 20997 18120 76190 15586 2154 internal_value=0 -0.0011995 0.000385662 0.00943316 0.0130644 0.0265677 -0.00319269 internal_count=890565 539953 461843 130893 112773 36583 330950 shrinkage=0.116524 Tree=177 num_leaves=8 num_cat=0 split_feature=17 20 23 10 12 28 27 split_gain=2.30807 4.47296 6.23488 6.08945 3.83805 7.35541 7.78074 threshold=33.396743439373488 0.50948938286851242 0.58780617324925333 0.93801522045469687 459.27922061357862 911.75000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -6 -7 right_child=4 2 -4 -5 5 6 -8 leaf_value=-0.0014450375511252422 -1.1099139718192773e-05 0.0054985528121974546 0.0010914425748071743 0.026028860782200243 0.0052226104477347832 0.00038600461280170295 -0.0055580737969489922 leaf_count=8525 839673 2043 26249 217 1696 5298 6864 internal_value=0 0.00769627 0.013706 0.0641054 -0.000367673 -0.016874 -0.0254773 internal_count=890565 37034 28509 2260 853531 13858 12162 shrinkage=0.116524 Tree=178 num_leaves=8 num_cat=0 split_feature=16 12 27 28 18 25 10 split_gain=2.01841 5.90415 5.60094 9.57166 5.33601 5.77584 6.91836 threshold=227.45086954266154 95.574116139070441 2.5000000000000004 464.75000000000006 3.5000000000000004 403.25000000000006 0.61591085945894408 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -4 6 -6 right_child=1 -3 4 -5 5 -7 -8 leaf_value=-0.00013390905332955196 -0.048426978290200887 -3.36676611554201e-05 0.0017431509326127949 -0.003948458360163087 0.0033344114664027678 -0.0010308698591870321 -0.039800078201373983 leaf_count=599155 79 229062 54384 390 90 7290 115 internal_value=0 0.00205941 0.010687 -0.098182 0.0115122 -0.013502 -0.179044 internal_count=890565 291410 62348 469 61879 7495 205 shrinkage=0.116524 Tree=179 num_leaves=8 num_cat=0 split_feature=11 1 22 17 14 7 25 split_gain=2.08256 6.96384 4.63396 4.33145 6.51779 10.5302 8.26226 threshold=0.46381378773731724 2186.5000000000005 5561.5000000000009 49.305656389477129 24.000523468999642 -35.485494613647454 1264.2500000000002 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 -1 -5 6 -6 right_child=-2 2 -4 4 5 -7 -8 leaf_value=0.0017813264480302897 -1.8368693918739399e-05 0.0072911410456645027 0.0010058262039857962 -0.0006210509631628721 -0.0072131286415810653 0.0057964870666609757 -0.0360348045127711 leaf_count=1869 880317 3057 3325 1204 243 246 304 internal_value=0 0.0141805 0.0344693 -0.0193124 -0.0516942 -0.122089 -0.199367 internal_count=890565 10248 6382 3866 1997 793 547 shrinkage=0.116524 Tree=180 num_leaves=8 num_cat=0 split_feature=26 12 26 5 14 23 7 split_gain=1.75238 2.07848 16.8871 9.2332 9.29237 8.72175 7.8026 threshold=6.9843235096437821 459.27922061357862 1.0070957950311454 113.01617813110353 20.282490255639996 1.7842973241285351 -75.054969787597642 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 6 -4 right_child=-2 2 5 4 -6 -7 -8 leaf_value=1.1424900099255929e-05 0.0027495432648735338 -0.056556527436790197 -0.016246458335635001 -0.041524947462238351 0.0019957853044954639 0.0041342040494853948 -0.0053406268204881403 leaf_count=868248 3124 37 1068 67 11567 1087 5367 internal_value=0 -0.00012949 -0.0104228 0.0133905 0.0149767 -0.047371 -0.0613661 internal_count=890565 887441 19193 11671 11634 7522 6435 shrinkage=0.116524 Tree=181 num_leaves=8 num_cat=0 split_feature=17 25 8 10 29 23 11 split_gain=1.89788 4.45977 3.95087 8.20563 7.50877 6.63 6.33271 threshold=100.05605008712847 490.25000000000006 2619.5000000000005 0.52258834531382847 1.5928404999903438 1.0290936934428514 0.50763676372548583 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=-8.3885109061253115e-06 0.021662906414198563 0.00056955923429332278 -0.023392969145567166 0.0069355210242539808 -0.043157127025312492 -0.044355458036833412 0.011602492516715045 leaf_count=883597 152 4193 128 2256 102 38 99 internal_value=0 0.0164966 0.0127186 0.0455454 -0.0049391 -0.177343 -0.0336298 internal_count=890565 6968 6816 2384 4432 239 137 shrinkage=0.116524 Tree=182 num_leaves=8 num_cat=0 split_feature=11 1 29 4 26 17 8 split_gain=1.94245 5.18246 5.23058 4.63664 7.28288 3.47037 5.31372 threshold=0.46381378773731724 2186.5000000000005 0.96307259075196827 226.82746124267581 1.8594312105007293 49.305656389477129 2049.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=1 5 -3 -4 -5 -1 -7 right_child=-2 2 3 4 -6 6 -8 leaf_value=0.0018415090469205879 -1.4380820829478175e-05 -0.007111957109892866 0.00535414909063956 -0.0013296071197183442 -0.052162587131833589 -0.0019748367439462156 -0.016533936664933739 leaf_count=1853 880310 562 5599 206 47 1552 436 internal_value=0 0.0137193 0.0311157 0.0399653 -0.0924519 -0.0153304 -0.0443503 internal_count=890565 10255 6414 5852 253 3841 1988 shrinkage=0.116524 Tree=183 num_leaves=8 num_cat=0 split_feature=27 29 21 27 14 23 13 split_gain=1.95303 6.96962 6.89306 11.8116 12.0964 11.9329 8.76383 threshold=14.500000000000002 0.71851155910915432 7.5000000000000009 22.500000000000004 70.215704658468809 1.0618124189598042 30.122066401984149 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 5 -5 -7 right_child=1 2 -4 4 -6 6 -8 leaf_value=0.00017995288835152417 0.0007963977439129291 -0.00026791975772713118 0.00025969920102646675 -0.003528136798220637 -0.047726681939098507 -0.011433622268720359 0.00014610923291756886 leaf_count=440432 83386 165439 139835 34650 79 919 25825 internal_value=0 -0.00141761 -0.00329389 -0.0066972 -0.0185331 -0.0180299 -0.00216095 internal_count=890565 450133 366747 226912 61473 61394 26744 shrinkage=0.116524 Tree=184 num_leaves=8 num_cat=0 split_feature=25 22 18 14 13 16 4 split_gain=1.83625 8.69466 10.0269 22.5143 26.9385 24.6011 13.8969 threshold=1180.2500000000002 1370.2500000000002 1.5000000000000002 32.586787327723847 44.566617303137264 220.71234548391632 29.132399559021 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 -4 5 -5 -6 right_child=1 -3 3 4 6 -7 -8 leaf_value=6.9916966806335225e-05 -0.0010641170846686435 3.4871833267546155e-05 -0.0022782097188386689 -0.008168360429712097 -0.073371138115104359 -0.065976128712716325 -0.0065283364029235392 leaf_count=760435 17101 107360 4151 162 44 261 1051 internal_value=0 -0.00346515 -0.0212143 -0.0576611 -0.161873 -0.376205 -0.0790759 internal_count=890565 130130 22770 5669 1518 423 1095 shrinkage=0.116524 Tree=185 num_leaves=8 num_cat=0 split_feature=16 13 7 15 15 14 14 split_gain=1.73973 4.87867 5.45849 5.80098 8.51984 6.87213 8.95841 threshold=220.13620687782415 33.062879645266491 -89.940933227539048 0.43265891541212181 0.18098425563702433 15.047041439822589 35.147628061141681 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -7 right_child=1 2 -4 -5 -6 6 -8 leaf_value=-0.00017743643842493305 0.00083816093122572241 -0.036965093244993516 2.3512955726382379e-06 -0.005262494884683464 0.0044799196858494499 0.013027689330309185 -0.034066915366368522 leaf_count=452414 105641 125 324708 5358 2077 158 84 internal_value=0 0.00127298 -0.000607866 -0.0267462 0.0136275 -0.126832 -0.0284851 internal_count=890565 438151 332510 7802 2444 367 242 shrinkage=0.116524 Tree=186 num_leaves=8 num_cat=0 split_feature=22 21 10 5 11 5 20 split_gain=2.01811 6.7009 7.86063 6.20723 3.83992 2.87086 2.76108 threshold=363.25000000000006 13.500000000000002 0.8519254082959028 16.000240325927738 0.89584386585776887 69.568771362304702 1.1144235500338275 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 -5 -4 right_child=-2 2 6 4 -6 -7 -8 leaf_value=-0.0049834700205987808 3.0186797057380647e-05 -0.027509060023125795 0.0180150570421986 -0.00073662533179386428 0.0036792351885931249 0.01711858188111072 -0.023722612200470117 leaf_count=4040 862210 264 93 20559 3248 123 28 internal_value=0 -0.00831496 -0.139344 -0.00651137 -0.000390378 -0.00541035 0.0717169 internal_count=890565 28355 385 27970 23930 20682 121 shrinkage=0.116524 Tree=187 num_leaves=8 num_cat=0 split_feature=5 11 28 25 1 6 19 split_gain=1.6384 1.92363 2.95661 5.66628 11.2038 8.85076 9.83448 threshold=4.0124611854553232 0.93913378441749862 3701.2500000000005 6790.5000000000009 5181.5000000000009 0.59348520533577509 8782.5000000000018 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 6 -6 right_child=1 2 3 -5 5 -7 -8 leaf_value=-0.0028332965158222082 -2.1538574934436132e-05 0.0013278309829677119 -0.0013997869794888311 0.0014964207083081639 -0.061284906134747706 0.0010905233149541965 -0.0023204850479213533 leaf_count=2762 860300 25267 577 1387 133 85 54 internal_value=0 7.83468e-05 0.00831095 -0.0265427 -0.0908851 -0.258199 -0.379816 internal_count=890565 887803 27503 2236 849 272 187 shrinkage=0.116524 Tree=188 num_leaves=8 num_cat=0 split_feature=17 26 5 20 20 14 32 split_gain=1.77721 3.87033 6.73906 6.0835 5.91276 6.89786 4.68207 threshold=40.04169271540318 0.72537541803276984 162.88551330566409 0.43768973662221117 0.31426548729199127 7.4447589576066182 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 2 4 -3 -1 -6 -5 right_child=-2 3 -4 6 5 -7 -8 leaf_value=-0.00086821982718462293 -7.3930910360445141e-05 -0.014411919404068123 0.025566227763415734 -8.0445132314101576e-05 0.01887999154717139 0.00220167311991197 0.0042618255694937424 leaf_count=10791 761752 395 157 91905 342 21723 3500 internal_value=0 0.00338173 0.0127193 0.000163967 0.0117317 0.021113 0.000676719 internal_count=890565 128813 33013 95800 32856 22065 95405 shrinkage=0.116524 Tree=189 num_leaves=8 num_cat=0 split_feature=18 14 26 7 7 7 7 split_gain=1.71994 1.52767 6.53815 5.82329 6.90982 4.65856 6.62317 threshold=6.5000000000000009 27.319479357080784 2.7315523515245959 -46.892353057861321 -3.2612167596817012 -79.187698364257798 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 -3 -7 right_child=-2 5 3 4 -6 6 -8 leaf_value=-6.4645598720033324e-05 0.0074796422121140007 -0.0013128708666230876 0.0056269535925237372 -0.031965854262689948 -0.00728491392831313 0.0010836464753161054 -0.00022310425919989954 leaf_count=655651 419 22829 251 224 493 106844 103854 internal_value=0 0.000105231 -0.00067603 -0.0827999 -0.12869 0.00230194 0.00377212 internal_count=890565 890146 656619 968 717 233527 210698 shrinkage=0.116524 Tree=190 num_leaves=8 num_cat=0 split_feature=28 24 14 14 28 22 7 split_gain=1.70521 5.7145 7.95189 6.85848 6.30572 7.63803 5.3092 threshold=425.75000000000006 4.5000000000000009 8.7151874091860702 38.064141173941458 315.25000000000006 284.25000000000006 -87.496784210205064 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 5 6 -3 right_child=-2 3 -4 -5 -6 -7 -8 leaf_value=-0.009605193918985639 -9.8375965616268655e-06 0.0027148392647125315 0.0049730858235355231 -0.041201739048711009 0.00067115612509194744 0.01047582602033204 -0.014930839502994746 leaf_count=552 865281 302 6378 55 16727 278 992 internal_value=0 0.00824703 0.0327131 -0.000990748 6.90327e-05 -0.0604841 -0.0927928 internal_count=890565 25284 6930 18354 18299 1572 1294 shrinkage=0.116524 Tree=191 num_leaves=8 num_cat=0 split_feature=22 28 5 21 24 5 1 split_gain=1.79515 5.85429 6.10625 6.12855 8.5768 3.6984 4.19512 threshold=363.25000000000006 756.75000000000011 16.999626159667972 13.500000000000002 26.500000000000004 67.001228332519545 176.50000000000003 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 6 -3 right_child=-2 5 3 4 -6 -7 -8 leaf_value=-0.0046040221255200841 2.2453936445900204e-05 0.0049407826773703719 0.00054691455428103081 -0.024057031797901862 0.020246284367903475 0.021789501954036665 -0.010089725942785064 leaf_count=4075 862106 297 22000 284 75 59 1669 internal_value=0 -0.00787952 -0.00390981 0.00257868 -0.127025 -0.0596994 -0.0671027 internal_count=890565 28459 26434 22359 359 2025 1966 shrinkage=0.116524 Tree=192 num_leaves=8 num_cat=0 split_feature=27 27 25 8 17 14 0 split_gain=1.9242 5.13713 9.80967 14.3334 9.91061 8.31516 8.31176 threshold=7.5000000000000009 14.500000000000002 1180.2500000000002 2619.5000000000005 66.852179998336013 39.995236782914311 31.000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 6 -6 -4 right_child=1 -3 3 -5 5 -7 -8 leaf_value=-0.00034073726643508393 0.00076375551781862356 -0.00015570443972603182 -0.0047247911394887468 0.0025876696804748977 -0.0094613529166701748 -0.037448279843834954 -5.8505110737828795e-05 leaf_count=185128 225219 449792 10680 8527 980 169 10070 internal_value=0 0.000698194 0.00427766 -0.0125758 -0.0261195 -0.116523 -0.0211135 internal_count=890565 705437 255645 30426 21899 1149 20750 shrinkage=0.116524 Tree=193 num_leaves=8 num_cat=0 split_feature=25 17 10 9 4 10 16 split_gain=1.8318 5.0026 13.1809 8.38932 7.44288 7.41842 11.3439 threshold=3148.5000000000005 59.497469253640851 0.53134524720452714 0.92683542123009544 134.2590255737305 0.75611530174268049 213.23990293791937 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 6 -5 right_child=1 2 3 5 -6 -7 -8 leaf_value=3.7481252120933379e-05 -0.0011444395525439357 -0.016934112087618761 -0.0026542791153669719 0.0062751659033987092 0.012950944012990823 0.011504950375735467 -0.024149244908550329 leaf_count=839621 43906 457 2947 703 483 2230 218 internal_value=0 -0.005854 0.0188968 0.0303009 -0.00392029 0.0675521 -0.00794915 internal_count=890565 50944 7038 6581 3430 3151 921 shrinkage=0.116524 Tree=194 num_leaves=8 num_cat=0 split_feature=17 14 15 1 28 22 22 split_gain=1.71278 3.27907 5.14807 3.4173 3.18073 6.75424 9.05844 threshold=33.396743439373488 173.43523383482133 0.35970158026809612 29089.500000000004 6117.0000000000009 1162.7500000000002 2646.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 -6 -7 right_child=1 2 -4 -5 5 6 -8 leaf_value=0.00079118497868519333 1.1111232136329167e-05 -0.035499520854840601 -0.0037043072576221224 0.0058899648038357698 -0.013836771736863101 0.0093310285996929272 -0.0021973115178727165 leaf_count=37055 837571 72 1743 1332 607 1009 11176 internal_value=0 -0.000154862 -0.0426144 -6.43792e-05 -0.000143657 -0.0157932 -0.0106646 internal_count=890565 853510 1815 851695 850363 12792 12185 shrinkage=0.116524 Tree=195 num_leaves=8 num_cat=0 split_feature=33 30 26 20 26 16 27 split_gain=1.74708 5.37512 5.5526 5.24277 7.55279 5.54112 5.23217 threshold=2.5000000000000004 2.5000000000000004 0.74229918871924794 0.53306811055477199 0.70740882211470457 231.71615137078408 15.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -5 -4 right_child=3 2 6 5 -6 -7 -8 leaf_value=-3.5573978388199186e-05 -0.0014025417168249423 0.0059822271974699099 0.002058640999887576 -0.0002039746478755668 -0.010640417672959876 0.0062457535221945347 -0.00093098745624492951 leaf_count=823207 18131 3267 21504 8243 1287 2317 12609 internal_value=0 0.000227259 0.0119555 -0.00753863 -0.017291 0.0103942 0.00818372 internal_count=890565 860587 37380 29978 19418 10560 34113 shrinkage=0.116524 Tree=196 num_leaves=8 num_cat=0 split_feature=16 11 26 1 20 4 23 split_gain=1.65849 4.52029 4.0305 7.15026 5.70691 3.77133 3.7166 threshold=144.76546290117093 0.8859769616348564 0.20594758078488831 1562.5000000000002 0.99998934026926489 16.999998092651371 0.65239209000290133 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 6 -5 -3 -1 right_child=-2 5 -4 4 -6 -7 -8 leaf_value=0.0023255975529240117 2.050185646546756e-05 0.00078577078252673805 -0.0020344960410358165 -0.00081461205502306199 0.034978128265348539 0.014006723063498674 -0.012556544625337349 leaf_count=2292 868308 767 18215 98 158 474 253 internal_value=0 -0.00856621 -0.0120293 0.023286 0.182591 0.0500798 0.00726162 internal_count=890565 22257 21016 2801 256 1241 2545 shrinkage=0.116524 Tree=197 num_leaves=8 num_cat=0 split_feature=21 27 24 28 18 26 6 split_gain=1.69882 3.61719 13.8138 6.44307 6.42307 4.49017 4.33105 threshold=15.500000000000002 45.500000000000007 27.500000000000004 467.75000000000006 4.5000000000000009 0.98138275246008577 0.64102564382969196 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 -4 6 -5 right_child=1 2 4 5 -6 -7 -8 leaf_value=2.1460289067950523e-05 -0.016821343319859971 -0.033777080792244174 0.00022197538288002067 0.011847058309168403 -0.013689491149763167 -0.0018184021510053415 -0.00085471992569873543 leaf_count=883948 268 209 2152 897 570 1907 614 internal_value=0 -0.0158987 -0.0421182 0.00495031 -0.0230952 0.0166574 0.0573756 internal_count=890565 6617 2931 3686 2722 3418 1511 shrinkage=0.116524 Tree=198 num_leaves=8 num_cat=0 split_feature=26 17 29 24 24 5 17 split_gain=1.54478 7.50829 7.17665 7.46494 6.8855 6.49973 5.61131 threshold=0.74229918871924794 49.235896288313945 0.61990003995072762 18.500000000000004 32.500000000000007 25.924584388732914 49.805923819118775 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 5 -3 -4 -2 right_child=6 2 3 -5 -6 -7 -8 leaf_value=0.0010576128589541457 -0.00036214263203061012 -0.0011449741324407816 -0.0017826132528403081 0.00539455553358501 0.023683331656604734 0.0015926663166303447 0.00030798422228015259 leaf_count=93147 393840 67989 12473 4458 152 20443 298063 internal_value=0 0.0025332 -0.00324297 0.00789287 -0.00935076 0.00269178 -0.000630431 internal_count=890565 198662 105515 37374 68141 32916 691903 shrinkage=0.116524 Tree=199 num_leaves=8 num_cat=0 split_feature=1 14 14 12 28 28 28 split_gain=1.81371 8.16688 6.46033 5.76266 5.5399 5.31349 5.14766 threshold=805.50000000000011 15.659329055407435 18.263732333829072 125.37005768508882 2497.2500000000005 852.25000000000011 696.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=5 4 -3 6 -2 -1 -4 right_child=1 2 3 -5 -6 -7 -8 leaf_value=-1.6407175609081161e-05 -0.0063670236685623325 0.009783214158927361 -9.7039186756602998e-05 -0.00012231681062269931 -0.032607507812861848 -0.0013341521462226327 0.0016843173353844471 leaf_count=553921 354 965 36049 197577 158 44917 56624 internal_value=0 0.00205166 0.00227351 0.00200193 -0.124134 -0.000989041 0.00850797 internal_count=890565 291727 291215 290250 512 598838 92673 shrinkage=0.116524 Tree=200 num_leaves=8 num_cat=0 split_feature=16 12 17 16 26 17 16 split_gain=1.81415 5.33132 4.94116 10.4132 10.0136 9.55795 17.2543 threshold=230.76247171945704 96.044678887547562 39.381031117389675 153.21683288635606 0.094700149103188191 45.466921433186322 214.90778148422703 decision_type=2 2 2 2 2 2 2 left_child=2 -2 3 -1 -5 6 -4 right_child=1 -3 5 4 -6 -7 -8 leaf_value=-0.00061764077833101783 0.0015145960343451968 1.6308004901651791e-05 0.00063742752251203677 -0.0020086488590221113 0.0050533004146472195 -2.8593429572761648e-05 -0.0033519505237088235 leaf_count=18337 39331 179009 26505 3513 12174 578588 33108 internal_value=0 0.00245618 -0.000861585 0.0108804 0.0297949 -0.00148758 -0.013544 internal_count=890565 218340 672225 34024 15687 638201 59613 shrinkage=0.116524 Tree=201 num_leaves=8 num_cat=0 split_feature=22 5 14 24 15 21 19 split_gain=1.69423 5.34807 7.98296 5.09179 4.76885 4.49448 6.30874 threshold=780.25000000000011 95.005302429199233 25.584213991495201 12.500000000000002 0.20446619066590874 1.5000000000000002 581.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 5 4 -4 -3 6 -1 right_child=-2 2 3 -5 -6 -7 -8 leaf_value=-0.0034891705334320075 0.00022981227594108788 -0.020689151632623162 0.00036232502120540347 -0.025265628763273741 -0.066513659755083387 -4.3181495371601851e-05 0.0011623617453333744 leaf_count=11780 291908 116 615 127 42 580014 5963 internal_value=0 -0.000966148 -0.0779945 -0.0345347 -0.28209 -0.000850172 -0.0165279 internal_count=890565 598657 900 742 158 597757 17743 shrinkage=0.116524 Tree=202 num_leaves=8 num_cat=0 split_feature=16 17 16 17 16 17 17 split_gain=1.79009 12.2984 12.3727 10.226 11.7023 8.97287 8.68173 threshold=220.13620687782415 49.736458349295837 225.66430849076747 46.893024763708773 229.85449766661426 47.825608022714512 44.252492383716564 decision_type=2 2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 -6 right_child=1 -3 3 -5 6 -7 -8 leaf_value=-0.00016641799297088111 -0.0035322708632971361 0.0017449543213840155 -0.0017833550701479154 0.0018448652211972396 -5.4048354187906111e-05 -0.00055109214383651886 0.0018124229931913381 leaf_count=452327 21347 57974 44600 44692 190153 38310 41162 internal_value=0 0.0014077 -0.000660735 0.00179982 -0.00047315 -0.0138842 0.00238651 internal_count=890565 438238 380264 320607 275915 59657 231315 shrinkage=0.116524 Tree=203 num_leaves=8 num_cat=0 split_feature=28 19 29 26 10 23 19 split_gain=1.46141 4.38768 6.69007 5.00451 4.64625 4.19893 4.10135 threshold=417.25000000000006 234.25000000000003 1.0053071559643365 0.99555665240759039 0.94383965023917737 0.48890257252326225 524.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 5 -5 -1 -3 right_child=-2 6 -4 4 -6 -7 -8 leaf_value=0.0049405711772806636 -2.1416866016792132e-05 0.0025389321755463663 -0.018526806808904887 0.010314315785367231 -0.015063430219235284 -0.0065705281468844967 -0.0019104493071727801 leaf_count=563 868946 14604 333 696 114 1825 3484 internal_value=0 0.00813969 -0.0241041 -0.0100582 0.0578647 -0.0330974 0.0144341 internal_count=890565 21619 3531 3198 810 2388 18088 shrinkage=0.116524 Tree=204 num_leaves=8 num_cat=0 split_feature=16 23 10 22 23 14 10 split_gain=1.5266 5.77261 6.17575 6.06657 6.616 5.62708 6.23246 threshold=221.27173570252987 1.2663395067800478 0.91858526076432612 842.25000000000011 1.7149068031803181 27.756220778049769 0.64562846272244978 decision_type=2 2 2 2 2 2 2 left_child=1 5 -3 -4 -5 6 -1 right_child=-2 2 3 4 -6 -7 -8 leaf_value=-0.00091399839712927138 0.0001501197065429499 -0.00088425562623992897 -0.0086594810917694151 -0.0052935947947079891 0.0067171666853192728 0.0010717259600423891 0.00012998525139172726 leaf_count=110987 417365 42318 2934 1749 967 55803 258442 internal_value=0 -0.00133539 -0.0117346 -0.0427879 -0.00873041 -0.000162317 -0.00157613 internal_count=890565 473200 47968 5650 2716 425232 369429 shrinkage=0.116524 Tree=205 num_leaves=8 num_cat=0 split_feature=26 17 27 25 5 0 27 split_gain=1.70405 5.50806 6.0656 7.09332 5.64499 5.02715 8.45097 threshold=0.74229918871924794 49.235896288313945 25.500000000000004 440.25000000000006 28.485744476318363 40.500000000000007 49.500000000000007 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 -5 -2 -7 right_child=5 2 3 4 -6 6 -8 leaf_value=0.00094484668847159847 -0.00029848842868900505 -0.00067230210932708986 -0.012894078110218091 0.0011477655891047828 0.006889580729439149 0.00042792274562526283 -0.014575956349654764 leaf_count=93161 487779 88519 439 13846 2794 203516 511 internal_value=0 0.00250396 -0.00244057 0.0148137 0.0181238 -0.000818184 0.0033499 internal_count=890565 198759 105598 17079 16640 691806 204027 shrinkage=0.116524 Tree=206 num_leaves=8 num_cat=0 split_feature=20 27 27 9 28 28 22 split_gain=1.49303 4.10846 6.18879 4.3602 4.13254 2.96818 5.02746 threshold=1.5445302884991381 29.500000000000004 42.500000000000007 0.90397179874651978 490.25000000000006 600.25000000000011 732.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 3 5 4 -2 6 -3 right_child=1 2 -4 -5 -6 -7 -8 leaf_value=-1.5375869505429328e-05 0.014581508098635803 -0.0093844592135494988 0.010196625665137116 0.0023631722167815976 -0.0048564260379628677 -0.0015595353753624773 -0.049338360288434198 leaf_count=871977 161 860 350 14479 1914 779 45 internal_value=0 0.00892535 -0.0334877 0.0141367 -0.0287342 -0.0586349 -0.0975859 internal_count=890565 18588 2034 16554 2075 1684 905 shrinkage=0.116524 Tree=207 num_leaves=8 num_cat=0 split_feature=16 14 11 20 16 32 24 split_gain=1.67676 4.00691 2.98533 4.84341 4.956 4.48122 4.0949 threshold=169.82501689824818 10.301032825679158 0.83457096467849168 0.91259625253225451 128.79339925625425 1.5000000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 -1 5 -4 6 -3 -5 right_child=-2 2 3 4 -6 -7 -8 leaf_value=0.002371807152372959 5.0795652631822896e-05 -0.0014212683462230715 -0.0015469352426424065 -0.00075387618563073908 0.0020330818118922318 0.0021502420058650711 0.017997446647878161 leaf_count=5973 815296 53293 5200 228 4820 5239 516 internal_value=0 -0.00449699 -0.00663908 0.00866657 0.0291733 -0.00945378 0.105138 internal_count=890565 75269 69296 10764 5564 58532 744 shrinkage=0.116524 Tree=208 num_leaves=8 num_cat=0 split_feature=4 8 26 20 27 19 23 split_gain=1.70675 5.52134 5.55119 7.42131 5.16523 5.10981 4.473 threshold=21.766152381896976 489.50000000000006 0.24258801342298955 0.66765303041573876 53.500000000000007 470.25000000000006 0.99715707034785994 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 6 -6 -4 right_child=1 2 4 -5 5 -7 -8 leaf_value=0.00018154059831476725 -0.0034167801096753455 -0.0017042770551406036 -0.00074398608108777557 0.010580080659456547 0.022573834617008251 -0.023794363665383195 9.1690769795275455e-05 leaf_count=414078 6889 1194 115609 1515 38 214 351028 internal_value=0 -0.0012176 -0.000805302 0.0443317 -0.0010672 -0.144196 -0.000989902 internal_count=890565 476487 469598 2709 466889 252 466637 shrinkage=0.116524 Tree=209 num_leaves=8 num_cat=0 split_feature=22 28 22 19 28 19 22 split_gain=1.54963 7.44751 5.43861 8.70195 6.52531 5.04869 9.84767 threshold=2092.2500000000005 26678.750000000004 1478.5000000000002 411.25000000000006 2656.0000000000005 888.25000000000011 3918.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 6 -2 right_child=5 -3 3 4 -6 -7 -8 leaf_value=-3.1238180064789501e-06 -0.0022552583112057179 -0.030542423150818575 0.019806287292266408 0.00081810894788262006 0.0066506388581237018 -0.00033173033811439995 -0.022743557636572098 leaf_count=777130 1663 108 350 29466 2857 78597 394 internal_value=0 0.000469548 0.000504568 0.0131434 0.0114452 -0.00412682 -0.0530328 internal_count=890565 809911 809803 32673 32323 80654 2057 shrinkage=0.116524 Tree=210 num_leaves=8 num_cat=0 split_feature=25 21 27 28 27 28 24 split_gain=1.74176 8.19191 7.74319 6.61348 5.421 7.58661 8.06868 threshold=529.25000000000011 1.5000000000000002 4.5000000000000009 528.25000000000011 8.5000000000000018 382.75000000000006 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 4 3 -3 5 6 -1 right_child=-2 2 -4 -5 -6 -7 -8 leaf_value=0.0095029114318687762 -8.3722398356161868e-05 0.0066413659244483163 0.00035315382779962478 -0.0051973443591250114 0.0036489726757420026 -0.0070961808451786117 -0.0080056415394909874 leaf_count=886 715371 4431 162533 749 1223 4773 599 internal_value=0 0.00279955 0.00424376 0.042305 -0.0295774 -0.0414777 0.0209445 internal_count=890565 175194 167713 5180 7481 6258 1485 shrinkage=0.116524 Tree=211 num_leaves=8 num_cat=0 split_feature=4 4 32 22 19 27 20 split_gain=1.42138 2.5102 4.56791 12.2425 7.06302 6.90061 4.31624 threshold=5.0997178554534921 11.999999046325685 1.5000000000000002 2396.7500000000005 234.25000000000003 1.5000000000000002 0.52164903836003973 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 5 -2 -6 right_child=1 -3 -4 -5 6 -7 -8 leaf_value=-0.0012774808159859751 0.023940409917313485 -1.1642767853190543e-05 -0.0013541837554970333 -0.02462907677918796 0.0018373506903386462 -0.0014015253651140627 0.0057396466293550838 leaf_count=11508 149 848106 7935 234 8780 7001 6852 internal_value=0 0.000222901 0.00906863 0.0162018 0.0185391 -0.00749562 0.0304473 internal_count=890565 879057 30951 23016 22782 7150 15632 shrinkage=0.116524 Tree=212 num_leaves=8 num_cat=0 split_feature=6 24 27 20 16 20 24 split_gain=1.46045 5.17599 8.73068 11.9765 10.3 5.48913 4.44564 threshold=0.51851852056950754 27.500000000000004 50.500000000000007 0.96712351628019699 218.10099901453563 0.85519476494496649 36.500000000000007 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 -3 -7 right_child=-2 5 3 -5 -6 6 -8 leaf_value=-0.00033476088370724532 7.2265816971264538e-05 0.015525297199972506 0.0038348652719170425 0.003548332972251086 -0.064063232702044864 0.002793993564370806 -0.041596121635157926 leaf_count=191612 695539 506 43 141 103 2590 31 internal_value=0 -0.00247631 -0.00313393 -0.177418 -0.378169 0.037881 0.0194721 internal_count=890565 195026 191899 287 146 3127 2621 shrinkage=0.116524 Tree=213 num_leaves=8 num_cat=0 split_feature=21 8 20 6 22 25 0 split_gain=1.62897 7.78057 8.49873 5.63115 9.55756 4.91203 4.44493 threshold=14.500000000000002 626.50000000000011 1.0615440316381666 0.65384615590267348 601.75000000000011 575.25000000000011 43.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=-1 2 6 4 -4 -5 -2 right_child=1 -3 3 5 -6 -7 -8 leaf_value=1.3644209331594002e-05 -0.00073980660382253947 0.0026735560848277335 -0.0044181155044489169 -0.028330902246812641 -0.063392880773659191 0.010002070260419002 -0.010730603582054772 leaf_count=878732 5657 4189 862 357 39 52 677 internal_value=0 -0.0116946 -0.0306771 -0.103997 -0.0598232 -0.201308 -0.0155132 internal_count=890565 11833 7644 1310 901 409 6334 shrinkage=0.116524 Tree=214 num_leaves=8 num_cat=0 split_feature=24 8 29 20 6 6 25 split_gain=1.57585 4.03208 2.82141 3.52203 2.95554 4.25481 3.06375 threshold=32.500000000000007 349.50000000000006 1.0001102535832416 1.099013642860885 0.60606060693995145 0.41342024376954584 457.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -7 right_child=1 2 -4 -5 -6 6 -8 leaf_value=-1.6335219449526231e-05 0.017739487735169784 0.019977337067093405 0.0085214326339458184 -0.034132838706675037 0.0046500310338543132 0.011885675721291868 -0.024616756457306599 leaf_count=889141 237 49 438 47 440 38 175 internal_value=0 0.0331526 0.00937554 -0.0279069 -0.0101635 -0.0942499 -0.155372 internal_count=890565 1424 1187 749 702 262 213 shrinkage=0.116524 Tree=215 num_leaves=8 num_cat=0 split_feature=20 32 18 29 6 24 19 split_gain=1.64733 8.40137 7.28483 6.08022 4.99581 5.86634 7.39555 threshold=0.88674487237801081 1.5000000000000002 1.5000000000000002 0.84915643016201681 0.66666667363555865 25.500000000000004 958.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 -1 -5 -6 -7 right_child=1 2 -4 4 5 6 -8 leaf_value=6.4499077611580974e-05 4.0633743210888715e-05 0.0075163497690538131 0.000403413663841085 -0.0027224554561242876 -0.00013552681531022525 -0.0096516047789856393 -0.065227057603386387 leaf_count=151719 683381 3825 3999 22189 25147 268 37 internal_value=0 0.000721754 0.0333046 -0.00254112 -0.0123964 -0.00283505 -0.140688 internal_count=890565 691205 7824 199360 47641 25452 305 shrinkage=0.116524 Tree=216 num_leaves=8 num_cat=0 split_feature=20 27 6 1 19 17 27 split_gain=1.44464 7.32837 6.91989 7.09427 8.11293 8.18307 7.09161 threshold=1.0315043404084503 31.500000000000004 0.65217382117576239 446.50000000000006 354.25000000000006 44.252492383716564 45.500000000000007 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 -6 right_child=1 2 3 4 6 -7 -8 leaf_value=7.0175632931970667e-05 -3.3398995940813402e-05 -0.00054920782626815374 0.0086115440999864745 -0.071975886968677738 -0.0037789239650487865 -0.011362614045720077 -0.013882367443053472 leaf_count=689196 178565 13387 516 49 7698 79 1075 internal_value=0 -0.00244246 -0.0193235 -0.0400932 -0.0467017 -0.296643 -0.043055 internal_count=890565 201369 22804 9417 8901 128 8773 shrinkage=0.116524 Tree=217 num_leaves=8 num_cat=0 split_feature=17 13 10 15 8 7 10 split_gain=1.41229 4.53555 9.09741 5.21091 5.84537 13.438 6.80051 threshold=109.90968818206106 68.371480317252988 0.82191501659675381 0.82045543583789737 17864.000000000004 -51.340192794799798 0.77452589906559732 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 6 -6 right_child=1 3 -4 -5 5 -7 -8 leaf_value=-5.6912184952003543e-06 0.0047038916545069087 0.011556242103851908 -0.012855685017159925 -0.018542533367686281 0.010851486356238753 0.010592932088938184 -0.056780449484015082 leaf_count=887102 1060 1325 644 106 27 221 80 internal_value=0 0.0201851 -0.0165843 0.0558049 0.0695878 -0.0499323 -0.340826 internal_count=890565 3463 1704 1759 1653 328 107 shrinkage=0.116524 Tree=218 num_leaves=8 num_cat=0 split_feature=27 28 18 27 14 28 19 split_gain=1.48491 5.39505 7.02335 7.03226 6.62222 5.12614 4.86431 threshold=7.5000000000000009 467.75000000000006 1.5000000000000002 4.5000000000000009 9.6844817668121745 2251.7500000000005 473.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 -2 -3 right_child=5 6 3 4 -6 -7 -8 leaf_value=-0.00054569404946153729 4.5279620082080468e-05 -0.0024307367131644144 0.010599540392709897 -0.011729461539494198 0.0037239460851749115 0.0035955356936945284 -0.00027426175159738707 leaf_count=6879 700062 15621 1977 420 3637 5566 156403 internal_value=0 -0.00255442 0.0171592 0.0420603 0.0182291 0.000628917 -0.00403423 internal_count=890565 184937 12913 6034 4057 705628 172024 shrinkage=0.116524 Tree=219 num_leaves=8 num_cat=0 split_feature=16 22 21 8 31 9 16 split_gain=1.43793 3.18304 4.53771 5.71493 3.98696 2.81818 6.94918 threshold=144.76546290117093 5561.5000000000009 2.5000000000000004 6988.0000000000009 1.5000000000000002 0.95026490112697026 101.31112867102071 decision_type=2 2 2 2 2 2 2 left_child=1 5 4 -4 -3 -1 -7 right_child=-2 2 3 -5 -6 6 -8 leaf_value=-0.0031266928596019828 2.3512077975026258e-05 0.010081435646046868 -0.0016535425116358654 -0.042675939152694582 0.00050837573870443154 0.0064457467279374616 -0.0014907184063652132 leaf_count=7984 868268 977 172 63 1494 1767 9840 internal_value=0 -0.00793124 0.0242174 -0.10857 0.0368459 -0.0123717 -0.00242443 internal_count=890565 22297 2706 235 2471 19591 11607 shrinkage=0.116524 Tree=220 num_leaves=8 num_cat=0 split_feature=18 21 25 7 25 16 25 split_gain=1.3643 5.43589 5.45598 5.3831 4.91734 7.5811 5.06898 threshold=3.5000000000000004 11.500000000000002 995.25000000000011 -3.3664604425430293 932.75000000000011 233.14222040002113 659.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -2 6 -6 -5 right_child=3 2 -4 4 5 -7 -8 leaf_value=-1.4892056163676776e-05 0.001482337260028473 0.0018581250822264975 -0.041761508686815191 -0.0018666647013037857 -0.0055683378849964498 -0.041803005992385775 0.0010225263133903442 leaf_count=811982 13271 23388 39 30029 392 98 11366 internal_value=0 0.00030548 0.0153231 -0.00482953 -0.0103904 -0.109979 -0.00921154 internal_count=890565 835409 23427 55156 41885 490 41395 shrinkage=0.116524 Tree=221 num_leaves=8 num_cat=0 split_feature=16 15 22 12 4 11 21 split_gain=1.35306 4.09229 11.1318 20.9246 17.181 30.1104 12.5851 threshold=235.36489842612295 0.26670022293317658 2092.2500000000005 267.98885271170684 23.073191642761234 0.83336442786069664 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 -7 right_child=1 -3 3 -5 5 6 -8 leaf_value=-4.2786874086679068e-05 0.0020547944162144596 0.00056891873868199726 -0.0076186015595526924 -0.0026923192828892284 0.01010477660529709 0.0073617287396234186 -0.077342544670295804 leaf_count=771286 4361 110701 370 3521 97 27 202 internal_value=0 0.00325192 -0.0177899 -0.0544236 -0.21286 -0.380243 -0.578039 internal_count=890565 119279 8578 4217 696 326 229 shrinkage=0.116524 Tree=222 num_leaves=8 num_cat=0 split_feature=4 16 0 8 14 29 29 split_gain=1.3092 7.49019 10.3933 5.91219 5.37909 5.32561 5.60304 threshold=21.766152381896976 194.96944726892858 40.500000000000007 427.50000000000006 22.53594943248515 0.054788320613962112 0.24038303445382442 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -4 -5 -7 right_child=1 2 4 5 -6 6 -8 leaf_value=0.00016160459862989851 -0.001346414415221668 -0.022374999986827047 -0.0057809040634639649 -0.031780885708714027 0.0010386524592223307 0.0078030909378724615 -0.00033584745276982213 leaf_count=414063 59354 165 1591 73 121684 1153 292482 internal_value=0 -0.00104404 0.000451485 -0.0027814 0.00815829 -0.00267509 -0.00260795 internal_count=890565 476502 417148 293873 123275 293708 293635 shrinkage=0.116524 Tree=223 num_leaves=8 num_cat=0 split_feature=0 5 5 29 18 14 29 split_gain=1.49662 1.44418 4.21939 4.37835 9.07269 5.96946 4.72122 threshold=7.5000000000000009 13.01857376098633 17.99769496917725 0.47932161127643808 2.5000000000000004 25.400748771177657 0.70110782713297215 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 -5 right_child=1 2 3 6 5 -7 -8 leaf_value=0.00071986384551635534 -0.0012076745251626915 0.0015613940833430272 -0.00039870470639948204 0.00081685639350260585 -0.0041794369806136076 -0.043036020480014113 -9.664366673896855e-05 leaf_count=36516 14189 22240 45871 86670 9150 54 675875 internal_value=0 -0.000359607 -0.000190586 -0.000560255 -0.00917088 -0.037824 6.165e-05 internal_count=890565 854049 839860 817620 55075 9204 762545 shrinkage=0.116524 Tree=224 num_leaves=8 num_cat=0 split_feature=24 14 19 0 10 19 12 split_gain=1.37567 5.18307 3.65558 5.59085 5.16593 3.57634 3.28875 threshold=26.500000000000004 34.13750384777066 571.25000000000011 43.000000000000007 0.81922992219475443 308.25000000000006 59.574116139070419 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 5 -4 -2 -7 right_child=1 -3 4 -5 -6 6 -8 leaf_value=-1.8778696291046365e-05 0.018198957424068306 -0.040722331816285665 0.00043116702251132726 -0.011536319719190842 0.0072352050229579114 -0.012116048618365795 0.00061259340938781394 leaf_count=876937 151 40 3496 571 2674 288 6408 internal_value=0 0.00996371 0.0110218 -0.00393708 0.0290064 0.00399092 0.000558896 internal_count=890565 13628 13588 7418 6170 6847 6696 shrinkage=0.116524 Tree=225 num_leaves=8 num_cat=0 split_feature=28 17 22 4 28 10 8 split_gain=1.45246 6.79904 6.12126 4.56884 3.92477 3.48805 2.82639 threshold=26678.750000000004 59.110527188621653 2930.7500000000005 226.82746124267581 3975.5000000000005 0.90697000211123602 11780.500000000002 decision_type=2 2 2 2 2 2 2 left_child=3 2 -2 6 -5 -6 -1 right_child=1 -3 -4 4 5 -7 -8 leaf_value=2.561737399293533e-05 -0.027547154532977815 0.013275414329861302 0.0010300661933615627 0.0011257499279693746 -0.031251002119055488 0.014006634404400944 -0.0016939338154303449 leaf_count=871576 104 631 4753 138 161 27 13175 internal_value=0 0.0162753 0.00358861 -4.35164e-05 -0.118406 -0.212413 9.61283e-08 internal_count=890565 5488 4857 885077 326 188 884751 shrinkage=0.116524 Tree=226 num_leaves=8 num_cat=0 split_feature=11 6 6 23 17 24 28 split_gain=1.61153 6.16653 5.72882 11.2197 5.5006 7.63101 5.77671 threshold=0.68144830234652265 0.51562505324655306 0.3333333378753896 3.8301550742064236 61.207586694620979 15.500000000000002 694.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 -2 -6 -7 right_child=4 -3 -4 -5 5 6 -8 leaf_value=0.0018920493900084344 -2.5947399935401381e-06 0.0009118742061423827 -0.0016033345456289521 -0.036205769214531974 -0.0030843564611489887 -0.0020500313560592068 0.0057916475553123009 leaf_count=10670 734639 92450 30868 106 16718 2434 2680 internal_value=0 0.00327429 -0.0068297 0.0130213 -0.000487124 -0.0161294 0.0176737 internal_count=890565 134094 41644 10776 756471 21832 5114 shrinkage=0.116524 Tree=227 num_leaves=8 num_cat=0 split_feature=17 4 17 28 28 22 6 split_gain=1.50372 3.8007 4.26278 4.03527 4.54237 6.13402 3.98163 threshold=33.396743439373488 188.6866149902344 56.957179970309248 3475.5000000000005 41237.000000000007 24317.000000000004 0.42857143151564608 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 5 -5 -6 right_child=1 2 -4 4 6 -7 -8 leaf_value=0.00072661857665713291 -2.1071785769736044e-05 0.0042876173086569616 0.008162650340834748 0.013541316380699112 -0.050782083076494344 -0.020469940645554033 0.001307863554630528 leaf_count=37015 851864 287 260 81 21 648 389 internal_value=0 -0.000274714 -0.047707 -0.0691776 -0.0958803 -0.14324 -0.0116728 internal_count=890565 853550 1686 1426 1139 729 410 shrinkage=0.116524 Tree=228 num_leaves=8 num_cat=0 split_feature=11 8 29 8 16 5 13 split_gain=1.42393 3.46879 4.30737 3.47749 5.6855 3.18599 4.42714 threshold=0.46381378773731724 2398.5000000000005 0.61990003995072762 2049.5000000000005 223.61807021069913 190.26228332519534 239.96304876747988 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 -1 -5 -4 -7 right_child=-2 2 5 4 -6 6 -8 leaf_value=-1.6734860897346415e-05 -1.9951598642032443e-05 -0.01677273208646457 0.005409614118468564 -0.020549220940367242 0.0034584058232827179 -0.0087636811789701015 0.0028636265241408355 leaf_count=3102 880301 147 4032 308 237 585 1853 internal_value=0 0.0116756 0.0253236 -0.0130868 -0.0867563 0.0291693 0.000632014 internal_count=890565 10264 6617 3647 545 6470 2438 shrinkage=0.116524 Tree=229 num_leaves=8 num_cat=0 split_feature=17 19 20 1 20 1 7 split_gain=1.30733 5.20223 4.47354 10.2592 3.76548 3.83182 14.7776 threshold=100.05605008712847 346.25000000000006 1.0166184064071773 765.50000000000011 0.4988912653342184 15374.000000000002 -51.340192794799798 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=-2.326540464467286e-05 0.028097604864902353 -0.0046610315534609701 -0.037445844576243774 -0.00021718548433245324 0.0042601814454552777 -0.035690843771712839 0.0077939739984258958 leaf_count=883571 99 953 130 443 4891 159 319 internal_value=0 0.0135263 0.0102583 -0.0743492 0.0179267 0.0282089 -0.0572468 internal_count=890565 6994 6895 573 6322 5369 478 shrinkage=0.116524 Tree=230 num_leaves=8 num_cat=0 split_feature=27 21 23 18 28 1 28 split_gain=1.33226 3.50104 3.3719 3.23334 3.09239 2.90484 2.38572 threshold=55.500000000000007 17.500000000000004 0.89627785890667167 4.5000000000000009 534.25000000000011 665.50000000000011 479.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 6 5 -2 -3 right_child=1 2 -4 -5 -6 -7 -8 leaf_value=-9.1433939069732867e-06 0.0066080190791610472 0.013904887944862771 -0.0058651261630681406 -0.059999570560126843 -0.01269553394464662 -0.038729198155704407 -0.035941800840896113 leaf_count=889632 473 22 157 38 191 20 32 internal_value=0 -0.0378862 -0.139414 -0.291432 -0.000926418 0.0409252 -0.134169 internal_count=890565 933 249 92 684 493 54 shrinkage=0.116524 Tree=231 num_leaves=8 num_cat=0 split_feature=27 4 22 17 12 18 21 split_gain=1.29067 14.4892 16.3497 10.0447 8.50409 8.68544 8.13118 threshold=22.500000000000004 55.151668548583991 1162.7500000000002 58.02168912307723 91.458892449920668 2.5000000000000004 7.5000000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 6 -5 -6 -2 right_child=1 2 -4 4 5 -7 -8 leaf_value=9.3766803669769144e-05 -0.0014525032134820961 0.0033279209834788312 -0.059443280738073853 -0.0013611901310938775 -0.0012024326842851945 0.0060715647955966214 0.00011946241728705185 leaf_count=678684 69553 107 119 5343 2979 8851 124929 internal_value=0 -0.00202253 -0.25509 -0.00175231 0.0214308 0.036386 -0.00379941 internal_count=890565 211881 226 211655 17173 11830 194482 shrinkage=0.116524 Tree=232 num_leaves=8 num_cat=0 split_feature=22 27 7 5 6 16 12 split_gain=1.47381 4.94282 3.92655 6.11376 4.33008 4.15368 3.20189 threshold=363.25000000000006 1.5000000000000002 -79.187698364257798 19.799494743347172 0.5238095326309381 168.47819293478264 62.57716446627537 decision_type=2 2 2 2 2 2 2 left_child=1 2 4 5 -1 -4 -5 right_child=-2 -3 3 6 -6 -7 -8 leaf_value=0.010226338759318847 3.6299208584419159e-05 -0.0010499482584892025 0.0078460509380405118 0.029640677235273069 -0.031217437876688504 0.038789940891282612 -0.0050477798136841865 leaf_count=78 862193 27737 95 44 61 155 202 internal_value=0 -0.00701346 0.0802205 0.121848 -0.0683224 0.23198 0.00992635 internal_count=890565 28372 635 496 139 250 246 shrinkage=0.116524 Tree=233 num_leaves=8 num_cat=0 split_feature=2 21 28 4 23 27 19 split_gain=1.38944 4.48595 5.40932 5.97791 9.09214 7.97053 6.69652 threshold=26.756668835393629 1.5000000000000002 3255.2500000000005 34.481653213500984 1.5191361649940409 4.5000000000000009 4570.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 6 -5 right_child=1 2 3 4 -6 -7 -8 leaf_value=9.401899116569827e-05 0.00093269265901067594 -0.00031245505862171838 0.003271876281354886 -0.019289438800238555 0.0025017897162091041 -0.0023013258685076316 -0.0069067567430294808 leaf_count=613549 39310 230452 1408 1065 1539 1904 1338 internal_value=0 -0.00189135 -0.00352781 -0.0304154 -0.0445037 -0.0680779 -0.10637 internal_count=890565 277016 237706 7254 5846 4307 2403 shrinkage=0.116524 Tree=234 num_leaves=8 num_cat=0 split_feature=20 32 12 1 7 14 14 split_gain=1.43777 6.27833 5.62263 3.96456 4.46819 4.7026 4.25216 threshold=0.90433997802542787 1.5000000000000002 98.13351365237942 376.50000000000006 -86.60848236083983 19.640051977955093 18.475330146168975 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -5 -6 right_child=1 2 -4 4 6 -7 -8 leaf_value=0.00032088736330267566 4.0430565051806036e-05 -0.005932917829885663 0.0045894715921345084 0.0086867430973811659 -0.0027681864632928322 0.00049609817956260908 -0.00058614763337093586 leaf_count=89180 671395 771 6524 1333 13721 3328 104313 internal_value=0 0.000664008 0.0298425 -0.00232002 -0.00600791 0.0243601 -0.0072071 internal_count=890565 678690 7295 211875 122695 4661 118034 shrinkage=0.116524 Tree=235 num_leaves=8 num_cat=0 split_feature=27 22 4 19 25 4 23 split_gain=1.24347 11.9564 16.0276 10.2116 6.49585 11.555 6.12616 threshold=22.500000000000004 1141.7500000000002 57.003807067871101 184.25000000000003 760.25000000000011 28.53095626831055 0.72548414800837058 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 6 -6 -5 right_child=1 2 -4 4 5 -7 -8 leaf_value=8.7879655538532179e-05 -0.015355119655518551 -0.0078154841217055893 -0.055349972259602497 0.0011468283073189111 0.0024816684500526425 -0.0045143996070609593 -0.00068022252397031545 leaf_count=678586 600 890 108 29761 23776 3705 153139 internal_value=0 -0.00202044 -0.111217 -0.00150391 -0.00113237 0.0132029 -0.00328627 internal_count=890565 211979 998 210981 210381 27481 182900 shrinkage=0.116524 Tree=236 num_leaves=8 num_cat=0 split_feature=27 24 17 25 25 17 27 split_gain=1.64818 5.51625 4.22045 4.12843 8.33016 13.9715 11.2329 threshold=7.5000000000000009 4.5000000000000009 66.852179998336013 2317.2500000000005 1180.2500000000002 62.174266560003439 12.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 6 -6 right_child=1 3 -4 -5 5 -7 -8 leaf_value=-0.00030876457267767199 0.0018521389954305331 9.0256676435572158e-05 0.012451301958485601 0.0034936342462149332 -0.0033521423459236337 -0.013288097528400303 0.0016496135634975898 leaf_count=185243 15898 657329 527 4645 15436 1411 10076 internal_value=0 0.000701956 0.0188134 0.000270135 6.84376e-05 -0.017172 -0.0118146 internal_count=890565 705322 16425 688897 684252 26923 25512 shrinkage=0.116524 Tree=237 num_leaves=8 num_cat=0 split_feature=24 29 26 22 16 22 28 split_gain=1.35494 2.95621 4.65135 2.641 3.85919 3.83473 1.90236 threshold=32.500000000000007 0.78261716434342243 0.9975742794182979 642.75000000000011 217.42956014988712 601.75000000000011 600.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 -6 -4 right_child=1 2 6 -5 5 -7 -8 leaf_value=-1.3486310803521446e-05 0.010915521664867058 -0.026592398276407598 0.0097621740781705883 0.013900767526554534 0.002051898103417969 -0.051425814011440051 -0.01280573586276651 leaf_count=889119 490 157 460 59 203 20 57 internal_value=0 0.03052 -0.00185076 -0.0775469 -0.108109 -0.0235514 0.062425 internal_count=890565 1446 956 439 380 223 517 shrinkage=0.116524 Tree=238 num_leaves=8 num_cat=0 split_feature=16 17 16 17 16 32 17 split_gain=1.43006 8.76773 13.3242 6.28208 14.2581 23.293 10.5091 threshold=222.00827329701872 47.604691073898913 227.45086954266154 43.950888693286963 165.69151268857448 1.5000000000000002 50.094317745752086 decision_type=2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 -6 -5 right_child=1 -3 -4 6 5 -7 -8 leaf_value=-0.00023707575797884942 -0.0023292224560316605 0.0011395204495407974 0.00012753955230482004 -0.0014892647941821861 0.0067389030298118432 -0.002757113329622004 -9.5007695508000222e-06 leaf_count=36088 33647 95042 274604 79833 11661 5016 354674 internal_value=0 0.00138219 -0.00120685 -0.00116355 0.00914011 0.0333214 -0.00241479 internal_count=890565 403293 308251 487272 52765 16677 434507 shrinkage=0.116524 Tree=239 num_leaves=8 num_cat=0 split_feature=4 16 14 27 11 14 23 split_gain=1.29575 6.23827 6.51734 11.3813 4.59679 4.33526 4.28453 threshold=21.766152381896976 194.96944726892858 22.434420279436662 1.5000000000000002 0.86668557383248268 117.17956248332055 0.9357508333738036 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 -2 -6 right_child=1 2 -4 -5 6 -7 -8 leaf_value=0.0001518259570838392 -0.0015412779103642243 -0.056586591670491765 9.3357992507946117e-05 -0.002909002953987703 -0.0039222111419925801 0.0083107175370047588 0.0079643783479566421 leaf_count=414150 56807 54 409095 7906 593 613 1347 internal_value=0 -0.00111541 0.000249769 -0.0280898 -0.010707 -0.0123245 0.0371683 internal_count=890565 476415 417055 7960 59360 57420 1940 shrinkage=0.116524 Tree=240 num_leaves=8 num_cat=0 split_feature=4 25 12 29 5 6 16 split_gain=1.37267 7.8592 5.91877 5.3486 5.80437 4.12313 3.85045 threshold=188.6866149902344 52918.000000000007 872.90411229460653 2.0024508481283618 270.23170471191412 0.39135699083413772 247.14394857637964 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 6 -3 -4 right_child=1 5 3 -5 -6 -7 -8 leaf_value=7.8366999010541892e-06 0.010260441535467464 -0.038869889179517857 -0.036193343502767074 -0.0031986720973624732 -0.0089713139544286228 0.0048167994553356746 0.00079913853271478626 leaf_count=887749 198 30 253 583 387 1320 45 internal_value=0 -0.0220461 -0.072742 -0.0978505 -0.157767 0.0330059 -0.262668 internal_count=890565 2816 1466 1268 685 1350 298 shrinkage=0.116524 Tree=241 num_leaves=8 num_cat=0 split_feature=25 26 28 16 9 7 28 split_gain=1.31989 5.87503 13.439 11.8275 10.4799 5.71855 11.3271 threshold=3148.5000000000005 2.0118064412709704 4241.5000000000009 225.97584505835005 0.90967993820422843 -68.715793609619126 4241.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 6 -2 right_child=1 2 -4 4 -6 -7 -8 leaf_value=3.1997251083468977e-05 -0.0088083213329330553 0.0017822233465881663 0.0039337368254590624 -0.0388338568860662 0.0016594535314515141 0.00025268499921161052 -0.00023513342971887721 leaf_count=839588 3032 249 670 374 113 39786 6753 internal_value=0 -0.004966 -0.06871 -0.16199 -0.252635 -0.00315801 -0.0248158 internal_count=890565 50977 1406 736 487 49571 9785 shrinkage=0.116524 Tree=242 num_leaves=8 num_cat=0 split_feature=33 9 12 20 20 29 20 split_gain=1.30674 4.83704 3.93278 3.0851 2.2584 3.16826 2.19614 threshold=2.5000000000000004 0.91448141818303685 181.27564927611039 2.1340343142038454 0.52164903836003973 0.70709168687455193 0.59424715326908928 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 -2 -4 right_child=1 2 6 -5 -6 -7 -8 leaf_value=2.5397528047292569e-05 0.00058722338513341257 -0.0021456741279447097 -0.00075232879427718149 -0.040180639233303325 0.0034426799608018033 -0.010678925589117696 0.0087045637943645691 leaf_count=860559 5110 19006 621 29 4157 363 720 internal_value=0 -0.0064953 -0.0152238 -0.0189113 0.0119732 -0.0013732 0.0371184 internal_count=890565 30006 20376 19035 9630 5473 1341 shrinkage=0.116524 Tree=243 num_leaves=8 num_cat=0 split_feature=0 25 22 6 21 22 22 split_gain=1.33475 1.89381 1.85462 2.06461 1.82564 1.66309 1.57575 threshold=7.5000000000000009 843.25000000000011 780.25000000000011 0.50588232786090737 10.500000000000002 492.25000000000006 780.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 5 -4 -3 -2 right_child=6 2 4 -5 -6 -7 -8 leaf_value=0.0011175538459362994 -0.00014084194793498447 0.0024061237717390442 -0.00034849457249421179 -0.0026073518746578535 -0.029645571018058869 -0.025182127709428345 0.00019576692786392279 leaf_count=28968 572258 39 6987 337 29 124 281823 internal_value=0 0.00592087 -0.00822346 -0.0670663 -0.00402999 -0.159463 -0.000255487 internal_count=890565 36484 7516 500 7016 163 854081 shrinkage=0.116524 Tree=244 num_leaves=8 num_cat=0 split_feature=27 21 29 7 22 13 22 split_gain=1.24537 3.64774 4.26505 2.87322 2.62739 1.83152 1.84097 threshold=56.500000000000007 16.500000000000004 0.9601555826031738 -4.2303988933563224 480.25000000000006 39.170170393247155 434.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 3 4 -2 -3 -4 -7 right_child=1 2 5 -5 -6 6 -8 leaf_value=2.1815597855995186e-06 -0.024837068551960578 -0.011137757217822059 0.0088309855576316244 0.005725676824744696 -0.046110943363609942 0.0054583856207537232 -0.025569820209064193 leaf_count=889825 47 50 88 375 70 42 68 internal_value=0 -0.0410219 -0.121901 0.0199252 -0.270663 -0.031743 -0.117767 internal_count=890565 740 318 422 120 198 110 shrinkage=0.116524 Tree=245 num_leaves=8 num_cat=0 split_feature=12 26 26 5 11 7 5 split_gain=1.24279 7.92455 11.3548 6.29956 6.19612 9.34594 8.28822 threshold=459.27922061357862 1.0070957950311454 1.7528565466805479 113.01617813110353 0.38257707366163252 -4.3987052440643302 135.02946472167972 decision_type=2 2 2 2 2 2 2 left_child=-1 3 4 -2 -3 6 -6 right_child=1 2 -4 -5 5 -7 -8 leaf_value=2.0188219214341351e-05 -0.04894395607747612 0.010009255531722482 -0.00049987750902581024 0.0012861295696600678 -0.047481351561874524 -0.0048683247924016879 -0.015033680635072936 leaf_count=869456 34 216 6215 11665 118 1726 1135 internal_value=0 -0.00759231 -0.0291963 0.00978466 -0.0776448 -0.0895029 -0.155242 internal_count=890565 21109 9410 11699 3195 2979 1253 shrinkage=0.116524 Tree=246 num_leaves=8 num_cat=0 split_feature=21 27 5 26 10 4 12 split_gain=1.34383 6.69446 8.70819 10.2993 8.69895 8.65762 9.68554 threshold=5.5000000000000009 13.500000000000002 35.00000190734864 0.97627563399007189 0.80024724469662345 33.339742660522468 117.75483399593907 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 6 -4 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=0.00011731170300805059 -0.00079178612717319943 -4.1235558443393498e-05 -0.013143796555279575 -0.0036376341565163921 -0.010596443692233693 0.015894708926134204 -0.064284587700095402 leaf_count=549248 16527 319192 82 4498 850 38 130 internal_value=0 -0.00151987 -0.0183413 -0.0524294 -0.139166 -0.30314 -0.381927 internal_count=890565 341317 22125 5598 1100 250 212 shrinkage=0.116524 Tree=247 num_leaves=8 num_cat=0 split_feature=2 21 22 13 25 1 1 split_gain=1.151 3.80815 3.85979 7.1742 7.76069 6.04594 7.09762 threshold=26.756668835393629 1.5000000000000002 2183.2500000000005 72.332376422946581 1180.2500000000002 4402.0000000000009 6382.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 -4 -7 right_child=1 2 5 -5 -6 6 -8 leaf_value=7.8021195127623956e-05 0.00085286854773489488 -0.00026507514296640123 -0.0034933749626541687 0.0018914187526353685 -0.0032146759201220937 0.005233969450583925 -0.0028025774301787313 leaf_count=613464 39402 187109 12267 19391 12950 2849 3133 internal_value=0 -0.00178602 -0.00329535 -0.00213331 -0.0039134 -0.0172692 0.00879581 internal_count=890565 277101 237699 219450 200059 18249 5982 shrinkage=0.116524 Tree=248 num_leaves=8 num_cat=0 split_feature=17 19 20 5 20 20 15 split_gain=1.50924 4.24631 3.55827 6.05574 3.17461 4.51829 4.42815 threshold=100.05605008712847 346.25000000000006 1.0166184064071773 31.752163887023929 0.57377192097386043 0.86816431877496292 0.62412472860581192 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 6 -6 -3 right_child=1 2 3 -5 5 -7 -8 leaf_value=-2.4978428461093726e-05 0.024952714577750033 -0.012024529469232959 -0.043169294119569004 -0.0034341490787617602 0.011481571828557285 0.0019092630014360022 0.0025779414933794855 leaf_count=883600 105 474 58 510 792 4330 696 internal_value=0 0.0145639 0.0115091 -0.0642923 0.018352 0.0290875 -0.0286458 internal_count=890565 6965 6860 568 6292 5122 1170 shrinkage=0.116524 Tree=249 num_leaves=8 num_cat=0 split_feature=29 17 4 0 22 27 23 split_gain=1.25605 6.25908 5.4778 5.62212 5.6826 5.45802 7.94323 threshold=0.72441594553156119 49.44720619773112 15.00000047683716 26.000000000000004 201.25000000000003 13.500000000000002 0.37611773720682312 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 -2 6 -3 right_child=2 5 -4 -5 -6 -7 -8 leaf_value=0.00093732455151135017 -0.011207584766648839 0.0013792402131003628 -1.6362612134876693e-05 -0.0050637856829228844 0.00045962539921878869 0.00045519013211172863 -0.002079731580712172 leaf_count=97174 611 11863 676846 5933 7839 52759 37540 internal_value=0 0.00229847 -0.000550789 -0.0198621 -0.00329548 -0.00316656 -0.01072 internal_count=890565 199336 691229 14383 8450 102162 49403 shrinkage=0.116524 Tree=250 num_leaves=8 num_cat=0 split_feature=8 14 4 11 8 17 15 split_gain=1.32372 5.90536 8.09068 5.91124 4.60154 6.14154 5.87792 threshold=836.50000000000011 15.659329055407435 17.999998092651371 0.86843077760921161 1040.5000000000002 49.020405937497166 0.38095836054176085 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 -4 -7 right_child=1 2 4 -5 -6 6 -8 leaf_value=-9.3056467228365275e-05 -0.017496882115019527 0.0080336689116844197 -1.5728039931778345e-05 0.012475240312922714 -0.00015815894739197136 -0.0062541027690204767 0.0020077114132636786 leaf_count=597932 458 1794 55552 111 187899 1200 45619 internal_value=0 0.00179704 0.00199532 -0.0999788 0.00158154 0.00697571 0.0154127 internal_count=890565 292633 292064 569 290270 102371 46819 shrinkage=0.116524 Tree=251 num_leaves=8 num_cat=0 split_feature=18 21 1 27 4 20 20 split_gain=1.29028 1.27629 6.4215 6.6578 8.56628 7.52754 6.87186 threshold=6.5000000000000009 14.500000000000002 569.50000000000011 35.500000000000007 19.886776924133304 0.72781969853247219 1.0495694722460525 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 5 -5 -3 -6 right_child=-2 2 -4 4 6 -7 -8 leaf_value=1.1113109365409683e-05 0.0064320712342231792 0.010293012339760372 0.0018949785766898613 -0.0003896104371728747 -0.0063621259732229265 -0.017675936668898377 -0.030624595959171663 leaf_count=878349 423 158 5120 5012 520 755 228 internal_value=0 -4.33751e-05 -0.0103773 -0.0308173 -0.0182417 -0.110155 -0.118067 internal_count=890565 890142 11793 6673 5760 913 748 shrinkage=0.116524 Tree=252 num_leaves=8 num_cat=0 split_feature=21 17 14 21 29 14 29 split_gain=1.29782 6.07883 4.98871 4.86895 6.71479 4.79963 5.63372 threshold=7.5000000000000009 48.275790573940036 7.4447589576066182 6.5000000000000009 1.348782716049383 23.380494122233241 2.5400241203922191 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 -1 -5 6 -6 right_child=1 2 -4 4 5 -7 -8 leaf_value=3.7658421855420365e-05 -0.00047080041511331629 -0.010234310768837226 0.00097671834215934611 -0.00054236573977648524 -0.0092432659309105887 -0.0028063289374466792 -0.062064673530194944 leaf_count=642538 78459 542 95059 64772 1315 7852 28 internal_value=0 0.00248298 0.00783664 -0.000561277 -0.00824441 -0.0335324 -0.0887758 internal_count=890565 174060 95601 716505 73967 9195 1343 shrinkage=0.116524 Tree=253 num_leaves=8 num_cat=0 split_feature=25 21 9 22 18 17 5 split_gain=1.30899 5.7637 4.5164 3.9437 6.6919 7.03412 6.89185 threshold=529.25000000000011 1.5000000000000002 0.98137311967860497 523.25000000000011 3.5000000000000004 46.973891290057615 24.961508750915531 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -2 -7 right_child=3 -3 -4 -5 -6 6 -8 leaf_value=-0.0016751568250155345 0.0012340115719357465 0.00041627035144086903 -0.0096396266633974673 -1.1146615452107457e-06 -0.0058195228768363151 -0.0038777081748453809 -0.00041886377402545008 leaf_count=6330 17249 167774 1141 660308 3692 12166 21905 internal_value=0 0.0023622 -0.0248148 -0.000687297 -0.00882209 -0.00586385 -0.014194 internal_count=890565 175245 7471 715320 55012 51320 34071 shrinkage=0.116524 Tree=254 num_leaves=8 num_cat=0 split_feature=20 32 21 17 16 5 0 split_gain=1.16432 5.50917 4.09383 3.46561 17.9106 7.42456 5.94254 threshold=0.92601883540099161 1.5000000000000002 6.5000000000000009 52.941496340745239 202.84624765478426 22.000093460083011 51.000000000000007 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 6 -5 -6 -2 right_child=1 2 -4 4 5 -7 -8 leaf_value=-0.00023542913036426037 -3.0747480424876031e-05 0.0046976085078366458 -0.0030876338817918412 -0.00083836955039039574 -0.0041336456687300314 0.0017700084154423851 -0.0019416897153248934 leaf_count=228755 463845 5541 1099 75621 2989 89514 23201 internal_value=0 0.000596648 0.0292562 0.00030619 0.00422075 0.0135529 -0.00104508 internal_count=890565 661810 6640 655170 168124 92503 487046 shrinkage=0.116524 Tree=255 num_leaves=8 num_cat=0 split_feature=29 17 0 16 17 20 18 split_gain=1.14697 5.90451 5.97893 7.2601 6.53485 5.8285 6.54868 threshold=0.85312916868717559 51.877955849006547 35.000000000000007 161.54795446524179 39.208557464898362 0.31426548729199127 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -5 -7 right_child=-2 -3 -4 5 -6 6 -8 leaf_value=0.00077076138065446456 -8.7301038156360934e-05 -0.00045681122382281955 -0.00044547844537412426 -0.00093653571673721673 -0.0036827040049438472 0.0024232408294760058 0.00033570028735020459 leaf_count=10781 601816 114077 50668 12469 7647 62908 30199 internal_value=0 0.00167526 0.00532968 0.00906949 -0.00924509 0.0122663 0.0149853 internal_count=890565 288749 174672 124004 18428 105576 93107 shrinkage=0.116524 Tree=256 num_leaves=8 num_cat=0 split_feature=17 10 20 12 20 20 22 split_gain=1.21237 4.35153 3.51687 5.13195 2.83568 3.81068 4.33568 threshold=109.90968818206106 0.42005731965590082 1.040298044803879 165.41473657263637 0.61182822562735961 0.91787880390704901 900.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=-1.2710891292120325e-06 -0.020740921931532649 -0.0037129373594276898 -0.020186768976381948 0.017398348790462165 0.016672360568617019 -0.0082265167128251007 0.0059832020954011765 leaf_count=887075 109 538 187 67 362 345 1882 internal_value=0 0.018664 0.0250041 -0.0881584 0.0341961 0.0479235 0.0324557 internal_count=890565 3490 3381 254 3127 2589 2227 shrinkage=0.116524 Tree=257 num_leaves=8 num_cat=0 split_feature=27 24 28 22 27 20 11 split_gain=1.21872 4.69167 4.26551 6.25405 5.18778 9.6913 7.6439 threshold=7.5000000000000009 4.5000000000000009 467.75000000000006 738.25000000000011 2.5000000000000004 1.204336382503626 0.7251894591448621 decision_type=2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 6 -4 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=0.0017918964818533379 0.0020262177118748276 3.6053303542022587e-05 -0.013562794437589376 5.5439509023116621e-06 -0.0011921525518485553 -0.035413793366994489 -0.0016535390686718055 leaf_count=12882 16468 688930 956 128175 39892 142 3120 internal_value=0 0.000708137 -0.00217447 -0.00348689 -0.0137574 -0.0471086 -0.0381618 internal_count=890565 705398 185167 172285 44110 4218 4076 shrinkage=0.116524 Tree=258 num_leaves=8 num_cat=0 split_feature=25 24 21 21 14 19 27 split_gain=1.32589 4.67479 7.40785 3.72015 8.8895 16.9434 16.2772 threshold=3148.5000000000005 7.5000000000000009 3.5000000000000004 1.5000000000000002 38.064141173941458 3934.5000000000005 5.5000000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 -5 6 -6 right_child=1 2 -4 4 5 -7 -8 leaf_value=3.1468312207599926e-05 5.0116027433707411e-05 -0.081560330019695704 -0.0014469367919904179 0.002339239805014502 -0.019703442117645336 -0.0012399972937433244 0.00033024011692956015 leaf_count=839641 37643 25 42 4031 1557 6774 852 internal_value=0 -0.00498501 -0.268957 -0.00463724 -0.0190727 -0.0362571 -0.108287 internal_count=890565 50924 67 50857 13214 9183 2409 shrinkage=0.116524 Tree=259 num_leaves=8 num_cat=0 split_feature=4 15 7 17 26 1 28 split_gain=1.19824 5.29737 3.75271 4.68735 4.48983 3.05789 3.91329 threshold=188.6866149902344 0.35970158026809612 -49.881801605224602 40.361121778706298 1.4680734651105642 43507.500000000007 13176.500000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 6 -5 right_child=1 2 3 4 -6 -7 -8 leaf_value=1.5101847666855394e-05 -0.033591889270201424 0.0052046838668354063 -0.00020306485217904581 -0.00052877982360899909 0.0023816259748487166 -0.010015678542490908 -0.037903378171992949 leaf_count=887747 72 790 1288 50 200 259 159 internal_value=0 -0.0205237 -0.0135031 -0.0369968 -0.104972 -0.158566 -0.24855 internal_count=890565 2818 2746 1956 668 468 209 shrinkage=0.116524 Tree=260 num_leaves=8 num_cat=0 split_feature=12 26 26 22 15 27 14 split_gain=1.09917 6.53839 14.1191 8.96588 13.4913 6.99084 7.46764 threshold=494.51323932934639 1.1693384239487352 1.7528565466805479 6951.5000000000009 0.47231959814383023 7.5000000000000009 75.805867112215779 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 6 -4 right_child=1 2 5 -5 -6 -7 -8 leaf_value=1.8997614767122613e-05 -0.0032133008058702387 -0.012838453950595317 -0.01650746680307353 0.0012982095735106728 -0.061135818655316372 0.0066508799210835924 -0.0011753591934613901 leaf_count=872340 182 1733 498 11195 78 1317 3222 internal_value=0 -0.0076837 -0.0323217 0.00687754 -0.176702 -0.00553474 -0.0277014 internal_count=890565 18225 6770 11455 260 5037 3720 shrinkage=0.116524 Tree=261 num_leaves=8 num_cat=0 split_feature=29 17 16 21 21 23 29 split_gain=1.19857 4.63179 6.54439 6.76072 4.54944 4.43443 5.87045 threshold=0.73024289071790416 49.44720619773112 231.71615137078408 2.5000000000000004 13.500000000000002 0.80364834636644311 4.9665655721107553 decision_type=2 2 2 2 2 2 2 left_child=1 4 -3 -4 -1 6 -2 right_child=5 2 3 -5 -6 -7 -8 leaf_value=0.00090142319789483132 -0.0012596000044093967 -0.00027560865564319435 0.013287450766532252 -0.052141021814463472 -0.0061401996405941557 -3.9452276539207995e-06 0.01467420007462371 leaf_count=96989 48478 104282 32 65 1262 639141 316 internal_value=0 0.00203183 -0.00260674 -0.262232 0.00695972 -0.000735362 -0.0099242 internal_count=890565 202630 104379 97 98251 687935 48794 shrinkage=0.116524 Tree=262 num_leaves=8 num_cat=0 split_feature=27 24 21 22 13 18 6 split_gain=1.20001 3.96515 3.61432 4.10319 6.86836 11.2545 12.2793 threshold=14.500000000000002 3.5000000000000004 2.5000000000000004 1435.2500000000002 109.2663049336205 2.5000000000000004 0.22314595702632664 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 6 -6 right_child=1 2 3 -5 5 -7 -8 leaf_value=0.00012471163661951758 0.036089652663216384 -0.0027564341315129007 -0.00012242200211093376 0.0031849778296091399 -0.042095223512249862 0.025110703900012216 -0.0074793157748800198 leaf_count=440513 41 7105 436732 5081 168 115 810 internal_value=0 -0.00125148 -0.00127981 -0.000920866 -0.00124876 -0.0804211 -0.115217 internal_count=890565 450052 450011 442906 437825 1093 978 shrinkage=0.116524 Tree=263 num_leaves=8 num_cat=0 split_feature=26 27 11 8 16 5 7 split_gain=1.18068 2.65061 4.70533 2.80756 1.97431 2.3998 1.57612 threshold=6.9843235096437821 4.5000000000000009 0.54788690476190494 32663.500000000004 221.63113686969308 216.48116302490237 -73.287143707275376 decision_type=2 2 2 2 2 2 2 left_child=-1 2 4 -4 -2 -6 -3 right_child=1 6 3 -5 5 -7 -8 leaf_value=-8.0202276255977575e-06 0.02125116103737518 0.0089275309165024446 -0.01579681207090396 -0.060618637249877524 -0.033441310046795777 0.0065359349309124827 0.0020361776500043343 leaf_count=887443 68 565 138 22 28 75 2226 internal_value=0 0.0194122 -0.0651979 -0.188457 0.0501323 -0.037174 0.0294466 internal_count=890565 3122 331 160 171 103 2791 shrinkage=0.116524 Tree=264 num_leaves=8 num_cat=0 split_feature=24 6 21 12 4 21 4 split_gain=1.20824 4.79084 5.4991 6.37872 5.33056 4.15554 4.38894 threshold=26.500000000000004 0.79661008320689619 12.500000000000002 110.88782463805519 26.279564857482914 16.500000000000004 13.643819808959963 decision_type=2 2 2 2 2 2 2 left_child=-1 5 4 -4 -3 -2 -7 right_child=1 2 3 -5 -6 6 -8 leaf_value=-2.4129736902352861e-05 0.0031963531062667084 -0.023741509248893622 0.00035921834823349902 -0.028026560402583795 0.011037179303845438 0.0079020102922448491 -0.0050114700850107793 leaf_count=876942 9027 296 1882 114 75 447 1782 internal_value=0 0.0092834 -0.0316108 -0.0108305 -0.14341 0.017883 -0.0207839 internal_count=890565 13623 2367 1996 371 11256 2229 shrinkage=0.116524 Tree=265 num_leaves=8 num_cat=0 split_feature=13 17 25 27 16 16 31 split_gain=1.12648 1.48317 2.09749 4.58072 2.74335 6.6361 4.15389 threshold=9.5774265746141065 28.923554881632985 2317.2500000000005 1.5000000000000002 187.6408782564769 173.56197403198811 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -7 right_child=1 -3 -4 4 -6 6 -8 leaf_value=-0.0018933476524275222 -0.015856374483731367 -1.9400257697324804e-05 0.00021051751886886309 0.0041362008506969925 0.00091458364312218383 0.02981262586934693 0.0020848598709321225 leaf_count=4293 161 873590 8563 1758 1847 249 104 internal_value=0 -1.06247e-05 0.0107261 0.0292688 0.0359947 0.0606206 0.185743 internal_count=890565 886272 12682 4119 3958 2111 353 shrinkage=0.116524 Tree=266 num_leaves=8 num_cat=0 split_feature=33 30 8 24 19 25 5 split_gain=1.13306 4.72235 5.73865 4.42433 7.44062 4.52279 4.25658 threshold=2.5000000000000004 2.5000000000000004 461.50000000000006 9.5000000000000018 2536.5000000000005 815.25000000000011 116.35303878784181 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 6 -6 -5 right_child=-2 2 3 4 5 -7 -8 leaf_value=-1.9846652444630023e-05 -0.00068992529629772483 0.0063273722445688473 0.0019335763833710866 -0.00031018488774573507 -0.0057099666073137699 -0.0371493313605765 -0.051609034340875506 leaf_count=823142 30019 2868 21442 12823 130 119 22 internal_value=0 0.000329038 0.0113183 0.00774891 -0.00673495 -0.177948 -0.00341599 internal_count=890565 860546 37404 34536 13094 249 12845 shrinkage=0.116524 Tree=267 num_leaves=8 num_cat=0 split_feature=12 5 4 29 29 29 22 split_gain=1.18199 10.6689 9.97536 9.73022 9.50851 4.77172 4.40031 threshold=615.01828996322979 169.34100341796878 50.103569030761726 0.883861829480033 2.24037452216773 0.94088036774855321 8726.5000000000018 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 -2 -6 right_child=1 2 -4 -5 6 -7 -8 leaf_value=1.3482114821461635e-05 -0.048351656208444317 0.015147332717009661 6.8430280183445489e-05 -0.032107745012763582 -0.0013323794458916234 0.0031228364027454099 -0.04773215062142229 leaf_count=878398 28 78 11438 245 34 193 151 internal_value=0 -0.00980864 -0.00430679 -0.177614 -0.169186 -0.0291683 -0.33645 internal_count=890565 12167 11761 323 406 221 185 shrinkage=0.116524 Tree=268 num_leaves=8 num_cat=0 split_feature=17 16 17 7 12 16 25 split_gain=1.15522 11.3623 9.08694 23.6895 15.6259 13.6665 12.808 threshold=50.094317745752086 214.6860914411356 56.409192092816191 -18.434947013854977 160.63961030678931 222.90805885179847 641.25000000000011 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 -7 right_child=1 2 3 4 -6 6 -8 leaf_value=-0.00011526549487988321 -0.00026958699375047947 0.0014370904830620485 0.0018677723800357745 -0.0091244560537782852 0.0023331553770603039 -0.00265201309108077 -0.037019627332061669 leaf_count=506841 265807 106657 7333 2074 1114 203 536 internal_value=0 0.00131076 0.00948068 -0.0175369 -0.0802155 -0.119912 -0.23668 internal_count=890565 383724 117917 11260 3927 2813 739 shrinkage=0.116524 Tree=269 num_leaves=8 num_cat=0 split_feature=17 19 5 5 6 21 27 split_gain=1.30587 3.15254 2.79008 8.30368 5.53555 4.59995 3.76149 threshold=100.05605008712847 346.25000000000006 216.48116302490237 250.67237854003909 0.59459459676808568 1.5000000000000002 17.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 5 4 -4 -3 -7 right_child=1 2 3 -5 -6 6 -8 leaf_value=-4.9162677340050592e-06 0.021929900169826978 0.0088579944034598047 -0.040808022480938198 0.0050799039772836943 0.0073508152746687141 -0.0016754059267371031 0.0048569525838032335 leaf_count=883579 102 1075 123 264 44 3580 1798 internal_value=0 0.0136839 0.0110981 -0.0668006 -0.241319 0.016301 0.00436411 internal_count=890565 6986 6884 431 167 6453 5378 shrinkage=0.116524 Tree=270 num_leaves=8 num_cat=0 split_feature=29 20 13 20 29 30 13 split_gain=1.13488 5.61882 4.43923 5.67584 6.1859 5.08873 8.31873 threshold=0.85312916868717559 2.1340343142038454 27.632254893851307 0.50948938286851242 0.13523594444881512 1.0000000180025095e-35 43.709710535240383 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 6 -4 right_child=-2 -3 3 4 -6 -7 -8 leaf_value=-0.00025554979761769443 -8.219565223649197e-05 -0.031691029342920542 -0.0035464222056941033 -0.0068582376007801258 0.00095282820751603178 -0.00029176503696925766 -0.021702293078329129 leaf_count=142619 601593 75 2876 1391 133186 8436 389 internal_value=0 0.00170578 0.00177683 0.00564746 0.00748422 -0.0154777 -0.0489989 internal_count=890565 288972 288897 146278 134577 11701 3265 shrinkage=0.116524 Tree=271 num_leaves=8 num_cat=0 split_feature=20 27 27 29 14 1 16 split_gain=1.18503 3.20663 5.48839 3.8644 3.58067 7.58488 6.46436 threshold=1.5445302884991381 30.500000000000004 42.500000000000007 3.9919799683745718 23.380494122233241 730.50000000000011 230.91793162994796 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -7 right_child=1 2 -4 -5 -6 6 -8 leaf_value=-1.8715813416083621e-05 0.0014083153776910397 0.00015623875985372904 0.0093469612941113195 -0.057989212854019305 -0.00265372062812107 -0.046183769845313222 0.001839646971638608 leaf_count=871931 16911 195 342 20 978 135 53 internal_value=0 0.00789878 -0.0331985 -0.0612849 -0.0548724 -0.136836 -0.280159 internal_count=890565 18634 1723 1381 1361 383 188 shrinkage=0.116524 Tree=272 num_leaves=8 num_cat=0 split_feature=15 13 25 16 29 15 18 split_gain=1.11257 2.40153 2.02998 2.50498 1.71997 1.53054 3.38532 threshold=0.95704832608797485 31.647486162521435 348.25000000000006 196.05540344941844 0.78729306641990793 0.89739367352710764 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=5 2 3 4 -2 -1 -7 right_child=1 -3 -4 -5 -6 6 -8 leaf_value=1.3601702331396236e-05 -0.020341904878615338 0.0042069746550093164 -0.00012769058445981951 0.023960957495915078 0.016225584205236433 -0.0015447157279801398 0.00050662869493588636 leaf_count=835202 40 2664 7655 105 31 26064 18804 internal_value=0 0.0101684 0.00134547 0.107528 -0.0375529 -0.00018893 -0.00587865 internal_count=890565 10495 7831 176 71 880070 44868 shrinkage=0.116524 Tree=273 num_leaves=8 num_cat=0 split_feature=26 11 26 15 15 7 16 split_gain=1.14236 4.3573 6.82459 8.96189 6.13297 5.08263 6.0138 threshold=0.74229918871924794 0.86585976220122574 0.55533534137332718 0.76012913882503763 0.74364595199446282 -1.6846843361854551 224.48285249757853 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 6 -5 right_child=-2 4 3 5 -6 -7 -8 leaf_value=-0.00013743162515328743 -5.4724836610658727e-05 -0.0017117210567036104 0.00245288883294215 -0.0041554110689453186 0.0010278552869611127 0.00084437369330964498 0.0041715766304605134 leaf_count=83326 691667 30274 43043 6761 17514 16554 1426 internal_value=0 0.00224974 0.00488187 0.0123329 -0.00607328 -0.00283334 -0.0232143 internal_count=890565 198898 151110 67784 47788 24741 8187 shrinkage=0.116524 Tree=274 num_leaves=8 num_cat=0 split_feature=20 26 12 23 26 27 15 split_gain=1.20403 4.46865 4.56152 4.52002 5.86008 4.67629 8.59758 threshold=1.0661917388785278 0.22570178270164262 82.544678887547576 0.78914308644467546 1.1520168271949747 31.500000000000004 0.72955553898357228 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -5 -7 right_child=1 2 3 5 -6 6 -8 leaf_value=7.0752905749339533e-05 -0.026525233488580015 0.0020330009419350721 -0.0059809215505938042 -0.00013643652085376659 -0.052449954449284991 -0.00079771404250875643 -0.0069993634807526605 leaf_count=720502 88 11013 1215 139755 38 14085 3869 internal_value=0 -0.00235101 -0.00223438 -0.00359792 -0.063422 -0.00312261 -0.018315 internal_count=890565 170063 169975 158962 1253 157709 17954 shrinkage=0.116524 Tree=275 num_leaves=8 num_cat=0 split_feature=23 32 15 28 28 24 29 split_gain=1.1311 4.47686 11.4129 10.7172 9.76904 10.3391 9.76296 threshold=0.36185630443014016 1.5000000000000002 0.38095836054176085 878.25000000000011 1419.5000000000002 4.5000000000000009 1.2735939942560079 decision_type=2 2 2 2 2 2 2 left_child=1 2 6 -4 5 -5 -1 right_child=-2 -3 3 4 -6 -7 -8 leaf_value=-0.0036584229834842634 -3.4260697132723436e-05 -0.00052368134824158771 0.0043553504840593152 0.0023779241062932186 0.0028867641228696147 -0.013306301723945632 -0.076713135035406985 leaf_count=3834 840303 26091 15091 932 2817 1472 25 internal_value=0 0.00458965 0.014395 0.0238664 -0.0151858 -0.0620105 -0.0354578 internal_count=890565 50262 24171 20312 5221 2404 3859 shrinkage=0.116524 Tree=276 num_leaves=8 num_cat=0 split_feature=6 22 19 6 23 15 7 split_gain=1.26116 4.60109 9.34501 13.0762 9.23438 10.4235 9.55324 threshold=0.3333333378753896 2183.2500000000005 2649.5000000000005 0.26997601267337118 0.8618306762394542 0.23843538058793359 -2.2906099557876582 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 -7 right_child=-2 2 -4 -5 5 6 -8 leaf_value=0.0013104844279138628 -4.4693283612342596e-05 -0.0040883359857824524 0.00018482917536026482 0.0020231293389479802 -0.01635304741201811 0.0080479411548805488 -0.06146087252962696 leaf_count=33294 843927 566 10968 1028 605 33 144 internal_value=0 0.00495834 -0.0107309 -0.0675883 -0.132373 -0.202787 -0.416236 internal_count=890565 46638 13344 2376 1348 782 177 shrinkage=0.116524 Tree=277 num_leaves=8 num_cat=0 split_feature=16 17 16 16 1 22 28 split_gain=1.20481 7.21025 14.8628 6.45327 18.0649 16.0984 11.8206 threshold=223.26027118940752 46.729853440375727 228.57925115390191 232.66561486094659 4402.0000000000009 3110.7500000000005 2656.0000000000005 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 -3 5 -5 -7 right_child=1 3 -4 4 -6 6 -8 leaf_value=-0.00011353878394111376 -0.0026688411043648448 0.0011350985229900471 0.00014143264760675756 -0.0092943754993334866 0.0091166149089626693 -0.0043757616442709167 -0.078384716608496691 leaf_count=511598 28477 99553 248830 1227 751 45 84 internal_value=0 0.00137811 -0.0012629 0.00858221 -0.0461836 -0.115093 -0.451131 internal_count=890565 378967 277307 101660 2107 1356 129 shrinkage=0.116524 Tree=278 num_leaves=8 num_cat=0 split_feature=24 0 27 0 15 23 25 split_gain=1.22869 3.51657 2.70443 4.0396 2.88267 2.56 2.17127 threshold=32.500000000000007 29.500000000000004 52.500000000000007 26.000000000000004 0.41931208890853344 0.6375433594144656 484.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=2 -2 -1 -4 -5 -3 -6 right_child=1 5 3 4 6 -7 -8 leaf_value=-8.2746854387442879e-07 0.0068319945904073481 0.019118759342779342 9.4421857990445018e-05 0.024297848861199702 -0.050764285487647109 -0.0099649193264741663 -0.012604859049096266 leaf_count=887638 1060 47 880 28 21 327 564 internal_value=0 0.0292166 -7.86278e-05 -0.0426035 -0.104927 -0.054152 -0.119929 internal_count=890565 1434 889131 1493 613 374 585 shrinkage=0.116524 Tree=279 num_leaves=8 num_cat=0 split_feature=6 15 1 9 9 21 17 split_gain=1.0599 3.7954 8.36432 7.87459 5.96758 3.78319 4.35448 threshold=0.3333333378753896 0.39308856124319475 1521.5000000000002 0.92683542123009544 0.96774791362777701 8.5000000000000018 69.251676952104233 decision_type=2 2 2 2 2 2 2 left_child=-1 2 4 -4 5 6 -2 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=0.0005345193681631972 -0.0043486082155108291 1.4574533293997637e-05 -0.0018545094914255752 0.0034779601165616544 0.0011374389505000805 0.00079078565166866219 -0.017695749205469145 leaf_count=46689 12421 810180 7562 7479 3931 1962 341 internal_value=0 -0.000307424 -0.0107064 0.00683989 -0.0248535 -0.0340949 -0.04038 internal_count=890565 843876 33696 15041 18655 14724 12762 shrinkage=0.116524 Tree=280 num_leaves=8 num_cat=0 split_feature=21 12 4 10 9 29 20 split_gain=1.20165 6.00345 5.87751 5.30988 5.0157 5.19223 4.853 threshold=9.5000000000000018 66.059397513309008 30.000034332275394 0.54321715780846891 0.93325351530219891 0.42356650372069965 1.2097930640787786 decision_type=2 2 2 2 2 2 2 left_child=-1 6 3 -3 -5 -6 -2 right_child=1 2 -4 4 5 -7 -8 leaf_value=-4.6893462832228475e-05 -0.0034712768527782835 0.0034339843753540692 -0.0069203980273731206 0.0054232279753852067 -0.024158976675197195 0.00030613070844573724 0.025968014872284031 leaf_count=806197 6039 9304 1354 2661 118 64815 77 internal_value=0 0.0035641 0.00592239 0.0070724 0.00398946 0.00224564 -0.0266094 internal_count=890565 84368 78252 76898 67594 64933 6116 shrinkage=0.116524 Tree=281 num_leaves=8 num_cat=0 split_feature=24 27 20 18 13 14 13 split_gain=1.20808 6.77001 12.7369 14.0976 5.79412 3.92133 8.58841 threshold=26.500000000000004 48.500000000000007 0.9968797933048652 2.5000000000000004 32.865703137665605 22.735613883233153 34.881265641443356 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 -4 -7 right_child=-2 2 5 4 -6 6 -8 leaf_value=-8.4155216091829855e-06 0.0010875150352489657 0.016648029217680327 0.0099862474193533387 -0.0091086888783021274 -0.052107145793142663 -0.048750706383651379 0.0036293500221752984 leaf_count=876134 13624 71 282 55 188 59 152 internal_value=0 -0.000156547 -0.0917065 -0.249124 -0.363658 0.00855564 -0.0945486 internal_count=890565 876941 807 314 243 493 211 shrinkage=0.116524 Tree=282 num_leaves=8 num_cat=0 split_feature=8 12 14 27 13 7 14 split_gain=1.063 5.76135 4.95277 4.57678 10.4017 9.61095 15.4453 threshold=890.50000000000011 124.10102807365162 15.659329055407435 2.5000000000000004 31.544985710364447 -88.558841705322251 17.006052555049489 decision_type=2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 6 -6 right_child=1 2 -4 -5 5 -7 -8 leaf_value=0.00080421746632122185 0.0012986792201996281 -0.01155138298778193 -5.4039200336362519e-05 -4.7012662628057557e-05 -0.0016899073683437837 -0.0041730991217199687 -0.033762196190555649 leaf_count=5688 51273 510 203977 624526 398 3775 418 internal_value=0 0.00166676 -0.000709845 -0.000747935 -0.0216775 -0.0570855 -0.155496 internal_count=890565 255760 204487 634805 10279 4591 816 shrinkage=0.116524 Tree=283 num_leaves=8 num_cat=0 split_feature=17 16 23 17 11 19 16 split_gain=1.05916 8.28455 10.133 11.0608 12.2603 5.72484 7.57459 threshold=54.590527125295736 202.84624765478426 0.84203052553153535 59.95329799095547 0.71498685469273715 4570.5000000000009 213.48702231802059 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -5 6 -6 right_child=1 2 -4 4 5 -7 -8 leaf_value=-6.4290730383493509e-05 -0.00045756849177981847 8.7180541508747635e-05 0.0019419470753703494 0.00027928827867623171 -0.0098185289218550142 0.022876896880020575 -0.026650047077368726 leaf_count=720406 95778 14624 56668 1438 1039 54 558 internal_value=0 0.0022222 0.0101401 -0.0107366 -0.0651081 -0.123904 -0.134732 internal_count=890565 170159 74381 17713 3089 1651 1597 shrinkage=0.116524 Tree=284 num_leaves=8 num_cat=0 split_feature=27 4 16 29 4 0 17 split_gain=1.28194 4.42103 9.37844 7.35343 9.22114 5.16789 4.22451 threshold=14.500000000000002 35.00041580200196 224.14051885780552 1.7199605147582029 60.416866302490241 49.500000000000007 69.251676952104233 decision_type=2 2 2 2 2 2 2 left_child=-1 6 3 5 -5 -3 -2 right_child=1 2 -4 4 -6 -7 -8 leaf_value=0.00014309410039903167 -0.00014894150265538255 0.0068534388874185066 0.00055584348721761509 -0.012715434253659036 0.012544194038635834 -0.0089793089203797447 0.0019477737208541451 leaf_count=440493 427828 701 5042 2363 214 466 13458 internal_value=0 -0.00117168 -0.0233835 -0.0612979 -0.0911211 0.00455865 -0.000729441 internal_count=890565 450072 8786 3744 2577 1167 441286 shrinkage=0.116524 Tree=285 num_leaves=8 num_cat=0 split_feature=17 10 20 14 20 5 4 split_gain=1.22408 3.36941 3.19777 4.8128 2.45165 3.06927 2.28298 threshold=109.90968818206106 0.42005731965590082 1.040298044803879 31.010254651032128 0.61182822562735961 27.46026706695557 85.022918701171889 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 -4 -3 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=2.8426766814206132e-06 -0.017785173484320575 -0.0031907273971510117 -0.019689444978167363 0.015670482714986143 0.024614146285060954 0.006140189208643186 -0.0033475814883911453 leaf_count=887079 111 549 184 73 108 2047 414 internal_value=0 0.0188 0.0244382 -0.0827774 0.0332754 0.0462381 0.0389972 internal_count=890565 3486 3375 257 3118 2569 2461 shrinkage=0.116524 Tree=286 num_leaves=8 num_cat=0 split_feature=18 2 20 32 18 17 20 split_gain=1.0533 1.00497 3.27836 8.31593 3.18865 4.00602 4.06773 threshold=6.5000000000000009 23.207221860767735 0.52164903836003973 1.5000000000000002 1.5000000000000002 46.635460614232109 0.74943959400027094 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 -7 right_child=-2 2 3 4 -6 6 -8 leaf_value=9.9711324580518504e-05 0.0058240199182309433 -0.0022975478834049456 -0.00023357675943492948 0.0059129642326206005 0.00032516384256070941 -0.0027704583650925013 0.004342256154237 leaf_count=574802 423 9443 290382 5449 5641 1959 2466 internal_value=0 6.87089e-05 -0.00136584 -0.000799335 0.0217574 0.0325932 0.0102414 internal_count=890565 890142 315340 305897 15515 9874 4425 shrinkage=0.116524 Tree=287 num_leaves=8 num_cat=0 split_feature=22 27 18 27 5 20 29 split_gain=1.1185 4.35768 4.24848 4.48025 4.0156 4.37781 4.87149 threshold=363.25000000000006 1.5000000000000002 1.5000000000000002 3.5000000000000004 16.999626159667972 0.42405493292092 0.60527588723501768 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 -5 -6 -7 right_child=-2 2 3 4 5 6 -8 leaf_value=0.0087497593246700523 2.4098755757706923e-05 -0.0029325915475481214 0.010108819001787471 -0.0046304807243455455 -0.013302852348151152 0.0036308917173024477 -0.00078585462470055333 leaf_count=645 862135 9531 588 2429 307 5206 9724 internal_value=0 -0.0061681 -0.00805442 0.000880731 -0.00197746 0.00404217 0.0064728 internal_count=890565 28430 27785 18254 17666 15237 14930 shrinkage=0.116524 Tree=288 num_leaves=8 num_cat=0 split_feature=20 27 29 6 21 21 29 split_gain=1.1643 4.95558 7.98613 7.91359 5.92221 5.69481 7.57295 threshold=1.040298044803879 31.500000000000004 0.76765040868283541 0.65217382117576239 13.500000000000002 8.5000000000000018 0.31793669165831701 decision_type=2 2 2 2 2 2 2 left_child=-1 5 4 -4 -3 -2 -7 right_child=1 2 3 -5 -6 6 -8 leaf_value=7.0553344130573362e-05 -0.00027624651406466146 0.017176409440336101 -0.00045483252787046903 -0.0050557032593948536 -0.0077231414592722142 -0.035567645151534759 0.0020374081442399443 leaf_count=697753 152539 493 12619 8492 176 73 18420 internal_value=0 -0.0021707 -0.0163773 -0.0197861 0.0911901 -0.000361564 0.0162109 internal_count=890565 192812 21780 21111 669 171032 18493 shrinkage=0.116524 Tree=289 num_leaves=8 num_cat=0 split_feature=4 14 27 16 28 6 16 split_gain=1.21416 4.77697 6.11997 5.51949 4.11607 6.62446 3.86865 threshold=21.828206062316898 22.786185895119971 1.5000000000000002 206.29992721979625 3255.2500000000005 0.4754180768100234 194.96944726892858 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -4 -3 right_child=1 6 4 -5 -6 -7 -8 leaf_value=0.00014594157017232026 -0.01088882201665352 -0.00099633558507213277 -0.0088620898265732231 -0.064138780864747016 0.011258358602363808 -0.0012893370520204849 7.0974000321400907e-05 leaf_count=415769 82 52060 1728 39 324 16989 403574 internal_value=0 -0.00108794 -0.0165551 -0.24074 -0.0151305 -0.0170649 -0.000437463 internal_count=890565 474796 19162 121 19041 18717 455634 shrinkage=0.116524 Tree=290 num_leaves=8 num_cat=0 split_feature=22 13 26 28 13 16 26 split_gain=1.31277 3.13588 3.10205 2.87115 3.97795 3.66449 10.4165 threshold=363.25000000000006 57.448989801857174 0.25928649237472773 802.25000000000011 18.759271633729171 208.31260179153097 0.32311799841335914 decision_type=2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -5 -7 right_child=-2 2 -4 5 -6 6 -8 leaf_value=-0.0038210766944270134 1.7767902620208266e-05 0.046371512901822294 0.0073103060937126712 -0.0023616168434218107 2.7314993650470013e-05 -0.034303820415048029 0.0021683923299238763 leaf_count=4366 862182 32 201 1212 22145 200 227 internal_value=0 -0.00675942 0.108775 -0.00771571 -0.00520461 -0.0483331 -0.127996 internal_count=890565 28383 233 28150 26511 1639 427 shrinkage=0.116524 Tree=291 num_leaves=8 num_cat=0 split_feature=4 25 25 27 16 6 6 split_gain=1.2059 5.03138 5.17079 6.0864 3.17723 3.53777 2.85836 threshold=188.6866149902344 52918.000000000007 33440.000000000007 1.5000000000000002 229.69479758662138 0.7058823560523626 0.39135699083413772 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -4 -3 right_child=1 6 4 -5 -6 -7 -8 leaf_value=-1.3047472981010212e-06 -0.041227517359402707 -0.033381540981758336 0.000782890167667413 0.0030718159260515552 -0.0091053977336923702 -0.034541747555546669 0.0036069199998854731 leaf_count=887744 45 29 51 656 583 157 1300 internal_value=0 -0.0207194 -0.0605778 0.00195723 -0.115998 -0.222103 0.0240276 internal_count=890565 2821 1492 701 791 208 1329 shrinkage=0.116524 Tree=292 num_leaves=8 num_cat=0 split_feature=20 29 17 9 18 8 8 split_gain=1.34278 3.96677 8.64979 2.93882 2.62084 2.75552 2.17702 threshold=1.4572441523404247 1.0001102535832416 69.251676952104233 0.91448141818303685 4.5000000000000009 593.50000000000011 5149.5000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 6 -6 -3 right_child=1 4 -4 -5 5 -7 -8 leaf_value=-3.4709920092962611e-05 -0.013432630289362974 0.0016919063963038898 -0.032377597662703969 -0.00072815173881879771 -0.04777540054122572 -0.0054550429668722301 -0.0063629193799512275 leaf_count=863398 267 22532 129 3338 22 414 465 internal_value=0 0.00684229 -0.0234285 -0.014324 0.0116659 -0.0651407 0.0131221 internal_count=890565 27167 3734 3605 23433 436 22997 shrinkage=0.116524 Tree=293 num_leaves=8 num_cat=0 split_feature=25 11 5 24 10 13 24 split_gain=1.06163 3.56876 3.90783 8.72464 4.87902 4.71188 4.3228 threshold=529.25000000000011 0.79548993256087086 27.775517463684086 12.500000000000002 0.40282936684338566 24.769566648166428 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 -1 5 6 -5 -3 -4 right_child=-2 2 3 4 -6 -7 -8 leaf_value=-0.00043848652748898254 -6.4793209085395591e-05 -1.450197375526571e-05 -0.014607525381697382 -0.015480720676868998 0.001818626486824155 0.0019592372048222854 -0.0015581866494102398 leaf_count=63927 715424 26847 350 224 18806 42296 22691 internal_value=0 0.00219086 0.00561323 -0.00198602 0.0138598 0.0102371 -0.0150733 internal_count=890565 175141 111214 42071 19030 69143 23041 shrinkage=0.116524 Tree=294 num_leaves=8 num_cat=0 split_feature=29 4 20 32 17 16 16 split_gain=1.0836 4.87785 4.31263 4.79221 5.14506 10.8829 10.1179 threshold=0.72441594553156119 15.00000047683716 0.80360540901623079 1.5000000000000002 49.805923819118775 216.29437124239482 224.82275930354942 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 6 -6 -4 right_child=1 2 3 -5 5 -7 -8 leaf_value=0.00024605569050032571 -0.0021831160999984376 -0.0012162302011245111 -0.0014617449236407813 0.0026465557226880089 -0.00010187039128534363 0.0014942043173037619 4.8346960790015148e-05 leaf_count=199221 14419 38419 76474 9543 183879 84736 283874 internal_value=0 -0.000535371 -0.000147699 0.000471444 0.00013399 0.00344666 -0.00233538 internal_count=890565 691344 676925 638506 628963 268615 360348 shrinkage=0.116524 Tree=295 num_leaves=8 num_cat=0 split_feature=21 14 23 26 14 7 10 split_gain=1.05234 3.90611 4.98673 9.41717 3.82955 6.67092 3.18172 threshold=5.5000000000000009 38.064141173941458 1.0290936934428514 1.0187628873955954 41.189443827884936 -88.306980133056626 0.42794226410356967 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 -5 -6 right_child=1 2 3 4 6 -7 -8 leaf_value=0.00010111377027229155 -0.00012854657007819822 0.024510775831373632 -0.055231703687832201 -0.06809016232959722 0.013328716078860979 -0.0091738745131055063 -0.0033560179439166456 leaf_count=548975 339511 74 52 27 185 778 963 internal_value=0 -0.00136779 -0.0445813 -0.0539902 -0.0428073 -0.0956878 -0.0057265 internal_count=890565 341590 2079 2005 1953 805 1148 shrinkage=0.116524 Tree=296 num_leaves=8 num_cat=0 split_feature=16 9 8 7 20 7 0 split_gain=1.08143 6.09772 6.10344 5.31234 4.07467 3.2502 3.15757 threshold=101.31112867102071 0.94740971762662662 7974.0000000000009 -45.058826446533196 0.73351524266158419 -51.84277153015136 22.000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 -6 right_child=-2 4 3 -5 6 -7 -8 leaf_value=-0.0048657804513236296 -8.2528931816069397e-06 0.010154950946810952 -0.01975867184670254 0.01796268679186382 0.016056743410664334 -0.0067587759527993323 0.0053011452523835526 leaf_count=2012 885911 228 61 300 596 477 980 internal_value=0 0.0152127 -0.0202755 0.0994533 0.0521323 -0.0110604 0.0804006 internal_count=890565 4654 2373 361 2281 705 1576 shrinkage=0.116524 Tree=297 num_leaves=8 num_cat=0 split_feature=5 11 14 29 5 23 20 split_gain=1.13019 7.66516 4.74762 5.54023 6.29277 5.06508 6.38058 threshold=50.000854492187507 0.81940250069864518 25.766843003977026 2.3702539159509133 228.87041473388675 0.99506172504985702 0.99845056599714999 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 6 -4 right_child=1 -3 5 4 -6 -7 -8 leaf_value=6.4436355823032461e-05 -0.002248404647119832 0.00087902271220617221 -6.7100773231744764e-05 -0.015211212131445608 0.022874260016905595 -0.0001607015683047981 -0.0056000525723504816 leaf_count=745337 14854 49909 5684 740 64 68341 5636 internal_value=0 -0.00249636 -0.00775332 -0.0236719 -0.104524 -0.00462441 -0.0242168 internal_count=890565 145228 95319 15658 804 79661 11320 shrinkage=0.116524 Tree=298 num_leaves=8 num_cat=0 split_feature=11 6 21 27 9 22 15 split_gain=1.15656 3.79309 4.62677 7.7986 4.74436 4.67368 4.61967 threshold=0.68144830234652265 0.51351352123597949 6.5000000000000009 29.500000000000004 0.96880937454500837 508.75000000000006 0.65885001374714036 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 5 6 -4 -3 right_child=-2 2 3 -5 -6 -7 -8 leaf_value=-0.00061910700190352652 -5.7421332832983211e-05 0.0015278784175042643 -0.0093549049294611233 0.0029521080225303883 0.003448185406857554 -0.001907801372840526 -0.000440182812095579 leaf_count=41069 756369 40472 1297 4545 10101 9715 26997 internal_value=0 0.00269273 0.00622331 -0.00951599 0.00937989 -0.0239 0.00635387 internal_count=890565 134196 93127 15557 77570 11012 67469 shrinkage=0.116524 Tree=299 num_leaves=8 num_cat=0 split_feature=6 4 6 4 1 22 22 split_gain=1.32967 4.02719 3.34507 4.651 10.4746 4.6863 11.3984 threshold=0.3333333378753896 144.01905822753909 0.26997601267337118 52.274436950683601 10495.000000000002 2183.2500000000005 3918.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -7 right_child=-2 -3 -4 -5 -6 6 -8 leaf_value=0.00070291227308004543 -3.4353645809911619e-05 -0.021269546458092006 0.001758691249528927 0.0067755187882279329 -0.021489557628589031 -0.0076606073736863777 0.0019388113306619426 leaf_count=17500 843916 114 20769 1226 321 3399 3320 internal_value=0 0.00518965 0.00564953 -0.00196244 -0.00496545 -0.00258693 -0.0250363 internal_count=890565 46649 46535 25766 24540 24219 6719 shrinkage=0.116524 Tree=300 num_leaves=8 num_cat=0 split_feature=11 8 8 4 10 6 21 split_gain=1.31386 2.57309 2.84501 2.56775 2.98969 5.4061 3.77264 threshold=0.46381378773731724 2398.5000000000005 2049.5000000000005 38.717479705810554 0.93483766794004863 0.48936171805610362 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 6 -6 right_child=-2 3 -4 4 5 -7 -8 leaf_value=0.00020433410977137911 -1.4582961949997003e-05 0.0067678984474489395 -0.0088653465332658426 0.0037151879267485663 0.0016925779114225264 -0.035150746113701718 -0.010851048554639578 leaf_count=3114 880299 1589 553 3007 1524 65 414 internal_value=0 0.0112535 -0.00998431 0.0230552 0.011946 -0.0179849 -0.00847052 internal_count=890565 10266 3667 6599 5010 2003 1938 shrinkage=0.116524 Tree=301 num_leaves=8 num_cat=0 split_feature=4 26 13 7 23 26 7 split_gain=1.01306 4.02414 4.02727 5.3035 4.98478 8.74737 3.8215 threshold=21.828206062316898 0.22570178270164262 31.036705420386131 -79.187698364257798 0.6047458431779541 0.56472842010367374 -9.7081828117370588 decision_type=2 2 2 2 2 2 2 left_child=6 -2 -3 4 -4 -6 -1 right_child=1 2 3 -5 5 -7 -8 leaf_value=0.00074463392625705562 0.0046041376625981043 -0.0010154305472346358 0.005081570761538679 0.00012295858584687925 -0.017916897935511183 -0.0014367799664258575 -7.0121319617815113e-05 leaf_count=104336 2441 61892 1562 374226 443 34046 311619 internal_value=0 -0.000985658 -0.00119502 -6.07039e-05 -0.0116445 -0.0141469 0.0011521 internal_count=890565 474610 472169 410277 36051 34489 415955 shrinkage=0.116524 Tree=302 num_leaves=8 num_cat=0 split_feature=12 8 13 16 10 28 11 split_gain=0.950972 7.45733 6.02408 6.63725 6.13901 4.72627 4.41991 threshold=615.01828996322979 22770.500000000004 207.70251868794949 236.28185737126515 0.71660455197177197 6856.5000000000009 0.93414776280629952 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -5 -4 right_child=1 -3 6 5 -6 -7 -8 leaf_value=1.4557530847834794e-05 0.0070951229320351658 0.00073384868564151421 -0.0029197224626107111 -0.053271172829624562 -0.020388104663968318 -0.008410989249083508 -0.050304966768049894 leaf_count=878429 183 8856 2649 95 278 48 27 internal_value=0 -0.0087881 -0.0495201 -0.139726 -0.0813417 -0.327942 -0.0291598 internal_count=890565 12136 3280 604 461 143 2676 shrinkage=0.116524 Tree=303 num_leaves=8 num_cat=0 split_feature=4 24 17 4 15 17 28 split_gain=1.04841 5.1584 6.15938 15.7987 6.34969 5.24365 5.89995 threshold=96.223777770996108 1.5000000000000002 76.056278394610885 113.99999237060548 0.38696569650267348 62.174266560003439 6117.0000000000009 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 6 -3 right_child=1 5 3 -5 -6 -7 -8 leaf_value=1.3306627991959378e-05 0.0015604326389765625 -0.0016784121666787511 0.011244645114935836 0.0044171221268260244 -0.055728321691463883 0.0049090162643956655 -0.0092087223629630718 leaf_count=874845 8487 3632 23 243 117 906 2312 internal_value=0 -0.00812542 0.00779354 -0.116253 -0.383831 -0.0287387 -0.0395405 internal_count=890565 15720 8870 383 140 6850 5944 shrinkage=0.116524 Tree=304 num_leaves=8 num_cat=0 split_feature=0 13 14 16 31 26 2 split_gain=1.10334 6.4657 5.16596 7.08628 7.21675 12.7445 8.80651 threshold=40.500000000000007 30.636657825972716 19.862748516386521 197.16354181406538 1.5000000000000002 1.381847275165484 49.431677018633543 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 -5 -6 -7 right_child=1 2 3 4 5 6 -8 leaf_value=-7.7848014593907616e-05 -0.00078788748655168829 -0.0014701756393897267 -0.00063693695505969024 0.0014652697712720069 0.0012307514258055447 -0.0076011403043038227 0.0023490080814977791 leaf_count=632306 65924 15787 39870 118022 12138 4917 1601 internal_value=0 0.0017849 0.00471426 0.00626402 0.0096858 -0.00859073 -0.0442578 internal_count=890565 258259 192335 176548 136678 18656 6518 shrinkage=0.116524 Tree=305 num_leaves=8 num_cat=0 split_feature=0 5 26 8 18 20 8 split_gain=1.0514 5.63173 5.76968 9.24918 4.625 6.49536 4.42868 threshold=46.500000000000007 28.284272193908695 1.9521637332086648 3423.5000000000005 2.5000000000000004 0.61182822562735961 1587.5000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 4 6 5 -3 -4 right_child=1 2 3 -5 -6 -7 -8 leaf_value=-6.0673703233501372e-05 -0.00090971910401664417 0.004298801004391885 -0.00066876445269750976 0.0029626142177167658 0.0019902477877127879 8.9915944431003816e-05 -0.0078609929957991608 leaf_count=728680 41145 5347 1792 2840 35206 72246 3309 internal_value=0 0.00229668 0.00573978 -0.0203137 0.00757394 0.00326073 -0.0457788 internal_count=890565 161885 120740 7941 112799 77593 5101 shrinkage=0.116524 Tree=306 num_leaves=8 num_cat=0 split_feature=25 13 26 18 24 8 18 split_gain=1.0795 2.9239 5.62966 4.39148 6.78515 4.38204 4.1272 threshold=521.25000000000011 23.940718783146092 0.68946258686340778 2.5000000000000004 12.500000000000002 367.50000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=1 5 3 -3 6 -1 -5 right_child=-2 2 -4 4 -6 -7 -8 leaf_value=-0.00030159762000952437 -6.3885731224981663e-05 0.0060286881689755071 0.0003442684156408657 -0.0054581609615293796 0.0047879380382444877 -0.0051866238313390007 -0.03102737888849107 leaf_count=31181 729558 4313 120507 800 1400 2710 96 internal_value=0 0.00231257 0.00451296 0.03293 -0.00239981 -0.00594053 -0.0703521 internal_count=890565 161007 127116 6609 2296 33891 896 shrinkage=0.116524 Tree=307 num_leaves=8 num_cat=0 split_feature=29 4 24 24 27 22 29 split_gain=1.09407 3.67455 5.6356 12.3707 8.12705 6.75885 7.54864 threshold=0.72441594553156119 15.00000047683716 21.500000000000004 12.500000000000002 36.500000000000007 561.75000000000011 0.92408808943721599 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -4 -6 -7 right_child=1 -3 4 -5 5 6 -8 leaf_value=0.0002420703836390591 -0.0029055781611627401 -2.8674839546161642e-05 -0.019721193817494195 0.0060089423860750389 -0.0010488026122004966 -0.033418500650323965 -0.00021641929064284644 leaf_count=199109 8680 677007 516 2794 2085 201 173 internal_value=0 -0.000582862 -0.0163625 -0.00630624 -0.0551476 -0.0312052 -0.154992 internal_count=890565 691456 14449 11474 2975 2459 374 shrinkage=0.116524 Tree=308 num_leaves=8 num_cat=0 split_feature=25 28 11 11 19 25 13 split_gain=1.08418 4.15507 5.51007 5.78383 7.56838 17.8184 14.8915 threshold=3403.5000000000005 4241.5000000000009 0.53758641878680902 0.80954508913793932 4570.5000000000009 4960.0000000000009 145.75084863829991 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 6 -4 right_child=1 -3 3 -5 -6 -7 -8 leaf_value=3.3400011193937371e-05 0.0027400036586365264 0.00020504512229370164 -0.0041113221773069943 0.00022806843337526699 -0.001993257772521555 -0.030668956607541733 -0.045215360568122975 leaf_count=842474 2625 32773 2809 4506 4799 454 125 internal_value=0 -0.0045951 -0.0181912 -0.0268162 -0.0426527 -0.0788389 -0.0503116 internal_count=890565 48091 15318 12693 8187 3388 2934 shrinkage=0.116524 Tree=309 num_leaves=8 num_cat=0 split_feature=4 10 11 1 27 27 16 split_gain=1.1133 2.74423 2.84813 4.45029 8.761 5.29162 5.19525 threshold=188.6866149902344 0.93195314213971847 0.52483876159720566 43507.500000000007 2.5000000000000004 2.5000000000000004 241.69788043168526 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 6 -5 -4 right_child=1 -3 3 5 -6 -7 -8 leaf_value=2.2836444715458655e-05 0.006110149031708232 -0.024137514303888972 -0.032759335812635751 0.0037240904668763668 0.00094964485061606188 -0.01561792016235899 -0.0044900636640079657 leaf_count=887744 516 76 255 1164 445 230 135 internal_value=0 -0.0197012 -0.0145115 -0.0300096 -0.087743 0.00457242 -0.197159 internal_count=890565 2821 2745 2229 835 1394 390 shrinkage=0.116524 Tree=310 num_leaves=8 num_cat=0 split_feature=29 11 17 17 18 15 25 split_gain=1.05346 5.47787 5.5696 5.0318 5.06357 6.38352 10.0747 threshold=0.85312916868717559 0.86585976220122574 50.377194148811206 52.941496340745239 2.5000000000000004 0.89417662089016658 2702.2500000000005 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -2 5 -5 -7 right_child=3 -3 -4 4 -6 6 -8 leaf_value=0.0011177337913534017 -0.00026913079270142161 -0.00069065586385895982 -6.4397749874769132e-05 0.00019079483722759979 0.0013228643082442584 -0.0030534860320817858 -0.030895778283628179 leaf_count=101221 452519 71385 116286 82624 61407 4940 183 internal_value=0 0.00167386 0.00416849 -0.000649378 0.00438774 -0.000486463 -0.03474 internal_count=890565 288892 217507 601673 149154 87747 5123 shrinkage=0.116524 Tree=311 num_leaves=8 num_cat=0 split_feature=33 9 12 20 31 14 14 split_gain=1.03549 3.40326 2.96252 2.73108 2.71463 2.37547 1.97685 threshold=2.5000000000000004 0.92046570367597391 168.05382386916241 1.8880177767076978 2.5000000000000004 20.142488026577642 20.2105755729865 decision_type=2 2 2 2 2 2 2 left_child=-1 4 3 5 -2 -3 -6 right_child=1 2 -4 -5 6 -7 -8 leaf_value=1.9629158939758982e-05 0.0029533913823196097 -0.00099351778547583018 0.0034190966361514808 -0.0349871797429551 0.00044989791211902006 -0.0038359096712574179 -0.0047934825769626096 leaf_count=860548 5078 12104 1486 34 4074 5957 1284 internal_value=0 -0.00580651 -0.01358 -0.0171048 0.00877875 -0.0165718 -0.00692246 internal_count=890565 30017 19581 18095 10436 18061 5358 shrinkage=0.116524 Tree=312 num_leaves=8 num_cat=0 split_feature=13 5 5 18 1 26 26 split_gain=1.11898 7.05084 6.58898 7.91297 5.14685 5.70089 5.1228 threshold=72.332376422946581 60.000272750854499 79.218952178955092 2.5000000000000004 5181.5000000000009 1.0187628873955954 0.48819782027433772 decision_type=2 2 2 2 2 2 2 left_child=1 -1 4 6 -2 -6 -4 right_child=2 -3 3 -5 5 -7 -8 leaf_value=1.860339136692227e-06 0.0020919827146452163 -0.0028057798918557837 0.0060688801234674199 0.0097682937435226644 -0.068007851936071118 0.0032464151154265207 -0.00051106478490475836 leaf_count=783572 24847 12336 1646 1065 30 31 67038 internal_value=0 -0.000357488 0.00327945 -0.00170634 0.017241 -0.272876 -0.00303265 internal_count=890565 795908 94657 69749 24908 61 68684 shrinkage=0.116524 Tree=313 num_leaves=8 num_cat=0 split_feature=27 29 17 5 12 17 27 split_gain=1.12045 3.67059 4.31416 4.24363 4.23574 9.04648 7.72487 threshold=14.500000000000002 0.71851155910915432 56.68507874898507 34.00000190734864 90.929455198397804 60.518841692678301 29.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 -4 -7 right_child=1 2 4 -5 -6 6 -8 leaf_value=0.00013136740016451144 0.00043175191013641802 -0.00042846828203690863 0.00095744487354903877 0.0056426162425888418 0.001483758126780233 -0.010578771592709138 0.0060449457044364184 leaf_count=440669 81156 326655 6132 2179 31315 1990 469 internal_value=0 -0.00111607 -0.00247799 0.00487455 0.00733724 -0.0123326 -0.0635762 internal_count=890565 449896 366561 83335 39906 8591 2459 shrinkage=0.116524 Tree=314 num_leaves=8 num_cat=0 split_feature=16 22 24 10 10 20 12 split_gain=1.30878 4.54729 9.17562 6.51157 5.61285 4.0306 4.40187 threshold=227.45086954266154 561.75000000000011 1.5000000000000002 0.78477195343857853 0.93483766794004863 1.1893306009068751 85.855339059327392 decision_type=2 2 2 2 2 2 2 left_child=5 2 3 -2 -5 -1 -7 right_child=1 -3 -4 4 -6 6 -8 leaf_value=3.5041294720063995e-07 0.0043656331371563824 -1.819542563754357e-05 0.0012412451985179989 -0.055280252325059689 0.0092201013672374033 0.0019042526894474463 -0.0014005574391669343 leaf_count=543002 64 236312 55064 90 23 6147 49863 internal_value=0 0.00175329 0.00992155 -0.217397 -0.361743 -0.000830097 -0.00890682 internal_count=890565 291553 55241 177 113 599012 56010 shrinkage=0.116524 Tree=315 num_leaves=8 num_cat=0 split_feature=1 8 21 17 10 17 10 split_gain=1.06725 3.72396 4.5106 6.27394 6.68446 6.98203 6.17798 threshold=849.50000000000011 1012.5000000000001 1.5000000000000002 52.866694688433775 0.45488353617595251 64.94158040932443 0.97342057699655637 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 -3 5 -5 -6 right_child=1 2 -4 4 6 -7 -8 leaf_value=-7.7943783878229046e-05 0.00099870632610392037 0.00030726533251233178 -0.00038149362552265868 0.0013407703996155911 0.0048547523110424786 -0.040151171376728675 -0.010433847599573711 leaf_count=630789 61046 45185 144598 131 8346 95 375 internal_value=0 0.00173947 -0.00035899 0.00742746 0.0316211 -0.138173 0.0360212 internal_count=890565 259776 198730 54132 8947 226 8721 shrinkage=0.116524 Tree=316 num_leaves=8 num_cat=0 split_feature=30 10 22 21 27 1 7 split_gain=1.00572 3.55254 2.73674 3.66918 5.22411 5.93212 6.7735 threshold=2.5000000000000004 0.94690415979672438 593.25000000000011 5.5000000000000009 12.500000000000002 587.50000000000011 -41.18592453002929 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -7 right_child=1 -3 -4 4 -6 6 -8 leaf_value=-5.3471001465415697e-05 0.0027574605110714991 0.0027741390875673936 -0.00040207110274426112 -0.0059961894614576411 0.0002222996857305744 -0.067014539455008321 -0.0049895150475291082 leaf_count=823211 10248 7678 41929 444 6959 51 45 internal_value=0 0.00356026 0.000955236 0.0113643 -0.00544462 -0.100195 -0.3256 internal_count=890565 67354 59676 17747 7499 540 96 shrinkage=0.116524 Tree=317 num_leaves=8 num_cat=0 split_feature=20 30 15 16 31 26 13 split_gain=1.23891 4.07425 6.56434 5.55678 4.76397 4.95919 3.42836 threshold=0.92601883540099161 2.5000000000000004 0.83021280812729692 214.90778148422703 2.5000000000000004 2.0985518671554622 37.047221323880549 decision_type=2 2 2 2 2 2 2 left_child=6 4 3 -3 -2 -6 -1 right_child=1 2 -4 -5 5 -7 -8 leaf_value=-2.7619559688107639e-05 3.4966490274758099e-05 0.0037212244694002344 -0.0054351868899357326 0.00054811864874179444 -0.0016489385139359222 -0.010845438956517845 -0.0012011075974264957 leaf_count=187461 623109 11749 1852 20689 3428 1037 41240 internal_value=0 0.000646801 0.011261 0.014567 6.6851e-05 -0.0324811 -0.00205302 internal_count=890565 661864 34290 32438 627574 4465 228701 shrinkage=0.116524 Tree=318 num_leaves=8 num_cat=0 split_feature=16 24 12 21 19 27 24 split_gain=1.05701 3.42303 5.4136 5.98298 8.16971 5.87259 7.29591 threshold=227.30018276819214 20.500000000000004 113.27564927611037 12.500000000000002 361.25000000000006 46.500000000000007 26.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 5 -5 -3 -7 right_child=1 2 -4 4 -6 6 -8 leaf_value=-9.6101714265043846e-05 0.00028746776167924454 -0.0035686955741331197 0.0022801384622112204 -0.0297744113669168 0.00074213441008689194 -0.036297378391284545 0.0017914433116415199 leaf_count=595734 272445 9585 4750 121 7648 166 116 internal_value=0 0.00149031 -0.0103966 -0.0184671 0.00229006 -0.0348108 -0.177042 internal_count=890565 294831 22386 17636 7769 9867 282 shrinkage=0.116524 Tree=319 num_leaves=8 num_cat=0 split_feature=0 17 16 17 26 16 19 split_gain=1.15996 5.41178 8.18513 6.16615 5.95034 5.92349 5.57935 threshold=46.500000000000007 53.768224761056779 213.48702231802059 50.229746816938452 1.8211663862325829 222.36520218806263 338.25000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 2 4 5 -2 -4 -5 right_child=1 -3 3 6 -6 -7 -8 leaf_value=-5.6342208107805006e-05 -0.0011584097896524268 0.0010653008902258439 -0.0033106946728151975 -0.028489565052742707 -0.0078770287244371798 0.00060620472842051602 0.0025428391102758504 leaf_count=728608 42258 69502 6802 79 1869 22863 18584 internal_value=0 0.00247522 -0.0025367 0.00645415 -0.0123835 -0.0025052 0.0206951 internal_count=890565 161957 92455 48328 44127 29665 18663 shrinkage=0.116524 Tree=320 num_leaves=8 num_cat=0 split_feature=4 7 7 5 27 12 27 split_gain=1.13343 2.64087 3.89988 3.26212 5.93431 3.60663 4.09081 threshold=188.6866149902344 -69.398483276367173 -62.085069656372063 270.23170471191412 1.5000000000000002 872.90411229460653 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=1.853199077555218e-05 0.0047653192166433418 -0.036979829577611721 -0.038674259980922804 -0.00050686605265998046 0.011043152410704611 -0.02936877507109736 -0.0040071851696374047 leaf_count=887753 569 48 87 1550 130 120 308 internal_value=0 -0.0199493 -0.0353844 -0.0292182 -0.0889793 -0.0511047 -0.0954129 internal_count=890565 2812 2243 2195 645 558 428 shrinkage=0.116524 Tree=321 num_leaves=8 num_cat=0 split_feature=10 1 20 1 17 17 26 split_gain=1.05239 1.87432 2.20235 1.78874 1.41439 1.84194 1.22491 threshold=0.29134616313257905 733.50000000000011 1.2330876436001363 656.50000000000011 46.550977328793287 49.166357285146155 1.1043743313491785 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 -6 right_child=-2 -3 3 -5 5 -7 -8 leaf_value=0.00064355075813089216 -2.9494518401335309e-05 0.0037148031514754143 -0.0030180676457075535 0.0035759449861612206 -0.023421027200593966 -0.012808944026516965 -0.062110285419809202 leaf_count=8258 879129 2801 101 116 25 115 20 internal_value=0 0.009402 0.00211061 -0.0726338 -0.118555 -0.177043 -0.348565 internal_count=890565 11436 8635 377 261 160 45 shrinkage=0.116524 Tree=322 num_leaves=8 num_cat=0 split_feature=21 8 26 27 14 12 16 split_gain=1.0987 4.07541 4.44743 7.36579 3.93543 3.72225 3.59439 threshold=14.500000000000002 626.50000000000011 1.1314933027465364 41.500000000000007 32.280563317336636 94.790367901871804 203.24686029315919 decision_type=2 2 2 2 2 2 2 left_child=-1 2 6 5 -3 -4 -2 right_child=1 4 3 -5 -6 -7 -8 leaf_value=1.5819184935279393e-05 0.0033012108972039563 0.0022095910778080477 -0.040829593176162443 -0.0014931411016574096 -0.029451618254837216 0.0026150918901026473 -0.0033031496558961044 leaf_count=878733 1385 4143 142 251 54 33 5824 internal_value=0 -0.00956522 -0.0233253 -0.12261 0.0154665 -0.280089 -0.0174583 internal_count=890565 11832 7635 426 4197 175 7209 shrinkage=0.116524 Tree=323 num_leaves=8 num_cat=0 split_feature=28 18 6 16 10 28 5 split_gain=1.02726 7.37921 14.8784 16.7723 12.3549 10.3813 20.5146 threshold=975.25000000000011 1.5000000000000002 0.40262539261069968 220.89923783053393 0.68672383376460633 2148.5000000000005 52.563463211059577 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 -5 -6 -7 right_child=1 2 3 4 5 6 -8 leaf_value=4.9078916978947059e-05 6.421028047808673e-05 0.0027861981763298033 -0.00078869422663348677 -0.015928796172466637 -0.0037466280143970731 -0.062159536830803545 -0.0059047420073512205 leaf_count=739424 127736 6056 9925 2004 5002 126 292 internal_value=0 -0.00243992 -0.0187635 -0.0336598 -0.0696104 -0.0448047 -0.196199 internal_count=890565 151141 23405 17349 7424 5420 418 shrinkage=0.116524 Tree=324 num_leaves=8 num_cat=0 split_feature=16 9 12 7 4 4 21 split_gain=0.991097 5.14667 4.46894 3.53539 3.14113 6.44967 5.74986 threshold=101.31112867102071 0.94740971762662662 400.68481220460018 -41.633537292480462 39.00000190734864 55.151668548583991 1.5000000000000002 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 -4 6 -6 -3 right_child=-2 4 3 -5 5 -7 -8 leaf_value=-0.0041765553446156721 -1.5239979242182555e-05 -0.010165238193104942 -0.014890424337449458 0.015602143499664631 0.023667518672786856 -0.0024859617890611485 0.0066549110357895331 leaf_count=2030 885939 346 63 286 328 210 1363 internal_value=0 0.0145445 -0.0178719 0.086658 0.0488652 0.115503 0.0278873 internal_count=890565 4626 2379 349 2247 538 1709 shrinkage=0.116524 Tree=325 num_leaves=8 num_cat=0 split_feature=25 26 28 17 11 9 9 split_gain=1.04689 4.06096 10.8329 9.1119 5.90763 10.5078 4.63102 threshold=3148.5000000000005 2.0118064412709704 4241.5000000000009 48.65250904642506 0.54788690476190494 0.90967993820422843 0.79634201509201519 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 -6 -4 right_child=1 2 6 -5 5 -7 -8 leaf_value=4.3020187625501566e-05 -0.00032603928464777868 -0.0061812972760399267 -0.025071983525716865 0.00034999019459802357 -0.04664356957306201 0.0033895425341949558 0.0072147547813432855 leaf_count=839701 49461 136 67 273 248 74 605 internal_value=0 -0.00430294 -0.0573562 -0.141606 -0.227803 -0.301614 0.0342906 internal_count=890565 50864 1403 731 458 322 672 shrinkage=0.116524 Tree=326 num_leaves=8 num_cat=0 split_feature=0 19 22 10 5 29 14 split_gain=0.892944 1.69029 3.01424 3.66819 2.74102 3.70502 2.19079 threshold=9.0000000000000018 610.25000000000011 575.75000000000011 0.94383965023917737 38.183763504028327 0.99309316341897369 26.212944108300444 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -3 right_child=-2 6 -4 -5 5 -7 -8 leaf_value=0.00033487215681135617 -3.7160964527506052e-05 -0.00094482709750044497 0.0028384321695494336 0.0095196703205696325 -0.029078480149893979 -0.0038037718666883128 0.00080552402390163659 leaf_count=23706 817659 20960 8855 577 90 630 18088 internal_value=0 0.00333348 0.0085044 0.00288932 0.00102769 -0.0597568 -0.00115016 internal_count=890565 72906 33858 25003 24426 720 39048 shrinkage=0.116524 Tree=327 num_leaves=8 num_cat=0 split_feature=20 9 4 1 8 10 16 split_gain=1.09392 2.82931 4.25164 5.96412 3.33975 3.11037 3.65755 threshold=1.4420744526484262 0.91226869152856893 24.041630744934086 689.50000000000011 1279.5000000000002 0.90697000211123602 204.04899602109745 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -7 right_child=1 -3 -4 4 -6 6 -8 leaf_value=-2.3214284921888351e-05 0.0051769792525880615 0.0011472887987694004 -0.00072950615915658428 -0.0060326753281511065 0.00030086096272539318 -0.016218397874204663 -0.048901379071083058 leaf_count=861421 176 25343 3292 67 75 80 111 internal_value=0 0.00603013 -0.0194115 -0.104467 -0.183162 -0.237157 -0.302188 internal_count=890565 29144 3801 509 333 258 191 shrinkage=0.116524 Tree=328 num_leaves=8 num_cat=0 split_feature=27 21 11 13 13 13 26 split_gain=1.09474 3.27056 7.93601 6.94238 11.3673 4.93321 8.42167 threshold=14.500000000000002 5.5000000000000009 0.62910606163370009 45.014015083775142 32.970543238528542 38.074139514789685 1.1433980182407859 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -4 -7 right_child=-2 2 5 -5 -6 6 -8 leaf_value=0.00022233800533070979 -0.00012294663289522071 -0.0013242314816756938 0.00029505987890551393 0.0027693692640803447 -0.025630782532732359 -0.0070082720537443487 0.00078686509272037574 leaf_count=409649 450255 483 21626 454 569 3820 3709 internal_value=0 0.00116246 -0.00879949 -0.0795862 -0.124189 -0.00514301 -0.0271889 internal_count=890565 440310 30661 1506 1052 29155 7529 shrinkage=0.116524 Tree=329 num_leaves=8 num_cat=0 split_feature=27 1 11 15 7 13 13 split_gain=0.936162 3.56684 8.2478 4.84552 11.0237 5.21982 4.06118 threshold=6.5000000000000009 2481.5000000000005 0.81940250069864518 0.89417662089016658 -17.072370529174801 68.371480317252988 287.3385125778629 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 6 5 -5 -3 right_child=1 2 -4 4 -6 -7 -8 leaf_value=-0.00026717879452562023 8.552637924876879e-06 -0.00030527547842946139 0.0046070301464440598 -0.0078921548031853569 0.010399946235150124 -0.056621563913119698 0.01360989206797567 leaf_count=151421 719498 11516 7596 46 111 85 292 internal_value=0 0.000436392 0.0137304 -0.0025375 -0.142611 -0.339075 0.000333258 internal_count=890565 739144 19646 12050 242 131 11808 shrinkage=0.116524 Tree=330 num_leaves=8 num_cat=0 split_feature=16 15 22 12 4 9 27 split_gain=0.984925 3.14827 7.24363 12.2571 10.0807 13.6037 4.99543 threshold=233.96481846327052 0.26670022293317658 2092.2500000000005 267.98885271170684 23.073191642761234 0.92976686909150608 10.500000000000002 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 -7 right_child=1 -3 3 -5 5 6 -8 leaf_value=-5.2638875981504103e-05 0.0013282889284642165 0.00041742731793258266 -0.0058640479826368094 -0.0024211351119255873 0.0053848850973981866 -0.050694566724647873 0.0098527166126003152 leaf_count=742717 4912 138369 399 3807 94 247 20 internal_value=0 0.00237454 -0.015256 -0.0439249 -0.159873 -0.280952 -0.396134 internal_count=890565 147848 9479 4567 760 361 267 shrinkage=0.116524 Tree=331 num_leaves=8 num_cat=0 split_feature=16 17 16 17 13 1 24 split_gain=0.954588 6.36677 17.7919 5.15872 13.3984 15.9105 9.73169 threshold=223.26027118940752 45.001616748564821 230.59484462314302 53.616917503753392 87.586869680344023 2884.5000000000005 2.5000000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 -3 5 -5 -7 right_child=1 3 -4 4 -6 6 -8 leaf_value=-0.0001151745674533208 -0.0035132276056307108 0.00082144215430821608 6.2762576031102205e-05 -0.0048882891972176759 0.0069350787649641935 0.019437561712608336 -0.061311123061018165 leaf_count=511597 20856 152099 200539 3925 1417 25 107 internal_value=0 0.00110558 -0.00235235 0.00596407 -0.0241966 -0.0534352 -0.394921 internal_count=890565 378968 221395 157573 5474 4057 132 shrinkage=0.116524 Tree=332 num_leaves=8 num_cat=0 split_feature=33 30 4 24 10 19 26 split_gain=0.913826 3.47112 5.24306 3.6829 5.36202 5.6944 4.74264 threshold=2.5000000000000004 2.5000000000000004 17.000858306884769 9.5000000000000018 0.98134337706820685 2649.5000000000005 1.5502909314834368 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 6 -5 right_child=-2 2 3 4 -6 -7 -8 leaf_value=-2.666835375637917e-05 -0.00063173135125974423 0.0063398857751722215 0.0016979391130584607 -0.0012917638486047937 -0.039643129104545503 -0.019525696920139352 0.0047538481338911228 leaf_count=823330 29939 2444 21549 10942 48 213 2100 internal_value=0 0.000198571 0.00963447 0.0064947 -0.00658867 -0.00538052 -0.00273171 internal_count=890565 860626 37296 34852 13303 13255 13042 shrinkage=0.116524 Tree=333 num_leaves=8 num_cat=0 split_feature=21 27 13 18 28 5 21 split_gain=1.10285 6.23746 5.75637 4.92846 6.05232 6.80481 6.5722 threshold=7.5000000000000009 29.500000000000004 21.452201046466723 1.5000000000000002 632.25000000000011 31.819806098937992 4.5000000000000009 decision_type=2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 -7 right_child=-2 2 3 4 -6 6 -8 leaf_value=-1.4204413456342417e-05 0.0002639394435201802 -0.013659592125043325 0.0060476941843610526 -0.0014190183280594227 -0.00099182836379590415 -0.046321480698101922 -0.010170770241147386 leaf_count=702358 173996 599 963 1746 9048 71 1784 internal_value=0 -0.000541571 -0.0212832 -0.0170612 -0.0223114 -0.0569849 -0.0991591 internal_count=890565 716569 14211 13612 12649 3601 1855 shrinkage=0.116524 Tree=334 num_leaves=8 num_cat=0 split_feature=20 18 27 27 4 8 15 split_gain=0.828885 2.38301 2.34425 3.03314 3.08539 6.31627 3.71018 threshold=1.5445302884991381 4.5000000000000009 44.500000000000007 30.500000000000004 20.999998092651371 786.50000000000011 0.52041133800674799 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -6 right_child=1 -3 -4 4 6 -7 -8 leaf_value=-1.3712187331130807e-05 0.0012530580735129811 -0.0086423223429201237 0.01366509173131656 -0.00051362244023878091 0.009157106172220349 -0.035304861615006462 -0.0059313706662139851 leaf_count=871973 16670 358 195 169 311 122 767 internal_value=0 0.00663017 0.00821653 0.00703764 -0.0382111 -0.129584 -0.0135456 internal_count=890565 18592 18234 18039 1369 291 1078 shrinkage=0.116524 Tree=335 num_leaves=8 num_cat=0 split_feature=4 17 24 16 17 16 17 split_gain=0.942519 2.9536 7.0035 5.38669 10.8327 8.02617 8.99698 threshold=20.999998092651371 57.099944553034199 17.500000000000004 208.95502663613055 52.866694688433775 219.12785417747799 50.094317745752086 decision_type=2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 6 -5 right_child=1 2 -4 4 -6 -7 -8 leaf_value=0.00014871927805979072 -0.0010339802302049119 0.00019693097602992369 0.0039681041843034988 -0.0047312242182187218 0.0017569055523298325 -2.0673804870935149e-05 -0.00075732436362725621 leaf_count=350730 85357 54731 7617 10316 41953 308935 30926 internal_value=0 -0.000829232 0.00564391 -0.00167446 -0.000107407 -0.00192665 -0.0150297 internal_count=890565 539835 62348 477487 392130 350177 41242 shrinkage=0.116524 Tree=336 num_leaves=8 num_cat=0 split_feature=27 4 19 26 4 12 4 split_gain=0.953488 8.01641 7.0454 5.30577 5.81253 4.8903 4.75258 threshold=22.500000000000004 55.151668548583991 184.25000000000003 0.68946258686340778 17.427136421203617 107.51828996322966 30.000034332275394 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -5 -7 right_child=1 -3 3 5 -6 6 -8 leaf_value=7.3195403311539947e-05 -0.012816665510722315 -0.022291208291028566 0.0002120612320244772 -0.00082005089534443142 0.0036485919444375452 0.00086849537256465604 -0.0023749112059725836 leaf_count=678507 598 223 22569 120995 9494 51210 6969 internal_value=0 -0.00180117 -0.00160168 -0.00129484 0.0105526 -0.00341492 0.00411916 internal_count=890565 212058 211835 211237 32063 179174 58179 shrinkage=0.116524 Tree=337 num_leaves=8 num_cat=0 split_feature=23 31 10 28 16 14 19 split_gain=0.918608 3.99327 10.0885 7.92502 12.1718 11.4222 11.0883 threshold=0.36185630443014016 1.5000000000000002 0.9236381702805575 878.25000000000011 164.3556837421408 24.606142286633318 146.25000000000003 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -5 -6 right_child=-2 -3 -4 5 6 -7 -8 leaf_value=-0.0008162751134815604 -3.5029498607167442e-05 -0.00050757463263743105 -0.0039213086031316324 -0.0045202757579749005 -0.0085965137811160764 0.0084535898669610438 0.0073012895567239446 leaf_count=4849 840472 26385 3805 3803 636 1216 9399 internal_value=0 0.00410744 0.0135265 0.022546 0.0341335 -0.0118171 0.0540121 internal_count=890565 50093 23708 19903 14884 5019 10035 shrinkage=0.116524 Tree=338 num_leaves=8 num_cat=0 split_feature=23 5 24 21 9 26 8 split_gain=0.995285 4.0813 5.22997 12.1896 4.77329 4.56662 3.64749 threshold=1.0000783576241969 25.924584388732914 13.500000000000002 7.5000000000000009 0.93889559939700207 0.36709790144798238 321.50000000000006 decision_type=2 2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 -3 right_child=1 6 3 -5 -6 -7 -8 leaf_value=-9.7201624526946061e-05 0.025487594062127084 -0.013057919924947547 -0.051131045681248377 0.0032755781122158116 -0.0092476961615751349 0.0031690596620074659 8.4007354937182588e-05 leaf_count=542113 126 287 38 2490 1332 10311 333868 internal_value=0 0.00133198 0.0178775 -0.0135726 -0.0893327 0.0295089 0.000624076 internal_count=890565 348452 14297 3860 1370 10437 334155 shrinkage=0.116524 Tree=339 num_leaves=8 num_cat=0 split_feature=11 23 25 23 9 16 16 split_gain=0.878801 2.81797 2.17281 4.47876 3.30291 3.33407 3.88855 threshold=0.46381378773731724 1.6541488360829504 1826.5000000000002 1.4552985752738872 0.89386636642434125 139.13420117578656 226.14082483406187 decision_type=2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 -6 -7 right_child=-2 -3 3 -5 5 6 -8 leaf_value=-0.0020277659056756755 -5.4427644038648617e-06 0.0055917938857609041 7.5380144868688578e-05 -0.020141513514562184 -0.014116384275515526 0.015287425883170828 0.0035479726797599102 leaf_count=3431 880285 1588 3311 124 103 575 1148 internal_value=0 0.00925301 0.00217621 0.0149443 0.0194775 0.0536221 0.0640697 internal_count=890565 10280 8692 5261 5137 1826 1723 shrinkage=0.116524 Tree=340 num_leaves=8 num_cat=0 split_feature=11 17 25 21 24 24 13 split_gain=0.913547 3.26723 2.65482 3.4259 2.62112 3.67562 1.9814 threshold=0.92848252641356099 44.45126416707285 430.25000000000006 13.500000000000002 2.5000000000000004 1.5000000000000002 56.58224065683499 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -4 right_child=1 2 6 -5 -6 -7 -8 leaf_value=-3.4006213100490243e-05 -0.00023485099188472091 0.0026828467718437426 0.0018603573141417877 -0.026414497886077637 -1.6170802786208009e-05 -0.043899118563943532 0.0070830678704229648 leaf_count=844822 29364 46 14187 83 957 46 1060 internal_value=0 0.00429648 0.0156124 -0.0311119 -0.0156374 -0.176857 0.0190814 internal_count=890565 45743 16379 1132 1049 92 15247 shrinkage=0.116524 Tree=341 num_leaves=8 num_cat=0 split_feature=0 15 15 4 29 4 24 split_gain=0.887021 4.37029 3.89711 4.19289 5.08972 4.13883 3.68295 threshold=45.000000000000007 0.63152573874037921 0.44463216706213055 47.000308990478523 1.4844194326492555 64.185802459716811 21.500000000000004 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -5 -4 right_child=1 -3 6 5 -6 -7 -8 leaf_value=-5.8564442388622883e-05 0.00018746308774548359 -0.00026958620869219275 0.0011801543479911334 0.0084466796747077934 -0.003663379411936995 -0.00012915456344715959 0.005565144551598066 leaf_count=697646 17762 107703 55321 1392 6318 1694 2729 internal_value=0 0.00192008 0.0072709 -0.0026146 -0.00706208 0.032089 0.0118971 internal_count=890565 192919 85216 27166 24080 3086 58050 shrinkage=0.116524 Tree=342 num_leaves=8 num_cat=0 split_feature=21 25 24 18 21 1 26 split_gain=1.07632 2.82994 1.32167 1.40293 1.18319 4.95412 5.73364 threshold=18.500000000000004 555.25000000000011 26.500000000000004 5.5000000000000009 14.500000000000002 563.50000000000011 1.0968539323586926 decision_type=2 2 2 2 2 2 2 left_child=4 2 -2 -4 -1 6 -6 right_child=1 -3 3 -5 5 -7 -8 leaf_value=4.7307010116993585e-06 -0.022876864359705113 -0.026587532898787816 0.0088715252039253348 -0.016983830328949959 -0.0026926736651026956 0.0014892176255185434 -0.020444398087184585 leaf_count=878771 20 37 568 30 5820 5061 258 internal_value=0 0.0404625 0.0565458 0.0650031 -8.92212e-05 -0.0103309 -0.029575 internal_count=890565 655 618 598 889910 11139 6078 shrinkage=0.116524 Tree=343 num_leaves=8 num_cat=0 split_feature=2 16 11 10 11 17 21 split_gain=0.976285 2.63952 3.86624 5.88657 5.65886 5.34109 5.17804 threshold=26.756668835393629 227.45086954266154 0.68144830234652265 0.86378755461756895 0.76533249895702971 58.489661376157237 8.5000000000000018 decision_type=2 2 2 2 2 2 2 left_child=-1 2 -2 5 6 -4 -5 right_child=1 -3 3 4 -6 -7 -8 leaf_value=9.0950669551259571e-05 0.00048346683760237081 0.00014865525580416559 -0.0011759043507167974 -0.0033269344685493024 0.0018955144472111599 -0.0048018756143189626 0.014226429388207123 leaf_count=613307 33936 154196 62583 5040 15215 6049 239 internal_value=0 -0.00148068 -0.00493445 -0.00839314 0.00647919 -0.0128341 -0.0217313 internal_count=890565 277258 123062 89126 20494 68632 5279 shrinkage=0.116524 Tree=344 num_leaves=8 num_cat=0 split_feature=5 18 19 26 25 21 22 split_gain=0.869152 5.64877 6.15758 6.7979 7.48336 8.05585 5.42426 threshold=83.45346832275392 2.5000000000000004 3669.5000000000005 0.48819782027433772 3148.5000000000005 3.5000000000000004 3918.5000000000005 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 6 -6 right_child=1 -3 -4 4 5 -7 -8 leaf_value=4.2831486410216626e-05 0.010202978834852766 0.0093624457606916733 0.00020225087112482075 -0.0019177721288985185 -0.0059958556169789536 -0.044530012503578256 -0.028162378025742178 leaf_count=827019 567 794 44817 15480 1637 86 165 internal_value=0 -0.00347019 -0.00453074 -0.0201897 -0.0237073 -0.0831444 -0.0688744 internal_count=890565 63546 62752 17935 17368 1888 1802 shrinkage=0.116524 Tree=345 num_leaves=8 num_cat=0 split_feature=15 27 14 21 28 28 10 split_gain=0.998735 1.57165 1.73626 3.03521 2.44884 3.02899 2.0329 threshold=0.95049574545080395 13.500000000000002 18.576104309097698 5.5000000000000009 362.25000000000006 432.75000000000006 0.2626118645617605 decision_type=2 2 2 2 2 2 2 left_child=-1 2 3 -2 -4 6 -6 right_child=1 -3 4 -5 5 -7 -8 leaf_value=-2.478720243590363e-05 -0.0054637823909221821 -0.00011206140108558836 0.020480984740553921 0.020415798153354578 -0.0029398590541425658 0.0032178499915832396 -0.031918419126307669 leaf_count=876658 647 7885 108 68 84 5061 54 internal_value=0 0.00832862 0.020493 -0.0257672 0.0267256 0.0236295 -0.122544 internal_count=890565 13907 6022 715 5307 5199 138 shrinkage=0.116524 Tree=346 num_leaves=8 num_cat=0 split_feature=16 11 25 15 17 30 14 split_gain=0.901473 2.81334 2.45484 2.37954 2.18422 3.07237 2.7179 threshold=139.13420117578656 0.90126945664629499 1826.5000000000002 0.62966210894859487 48.498654968804644 1.0000000180025095e-35 21.9336738060444 decision_type=2 2 2 2 2 2 2 left_child=1 4 3 -3 5 -1 -6 right_child=-2 2 -4 -5 6 -7 -8 leaf_value=-0.0035430884279739946 1.4492864563336087e-05 0.0045770330306467927 0.00015749349746367684 0.024230644834784161 0.0040655687163543095 0.0018430829479685754 -0.0012745741985430309 leaf_count=6893 875240 186 432 152 1934 1817 3911 internal_value=0 -0.00761214 0.0512955 0.115129 -0.0107285 -0.0207637 0.00422554 internal_count=890565 15325 770 338 14555 8710 5845 shrinkage=0.116524 Tree=347 num_leaves=8 num_cat=0 split_feature=17 19 25 25 21 6 6 split_gain=0.922519 2.87377 4.07084 5.41872 2.86609 3.22411 2.83993 threshold=37.559098047373531 470.25000000000006 1236.2500000000002 2453.2500000000005 2.5000000000000004 0.84310403053426752 0.40834370880058007 decision_type=2 2 2 2 2 2 2 left_child=1 2 6 4 5 -4 -1 right_child=-2 -3 3 -5 -6 -7 -8 leaf_value=0.0069377881147452986 -4.2255174944701298e-05 8.4975419570623882e-05 0.033564357957893663 -0.0011481211190715042 0.0081910953911088439 -0.0086927728145833483 0.00087310999211679329 leaf_count=1171 807957 70734 197 297 168 28 10013 internal_value=0 0.00314582 0.0175414 0.0920863 0.169124 0.242917 0.0129424 internal_count=890565 82608 11874 690 393 225 11184 shrinkage=0.116524 Tree=348 num_leaves=8 num_cat=0 split_feature=0 2 16 11 4 13 9 split_gain=0.795588 1.14151 1.15542 1.06489 1.27916 1.52482 1.07742 threshold=7.5000000000000009 60.82480818414323 231.71615137078408 0.65385910385910395 41.082223892211921 60.258080867362601 0.90681910250745679 decision_type=2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 -5 right_child=-2 2 -4 6 5 -7 -8 leaf_value=0.0012059188566688609 -1.4051224335787571e-05 0.0025841232333949334 0.00077534976903003284 0.0042163008468174184 -0.032815975556518731 -0.0032604020985462943 -0.002071369237495754 leaf_count=17894 854087 1606 9763 392 27 194 6602 internal_value=0 0.00464823 -0.000840965 -0.0091363 0.0123611 -0.0589686 -0.0147519 internal_count=890565 36478 18584 8821 1827 221 6994 shrinkage=0.116524 Tree=349 num_leaves=8 num_cat=0 split_feature=22 25 15 4 20 20 21 split_gain=0.87324 4.79254 2.74395 7.11178 7.25659 7.26137 5.57344 threshold=780.25000000000011 7748.5000000000009 0.39308856124319475 20.821833610534672 1.3620435719886175 1.0875061455260571 8.5000000000000018 decision_type=2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 -7 right_child=-2 -3 -4 4 -6 6 -8 leaf_value=-0.0005320202795879702 0.0001552706230604627 -0.014693385920554341 -3.235954022387506e-05 -0.0067151195164790629 0.0016315846676762313 -0.028519493571514818 0.0064857648338849079 leaf_count=20631 292077 305 574474 1606 998 401 73 internal_value=0 -0.000776708 -0.00071281 -0.0112555 -0.0560947 -0.0897277 -0.198486 internal_count=890565 598488 598183 23709 3078 2080 474 shrinkage=0.116524 Tree=350 num_leaves=8 num_cat=0 split_feature=25 19 22 0 18 15 23 split_gain=1.01123 6.14188 6.50647 6.54771 9.92906 18.1757 9.92447 threshold=1180.2500000000002 296.75000000000006 459.75000000000006 40.500000000000007 1.5000000000000002 0.44066758163614655 0.61324272561552495 decision_type=2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 -7 right_child=1 2 3 -5 5 6 -8 leaf_value=5.2244254003683988e-05 0.0084189170592823201 0.011535381538060153 -0.00056686170193747591 0.00071123543024195128 0.0011139461704810375 -0.002220114964309068 -0.01242265422078519 leaf_count=760470 1088 620 73710 44548 4454 1998 3677 internal_value=0 -0.00256873 -0.00319973 -0.00369324 -0.0088989 -0.0382558 -0.0757837 internal_count=890565 130095 129007 128387 83839 10129 5675 shrinkage=0.116524 end of trees feature importances: Column_16=219 Column_17=182 Column_27=120 Column_20=103 Column_26=97 Column_4=95 Column_29=95 Column_21=94 Column_22=91 Column_25=90 Column_28=88 Column_14=81 Column_11=79 Column_5=74 Column_24=68 Column_13=66 Column_12=63 Column_18=63 Column_1=62 Column_7=62 Column_0=60 Column_8=60 Column_10=60 Column_19=55 Column_23=55 Column_15=54 Column_6=48 Column_9=48 Column_32=42 Column_30=31 Column_33=18 Column_2=17 Column_31=17 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.116524] [num_leaves: 8] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 5105] [feature_fraction: 0.505827] [feature_fraction_seed: 2938] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 27056] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 87] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_16.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:328009] [0:32783.699999999997] [0:1] [0:542] [0:900.39019775390625] [0:1] [-90:90] [1:389911] [0.22222222222222221:1] [0:1] [0.11851851851851852:1] [0:3935.8519471906084] [0:1059.5611181807872] [0:575.93985377114132] [0:1] [0:255] [0:125.71669539086685] [1:8] [50:328009] [9.2613459205314771e-06:26.586834733893557] [1:22] [50:328009] [9.2613459205314771e-06:33.644680851063832] [1:39] [53.5:328009] [9.2613459205314771e-06:123.60573476702508] [1:67] [79:328009] [9.2613459205314771e-06:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=2662 2768 2788 2763 2747 2748 2752 2759 2784 2761 2762 2802 2789 2751 2764 2784 2764 2805 2754 2764 2762 2783 2781 2783 2765 2787 2771 2784 2803 2779 2787 2790 2788 2776 2790 2776 2783 2764 2798 2776 2736 2758 2777 2764 2782 2773 2770 2765 2765 2769 2779 2774 2753 2762 2778 2778 2769 2780 2758 2788 2762 2788 2787 2767 2771 2747 2767 2740 2765 2761 2737 2757 2777 2772 2766 2740 2775 2760 2776 2756 Tree=0 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 20 2 0 29 16 0 29 16 1 23 8 29 0 16 29 16 16 29 16 6 split_gain=22934.8 6131.39 3035.19 2832.9 1653.62 1379.55 748.757 417.302 364.3 357.998 341.471 176.934 160.886 135.815 128.176 124.546 102.729 90.7555 81.3492 80.6227 76.1404 75.3228 69.4619 61.671 57.6755 49.368 42.6591 42.5832 38.48 47.6433 37.5828 threshold=215.01719588754437 1.5000000000000002 195.11974785674195 228.58139792899411 1.5000000000000002 0.63847183915652816 1.5000000000000002 234.7125493019177 173.53932239578862 223.1565625898821 207.16170967299519 0.66915053402222724 33.559411764705892 35.000000000000007 0.53622864946996895 231.94075364563173 40.500000000000007 0.76925066656054775 239.80631392791145 466.50000000000006 0.60243655073467572 558.50000000000011 0.73730207028220285 33.000000000000007 218.78161108711009 0.59491652099009407 230.97162294388323 189.27661982825921 0.78457064342972693 103.18260775985767 0.17303668040265793 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 14 8 26 12 24 19 25 16 17 -3 -7 22 -10 -9 -4 -8 -12 -1 -21 -2 -6 -5 -15 -14 -30 -20 right_child=1 5 4 7 11 15 20 18 13 -11 21 -13 28 27 -16 -17 -18 -19 30 23 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 leaf_value=0.5142647617227355 0.5335341989626966 0.50384184222001493 0.52288746831887867 0.5418793767696809 0.50403686834591821 0.52664031208122319 0.50372058644037432 0.54660553988228333 0.52004103218873909 0.53925903272339615 0.52823227336379641 0.51975676341126831 0.5173647624869796 0.51666101204143389 0.5133690648173912 0.53867531506622157 0.51138749130477834 0.52548174497721634 0.53548096924952504 0.52911128343738079 0.51224329365661403 0.53160684581704143 0.51952043558283545 0.52533430375886891 0.53591857338977988 0.51194680987255714 0.54396533216878085 0.52029121821696989 0.53759305103325528 0.52293363156324335 0.54975768948849324 leaf_count=27832 55149 13629 26416 51272 9186 6798 14500 80646 21409 110068 32526 3983 2902 28540 6613 4510 29952 17626 589 20495 4281 58126 11088 40700 76163 3412 77849 15845 853 3873 44998 internal_value=0 0.134018 -0.189728 0.161169 -0.103402 -0.293454 -0.283852 0.234592 -0.26167 0.0834951 -0.0753058 -0.405467 -0.31151 -0.215964 -0.449746 -0.013683 -0.326772 -0.172938 0.275477 -0.119826 -0.472738 -0.0322792 -0.292892 -0.099895 0.0482363 -0.463551 0.194621 -0.253803 -0.173712 -0.118055 0.309242 internal_count=901829 528284 373545 496734 194844 31550 178701 255354 159920 241380 178263 16581 76500 83420 20242 11308 68872 39035 126233 87611 18781 90652 38920 61195 131312 12598 129121 44385 7628 4726 45587 shrinkage=1 Tree=1 num_leaves=32 num_cat=0 split_feature=16 20 16 16 30 20 20 30 16 16 16 16 30 0 0 33 30 19 33 1 9 1 16 20 16 13 1 0 16 16 30 split_gain=20439.3 5087.34 2724.6 2584.78 1205.73 1145.16 523.921 420.042 382.192 313.583 274.727 251.753 243.989 142.367 121.082 109.256 109.069 100.476 96.1116 78.2753 77.1868 76.1778 60.8958 59.0908 56.2268 55.4154 54.9714 52.2092 51.3208 50.2455 48.798 threshold=215.01719588754437 0.59589454202951253 195.11974785674195 228.58139792899411 1.0000000180025095e-35 0.63031211071048865 0.61340905259190948 1.0000000180025095e-35 236.17934905626666 223.1565625898821 207.16170967299519 174.68355815287731 1.0000000180025095e-35 43.000000000000007 37.500000000000007 2.5000000000000004 1.0000000180025095e-35 694.25000000000011 2.5000000000000004 364.50000000000006 0.93927869633297867 500.50000000000006 232.10300768882863 0.78222040964292205 245.70614101852649 30.622421046888231 438.50000000000006 40.500000000000007 163.02285614803029 218.78161108711009 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 -2 7 12 -4 16 15 25 13 28 17 21 29 22 -8 -11 -6 -19 -13 -5 -18 30 -7 -12 -27 -1 -3 -10 right_child=1 3 5 8 19 10 11 -9 24 18 26 14 -14 -15 -16 -17 23 20 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31 -32 leaf_value=-0.020159924450787913 0.003068598029274533 0.0012373088349857822 -0.008502436895097552 0.0097575286902096894 -0.027186482949974021 -0.0082140166938729445 -0.015319305542877372 -0.024614767783758082 0.014925995980668492 0.006589703446543289 -0.0050072855410839808 -0.011183798276725641 -0.026359190006899111 -0.01918680096550476 -0.013408413716703661 -0.012123075246122795 -0.0049418233319398781 -0.014233404614280498 -0.0087746079522382382 -0.019816856492370576 -0.0033890395661483833 -0.0059355018315921599 0.012048822089962616 0.0068635860548467735 0.019122246643466664 -0.0032702782682879597 -0.0011923291595252598 -0.0067545263862562894 -0.014591826647005304 0.0034732025623676658 0.010216457386075089 leaf_count=9484 6885 54539 8788 69886 11728 29631 32445 12162 84572 109434 14141 19841 15593 26620 39168 1623 1544 3850 1299 7419 4475 15558 76725 9966 9294 24476 75469 30405 11607 75645 7557 internal_value=0 0.126789 -0.178817 0.149138 -0.304248 -0.0971066 -0.268042 -0.317993 0.218498 0.0749147 -0.07053 -0.240512 -0.374575 -0.284811 -0.200478 0.0419572 0.187764 -0.247671 0.114144 -0.433303 -0.149667 -0.158091 0.195123 0.0940293 0.266412 -0.111432 -0.0319551 -0.0926162 -0.304451 0.0451718 0.258933 internal_count=901829 528116 373713 502084 26032 195072 178641 20950 259544 242540 174122 141957 36684 67390 74567 131807 158121 40770 110733 19147 8325 35399 146611 11510 101423 84512 89610 54881 21091 130184 92129 shrinkage=0.0561523 Tree=2 num_leaves=32 num_cat=0 split_feature=16 20 16 16 30 20 30 20 16 16 16 0 30 29 16 30 30 29 30 13 16 20 16 16 20 8 29 16 20 14 0 split_gain=18197.8 4575.24 2399.28 2298.39 1092.51 1014.17 426.573 415.503 343.265 309.282 301.867 216.574 195.526 186.726 101.046 88.7835 83.2122 79.6608 74.4565 70.7595 69.1708 67.9574 64.4303 59.5376 54.9025 51.7095 50.023 47.3117 46.9704 46.8963 43.3816 threshold=214.55858543776444 0.59589454202951253 228.58139792899411 192.6427506752751 1.0000000180025095e-35 0.66915053402222724 1.0000000180025095e-35 0.61340905259190948 234.7125493019177 221.70186834367885 203.01022290278237 40.500000000000007 1.0000000180025095e-35 0.77451824103135236 171.28395915678527 1.0000000180025095e-35 1.0000000180025095e-35 0.51700424887173058 1.0000000180025095e-35 31.009998157477749 240.45844741293621 0.83362408254441023 103.18260775985767 163.02285614803029 0.76812624981961375 639.50000000000011 0.54525178873099478 171.28395915678527 0.78222040964292205 20.154444014820275 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 7 -2 6 -5 12 16 18 30 13 -1 23 -13 29 -4 -6 25 -12 -10 -17 -15 -9 -20 -3 -8 -24 -18 -11 -7 right_child=1 2 8 5 17 10 26 11 20 15 19 14 -14 22 -16 21 28 -19 24 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.016430279590508811 0.0028198224875956605 0.00078270494020302205 0.0099376619707886582 -0.0083438692600852297 -0.025357678444749197 -0.0051608183508531965 -0.025301213777980044 -0.016289341952459117 0.01274385414907407 0.0033682749642903369 -0.0044470537753662125 -0.018275899624509671 -0.024960875749145139 0.0051318984441200092 -0.013593160341926204 -0.0073918191561616036 -0.0051975049692135509 -0.017639391618878307 -0.011692863418497427 -0.0014790170906958825 0.015547538924020551 0.0031333614259134337 -0.011077897649684709 -0.011808640141518051 -0.00089820607748510159 0.0033742008968543824 -0.018045218685969804 -0.0064851248104973083 0.006101555291046906 0.0065388312571797386 -0.0083613494434446357 leaf_count=20142 7077 44649 120797 11898 13396 19792 9096 15424 89014 17053 37380 25456 14622 1179 33851 2344 1347 6153 1700 78545 40311 11065 11491 23746 11781 53210 4467 18391 8358 107045 41049 internal_value=0 0.117639 0.138791 -0.171574 -0.286448 -0.100197 -0.286791 -0.259427 0.206003 0.0686137 -0.0733208 -0.233376 -0.3565 -0.195801 -0.277871 0.100337 0.16982 -0.408325 0.0294352 -0.0433831 0.242515 0.0230351 -0.137898 -0.241718 -0.0402379 0.0390333 -0.408023 -0.146944 0.0807324 0.108689 -0.130363 internal_count=901829 535300 508674 366529 26626 202227 25461 164302 259827 248847 176766 129538 34764 70231 59307 137507 130502 19549 111340 115925 129325 13409 31061 39170 13481 97859 13563 29882 9705 124098 60841 shrinkage=0.0561523 Tree=3 num_leaves=32 num_cat=0 split_feature=29 17 32 11 0 0 2 1 20 17 9 17 1 1 20 0 1 11 17 31 11 0 1 11 14 17 0 1 31 31 14 split_gain=9553.54 4807.05 2736.49 808.119 699.189 601.746 463.861 442.47 403.191 357.975 269.918 238.785 233.964 203.456 171.373 156.772 144.759 131.808 124.772 115.664 111.038 109.292 105.713 108.169 102.504 107.27 94.4791 84.4628 81.0721 79.5355 77.7249 threshold=0.75322696348405616 48.714536802279611 1.5000000000000002 0.86806076128602372 45.000000000000007 45.000000000000007 14.912404092071613 557.50000000000011 0.64593201242337328 43.29795816557948 0.93842843137353704 52.174781668843174 602.50000000000011 462.50000000000006 0.56851301833783441 35.000000000000007 693.50000000000011 0.84659637868869686 71.499693824079301 1.5000000000000002 0.87053667434715831 37.500000000000007 1539.5000000000002 0.80834123972169525 20.014784596116197 51.756649001266453 24.000000000000004 575.50000000000011 1.5000000000000002 1.5000000000000002 20.501062250713911 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 6 11 7 13 20 -9 28 -6 -3 -7 15 -4 -1 -5 27 30 22 26 -15 23 -14 -8 -26 -2 -12 -10 -11 -13 right_child=1 4 14 16 10 12 24 8 9 29 17 18 19 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 leaf_value=-0.010217252491202089 0.0038963828114084113 0.0024281396637830114 -0.023854834659432091 -0.0010947679760521978 -0.012049359165362952 -0.010991363858313809 -0.0065265085422260222 -0.011440730872534808 0.01222299902542796 0.0080862002917170602 -0.0091582081112748775 -0.00510800518935468 -0.0067707587277941244 -0.0014569951288011527 -0.014606976166979648 -0.015385363821322091 0.0089397532347221011 -0.00093988310014978709 0.0038280843133053806 -0.0056034740507470227 0.0071982866996595273 -0.0096025087054333238 0.0087272903532179136 0.0043208103728312073 0.0030184241722650278 -0.0054743283735419505 -0.0027408274510197254 -0.0043489488772169814 0.0075049651024804388 0.0032692689013281958 -0.0012360784798733796 leaf_count=43681 23860 97014 38286 33113 15029 4727 21750 2842 124952 110333 14424 20387 3994 8916 7567 32113 5252 31096 13035 4563 21415 12441 9443 9064 10236 8654 9437 57083 12646 11982 82494 internal_value=0 0.0588886 -0.180037 -0.123394 -0.0275463 0.140697 -0.159133 0.153832 0.170867 0.174964 -0.0894229 0.00663711 0.00952778 -0.196659 -0.397645 -0.220951 0.0049671 -0.0710897 -0.0239988 0.0453802 0.072018 -0.110449 0.0748196 0.0165314 -0.069425 -0.015535 0.0358894 -0.0947254 0.209954 0.135601 -0.035677 internal_count=901829 679820 222009 176156 330562 349258 137791 317467 262755 259913 117632 212930 31791 97151 45853 75794 38365 102603 115916 27064 54712 21357 22501 13058 40640 18890 33297 71507 137598 122315 102881 shrinkage=0.0561523 Tree=4 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 16 20 17 17 29 29 16 17 16 14 23 16 6 1 17 11 0 14 16 12 split_gain=15103.2 4289.74 2191.43 1596.14 948.905 856.931 417.618 335.685 295.081 267.649 265.374 206.648 167.183 132.701 104.375 92.8449 92.712 89.9469 64.1471 59.6143 51.6393 47.9518 47.8555 47.6173 44.1776 43.3889 42.9208 42.1948 34.929 34.4707 28.9465 threshold=212.53708615777586 1.5000000000000002 227.50119621977527 189.27661982825921 1.5000000000000002 0.65410862041479623 90.7034377091896 234.7125493019177 1.5000000000000002 220.96306691664424 203.01022290278237 164.51644939258418 0.65410862041479623 43.710751600622466 79.310044519249359 0.53622864946996895 0.59491652099009407 230.03526450848798 71.499693824079301 243.84645411186591 19.718180530301115 0.9171938146354951 230.8074121775656 0.17303668040265793 462.50000000000006 49.513781269024271 0.84920866846641252 33.000000000000007 20.228963532366894 198.88687603587798 96.825901807804527 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 15 8 22 11 20 14 26 -8 -13 25 -3 -6 30 24 -9 -2 -14 -4 -21 -12 -5 -1 -15 -11 -27 -7 right_child=1 5 7 4 16 17 12 19 -10 28 18 13 21 27 -16 -17 -18 -19 -20 23 -22 -23 -24 -25 -26 29 -28 -29 -30 -31 -32 leaf_value=-0.017043920018425418 -0.0012867347661360046 -0.022537716639220814 0.0074619154784489822 -0.0032076936947677773 -0.022312890440192603 -0.011650544841901426 -0.015782896962903911 0.011996170063776457 -0.02215049225838266 0.0027702229023594612 -0.0051713424986087201 -0.0053241986815914227 -0.0048986229057388459 -0.010935508195895925 0.00282293965827484 -0.014933683990565782 -0.013820579147411723 0.0042795535590133297 0.0048795411199586561 -0.008710688083771909 0.0017405665575858146 0.0052153109086185432 0.009459220146084758 0.016146606172890533 -0.002307457877432432 -0.0088974670710567031 -0.011639068289328123 -0.013841470332485126 0.0052947811667623428 -0.0063406250609013238 -0.0032714141081905692 leaf_count=44136 21494 15037 70666 6668 9765 1823 2158 111080 14413 20636 22665 8828 2133 26558 3191 7633 6930 5207 3357 247 102450 4814 81390 14975 67751 44624 5176 38731 106264 26498 4531 internal_value=0 0.100296 0.122488 -0.166981 -0.106812 -0.242784 -0.245373 0.183576 -0.259074 0.0547 -0.0850514 -0.243264 -0.0379484 -0.209888 -0.126985 -0.355772 -0.334586 -0.0212239 -0.0488381 0.221679 0.0216479 0.0375753 0.151926 0.280367 -0.0538778 -0.134256 -0.293427 -0.225448 0.0869822 -0.141488 -0.101072 internal_count=901829 563433 529202 338396 191449 34231 146947 278358 137842 250844 174754 123429 9105 74117 80981 22670 16695 11561 93773 126302 123944 6947 152056 15222 90416 77790 49312 65289 126900 71122 6354 shrinkage=0.0561523 Tree=5 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 23 17 32 16 16 16 16 23 17 21 29 17 8 16 16 17 16 13 32 10 23 9 5 16 16 29 split_gain=13437.1 3722.22 1798.19 1583.88 890.33 663.515 381.623 308.911 302.498 241.82 213.333 202.155 155.771 119.727 87.172 84.6414 81.7214 69.8862 66.4084 66.0172 48.6458 42.6567 40.6949 38.8269 38.0769 37.3414 37.0361 36.9886 35.0756 32.8377 28.9288 threshold=213.5791516786571 1.5000000000000002 227.50119621977527 192.6427506752751 1.5000000000000002 0.67938494150258866 90.7034377091896 1.5000000000000002 236.17934905626666 165.9166920847949 204.95255999801455 220.96306691664424 0.9171938146354951 46.463336785783348 1.5000000000000002 0.65291976107169425 79.310044519249359 1690.5000000000002 231.28644972765741 179.00515613973184 75.263087790858492 245.70614101852649 29.467147311225087 1.5000000000000002 0.98801608194469925 0.52987963565387131 0.92045675541883254 28.284272193908695 224.36293815373895 198.88687603587798 0.6326588293545049 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 10 17 7 9 18 26 16 22 23 -11 -7 -6 29 25 -4 -15 27 -10 -2 -8 -23 -3 -1 -12 -13 -5 -28 right_child=1 5 8 4 15 14 12 -9 21 13 20 28 -14 19 -16 -17 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 30 -29 -30 -31 -32 leaf_value=-0.019284733183069929 -0.00071486322534888803 -0.021358595926869561 0.0071603722978635593 -0.0075913521747072677 -0.020692931545262829 0.0067844758196272097 -0.005961621371160678 -0.02066675017775645 0.01185270065281256 -0.0057043672192715342 -0.0037376999458344942 0.0036665131095269259 0.004881568655234942 -0.013822809479196306 -0.0050466350281373196 -0.012289651590885325 0.0033206428478687218 -0.0082985387167085513 0.0093318019069053987 -0.010259851477417562 0.0063277090834919442 0.016353556429615203 0.0018926164463750621 -0.017439982829607507 -0.016742624383106496 -0.014932468663377744 -0.016053968250173328 -0.0013411616118118059 0.0055341964298142561 -0.0052729893748568804 -0.013196644733199692 leaf_count=6782 24120 14916 80981 34315 10276 2410 2981 15912 90183 13416 31432 62905 5194 24898 10602 5978 2893 1721 98332 48026 2166 8737 86750 1350 111 3525 26252 57370 63925 43920 19450 internal_value=0 0.0977989 0.118672 -0.152347 -0.0897582 -0.226894 -0.224115 -0.236074 0.173222 -0.220947 -0.0686288 0.054794 -0.0298414 -0.188406 -0.0508502 -0.313475 -0.105911 -0.340508 0.148723 -0.204379 -0.0353794 0.217582 0.0236029 -0.169886 0.283842 -0.358494 -0.274478 -0.038991 0.0820602 -0.112014 -0.264245 internal_count=901829 549218 516044 352611 188350 33174 164261 154736 278344 138824 172096 237700 9525 86340 13012 16254 81128 20162 179313 72924 90968 99031 110870 4331 8848 18441 52484 88802 126830 78235 45702 shrinkage=0.0561523 Tree=6 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 16 26 17 17 16 16 29 1 12 14 16 17 17 16 0 29 18 0 0 16 split_gain=12006.4 3485.79 1797.47 1199.16 710.731 707.865 332.263 296.882 230.913 196.889 188.617 167.138 161.529 107.74 83.6246 82.4338 72.724 71.2203 68.0111 50.9244 47.3885 44.5041 43.9632 38.0592 33.9773 33.6078 33.388 30.8129 30.0857 28.5501 28.4704 threshold=212.00548299327761 1.5000000000000002 227.00329423165937 189.27661982825921 1.5000000000000002 0.64593201242337328 90.7034377091896 233.54723412181042 1.5000000000000002 219.99314780496164 203.01022290278237 161.60728985001748 0.78114660509026723 43.710751600622466 79.310044519249359 230.18738525091803 238.22466754441868 0.5623945845243683 746.50000000000011 89.997474683058343 19.718180530301115 174.68355815287731 68.365955059828934 46.634682451709828 223.67807753873331 28.000000000000004 0.6250934265751239 3.5000000000000004 31.000000000000004 35.000000000000007 171.28395915678527 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 18 8 27 11 20 14 25 -8 30 23 -7 -9 -6 -3 -12 -2 -15 -21 -5 -11 -1 -25 -4 -14 -23 -13 right_child=1 5 7 4 17 15 12 16 -10 24 19 13 28 21 -16 -17 -18 -19 -20 22 -22 29 -24 26 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.012986337858048487 -0.0016435274936304391 -0.019678744607058277 0.0074231602063771678 -0.00052498472443031721 -0.02007543347496301 -0.0052872862208912883 -0.011458994987395429 0.0097031312184124759 -0.01971666468275261 0.0031026598805651839 -0.0042350716283172255 -0.008100769168987056 0.007627599936442098 -0.013508014766470669 0.0025494122092767119 0.0041143829382507477 0.012196860904167718 -0.012572869962684112 -0.012351823306420958 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shrinkage=0.0561523 Tree=7 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 17 20 2 17 16 0 1 20 0 20 14 14 9 13 13 11 27 20 16 split_gain=10703.5 2708.51 1660.71 1149 827.98 611.224 384.812 342.244 289.617 176.843 165.008 145.751 89.4399 78.0945 77.0169 70.7524 58.2812 55.0104 53.0262 40.3802 39.7883 38.989 38.1086 34.8464 34.4901 34.1172 33.2207 32.3545 31.4301 30.8448 28.9246 threshold=216.16648668106555 1.5000000000000002 197.87284070391033 230.03526450848798 1.5000000000000002 0.60517926575863801 1.5000000000000002 84.224707127810817 173.53932239578862 223.67807753873331 208.79213378176385 237.53580586080588 46.299277349774556 0.72105728464529251 29.38675213675214 79.310044519249359 189.27661982825921 29.500000000000004 1464.5000000000002 0.63031211071048865 40.500000000000007 0.5295413455169794 20.297494534575751 19.640073827676709 0.93390221716753186 31.009998157477749 23.528963001106337 0.85701294219439395 31.500000000000004 0.80325544145865624 245.70614101852649 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 18 7 8 17 23 15 -5 -10 -6 -7 25 -14 27 -3 -9 -21 -8 -12 -2 -19 -4 -26 -1 -11 -16 -13 right_child=1 5 4 11 13 14 21 19 12 28 22 30 16 -15 29 -17 -18 24 -20 20 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 leaf_value=-0.011983430547820749 7.9826195191404358e-05 -0.018515606844798565 -0.0056052909990936409 0.0082849728353055069 -0.017322398794682177 -0.0077236489276896504 -0.019417310449823387 -0.0094156608648083406 -0.0028868108342627878 0.005506118645526613 -0.0026017380499059875 0.010909273734611693 -0.010324638220087315 -0.0075855322188178283 -0.0025730089861976109 0.0054702199902418288 -0.0074152089675101505 -0.018105798364822481 -0.0091242854148183734 0.0037991214898869799 -0.0041712261377305259 -0.013844359249951071 0.00011315523666641431 0.0026917085302433086 -0.016380643819820479 -0.0033067074555350419 -0.012591717918988478 -0.0063204062904529497 0.0023264605229425905 0.0046289064466226463 0.014318602448011218 leaf_count=25087 18993 16140 33591 148448 13142 3728 14971 1252 8458 120382 21317 67231 45460 3237 2937 2448 41553 6843 2148 6376 2861 5381 69302 105955 10477 51693 24035 3643 10671 5186 8883 internal_value=0 0.0953415 -0.124487 0.113579 -0.0590473 -0.195457 -0.189371 -0.17432 -0.185418 0.0677827 -0.0392867 0.165787 -0.149582 -0.27422 -0.0185513 -0.0702 -0.159125 -0.234234 -0.310095 0.000850474 0.0236935 -0.319557 -0.0093583 0.0408654 -0.257586 -0.0750113 -0.244726 -0.200621 0.0934462 0.0360616 0.201366 internal_count=901829 510702 391127 480563 194730 30139 196397 176045 165556 256001 178351 224562 95471 16379 11851 87732 87013 70085 18288 10489 9237 20352 90619 124948 41355 85284 34512 28730 131053 8123 76114 shrinkage=0.0561523 Tree=8 num_leaves=32 num_cat=0 split_feature=29 17 32 0 14 20 0 0 17 1 9 1 1 0 17 1 30 22 20 17 0 12 17 20 7 0 28 17 30 1 30 split_gain=5614.23 2762.95 1355.78 470.784 440.814 334.373 310.307 277.499 222.974 200.395 184.009 162.693 156.636 150.309 112.071 99.3765 94.6643 92.4542 76.4927 69.6511 68.646 66.1857 65.3481 63.0081 61.2084 54.1937 53.7582 52.7081 51.3233 49.4328 45.3361 threshold=0.70332567632560872 48.714536802279611 1.5000000000000002 45.000000000000007 20.297494534575751 0.68267619276357994 29.500000000000004 43.000000000000007 43.911871187307078 414.50000000000006 0.93489080987870354 470.50000000000006 557.50000000000011 40.500000000000007 49.366821051818967 617.50000000000011 1.0000000180025095e-35 1419.2500000000002 0.53997009333581825 53.803620738848416 52.500000000000007 101.99747468305834 51.544419849796959 0.7327646830593143 -86.619312286376939 51.000000000000007 1167.2500000000002 75.263087790858492 1.0000000180025095e-35 575.50000000000011 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 12 13 30 9 8 21 24 26 -8 19 -2 -11 -12 22 20 -4 -3 29 -7 -14 -18 -1 -17 -5 -24 -23 -9 -6 right_child=1 3 18 10 5 7 11 17 -10 14 15 -13 16 -15 -16 25 23 -19 -20 -21 -22 28 27 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-2.1605171914544843e-05 0.0013139245444528116 -0.00051855104393013873 -0.018262702905882854 -0.012670117344627457 0.0016973076533652069 0.0065962972073372716 -0.010571358150819611 -0.0061356319111277686 0.0054483680343653919 0.0044787645704726349 -0.0057305068970957447 -0.0043761401041161841 0.0035053197021949868 -0.0095874662009183577 -0.0034889801509730904 -0.00084239906654383801 -0.012661953207159887 0.0056781821960861329 -0.011988739339084283 -0.0040296243340987789 -0.009287547787106552 0.0096746621445699416 0.00041394588795741802 -0.0012530401541618302 -0.0059692360003737706 -0.0039306744153694015 -0.0054117924970499692 0.0051973664786790306 0.0058881767261761689 0.0019830900859214807 -0.010211845659417459 leaf_count=6081 32957 49444 36437 9054 1331 37967 47332 2734 121319 12296 34973 18625 49403 4537 10170 44000 1655 13735 7366 27849 2332 108905 71079 19629 53065 30223 4991 8090 12592 17506 4152 internal_value=0 0.041018 -0.151956 -0.022199 0.102536 0.114465 -0.106099 0.118699 0.129336 -0.0648746 -0.0719627 -0.157108 0.00480059 -9.27735e-05 0.0155273 -0.0581048 0.0236598 0.0364309 -0.306446 -0.0317637 -0.00293293 0.153916 0.0338859 -0.0381137 -0.0954145 -0.0373969 -0.179704 0.0160768 0.165305 0.015786 -0.130376 internal_count=901829 710457 191372 350390 360067 322573 147569 317090 280783 81612 123241 65957 227149 37494 22466 109196 149856 36307 43803 77293 22572 159464 128572 21284 59146 74223 14045 79169 121497 20240 5483 shrinkage=0.0561523 Tree=9 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 32 16 16 26 17 17 16 12 23 16 0 17 30 16 17 17 11 16 17 21 15 26 split_gain=8901.65 2542.68 1328.71 875.997 499.023 480.869 257.127 213.124 153.933 152.844 136.045 130.808 127.342 90.5451 63.3648 61.2384 58.5939 50.2407 41.1948 36.5421 35.9577 34.2267 32.448 32.1315 30.8564 30.3425 29.8379 31.5908 29.3225 29.1473 25.9551 threshold=211.4792630398118 1.5000000000000002 227.00329423165937 189.27661982825921 0.66170900560563639 1.5000000000000002 90.7034377091896 234.7125493019177 218.78161108711009 1.5000000000000002 161.60728985001748 203.01022290278237 0.78114660509026723 40.4752699736826 75.263087790858492 227.50119621977527 71.938077169749349 0.67938494150258866 242.06674449523595 33.000000000000007 75.263087790858492 1.5000000000000002 230.65919318737096 51.756649001266453 49.513781269024271 0.83628549149121612 223.67807753873331 49.794441223675506 1.5000000000000002 0.17732946640739858 0.85339731897108961 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 11 9 22 23 10 25 14 -8 -12 24 -6 -3 -7 -9 -15 30 -18 -4 -2 -5 -1 27 -10 -17 -20 -13 right_child=1 4 7 5 15 17 12 18 26 -11 13 20 -14 19 -16 28 21 -19 29 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.013772958445313411 -0.00091154208396044612 -0.017569874403919775 0.0055666696096353585 -0.0021716010562116356 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-0.0407685 -0.213438 0.11387 0.00818431 -0.103879 -0.234394 0.0585681 0.0462517 0.0524731 0.204594 -0.0443864 internal_count=901829 577444 541916 324385 35528 177487 146898 288474 253442 137795 123461 161949 9103 80306 80966 11652 23876 15538 126189 73818 80983 10893 162285 100456 77094 43155 152986 86055 6237 25467 78664 shrinkage=0.0561523 Tree=10 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 26 16 17 20 17 16 20 16 16 12 17 14 16 10 11 14 0 30 17 24 split_gain=7914.71 2264.39 1182.44 781.269 446.986 418.734 234.82 190.188 142.854 139.675 129.034 115.057 102.112 82.9758 68.3458 50.7249 47.7652 44.9889 42.5066 36.7951 34.995 33.3413 31.988 29.1184 34.7714 29.0201 28.7633 24.7739 24.5368 24.1199 23.4841 threshold=211.4792630398118 1.5000000000000002 227.00329423165937 190.64447655748236 0.70179394580025867 1.5000000000000002 84.224707127810817 236.17934905626666 1.5000000000000002 218.57394010287791 164.51644939258418 0.78114660509026723 202.16907721463269 46.03297707719701 0.4957644450185138 71.499693824079301 234.88061733329843 0.74395519862149617 230.97162294388323 179.00515613973184 79.269552621700484 79.310044519249359 21.043944935783511 245.70614101852649 0.98801608194469925 0.85187130407718648 19.718180530301115 37.500000000000007 1.5000000000000002 50.848934857284291 19.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 14 12 8 18 10 26 25 -8 15 -12 28 -5 -6 -7 30 -15 -14 -22 -11 -9 -25 -1 -2 -13 -3 -28 -4 right_child=1 4 7 5 16 17 11 23 -10 22 13 27 20 19 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 -29 -30 -31 -32 leaf_value=-0.012644754198914046 -0.0016732964467937614 -0.010059813219539006 0.0056093294040545872 -0.0055435431256962847 -0.0024052816898837239 -0.014805717253799894 -0.0093081976056315525 0.0089908976575446622 -0.015762597909403542 0.0016015305333462874 -0.0044888398629236168 0.0051051903486911531 -0.0044671245818209441 -0.010939299371494583 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25151 68287 10327 14919 189512 65926 87566 69350 156185 99000 8834 48869 97141 6705 17656 79365 84289 shrinkage=0.0561523 Tree=11 num_leaves=32 num_cat=0 split_feature=23 17 32 14 11 17 12 2 9 11 20 11 12 30 12 9 2 30 2 11 11 17 13 2 13 17 11 14 20 17 2 split_gain=3894.49 1909.22 1023.44 525.635 300.864 230.604 195.668 181.495 110.903 109.569 93.6412 93.1075 93.4185 86.6626 84.8016 80.1302 74.432 70.0143 63.6141 60.0441 59.2498 57.6082 56.4633 52.8486 52.4789 49.7688 45.9212 45.4997 41.4705 41.0627 36.9308 threshold=0.7814852075415456 49.229729867641787 1.5000000000000002 20.014784596116197 0.87308738648693673 44.302557100732237 75.958892449920668 16.831761006289309 0.9408361038291434 0.84074448563831794 0.51853734771884252 0.85096577804911144 81.816756826189717 1.0000000180025095e-35 86.097979746446683 0.93842843137353704 18.095695970695974 1.0000000180025095e-35 11.346546310832027 0.66464030549396413 0.68590224118709886 52.594766234248389 23.972723523742893 50.787593984962413 30.225296559444963 52.670808305468313 0.86548266045548672 19.402789483430443 0.56851301833783441 53.803620738848416 34.671568627450988 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 6 14 18 11 30 22 -4 12 -3 24 26 -14 -8 23 -1 -10 -17 -21 -2 -16 -7 -22 -5 -6 -19 -18 -9 right_child=1 7 10 5 27 13 16 8 19 -11 -12 -13 15 -15 17 20 29 28 -20 21 25 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0089999267359780356 -0.010999762821191604 -0.0063660203897178049 -0.015206430048685228 -0.0026310777355179021 -0.0013257086728736432 0.0014928201975723447 -0.0048503980728033047 -0.0056762194658500562 0.00444859996008856 0.0016324129552334542 -0.0095497278153102421 -0.0002172728122211774 -0.0059253867470571101 -0.00032222188763288834 0.0064844198915651923 0.0017254651117762404 0.0013913375539791458 -0.011170217686453519 -0.0050854327582710258 0.0020361800849562476 -0.00046700801122005173 -0.00075150114888872157 -0.0029807691028111041 0.0085548968737624125 0.0046395131138731926 -0.0033059212887707971 0.0054436014179688862 0.0031865017231858502 0.0040371363873612951 -0.0042818839706670244 -0.0013163889406519846 leaf_count=47127 3287 22717 38429 4510 17276 19456 34941 9603 15039 19222 12143 48583 17606 14827 95818 12957 12472 586 18124 46201 29437 47308 17555 65404 118461 57512 4375 11900 16095 5938 16920 internal_value=0 0.0348241 -0.123828 0.0829452 -0.0818072 0.0957278 -0.104187 -0.0215747 0.00641331 -0.0253837 -0.246618 -0.0415965 -0.0546673 0.0669084 0.119295 -0.0433189 -0.059267 0.124056 -0.140914 0.0205775 -0.0323569 0.0111454 -0.075606 0.130438 0.0747184 -0.0417578 0.0239513 0.00916587 0.0623822 -0.00780939 -0.0515549 internal_count=901829 703479 198350 379596 147778 339532 118602 323883 135071 40064 50572 188812 140229 152744 186788 117512 53351 177903 65251 108548 99906 93509 20842 161222 137917 86949 8885 29176 16681 18410 26523 shrinkage=0.0561523 Tree=12 num_leaves=32 num_cat=0 split_feature=26 17 32 0 11 14 0 12 17 0 17 11 0 17 0 22 29 11 22 8 30 12 17 29 0 32 30 29 0 14 0 split_gain=3681.3 1673.31 944.216 353.17 312.284 281.217 233.023 194.747 134.303 126.402 118.809 105.024 89.3129 78.1163 74.2727 72.6014 69.8743 65.8891 62.3015 59.401 58.7888 63.461 52.4032 52.1729 50.0133 49.186 47.8694 46.2153 35.7951 34.0313 33.3659 threshold=0.76542382418164367 48.419384293955751 1.5000000000000002 48.000000000000007 0.85771013791943507 19.402789483430443 46.500000000000007 75.958892449920668 43.29795816557948 37.500000000000007 52.526293264023991 0.81655508284818645 35.000000000000007 79.310044519249359 37.500000000000007 1419.2500000000002 0.49758922762338514 0.81559752038874189 1072.2500000000002 621.50000000000011 1.0000000180025095e-35 104.3020382004283 50.992758675348135 1.5421813837628999 29.500000000000004 1.5000000000000002 1.0000000180025095e-35 0.88316805760104733 33.000000000000007 48.011142341640337 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 10 7 14 8 12 20 22 19 23 -1 27 -2 17 -4 -8 24 -3 21 30 -9 -5 -6 -10 -21 -12 -29 -25 -7 right_child=1 3 16 11 18 6 15 9 25 -11 13 -13 -14 -15 -16 -17 -18 -19 -20 26 -22 -23 -24 29 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0064487721792962022 5.814263500976647e-05 -1.1838102825003458e-05 -0.014757881428340171 -0.0047830367931893754 0.00038534966390417247 0.0061413412422035877 -0.0077477803298596449 0.00070882417363691218 0.0045695005207427777 -0.0068371827625265131 -0.0032958831655205303 -0.0015860298498699397 -0.010777852818150118 0.0038311069712044605 -0.0089229485875531485 0.0035507125607346841 -0.010047292946452175 0.00030489904255190538 0.0046653680360002189 0.0030154162160206518 0.0033809867149863838 0.0079151432732633784 -0.0035968095271583854 -0.011327505034095684 -0.0038337327336117632 -0.0026086752093670215 -0.0010170622592642791 0.00040671490011552321 -0.001782532699954603 -0.0022687260416229568 0.0022469593707273769 leaf_count=46737 18297 50630 33423 39367 23118 30362 5328 18529 140010 21187 28207 34571 22147 10121 3451 9323 14125 8036 6652 67190 14313 99559 17174 6943 14363 3076 10770 46374 47844 1611 8991 internal_value=0 0.0360244 -0.113335 -0.0132149 -0.0784759 0.0856803 0.0931813 -0.103871 0.10066 -0.0605719 0.00480366 -0.0702544 -0.139631 -0.0162057 -0.0243443 -0.00449532 -0.237898 -0.0517444 -0.00610183 0.0264593 0.121233 0.127521 -0.0242606 -0.100561 -0.0219303 0.0786288 0.0437799 -0.0231858 -0.0125549 -0.171345 0.0935241 internal_count=901829 684374 217455 343628 169907 340746 318998 125774 296311 56890 261136 82492 68884 132546 21748 22687 47548 13364 44133 128590 153225 138912 35703 47921 37481 143086 77960 122425 94218 8554 39353 shrinkage=0.0561523 Tree=13 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 26 16 2 32 17 17 16 14 9 20 16 17 17 17 24 14 17 16 15 20 4 split_gain=6168.65 1638.52 832.384 654.596 334.731 308.29 193.603 164.218 110.912 97.7713 88.4424 81.1411 62.3779 60.4641 66.2319 45.3873 45.3811 38.682 33.8892 33.8779 30.392 29.6782 28.7086 28.255 27.512 24.111 23.9302 23.6064 23.5899 22.5857 22.0811 threshold=211.4792630398118 1.5000000000000002 226.03059553059555 189.27661982825921 0.60517926575863801 1.5000000000000002 90.7034377091896 233.22104452721786 161.60728985001748 203.01022290278237 0.89927532426613455 218.15092592592597 29.38675213675214 1.5000000000000002 40.4752699736826 79.310044519249359 238.72712824025518 29.686980064060474 0.92045675541883254 0.78222040964292205 177.97509536524893 51.756649001266453 48.042293950739385 75.263087790858492 19.500000000000004 19.402789483430443 46.121237689924151 235.6096640216301 0.25467599840793653 0.51853734771884252 6.0041637420654306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 17 9 8 24 18 15 29 21 -6 14 -10 26 -9 -3 -1 -7 -16 -2 -13 -11 -4 -26 -5 -14 -18 -8 -28 right_child=1 4 7 5 12 19 10 16 13 23 -12 22 27 -15 20 -17 28 -19 -20 -21 -22 -23 -24 -25 25 -27 30 -29 -30 -31 -32 leaf_value=-0.014855050826122877 -0.0010652401097186097 -0.013379166663314072 0.0050786536282495156 0.00048951054530231315 -0.0064324164462260898 -0.012551788798440827 -0.013041137724350988 0.0066909817862573339 -0.002401889485149539 -0.0019775912539116446 0.0039549975905521029 0.00093805407936794951 -0.00057740806956094756 -0.012824783626692367 -0.0095216655399057177 0.0020208326403698858 0.0046917772529040972 -0.0062745257578065601 -0.010960318947564666 -0.0052020120127492997 -0.0072396316915096801 0.0011042783415436612 0.002940325219724814 0.0043337039196154935 -0.0030571971276131425 0.0034506635054384945 -0.014838301227245179 0.0055395314704033112 0.0089817185723565507 -0.0042162827242600521 -0.0049161820932249918 leaf_count=8528 29515 19211 138589 2580 4760 13228 1369 97735 6502 78754 5015 28117 5713 8464 34754 3176 4365 2764 40491 2325 39108 60911 114631 2302 2131 11386 714 3052 54558 2754 74327 internal_value=0 0.0619574 0.0755911 -0.110376 -0.146172 -0.0694873 -0.159728 0.109649 -0.169072 -0.0565649 -0.0187688 0.0304928 -0.022398 -0.148 -0.139533 -0.0811822 0.132373 -0.222352 -0.207256 -0.203965 -0.148051 0.0070549 0.0453399 -0.0320263 0.0862442 0.0431804 -0.0859765 0.0276486 0.154293 -0.12727 -0.0892322 internal_count=901829 577438 541938 324391 35500 177406 146985 308764 137847 161853 9138 233174 13525 88828 80364 80797 156658 21975 49019 15553 73862 90426 142748 81056 152106 13517 77621 8765 58923 4123 75041 shrinkage=0.0561523 Tree=14 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 16 20 2 32 17 16 17 1 9 17 17 17 29 16 0 24 2 29 0 9 24 split_gain=5515.45 1471.36 763.134 563.539 297.152 265.131 170.484 148.674 96.5739 84.7253 72.0723 69.7581 56.3984 53.7828 59.3812 40.1947 35.5844 34.5909 30.7362 29.5162 29.0379 28.9167 28.5367 27.3955 26.7767 24.3831 22.9534 21.7832 21.7825 21.72 20.8584 threshold=211.20549391108759 1.5000000000000002 225.87551112343201 189.27661982825921 0.60517926575863801 1.5000000000000002 90.7034377091896 233.22104452721786 161.60728985001748 198.88687603587798 218.15092592592597 0.64593201242337328 35.049450549450562 1.5000000000000002 40.4752699736826 238.72712824025518 71.499693824079301 1621.5000000000002 0.92381411581025874 52.38525698502152 48.042293950739385 75.263087790858492 0.53622864946996895 177.97509536524893 40.500000000000007 19.500000000000004 16.584119496855347 2.0304069978245107 29.500000000000004 0.94638549314359799 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 17 9 8 25 18 21 19 -8 -6 14 -10 -9 26 -3 -1 -2 -12 -5 -7 -16 29 28 27 -11 -4 -13 -22 right_child=1 4 7 5 12 22 11 15 13 16 20 24 -14 -15 23 -17 -18 -19 -20 -21 30 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.013923974932548138 -0.00079838303636230992 -0.012491971072222198 0.0053122347448932598 -0.0052495266633444003 -0.0054919729887941164 -0.01308062956313389 -0.0099079344437719898 0.0063206944057944145 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0.0852233 0.0698179 0.0490072 internal_count=901829 581010 545184 320819 35826 173949 146870 311903 137753 158609 233281 9117 13660 88775 80348 156553 107081 22166 48978 93767 139514 51528 15340 73838 6976 155350 102598 68362 141592 4930 113053 shrinkage=0.0561523 Tree=15 num_leaves=32 num_cat=0 split_feature=16 33 16 16 20 17 16 20 16 30 30 26 30 16 20 12 30 20 17 17 16 16 12 12 16 20 30 4 17 29 30 split_gain=4906.82 1238.75 705.862 524.652 198.826 155.768 135.641 125.233 97.5325 77.397 82.0434 73.5543 64.0131 63.293 61.0983 58.7551 41.502 39.7805 47.5921 37.624 37.4313 35.7731 32.4207 32.3101 30.6265 29.3024 28.0979 27.2181 24.4149 24.1837 24.0335 threshold=211.4792630398118 2.5000000000000004 225.72007626134243 190.64447655748236 0.66170900560563639 84.224707127810817 233.22104452721786 0.56851301833783441 155.09000278964604 1.0000000180025095e-35 2.5000000000000004 0.88840260486496858 1.5000000000000002 203.4479827243951 0.51853734771884252 98.822853480599591 1.0000000180025095e-35 0.73847763115545562 41.036889363649699 71.499693824079301 238.22466754441868 174.68355815287731 89.997474683058343 40.281222920256972 220.19217363272793 0.66170900560563639 1.0000000180025095e-35 5.0068871974945077 75.263087790858492 1.6504467008094235 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 12 8 16 -3 -1 15 -11 -7 27 19 30 23 -4 26 -19 -6 -16 -20 -9 -2 -25 -18 -10 -5 -15 -23 -8 right_child=1 7 6 4 13 11 14 22 17 10 -12 -13 -14 28 20 -17 25 18 21 -21 -22 29 -24 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.010981579965035487 -0.014444031778650092 -0.01263308262960725 0.0044427065872530425 -0.015945551067666822 -0.0041237864295173253 -0.0064840572757709179 0.0057913863075937317 -0.0092693441688835674 -0.00815361633394154 -0.0052171847325231243 0.0010895197978209458 0.00279517151880321 -0.012114618072704152 -0.0016689904466814455 0.0058654096474067335 0.0026400115237128932 -0.0066503255994761045 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108068 12528 29462 13646 75094 43876 1827 shrinkage=0.0561523 Tree=16 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 16 17 16 16 26 17 16 0 1 18 16 32 17 17 17 17 6 24 19 16 30 12 29 0 15 split_gain=4371.42 1238.89 704.12 347.192 249.51 176.077 139.311 129.978 65.9015 63.0904 60.2285 59.098 62.3883 43.1313 43.0783 34.9148 33.1627 31.8038 29.2752 29.1772 28.8236 27.3289 26.151 25.4278 25.4197 25.0121 24.617 24.4175 24.1591 23.4109 20.2772 threshold=208.79213378176385 1.5000000000000002 224.8730561117404 184.58385639624973 0.71450295827925614 1.5000000000000002 233.22104452721786 90.7034377091896 216.6214632053636 147.18736855205029 0.89927532426613455 79.310044519249359 198.88687603587798 29.500000000000004 364.50000000000006 1.5000000000000002 240.45844741293621 1.5000000000000002 50.079572725279696 54.380604844115716 48.714536802279611 35.787735030554238 0.17303668040265793 19.500000000000004 442.25000000000006 221.32790728476826 1.5000000000000002 83.805086527633236 0.47700318038240447 29.500000000000004 0.36669063788542844 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 14 11 23 9 19 -1 -9 12 20 17 -3 -6 -8 21 25 -2 -5 -11 -18 29 -25 -10 -16 -7 -20 -4 -15 right_child=1 4 6 5 15 27 16 10 18 13 -12 -13 -14 30 26 -17 22 -19 28 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.011080746332623136 -0.00076481512759103481 -0.011850516785063396 0.0046843715234556396 -0.0012103671706842044 0.0034416529123331876 -0.011888407047214517 0.0057838920771781203 -0.0062662633614503404 -0.00069859324985739049 -0.0014295483033780647 0.00325682409320153 0.0023970556368540785 -0.0025319672613257752 -0.012414805777015106 -0.0029034616793781405 -0.0030296533011091569 -0.0046879265718328426 -0.01150023695641743 -0.0026064315962778181 0.0013154041868025869 -0.0052278153735542988 -0.0063368245550761123 0.0078478492773227399 -0.0044448661067401042 0.0026099956257169001 0.0016861940567824989 -0.0087963720819911918 -0.0073330341071822479 0.0027193565758271542 0.0032803858552475553 -0.0084044998228819286 leaf_count=21793 65510 15385 100356 6202 5394 8024 117787 3886 20584 4050 4541 5367 79014 4297 2931 5128 532 3342 2784 31474 61157 30723 38300 1824 13750 42496 9415 6901 76015 59740 53127 internal_value=0 0.048236 0.0599047 -0.100499 -0.125987 -0.0705679 0.0896736 -0.140166 0.0184922 -0.148782 -0.0202062 -0.0603741 -0.064153 -0.137707 -0.175736 0.00512532 0.111359 -0.111627 0.0322251 -0.00159791 -0.0865132 -0.102672 0.136702 0.0703402 0.0317662 0.0161703 -0.131738 -0.174207 0.0450773 0.0740927 -0.155018 internal_count=901829 609405 571152 292424 38253 166665 332289 125759 238863 117332 8427 151740 146373 95539 27731 10522 156619 38115 141879 96984 67359 34773 38832 175670 15574 63080 12346 14925 78799 160096 57424 shrinkage=0.0561523 Tree=17 num_leaves=32 num_cat=0 split_feature=26 17 32 0 1 11 0 0 30 1 1 0 1 30 1 30 11 1 0 0 25 11 12 26 30 11 17 11 17 18 17 split_gain=2189.74 956.508 487.095 249.846 195.524 184.894 146.36 122.676 89.6887 79.1718 78.9653 74.7561 74.1747 70.9797 62.3005 60.0982 57.8709 51.0939 50.5082 48.3635 39.1518 37.5076 35.9895 35.4888 33.8683 32.39 31.7264 31.5093 30.4666 28.7698 28.441 threshold=0.72642327880659574 48.198505869589717 1.5000000000000002 37.500000000000007 512.50000000000011 0.87308738648693673 46.500000000000007 29.500000000000004 1.0000000180025095e-35 617.50000000000011 370.50000000000006 24.000000000000004 496.50000000000006 1.0000000180025095e-35 858.50000000000011 2.5000000000000004 0.82374339012925979 446.50000000000006 28.000000000000004 49.500000000000007 1212.7500000000002 0.83077690261865811 74.056349186104072 1.6484861650198179 1.0000000180025095e-35 0.68096113264427227 52.670808305468313 0.86548266045548672 51.132005064960445 2.5000000000000004 53.88337787523696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 12 11 7 13 10 9 -5 -1 -2 -3 14 18 23 19 -9 -6 -11 21 -8 -4 -10 25 29 -27 -13 -7 -14 -12 right_child=1 3 22 8 6 28 20 17 15 16 30 27 24 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.0045984514269392408 0.0017453891805302808 -0.0011803958974484698 -0.011517447579774489 -0.0033383520724094254 0.0045944659588539275 0.0014908697606279505 -0.0057546792282328636 -0.0077888480457909675 -0.0063176933405566429 -0.00039205280154054205 0.00062438386480471455 -0.0052225517271689073 0.0021334574961667414 0.0017213090722757163 0.0057467184558257145 -0.0023344747875960678 0.00091083051840644132 -0.0042195138269343875 0.0021545742116625354 -0.0035767637629992364 0.0024168926019340451 0.00046420354921660904 -0.0082663276486614253 -0.013351513634822272 -0.00066101104088445129 0.0021454785327895084 9.1927370518176635e-05 0.00018908500101644967 -0.0025582136258758851 0.0059608958507557999 -0.0035537819363263999 leaf_count=38088 27260 42431 29026 53513 102846 20564 5722 37342 7685 34344 18207 9233 16446 27031 110368 9848 42561 19120 36157 26743 9172 6568 17038 3205 20035 62337 38294 5363 8194 9932 7156 internal_value=0 0.0259102 -0.0938459 -0.00945789 0.0641574 -0.066007 0.0731505 -0.0832771 -0.0363715 -0.0282152 -0.0531049 0.000158937 0.0158114 0.0793273 0.0846033 -0.0981832 -0.0120879 -0.117184 0.0705191 -0.0318112 -0.00639896 -0.0432965 -0.183696 -0.149376 0.0264399 0.0324675 0.0242915 -0.0575962 0.00600451 0.0636588 -0.00987418 internal_count=901829 707094 194735 367374 339720 148671 297864 119913 177899 157161 63451 41856 189475 276402 249371 20738 103648 56462 139003 61087 21462 12290 46064 10890 147044 127009 100631 14596 28758 26378 25363 shrinkage=0.0561523 Tree=18 num_leaves=32 num_cat=0 split_feature=16 32 16 16 29 32 16 17 9 26 16 17 16 14 16 17 17 16 11 17 17 24 15 32 28 0 29 5 4 29 23 split_gain=3643.61 1008.84 567.194 305.064 172.299 138.22 118.169 110.042 58.7975 52.9049 51.9079 50.7293 51.6888 37.6875 32.4465 34.5103 30.726 30.2487 28.3105 25.5282 25.4281 24.809 23.9755 23.0544 22.4162 20.8529 20.7657 19.3591 19.4219 19.153 18.8588 threshold=208.79213378176385 1.5000000000000002 224.53372157515255 184.58385639624973 0.65291976107169425 1.5000000000000002 233.22104452721786 90.7034377091896 0.93390221716753186 0.91716421900620249 216.6214632053636 71.499693824079301 198.88687603587798 50.075817341672156 168.62977732793524 46.03297707719701 49.794441223675506 243.84645411186591 0.67839049043083743 54.380604844115716 48.714536802279611 22.500000000000004 0.17732946640739858 1.5000000000000002 449.25000000000006 29.500000000000004 1.9706223029752443 298.30363464355474 62.020849227905281 0.47700318038240447 0.48778434603812953 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 -3 11 21 8 -1 -9 19 12 20 -6 -10 23 -12 -8 26 -2 -5 25 27 -16 -23 -4 -13 -19 -29 -18 -7 right_child=1 4 6 5 13 30 17 9 14 -11 16 18 -14 -15 15 -17 29 22 -20 -21 -22 24 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.010366312763205963 -0.00069710508744165553 -0.0097752319309388196 0.0041754455234067761 -0.0010278790197498831 -0.0034502971429506363 -0.010648717547800919 0.0054033591022461247 -0.0057208561815969691 -0.0080353080102831039 0.0031777347635176785 0.00054526866741251925 0.0053982891250287145 -0.0023251505684495979 0.0033105473735720557 -0.0017342417393440602 -0.0067642965770042243 -0.0021017201880031873 0.0067827528184066137 -0.0024681381709439707 0.0012486486013372977 -0.0048139364054019199 -0.012697495413366153 0.0083506370213650271 -0.010101339493586645 0.0011961975333269386 0.0029057137951315174 -0.0093714581356187932 -0.03220183647978403 0.015337596429522803 0.0024558623068925505 -0.0066425822159774705 leaf_count=21111 65489 20978 108834 6168 14089 7792 141298 4011 52559 4437 50772 4077 77565 3188 7749 34890 3015 151 3477 31481 60040 384 14981 1199 7878 65224 324 120 35 81449 7064 internal_value=0 0.044033 0.0545637 -0.0917524 -0.11318 -0.0636623 0.0806494 -0.128886 -0.136811 -0.0186493 0.0164915 -0.0546445 -0.0589258 -0.0392285 -0.126343 -0.106254 0.0291521 0.100799 0.023489 -0.00116509 -0.0794487 0.0633445 0.143054 -0.0508511 0.00980278 0.0658859 0.0767724 -0.134043 -0.382302 0.0408385 -0.155716 internal_count=901829 609366 571111 292463 38255 166507 338905 125956 117508 8448 232206 151651 143773 17277 96397 43838 135236 156585 7878 96970 66208 182320 15287 8948 8262 174058 4401 306 155 84464 14856 shrinkage=0.0561523 Tree=19 num_leaves=32 num_cat=0 split_feature=16 33 16 16 20 17 20 16 16 16 26 1 30 16 17 0 20 17 2 13 30 17 1 14 17 9 9 16 19 0 27 split_gain=3250.35 813.089 467.237 346.943 129.857 106.914 88.2188 86.7418 71.086 60.608 51.7627 42.354 41.3564 39.492 35.9067 35.3243 34.8352 32.4943 27.3527 25.7983 25.2695 23.6259 23.1992 22.7838 21.919 21.1339 20.74 20.3978 20.3404 19.6696 19.0685 threshold=211.20549391108759 2.5000000000000004 228.58139792899411 190.64447655748236 0.66915053402222724 84.224707127810817 0.56851301833783441 220.96306691664424 155.09000278964604 237.53580586080588 0.72082843735645175 134.50000000000003 1.5000000000000002 202.16907721463269 47.042549147570647 40.500000000000007 0.4357748127381636 51.829739038223515 23.219375000000003 24.59883536056368 1.0000000180025095e-35 71.499693824079301 134.50000000000003 7.34383218962705 54.380604844115716 0.93489080987870354 0.94223905735017699 215.944327689353 2543.5000000000005 35.000000000000007 33.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 12 8 -3 11 -1 20 -7 -2 23 21 22 19 -11 29 -8 -10 30 -6 -9 -5 -15 -17 -12 -19 -28 -13 -4 right_child=1 6 9 4 13 10 18 14 15 16 26 17 -14 24 -16 25 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 leaf_value=-0.009067287783280786 -0.010062793502597697 -0.010276750410017611 0.0044320782994227287 -0.013503860637072351 -0.0034593912412503396 -0.0064735695676116558 -0.0074529365897702234 -0.012649645675053278 -0.00670955117649202 -0.0065848751306002828 -0.003073650640903495 0.00037573499927911141 -0.009828261261458587 -0.0023490948709969121 0.0028265916256007373 -0.010031892073465838 0.0060786628889010737 0.00048633198987585582 -0.0001282640663608306 -0.004319197181990678 0.0016587024355706446 0.0012205562851849009 0.0009639325326316543 -0.0042555683167121794 -0.00049270090396204193 -0.006782584513128076 0.0019498890514071964 0.0023051806519365807 0.011150963062576253 -0.0016356073386884725 0.0019430540263373401 leaf_count=34935 1205 15602 159904 898 59909 3706 2481 399 23234 691 2047 37998 8493 36317 115854 7475 77909 45291 4566 36762 12433 3606 36589 12986 44786 40549 4185 34063 925 25699 10332 internal_value=0 0.0446702 0.0522045 -0.0807326 -0.0491713 -0.114998 -0.141072 0.0250774 -0.122265 0.0830516 -0.0193578 0.00748933 -0.120062 -0.0382021 0.0416775 -0.109584 0.106271 0.00906197 -0.0482086 -0.0934046 0.0730608 -0.0568756 0.0145511 -0.0864388 -0.0235783 -0.129796 0.0303153 0.0225651 0.0643864 -0.00776024 0.0762394 internal_count=901829 581016 558367 320813 166995 153818 22649 297098 142955 261269 10863 144256 22377 144618 152842 108020 78600 143051 7047 59996 182669 63515 36988 13884 81103 48024 7157 79354 5110 63697 170236 shrinkage=0.0561523 Tree=20 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 16 9 11 16 16 16 16 7 1 16 2 29 2 21 20 16 10 29 9 1 11 5 7 13 29 split_gain=2887.93 805.758 449.797 243.949 169.613 119.379 83.1147 56.3507 57.5972 53.3806 47.6263 30.0909 27.7681 27.333 25.487 24.7464 23.0158 21.3692 20.5499 19.9556 19.699 19.1078 20.9523 18.6419 18.0629 22.9057 28.8006 17.6415 16.4726 16.326 19.95 threshold=208.79213378176385 1.5000000000000002 225.72007626134243 181.88979459520411 0.70179394580025867 1.5000000000000002 236.54959530781659 0.95223560384034234 0.66177189350813648 217.72939340374663 198.88687603587798 227.50119621977527 103.18260775985767 -12.528806686401365 1429.5000000000002 230.03526450848798 14.786474164133741 0.53622864946996895 12.147603485838781 14.500000000000002 0.79066695146231292 247.06882198331525 0.98801608194469925 0.86749642516682568 0.88080728258559704 2526.5000000000005 0.60958865214282243 70.003574371337905 -77.447860717773423 31.009998157477749 2.0304069978245107 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 14 10 15 24 27 17 16 -6 23 28 -3 -4 -5 -2 -14 -15 -7 -8 -23 -10 -1 -26 -27 -9 -11 -12 -31 right_child=1 4 6 5 11 20 21 8 12 13 29 -13 18 19 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 30 -32 leaf_value=-0.010689792501192398 -0.0027864573195168821 -0.0086790282744633167 0.0028537203362014058 -0.004478275663508371 -0.0028290791202293755 -0.0087035466448922277 0.0053670946432022608 -0.0011125069422938294 -0.0027845968223022643 0.0011311565080651643 -0.0028653023917922771 0.0030616191180502235 -0.0069014221407262388 0.0013321734994880562 -0.0032902299760874118 0.0040585538696978271 -0.0024796861346414816 0.00028407970617584666 -0.0048140866854625647 -0.0041085754125949302 -0.0030255462026499689 0.0091286670447121698 -0.024234768431678728 0.010780991551656785 -0.0081788170902530408 0.00580619181950755 -0.0081276905585423529 0.0092391055097337596 0.0036386219493695368 -0.0010082735263864185 -0.0068881065390002201 leaf_count=8577 7665 24123 90695 52600 5293 13732 86858 4320 1025 11485 31341 5656 51922 99506 3126 131959 27755 105647 20841 2172 2241 5483 60 464 25383 861 1024 590 29427 48107 1891 internal_value=0 0.0392979 0.048705 -0.0815669 -0.101313 -0.0583387 0.0740009 -0.117451 -0.102556 0.0175618 -0.0501915 0.00380963 -0.109492 0.0304369 -0.143553 0.0635376 -0.0674586 0.0013601 -0.112258 0.0216545 -0.140812 0.0992138 0.156138 0.0256925 -0.150346 -0.137756 -0.0314003 0.00233959 0.0522635 -0.0331333 -0.0219164 internal_count=901829 609155 570957 292674 38198 177667 315055 115007 79162 255902 161694 10949 74252 142590 27249 222654 80355 113312 72763 101678 15973 92401 5543 1489 35845 27268 1885 4910 40912 81339 49998 shrinkage=0.0561523 Tree=21 num_leaves=32 num_cat=0 split_feature=16 33 16 16 20 17 16 16 20 20 1 16 1 17 30 17 30 30 7 17 20 9 16 29 2 29 9 29 10 16 11 split_gain=2579.47 648.294 366.649 287.271 102.668 88.9064 79.1271 76.6383 71.2699 44.7917 44.1113 43.8352 35.9092 33.8508 32.514 30.9322 29.6456 33.6454 30.4104 26.6547 35.8593 26.6407 25.6694 23.5582 22.9177 21.0651 20.3626 18.7121 18.5574 19.955 18.4042 threshold=211.4792630398118 2.5000000000000004 229.40890765698464 193.88751050950063 0.66170900560563639 84.224707127810817 221.70186834367885 168.62977732793524 0.55933273412086981 0.63031211071048865 134.50000000000003 238.00224361701598 134.50000000000003 71.499693824079301 1.5000000000000002 45.042264748407725 1.0000000180025095e-35 2.5000000000000004 -7.5946431159973136 46.551791154294101 0.16546597987267511 0.95262318079538921 204.95255999801455 1.6504467008094235 23.219375000000003 0.49758922762338514 0.94937014025365285 1.4516734495464123 0.9654894972059741 245.70614101852649 0.66464030549396413 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 5 14 7 12 21 -3 -7 -4 -12 -2 22 -5 -8 18 27 -14 20 -9 -1 -6 25 -10 -21 -11 -18 29 -13 -15 right_child=1 8 10 4 13 9 15 19 24 26 11 28 16 30 -16 -17 17 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0090196085756472869 -0.009093791422246901 -0.0092630781397755862 -0.01041455372944739 -0.0041833994381847931 -0.002641174105273899 -0.0074033887684680525 -0.00053987971706355431 -0.0096843668747426098 -0.0067266578369268764 -0.0025261138151227969 0.0038149770929459472 0.00535823912303828 0.0021397663019602237 0.005319090373892079 -0.0088819686339283704 0.0024641417375458616 -0.0025542142072739037 0.00046528205057744411 0.00027886124705371579 -0.0070140990033213616 -0.0016265621078650309 -0.0066099304578191237 -0.001046519300815013 -0.010055857106790897 -0.00014754099539597391 -0.0046587255144977663 0.0030781331554506687 -0.0085096604556265127 0.0022395541731404108 0.0083151297472423349 -0.00086656912969657171 leaf_count=21598 1233 15275 644 11620 66730 2523 11676 2015 2602 3183 171624 57792 38997 3220 7735 145359 5478 10798 95490 14856 12826 43812 60855 3170 4658 61679 5714 2389 5191 8220 2867 internal_value=0 0.0400766 0.0468291 -0.0713623 -0.0398707 -0.0994821 0.0241005 -0.105568 -0.126193 -0.014239 0.0759008 0.076594 0.00802426 -0.0300145 -0.107941 0.0399055 0.00939268 -0.0279534 0.0145758 -0.0873616 -0.0484502 -0.131884 -0.0334904 -0.0946069 -0.0446199 -0.091108 0.0191115 -0.0776945 0.0974534 0.101981 0.042841 internal_count=901829 577426 554891 324403 153027 171376 311420 159956 22535 11420 243471 242827 154385 133672 19355 157035 153152 18665 134487 94546 14841 65410 127585 79705 7260 76535 8897 7867 71203 66012 6087 shrinkage=0.0561523 Tree=22 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 16 17 17 16 9 17 14 20 30 26 7 30 18 18 20 12 11 16 16 17 8 24 5 16 32 split_gain=2301.87 650.914 359.553 196.054 141.493 102.036 77.2538 71.9214 54.6527 44.6831 38.8443 35.8546 32.816 29.3867 26.1829 29.9999 29.8698 25.463 25.0419 24.9455 23.4702 23.3383 21.6863 20.9845 21.7507 22.8723 18.9931 18.9501 19.8581 18.6518 18.4336 threshold=208.79213378176385 1.5000000000000002 224.53372157515255 179.00515613973184 0.71450295827925614 1.5000000000000002 234.7125493019177 100.1927657976026 79.310044519249359 198.88687603587798 0.95223560384034234 47.363696195258136 20.297494534575751 0.64593201242337328 1.0000000180025095e-35 1.4341030606165137 -14.878949165344237 2.5000000000000004 1.5000000000000002 3.5000000000000004 0.4957644450185138 40.281222920256972 0.69094049810751168 103.18260775985767 147.18736855205029 35.787735030554238 725.50000000000011 21.500000000000004 20.000001907348636 247.06882198331525 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 7 20 8 19 10 9 11 -1 -5 21 -9 16 -16 -14 -17 -6 -4 -3 -2 -10 -12 -25 30 -18 -21 -29 -8 -26 right_child=1 4 6 5 18 -7 29 13 22 -11 23 -13 14 -15 15 17 26 -19 -20 27 -22 -23 -24 24 25 -27 -28 28 -30 -31 -32 leaf_value=-0.0080713715213374063 -0.012351635192586658 -0.0083225779517786987 0.0031218186403797941 0.00014782996699271023 0.0030963226999808765 -0.0071600260858015576 0.0045613555109937929 -0.0072000287450136573 0.0047076149921362609 -0.0018346131499510439 0.00099801955297188524 -0.0040301532792187756 0.0025391379641273204 0.0021817971935311469 0.00051618423164311944 -0.0089855966270848703 0.00022195456038961455 -0.0010720846489691589 -0.0023877542891523498 0.0021712627882554186 -0.0047858779802798183 -0.00043599416921264388 -0.0022183399607048518 -0.0080386141627347956 -0.00091919131894647305 -0.0057563644924099374 0.0016364004067540411 -0.022767458513368047 -0.0014659462726133276 0.0078796521970479153 -0.0094802792536932187 leaf_count=30506 524 19152 197710 7058 5384 16998 120841 1374 4381 79007 1461 78623 44858 4502 12607 2288 68102 2916 5124 9817 8561 47535 2113 11390 5418 48623 53409 142 4888 5588 929 internal_value=0 0.0350499 0.0435035 -0.0728843 -0.0912918 -0.053615 0.0642696 -0.107683 -0.0462774 -0.0498255 -0.114105 -0.0656428 0.0131925 -0.00021333 0.0192646 -0.0171755 0.0231658 -0.0810538 0.0075176 0.0526269 -0.128758 -0.0100782 0.0437038 -0.100775 -0.103385 -0.0951437 0.0150245 0.0130945 -0.036816 0.0838438 -0.0386852 internal_count=901829 609446 571225 292383 38221 188180 338986 104203 171182 164688 98327 85681 232239 5876 184180 17811 166369 5204 10508 212557 27713 48059 6494 67821 66360 54970 121511 14847 5030 126429 6347 shrinkage=0.0561523 Tree=23 num_leaves=32 num_cat=0 split_feature=29 17 32 1 11 31 9 2 2 2 1 11 1 17 20 26 10 11 20 11 28 29 13 2 11 22 10 10 1 29 17 split_gain=1190.3 496.96 221.292 130.153 98.153 95.4885 83.8872 84.8316 49.5757 46.4535 42.1923 33.2996 32.8394 32.5141 32.2666 28.2577 28.1897 28.1207 20.3949 19.9474 19.9269 18.4696 18.4269 18.0532 18.0097 17.5541 20.5034 17.4553 24.8299 17.4136 16.1478 threshold=0.64600950844737015 49.441724292802739 1.5000000000000002 650.50000000000011 0.85701294219439395 1.5000000000000002 0.92663221654411199 18.65261756876664 23.430194805194809 15.282813781788354 575.50000000000011 0.68096113264427227 466.50000000000006 40.770091768439606 0.74395519862149617 1.4094354053944385 0.90120238299067124 0.92100767390289462 0.74395519862149617 0.87053667434715831 1069.2500000000002 0.18524860476915275 23.032396579507214 43.685855263157897 0.87607298113763643 8036.5000000000009 0.9654894972059741 0.98801608194469925 27913.000000000004 0.056058942442868735 52.312265753027013 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 9 13 16 10 12 -1 19 -9 24 25 -7 -16 -3 21 -13 22 -18 -6 -8 -17 -2 26 -5 -27 -29 -11 -20 right_child=1 6 -4 5 17 14 7 11 -10 29 -12 18 -14 -15 15 23 20 -19 30 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31 -32 leaf_value=-0.0048892402292993247 -0.0025438329209330076 -0.0022046229841151785 -0.0079142983095060408 0.0042789019895671833 -0.0068470517861706796 -0.0040045960077415201 -0.0069106480639343952 0.0029948067276393091 0.002268883199884142 -0.022194513765927182 -0.00028974062456685898 -0.0034314037169916531 0.00078487632182351076 0.0029435226107980801 0.0023958639238392957 -0.0034457044133760781 -0.0078491902297400905 0.0024823675037288621 0.0015538575374599128 -0.00014143027527358074 -0.002876388688646318 -0.00099144095241592749 -0.002142393114819939 0.0010886395283941281 0.00074090424225608002 0.0069623878083634105 0.00011438858141906216 -0.034445531073318325 0.0095516706856806632 -0.0018163342051991486 -6.3265415622095603e-05 leaf_count=65029 18492 22681 41332 65656 1834 4940 2652 20577 51426 133 114531 4019 60039 151766 16507 5767 5978 7586 35611 16272 4419 22977 70198 5325 7357 9147 3952 78 84 22509 42955 internal_value=0 0.0169428 -0.077833 0.0408083 -0.0561079 0.0538281 -0.0111806 -0.00602229 0.0158502 -0.0734884 -0.0178569 0.0173406 0.00114735 0.0609814 0.00311495 0.0164376 -0.0590266 -0.00907372 0.00837249 -0.0341739 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47.674896109272247 47.363696195258136 45.000000000000007 52.890667753315235 95.026911934581207 0.4957644450185138 24.59883536056368 0.69094049810751168 29.500000000000004 1.3660352176075448 770.25000000000011 -81.82159042358397 -9.4623217582702619 57.331421346534704 228.58139792899411 0.85339731897108961 35.000000000000007 0.27256374662086708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 18 9 10 16 21 11 -1 14 23 -9 -5 19 29 -6 -3 -12 30 -4 -16 -8 -14 -15 -27 -20 -18 -2 -11 right_child=1 4 8 5 17 -7 12 13 -10 20 15 -13 24 25 22 -17 28 -19 27 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.0091763266776864021 7.0309206759625731e-05 -0.0074645125266316571 0.0033916418756900408 0.00035305510051299524 -0.005731620900554439 -0.006393992665946817 0.0017897128290295071 7.4562802108636139e-05 0.0045345110026114733 -0.022020574668416868 -0.0059450787211258104 -0.0016761608375090362 -0.015979758380506269 0.002890151165385762 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6187 162800 75937 99582 119738 9531 28650 65520 7340 199205 70462 2909 3278 131213 90182 9533 62918 56820 4651 shrinkage=0.0561523 Tree=25 num_leaves=32 num_cat=0 split_feature=16 33 16 16 20 17 16 30 20 8 30 26 0 1 17 0 16 30 26 1 21 26 28 27 1 26 17 16 17 0 18 split_gain=1717.68 418.176 222.745 218.125 79.3895 63.6375 60.034 48.2952 45.9633 42.7834 37.4258 33.9401 30.344 29.7248 28.8431 28.4806 27.2269 24.6013 23.8606 22.8958 22.6968 22.1429 20.0215 20.943 18.9437 17.9962 21.9214 17.5197 19.8135 17.3677 17.2761 threshold=212.53708615777586 2.5000000000000004 229.7341956396717 195.11974785674195 0.6762154855445609 84.224707127810817 165.9166920847949 1.0000000180025095e-35 0.56851301833783441 701.50000000000011 2.5000000000000004 0.72082843735645175 33.000000000000007 134.50000000000003 71.499693824079301 33.000000000000007 239.25693488539113 1.5000000000000002 2.0390275944354186 118.50000000000001 15.500000000000002 1.4341030606165137 880.25000000000011 14.500000000000002 671.50000000000011 0.18600819781396596 40.4752699736826 147.18736855205029 39.392412693725412 29.500000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 17 6 27 9 -3 12 -9 -7 19 -4 18 25 29 -5 24 -2 -14 -17 23 -21 -6 -8 -27 -1 -29 -15 -10 right_child=1 8 13 4 14 11 15 10 30 -11 -12 -13 20 16 -16 21 -18 -19 -20 22 -22 -23 -24 -25 -26 26 -28 28 -30 -31 -32 leaf_value=-0.00752245282444069 -0.0088340082474168361 -0.0074570438342483249 -0.0086956997458776837 -0.0033332557229397712 -0.0017705581536080054 -0.0048130419323030565 -0.0070001433001802395 -0.0031325894347146075 0.0011782161255128622 0.0021988951379798573 0.00075487577092239646 0.0016115731894508628 -0.00019825451029218587 0.0035267488195411959 0.0026271858382809557 -0.0045072115498260481 0.0046351104502886011 -0.0072877280804173267 -0.0066710296641528648 0.0027250990211968792 -0.0096883913653746587 -0.0085239252973979569 -0.0037014579252221558 0.00096193080723512201 -0.00037501760117581871 0.0014226661783028718 -0.0030644987377219483 -0.0035622851516049574 -0.0063712780307707681 0.0022805882107517889 -0.0044881842816414264 leaf_count=21443 690 15025 629 12502 81056 3875 3270 13355 3119 126269 18802 7835 47956 133933 6013 56260 53951 8223 2604 32071 808 4688 2339 62906 49339 3752 40362 11437 25730 47867 3720 internal_value=0 0.0337209 0.0391948 -0.0564156 -0.0295655 -0.080423 -0.0854216 0.0213467 -0.101867 0.0256638 -0.0153086 -0.00916117 0.0140532 0.0622388 -0.0209576 -0.0714732 0.062818 -0.087303 -0.0240204 0.0241956 -0.00633104 -0.0857698 0.0254826 0.0277335 -0.0221275 -0.0530841 -0.0477782 -0.111203 -0.0980708 0.0569637 -0.0339071 internal_count=901829 563440 541576 338389 159737 178652 166942 305196 21864 273039 32157 11710 146770 236380 139012 108332 235751 20725 132999 98006 48764 60948 97316 94977 130395 47384 44114 58610 37167 181800 6839 shrinkage=0.0561523 Tree=26 num_leaves=32 num_cat=0 split_feature=16 32 16 16 32 12 17 16 27 23 29 28 4 0 12 26 0 32 17 1 23 16 16 30 24 15 4 22 29 29 7 split_gain=1537.84 351.175 243.038 154.878 102.984 73.0311 55.6582 54.5332 36.6752 34.9505 31.6949 29.5667 28.3533 28.6533 31.1686 28.9345 25.8318 25.6022 36.355 22.1448 22.0406 21.7333 21.3142 20.4049 19.5812 19.2819 22.3548 40.2597 30.9141 34.5284 21.9092 threshold=215.01719588754437 1.5000000000000002 195.67431430123224 230.03526450848798 1.5000000000000002 92.059397513309008 79.310044519249359 161.60728985001748 31.500000000000004 0.9171938146354951 0.2063220011178877 439.75000000000006 5.0068871974945077 33.000000000000007 95.574116139070426 1.9731342958485378 33.000000000000007 1.5000000000000002 45.042264748407725 470.50000000000006 0.83504104814495994 242.06674449523595 184.58385639624973 1.0000000180025095e-35 21.500000000000004 0.25467599840793653 50.360145568847663 2105.2500000000005 1.1823221613220125 0.99998881256572625 -52.125013351440423 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 12 -3 7 -1 10 -8 -2 -10 -4 14 -14 19 -12 18 -9 -15 -7 24 -20 -18 -5 26 27 -23 29 -29 -30 right_child=1 5 4 21 -6 20 9 17 11 -11 16 -13 13 15 -16 -17 23 -19 22 -21 -22 25 -24 -25 -26 -27 -28 28 30 -31 -32 leaf_value=-0.0061045231705266533 -0.0078642646530821189 -0.0064865153570107135 -0.012008924223812589 0.0033331900930562669 -0.0056307626980355279 -0.0033033524648150301 -0.003756782596189152 -0.00099395257873798027 -0.015603138429766477 0.0020101310354777757 0.0021122817952400732 -0.00052141522983917233 -0.00098584142360005791 -0.0032792416380544769 0.001347627950773315 -0.0073264902801829495 0.0011714742130702045 -0.006402230943782128 -0.0048313338069379185 -0.0010055398366755511 0.00091961165152099923 0.0071050825649406251 -0.0031481431047382679 -0.0019152426815575937 0.00073993014535717755 0.0054627868767270025 0.0071951892677297241 0.010197849727972438 -0.0253424461331202 -0.033147508467360927 0.0019074963982418992 leaf_count=47979 1110 15860 730 189210 16308 7396 6310 14589 418 6978 149665 21046 48039 16308 28911 2667 92736 11378 48305 78621 8237 646 46610 7283 9649 22947 937 73 115 281 487 internal_value=0 0.034694 -0.0491324 0.0411879 -0.0242673 -0.0677068 -0.0752854 -0.080189 0.025157 -0.0129714 0.0285525 -0.0145163 -0.0171953 -0.0163727 -0.00194347 -0.0277496 0.029302 -0.0688674 -0.0641763 -0.0248635 -0.0192028 0.0606425 -0.0713198 0.0168597 0.057119 0.0881358 0.00544529 -0.0663164 -0.196631 -0.431132 -0.0587342 internal_count=901829 528096 373733 496603 191584 31493 182149 168861 272258 13288 250794 21464 175276 174546 76950 97596 249684 120882 109504 94929 15633 224345 94915 100019 198859 25486 2539 1602 956 354 602 shrinkage=0.0561523 Tree=27 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 32 17 16 17 16 17 0 14 0 30 30 17 12 20 18 24 14 20 27 17 11 6 11 20 5 17 split_gain=1378.69 371.994 214.138 124.561 88.9367 60.5615 45.3181 44.7845 36.0404 27.26 26.3207 25.3011 30.4303 24.3357 24.3009 24.9728 24.0346 23.9098 23.5148 17.9482 17.1297 21.8403 17.0249 16.9713 16.7206 15.8256 16.4403 15.2284 15.5585 15.0068 14.8495 threshold=208.79213378176385 1.5000000000000002 224.36293815373895 179.00515613973184 0.7596056721056722 1.5000000000000002 100.1927657976026 232.10300768882863 79.310044519249359 198.88687603587798 49.513781269024271 33.000000000000007 19.056925676907483 24.000000000000004 1.0000000180025095e-35 1.5000000000000002 44.015834925444054 43.088834764831851 0.64593201242337328 1.5000000000000002 21.500000000000004 17.267723166507356 0.4957644450185138 13.500000000000002 49.721729645444213 0.70506076962620268 0.27256374662086708 0.79145263120922371 0.7490442096119837 28.00000095367432 47.042549147570647 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 22 8 13 16 9 10 -5 17 -13 -1 29 -16 -4 -2 -8 -6 30 -22 -3 -19 -25 26 -10 -15 -29 -14 -9 right_child=1 4 7 5 19 -7 18 20 25 -11 -12 12 14 27 15 -17 -18 23 -20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0036627169968305429 -0.0082144576197511789 -0.00633978933528996 0.00015010861240350535 -0.0003776388479914851 0.0034534134587775444 -0.0055012268057598743 -0.0063667884417617487 0.0035579677272219784 -0.021562637377707333 -0.0013941172485973593 -0.0032327230330051735 -0.0035013206488066165 -0.00087479708127566748 -0.0062506201330420974 -0.010812872107427879 -0.0015314336393388009 0.0023379916503517722 0.0020429428439931721 0.002019726548503947 -0.0015530501294548479 -0.015825501784576548 0.0013193330830331832 -0.0034827729667475452 -0.00068117851351960114 0.0011942784636110853 -0.0023502088115296511 0.0042715731321160983 -0.0063144379031928781 -0.0034943745723734808 0.00084401302537490553 -0.0011070487222518504 leaf_count=29665 859 19053 17786 11808 4651 16961 1375 170480 79 79163 73894 7548 20586 42147 1035 7822 144069 45302 4518 4388 242 7340 10043 20928 52819 1805 4614 9765 16749 72156 2179 internal_value=0 0.0272002 0.033585 -0.0563196 -0.0684247 -0.0409693 -0.0840576 0.0494291 -0.0353276 -0.0382067 -0.0505652 0.00992166 -0.00109419 -0.0891626 0.00345693 -0.0465882 0.037355 0.0199489 0.00112053 0.0182186 0.0602715 0.0137503 -0.0953414 0.0211484 0.0117904 0.0377208 0.0683265 -0.0995034 -0.0807268 0.00823631 0.0623144 internal_count=901829 609286 571151 292543 38135 188324 104219 342096 171363 164865 85702 229055 109147 98326 101599 8857 161855 119908 5893 9039 180241 7582 29096 119049 73747 6498 4693 68661 26514 92742 172659 shrinkage=0.0561523 Tree=28 num_leaves=32 num_cat=0 split_feature=29 0 32 12 14 30 0 20 0 1 11 1 30 9 23 14 14 11 21 28 4 30 11 11 27 27 11 6 19 11 12 split_gain=718.845 377.902 127.442 109.003 81.8749 82.7166 63.3604 60.1093 58.4594 40.637 35.7484 34.7252 33.5236 31.3128 30.7974 28.6365 26.7333 24.9134 24.85 23.9336 23.6913 22.0421 21.3203 20.6182 20.3881 19.9311 18.1648 17.5961 16.3202 15.6759 15.1702 threshold=0.6395241034673923 35.000000000000007 1.5000000000000002 99.819805153394668 21.642722202792957 1.0000000180025095e-35 29.500000000000004 0.70823791431940275 49.500000000000007 762.50000000000011 0.87308738648693673 462.50000000000006 1.0000000180025095e-35 0.93489080987870354 1.4014599317988068 26.60978152578279 29.399624229985452 0.80342008598311132 1.5000000000000002 1122.2500000000002 7.0084991455078134 2.5000000000000004 0.81655508284818645 0.87607298113763643 2.5000000000000004 31.500000000000004 0.86034369179046843 0.74074074171581195 733.25000000000011 0.9018273918694677 86.097979746446683 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 13 8 10 -5 9 30 16 20 18 -3 -7 17 24 -8 -9 22 -2 -16 -10 -22 -1 -13 28 -24 -27 -20 -6 right_child=1 4 -4 7 5 14 15 12 19 -11 -12 25 -14 -15 21 -17 -18 -19 29 -21 23 -23 27 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=-0.010218025981223056 -0.014285057353002204 -0.0077494108121849937 -0.0061329621088601436 -0.003763461185595287 -0.0021886033103602743 -0.0022550889972145455 -0.0057515458063945347 0.0045487426845872382 -0.0030535198388683062 0.0015792803481077184 0.0010218468307859943 0.0014165712121912233 0.00092873731807494335 -0.0024768774411215392 -0.0091895125074811113 9.6670935354367318e-05 0.0041317236161276388 -0.0031508037436478861 0.0024208405475557781 0.00095880156245862211 -0.00085909201679046799 -0.0024496912980558265 0.00073657289605875813 0.0016784747343490886 -0.0021667022197722052 -0.0023783707356315833 0.00096423042380848012 -0.0024142280288299905 -0.013842182275504799 0.0038327273471970053 3.1997712920813393e-05 leaf_count=1013 385 3813 40960 4797 11939 21360 22373 23691 26956 69501 15464 131401 33674 51795 4080 4936 2103 24150 171076 10540 46722 2448 12154 12879 47151 5429 7541 10346 422 28998 51732 internal_value=0 0.0130383 -0.0612041 0.0303886 -0.0162494 -0.00762131 -0.0444217 0.0438892 -0.000271331 0.0114052 -0.0238481 0.0131001 0.0459558 -0.0505485 -0.0585314 -0.0707012 -0.036783 -0.0783852 0.0503826 -0.0261895 -0.00713143 -0.118643 -0.03541 -0.00553418 -0.0416019 0.0214818 -0.0152692 -0.012684 -0.0570803 0.0467563 -0.00684547 internal_count=901829 743679 158150 467015 276664 221056 117190 262236 193168 133172 65731 204779 257439 55608 27888 51459 50267 46523 223765 59996 59986 6528 49456 59601 48164 144793 13392 22500 5851 200074 63671 shrinkage=0.0561523 Tree=29 num_leaves=32 num_cat=0 split_feature=16 32 16 16 20 20 16 17 17 9 29 17 17 16 17 16 26 16 29 32 4 17 16 16 10 19 27 4 9 16 17 split_gain=1154.36 301.874 177.807 104.951 70.7848 49.4352 41.6969 38.5476 33.3653 30.9144 25.4741 23.6731 23.402 26.5761 21.8609 22.7284 19.7626 17.4341 19.1354 16.4085 17.7804 16.3876 16.2389 15.7222 21.3572 15.6507 15.6397 15.5312 14.1794 14.1547 18.648 threshold=208.79213378176385 1.5000000000000002 223.33704450432961 179.00515613973184 0.76812624981961375 0.69555675935957639 231.28644972765741 100.1927657976026 75.263087790858492 0.95223560384034234 2.0304069978245107 44.861320291092461 50.079572725279696 216.16648668106555 47.514892077259681 197.87284070391033 0.93293958276102151 103.18260775985767 0.75870351313495132 1.5000000000000002 5.0068871974945077 54.380604844115716 223.67807753873331 244.66780840373326 0.98801608194469925 767.25000000000011 14.500000000000002 25.961814880371097 0.96810096733448814 147.18736855205029 35.787735030554238 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 7 27 19 11 9 10 -1 14 -4 26 21 -7 -16 25 18 -11 20 -5 -14 -6 -8 -25 -9 -2 -3 -12 -19 -31 right_child=1 4 6 5 22 8 23 16 -10 17 28 -13 13 -15 15 -17 -18 29 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 30 -32 leaf_value=-0.0060826437225783639 0.00044058623889895316 -0.0053754740370755829 0.00016674372237676874 -0.012648699452110198 -0.0022770623110048046 0.0010108107794548373 0.0028836144954975771 0.0019523795572335258 0.0019505857484801096 -0.0023848919951389783 -0.0080215419561594642 0.002078804153330443 -0.00057258544150186102 0.0014962469654831014 -0.0027365501181396516 -0.0012869439741699244 0.0031957383807036679 -0.0058680630686946218 0.011332158987884441 -0.0056059126948651049 -0.002694566650988339 0.0010710059703969447 0.0027695604705601602 0.0052535289846800028 -0.01484898032367409 -0.0066401121196969981 -0.0015373557362587937 -0.0020324567009048322 0.0026610517781094625 -0.00084115007358854371 -0.0040660944317866127 leaf_count=30525 23004 24073 23882 585 3117 8362 185287 1090 7490 966 3028 140708 51407 76170 62556 74982 3070 11367 480 13688 17247 30462 5663 11931 169 1728 27883 5357 450 6396 48706 internal_value=0 0.0246667 0.030426 -0.0517452 -0.0613845 -0.0376541 0.0438335 -0.0771898 -0.0303928 -0.0818909 -0.0336585 0.03208 0.00719662 0.0132022 -0.0316423 -0.0346605 0.00140612 -0.0700103 0.038618 -0.0737923 -0.0538023 0.000693929 0.0174161 0.0536342 0.0885584 -0.0590634 -0.0114547 -0.0848935 -0.118239 -0.0723734 -0.0657455 internal_count=901829 609113 570903 292716 38210 188388 361977 104328 156868 98440 149378 164590 208926 158039 145900 137538 5888 67915 1446 31520 17832 81869 8780 197387 12100 2818 50887 29430 3478 66469 55102 shrinkage=0.0561523 Tree=30 num_leaves=32 num_cat=0 split_feature=16 33 16 16 33 0 17 29 27 16 14 16 29 8 31 31 28 7 17 29 11 29 16 23 23 7 21 28 12 0 13 split_gain=1029.21 224.549 172.767 100.576 56.7749 40.5585 38.1599 32.6558 31.5406 29.8238 29.6809 22.4336 22.3093 27.3943 26.3961 20.9491 19.8403 19.7437 41.4904 19.4881 19.1254 18.9512 18.9501 17.802 15.3348 19.0808 15.3222 15.2529 14.944 14.7604 14.7562 threshold=215.48936049801929 2.5000000000000004 197.87284070391033 230.03526450848798 2.5000000000000004 29.500000000000004 90.7034377091896 0.2063220011178877 27.500000000000004 174.68355815287731 8.6137548627967302 164.51644939258418 1.8367921368208486 718.50000000000011 1.5000000000000002 1.5000000000000002 461.25000000000006 -15.945394992828367 57.015664221775857 1.5821718790468793 0.81736136219758138 0.095137135811654866 238.22466754441868 0.59394068331983163 0.92310145994356529 -56.309932708740227 1.5000000000000002 880.25000000000011 40.281222920256972 29.500000000000004 30.113945730028579 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 10 6 11 -2 15 -7 -4 -1 13 27 -14 17 -10 -9 28 30 -20 -5 -23 -3 -8 -26 -25 29 -19 -12 -11 right_child=1 23 4 21 -6 9 24 8 16 19 12 -13 14 -15 -16 -17 -18 18 20 -21 -22 22 -24 26 25 -27 -28 -29 -30 -31 -32 leaf_value=-0.0041568544360841174 -0.0066278125120668076 -0.0054833448928752393 -0.0070913854104598878 -0.0068470410327890526 -0.005477115152389799 -0.0050269934891028047 -0.0011000941937327352 0.0024592714920691552 -0.0063256776287604777 -0.0040080757028336722 -0.00017787890335643129 -0.0020183462823073605 -0.00068945956288208893 0.0004263708288641541 -0.0081996633134049143 -0.0001463187807365313 -6.4719708458460193e-05 -0.021516113904049169 -0.001104659280909936 -0.0070179691192927092 -0.011945811479022607 0.0024088960207893271 0.0035276000197306243 0.0056242308047235526 -0.0054626817042236295 0.0068224701068463605 -0.0028740010104465661 -0.004253187796387615 0.0013721835256782602 -0.0015209084929216179 -0.0022798792331687138 leaf_count=22963 1706 12921 2313 652 8478 52571 2491 59257 1670 26879 44960 47383 3285 57410 2679 24409 35957 90 998 4061 1056 161374 67804 752 474 2507 6058 4596 146466 60555 37054 internal_value=0 0.0287958 -0.0396042 0.0329133 -0.0176115 -0.0602412 -0.0421189 0.0198856 0.0207573 -0.0716375 -0.0137568 -0.0483759 -0.0122565 -0.0101168 -0.0723569 0.0251082 -0.00610127 0.0283626 0.0222084 -0.0578079 -0.118932 0.0483093 0.0487936 -0.0758448 0.0383196 0.0867114 -0.0344701 -0.0193505 0.0241865 -0.0168941 -0.0535411 internal_count=901829 521170 380659 501439 184276 196383 75818 271609 269903 120565 175798 70346 173485 167521 5964 232276 37627 207867 148610 67994 2054 229830 229178 19731 5472 2981 6810 110111 146556 105515 63933 shrinkage=0.0561523 Tree=31 num_leaves=32 num_cat=0 split_feature=16 33 16 16 32 9 17 29 27 14 16 17 13 5 0 30 11 17 28 29 16 6 0 23 0 0 29 24 14 29 23 split_gain=921.85 200.677 153.15 91.2043 67.4319 39.5293 50.0897 30.2134 28.6339 26.9045 24.3395 22.7942 21.611 19.8816 18.4412 18.3031 17.0215 43.5488 17.0213 17.0063 17.497 19.6488 16.761 16.0727 15.6427 15.4827 14.8943 14.8086 15.7663 13.163 12.6309 threshold=215.48936049801929 2.5000000000000004 192.6427506752751 230.03526450848798 1.5000000000000002 0.93927869633297867 84.224707127810817 0.2063220011178877 27.500000000000004 7.34383218962705 204.95255999801455 54.380604844115716 24.59883536056368 70.003574371337905 43.000000000000007 1.0000000180025095e-35 0.74786777706134111 56.472103740735612 461.25000000000006 0.16107854937064431 243.84645411186591 0.17303668040265793 29.500000000000004 0.53996509942570226 29.500000000000004 28.000000000000004 2.0304069978245107 20.500000000000004 18.866570048418577 2.0304069978245107 0.52987963565387131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 25 12 -2 15 -4 29 -12 -7 22 -14 16 -9 -18 -10 -5 24 -22 -8 -3 27 30 -17 -21 -29 -11 -1 right_child=1 23 4 19 -6 6 13 8 18 10 11 -13 14 -15 -16 26 17 -19 -20 20 21 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0062018378545841465 -0.0064067171968007026 -0.0053124100019334248 -0.0095231756120375977 -0.0053429102089024953 -0.0043636270210432732 -0.0042340416644900602 0.0028720270648581255 0.0023990215917214274 -0.0058831110644278223 -0.0014116529236166372 -0.00091761226447427792 0.00067518180535960828 -0.0018758868249775394 0.0080904578392596797 -0.0035885510492468888 0.00042661091028783562 0.0013257079026413061 -0.0068362706535122428 -7.7311378576831117e-05 0.0028890526223560005 -0.010966339463922602 0.0046573554382791831 -0.0026586108892494905 -0.0020403406359364449 0.001633626659894581 -0.0061224546541651485 -0.0036453730409295435 -0.0065767135602901126 0.001352392731373104 -0.0063381725632131016 -0.0023259354492367297 leaf_count=3917 1700 11932 1113 852 18486 44561 3540 50869 1666 78772 67442 48849 41741 1169 37753 21161 154894 2089 35956 149896 258 15618 3375 7846 52872 19979 3270 863 9439 1748 8203 internal_value=0 0.0273091 -0.0374254 0.0312063 -0.0199513 -0.0604504 -0.0528041 0.0188007 0.0196377 -0.0145566 -0.0136799 -0.00442628 -0.0577742 0.0234657 -0.0478923 0.0237829 0.0268263 0.0216749 -0.00595536 0.0458689 0.0463937 0.0784199 0.00307542 -0.0714908 0.0440074 -0.0919273 -0.00210872 0.0489298 0.0122554 -0.0270444 -0.0637297 internal_count=901829 521181 380648 501403 216410 164238 132139 271605 269905 197924 196811 116291 124055 8084 79494 232283 207852 156983 37622 229798 228946 15876 6915 19778 213070 32099 24431 160198 10302 80520 12120 shrinkage=0.0561523 Tree=32 num_leaves=32 num_cat=0 split_feature=29 0 32 12 14 30 11 13 30 0 0 13 14 29 4 9 18 17 21 27 25 13 18 25 17 11 29 0 4 18 11 split_gain=478.833 263.913 85.0969 75.5524 58.5043 60.4016 49.9746 41.7252 39.2894 36.4255 30.2809 26.6238 24.3027 23.9936 31.323 23.3644 20.8231 20.6205 19.319 17.5114 17.2891 34.9253 45.8783 27.7733 18.8994 17.0082 16.8517 16.8502 15.9639 15.7993 15.4351 threshold=0.6395241034673923 35.000000000000007 1.5000000000000002 99.819805153394668 21.642722202792957 1.0000000180025095e-35 0.8333667871002276 30.622421046888231 1.0000000180025095e-35 49.500000000000007 33.000000000000007 25.874531223729011 28.996887395950029 1.7326161882485187 47.333768844604499 0.93489080987870354 2.5000000000000004 51.060833285866529 1.5000000000000002 13.500000000000002 1187.2500000000002 44.34272365074515 1.5000000000000002 1385.2500000000002 45.500782750232219 0.90518905872888189 0.095137135811654866 49.500000000000007 7.0084991455078134 2.5000000000000004 0.88528649860986797 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 15 7 10 -6 18 30 12 28 26 -7 27 -3 17 -8 -5 29 -20 22 -22 -24 -23 -21 -1 -15 -2 -13 -9 right_child=1 4 -4 8 5 13 16 9 -10 -11 -12 19 -14 14 -16 -17 -18 -19 20 25 21 24 23 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.010211654139686858 -0.015413139257147511 -0.0066420971305480676 -0.0050021831510076581 0.003846257394502789 -0.0019919544613209734 -0.0017753996231171056 0.0012242835881972204 0.00059633643012733115 0.00036250908732125234 -0.00089391675053640573 -0.0043616721792482539 0.0011114679911226066 0.0038001529896065185 -0.0051211169340397667 -0.0009957703327947555 -0.0020887365154789732 -0.0025318860155795196 -0.0017975989248395874 0.0023582104630914345 0.00023048749136249052 0.0016856288099092074 0.0021817387776451569 -0.030421587652579192 -0.0026100311786288388 -0.0011294736648903769 0.0021742417856142147 -0.0021553626212145473 -0.011791670902952169 -0.0010848524536413134 0.003314102850574032 0.0023180972925531612 leaf_count=835 248 3815 41007 23612 28556 20088 21296 92516 37457 52118 28436 39580 2154 2529 3057 51788 11965 10696 173156 113061 595 19476 343 169 7539 16232 41858 2262 21561 13865 19959 internal_value=0 0.0107066 -0.0498724 0.0252094 -0.013766 -0.00647361 -0.0361578 -0.000187524 0.0364418 0.00593452 -0.0521479 0.010803 -0.0359615 -0.0499355 -0.0968227 -0.0427614 -0.00950003 0.00381047 0.0414362 0.0147443 0.0382617 0.0152641 -0.158827 -0.378286 0.0223978 0.0084505 -0.0411903 -0.147287 -0.0222215 0.0299701 0.0160611 internal_count=901829 743582 158247 466894 276688 221085 117240 193149 262347 164593 73283 204547 44847 27936 7848 55603 43957 31992 224890 182738 201278 28122 1107 512 27015 129293 42693 4791 21809 53445 112475 shrinkage=0.0561523 Tree=33 num_leaves=32 num_cat=0 split_feature=16 32 16 16 12 32 16 17 17 17 15 27 17 9 29 16 16 11 1 15 16 29 12 27 0 15 9 17 22 8 22 split_gain=774.375 197.686 116.922 72.7115 45.2631 33.454 27.6194 26.7507 26.6928 26.3528 23.0009 21.6939 21.6779 20.7691 20.2563 20.2384 18.0801 17.8905 16.9387 18.2341 16.0028 17.0557 15.2683 15.1143 15.1028 13.9517 12.9832 12.7465 12.7338 49.9519 18.2923 threshold=208.79213378176385 1.5000000000000002 223.67807753873331 174.68355815287731 109.56244584051394 1.5000000000000002 236.54959530781659 42.179268457388531 79.310044519249359 100.1927657976026 0.35240554224652304 26.500000000000004 50.079572725279696 0.95183555280614651 0.53622864946996895 190.64447655748236 217.50832870884207 0.71336099460239988 2654.5000000000005 0.82482603380784691 103.18260775985767 0.70912811762459005 108.30508652763322 14.500000000000002 29.500000000000004 0.26815568219204311 0.95223560384034234 54.720235735146339 2105.2500000000005 2665.5000000000005 2294.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 9 -3 7 11 -5 10 13 -9 24 23 -1 -14 -12 27 -10 26 -20 21 -15 -13 -2 -4 28 -11 -16 -8 30 -30 right_child=1 4 6 5 -6 -7 25 8 17 18 15 22 14 20 16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.0052543599957269099 0.00043365523966844131 -0.0042284694018187019 0.0023002074206706553 0.0032017600619739166 -0.000205341939803268 -0.0040743989602333051 0.0034130561964683939 -0.0050701042585824486 0.0033616316621182464 -0.0055439545371694064 -0.0026224427269271708 -0.00014556573685995972 -0.0019042569922848975 -0.0019775023235168512 -6.3381824799026355e-05 -0.0012679107429907244 0.0016125591486770782 -0.0029560741504547376 0.0072959147179192767 -0.019736283770340937 -0.0035085432820033944 0.01069493426381094 0.0021408286605548929 -0.0014327548361655902 0.0013290979534712549 0.0030469850032580409 0.00084118806459828146 0.0013966811426673693 -0.010161627157584176 0.00036328250514049295 -0.035447505168451937 leaf_count=26537 24865 24404 141717 3644 13806 18371 2572 6516 5317 1667 49431 29341 8920 968 65592 117347 59451 1925 1242 84 56433 512 13422 30415 78448 85992 2525 26458 202 3542 163 internal_value=0 0.0202201 0.0248792 -0.0423751 -0.0494163 -0.0318676 0.0360263 -0.0278088 -0.029521 -0.0660315 -0.0320067 0.0307983 0.00651282 -0.0704063 0.0123977 -0.0297295 0.0151243 0.0299599 0.000922729 0.0994344 -0.0597907 0.0428562 0.0101877 -0.0105649 0.0348016 0.0508913 -0.0302382 0.00634498 0.00614203 -0.0298279 -0.382062 internal_count=901829 609310 571100 292519 38210 202551 355399 184180 180536 89968 173294 262928 215701 84450 160421 166778 151501 7242 5518 1326 57913 1480 42763 55280 220165 92471 4192 92050 6479 3907 365 shrinkage=0.0561523 Tree=34 num_leaves=32 num_cat=0 split_feature=16 33 16 16 29 0 29 21 17 9 29 12 21 6 17 0 0 14 31 29 12 21 14 25 5 14 29 16 16 17 26 split_gain=688.956 177.608 116.07 65.1968 32.3315 27.7642 26.7473 25.2932 24.063 22.8015 22.2666 22.0649 22.1863 24.3474 17.1548 16.8697 16.7434 18.3251 17.9466 18.3188 16.5527 17.3102 15.1923 14.6012 43.8007 12.9707 12.8321 17.0239 19.1525 28.1279 13.5899 threshold=208.79213378176385 2.5000000000000004 224.53372157515255 177.97509536524893 0.49758922762338514 33.000000000000007 1.5821718790468793 6.5000000000000009 100.1927657976026 0.89059506616758533 0.16107854937064431 40.281222920256972 14.500000000000002 0.70967742239092868 56.343944769539561 29.500000000000004 33.000000000000007 19.056925676907483 1.5000000000000002 1.4390214273862856 92.784271247461916 1.5000000000000002 64.68474215777448 976.25000000000011 41.90602111816407 19.793835188984321 0.095137135811654866 103.18260775985767 147.18736855205029 39.392412693725412 1.0486711306874632 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 8 -5 20 14 10 9 -1 -4 -2 16 -14 -7 -12 -13 -18 -19 -20 -6 -22 -3 -9 -25 -16 -11 30 -29 -30 -28 right_child=1 22 7 4 5 6 -8 23 -10 26 15 12 13 -15 25 -17 17 18 19 -21 21 -23 -24 24 -26 -27 27 28 29 -31 -32 leaf_value=-0.0063848581048245893 -0.0076413355218499643 -0.0038737705305991357 -0.0058195435295111189 -0.0033529796453472347 -0.0011722879931490026 -0.0022976623128226387 -0.0052058283806872604 0.0012361687851464387 0.00012365107628218504 -0.0065984241374295047 0.0025711485372614104 0.00088057537520710451 -0.0011975985127261159 -0.011629756327998703 -0.0035777449674255285 0.0015849902418996469 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112383 104766 11832 64264 26684 24027 93356 1692 37506 86341 82701 80604 65004 2097 shrinkage=0.0561523 Tree=35 num_leaves=32 num_cat=0 split_feature=16 33 16 16 16 13 0 29 17 17 17 9 26 23 15 16 14 1 14 28 24 12 17 0 32 17 16 17 17 12 22 split_gain=612.316 161.578 114.367 51.6497 28.0519 26.9307 28.3109 29.7948 25.1861 25.0039 21.0157 17.8856 17.556 16.1046 14.438 16.1586 14.4295 14.3775 17.4073 16.2684 13.6415 18.6674 13.2615 13.1832 12.8541 14.586 12.6426 15.0851 12.6207 23.4088 17.3997 threshold=207.16170967299519 2.5000000000000004 222.07234548940161 174.68355815287731 233.54723412181042 26.327107237293138 33.000000000000007 1.5821718790468793 50.218809331995715 42.877603601036938 100.1927657976026 0.92045675541883254 0.88470848414054759 0.29762169524916221 0.26815568219204311 243.2072241799946 64.68474215777448 2654.5000000000005 96.370320155127601 25353.500000000004 22.500000000000004 69.473611075682086 56.868321801237691 40.500000000000007 1.5000000000000002 47.363696195258136 216.16648668106555 52.890667753315235 45.862998852508063 297.81118318204318 2999.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 10 9 24 13 22 23 -4 11 -1 -10 -7 -6 28 -3 -12 -19 -20 -11 -22 -8 -2 25 -5 27 -14 -16 30 -30 right_child=1 16 4 5 14 6 7 -9 12 20 17 -13 26 -15 15 -17 -18 18 19 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 leaf_value=-0.0054716152509864998 -0.00051305987200346678 -0.0036738969326571488 -0.00075327917236379623 0.00081942099296438992 5.4878738390993055e-05 -0.0076811191927807967 -0.0021585502199424882 -0.0054563525995824074 -0.00048461367178259402 0.0015919781142577558 -0.0015612942512694288 -0.0031845959742667 -0.00097933703794447703 -0.00010792552772683155 0.0022942290274686195 0.0040615351794931797 0.005162645401895513 0.0083993987629069518 -0.016490644989307218 0.013966093864323641 -0.015952178976295573 -0.00016045807790090934 -0.00066216968299036001 -0.0027091417437934908 -0.0048673118378688048 -0.0027793425798840242 0.0014709401331742045 0.00084894285882081675 -0.0046897165580006847 0.0063816394786597765 -0.026748645669692789 leaf_count=12689 32560 24270 16720 3960 8438 901 49359 6834 48343 213598 4191 71741 20574 51049 126165 17173 597 1055 190 78 242 9560 30039 11722 8118 34392 49300 46146 1072 627 126 internal_value=0 0.0173448 0.0206058 -0.0392777 0.0306365 -0.0297058 -0.0227025 -0.0338123 0.00167758 0.0238854 -0.0589284 -0.0628347 0.00738037 -0.00426113 0.0411901 0.0435276 -0.0616494 0.000885314 0.0917694 -0.135816 0.0266771 -0.0098008 -0.0283589 -0.0194897 -0.0505309 -0.042879 0.0140517 0.00507848 0.039663 -0.0429011 -0.124835 internal_count=901829 627233 602366 274596 393721 184652 138182 86232 208645 240120 89944 84430 164363 51950 153601 145163 24867 5514 1323 268 223400 9802 79398 44282 46470 38352 116020 66720 127990 1825 1198 shrinkage=0.0561523 Tree=36 num_leaves=32 num_cat=0 split_feature=20 0 12 14 0 30 29 4 28 8 0 14 13 30 13 13 21 7 14 9 21 25 21 9 12 7 28 18 22 20 22 split_gain=327.582 190.914 86.8163 72.707 47.2486 40.034 35.1716 30.1962 27.7945 27.5958 27.4061 27.1171 26.8802 23.8522 21.3441 20.1038 19.6444 19.3639 18.5071 16.9194 20.6342 18.4107 15.7923 23.3841 18.9728 17.2031 15.5243 15.4101 17.0896 15.0091 14.4029 threshold=0.74395519862149617 33.000000000000007 80.441125496954299 20.925098678093125 49.500000000000007 1.0000000180025095e-35 1.5421813837628999 5.0068871974945077 1337.2500000000002 725.50000000000011 43.000000000000007 48.011142341640337 30.113945730028579 1.0000000180025095e-35 23.766768347964845 35.281973446709756 1.5000000000000002 -86.164558410644517 12.978934141360778 0.93489080987870354 1.5000000000000002 784.25000000000011 1.5000000000000002 0.86844288801602709 685.8944443027284 -70.016895294189439 3490.5000000000005 3.5000000000000004 322.25000000000006 0.4724961261623381 5279.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 14 16 12 7 15 -1 10 26 17 13 -5 -8 27 -6 -3 -9 -11 20 -14 -21 25 30 -25 -20 -4 -2 -29 -7 -24 right_child=1 3 9 4 6 29 11 8 -10 18 -12 -13 19 -15 -16 -17 -18 -19 22 21 -22 -23 23 24 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0097913824663669602 -0.0018237992655618692 -0.0060471722873202075 0.00097590360494827775 -0.0014391915011226122 -0.0022277864078412367 -0.0044719064036183283 -0.0040029729987703447 0.0028953570686802341 -0.0083974113423395738 -0.014725761441483954 -0.0036565489437704163 0.00016654996147286616 0.0017170132877361664 -0.010564118336836202 -2.0551523557615997e-05 -0.0001320268191083576 -0.0021166878159503241 -0.0011370354879670153 0.00017148020093306758 0.00027231711181487485 -0.0021633576151670539 0.0016301925304257701 -0.00040493263837352352 0.0018723586753408843 -0.025310103256526835 0.0037435674598857 -0.010999184070519965 -0.019082248211108752 -0.0038910888911951745 -0.0025225926442386578 -0.0083557913976677421 leaf_count=1450 20643 4323 177377 25314 22682 36423 5963 4077 1845 211 13544 3170 6221 2471 44783 39679 55274 47534 5150 88361 14147 48911 7825 178879 81 24354 342 342 736 18926 791 internal_value=0 0.00761106 0.0205836 -0.0113044 -0.00400467 -0.0477705 -0.0253329 -0.0316 -0.0285102 0.0262113 -0.0250827 -0.0758846 0.00461794 -0.105521 -0.0128427 -0.0159263 -0.0427729 -0.0145764 0.0337703 0.00947521 -0.0174201 0.0134658 0.034058 0.0306753 0.0331252 0.0555641 0.0169692 -0.0385663 -0.155124 -0.0677686 -0.0202106 internal_count=901829 778030 461514 316516 256919 123799 73965 68450 67000 395010 65155 11604 182954 8434 66504 62361 59597 51611 217291 157640 20368 137272 217080 187576 178960 29504 177719 21721 1078 55349 8616 shrinkage=0.0561523 Tree=37 num_leaves=32 num_cat=0 split_feature=16 20 16 16 30 7 7 32 17 17 25 12 21 26 17 10 21 17 21 16 17 17 14 14 26 4 24 14 7 10 0 split_gain=517.261 137.746 89.9088 41.9319 41.7126 25.3352 23.1256 20.5134 25.7168 21.517 19.455 19.3464 19.4846 19.1294 19.079 18.6209 16.8523 16.8471 18.0521 15.1587 22.0972 18.9382 14.8799 14.3101 14.0575 13.8407 13.6361 14.6637 14.8681 13.9663 13.0908 threshold=207.16170967299519 0.65410862041479623 228.58139792899411 174.68355815287731 1.5000000000000002 -16.699242591857907 -78.986499786376939 1.5000000000000002 42.179268457388531 84.224707127810817 2852.2500000000005 40.281222920256972 14.500000000000002 1.4465581114844492 100.1927657976026 0.74536875711028217 6.5000000000000009 60.72706984546322 1.5000000000000002 221.14969301744773 47.897710872503147 51.829739038223515 17.267723166507356 18.475638665233138 0.80087694565307954 5.0068871974945077 3.5000000000000004 96.370320155127601 -49.89909362792968 0.70512981176207157 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 14 25 6 10 8 -5 13 -3 -7 17 -10 30 -14 -4 19 -19 21 -21 -13 -18 -12 -20 -2 27 -16 -29 -30 -1 right_child=1 2 16 7 -6 11 -8 -9 9 -11 23 12 15 -15 26 -17 22 18 24 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31 -32 leaf_value=-0.0013288086426341346 -0.0067742889630031961 0.0001605275788263495 0.0021636982666109143 0.0033489576063783404 -0.0038169069401057252 -0.014944792101976077 0.0018328288455621013 -0.0034137050300146552 -0.0014169730970095165 0.0020960631508965912 -0.028309420437096357 -0.00089739306429787325 -0.0083287605348394151 -0.0039513323274681673 0.0070348980705752569 -0.00089818640591783161 -0.0049168199954577182 0.0081109331294459044 -0.014711331365466611 -0.00014310562692019274 0.0015291938353457332 0.0004990178642970142 0.0012437735502225762 -0.0054494733730774845 -0.003677652922181124 0.0001841271980760748 -0.0015794282957383957 -0.026657993389687953 -0.019890213586832232 0.01334900679645956 -0.0034903732665576754 leaf_count=10025 953 22932 191542 3582 23302 266 66605 16839 149085 5194 94 52115 1577 10022 1305 3265 1260 347 437 42329 60556 74256 65457 1060 2182 16616 3996 86 61 115 74368 internal_value=0 0.0158959 0.0198089 -0.0361419 -0.0402344 0.00882071 0.0230376 -0.0275197 -0.0241823 -0.0260098 -0.00351672 0.00338799 0.00369042 -0.0280774 -0.0538472 -0.059094 0.0337652 0.00499953 -0.0698839 0.00596833 0.0149803 -0.00136873 0.020078 -0.130209 -0.0982811 -0.00344278 0.002876 0.0819381 -0.133957 0.0325649 -0.0575863 internal_count=901829 627151 586280 274678 40871 328021 90691 184722 167883 164301 24086 237330 237064 159107 89956 4842 258259 232222 2966 229256 102885 126371 66717 1154 2619 17569 5563 1567 262 176 84393 shrinkage=0.0561523 Tree=38 num_leaves=32 num_cat=0 split_feature=16 20 16 16 9 29 30 27 20 16 29 28 30 7 23 11 26 25 12 29 29 11 1 16 26 13 28 9 20 7 11 split_gain=461.764 109.327 70.2688 58.6108 29.9665 27.8198 27.6606 23.6355 20.5376 27.9609 20.5073 20.1136 16.5937 18.5889 15.0596 15.0453 14.4172 14.0198 15.6485 22.1905 12.8817 19.433 17.9289 13.6185 12.1302 11.8678 11.5677 10.9392 10.8776 10.8655 10.8055 threshold=213.5791516786571 0.56851301833783441 195.11974785674195 230.18738525091803 0.89059506616758533 0.53622864946996895 1.5000000000000002 31.500000000000004 0.74395519862149617 103.18260775985767 0.2063220011178877 449.25000000000006 1.0000000180025095e-35 -15.945394992828367 1.9935532467532469 0.86716886556012684 1.3976776306881564 14430.500000000002 685.8944443027284 6.4458752443463991 1.6504467008094235 0.64629977722082999 2526.5000000000005 164.51644939258418 1.0371002215959273 30.003014632853038 894.25000000000011 0.95560891710937235 0.87449892001014207 -78.986499786376939 0.69333362430167611 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 4 7 -1 -4 -2 10 26 24 -3 -9 13 29 28 20 -14 18 -5 -20 21 22 27 -23 -10 -15 -6 -11 -7 -12 -30 right_child=1 3 5 17 8 14 -8 11 9 15 12 -13 16 25 -16 -17 -18 -19 19 -21 -22 23 -24 -25 -26 -27 -28 -29 30 -31 -32 leaf_value=-0.0049739552501170915 1.3707762378941096e-05 -0.0075218695133261702 -0.0026043156274510779 0.0018357950491931954 -0.0027460118186511278 -0.0014123264739247714 -0.003875355399978794 -0.01050835419459333 0.0018132502731996593 -0.0018221892280726776 0.0006196662476004285 -0.00075531232169612379 0.00031187073808249709 -0.00017611497930451002 -0.0050153310219578058 0.00044649175593114551 -0.0025239650176795856 0.0043903427771465886 -0.011899700177176524 0.0020270427556936051 -0.0054828210029201603 -0.0032801911693996939 0.0084933738987921989 -0.0017834763409019087 0.01080211075693617 0.00094241236661601511 -0.0050380734924921943 0.002247766588951467 0.0010406437328063446 0.0022326521172627966 -0.00043035712161663899 leaf_count=12932 8723 926 22989 217237 39050 29041 17013 687 1810 5527 18007 22589 22884 38152 2301 8040 7507 6775 634 837 3381 26711 799 67882 641 138445 8444 3341 18658 49003 100863 internal_value=0 0.0180917 -0.0282846 0.0212188 -0.042218 -0.013974 -0.0455403 0.0120195 -0.0385981 -0.0315374 0.0146099 -0.0185776 0.015112 0.0178607 -0.00903597 -0.0337768 -0.00692083 0.0333849 0.0319971 -0.0707963 -0.0368936 -0.0349237 0.00778292 -0.0392881 0.0741567 0.0124797 -0.0561601 -0.00514391 -0.00779255 0.0320416 -0.00357464 internal_count=901829 549419 352410 523683 178558 173852 25736 298200 165626 118132 274924 23276 273998 243607 150863 115681 30391 225483 218708 1471 107641 104260 9667 94593 2451 176597 47494 8868 148562 67010 119521 shrinkage=0.0561523 Tree=39 num_leaves=32 num_cat=0 split_feature=20 2 14 32 11 13 4 17 11 9 11 28 9 22 30 17 21 11 9 11 17 11 6 4 19 21 29 27 19 19 14 split_gain=233.751 120.632 67.9966 36.2785 36.2166 33.5497 26.5986 24.9314 24.209 21.3203 26.84 20.6788 20.4216 15.7422 15.6095 13.8612 12.5227 12.2591 12.1017 12.0702 11.4666 11.3473 11.4896 15.6896 23.9546 12.9398 12.3353 11.9461 12.2508 13.4592 11.3381 threshold=0.73847763115545562 23.430194805194809 19.793835188984321 1.5000000000000002 0.86806076128602372 29.016567700801648 5.0068871974945077 50.571188030585645 0.9064186140431052 0.94843369141588796 0.65880962923973685 1337.2500000000002 0.90767729676014786 3716.5000000000005 1.0000000180025095e-35 46.634682451709828 1.5000000000000002 0.92653284998209828 0.97378421537457527 0.68096113264427227 60.72706984546322 0.92465559449604751 0.27256374662086708 50.360145568847663 10381.000000000002 5.5000000000000009 0.056058942442868735 1.5000000000000002 5116.5000000000009 2158.5000000000005 64.68474215777448 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 13 6 5 -4 -1 21 11 -9 20 -8 15 16 17 -7 -2 -6 -18 -14 -11 22 23 24 27 26 -24 28 29 -3 -5 right_child=1 7 4 30 14 12 8 9 -10 10 -12 -13 19 -15 -16 -17 18 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0089155959206014962 -0.0037058591180284283 0.00029208666482542214 -0.0016109000524664387 -0.0034967578558984542 0.00092694480867166269 -5.2566835230284672e-05 -0.0014277619788779674 -0.00094009269832243038 0.0021497135865985572 0.001666187997036745 0.00043189958078868306 -0.0076262008033721289 0.0011882992157301816 -0.014000303856405232 -0.0033244738214636225 -0.0029488714208990192 -0.0017784297521842307 0.002714187424226161 -0.00039359030825183907 6.0222798360020421e-05 0.0056926356578121638 0.0029393295604985561 -0.022061401800905558 0.0066308737895320784 -0.025472107720091831 0.00088150068627950709 0.0018609280826636472 -0.00082158328026306392 0.0082315164597925299 -0.033684850937602914 0.0029053908582424947 leaf_count=1467 7391 56 43350 52338 80888 9761 59362 25671 5941 4143 39551 1747 35322 318 2473 11175 57513 14230 30421 195085 4830 17319 68 768 133 66263 127909 5285 57 107 887 internal_value=0 0.00632691 -0.00329568 -0.0407867 0.0025333 -0.00299604 -0.025572 0.0223973 -0.0226577 0.00656408 0.0188938 -0.0285824 0.00143515 -0.0272035 0.0192301 -0.0284677 -0.0264625 0.0212694 -0.0231396 0.00415228 0.0682706 0.0277869 0.0256671 -0.0160019 -0.0342674 0.0270413 0.0329144 -0.0241357 -0.252457 -0.392002 -0.0603727 internal_count=901829 780087 487927 121742 392284 294693 68517 292160 67050 74195 48524 61109 251343 95643 97591 20936 95325 95118 87934 230407 8973 217965 200646 6406 5638 194240 127977 5505 220 163 53225 shrinkage=0.0561523 Tree=40 num_leaves=32 num_cat=0 split_feature=16 16 20 16 32 0 17 32 5 27 28 16 17 20 32 17 16 26 25 17 26 10 22 8 27 11 6 5 28 25 25 split_gain=386.307 78.3948 78.011 36.3439 28.7218 24.7527 21.0213 18.9246 18.8687 18.9515 17.5967 16.8101 16.6268 15.0206 13.0253 22.8457 12.7298 14.1363 12.1842 15.8529 23.1414 15.2557 19.772 34.673 20.2714 18.4246 17.0476 13.8067 13.5942 12.463 13.614 threshold=216.6214632053636 197.87284070391033 0.5780135465557461 230.65919318737096 1.5000000000000002 40.500000000000007 90.7034377091896 1.5000000000000002 15.00410032272339 31.500000000000004 449.25000000000006 151.35767027531736 71.499693824079301 0.51853734771884252 1.5000000000000002 35.111865856102689 158.5820920357281 1.3478905297677481 14430.500000000002 47.822599086245937 1.1188161747657857 0.9654894972059741 2105.2500000000005 2665.5000000000005 1.5000000000000002 0.85001222792858899 0.24151933056373567 32.932352066040046 1710.2500000000002 3699.0000000000005 3179.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 7 8 12 6 11 -2 -4 -10 -11 -1 -3 -8 15 -13 -7 -18 19 21 27 -5 -23 25 26 -24 -25 -21 -27 30 -29 right_child=2 4 3 18 -6 16 13 -9 9 10 -12 14 -14 -15 -16 -17 17 -19 -20 20 -22 22 23 24 -26 28 -28 29 -30 -31 -32 leaf_value=-0.003389653609554141 0.00060506911643785845 -0.00042472482425893804 -0.011060307866481302 0.0018052887466932454 -0.002735532798149492 -0.0040899256710448945 -0.0044709946471944437 -0.0031073787332862972 0.00090642873215278092 -0.010052453496975169 -0.00056122539328904526 0.0030208199092507386 0.002521554687682376 0.0024499588894350516 -0.0036146868566093444 -0.0014358491147265819 -0.002173688543050637 -0.004838689583120395 0.0040849912718447616 0.002372001410552234 0.0023818163615262991 0.0021873236734216788 -0.0053970738016492544 -0.02779238718321941 -0.00015077896321710258 -0.0058797560820330174 0.00088726325591025599 -0.012504623471006638 -0.033325886555275464 -0.00017615177790835981 -0.038538793850000828 leaf_count=16598 5797 178427 426 197857 17022 19210 1176 17103 244282 635 20495 3813 6251 6210 7872 74250 60296 7005 6710 302 1379 3756 248 161 3171 77 110 665 218 237 70 internal_value=0 -0.0232585 0.0184218 0.0211378 -0.00941066 -0.0374779 -0.0275191 -0.0386021 0.0133196 0.0136571 -0.0150743 -0.0312307 -0.00578781 0.0240062 -0.0256035 -0.0216939 -0.0501313 -0.0436505 0.0308063 0.0294549 -0.0473523 0.030446 -0.0131035 -0.062169 -0.02512 -0.297017 -0.287632 -0.14452 -0.465911 -0.202547 -0.266847 internal_count=901829 398130 503699 480799 201700 196430 109919 22900 265838 265412 21130 102533 184678 7386 85935 78063 86511 67301 214961 208251 2653 205598 7741 3985 3442 543 271 1274 295 972 735 shrinkage=0.0561523 Tree=41 num_leaves=32 num_cat=0 split_feature=16 20 16 9 11 32 5 24 8 13 0 27 0 23 13 5 28 27 8 0 26 23 21 15 15 4 4 21 27 15 25 split_gain=346.769 90.3849 69.4962 35.2358 33.4318 23.7035 20.6338 20.2994 20.1606 18.0992 17.6943 17.4614 17.2798 16.1053 15.7652 15.574 15.5515 16.7241 14.2866 13.4577 11.9719 11.9307 11.8266 16.4407 10.8637 10.8214 10.6638 17.6723 12.1611 11.445 10.6561 threshold=204.95255999801455 0.65410862041479623 223.33704450432961 0.94289300714945168 0.66464030549396413 1.5000000000000002 68.589153289794936 21.500000000000004 326.50000000000006 26.327107237293138 29.500000000000004 14.500000000000002 24.000000000000004 1.9258553272911105 18.092766663110716 57.809852600097663 1370.2500000000002 5.5000000000000009 704.50000000000011 52.500000000000007 0.69763933773951115 0.12368498439530627 14.500000000000002 0.6393473865206819 0.17732946640739858 33.632837295532234 16.231372833251957 11.500000000000002 34.500000000000007 0.63558320128467094 965.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 11 12 6 16 15 10 -9 -6 -4 14 -1 18 30 20 24 -18 22 21 -5 -16 -13 -24 -2 -15 27 28 -10 -28 -3 right_child=1 2 7 4 9 -7 -8 8 26 -11 -12 13 -14 25 19 -17 17 -19 -20 -21 -22 -23 23 -25 -26 -27 29 -29 -30 -31 -32 leaf_value=-0.0016448452745195165 -0.018478274056968919 -0.010931936310049264 0.0017265055506778487 -0.0020410345804492821 -0.0023313781951798907 -0.0027532797543137616 0.0078663997941899443 -0.020662693251277835 -0.035580245090062017 -0.0012044801373506215 0.00086535219677605889 -0.00053135889034584252 -0.0038863741507416888 -0.0022472013642077658 -0.016601927493625435 -0.0082147305587170483 0.002998772556651064 -0.016830313180668723 0.00055897121901943086 -0.0016887885311066518 0.0020083757074890909 0.00089713189348983031 -0.00074618466858265842 -0.00911515562416188 0.0004732954987094761 -0.010417842449577809 0.001654333546081607 -0.0016336200721291209 -0.010120954144523034 -0.0014124788659257558 0.013469492913479762 leaf_count=16445 96 541 236499 3105 72261 28088 1331 155 73 118855 110330 80173 31838 1544 123 613 219 346 47337 6896 8902 100161 1863 1228 14577 764 8038 1712 312 7341 63 internal_value=0 0.012318 0.0154769 -0.0313109 -0.0255885 -0.0318044 0.0216698 0.0241856 -0.00891501 -0.0290382 0.0258683 0.00229005 -0.0556152 -0.00538018 0.0117482 0.00918026 -4.82009e-05 -0.162849 -0.00391682 0.0126561 0.0171178 0.0155945 -0.0118029 -0.0724998 0.00622063 -0.0881864 -0.00573039 -0.0726264 -0.26621 0.0033912 -0.149357 internal_count=901829 648479 605153 253350 205067 43326 13951 364460 17631 191116 346829 240693 48283 132909 107784 12620 15238 565 130601 107180 12007 100284 83264 3091 14673 2308 17476 2097 385 15379 604 shrinkage=0.0561523 Tree=42 num_leaves=32 num_cat=0 split_feature=16 30 16 20 16 1 0 7 17 20 17 16 17 11 0 26 13 17 0 10 1 21 17 18 22 1 13 17 7 7 28 split_gain=312.749 71.838 53.6615 31.9482 30.7652 23.8217 19.4455 19.2828 26.211 19.0954 16.744 16.7521 19.0889 15.7207 15.2366 19.2709 15.684 13.9029 13.4869 12.703 12.6242 12.179 11.86 11.5786 15.2502 12.5591 12.0818 11.2691 10.7562 9.89197 9.60093 threshold=214.05626978927833 1.0000000180025095e-35 184.58385639624973 0.53997009333581825 229.57056032077892 134.50000000000003 22.000000000000004 -15.945394992828367 57.331421346534704 1.156874486321475 47.121461416389728 223.1565625898821 51.268023332963402 0.82647222403978293 33.000000000000007 2.2343805445090248 33.320075294759867 90.7034377091896 26.000000000000004 0.98801608194469925 512.50000000000011 1.5000000000000002 53.964883528267386 3.5000000000000004 1004.7500000000001 492.50000000000006 42.254944894622078 55.268907286365909 -78.986499786376939 -88.816780090332017 874.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 -3 7 -4 17 19 10 18 -9 12 -12 -10 16 20 30 -1 -5 28 -16 29 -13 -6 25 -25 -26 -22 -2 -18 -7 right_child=1 3 5 9 23 14 -8 8 13 -11 11 22 -14 -15 15 -17 21 -19 -20 -21 27 -23 -24 24 26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0014305166615143758 0.0003952434394144357 -0.0028843078370947074 -0.0042076905560178395 0.0012433965018381031 0.0016847363703683075 -0.00058116158615256156 -0.002645472256867812 -0.00057325454192649287 -0.0011538650524099217 -0.0028904716023343286 -0.00051782814030862628 0.0016032476131024728 0.0010993752272092099 -0.0097975685700426047 -0.0018797667683645317 -0.0062747206383824295 -0.0056581218905896596 0.0025501099646643511 -0.00075112931157691586 -0.017302015806076806 -0.0012729316278928795 0.00039682854926360043 -0.0070679604630479002 -0.0038269085974126827 -0.040866032444720798 0.00088849009008737509 -0.0030873532819361278 -2.347427599036083e-05 0.0019991085304530368 0.0048231725667622202 -0.0038904696393566715 leaf_count=31383 18449 18003 6219 22932 208096 54824 91450 38752 1439 6792 46736 53681 45340 1231 36287 2217 312 3034 20024 113 45014 36547 502 2093 51 11946 56 46039 46202 3154 2911 internal_value=0 0.0151932 -0.0228433 -0.015268 0.0195409 -0.0138724 -0.0394873 0.0119873 0.00685324 -0.00220484 0.00827291 0.0131698 0.00495998 -0.0915196 -0.0122018 -0.0193133 -0.00277601 -0.0192264 0.00558562 0.0268653 -0.017704 0.0124397 0.0271211 0.0281211 0.000437002 0.00330345 -0.375657 -0.0114184 0.0274508 0.069092 -0.0133212 internal_count=901829 542438 359391 67751 474687 233524 125867 252445 187681 49748 185011 146259 92076 2670 227305 129557 97748 34417 42956 64764 127340 40013 54183 222242 14146 14039 107 91053 64651 3466 57735 shrinkage=0.0561523 Tree=43 num_leaves=32 num_cat=0 split_feature=20 0 19 19 9 21 4 9 8 11 27 6 21 23 17 11 0 28 18 15 21 4 28 19 4 13 28 5 12 8 28 split_gain=160.688 114.084 46.0513 42.071 40.1828 27.093 21.8013 20.6199 19.7609 18.3141 16.1014 16.0755 15.9886 14.3444 15.1266 13.9447 13.6758 13.4806 20.5681 37.6142 16.221 14.9494 13.6131 13.4779 13.2895 13.2428 12.7882 19.2001 13.0667 23.8214 12.7764 threshold=0.74395519862149617 33.000000000000007 496.25000000000006 519.75000000000011 0.93842843137353704 1.5000000000000002 5.0068871974945077 0.96199891422367001 721.50000000000011 0.83810404827981155 13.500000000000002 0.47558327697863739 14.500000000000002 0.41673287930382147 71.499693824079301 0.90896455133777654 51.000000000000007 972.25000000000011 1.5000000000000002 0.65232114206892666 5.5000000000000009 11.00072765350342 1251.2500000000002 543.25000000000011 33.002328872680671 23.766768347964845 25353.500000000004 193.99998474121097 600.16147160748721 12918.500000000002 1710.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 9 12 5 24 -1 -8 -6 25 17 23 -3 -12 15 -15 -7 -4 21 -20 -21 30 -22 -9 -5 -2 28 -28 -23 -30 -19 right_child=1 3 10 4 8 16 7 11 -10 -11 13 -13 -14 14 -16 -17 -18 18 19 20 22 26 -24 -25 -26 -27 27 -29 29 -31 -32 leaf_value=-0.0042966877485958871 -0.0023812378948548682 -0.0016783932353105853 0.0020131872143308782 -0.0041200671510148012 -0.00057367543047671997 -0.0020975585028655693 -0.002464318720185672 0.0043900017562660872 0.00052872207908241826 0.00072366907905063596 -0.024956334092708157 -0.0012437872590241191 -0.0081296542564472107 0.00058053598096643717 0.0038202497627127315 0.0020661401146040846 -0.0049885112749485034 -0.00077556835595220903 0.00077676864758641998 -0.0062332952286774882 -0.036212637173780947 0.001443923455241852 -0.0095567894670588027 -0.0009837515067189133 0.0013695158080283673 -0.00036114989861158939 -0.02648058028506959 0.0062303166197309563 -0.020291544768874525 -0.00092072075793720788 -0.025875904953610539 leaf_count=10732 12863 63160 95217 1651 84088 19144 52409 3102 131368 43557 68 54775 1235 168030 5221 22602 7063 141 5309 1989 110 50196 134 2800 8812 50032 58 2309 213 3324 117 internal_value=0 0.00534082 0.0153694 -0.00928091 -0.00345441 -0.0340554 -0.0334447 -0.0293569 0.00175379 -0.00287378 0.0208393 -0.0168073 -0.0320934 0.0147704 0.0149298 0.0134754 -0.0512302 0.028312 0.0170762 -0.0319673 -0.140859 0.0236393 -0.384201 0.0327789 0.00896298 -0.0137891 0.0247438 0.0966796 0.021575 -0.0371711 -0.216523 internal_count=901829 778011 461490 316521 252126 36670 123818 113086 215456 106452 355038 60677 64395 195921 195853 190632 26207 159117 63900 7542 2233 56358 244 5902 10463 62895 56100 2367 53733 3537 258 shrinkage=0.0561523 Tree=44 num_leaves=32 num_cat=0 split_feature=16 30 16 20 26 16 17 0 27 27 12 15 19 5 26 27 26 16 26 5 17 17 11 16 17 16 18 18 28 23 10 split_gain=264.022 77.6924 44.5426 27.7747 25.0647 20.6975 19.6751 19.2489 17.5829 17.5332 16.2547 14.7159 14.6472 15.9043 14.6128 14.3911 14.1479 13.2439 18.4861 15.306 12.7605 15.0499 13.5103 11.5256 12.0084 11.5112 10.8381 11.9774 13.0621 12.9646 11.4633 threshold=204.95255999801455 1.0000000180025095e-35 220.78152896461293 0.53997009333581825 1.3976776306881564 171.28395915678527 52.890667753315235 51.000000000000007 27.500000000000004 16.500000000000004 108.30508652763322 0.30107837293399803 14797.500000000002 228.58962249755862 0.84943818649123493 13.500000000000002 2.0390275944354186 103.18260775985767 1.0371002215959273 212.00859069824222 49.866481247995722 84.224707127810817 0.71336099460239988 147.18736855205029 39.392412693725412 240.45844741293621 6.5000000000000009 3.5000000000000004 461.25000000000006 0.90454392526234828 0.91638445277175873 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 6 -3 15 17 -2 9 25 12 26 -7 -6 -14 -8 -5 -11 18 19 -1 -13 -22 -23 -19 -25 -4 27 30 29 -29 -10 right_child=1 3 8 4 7 11 14 -9 10 16 -12 20 13 -15 -16 -17 -18 23 -20 -21 21 22 -24 24 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0016827911866696954 -0.00048253465735255158 -0.0026138619371409736 0.001216346753194006 0.0011742724672410081 0.0004715011559321778 -0.0040174848429122148 -0.00049029917195243973 -0.0079837325046802719 0.00022345155619959086 -0.0019877403012285551 0.0016564148667844337 3.7036807702889726e-06 -0.013643555871052813 -0.0003046242495893999 0.0011329278240229772 -0.00083269370886158945 -0.0081262976409120606 -0.0035756006332185266 0.0081563766938777867 0.019675186594848414 -0.0014423640959722334 0.0028578410550727231 -0.0034975479704487168 -0.00057466241560028301 -0.0025139488913193163 0.0023024996804021946 0.01128642834179126 -0.017931013449986238 -0.0015054392725820966 -0.0042083915308381249 -0.011585252241858475 leaf_count=3601 89505 23534 297709 26657 9305 5645 23915 1635 24278 3149 16576 27489 510 630 65056 19511 1897 21265 843 109 134436 4674 1362 13399 40496 34312 245 302 8750 772 262 internal_value=0 0.0106201 0.0149235 -0.0172184 -0.00631251 -0.0274505 0.0018748 -0.0389858 0.0210009 -0.0280941 0.00374889 -0.0213255 -0.00471059 -0.111697 0.0124058 0.00580762 -0.0764969 -0.0407901 0.0115805 -0.0187934 -0.0196376 -0.0234934 0.0253556 -0.0439626 -0.0361841 0.0236605 -0.00858396 -0.0100782 -0.0395849 -0.143664 0.00173415 internal_count=901829 648510 561682 86828 63294 253319 178476 17126 383206 15491 51185 173606 10445 1140 88971 46168 5046 79713 4553 3710 167961 140472 6036 75160 53895 332021 34609 34364 9824 1074 24540 shrinkage=0.0561523 Tree=45 num_leaves=32 num_cat=0 split_feature=20 2 14 11 5 32 28 29 30 30 25 11 29 17 9 11 14 7 30 5 18 9 24 14 11 29 17 10 14 22 22 split_gain=130.068 71.9817 39.3354 23.0413 22.9117 20.6 19.5669 18.3235 24.8286 22.1018 16.6226 16.1683 14.3187 13.6512 18.1577 19.3225 13.6166 11.4344 10.8923 10.5614 13.7915 10.2035 9.4447 9.44431 8.9883 8.94447 9.19444 9.06474 14.2707 13.9832 8.87312 threshold=0.73847763115545562 23.430194805194809 19.793835188984321 0.87143170834942307 26.00000095367432 1.5000000000000002 1710.2500000000002 1.5821718790468793 1.0000000180025095e-35 2.5000000000000004 3699.0000000000005 0.91304922327419813 1.6752479229073944 50.918105374918163 0.96132021808659085 0.69333362430167611 5.5375225170904319 -4.2297158241271964 1.0000000180025095e-35 14.000357627868654 3.5000000000000004 0.97338995684110563 7.5000000000000009 52.406486364561864 0.92653284998209828 0.056058942442868735 31.288974828021178 0.9654894972059741 50.075817341672156 2105.2500000000005 5279.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 10 4 -4 6 11 17 -9 22 19 12 16 25 -15 30 -1 -6 24 20 -2 -21 -10 -7 -5 -3 27 -27 29 -29 -16 right_child=1 13 3 18 7 23 -8 8 9 -11 -12 -13 -14 14 15 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 26 -28 28 -30 -31 -32 leaf_value=-0.0097257994153439782 -0.0036942707295424034 -0.016330138290178493 -0.0013663941197570597 0.00072880124440550371 0.00063599978138451714 -0.0026655664080449571 -0.0087983293897205671 -0.00019712545355739729 -0.0038171447856223295 0.00034512750609172932 -0.010152578264636031 0.0021127334813782501 -0.021439383788359294 -0.0005431572473078805 0.0033254896006105596 0.00049403926074227211 -0.0010816662432114282 -0.00015318912379639615 -0.002973580837527134 -0.0014589420811918297 -0.021029774584073208 -0.00022876451972328216 -0.0084091070448819409 0.0019683163784511549 0.0022681533270777019 0.0035427149583163488 0.0011074061078060998 0.0030737310438844916 0.0038971651529325262 -0.017704311603473556 0.012395485141676689 leaf_count=580 2178 92 41544 74266 108797 51737 1017 19172 3236 2692 646 5026 110 38456 7181 23876 61652 123710 2257 59675 155 33024 2506 1425 14256 8130 213103 165 540 268 357 internal_value=0 0.00467519 -0.0027557 0.00167684 -0.0025266 -0.030493 -0.0190146 0.000956333 -0.0234016 -0.0686174 -0.0209364 -0.0169363 -0.021335 0.0170897 0.00489722 0.0227335 -0.0206978 0.00384839 0.0156448 -0.0198496 -0.0863012 -0.0181772 -0.103669 -0.0452583 0.0173939 0.0209219 0.021051 0.0521744 -0.0390423 -0.174286 0.0668725 internal_count=901829 780282 488114 392436 301657 121547 68385 260113 27606 8434 95678 67368 62342 292168 69870 31414 62232 232507 90779 95032 2333 92699 5742 53162 88522 222298 222206 9103 973 433 7538 shrinkage=0.0561523 Tree=46 num_leaves=32 num_cat=0 split_feature=13 0 20 9 8 11 32 21 11 7 8 26 8 28 9 0 17 21 10 21 17 28 17 27 23 8 27 17 27 27 27 split_gain=121.218 97.1657 47.4148 40.1838 30.1102 22.292 23.829 20.4554 20.1449 20.8102 17.9992 18.8875 17.6712 15.5603 14.5455 13.4191 13.4166 13.0474 12.9406 14.5162 22.1604 19.3028 12.7199 11.7675 16.9767 13.4243 11.2395 11.0752 10.9526 10.3739 10.3237 threshold=26.462832077593028 40.500000000000007 0.4957644450185138 0.9573721720000351 721.50000000000011 0.83163782754481119 1.5000000000000002 14.500000000000002 0.92465559449604751 -16.699242591857907 4168.5000000000009 1.4886641745276135 725.50000000000011 874.25000000000011 0.94583387069039648 33.000000000000007 65.826746953695064 2.5000000000000004 0.9654894972059741 1.5000000000000002 58.848534978529699 5969.2500000000009 90.7034377091896 2.5000000000000004 1.2288507278593974 2944.5000000000005 45.500000000000007 47.284509115856146 38.500000000000007 13.500000000000002 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 10 17 15 7 26 9 14 11 -3 13 -11 27 -1 29 -5 19 22 23 -22 -14 24 25 -21 -7 -4 -9 -16 -19 right_child=1 3 8 4 -6 6 -8 28 -10 12 -12 -13 18 -15 16 -17 -18 30 -20 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0015607644220649156 -0.0034212494811404902 -0.0018467721720993953 0.0012248319011760754 -0.0028845210058608614 0.00050014144059902 -2.2004868790767319e-05 -0.0029268357994503501 -0.014954996689244899 0.0021453011063381809 0.00013585384999484658 0.00011372708952676078 -0.0045723887668143249 0.0022640020416724083 -0.0027956503542483913 0.0019501417628260236 -0.0030417716271907802 0.0035851363651089015 -0.00034168438819458805 -0.0016210101380403866 -0.0065125446514782779 -0.0023005266308253653 -0.018109079285600627 0.012802777670954515 0.00092607908752941797 0.00072815414090670867 -0.031074292323460664 0.010954678567661733 -0.00046350226771208928 -0.0029046605684097597 0.00077945200429084744 -0.0018347541081257471 leaf_count=52853 8697 38122 25499 10207 83817 46530 11908 425 31094 171297 10823 10151 16887 5906 49295 30378 9603 54277 6406 167 3847 260 369 131793 437 121 296 23580 540 46268 19976 internal_value=0 0.00490142 0.0123021 -0.012399 -0.0045209 -0.0268448 -0.0120989 -0.00212615 0.0135202 0.0119593 -0.0348321 -0.0430957 0.00756143 0.000679398 0.021582 -0.0374216 0.028216 -0.0178465 0.0151698 0.017003 0.0135513 -0.0587921 0.0443323 0.0157934 -0.111259 -0.299754 0.000843808 0.00736697 -0.146242 0.0246355 -0.0132383 internal_count=901829 758899 531526 227373 168277 142930 59699 47791 522829 491735 59096 48273 337490 177203 154245 83231 105166 84460 160287 153881 136625 4107 17256 132518 725 288 46826 49079 965 95563 74253 shrinkage=0.0561523 Tree=47 num_leaves=32 num_cat=0 split_feature=16 16 30 1 24 9 17 20 29 25 20 12 17 0 29 29 28 16 9 7 17 11 8 16 11 24 6 12 15 28 29 split_gain=208.006 44.8672 37.6006 19.1893 18.5074 18.4952 20.9775 17.9291 16.4812 16.3029 16.1597 15.477 15.6847 15.1996 15.1028 14.7391 14.3537 14.2803 12.8332 11.3535 35.1585 14.4882 15.3007 11.3145 10.5696 10.2813 23.627 11.4822 14.2249 13.9562 10.6816 threshold=216.85445640856588 186.20463395638635 1.0000000180025095e-35 134.50000000000003 22.500000000000004 0.95560891710937235 65.826746953695064 0.5295413455169794 2.0304069978245107 413.25000000000006 1.1609074961152215 92.597979746446683 68.365955059828934 51.000000000000007 0.18524860476915275 1.1639576403149559 874.25000000000011 237.53580586080588 0.9488938511205024 -17.102727890014645 56.472103740735612 0.81655508284818645 1147.5000000000002 226.84364345149984 0.74125503340773757 26.500000000000004 0.79999999457727544 108.63351365237942 0.4580802470999415 510.75000000000006 1.0100622030444333 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 -3 14 -1 -7 -4 11 15 -9 16 -13 -10 -2 -6 -5 19 -14 -16 -21 -22 23 -23 -20 27 -27 28 29 -11 -30 right_child=2 3 7 8 9 6 -8 10 13 25 -12 12 18 -15 17 -17 -18 -19 24 20 21 22 -24 -25 -26 26 -28 -29 30 -31 -32 leaf_value=-0.0027170805882294033 -0.005587951377924812 -0.0035384791084035021 -0.0021890917674001367 -0.00069724885172033459 -0.019602603841309442 -0.0015731574506220468 0.0016447715607027739 0.00044104159161802462 -0.0014048570045986373 0.0007898730318828957 -0.0026864591835318091 -0.00012728259175760344 -0.0011989697595106779 -0.0073926285347574545 0.0014272683239339296 0.0026571501280346259 -0.0034906247501146543 0.0017737782669568351 0.0047804905348348059 0.00076349830275861921 -0.0014155321102975362 -0.011393356538854791 -0.00097888892363574018 -0.027623689034117428 -0.0006794118357319693 0.0021494181944037246 -0.007185920159854131 0.0019116595706283417 4.7061441225229037e-05 -0.015421685515771489 -0.0043520964464376704 leaf_count=45179 1087 6535 15559 120282 269 80647 6937 38928 4136 250 6014 121122 2410 1975 92512 144 6094 69657 5136 255892 1029 666 370 170 1429 6788 978 2115 3804 507 3208 internal_value=0 -0.0169105 0.0136449 -0.00948922 0.0168627 -0.031954 -0.023477 -0.00972769 -0.00815709 -0.0144819 0.000401214 -0.00693418 0.00072215 -0.0594817 0.0182064 -0.210879 -0.0148159 0.0185108 0.0410587 0.0159128 0.0125062 -0.112372 -0.186743 -0.261677 0.0639696 -0.00988636 0.0173419 -0.03128 -0.0490636 -0.179295 -0.0350041 internal_count=901829 401882 499947 269119 439446 132763 87584 60501 262584 18063 44942 256473 130097 6111 421383 413 126376 420296 8975 350639 258127 2235 1206 836 6565 17650 7766 9884 7769 757 7012 shrinkage=0.0561523 Tree=48 num_leaves=32 num_cat=0 split_feature=16 30 9 11 16 2 13 6 16 7 18 0 11 20 20 27 19 26 25 18 26 14 4 11 19 13 11 6 4 27 19 split_gain=189.666 48.3002 27.65 26.5408 25.7735 17.5265 15.6845 14.2123 13.5001 13.3519 12.8634 12.7796 11.7805 13.0867 10.3043 12.6977 10.4824 10.274 10.144 9.40911 9.3955 10.1653 10.4316 9.36941 9.3655 12.7586 9.06138 9.30818 11.8019 22.1048 16.8165 threshold=208.79213378176385 1.0000000180025095e-35 0.94289300714945168 0.65880962923973685 225.87551112343201 19.398113207547173 77.293184740899704 0.12508281772165053 181.88979459520411 -7.3393931388854972 3.5000000000000004 22.000000000000004 0.80439687627187639 0.81910058422192267 0.55933273412086981 14.500000000000002 11918.500000000002 1.9731342958485378 965.75000000000011 6.5000000000000009 0.43969335048550667 52.406486364561864 81.009811401367202 0.95002870264064299 140.25000000000003 18.591208051620942 0.92100767390289462 0.27256374662086708 50.360145568847663 1.5000000000000002 2326.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 11 6 7 -3 -4 -2 12 20 26 -1 -5 -14 16 -16 -7 -17 -12 24 -9 -22 -23 -15 25 -11 27 28 29 30 -6 right_child=1 5 3 8 10 14 -8 9 -10 19 18 -13 13 23 15 17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 leaf_value=-0.0010535017572645435 -0.015673287908830862 -0.0015419967790238917 0.00084530090573798006 -0.002218656942098472 0.0069739443371547227 -0.0026084973768175099 0.007353319677103569 -0.0024571086148074757 -0.00073398697635867723 -0.015180036630239747 -0.00020998035962809978 -0.0029162753122765456 -0.0020759544124156174 -1.3663430057483756e-05 0.0013618472559632667 -0.00030784698373732128 0.0041980262572637143 -0.0052891152754604249 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251 shrinkage=0.0561523 Tree=49 num_leaves=32 num_cat=0 split_feature=16 30 16 24 25 20 27 26 16 13 17 13 17 10 13 17 11 22 16 17 32 23 26 11 16 26 13 24 6 14 25 split_gain=168.972 34.8872 31.0175 17.8839 16.6623 14.9426 14.2858 14.1781 14.0368 13.3437 13.2143 13.4601 13.0314 11.713 19.7044 11.691 24.3163 11.0386 10.577 16.2346 11.2582 10.0534 10.0024 9.97779 9.92637 16.1055 9.5854 9.90223 11.942 10.4328 23.5335 threshold=215.01719588754437 1.0000000180025095e-35 197.87284070391033 22.500000000000004 413.25000000000006 0.53997009333581825 13.500000000000002 2.0390275944354186 232.58911655385864 31.009998157477749 54.380604844115716 26.327107237293138 43.710751600622466 0.95856136601959008 286.86717314909509 47.042549147570647 0.78347806816130805 2026.5000000000002 155.09000278964604 40.4752699736826 1.5000000000000002 1.7842834561919256 1.3660352176075448 0.78808729007963996 103.18260775985767 1.0486711306874632 23.032396579507214 26.500000000000004 0.79999999457727544 18.866570048418577 511.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 13 8 9 -3 -7 23 12 -5 21 -12 -2 14 18 -10 -17 -18 24 20 -20 -4 -21 -8 25 -1 -6 29 -29 30 -28 right_child=1 5 10 4 26 6 7 -9 15 -11 11 -13 -14 -15 -16 16 17 -19 19 22 -22 -23 -24 -25 -26 -27 27 28 -30 -31 -32 leaf_value=-0.001294583353017104 -0.00089616143354948931 -0.0019869798277026346 -0.00076443545770118288 -0.0189566564681166 -0.0095919175405918457 0.00074030355970706335 0.00057023270512940999 -0.0052996049418015381 0.0013662549024388414 0.0014975619421441926 -0.0015765472921278568 0.00040752665092955951 0.0007445692786232969 -0.0035803266796790713 0.011769040938556349 0.0010713803939553148 -0.017983734831815916 0.001513797005434518 0.0016222660226648355 -0.0011861735137119484 -0.0024877450911486103 -0.0047861336239987404 -0.003126276356209635 -0.002144200820814568 -0.0025044185484949708 0.0076782023711878056 0.0036980169091360557 0.0018168754625657953 -0.0051447731934482705 -0.00082484458034513949 -0.010719525668735963 leaf_count=3261 16170 17335 89031 283 368 28427 9348 2373 153651 156 12631 73619 272227 7510 362 1210 397 119 10196 129210 2647 2004 8960 7860 33521 782 543 7061 873 8652 1042 internal_value=0 0.0114098 -0.0163766 0.0144641 -0.0155975 -0.0102199 -0.00113298 -0.0219177 0.0157497 -0.208152 -0.00678672 0.00208302 0.0116215 -0.0250309 -0.0234914 0.0234119 -0.0584307 -0.24019 -0.0239389 -0.0202036 0.0138049 -0.0151903 -0.0233648 -0.0119251 -0.038955 0.00785256 -0.0110379 -0.00780199 0.0187146 -0.0283532 -0.102939 internal_count=901829 528095 373734 462752 18978 65343 48008 19581 443774 439 177285 86250 288397 196449 188939 155377 1726 516 188577 151013 12843 91035 138170 17208 37564 4043 18539 18171 7934 10237 1585 shrinkage=0.0561523 Tree=50 num_leaves=32 num_cat=0 split_feature=16 31 16 9 0 2 17 17 17 9 26 7 17 11 11 29 29 33 30 29 5 4 19 5 17 26 6 17 16 6 16 split_gain=150.29 41.6043 27.2231 20.2188 17.3305 17.2729 16.3433 14.0869 14.0133 11.9922 11.8034 11.6523 22.0749 19.6075 13.8316 11.3423 10.7002 15.8465 11.1464 10.6636 11.6857 14.5294 11.2282 10.5061 9.70549 9.59081 9.14573 8.97269 12.1612 10.0012 9.3459 threshold=203.82258121625213 1.5000000000000002 220.78152896461293 0.89059506616758533 29.500000000000004 19.557189542483666 52.890667753315235 90.7034377091896 56.868321801237691 0.95499734984730333 0.85339731897108961 -1.0000000180025095e-35 53.964883528267386 0.82732472602753315 0.93091507177033506 0.66596967941501173 1.8367921368208486 1.5000000000000002 2.5000000000000004 1.2407870560980256 30.998927116394047 25.961814880371097 522.25000000000011 34.175468444824226 44.302557100732237 1.2174062145881794 0.90909091234057871 49.721729645444213 225.87551112343201 0.17303668040265793 230.03526450848798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 -1 7 16 24 23 25 -9 -8 -4 14 -14 27 -10 17 -3 -18 20 -15 22 -22 -5 -2 26 -6 28 -13 -30 -29 right_child=1 5 11 4 8 -7 10 9 15 -11 -12 12 13 19 -16 -17 18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 30 29 -31 -32 leaf_value=-0.0031479805927077998 0.0043498843351746494 -2.8219261165597864e-05 0.001244751625044632 -0.00090195229992223519 -0.0013889984551051853 0.0001347966763461606 -0.00043022815378692054 -0.00097100625976488414 -0.0023992991160439276 0.0045628559363275365 0.00095939707159440951 -0.00060622012138112247 0.0023428998408142622 -0.0028707256235900847 0.0019712590726043656 -8.2191143109114633e-05 -0.0057974288712662496 -0.0022178948093495958 -0.00029417086668209904 -0.00046877649222949345 0.0087807028251365646 -0.0018325758233658665 -0.026371811524819662 0.00081208866831431338 -0.00054803875267833159 -0.0035420300677829458 -0.0029525112797658794 0.0016945614780971032 -0.0080086621586487224 0.00062834952121944266 -0.010846557426826425 leaf_count=15644 1294 20576 163546 67318 77604 41993 26732 2025 8403 3164 69071 32244 553 207 22906 32133 3303 21115 1789 235 31 125 378 13544 89910 9059 13911 21630 424 140773 189 internal_value=0 0.0078151 0.0109501 -0.0212885 -0.0188938 -0.0123223 0.00105898 -0.0077087 -0.0257146 0.0427992 0.0101803 0.0157765 0.011019 -0.108718 0.0118582 -0.0100178 -0.0255376 -0.0202523 -0.0688118 -0.193958 -0.252823 -0.331009 -0.422199 -0.0109498 -0.00852231 -0.0320412 -0.0289688 0.00913104 0.0067267 0.0107282 0.0282433 internal_count=901829 659024 570248 242805 227161 88776 187007 86051 141110 5189 95803 383241 219695 1529 218166 40536 46783 41691 5092 976 741 534 409 80862 91204 100574 91515 195260 173441 141197 21819 shrinkage=0.0561523 Tree=51 num_leaves=32 num_cat=0 split_feature=0 14 13 9 20 13 21 21 24 28 11 32 22 18 25 28 11 17 25 11 25 28 17 21 6 21 4 6 25 28 12 split_gain=78.4527 58.4658 42.7563 27.0445 25.6734 25.198 20.5982 14.9865 13.9214 13.5452 11.0447 10.9329 21.8859 12.4839 13.5494 11.9498 11.0446 10.3723 23.8769 18.2371 10.0164 14.0821 15.5144 11.1014 9.99552 9.65001 14.0938 11.9592 11.1217 10.0541 9.36977 threshold=29.500000000000004 19.867682768319181 23.972723523742893 0.93842843137353704 0.4724961261623381 30.113945730028579 1.5000000000000002 14.500000000000002 8.5000000000000018 729.25000000000011 0.90896455133777654 1.5000000000000002 604.25000000000011 3.5000000000000004 256.25000000000006 880.25000000000011 0.84920866846641252 63.878795858150198 904.75000000000011 0.74125503340773757 19917.500000000004 952.25000000000011 45.5949170778742 6.5000000000000009 0.79999999457727544 2.5000000000000004 17.00000095367432 0.36505460506939569 1212.7500000000002 1222.2500000000002 99.819805153394668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 11 6 -4 7 -3 -5 20 -7 17 12 13 16 -15 -14 -1 30 19 -19 21 -6 23 -23 -25 26 -24 -27 -29 -30 -10 right_child=1 3 4 5 8 9 -8 -9 10 -11 -12 -13 15 14 -16 -17 -18 18 -20 -21 -22 22 25 24 -26 27 -28 28 29 -31 -32 leaf_value=-0.0016523441968582053 -0.001864202277064375 0.00041168437694133687 -0.0026414310626375181 -0.0010276312554461698 0.0014675903098108039 -0.00017004181118056378 -0.0021965241836040079 -0.010832711087818697 -8.1409619841874719e-05 0.00066614670215220156 0.0015364687075800126 -0.0022870268703108596 0.0027175970952814268 -0.021650788627383524 -0.0039319392573504228 -0.0035844383194356564 0.00066978466717275095 0.0040171768640205477 -0.013672159025287138 -0.0041121524600168805 0.0042258435529139602 0.0010632068789133216 -0.0073693654384615987 0.0069223388545311682 -0.038504414862818144 0.0023659778750194202 0.00071755868968778418 -0.00082677538935459519 -0.012860215479786838 -0.0042389535655501269 0.00068755197782394389 leaf_count=18817 85345 13237 7140 54302 106967 132586 34251 496 111957 113260 27489 14624 7857 144 2473 1079 9833 6568 283 1003 3263 39265 728 24 42 1407 10202 3128 489 3338 90232 internal_value=0 -0.00974321 0.00892475 -0.00399299 0.0124038 -0.000490044 -0.0261699 -0.0198813 0.0134482 0.00383219 0.00851344 -0.0173155 -0.00879872 -0.021272 -0.0873859 0.0348453 -0.0152329 0.0060466 0.0417013 0.0523614 0.0203901 0.019309 0.00685212 0.0182456 -0.391535 -0.0163759 0.0031864 -0.0419459 -0.0589555 -0.0951083 0.00466159 internal_count=901829 433477 468352 348132 413525 300644 47488 54798 406385 245846 237532 54827 40203 31267 2617 8936 28650 210043 7854 7571 168853 165590 58623 39331 66 19292 10930 8362 6955 3827 202189 shrinkage=0.0561523 Tree=52 num_leaves=32 num_cat=0 split_feature=16 30 16 9 17 17 2 18 5 19 13 22 18 11 6 7 17 11 14 16 14 22 8 7 28 7 7 11 6 22 11 split_gain=128.508 35.2671 21.3895 18.9948 22.1827 15.4827 14.1743 12.834 12.7678 11.2753 9.44856 24.0281 10.2703 9.40652 10.4917 10.4498 17.3357 19.7588 10.1757 12.8178 10.069 16.6339 45.2144 14.5458 13.4124 11.1515 20.0407 10.2933 9.28405 10.3474 12.8971 threshold=204.22352096273295 1.0000000180025095e-35 220.78152896461293 0.95223560384034234 71.499693824079301 52.312265753027013 40.504716981132084 3.5000000000000004 71.000812530517592 209.25000000000003 42.254944894622078 951.25000000000011 6.5000000000000009 0.92284581971412294 0.27256374662086708 -1.0000000180025095e-35 53.964883528267386 0.82732472602753315 32.928066162176357 223.84905693394504 55.739011761252662 2105.2500000000005 2944.5000000000005 -1.0000000180025095e-35 1710.2500000000002 -70.528759002685533 -72.626327514648423 0.84838336320191166 0.79616602187643692 566.75000000000011 0.84587139892742613 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 28 -2 -3 13 -6 -9 11 12 -11 14 20 -16 -17 -18 19 -19 21 -4 24 25 -23 26 -24 -26 -5 30 -30 right_child=1 6 7 4 8 -7 -8 9 -10 10 -12 -13 -14 -15 15 16 17 18 -20 -21 -22 22 23 -25 27 -27 -28 -29 29 -31 -32 leaf_value=-0.0019195671374746251 -0.00054894701029457947 -0.001087843308030619 0.00045587695764354429 -0.00064258262310188253 0.0010393206266973516 0.00050034420215781653 0.00048601458962533185 -0.027888267612956579 0.0079573506333426598 -0.0010625849698564667 0.0014111489829660576 -0.035923215414253605 0.010488735719341528 0.0017794130029190796 0.0012008330740206129 0.00060005806569853666 0.0023735062461436368 -0.0056016800454623521 0.0023450077188563782 -0.023069571481557631 0.0052424510170450463 -0.0093104989403033547 -0.0026160449756641429 -0.010123271771502679 -0.009749697798089289 0.0027633801907980546 -0.040250313834885414 -0.032306104496086514 -0.0027690306560762762 -0.000773594434569116 8.1469439204918205e-05 leaf_count=64763 74595 62735 3979 107158 10557 109318 25327 47 914 18050 6905 62 246 34480 146425 168518 477 226 118 320 683 252 282 499 86 1497 53 247 25650 31142 6218 internal_value=0 0.00730714 0.0101971 -0.019481 -0.0142383 0.00133124 -0.011312 0.0144493 0.0283255 -0.00731307 -0.00640268 -0.0182634 -0.0161573 0.0159873 0.0143145 0.0151961 0.0098545 -0.112992 -0.224527 -0.282077 -0.022456 -0.0339286 -0.0913036 -0.0289227 -0.339867 0.0123046 -0.152623 -0.471588 -0.0171076 -0.02674 -0.039408 internal_count=901829 655427 567365 246402 181639 183913 88062 383452 11471 25310 25263 18358 18296 358142 323662 316084 169659 1141 664 546 7578 6895 2916 2331 585 1832 335 333 170168 63010 31868 shrinkage=0.0561523 Tree=53 num_leaves=32 num_cat=0 split_feature=16 33 0 16 21 6 10 17 19 22 24 19 10 30 13 17 11 8 20 16 13 5 21 27 13 5 28 6 12 17 5 split_gain=113.864 26.9539 21.0348 18.604 16.5071 14.7184 12.9214 12.7929 12.2683 11.2856 10.8772 14.8283 10.8814 10.7447 10.6376 11.5822 13.2048 10.4884 10.4784 10.2059 12.3903 11.2448 10.1242 9.74531 9.28783 8.93142 9.65599 8.74997 12.654 8.51503 8.14817 threshold=212.00548299327761 2.5000000000000004 33.000000000000007 171.28395915678527 6.5000000000000009 0.27256374662086708 0.95856136601959008 46.299277349774556 140.25000000000003 461.75000000000006 22.500000000000004 278.25000000000006 0.71860360212317931 1.0000000180025095e-35 26.327107237293138 75.263087790858492 0.71336099460239988 12918.500000000002 0.96268372531857105 103.18260775985767 240.99352015117492 43.628501892089851 16.500000000000004 36.500000000000007 18.591208051620942 298.30363464355474 25353.500000000004 0.54103068838894364 105.27260094890542 34.071478630262774 48.999996185302741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 19 5 17 7 18 24 -7 -10 -12 -13 22 -9 30 -17 25 -5 20 -1 -21 -6 27 -2 -4 -27 28 -14 -20 -16 right_child=1 -3 4 6 13 9 -8 14 10 -11 11 12 23 -15 15 16 -18 -19 29 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 leaf_value=0.00046275823271501617 -0.013184182667470064 -0.0014344022636325177 -0.003147184439124063 -0.00045996508529987324 -0.00055697945500731707 -0.0019182509633193995 -0.0030416073751430763 -0.0013375724362212418 0.00087759428981610112 0.00061840629710060242 -0.016638385443701092 -0.002835411128616194 -0.015540611855841713 -0.0045303350163174404 -0.00040206835879454713 0.0026758601755961374 -0.0019398567966604481 0.0048163557807411649 0.0079687866276989677 -0.0014600885699003034 0.016924035204533699 -0.0034861246810787916 -0.0081824090470281174 0.0012537110935714095 -1.6698945106155532e-05 -0.029063576343812639 0.0076645057331574742 0.00044961039549330138 -0.0013792307758029923 0.0018684382456482858 -0.001720972926784921 leaf_count=4452 346 22175 4203 7324 43549 5800 6585 51303 356807 118853 181 4339 356 2375 152101 7298 2669 528 805 65183 149 9957 556 8841 330 83 31 889 451 6952 16358 internal_value=0 0.0086352 0.010017 -0.0146753 0.00100687 0.00680927 -0.0104538 -0.00927803 0.0142731 0.00891109 0.0145178 -0.0118099 -0.00834838 -0.0151592 -0.0111302 -0.00748134 0.0256418 -0.0472666 0.0189358 -0.027984 0.0177347 -0.0307835 -0.011631 0.00900707 -0.12032 -0.0635384 -0.339721 -0.0604277 -0.135816 0.0445488 -0.00944109 internal_count=901829 570693 548518 331136 175978 129498 251395 244810 372540 124653 371864 15057 14876 46480 229729 178426 9967 4845 15081 79741 4601 75140 44105 10537 676 4317 114 1696 807 7757 168459 shrinkage=0.0561523 Tree=54 num_leaves=32 num_cat=0 split_feature=0 14 20 9 1 13 21 27 28 21 21 15 27 25 9 15 20 15 20 9 30 25 21 4 26 27 5 25 22 22 0 split_gain=62.7939 49.1932 32.8244 23.137 20.4791 19.2956 17.6428 14.4779 12.9243 14.6638 11.5245 10.3369 12.1191 10.1942 16.4393 12.2682 11.728 14.0599 10.3553 10.1912 10.0717 9.82031 11.401 11.5318 9.46969 9.28504 9.11831 14.0386 10.0801 9.53382 9.47933 threshold=29.500000000000004 19.867682768319181 0.64593201242337328 0.93927869633297867 705.50000000000011 23.972723523742893 1.5000000000000002 13.500000000000002 952.25000000000011 1.5000000000000002 15.500000000000002 0.7544815686661831 2.5000000000000004 6015.0000000000009 0.92663221654411199 0.35995748184194759 1.0251301390254686 0.91326797967259254 1.1529723633962881 0.96199891422367001 1.0000000180025095e-35 464.25000000000006 13.500000000000002 7.0084991455078134 1.675750027503917 5.5000000000000009 44.744667053222663 760.25000000000011 6013.5000000000009 8036.5000000000009 52.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 19 6 10 21 -3 8 -7 -10 11 12 -5 15 24 25 -17 -18 -19 -1 -21 22 23 -4 -15 -11 -8 -28 30 -30 -29 right_child=1 3 5 4 -6 7 26 -9 9 13 -12 -13 -14 14 -16 16 17 18 -20 20 -22 -23 -24 -25 -26 -27 27 28 29 -31 -32 leaf_value=-0.0017280733749384001 -0.0016933965132227224 0.00041103454842347927 -0.0087256182468788482 -0.0068083526993118568 0.00043930330415935118 0.0014667722041955113 -0.00071356955090112956 0.00041570319407857457 0.0016375114910651386 0.0044841984052221779 -0.0067961592086539149 -0.00093313031500335132 0.00010356120740353344 -0.015037574873728829 0.0019624629250644269 -0.00022007931950239986 -0.0029859716319671514 -0.031922300435745392 -0.003905742382577715 0.00062392926829245028 -0.0018610205434868958 5.5249485926547602e-05 -0.011990996016328342 -0.0013444022958354702 0.00058007213279022125 0.00056215472853693308 -0.005276764050535768 -0.00092904436742800845 -0.011157206904076969 -0.001339059372021147 -0.0043303909142312037 leaf_count=24548 85209 13385 719 809 156791 108976 11834 226296 20904 2756 908 70359 70737 501 542 25635 2855 95 74 17364 7307 13855 364 9297 162 6151 4964 14003 696 565 3168 internal_value=0 -0.0086206 0.00808082 -0.0033506 -6.70833e-05 0.0109493 -0.0235862 0.01263 0.0196434 0.00781354 -0.00872989 -0.00801131 0.000452437 -0.00369681 -0.094234 -0.000792665 -0.0108673 -0.0697661 -0.350025 -0.0163492 -0.0019956 -0.0164396 -0.0396962 -0.0333782 -0.19984 0.0316231 -0.0353284 -0.0467703 -0.0340581 -0.120353 -0.0277207 internal_count=901829 433428 468401 348219 299604 419182 48615 394947 168651 59675 142813 141905 71546 38771 1205 37566 28659 3024 169 49219 24671 24235 10380 10016 663 8907 35230 23396 18432 1261 17171 shrinkage=0.0561523 Tree=55 num_leaves=32 num_cat=0 split_feature=16 33 16 9 17 17 27 5 29 21 14 6 29 17 29 16 17 20 5 10 23 15 14 27 22 27 15 29 29 22 8 split_gain=97.1855 27.8591 21.6714 16.018 18.0543 14.1199 13.5848 11.5529 11.506 11.4073 14.862 9.61498 9.93109 11.2821 9.36231 9.24566 12.6605 8.73051 8.38224 8.36531 8.10965 7.79471 7.53331 6.92866 6.71748 8.38008 6.68525 9.98069 12.2934 17.7825 24.4426 threshold=202.16907721463269 2.5000000000000004 222.07234548940161 0.95223560384034234 65.826746953695064 51.060833285866529 14.500000000000002 71.000812530517592 2.0304069978245107 5.5000000000000009 36.209792893381596 0.74074074171581195 0.16107854937064431 31.288974828021178 0.16107854937064431 215.01719588754437 54.126331647292268 1.0849158768076856 115.37058639526369 0.56969454202065062 1.4536405081858133 0.38579424666911516 64.68474215777448 36.500000000000007 616.25000000000011 2.5000000000000004 0.26815568219204311 0.99998881256572625 1.4923314732782631 1816.7500000000002 2944.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 17 11 6 21 8 -6 14 18 12 -5 -14 -4 16 -7 -1 -11 -9 -8 -2 -3 24 -13 -26 27 -16 29 -29 -31 right_child=1 22 9 4 7 15 20 19 -10 10 -12 23 13 -15 26 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 30 -32 leaf_value=-0.0015236127169595104 -0.00246089527217064 -0.0015716873686322382 -0.0039671715761428498 -0.002904152241497939 0.0010603602657358164 -0.00069994247827636681 -0.0011592482662129925 -0.026796490953437384 -0.014750839996697313 0.00034994755068878686 -0.0053032258094685113 -0.0018435842987418285 0.0041122209539083809 -0.00040887900756790655 0.0031611213416896898 0.00081904476738765212 0.00047601333444806214 -0.0035337740264098872 -0.018814096485527624 0.0082525318964090238 -0.0042892316098482432 0.0004392469739159015 0.0047965774408644472 0.0026479096782364604 -0.0069232827591917193 -0.0005801993419651759 0.00099794271030265581 0.002730421678238627 0.00067241355871506191 -0.01288824859419036 -0.0022172954148038659 leaf_count=53298 3234 26387 1236 4928 11355 50217 35062 22 147 147468 1486 44984 1782 74459 2054 62852 67898 7811 72 894 2820 30299 599 1345 673 27153 231818 1107 5213 983 2173 internal_value=0 0.00600705 0.00732209 -0.0178483 -0.0127987 8.88352e-05 -0.0118179 0.0238926 0.015285 0.01196 0.00506335 -0.0157321 -0.0082119 -0.00539971 0.0161622 0.00478757 -0.000426489 -0.0317094 0.00606557 0.131976 -0.0247942 0.00284139 -0.0254724 -0.0239636 -0.0252774 -0.0130647 0.0166032 -0.00689878 -0.0205967 -0.0604266 -0.0986777 internal_count=901829 672978 645992 228851 167742 252382 71415 12418 11502 393610 149026 155324 81169 76241 244584 180967 118115 61109 147540 916 37882 33533 26986 74155 72810 27826 243348 11530 9476 4263 3156 shrinkage=0.0561523 Tree=56 num_leaves=32 num_cat=0 split_feature=16 30 8 14 27 18 1 26 23 30 9 28 13 17 27 29 6 29 16 16 17 29 26 24 22 27 11 24 22 5 24 split_gain=87.4617 26.8918 18.8543 16.4971 13.9364 15.1314 14.6643 13.6649 20.5549 13.4723 13.4409 12.557 12.401 11.795 11.9729 11.2065 10.8837 10.1193 13.177 12.5947 20.8895 11.3027 10.5555 8.97398 8.75128 10.9037 8.4851 8.49955 8.43457 12.0433 15.494 threshold=202.16907721463269 1.0000000180025095e-35 721.50000000000011 12.978934141360778 22.500000000000004 6.5000000000000009 134.50000000000003 1.4094354053944385 0.8666246846915765 2.5000000000000004 0.89059506616758533 874.25000000000011 16.887139974474064 47.363696195258136 2.5000000000000004 0.056058942442868735 0.77499995444630609 0.095137135811654866 103.18260775985767 147.18736855205029 35.787735030554238 1.6504467008094235 1.0486711306874632 3.5000000000000004 6013.5000000000009 5.5000000000000009 0.83712214832457066 1.5000000000000002 448.75000000000006 30.3578634262085 26.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 4 -4 6 12 -2 8 -3 -9 -1 16 -6 -13 -15 -5 -8 -12 22 -20 -21 -22 24 -16 -19 -26 27 -23 -14 -30 -31 right_child=1 7 3 15 5 -7 11 9 -10 -11 17 13 28 14 23 -17 -18 18 19 20 21 26 -24 -25 25 -27 -28 -29 29 30 -32 leaf_value=-0.0025678265324742345 -0.004496335053020128 -0.0011414731047330456 -0.01607212827322126 -0.030534780733584534 0.0078717499617809352 0.010877614933885067 0.00087817082026521247 -0.0035707912439145958 0.00074162223411387005 -0.00049934185286055804 -0.0031466280796129571 0.0011067173172832217 -0.0021615826538179364 -0.014810805393896037 0.0020081234669254173 0.00079642111075142556 4.3298195608002711e-06 -0.00045854740243699357 -0.0022667393189663618 0.0021969204741543076 -0.000732906002799176 0.0091565840288367999 0.0090106175579785456 -0.0038794066443994888 0.01181678109520385 -0.013396647559920328 0.0042453846569920732 -0.0045664416106234928 0.00020263080545442216 -0.0017213408582126713 0.0022003914064421997 leaf_count=15014 1910 37666 183 36 554 370 116500 8545 35506 9519 5783 3022 9211 270 1027 295462 73166 2002 17377 7601 174804 147 685 3979 382 63 416 4459 46423 26131 3616 internal_value=0 0.00582628 0.00832919 0.0139294 0.00254305 -0.00807674 0.00712864 -0.0101361 -0.00405539 -0.0347673 -0.0168081 0.00796999 -0.00894558 -0.0301066 -0.0586403 0.0141153 0.00963587 -0.0147763 -0.0136288 -0.0146132 -0.0122254 -0.0143959 0.0507439 -0.047577 0.0200285 0.146873 -0.0611697 -0.0735228 -0.00991323 -0.00645692 -0.0221651 internal_count=901829 673096 581860 295681 286179 86305 199874 91236 73172 18064 228733 197964 85935 8298 5276 295498 189666 213719 207936 204804 187427 179826 3132 5006 2447 445 5022 4606 85381 76170 29747 shrinkage=0.0561523 Tree=57 num_leaves=32 num_cat=0 split_feature=16 9 11 29 0 8 24 19 28 32 22 0 6 24 14 8 28 0 17 22 23 4 29 6 6 14 14 24 24 19 23 split_gain=78.1407 24.9026 25.0986 16.7928 15.8947 15.2642 13.2261 14.7253 12.0121 11.0693 11.0385 10.2928 9.60746 9.84759 11.9446 12.959 11.9662 9.24708 10.028 10.1795 10.5574 15.4717 9.51637 12.0063 9.18586 9.61764 8.91551 11.4318 8.7957 8.67521 7.94276 threshold=217.50832870884207 0.95560891710937235 0.64941678568999539 0.28979767240056659 24.000000000000004 721.50000000000011 22.500000000000004 361.25000000000006 25353.500000000004 1.5000000000000002 417.25000000000006 29.500000000000004 0.68571429789989036 25.500000000000004 18.572733804523914 390.50000000000006 512.75000000000011 46.500000000000007 29.325031423554694 3716.5000000000005 0.32915320415677835 5.0068871974945077 0.52726120520797337 0.47558327697863739 0.25774954477375883 21.47849481922653 23.025173442347015 2.5000000000000004 7.5000000000000009 456.75000000000006 1.2793342259568774 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 26 -2 -1 9 8 10 11 17 -8 -5 13 14 15 -9 -17 18 -4 20 21 -20 23 -22 -13 -26 27 -3 -19 -18 -6 right_child=3 2 5 6 30 -7 7 12 -10 -11 -12 24 -14 -15 -16 16 29 28 19 -21 22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 leaf_value=-0.00041518163021001588 -0.0016286147828640136 -0.010469612739533033 0.0061481704276999992 0.00077427944148333806 -0.0015184626661847416 0.00036571242040732774 -0.017593139276821514 0.0069463135742363225 0.0037713138837225982 -0.0022390824376191027 -0.0020459373422383933 -0.0025041846993542117 -0.002639872440410388 0.0014909996380777055 -0.00041632085766219438 -1.7277848645102567e-05 0.0045124133508584238 -0.0021573790861047536 -0.0058914843337425585 -0.014403015868881156 0.0018827061471705323 0.0020027742117185452 -0.00022938373066604562 -0.0018201382974187715 -0.00083042202553159446 0.00045189645047204017 0.0036892843573518986 0.0011787098080897119 -0.00064626201647980611 -0.017660774159028159 -0.0030773516553372223 leaf_count=41777 11541 281 756 289888 56657 64181 286 164 3732 12509 290 3815 5357 7533 4232 241 63 18230 850 162 3120 9901 119934 23999 21230 140440 6333 4866 36388 476 12597 internal_value=0 -0.00999555 -0.00528078 0.0086891 -0.0227987 -0.00709598 0.00959965 -0.0165116 0.0106599 -0.0109633 -0.173912 0.0101968 -0.0114931 0.00347881 -0.0301024 -0.131815 -0.18554 -0.00926807 -0.00540605 -0.00595592 -0.00569872 0.0245517 -0.00791032 -0.0248277 0.00390439 0.00504888 0.0405782 0.00966605 -0.0204913 -0.268361 -0.0320916 internal_count=901829 412541 301510 489288 111031 290030 477747 18642 459105 225849 576 455373 18066 12709 5176 944 780 213340 158722 157966 157804 10751 147053 27119 165485 161670 11480 5147 54618 539 69254 shrinkage=0.0561523 Tree=58 num_leaves=32 num_cat=0 split_feature=16 31 29 0 14 9 17 11 27 20 20 14 29 21 27 5 0 23 28 9 0 11 21 7 17 11 11 27 29 12 27 split_gain=69.435 21.177 13.8657 13.8235 14.9414 13.7349 16.9228 12.6023 11.6416 11.2686 13.911 12.4875 12.2046 11.5542 9.85759 9.736 9.68002 10.035 9.54211 15.3899 13.7847 9.21058 9.19292 8.47479 12.641 11.1174 8.29252 9.18479 8.55083 9.44046 8.19779 threshold=206.82195302665755 1.5000000000000002 0.16107854937064431 33.000000000000007 21.535524135662918 0.96237743920023078 71.499693824079301 0.66464030549396413 2.5000000000000004 1.200572087177332 0.84426630914725209 33.265079629819191 1.8367921368208486 6.5000000000000009 22.500000000000004 37.906772613525398 22.000000000000004 0.79615966777924407 1666.2500000000002 0.88610406512142281 51.000000000000007 0.68835069444444452 11.500000000000002 -18.434947013854977 61.528400080761195 0.90404419002619918 0.71544247124498905 11.500000000000002 1.9706223029752443 202.09545442950503 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 7 23 8 16 -7 -2 -5 10 -3 -11 -12 18 -6 -16 17 -1 20 21 30 -20 -13 24 -4 -25 28 -28 -8 -30 -14 right_child=1 9 3 4 14 6 26 -9 -10 11 12 22 13 -15 15 -17 -18 -19 19 -21 -22 -23 -24 25 -26 -27 27 -29 29 -31 -32 leaf_value=-0.0014312715769234595 -0.024507138641986271 -0.0011195815910251764 0.00097934385261290728 -0.0089872587845880921 0.00053043367560430944 -0.00056318039139928477 0.0036677236802328665 -0.0037539414564669404 -0.00089594063722649294 -0.0014148347748741861 0.00090594916180365844 -0.0062516239945481439 0.0018389197549352893 -0.010154432507871824 -0.0012050528292106928 0.00090969838032651672 -0.00160774172557597 0.00049242686780021929 -0.0054751934946282929 0.0018700491403979666 -0.0075659138116915808 -0.017500450815846912 -0.028854424579333737 0.00032800054175498967 0.004021595005191312 0.0012494377400910908 0.003068701616121508 -0.0028903223233305367 -0.026997076991120805 0.0038748720538685894 -0.0068574058544512428 leaf_count=17005 100 35636 89188 571 121853 154990 5308 1192 30999 5679 32053 1479 4799 457 22806 9820 73424 17197 1316 915 632 237 59 214676 4525 51117 1468 1835 61 64 368 internal_value=0 0.00574744 0.00801389 0.00825894 0.00126167 -0.0133841 -0.00761583 -0.0954587 -0.0185618 -0.0090726 -0.00550524 -0.0468436 0.00710817 -0.026053 0.00531288 -0.010125 -0.0221591 -0.00826365 -0.0174965 -0.0695743 0.00466728 -0.130188 -0.126775 0.0118801 0.0200569 0.00899715 0.0352068 -0.00430735 0.0592295 -0.199291 0.0217187 internal_count=901829 630477 546847 545555 186049 271352 163726 1292 31570 83630 76413 7217 40777 8724 154479 32626 107626 34202 8267 2468 5799 1553 1538 359506 93713 265793 8736 3303 5433 125 5167 shrinkage=0.0561523 Tree=59 num_leaves=32 num_cat=0 split_feature=16 9 11 0 1 32 21 4 20 17 27 28 0 7 27 7 24 28 22 28 11 4 0 21 4 10 28 19 16 25 27 split_gain=65.1327 20.3445 21.4636 13.0842 12.7489 11.7475 10.6529 11.5724 10.2181 10.0385 10.0138 9.12972 8.61229 8.38287 8.37721 8.34171 10.0036 8.25399 8.24826 11.0089 8.60297 8.1857 8.0241 11.1799 8.56261 7.89274 7.88671 7.82062 7.62173 8.83834 14.6149 threshold=218.15092592592597 0.95560891710937235 0.70278207774337809 22.000000000000004 705.50000000000011 2.5000000000000004 5.5000000000000009 32.904960632324226 0.56851301833783441 65.826746953695064 18.500000000000004 887.25000000000011 22.000000000000004 -52.125013351440423 50.500000000000007 -64.96606063842772 2.5000000000000004 428.25000000000006 594.25000000000011 649.25000000000011 0.80342008598311132 6.0041637420654306 33.000000000000007 16.500000000000004 15.999999046325685 0.67301517345785189 392.75000000000006 430.25000000000006 247.06882198331525 1187.2500000000002 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 9 8 11 6 28 13 -1 10 -3 15 -11 -8 -6 16 17 -4 19 20 25 -18 -15 24 -24 -17 -9 -23 29 -2 -31 right_child=5 2 4 -5 14 -7 7 26 -10 12 -12 -13 -14 22 -16 18 21 -19 -20 -21 -22 27 23 -25 -26 -27 -28 -29 -30 30 -32 leaf_value=-0.0022158866034902884 0.00085031991934166203 0.001156941835267186 0.0028500120445956235 -0.0015872998420371973 0.00032238629704570051 -0.0015216135705098666 0.0013503777687489025 -0.033647170792670385 0.00011379849112803529 0.0048555763176123881 -0.001753654874337066 -0.0020580093293095137 0.0013523638518489992 0.00031032734714085859 -0.023649687279286614 -0.0022059322522609685 -0.0029121468279260736 -0.0070138432497303428 -0.00016104199355707413 -0.0023817870324887623 -0.00035640428538361604 0.0029856463529173319 -0.0055706201590384275 -0.0098615964885091882 -0.0003773402446122353 -0.00052686481441096818 -0.0031504348709638385 0.00041884532462693915 0.0027102659143628922 0.00017208097548678403 -0.024964565238416996 leaf_count=7293 206156 15601 375 74387 59596 9351 18093 27 31908 3558 4897 13123 5852 117806 46 19256 1626 933 69202 14512 67297 5561 1027 407 39623 16299 2752 11447 5821 77924 73 internal_value=0 -0.00903161 -0.00482694 -0.0204765 -0.00755356 0.0079984 0.0086971 0.00264813 -0.005692 0.0206335 0.00822044 -0.0110744 0.0476732 0.00365368 0.00541202 -0.00944914 0.00999063 -0.0745456 -0.0115271 -0.0166328 -0.0129948 0.0159246 0.00133091 -0.0107077 -0.00905654 -0.0255772 -0.0613819 0.0224051 0.0124465 0.0117127 0.00264557 internal_count=901829 422769 309181 113588 279273 479060 469709 179735 39201 29908 20498 219631 9410 176956 59642 206508 19942 1308 186566 117364 102852 18634 158863 41057 40650 35555 2779 17008 289974 284153 77997 shrinkage=0.0561523 Tree=60 num_leaves=32 num_cat=0 split_feature=16 9 5 29 0 27 12 20 14 23 18 23 30 7 27 27 4 10 24 14 8 27 25 7 19 18 5 20 20 23 16 split_gain=58.6592 17.7421 17.9732 13.4779 12.9628 10.9534 11.1847 10.8971 10.7098 10.2801 9.8855 9.7607 10.8372 8.69011 10.7733 11.1984 10.8982 10.643 8.54166 20.5451 30.221 12.0555 11.942 16.8891 21.9892 13.8551 44.0623 35.788 38.3278 16.6089 15.8269 threshold=218.15092592592597 0.96067680812636314 34.175468444824226 0.28979767240056659 24.000000000000004 27.500000000000004 107.95584412271573 0.60517926575863801 31.067134205954151 0.95958049873631779 6.5000000000000009 1.2288507278593974 2.5000000000000004 -41.423666000366204 21.500000000000004 2.5000000000000004 6.0041637420654306 0.77854213128790151 1.5000000000000002 34.576849397064493 2547.5000000000005 1.5000000000000002 1187.2500000000002 -89.940933227539048 5603.0000000000009 1.5000000000000002 47.00000190734864 0.81519727589014745 1.156874486321475 0.81820804700204597 227.66224579242638 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 13 -2 7 18 10 -1 -8 -10 -7 -6 -13 14 15 -3 -17 -18 19 20 -5 -22 -20 24 -24 -25 27 -27 29 -29 -31 right_child=3 2 -4 5 11 6 8 -9 9 -11 -12 12 -14 -15 -16 16 17 -19 22 -21 21 -23 23 25 -26 26 -28 28 -30 30 -32 leaf_value=-0.0019402553124963915 -0.0014895332140494794 -0.0046081619667817436 0.00061221072072134423 -0.00057823379348428613 -0.0011135265050025156 -0.00083905767317734019 0.0012815669930537391 9.430640440570707e-05 -0.027444272788314506 -0.0025564861223237576 0.0097672700364971245 -0.0030675459560744142 0.0016553869512454212 -0.00063171252438457026 -0.0018002861249015588 -0.0031036190172896469 0.00060436628633872384 0.003152512119937269 0.00066753262012935561 0.0026621604927102595 -0.026487094980453745 0.00040486883761114208 -0.0025442304905277323 0.00031381604902558423 -0.018708243485291605 1.9854965100089197e-05 0.00033445707428536369 -0.0092934500662756707 -0.0012142076425827506 -0.012261861482482444 -0.030437134430860623 leaf_count=10263 11287 1205 63469 3186 73099 40238 17792 43408 54 1693 279 15492 1700 175928 6482 2001 22956 6670 319801 14962 211 70 1372 58588 329 979 6780 315 514 219 487 internal_value=0 -0.008542 -0.00388563 0.00761979 -0.0175567 0.00844355 -0.00416496 -0.00524901 0.0154868 -0.0592277 -0.0136419 -0.0248727 -0.0463121 -0.0082463 0.00519506 0.0125505 0.0161554 0.0209797 0.0103003 0.0313371 -0.0380249 -0.352399 0.00930468 -0.00256768 -0.100986 -0.000101492 -0.0359714 -0.149046 -0.244331 -0.356448 -0.441642 internal_count=901829 422673 278711 479156 143962 467869 60056 53671 19539 1747 40517 90291 17192 215242 39314 32832 31627 29626 407813 18429 3467 281 389384 69583 1701 67882 9294 2514 1535 1021 706 shrinkage=0.0561523 Tree=61 num_leaves=32 num_cat=0 split_feature=16 0 14 27 4 1 1 29 0 0 22 7 17 17 5 25 4 14 29 30 17 30 29 8 32 17 28 17 16 16 17 split_gain=54.4282 18.1547 18.3631 13.007 12.6824 12.6627 11.3367 10.3952 12.3087 10.14 9.63767 8.83906 12.1302 11.3944 10.7579 13.2544 9.83594 8.77474 8.42837 8.40573 7.70909 7.68647 7.65114 7.51965 7.44662 10.474 12.0798 11.3387 11.0611 9.66407 9.34238 threshold=202.16907721463269 29.500000000000004 19.141020543935806 22.500000000000004 30.999998092651371 149.50000000000003 731.50000000000011 1.5086438775577975 51.000000000000007 46.500000000000007 482.25000000000006 -18.434947013854977 58.563863554890766 63.878795858150198 64.000865936279311 956.25000000000011 26.507912635803226 50.075817341672156 0.53622864946996895 1.0000000180025095e-35 56.868321801237691 1.0000000180025095e-35 1.7033341952328245 551.50000000000011 1.5000000000000002 84.224707127810817 2828.7500000000005 33.638614725898613 151.35767027531736 169.885199804758 53.88337787523696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 5 -3 7 6 18 10 -4 -9 24 -5 13 -13 -7 15 -14 -17 19 -2 -10 22 -6 -11 -15 25 26 27 29 -29 -1 -30 right_child=1 2 3 4 21 11 -8 8 17 20 -12 12 14 23 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 30 -31 -32 leaf_value=0.0010712681836039489 -0.0014647854753376175 -0.0015249536891778954 0.00043023936874228536 -0.0039641712993303902 -0.0029495471698897562 0.00085646342770211235 0.00045624814114249464 -0.00017135806055365384 -0.0027052362577236226 -0.0015373812650435646 -0.00086332012002626518 0.00042143257002791919 -0.002582946107686215 -0.0030464140341868494 0.0036052412159419908 -0.019751807229821165 -0.0041606210449088177 7.2610067037874436e-05 -0.013204593588215959 -0.0083533716347863989 -0.0004555937672383872 -0.010728856533852577 -0.0048132025966763099 0.0043707684476672372 -0.0016743366910012187 0.0014616008542476728 -0.0039481027114009869 -0.0021281465200349392 9.084659639279213e-05 0.0076541284894705219 -0.00096177327358317247 leaf_count=5332 7373 25541 175321 3538 1466 99737 21718 28556 2406 47832 29614 265617 2423 478 662 275 238 1866 198 1269 23310 551 2359 4381 15312 9197 3125 12323 63011 810 45990 internal_value=0 0.00439222 -0.00154409 0.000912455 -0.0124966 0.00893488 -0.00963391 0.00455495 -0.0114211 -0.0134666 -0.021268 0.00975492 0.00672393 0.0175563 -0.0509503 -0.0769151 -0.222938 -0.0545534 -0.0315537 -0.0829098 -0.0231414 -0.0903736 -0.0301207 0.0648435 -0.00888184 -0.00658857 -0.00888571 -0.00737979 -0.00950189 0.0345384 -0.00629142 internal_count=901829 673228 291846 266305 56887 381382 54870 209418 34097 228601 33152 373811 269215 104596 3598 2936 513 5541 7571 3675 73501 2017 50191 4859 155100 139788 130591 127466 121324 6142 109001 shrinkage=0.0561523 Tree=62 num_leaves=32 num_cat=0 split_feature=16 16 29 1 0 17 18 29 21 14 4 14 0 15 7 6 27 11 20 7 17 11 29 8 29 7 17 27 29 17 0 split_gain=48.8528 17.1675 11.4781 16.8108 16.383 11.5456 9.91792 9.45031 9.23257 10.7372 9.17665 8.72348 8.55767 8.18502 8.1666 13.7208 10.3271 8.0812 11.4878 7.97342 9.43089 24.3923 15.4122 16.9796 7.92831 7.8723 7.67758 7.4175 7.30735 7.12594 6.9239 threshold=220.19217363272793 184.58385639624973 1.5421813837628999 719.50000000000011 49.500000000000007 52.746940524952983 6.5000000000000009 0.28979767240056659 5.5000000000000009 36.209792893381596 6.0041637420654306 15.219045706558262 46.500000000000007 0.17732946640739858 -6.3401916027069083 0.72262781586234459 2.5000000000000004 0.8256237680257289 0.81910058422192267 -52.125013351440423 54.466450681980966 0.79032918549047593 1.3054308715746046 551.50000000000011 0.88316805760104733 -10.30484628677368 100.1927657976026 9.5000000000000018 1.3124236921900958 49.721729645444213 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 3 6 13 -6 10 -2 -9 19 -3 -5 17 -4 15 16 -12 25 -19 -10 29 24 23 -23 -22 -1 -15 -27 -13 30 -21 right_child=7 2 4 11 5 -7 -8 8 9 -11 14 28 -14 26 -16 -17 -18 18 -20 20 21 22 -24 -25 -26 27 -28 -29 -30 -31 -32 leaf_value=-0.00030266452313349362 -0.0012607889539434582 -0.0027556988954755865 0.01291527034186798 -0.011053012018644264 -0.0068972989940995549 -0.0020025953219231607 0.014695013761704376 0.00067083986622093472 0.0013465630559531766 -0.0044591641030531995 -0.0058362284742573267 0.00085641319843496962 -0.0016597771281108096 -0.00043921049467144074 -0.00052887667625744063 -0.00066078509336026266 0.0011174440430735393 -0.0010720679651944353 0.0015247115672772434 0.00016781712707319917 -0.012969624407365737 3.9792966850520674e-05 0.0053603304485963094 -0.021546883307747448 0.0026110916646720473 -0.0027672168721783593 -0.017364919065459127 -0.00099642558467574575 -0.00046698413959489699 0.0011261889145236024 -0.00084343505136259063 leaf_count=30756 10212 4944 144 203 2387 4181 138 268222 16650 1587 687 68234 38140 14413 156547 29891 34068 10223 11319 99355 114 156 132 436 1065 10682 85 24717 16298 18652 27191 internal_value=0 -0.0071065 -0.00333873 -0.00180374 -0.0258468 -0.0673432 -0.00630278 0.00761551 0.00832373 0.00244617 -0.00646633 0.0102104 -0.0170537 -0.00723266 -0.00551395 0.00394159 0.0174524 -0.0116153 0.00520692 0.0032395 0.000891872 -0.0690487 -0.213524 -0.28242 0.0196708 -0.0170931 -0.00958899 -0.0272612 0.0107076 0.00180853 -0.000881017 internal_count=901829 458057 332220 311010 21210 6568 226275 443772 433560 165338 226137 84735 125837 14642 221193 64646 34755 87697 21542 163751 147101 1903 724 592 1179 66155 14498 35399 84532 145198 126546 shrinkage=0.0561523 Tree=63 num_leaves=32 num_cat=0 split_feature=16 30 7 11 29 11 20 20 29 21 0 28 20 0 4 4 23 10 5 5 28 7 10 22 25 1 28 11 4 27 20 split_gain=42.9406 17.3467 12.6467 14.1934 14.8173 11.1065 10.0259 10.2382 10.4976 10.7716 9.74819 9.78018 8.73155 8.65941 8.47149 9.75672 7.71728 7.65028 8.90876 11.2717 9.51275 8.72871 7.97182 10.8896 9.46581 9.10048 8.24928 7.48898 7.46005 7.40976 9.97972 threshold=202.16907721463269 1.0000000180025095e-35 -1.0000000180025095e-35 0.92653284998209828 0.16107854937064431 0.68590224118709886 1.200572087177332 0.83362408254441023 1.8367921368208486 6.5000000000000009 52.500000000000007 1666.2500000000002 0.21586598211667454 40.500000000000007 59.813451766967781 72.006904602050795 0.12368498439530627 0.96947279808426423 249.99998474121097 212.00859069824222 15867.000000000002 -42.878902435302727 0.78002816317400392 626.25000000000011 904.75000000000011 1539.5000000000002 655.25000000000011 0.76667907669396884 33.277410507202156 3.5000000000000004 0.63031211071048865 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 2 16 4 5 -4 7 -3 27 10 11 -10 -6 17 -13 -16 -2 18 19 22 -20 -21 23 26 25 -25 29 -9 -8 30 -1 right_child=1 6 3 -5 12 -7 28 8 9 -11 -12 14 -14 -15 15 -17 -18 -19 20 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 leaf_value=0.018284893244161451 -0.022341273810871285 -0.00098728874905859012 -0.0236149858166728 0.001277075146696661 0.0092443344736848534 -0.0048307216604461713 -0.0015279114537192526 0.0013561067117351209 0.00090148570272679152 -0.0095124745555928529 -0.0067049143901851743 0.0049326662351662394 2.1534926060298629e-05 -0.0010523465340635941 -0.019782450732788132 -0.0038029499711430478 0.00066061178523549161 -0.0029598589667674284 -0.012946304328992578 -0.024674315457222939 0.012989669534109603 0.0032793328434714388 0.00027077673384275796 0.00082575736055697966 -0.0015348216345435373 0.018823299021617428 -0.002832639613733855 -0.00030725868766679577 -0.0057967253885545748 -0.00097387905332625344 0.0017014283219541782 leaf_count=126 46 38577 114 30596 324 767 6160 21529 5608 492 845 325 316429 101939 129 1824 233519 3464 53 105 281 53 48450 19118 6754 89 7737 14140 1633 39358 1245 internal_value=0 0.0039804 0.00599108 0.00217274 0.000191309 -0.129316 -0.00883768 -0.00563505 0.00463162 -0.0254409 -0.0173284 -0.00639061 0.000551513 -0.0118783 -0.0616457 -0.0865224 0.011684 -0.00636269 -0.0050613 -0.00550405 0.158036 -0.272428 -0.00516083 -0.0116595 0.00486765 0.0161908 -0.0205124 0.0124075 -0.0431403 -0.0148261 0.0574422 internal_count=901829 673057 581795 348230 317634 881 91262 83469 44892 9223 8731 7886 316753 228772 2278 1953 233565 126833 123369 123035 334 158 122877 74427 25961 19207 48466 35669 7793 40729 1371 shrinkage=0.0561523 Tree=64 num_leaves=32 num_cat=0 split_feature=16 0 14 1 30 26 9 21 14 25 17 16 26 12 11 10 18 13 20 19 11 24 25 11 7 26 16 26 16 17 20 split_gain=40.5473 15.4275 13.7213 10.3857 9.89537 11.6663 9.22936 8.74622 14.0153 13.7974 13.6795 10.5105 17.8737 9.56007 11.2174 10.0841 15.1906 13.858 35.1199 23.6116 9.57335 9.03819 8.68403 8.25764 7.99826 7.95526 7.91732 11.2047 8.94563 12.5916 7.73627 threshold=202.16907721463269 33.000000000000007 19.141020543935806 149.50000000000003 1.0000000180025095e-35 1.4094354053944385 0.89059506616758533 1.5000000000000002 15.219045706558262 1165.7500000000002 51.132005064960445 228.43175969842426 1.1556200377224182 685.8944443027284 0.71544247124498905 0.93464158064947223 1.5000000000000002 46.291570739556754 0.87449892001014207 890.25000000000011 0.80238411014273103 8.5000000000000018 808.25000000000011 0.89643160320155235 -69.417133331298814 0.72642327880659574 103.18260775985767 1.0574937899219308 147.18736855205029 39.392412693725412 0.31458180011343878 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 -3 25 -4 -6 -1 8 22 21 13 -12 23 15 -15 16 -11 18 -18 20 -20 -9 -5 -13 -10 -2 27 -8 -28 30 -30 right_child=1 2 4 7 5 -7 26 9 24 10 11 12 -14 14 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 28 -29 29 -31 -32 leaf_value=-0.0019963072752384966 -0.0012989919234686583 -0.0015461852598496993 0.00012366802098630282 -0.00090956569829691377 -0.00029607646489715136 -0.002897168918895339 0.00052952527922492734 0.00091509245070626967 -0.00037580020574591306 -6.8956244685660698e-05 -0.0023292927844768283 -0.020149647845618911 0.0016044513833542216 -0.0039461156876885633 -0.028139903140461702 0.0014491895856195247 -0.00082623524921119935 -0.0014983112533762356 -0.028916470205203455 -0.029763926454032086 -0.0022274190219444974 0.00029956592540814032 -0.011452058379286036 0.0026722528362896842 0.001943563478412388 -0.013537069500888095 -0.0017880922517427116 0.0084658053036511579 -0.0014614705446800639 -0.00062962862454485162 0.001559778986532156 leaf_count=15008 8136 20203 193018 615 19407 7553 2943 108442 5694 18600 4555 362 266 257 79 9253 810 2696 52 303 229 245511 411 58 26536 171 18266 693 3320 174683 13699 internal_value=0 0.00383298 -0.00259483 0.00739813 -0.000304245 -0.0182502 -0.011581 0.00808302 0.0236524 0.00676039 -0.0114739 -0.0588606 -0.174255 -0.00377997 -0.171579 -0.00201494 -0.0133612 -0.0685392 -0.149489 -0.33642 -0.127623 0.00869328 -0.0914073 -0.302713 0.0273151 -0.0276198 -0.00989684 0.0363678 -0.010698 -0.00868318 0.0172817 internal_count=901829 673217 240181 433036 219978 26960 228612 424729 33256 391473 37520 5241 686 32279 336 31943 22690 4090 1394 584 281 353953 1026 420 32230 8307 213604 3636 209968 191702 17019 shrinkage=0.0561523 Tree=65 num_leaves=32 num_cat=0 split_feature=16 16 23 20 18 24 23 22 7 14 5 12 28 28 28 22 18 22 24 19 19 10 1 20 24 1 14 21 4 19 20 split_gain=35.5899 13.4915 9.61975 11.8972 9.22548 9.4522 9.18541 15.5137 8.18154 13.1905 10.5269 8.31275 8.81443 8.99054 9.83363 8.29035 8.0353 11.3287 9.19908 9.6363 9.30294 12.8883 9.1276 13.779 8.22236 8.00913 8.41046 7.99429 7.86507 7.60844 7.5153 threshold=220.19217363272793 171.28395915678527 1.3252096921014727 0.8227959138352211 2.5000000000000004 5.5000000000000009 0.15548030955667713 3716.5000000000005 -34.095832824707024 59.989155561677521 298.30363464355474 101.99747468305834 880.25000000000011 1431.2500000000002 3490.5000000000005 5279.2500000000009 3.5000000000000004 350.25000000000006 21.500000000000004 706.25000000000011 650.25000000000011 0.73328236202613939 533.50000000000011 1.3883935911464389 24.500000000000004 750.50000000000011 23.07234430471426 1.5000000000000002 40.675243377685554 180.50000000000003 0.61340905259190948 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 29 5 25 7 -5 9 15 -11 12 -10 -14 -15 -8 30 -18 -19 20 22 -22 23 -20 -23 26 -4 -13 -29 -3 -2 right_child=16 2 4 6 -6 -7 8 -9 11 10 -12 27 13 14 -16 -17 17 18 19 -21 21 24 -24 -25 -26 -27 -28 28 -30 -31 -32 leaf_value=-0.0010067107118591984 -0.00063244335317704631 -0.0087157037239517614 1.8383633371348154e-06 -0.00025239294606920366 0.00024090721658211385 -0.0024611153512497396 0.00070756772235632155 -0.018312609035255514 -0.00025458181066070998 -0.0086796665366146337 0.0067040584320731912 0.0021655807467846427 -0.0039751031919841176 0.0060563252136067378 -0.0084775994748647939 0.010642145571130215 -0.010082365327979348 0.0003031461110356683 -0.0034025677169712706 0.0026067117110471372 -0.025350865677927562 -0.011687256054945503 0.00013127516151151155 -0.026286510677929694 0.00035958818850726366 0.0010600852425745144 -0.0094007575136111909 0.00031437210883871489 -0.004063864783849745 -0.00065669827682916337 0.0004782645029947845 leaf_count=79630 20186 371 707 431 10826 16440 61542 230 128355 780 171 7477 3659 613 193 266 389 17990 3464 1287 119 342 3365 85 374 5141 521 54792 1325 84323 396435 internal_value=0 -0.0060979 -0.00360678 -0.00203089 -0.0197488 -0.0311587 0.00132408 -0.116408 0.00162434 0.011564 -0.105312 -0.00155161 -0.00605317 -0.049731 0.0458773 0.0133623 0.00646766 -0.0101155 -0.00767673 -0.0337088 -0.0470174 -0.146721 -0.0349763 -0.070356 -0.0960714 0.0015474 -0.07101 0.00785016 0.00375757 -0.0123236 0.00755889 internal_count=901829 457793 378163 344528 33635 22809 259834 661 259173 62759 951 196414 132820 4465 806 61808 444036 27415 27026 9036 7749 835 6914 3549 716 6369 1228 63594 56117 84694 416621 shrinkage=0.0561523 Tree=66 num_leaves=32 num_cat=0 split_feature=16 9 8 17 15 15 27 20 22 8 27 11 24 25 28 28 16 32 17 22 17 12 17 24 16 23 6 15 27 29 11 split_gain=31.847 16.5168 17.276 10.2643 9.22803 11.9416 10.472 15.4134 9.38164 18.27 10.2693 9.52802 8.62162 11.5111 9.21321 8.50656 8.40253 8.26236 9.12788 10.7533 7.72896 7.59387 7.59639 7.5137 7.4681 7.3828 11.6874 9.10037 8.23973 13.1859 12.6843 threshold=221.88740426695844 0.96237743920023078 829.50000000000011 60.058457572930784 0.39767399270091847 0.63747389770996854 14.500000000000002 0.65410862041479623 879.75000000000011 852.50000000000011 30.500000000000004 0.77494031450428447 4.5000000000000009 1027.2500000000002 1517.2500000000002 2828.7500000000005 149.33776652120841 1.5000000000000002 27.651158132082646 3716.5000000000005 109.82272392745524 326.62236636408619 65.826746953695064 5.5000000000000009 238.00224361701598 0.29762169524916221 0.31645567244297662 0.42308250168983208 2.5000000000000004 0.95016344233049554 0.72728020827099182 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 17 15 8 6 7 -6 9 10 -1 -10 -5 -14 -15 -4 20 18 -3 25 -9 22 -13 -11 -2 26 -20 -27 29 -29 -31 right_child=24 2 3 12 5 -7 -8 16 11 23 -12 21 13 14 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 27 -28 28 -30 30 -32 leaf_value=-0.0021864881512656071 0.00024927963252657374 0.0078250527012671579 0.00078748061198183502 0.0062484040772401613 -0.0019364973911614263 -0.0010726453343780646 -0.00084868494899982734 -0.0024402966265598442 -0.0016284378645966646 -0.0010053827612524014 0.0042183767700411275 -2.2813453796028949e-05 0.0030620124485850829 -0.010933195995803906 0.0020619011104568157 -0.0037020759330704247 0.0011749260561400184 -0.0016903458761256933 -0.0042716726141278239 -0.013394506649419059 0.008416853187148049 0.0089994164152881282 0.0093541258725873579 -0.0077730930073772369 0.00086925124002870289 0.0019428301646826425 0.0021347407211057185 -0.0066608451378019915 -0.00024243836333368748 -0.01064217192924575 0.0025567093576031601 leaf_count=7301 336857 450 37996 1911 7087 75738 32730 3204 10753 643 885 3172 3205 372 320 1379 34869 11718 1012 194 221 395 298 2645 74882 5943 7963 1631 234365 274 1416 internal_value=0 -0.00548287 -0.001061 0.0170126 -0.0131045 -0.0101553 -0.00148001 0.00835318 -0.0304938 -0.0518967 -0.0266071 -0.0136942 0.0562566 0.0292763 -0.0876884 0.0112239 0.0162814 -0.00414298 -0.00294179 -0.00319509 -0.0309824 0.0288899 0.0139348 -0.114859 0.00644733 -0.00301434 0.0251525 -0.00405197 -0.00501839 -0.0544798 0.00742218 internal_count=901829 490090 310149 45183 179941 153849 78111 45381 26092 11474 8186 14618 5808 3897 692 39375 38294 264966 253248 252798 3425 3865 3470 3288 411739 252604 8975 243629 237686 3321 1690 shrinkage=0.0561523 Tree=67 num_leaves=32 num_cat=0 split_feature=16 9 17 5 7 27 1 5 28 7 27 4 7 1 20 29 27 25 14 11 17 19 9 15 22 19 11 27 10 29 28 split_gain=29.2633 12.3881 14.9872 11.0022 14.5719 10.5179 11.3966 9.89222 10.7695 9.27325 8.42142 9.09789 8.21683 9.23413 7.6795 8.0262 7.35097 7.31476 10.1984 15.8819 10.2973 9.22809 11.9428 8.46948 14.7633 24.294 19.7096 15.3714 12.3164 12.3275 10.3843 threshold=219.99314780496164 0.96237743920023078 71.499693824079301 71.000812530517592 -33.618085861206048 2.5000000000000004 705.50000000000011 53.588537216186531 1337.2500000000002 -51.340192794799798 14.500000000000002 6.0041637420654306 -87.783111572265611 470.50000000000006 1.1459478736366611 0.42095224947686588 50.500000000000007 14430.500000000002 132.56657444118517 0.55646196884550936 71.499693824079301 1813.2500000000002 0.91252223054057735 0.25467599840793653 2105.2500000000005 2808.5000000000005 0.84838336320191166 1.5000000000000002 0.97349381266272161 0.95669963589693519 25353.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 5 4 7 12 9 -4 -9 10 11 -7 13 -3 15 -1 -8 18 20 -20 23 -22 -23 24 -2 26 -26 -27 29 -28 -25 right_child=17 2 3 -5 -6 6 16 8 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 21 22 -24 30 25 27 28 -29 -30 -31 -32 leaf_value=-0.0014608841147971908 0.00036538021553283534 -0.0033564041537910492 0.0032815058463237781 0.0088559334734938742 -0.0018933315232980902 -0.0026200260461755743 0.00057675540392651949 -0.024117112433639735 -0.0003273456330010261 -0.00045923275149206986 -0.00063354661434190951 0.0019016098406267022 -0.001469003667521497 -0.014068821199747349 -0.0017515759337753617 -0.00037621500506991243 -0.020962781262314621 0.0019988460335547422 0.0024917983531556201 -0.012063014613563345 0.0015770264455866848 0.0091719295426567465 -0.025050545075849553 0.00035259728616618104 -0.0039043639367808049 -0.013805959445440642 0.0035006916951321543 -0.00058037223568429218 -0.011769487428362937 -0.036059574240410591 -0.029806868830090188 leaf_count=26120 8090 822 6845 684 2858 1553 59716 85 204 184535 9642 14535 4995 367 19557 121890 50 8013 430 525 134 41 149 425069 502 300 29 3628 252 173 36 internal_value=0 -0.00573803 -0.00174785 0.0350161 0.0266169 -0.00316882 -0.00223499 0.050788 -0.130437 -0.00569857 0.0120864 0.0260921 -0.0439455 -0.118658 -0.0125696 -0.0101088 0.00995036 0.00565509 0.00510901 -0.0981178 0.00533388 -0.172874 -0.314603 0.00546568 -0.0197032 -0.0631184 -0.20608 -0.0283243 -0.357065 -0.541031 0.00623382 internal_count=901829 454458 286891 10676 9992 276215 270031 7134 289 210265 25730 16088 6184 1189 167567 148010 59766 447371 439358 955 438403 324 190 438079 12974 4884 956 3928 454 202 425105 shrinkage=0.0561523 Tree=68 num_leaves=32 num_cat=0 split_feature=0 29 13 9 21 25 11 7 27 27 21 22 17 25 27 11 23 22 27 27 20 7 0 22 11 19 8 29 20 20 26 split_gain=28.0456 13.796 12.6356 12.4229 11.7517 11.2608 10.8058 11.3798 10.1252 11.1673 8.42943 8.69742 8.25436 11.6394 26.4819 11.2855 13.9788 7.95507 7.7904 7.72623 9.48753 7.63843 7.62794 7.34085 10.8335 7.51013 8.26074 7.32816 7.24693 7.05006 7.04027 threshold=33.000000000000007 0.18524860476915275 28.316801525327687 0.93489080987870354 14.500000000000002 778.25000000000011 0.90404419002619918 -16.699242591857907 3.5000000000000004 22.500000000000004 1.5000000000000002 6013.5000000000009 65.826746953695064 904.75000000000011 10.500000000000002 0.63946116421252064 0.48778434603812953 278.25000000000006 58.500000000000007 13.500000000000002 0.50774441319664954 -87.602920532226548 52.500000000000007 8036.5000000000009 0.57143561011318222 7165.5000000000009 6992.0000000000009 2.1027671997969031 0.82637082472917489 0.31458180011343878 0.93293958276102151 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 10 -2 8 7 12 21 22 -4 -12 19 -14 15 -15 29 -9 -11 20 -3 -5 -10 24 27 26 -26 -13 -19 -17 -7 right_child=2 6 3 5 -6 30 -8 17 9 18 11 23 13 14 -16 16 -18 28 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 leaf_value=-0.0014156923367111022 -0.00097799426313361455 -0.0020514315185446294 0.00015842312192595293 -0.011927415127327239 -0.0079397740421038292 -0.00023563265873023545 0.0010037251394160978 -0.0024030642719696459 0.00015812138707603206 -0.0010045266402524825 -0.001452307551321486 -0.01136787323895368 0.0031011631257935588 0.0029390327216033815 -0.013495236640809996 -0.010941720839648061 -0.010111067336717234 -0.00052726817602629554 -0.018997529203282112 2.8511814467347351e-05 0.0010212964756451447 -0.0026306932229665384 -0.0013173508393787008 -0.0013189636962934552 -0.0054875125688197057 -0.0018507140482044904 -0.032265511505808524 -0.036971188515606969 0.00018189141864729212 0.011251689994628075 0.00080780712638429605 leaf_count=15083 69803 3319 11382 312 773 31645 61853 4210 104643 45400 27699 70 8864 2496 445 59 518 55391 76 61649 69826 2608 12352 478 84 331 64 71 252814 192 57319 internal_value=0 0.00460385 -0.00675695 -0.00387726 -0.0187747 -0.00129605 0.00546596 0.00379661 -0.00617601 -0.00512708 -0.0202177 -0.0293238 0.0110402 0.0355443 -0.0114836 0.0197072 -0.0862129 0.00037975 -0.0184248 0.00875441 0.015705 -0.0645395 4.17653e-05 -0.116611 -0.188406 -0.116687 -0.303945 -0.432045 0.000969513 0.107474 0.00777617 internal_count=901829 536719 365110 294534 70576 254355 521636 459783 165391 162471 40179 28797 147368 12574 3710 3265 769 312415 45476 134794 73145 2920 116995 1098 620 479 148 141 308205 251 88964 shrinkage=0.0561523 Tree=69 num_leaves=32 num_cat=0 split_feature=16 31 7 11 29 26 2 20 11 21 26 13 19 11 19 10 22 13 28 28 7 5 4 24 8 17 17 17 21 28 11 split_gain=24.9957 11.7968 10.1877 11.9511 10.4857 10.1592 10.0345 9.56559 9.40257 9.70971 9.44853 7.60417 10.7563 7.54886 7.84825 7.50104 7.42969 7.52508 8.33984 7.143 6.98109 7.7825 14.1079 7.51867 16.4111 13.2246 7.79407 6.96094 11.6375 9.80673 10.5119 threshold=197.87284070391033 1.5000000000000002 -1.0000000180025095e-35 0.93334434606405015 0.16107854937064431 1.4094354053944385 47.974424552429674 0.88044085499149871 0.71123374993344035 2.5000000000000004 0.13249102457884565 286.86717314909509 18542.000000000004 0.80439687627187639 453.25000000000006 0.71109064726842885 278.25000000000006 18.591208051620942 808.25000000000011 972.25000000000011 -10.30484628677368 212.00859069824222 41.822175979614265 4.5000000000000009 1005.5000000000001 109.82272392745524 71.499693824079301 60.72706984546322 1.5000000000000002 972.25000000000011 0.77351171863366996 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 -2 4 8 7 -7 -3 -4 10 -10 13 -13 20 -15 -9 17 -6 -19 -20 21 23 -23 25 26 -1 -25 -18 -29 30 -30 right_child=1 5 3 -5 16 6 -8 15 9 -11 -12 12 -14 14 -16 -17 27 18 19 -21 -22 22 -24 24 -26 -27 -28 28 29 -31 -32 leaf_value=0.0003139269694325244 0.00053170616122895516 -0.00071963682942241178 -0.017907588333554769 0.0013257965235864884 -0.0092215435739265977 -0.0026520677621648639 -1.6400538517654584e-05 -0.0010061185156735445 0.013942875642806664 -0.0087480161014770238 -0.0035600275512498902 -0.013618101183465207 0.010080651290476529 0.00066529254258953575 -0.00057154024251617299 0.00094942199583482312 4.6833447515734794e-05 -0.0005676821048551825 -0.02377594630701084 0.0030825300492579649 -0.0012537440814827815 0.016541757372481841 -0.013769552599128362 -0.00066709241020098157 -0.0033945775974569621 0.0079150731574519333 0.0013946086387176858 0.0085489428225136929 0.003520084823190885 -0.010636159025047791 -0.0043077949356984495 leaf_count=15479 243061 41294 165 22184 496 11252 7652 7886 155 482 261 71 404 26144 42430 28669 336313 1938 93 47 62578 58 293 34965 6326 757 6927 277 754 504 1914 internal_value=0 0.00282097 0.00445145 0.00111548 -0.000337739 -0.0074359 -0.0282303 -0.00238641 -0.0995029 -0.0591885 0.0527403 -0.00993379 0.116439 -0.0102401 -0.00178078 0.00939506 -2.98176e-05 -0.053553 -0.0271369 -0.262842 -0.014794 -0.00751937 -0.156019 -0.00671068 -0.012978 0.0119021 -0.00580889 0.000375668 -0.0443206 -0.0614861 -0.0373194 internal_count=901829 705397 608644 365583 343399 96753 18904 77849 1063 898 416 196432 475 195957 68574 36555 342336 2574 2078 140 127383 64805 351 64454 48218 16236 41892 339762 3449 3172 2668 shrinkage=0.0561523 Tree=70 num_leaves=32 num_cat=0 split_feature=0 14 13 20 25 18 27 4 25 21 14 17 7 4 27 14 25 14 17 8 25 5 26 23 24 7 10 26 10 10 17 split_gain=23.7613 12.3014 11.9473 15.1411 10.7136 9.60534 9.56106 15.4511 11.0286 18.0469 19.4815 13.8761 13.5568 11.9309 10.806 13.8818 13.3247 13.0606 10.5764 13.21 10.4661 14.6061 11.6751 10.1553 10.1272 13.0011 11.007 16.9135 10.5041 10.3864 9.66491 threshold=40.500000000000007 19.939829116904807 23.766768347964845 0.44834548261705526 313.25000000000006 3.5000000000000004 14.500000000000002 12.00056314468384 946.75000000000011 1.5000000000000002 15.430720401658494 50.711592085642344 -70.016895294189439 5.0068871974945077 9.5000000000000018 52.406486364561864 1143.2500000000002 26.475280146418211 68.365955059828934 1460.5000000000002 3179.7500000000005 269.99992370605474 3.3229653072902994 0.32915320415677835 1.5000000000000002 -71.468593597412095 0.96197964224251153 1.1964587519416303 0.95856136601959008 0.45761091005285909 75.263087790858492 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 5 -1 8 -8 -5 10 13 20 24 -10 15 17 -16 -13 19 -18 -11 22 -22 -9 25 -12 29 -28 -27 -26 -25 right_child=1 -3 3 6 -6 -7 7 23 9 11 12 14 -14 -15 16 -17 18 -19 -20 -21 21 -23 -24 30 26 28 27 -29 -30 -31 -32 leaf_value=-0.0028547446963806252 -0.0012737211216678464 -0.00027179601729999096 -0.0019993501064969176 0.00081976403137435587 -0.00035181250350279183 -0.015878644568606763 0.0037899017858392947 -0.018125975477775162 0.024336723036091551 0.00026263821818796719 0.0018342251023980947 -0.002813018416771083 0.0018818158324289626 -0.012216075601588933 -0.0010435737519508251 -0.006253829172757238 -0.010004975269762741 0.0013238248185915892 -0.015732047089894868 0.00057944916817649422 -0.0016020646584678497 -0.02078763933722701 -0.024379266100746925 -1.5974016690872287e-06 -0.017266231729755565 0.0039429504171558947 -0.0027108493856784583 -0.036897856742220542 -0.043173523849827755 -0.0017524233226895059 0.0022499199372575376 leaf_count=3230 47138 214288 9139 170398 66668 189 3506 97 30 44077 2681 4060 25665 458 1752 1443 901 5908 416 633 4899 133 72 285041 144 25 112 77 37 2471 6141 internal_value=0 -0.00805763 0.00325585 0.00477 -0.00906521 -0.0636608 0.00542754 0.00150371 0.0097696 0.00119706 0.020724 -0.00843066 0.0238238 -0.177535 -0.0349323 -0.0197018 -0.0818786 -0.00643118 -0.138746 -0.100394 -0.000286887 -0.0431561 -0.0344059 0.000709417 -0.0210052 0.0221957 -0.0632662 -0.296317 -0.430525 -0.0464224 0.000817186 internal_count=901829 261426 640403 570316 70087 3419 561177 294785 266392 95994 31700 64294 31212 488 15113 11411 3702 9968 1950 1534 49181 5104 4971 291279 5547 2743 2804 189 62 2615 291182 shrinkage=0.0561523 Tree=71 num_leaves=32 num_cat=0 split_feature=0 27 13 9 22 22 27 18 20 27 17 23 4 7 28 18 10 8 4 19 7 24 7 19 28 23 12 28 17 23 28 split_gain=22.1673 11.184 10.4078 9.89673 9.78714 9.67352 11.1348 13.2543 9.10717 8.52209 10.2676 11.0358 9.76453 11.1518 8.73358 14.5615 30.7426 14.4119 12.3374 26.459 11.249 10.7264 9.52937 11.5417 9.75659 10.8597 10.3375 10.8932 10.1912 9.59616 9.51992 threshold=33.000000000000007 52.500000000000007 28.316801525327687 0.95406493465026199 278.25000000000006 1695.2500000000002 2.5000000000000004 1.5000000000000002 0.8227959138352211 14.500000000000002 71.499693824079301 0.8628089084218421 16.231372833251957 -32.663970947265618 972.25000000000011 1.5000000000000002 0.78309230308574918 748.50000000000011 33.002328872680671 1194.2500000000002 -78.986499786376939 8.5000000000000018 -89.940933227539048 354.75000000000006 1398.2500000000002 0.34486620071822999 216.58935777509512 25353.500000000004 39.875587511386257 0.92914618354475931 1069.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 -1 6 7 -5 -6 14 -11 12 -12 -14 -10 22 18 -18 19 21 -20 -17 23 -16 25 -24 -26 28 -28 -30 -23 right_child=1 -3 3 5 8 -7 -8 -9 9 10 11 -13 13 -15 15 16 17 -19 20 -21 -22 30 24 -25 26 -27 27 -29 29 -31 -32 leaf_value=-0.0017391138977657524 -0.00094095649964118266 -0.0086653096410074376 -0.00075627350914850646 -0.0019569825503663522 -0.00023565707126457837 0.0013306365584709805 -4.5386177554898852e-05 -0.0125523991502592 0.00088059513599187159 7.2686439372040692e-05 0.013703413493932301 0.0036651802521685244 -0.0014506315475894809 -0.019384968451129858 0.0078637584436885687 -0.0050625484308536488 -0.013215890522950592 0.0010867083146399413 -0.018444355359317391 -0.029913660340195158 -0.0010482898695187714 -0.0040580258699163393 -0.010166005476623491 -0.0042505447920319246 0.0022010064104532171 -0.00035081636405642438 0.00092522507776550249 0.0040641014250137426 -0.0080795412109832317 -0.001012864945090147 -0.026791505844951075 leaf_count=7860 70422 508 71389 3104 96685 16068 203065 423 139639 220866 78 4262 313 168 278 1037 233 4766 131 192 1113 94 363 2296 14992 17043 13319 2232 655 8083 152 internal_value=0 -0.00604435 -0.00583769 -0.00322256 0.0040565 6.24005e-05 -0.00177581 -0.0574814 0.00457697 0.00653921 0.00229097 0.0479448 -0.0841647 -0.137387 0.0111795 0.0017921 -0.0390649 0.00748098 -0.124641 -0.186503 -0.0512925 -0.134691 0.00711321 -0.0523961 0.00981536 -0.00989294 0.0185484 0.00580333 -0.00093336 -0.0274714 -0.322422 internal_count=901829 364979 364471 294049 536850 222660 206592 3527 528990 432305 225687 4821 559 481 206618 66979 7718 4999 2719 1475 1244 1283 59261 2574 56687 17406 39281 24289 22057 8738 246 shrinkage=0.0561523 Tree=72 num_leaves=32 num_cat=0 split_feature=0 20 29 14 27 22 6 20 13 29 1 23 12 18 27 25 13 16 12 14 11 32 14 28 22 15 13 16 25 29 25 split_gain=19.8969 14.1211 12.0285 13.4116 11.087 24.2876 17.7367 12.1646 14.485 12.0847 11.5275 11.2551 10.6967 11.1139 9.70175 11.3535 9.55279 10.0125 9.43336 9.80857 8.85101 8.39966 10.7485 8.42753 11.8851 15.2275 10.7816 9.4159 9.06903 9.09865 8.3785 threshold=48.000000000000007 0.69555675935957639 1.5421813837628999 48.011142341640337 22.500000000000004 1154.2500000000002 0.37150071986897892 1.0823605117722768 24.991667326777332 0.095137135811654866 3860.5000000000005 0.15548030955667713 104.3020382004283 6.5000000000000009 2.5000000000000004 3002.2500000000005 35.396446088826146 181.00156250000003 81.130465325174484 52.406486364561864 0.80535992770035336 1.5000000000000002 5.5375225170904319 887.25000000000011 618.25000000000011 0.54525849490875833 19.891759580657318 165.9166920847949 1122.2500000000002 0.2063220011178877 461.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 16 -4 7 12 -7 8 20 14 -8 -11 13 30 -10 -16 -2 -18 21 -20 -3 22 -1 24 25 -24 27 -26 -25 -30 -6 right_child=2 4 3 -5 5 6 10 -9 9 11 -12 -13 -14 -15 15 -17 17 -19 19 -21 -22 -23 23 28 26 -27 -28 -29 29 -31 -32 leaf_value=-0.0072608047942431158 -0.00096120403705002126 -0.0017178592716501516 -0.0030591738833302402 0.00066057345363560675 -0.0020858531426945987 0.0044900026266974985 -0.013673299884234436 -0.00025566563349672776 -0.013072518203628512 -0.0097130617088497379 -0.037807689116472337 0.00056845772407682505 0.00046738257889698939 0.0096242309466434695 0.0087081643243519767 -0.0082721771141247916 -0.0015946576142520667 0.00037010290401608863 -0.0018231460240778199 0.0039193995579977605 0.00012765094937524618 -0.00098793150775895993 0.0025934148818409133 -0.0067316581112699669 0.00028613564204239101 -0.00080351795577595156 0.00083422244354717276 0.0060942428051935955 -0.004469005005069188 0.008325650198850218 -0.00037713873125619287 leaf_count=587 56568 14480 11683 4139 10033 143 297 93881 363 336 79 393545 53651 340 216 292 9748 50786 20858 982 18875 27291 5202 1047 1267 20791 8582 2882 375 329 92181 internal_value=0 0.0019788 -0.0112712 -0.0371507 0.00354102 -0.00383508 -0.219802 0.00575565 0.00801629 0.00970712 -0.333808 0.00996731 -0.00311752 -0.00910287 -0.107953 -0.0187381 -0.00777458 0.000956519 -0.00977707 -0.0278696 -0.0119945 -0.00399619 0.00504118 0.00698958 0.010058 -0.00220271 0.0350907 0.0769442 -0.0608688 0.0268968 -0.00970327 internal_count=901829 768905 132924 15822 678712 156724 519 521988 428107 394752 376 393881 156205 102554 871 508 117102 60534 90193 21840 33355 68353 41062 40475 38724 25993 12731 4149 1751 704 102214 shrinkage=0.0561523 Tree=73 num_leaves=32 num_cat=0 split_feature=0 14 20 27 10 19 27 27 11 29 13 29 28 26 18 14 6 11 11 17 6 12 25 17 14 27 27 13 8 10 14 split_gain=18.4767 14.0426 9.50806 9.18465 8.77639 14.9151 11.6764 9.48656 10.9858 8.74442 8.59636 8.5359 8.44123 8.42833 8.40744 10.9786 9.29375 7.71877 8.11123 8.91921 9.8489 9.8111 7.52099 10.8015 9.91652 8.70263 7.64271 9.21877 7.4584 7.36902 7.09197 threshold=29.500000000000004 19.718180530301115 1.1911340743457777 47.500000000000007 0.96197964224251153 3471.5000000000005 1.5000000000000002 22.500000000000004 0.77616820046487578 0.18524860476915275 40.640324379018288 2.1878300348217046 25353.500000000004 0.73218421358963537 2.5000000000000004 22.208870670559957 0.57500000674349583 0.90404419002619918 0.73958758503401378 59.176728412815358 0.40000000637426308 685.8944443027284 946.75000000000011 63.878795858150198 27.311008648231248 12.500000000000002 21.500000000000004 79.465191351872235 5450.5000000000009 0.91638445277175873 27.311008648231248 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 -2 4 14 7 6 -6 13 28 -1 -5 -8 17 -3 16 -16 -4 18 22 21 -21 -20 23 25 -24 -11 -26 -28 -9 -25 -13 right_child=1 2 3 10 5 -7 11 8 -10 12 -12 30 -14 -15 15 -17 -18 -19 19 20 -22 -23 24 29 26 -27 27 -29 -30 -31 -32 leaf_value=-0.0011816961092371357 -0.00092649810543804761 -0.00067831872350715601 0.0001066053420114361 -0.018449453778854274 -0.024945702847580527 0.00088868690629400964 -0.0024889093813259063 -0.0021719133701210095 -0.00024190489163727967 0.0013028773878127889 0.0038464461378398215 -0.012746287902875703 0.0038325546530826931 0.00031894566077866616 -0.0039287551340586998 0.00046190582408941496 -0.0024237581928154366 0.00088829134932343729 6.6002737989049424e-05 0.0041639555630444604 -0.003026133639497853 -0.0089632448998269425 -0.0018199084655309916 0.0029475201526132778 0.00045972119521616242 0.00016197914292291496 0.0033554394455179233 -0.027410224547740263 -0.031191615959152867 -0.0057948411590559475 -0.001167111290930171 leaf_count=13174 81880 30519 6696 176 84 3253 3145 10435 48103 34409 79 527 2106 214730 2006 17124 14461 55708 260040 681 5094 380 8657 8713 24513 54425 56 68 28 315 244 internal_value=0 -0.00470534 -0.00195875 -0.016363 -8.14252e-05 -0.0344591 -0.0753537 0.000739275 -0.0106956 0.00435418 -0.20555 -0.0674407 0.0050893 0.00346994 -0.0151655 2.66177e-05 -0.0289021 0.00479569 0.00325019 7.87992e-05 -0.0387921 0.000940789 0.00968687 0.0141038 -0.0032959 0.0107546 0.00693436 -0.240704 -0.040062 0.0470593 -0.161735 internal_count=901829 433490 351610 40542 311068 7253 4000 303815 58566 468339 255 3916 455165 245249 40287 19130 21157 453059 397351 266195 5775 260420 131156 97862 33294 88834 24637 124 10463 9028 771 shrinkage=0.0561523 Tree=74 num_leaves=32 num_cat=0 split_feature=16 0 14 28 23 27 29 0 19 4 25 25 24 14 25 14 27 21 25 28 17 4 17 13 5 21 6 7 8 16 12 split_gain=18.2136 10.2966 11.2336 9.40594 10.3407 9.28256 8.84933 9.70296 8.73621 8.26941 8.90734 7.78292 7.24601 7.0143 6.65911 6.65516 6.64785 6.52173 13.8388 13.6173 14.1234 11.721 13.6966 11.4738 10.3431 11.2533 10.3365 9.65806 8.90668 8.70557 8.66187 threshold=186.20463395638635 33.000000000000007 19.141020543935806 428.25000000000006 0.99892172112061328 22.500000000000004 1.5086438775577975 51.000000000000007 140.25000000000003 30.839229583740238 769.25000000000011 1354.2500000000002 1.5000000000000002 50.075817341672156 1524.2500000000002 21.744603497942645 53.500000000000007 1.5000000000000002 1187.2500000000002 1370.2500000000002 56.605003162501411 39.692052841186531 41.824773192263557 72.071873908691018 58.076066970825202 6.5000000000000009 0.22222223110688061 -15.945394992828367 588.50000000000011 213.80592850915434 135.84671708797586 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 -3 -5 6 -4 12 11 10 16 -2 -8 -9 -6 -14 -7 28 -19 20 23 30 26 24 25 -20 -23 -26 -10 -30 -21 right_child=1 2 5 4 14 9 7 13 17 -11 -12 -13 15 -15 -16 -17 -18 18 19 21 -22 22 -24 -25 27 -27 -28 -29 29 -31 -32 leaf_value=-0.00060709311657075517 -0.0046513226979650012 0.0027013006555076224 0.00028617698723433174 -0.00098299324235768789 -0.0035105014733666871 -0.00080431957632388863 0.0032384616607642257 -0.0036176894284940687 -0.0011826513912688336 -0.0041420228886606108 0.0012792015990019225 0.0180888211921801 -0.0079338013392517507 0.00024087526363740093 -0.01429509984279977 -0.00034255047565597197 -0.011528646237539296 0.00031947689839237353 -0.0017528664456399033 -0.0014088304655141151 -0.0094471307736245236 -0.02566514000837115 -0.0047581049165942597 0.0006109401438443593 -0.0025477248693949704 -0.012471671238131966 0.00025696298324609523 -0.013606843142766858 0.0042152753892900751 0.0010511823044989288 0.0013808058518311828 leaf_count=132859 1506 1854 178233 24472 4027 44671 1796 5235 5049 2107 7203 49 370 2074 189 22985 183 397229 5864 4685 828 49 3167 3893 465 326 4779 536 3038 28120 13988 internal_value=0 0.00186816 -0.00276503 -0.0209248 -0.0253861 -0.000670928 0.00233071 -0.0128555 0.0047582 -0.012347 -0.00986118 -0.0700729 -0.00353523 -0.0449275 -0.0711274 -0.00824213 -0.0151031 0.00500472 0.00393332 -0.0141484 -0.0422589 -0.00159211 -0.0336316 -0.0328477 -0.0565207 -0.0412695 -0.000109057 -0.150831 0.0179007 0.0242144 0.0121259 internal_count=901829 768970 295399 30542 28688 264857 210693 32460 473571 54164 52057 1555 25151 7309 4216 23355 44854 472016 435809 38580 11912 26668 7995 11084 7191 6190 4828 1001 36207 31158 18673 shrinkage=0.0561523 Tree=75 num_leaves=32 num_cat=0 split_feature=0 14 25 6 22 27 28 7 7 18 19 11 19 7 21 14 28 25 23 12 26 8 19 8 7 6 23 27 16 11 19 split_gain=16.523 10.7686 14.1005 12.4922 12.9327 9.76257 18.2138 10.4741 10.1684 9.33041 11.8252 11.6625 9.77842 9.00339 9.97308 21.0364 10.2174 10.0663 8.97889 17.1974 10.944 12.5615 15.3744 9.01223 11.0252 8.97313 8.91287 20.7767 23.7355 14.9976 9.54161 threshold=48.000000000000007 27.229264265551681 928.25000000000011 0.77499995444630609 562.75000000000011 2.5000000000000004 428.25000000000006 -88.255447387695298 -14.878949165344237 1.5000000000000002 627.25000000000011 0.74125503340773757 361.25000000000006 -89.940933227539048 1.5000000000000002 36.854588678394087 687.25000000000011 3179.7500000000005 1.7842834561919256 474.57211383239206 1.0091932893847197 6992.0000000000009 7165.5000000000009 4526.5000000000009 -75.900794982910142 0.89501380608835512 0.81820804700204597 5.5000000000000009 217.29061464706589 0.82105583496171974 3996.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 -5 6 -1 -8 -7 12 -11 -12 -9 -3 -15 16 -16 -17 19 20 21 23 -23 26 -25 -21 -19 28 -28 30 -30 right_child=-2 13 -4 4 -6 8 7 9 -10 10 11 -13 -14 14 15 17 -18 18 -20 25 -22 22 -24 24 -26 -27 27 -29 29 -31 -32 leaf_value=0.0048539990061773385 -0.00057514302212008166 -0.0022527531246720393 -0.00090631293925059835 -0.00082416664747717527 0.00021236426020433739 0.00075291924762022771 -0.013459245395188717 -0.010108552112904581 9.1357568973885516e-05 0.00088189692009905236 -0.0011390799007632622 -0.028028536983273077 -0.00032151286370059995 0.0013330760859003752 -2.650276167962109e-05 -0.00045677579752021006 0.0010422424694630844 -0.0016582599134468861 0.0017493447918319443 -0.0099572896091859615 0.0006781813450378076 -0.029020160089041819 -0.004704205609423885 -0.019187395458080608 0.0044822038354719249 -0.031290268050059425 0.0037933153405602274 -7.9423535021692546e-05 -0.034219693128300512 -0.0069496696612836905 -0.0055755528601661771 leaf_count=820 132925 3769 51433 84415 68959 101206 368 388 265265 149 75 158 1889 37953 44650 24075 76579 1022 1093 628 1914 142 194 69 616 69 139 447 249 128 43 internal_value=0 0.00183189 -0.000340391 0.00121135 -0.00637781 0.00435454 -0.0457588 -0.0815718 0.0048806 -0.0596883 -0.204312 -0.345011 -0.0354255 0.00827908 0.00923909 0.00561961 0.0115509 -0.0177049 -0.051824 -0.0678478 -0.0471908 -0.0843963 -0.266785 -0.0618078 0.0373621 -0.214936 -0.0953046 -0.162124 -0.290634 -0.409177 -0.534289 internal_count=901829 768904 575125 523692 153374 370318 3847 3027 366471 2659 382 233 2277 193779 190010 152057 121229 30828 6753 5660 4963 3049 336 2713 685 697 2028 1006 559 420 292 shrinkage=0.0561523 Tree=76 num_leaves=32 num_cat=0 split_feature=16 18 0 22 14 18 29 30 22 19 25 28 25 14 20 18 24 6 10 14 0 1 17 24 28 14 4 24 24 28 15 split_gain=15.6166 12.4269 9.76128 12.5506 11.8243 11.6714 10.4091 10.4813 10.9944 7.46339 6.73518 6.32249 8.10989 6.78673 6.06824 7.02208 7.95595 14.4816 6.59423 7.0218 6.00045 5.92997 6.77255 5.86447 5.85072 5.72535 5.58238 5.57371 5.54157 12.233 7.79562 threshold=184.58385639624973 6.5000000000000009 29.500000000000004 494.25000000000006 18.372753137312575 3.5000000000000004 2.0304069978245107 1.0000000180025095e-35 915.75000000000011 140.25000000000003 1354.2500000000002 649.25000000000011 1041.2500000000002 12.978934141360778 1.1050929266940692 2.5000000000000004 23.500000000000004 0.71349090005489935 0.83472257300818442 23.173592786324829 11.500000000000002 134.50000000000003 54.291800376932912 18.500000000000004 498.75000000000006 17.267723166507356 54.596256256103523 32.500000000000007 22.500000000000004 449.25000000000006 0.63558320128467094 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 2 9 5 -5 11 14 -8 26 10 -2 13 -13 21 -6 -16 18 -18 -17 -20 -1 -4 -23 25 -25 -7 -9 28 -11 -30 -31 right_child=1 -3 3 4 6 23 7 8 -10 27 -12 12 -14 -15 15 16 17 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 29 30 -32 leaf_value=0.00047530576562960765 -0.0043363315195795995 0.0097479218949248353 -0.0025370739350541868 -0.0013014622775743454 0.00028180104340866483 -0.0094499631633368341 -0.00024171313698402477 -0.008229707694632233 -0.0018100940660300332 0.00031551073222789243 0.017258293587481589 -0.0038880262456316033 0.0061621976055869047 -0.00078465911759079338 -0.0011046975189016814 0.0010623779653379985 -0.00039490153450712977 -0.013721731318651235 -0.0040422171311024725 0.00045637268010302677 -0.00072437035764966022 0.0015377249172927399 0.0090430143741237704 -0.010192107947325302 -0.0028898874929472445 -0.00014439022609580562 0.0081475014783303178 0.0046253504886452843 -0.0069160601856415906 0.00076769307391939031 -0.0019094025182073121 leaf_count=14911 1466 420 575 20910 233008 258 12119 1342 4951 399659 47 3188 275 31445 23435 16685 961 351 1827 2727 111053 1128 571 819 599 1086 69 931 960 8110 5943 internal_value=0 0.00163332 0.00154018 -0.00228777 -0.000191526 -0.0189964 0.00142419 -0.0215593 -0.0544279 0.00482862 -0.0652781 -0.0143376 -0.0550277 -0.0101586 0.00294665 -0.00755135 0.00504572 -0.0705267 0.00971407 -0.0240132 -0.0103711 0.0425976 0.0723052 -0.0817143 -0.126575 -0.0343838 -0.132298 0.00508384 0.00491032 -0.0139511 -0.00649035 internal_count=901829 775865 775445 358329 318385 39944 297475 18481 6362 417116 1513 37182 3463 33719 278994 45986 22551 1312 21239 4554 125964 2274 1699 2762 1418 1344 1411 415603 414672 15013 14053 shrinkage=0.0561523 Tree=77 num_leaves=32 num_cat=0 split_feature=0 27 29 11 14 15 22 6 21 7 11 18 17 8 27 28 22 8 31 22 25 28 14 28 25 27 20 8 28 7 22 split_gain=13.7588 9.06713 8.77395 9.34725 7.60574 8.05332 8.99339 8.48438 8.49069 7.35182 7.13075 7.84385 8.23969 6.8698 6.6073 6.38067 7.11229 9.21399 8.42786 6.18425 6.11572 6.09965 5.88613 12.2856 17.1453 10.436 10.1946 6.717 6.37192 5.75024 8.37338 threshold=40.500000000000007 52.500000000000007 0.18524860476915275 0.93334434606405015 20.154444014820275 0.25467599840793653 4365.7500000000009 0.79999999457727544 14.500000000000002 -16.699242591857907 0.86882916466249804 1.5000000000000002 58.101558720246537 652.50000000000011 1.5000000000000002 1310.2500000000002 2026.5000000000002 3122.5000000000005 1.5000000000000002 278.25000000000006 646.25000000000011 597.25000000000011 33.265079629819191 1145.2500000000002 1385.2500000000002 41.500000000000007 1.1243696339427227 949.50000000000011 1086.2500000000002 -78.986499786376939 528.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 9 -2 6 14 -7 -9 29 19 -12 22 -14 -6 -16 -17 18 -18 21 -15 -11 27 25 26 -24 -25 28 -13 -4 -31 right_child=1 -3 3 -5 5 7 -8 8 -10 10 11 12 13 20 15 16 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 30 -32 leaf_value=-0.0010962761891946376 -0.00095791637789237718 -0.011586848521368424 -9.9917980844786738e-05 0.0012418880903775202 -0.022279459676227093 0.00010422930901105044 0.0015257199663388558 -0.00062238868068570374 -0.0099075132000594045 -0.0013607966146304731 0.0011813345063452672 0.00012380140335249075 -0.001663566127571119 0.0033710183568467006 -0.0078730220538572229 0.0025283864699662396 -0.017323066498139254 -0.00013947630020584757 -0.00072452177515079153 -0.00012279030932578665 -0.015121508099404331 -0.0072291478176093708 0.00091817048497456208 -0.030283838103502207 -0.0014695199148913359 -0.032646811136709801 -0.0028080957674658821 0.0017471598157969251 -0.0055929813355633951 -0.00030989574452609824 0.00083783249421785072 leaf_count=17630 49935 226 47255 24815 65 141370 1068 65860 312 3306 27926 89637 713 71 918 649 267 522 151 286146 274 672 1106 153 280 30 59 8373 619 24676 106745 internal_value=0 -0.00613367 0.00247611 0.0030988 -0.00596038 -0.003336 -0.0499656 -0.00251818 -0.0118636 0.00230969 2.10953e-05 0.00619931 0.00210923 -0.0856783 -0.0819959 -0.0738346 -0.0354891 -0.0910796 -0.201718 -0.0027311 -0.20152 -0.0418885 0.00303564 -0.0566037 -0.188605 0.000565806 -0.403141 0.00402007 0.00150651 0.00768118 0.0110829 internal_count=901829 261343 640486 622856 261117 211182 3640 207542 66172 598041 419365 129241 101315 1058 2572 2507 1589 940 418 290124 345 3978 100257 1628 492 1136 212 98629 90256 178676 131421 shrinkage=0.0561523 Tree=78 num_leaves=32 num_cat=0 split_feature=0 9 8 14 15 27 22 25 11 27 22 18 23 24 16 17 11 25 1 9 24 25 18 19 25 23 27 5 28 24 5 split_gain=12.8258 12.7636 12.3999 8.44157 7.84544 8.89025 8.02312 7.66524 7.03025 6.91782 6.86949 9.24855 6.7017 6.35523 5.8793 6.05095 12.3202 9.34701 10.1217 6.31654 5.74213 9.41611 8.09821 6.11299 5.70992 5.64236 6.77164 7.7092 7.64 8.48845 7.59513 threshold=22.000000000000004 0.95406493465026199 829.50000000000011 26.60978152578279 0.7544815686661831 2.5000000000000004 451.75000000000006 1041.2500000000002 0.63237703311777393 58.500000000000007 1528.2500000000002 2.5000000000000004 2.2310404415401424 32.500000000000007 230.8074121775656 47.674896109272247 0.78347806816130805 652.25000000000011 1712.5000000000002 0.98090333032746313 8.5000000000000018 946.75000000000011 3.5000000000000004 313.75000000000006 1735.2500000000002 0.5593504084037676 22.500000000000004 47.928125381469734 785.25000000000011 25.500000000000004 30.3578634262085 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 3 4 12 5 8 7 -6 -3 25 11 -4 -2 14 20 -16 -17 -18 19 -19 21 22 -1 -24 -13 -7 27 -27 29 30 -28 right_child=1 2 10 -5 6 9 -8 -9 -10 -11 -12 24 -14 -15 15 16 17 18 -20 -21 -22 -23 23 -25 -26 26 28 -29 -30 -31 -32 leaf_value=0.00085095505303381012 -0.0010377837816436556 -0.017958035609560812 -0.00015385321506436803 -0.00019486518158218379 -0.0017299361863102466 -0.00077025810242771085 -0.00035592740714051447 0.0097265413858236994 -0.0023855254545874539 -0.011780081713503338 0.0012759836882009433 0.0010625322016674329 -0.0069457644212609039 0.0054505912027381018 0.00060087336024240452 0.00045042737744579368 0.00017510291311121756 -0.023706072472248936 0.00049186714734863329 0.00042494876758655646 -0.00017806065414945678 -0.00066037737345204584 -0.013789315109152031 -0.0014287025594492146 -0.019906432492308151 0.00043978923080712141 0.00025064717692520712 -0.0075706105806077374 0.0029723158334294805 0.0016778687644427833 -0.0013817031299363934 leaf_count=58888 66037 94 61419 65658 18456 21456 110070 186 3316 155 26172 31039 611 747 129997 1297 209 236 102 40 117485 18567 202 336 41 122259 13843 380 2047 4860 25624 internal_value=0 -0.00290269 -0.000320421 -0.011518 -0.00353428 0.000481307 -0.00958779 -0.0287723 -0.0501279 0.00138664 0.00842021 0.00437315 -0.0194461 0.00493606 0.00472583 0.00988534 -0.0463808 -0.166585 -0.260415 -0.359893 0.00124492 0.00789689 0.0140386 -0.108093 0.0184297 0.00155849 0.00349773 0.00739006 -0.00679579 -0.00955404 -0.0144101 internal_count=901829 573723 441417 132306 322746 194034 128712 18642 3410 190624 118671 92499 66648 328106 327359 131881 1884 587 378 276 195478 77993 59426 538 31080 190469 169013 122639 46374 44327 39467 shrinkage=0.0561523 Tree=79 num_leaves=32 num_cat=0 split_feature=0 29 14 18 14 25 17 6 26 27 27 29 14 27 26 19 23 9 27 10 25 25 10 17 27 11 10 1 29 27 23 split_gain=12.2384 9.31147 10.2539 8.99659 8.68848 11.4583 13.7934 9.57138 8.45484 12.4951 8.16233 15.2519 11.4466 9.43422 8.33337 7.88482 7.70191 7.61894 9.06701 14.2896 7.8943 7.76244 9.18734 7.88951 7.49668 12.5782 12.0197 7.39149 6.97282 7.51104 6.80236 threshold=48.000000000000007 1.5421813837628999 48.011142341640337 6.5000000000000009 27.229264265551681 928.25000000000011 52.526293264023991 0.77499995444630609 2.5883430908411937 8.5000000000000018 2.5000000000000004 0.96595476375734501 23.78312786090757 14.500000000000002 2.898193781337167 575.25000000000011 1.1216126528044861 0.86844288801602709 17.500000000000004 0.90948732527859177 1354.2500000000002 19917.500000000004 0.99584065854013659 60.058457572930784 46.500000000000007 0.86882916466249804 0.62474069880132244 101.50000000000001 0.095137135811654866 2.5000000000000004 1.6532487471901709 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 15 -3 4 5 7 8 10 -7 -10 11 -1 -13 27 -15 -2 -14 18 -6 20 -20 22 24 -23 28 -26 -27 -12 29 -19 -16 right_child=1 2 -4 -5 17 6 -8 -9 9 -11 13 12 16 14 30 -17 -18 21 19 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31 -32 leaf_value=-0.0070768409538209997 -0.00107753825624599 -0.0026317975453528822 0.00062492688372904528 0.008494224824014707 -0.00033125049002670205 -0.00028254414597936198 -0.0025348875684522067 -0.00032295954934666884 -0.036224548592208881 -0.0019531586883148214 -0.0017259815759606387 0.0021894800031961033 -0.0023812018136529669 1.5663173508401889e-05 0.0061345189227664434 -4.3281326691586368e-05 -0.017400985941603685 -0.017252803855949624 -0.0016995304538985942 -0.017977889151602217 -0.030906751931533617 0.0020412458285464152 -0.021503082657713869 0.0096355995569404954 0.00033565599735676534 -0.034605279875394905 0.0029402114642384193 0.00066273129409895521 0.00050226644657062945 0.006544892245425823 -0.018792090981428405 leaf_count=1387 31960 11639 4130 401 17243 39717 11570 153210 51 98 4210 1968 317 224989 47 85202 163 138 1066 227 30 3264 60 497 212 82 40 137017 170704 60 130 internal_value=0 -0.00886562 -0.0316789 0.00152583 0.00144769 -0.00050369 -0.0147457 0.000895813 -0.00592373 -0.243688 0.00364664 -0.0422481 0.00522109 0.00412702 0.000108307 -0.00579515 -0.133239 0.00724143 -0.0120205 -0.0918015 -0.044504 0.00928429 0.00829758 0.0542241 0.00843467 -0.141236 -0.39705 0.0105343 0.00872718 -0.178824 -0.216788 internal_count=901829 132931 15769 768898 768497 574874 51436 523438 39866 149 370228 3835 2448 366393 225166 117162 480 193623 18566 1323 1096 175057 171296 3761 171236 334 122 141227 170902 198 177 shrinkage=0.0561523 end of trees feature importances: Column_16=327 Column_17=243 Column_0=133 Column_11=124 Column_20=123 Column_29=117 Column_14=98 Column_27=97 Column_28=76 Column_30=76 Column_32=76 Column_9=69 Column_1=65 Column_7=61 Column_26=61 Column_25=58 Column_21=55 Column_22=55 Column_13=54 Column_12=51 Column_23=48 Column_24=46 Column_4=45 Column_19=44 Column_8=42 Column_18=41 Column_5=40 Column_6=39 Column_10=37 Column_15=29 Column_2=25 Column_33=14 Column_31=11 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0561523] [num_leaves: 32] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 15854] [feature_fraction: 0.74024] [feature_fraction_seed: 27002] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 12153] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 90] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_17.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325927] [0:24451.846153846152] [0:1] [0:542] [0:834] [0:1] [-90:90] [1:389911] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3871.8103166302658] [0:994.79147012972851] [0:575.93985377114132] [0:1] [0:255] [0:125.71669539086685] [1:7] [53:328009] [1.5100949849745549e-05:17.378234903782349] [1:22] [53:328009] [1.5100949849745549e-05:97.348547717842322] [1:39] [60:328009] [1.5100949849745549e-05:83.418199187962742] [1:67] [80:328009] [1.7986905532772142e-05:129.5609756097561] [0:3] [1:18] [1:18] [0:3] tree_sizes=2449 2531 2502 2512 2522 2507 2506 2515 2527 2510 2511 2522 2518 2525 2529 2523 2529 2542 2534 2533 2529 2535 2538 2528 2551 2531 2533 2532 2528 2544 2502 2541 2522 2514 2531 2523 2537 2527 2517 2530 2548 2521 2520 2535 2518 2512 2522 2508 2532 2543 2548 2512 2504 2528 2527 2492 2522 2512 2547 2528 2498 2489 2520 2510 2525 2517 2506 2506 2502 2501 2483 2456 2512 2514 2482 2484 2521 2518 2502 Tree=0 num_leaves=29 num_cat=0 split_feature=16 20 16 16 30 20 20 17 30 16 16 16 30 16 17 0 33 33 0 29 16 33 26 17 30 16 16 0 split_gain=23400.9 5660.03 3124.79 2899.68 1361.72 1231.89 632.014 631.498 463.685 418.272 413.548 365.812 320.535 258.831 133.273 125.363 114.81 95.9621 94.7033 92.492 91.1845 90.0794 87.0742 61.1031 60.8351 56.9835 56.6652 53.8196 threshold=214.48388884769392 0.59331326079574997 228.65923329818253 195.19634998336582 1.0000000180025095e-35 0.65948433095672365 0.60299066465425699 85.858916731060972 1.0000000180025095e-35 234.99390705120771 222.01052231882906 173.46503964823532 1.0000000180025095e-35 206.88995065657781 76.258538821231397 37.500000000000007 2.5000000000000004 2.5000000000000004 40.500000000000007 0.52503588288319747 242.09647790500244 2.5000000000000004 0.80291397073694093 46.433912437843659 1.0000000180025095e-35 224.79711874373081 164.32930020283979 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 6 -2 8 12 11 -5 17 21 18 26 14 -7 23 25 -4 -8 -6 24 -3 -9 -13 -11 -12 -1 -24 right_child=1 2 9 5 19 13 7 22 -10 20 16 15 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 leaf_value=0.51067591026453218 0.5412690435501889 0.54025318119016841 0.55167445403977045 0.52536640333046691 0.50092979926532921 0.52854347305823068 0.51635224170855876 0.52588615148712903 0.5044464084541237 0.55669015230316277 0.54419703756167992 0.53090576732848105 0.50118830421266714 0.53483212153252591 0.54251936898315634 0.51863340966403104 0.52576020193633433 0.53299873434493306 0.51054651011805585 0.51184986882265482 0.56094842827844082 0.52193121625561811 0.54460339976491223 0.52310021066583345 0.54974842088606224 0.54719155049800516 0.51822500505994162 0.53094005936626321 leaf_count=9670 7113 121713 140113 10146 13268 79127 33409 2844 12120 92289 55116 6376 16223 85628 3724 40768 1477 1449 26077 5815 26687 1415 5322 29027 7086 83019 11170 2094 internal_value=0 0.129964 0.152376 -0.19355 -0.323793 -0.107277 -0.283484 -0.253864 -0.328337 0.22843 0.0749079 -0.271956 -0.400096 -0.0780616 -0.117908 -0.226066 0.112166 0.191124 -0.330718 -0.462989 0.270324 0.0326622 -0.0146535 -0.182532 0.256387 0.115131 -0.318045 0.0423959 internal_count=930285 556560 530364 373725 26196 190745 182980 145917 22266 267624 262740 135657 37063 168479 82851 76171 139612 141562 59486 19083 126062 123128 10260 35403 99375 138135 20840 7416 shrinkage=1 Tree=1 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 20 17 30 16 16 16 16 30 17 0 30 0 29 30 16 30 26 20 20 14 16 17 split_gain=20186.8 4661.22 2876.93 2388.04 1238.18 1124.14 543.483 551.479 429.283 353.287 310.094 308.718 297.116 274.95 136.13 104.486 81.6644 81.1819 79.4862 78.33 75.1349 74.0379 73.6996 70.5689 62.2082 59.5425 58.7518 52.626 threshold=215.90798641773833 0.59331326079574997 195.19634998336582 229.60759831860932 0.63602317504842054 1.0000000180025095e-35 0.61125349869229217 85.858916731060972 1.0000000180025095e-35 223.60028063610852 208.89496757607154 173.46503964823532 236.28035384066143 1.0000000180025095e-35 72.41317148524071 37.500000000000007 1.0000000180025095e-35 40.500000000000007 0.52503588288319747 1.0000000180025095e-35 203.03089687672335 1.0000000180025095e-35 0.80291397073694093 0.74280121966596757 0.78675983638488522 20.625390241928624 243.94799310887819 44.008740068005082 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 -2 13 11 -4 21 14 17 16 -1 20 27 -5 -8 -7 -11 -6 25 -9 -23 -21 -3 -14 -13 right_child=1 3 4 12 10 18 7 22 -10 19 -12 15 26 -15 -16 -17 -18 -19 -20 24 -22 23 -24 -25 -26 -27 -28 -29 leaf_value=-0.021346106627286004 0.0040124146213438372 0.00061413602886508831 -0.011103687839852019 0.014107999963910829 -0.010068130029106661 -0.034195695086574135 -0.019759817087579706 -0.010805291326322264 -0.031182665509344332 0.0090814221193827333 -0.0015616026471231704 -0.0044885204658323226 0.017982248838265665 -0.033753649412721506 0.003989076306071598 -0.017658483702212503 0.0073291214820353076 -0.025156921799067686 -0.023776829217734118 -0.010794106806161123 -0.0060742475252056121 -0.016020077896307706 0.0029436488132307029 0.00014343561687097688 0.004902969476043394 0.0046479018821513557 0.02273835312126727 -0.013283012730846047 leaf_count=21624 6524 23854 9696 135910 47842 12406 33115 2798 12981 118252 86605 4002 84820 16348 5181 40587 9941 25882 5513 1520 50439 1577 7426 13137 9807 95207 16110 31181 internal_value=0 0.126752 -0.171202 0.147192 -0.0921288 -0.299837 -0.263147 -0.235255 -0.312992 0.0809602 -0.0657775 -0.252242 0.217871 -0.369647 -0.102733 -0.210008 0.189006 -0.306482 -0.429237 0.118175 -0.111061 0.0449128 -0.011344 -0.0220077 0.0387341 0.0531831 0.259582 -0.170124 internal_count=930285 534578 395707 510135 212744 24443 182963 144991 22677 263354 190067 134767 246781 37972 103462 75770 145851 58997 17919 129579 98281 133775 10224 14714 11327 119061 100930 35183 shrinkage=0.0721984 Tree=2 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 26 17 17 12 8 16 26 16 17 0 0 1 26 16 2 8 split_gain=17393.9 4477.61 2327.38 2142.8 1408.47 1019.08 521.744 465.722 368.713 312.578 269.311 234.069 140.898 127.632 108.318 93.3588 91.8396 86.4664 79.5152 73.1895 63.013 61.728 53.7849 50.8483 50.3789 44.4491 43.3823 40.4747 threshold=215.1908667466987 1.5000000000000002 190.79096346554584 228.65923329818253 1.5000000000000002 0.6440927611278443 1.5000000000000002 92.358678921227565 203.46944103194105 234.82102750910693 222.36313418951758 164.32930020283979 0.59678413746469927 43.817952557867791 76.258538821231397 90.34062043356596 427.50000000000006 232.08420096273395 0.93632025990438572 240.41158626912303 72.41317148524071 33.000000000000007 37.500000000000007 318.50000000000006 0.58044298575929332 208.89496757607154 13.280625000000002 568.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 8 16 7 11 14 -5 23 22 -6 -13 26 -10 -3 -7 -9 -11 25 -15 -1 -2 -8 -17 -4 -12 right_child=1 5 4 9 12 17 24 18 15 19 27 13 -14 21 -16 20 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.019873888238881303 -0.0040143985565977746 -0.032054331026218227 -0.01125572928539741 0.012051263430193771 -0.031028130732610425 -0.00618180939287441 -0.032488869340615179 -0.0088801227056619532 -0.0053386190354371716 0.015862643925744536 0.0052334801737413967 -0.0080041359938831241 -0.018383210092393368 -0.014226130240011394 0.0024979628461758237 -0.0041125099976035322 -0.021964605407494217 0.0067176963667301085 0.0054764165970516386 0.019610117820038599 0.0082274257602406916 -0.018506115429611808 -0.024666821332973893 0.0029763710441396028 -0.02346527102212629 -0.00043982290849383705 -0.0077352820372114193 0.0081238138250393586 leaf_count=27489 5695 12187 44825 136662 11275 6676 13151 3421 51477 87249 34060 9841 7751 29616 3912 27410 7657 4558 4879 39449 3411 43168 21949 113772 4273 46011 30772 97689 internal_value=0 0.114803 -0.162865 0.137065 -0.0979889 -0.253803 -0.256134 -0.235874 -0.0741469 0.20009 0.0709929 -0.250315 -0.358411 -0.21775 -0.127655 -0.0409893 -0.390052 -0.0131313 -0.00610677 0.23587 -0.0189101 -0.232202 -0.304741 0.0366091 -0.419344 -0.0250827 -0.136052 0.102171 internal_count=930285 545654 384631 514576 226844 31078 157787 140363 207818 263360 251216 132063 19026 82625 79509 128309 19844 11234 8300 126698 76832 72784 49438 119467 17424 73421 75597 131749 shrinkage=0.0721984 Tree=3 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 17 17 29 2 16 8 26 17 16 14 14 17 29 14 10 split_gain=14949.9 4009.4 2055.81 1798.59 1105.72 891.057 410.191 396.107 344.911 281.989 229.049 179.754 128.428 106.677 104.739 93.6772 83.2141 76.5813 76.184 71.1818 62.9627 52.2998 51.1728 47.5378 47.2888 43.2718 43.024 42.3997 threshold=213.9761247040253 1.5000000000000002 227.54964536370667 189.36713777284044 1.5000000000000002 0.65189990517819574 1.5000000000000002 92.358678921227565 233.99818383572577 203.03089687672335 220.89602323769188 161.47979259081646 0.60232647702146724 42.785506044863588 76.258538821231397 0.55350820865962558 42.844129554655879 238.93436639942567 474.50000000000006 0.93632025990438572 72.41317148524071 180.08631828483604 20.220148556714737 20.566228309869878 49.979319899015515 0.62603228624408569 18.859138209854944 0.99503994573229126 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 15 7 11 23 14 26 -1 -6 -13 24 -3 -7 -10 -11 -9 -20 -15 -12 -4 -5 -26 -2 -19 right_child=1 5 8 4 12 16 -8 19 17 18 22 13 -14 21 -16 -17 -18 27 20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.020857954064376356 -0.0021378249256934923 -0.029340378842905537 0.0070788820458279706 -0.0041669746430736745 -0.029161923560925316 -0.0082006906732342358 -0.028100047622931602 -0.0087222613236614139 0.014165384301774492 -0.0066504820537883983 0.0027916288186694122 -0.0082197176237055487 -0.01687598066938014 -0.017893317432118007 0.0024051752425915604 -0.019040682675044236 0.0042953902790582952 0.017654956478775019 -0.0026309898477505987 0.0049839017702694539 0.0070319560218453682 -0.013997045054908622 0.0066100527778937285 0.011010517135277799 -0.013692521297550556 -0.009110513320192937 0.0020994477989229651 -0.029875437074932752 leaf_count=43249 14388 14322 18382 8159 10776 4803 16663 3360 87321 26391 21834 10253 7537 38789 4146 6783 6588 56612 84772 4792 3667 33439 112861 125314 13238 57016 94732 98 internal_value=0 0.102106 0.122952 -0.157363 -0.0988187 -0.238882 -0.241246 -0.222831 0.180201 -0.0770108 0.0553935 -0.236681 -0.333878 -0.209301 -0.121587 -0.360536 -0.0134846 0.214783 -0.0449622 -0.00921559 -0.0308917 -0.222851 0.0829809 0.145537 -0.129777 -0.138146 0.0213404 0.243396 internal_count=930285 564038 531542 366247 215702 32496 150545 133882 287727 197389 243815 125730 18313 82481 82559 21105 11391 144031 114830 8152 88439 72228 134695 143696 78413 70254 109120 56710 shrinkage=0.0721984 Tree=4 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 29 17 30 16 30 16 16 0 9 17 16 33 33 16 30 33 0 0 16 14 20 8 split_gain=12902.3 2997.55 1856.1 1549.46 818.557 705.683 418.188 290.33 281.768 256.195 238.773 189.339 176.617 127.807 95.5059 87.8122 83.9684 65.4438 64.298 62.4159 61.2067 54.998 50.2941 45.4886 44.37 43.3366 42.048 41.3343 threshold=215.90798641773833 0.59331326079574997 195.74700330175139 230.07204080230466 0.65948433095672365 1.0000000180025095e-35 0.64106598146097771 80.645177954522282 1.0000000180025095e-35 223.60028063610852 1.0000000180025095e-35 208.89496757607154 237.71998785561098 40.500000000000007 0.93400271622386055 76.258538821231397 162.8624426605505 2.5000000000000004 2.5000000000000004 175.82668487467046 1.0000000180025095e-35 2.5000000000000004 31.000000000000004 43.000000000000007 188.60676177254751 20.220148556714737 0.61125349869229217 317.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 -2 10 13 -4 18 16 15 20 19 -15 -6 -1 25 27 -8 -5 -7 -18 26 -16 -11 -9 -3 right_child=1 3 4 12 11 21 7 23 -10 17 -12 -13 -14 14 24 -17 22 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.020112647198296189 0.0029614512752895606 -0.0049008285186003496 -0.0090476140636066241 0.011801168912455981 -0.0061832747815595531 -0.018104382367090232 -0.013677663291862674 -0.020169726656976191 -0.024789962284253557 0.0038636125675097347 -0.026757511489794761 -0.0011087022755957253 0.015643106496788791 -0.022594984999878429 -0.016020955367604641 0.0046157161727416497 -0.012337905399268125 -0.0080730387647739345 -0.012175210636100249 -0.0082635153676310236 0.0061893237789811218 -0.027199600107685289 -0.017726541247729346 -0.0078953279436673133 -0.011021388664750369 0.0076185969567763778 0.0040162395698937698 0.0029250896022511531 leaf_count=26763 6502 3617 10704 148968 95104 4700 19432 397 13279 18481 16665 85991 76219 9011 28711 4094 19873 1494 1530 25883 10870 13195 16545 3048 13653 120368 6668 128520 internal_value=0 0.101297 -0.136898 0.117676 -0.0722114 -0.241131 -0.20939 -0.168463 -0.246043 0.0665193 -0.264134 -0.0496992 0.177057 -0.185325 -0.21947 -0.0794698 -0.236049 0.0963606 0.0351875 -0.146613 0.158169 -0.343648 -0.204797 -0.00724798 -0.199585 0.0986006 0.0368037 0.0375475 internal_count=930285 534464 395821 510067 209172 24397 186649 106803 23983 274010 79846 185189 236057 96690 51375 99198 63181 140343 133667 45315 159838 17895 36418 10113 42364 138849 7065 132137 shrinkage=0.0721984 Tree=5 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 17 29 17 2 16 1 12 26 0 17 17 10 8 14 0 14 split_gain=11121.8 3131.87 1690.33 1170.81 743.537 599.075 316.169 307.838 299.573 177.909 170.449 138.719 112.117 87.341 81.0121 79.0926 68.6885 63.6438 62.7573 54.6021 48.1518 42.6804 42.5962 41.7465 41.7378 39.9977 39.2604 37.7071 threshold=212.70186880539987 1.5000000000000002 226.92764932705253 189.36713777284044 1.5000000000000002 0.67523778039491189 1.5000000000000002 92.358678921227565 233.19698288915814 220.11283118243588 203.03089687672335 165.68230500694548 43.817952557867791 0.56163931351247065 80.645177954522282 75.404081632653075 242.63114019466914 816.50000000000011 95.574116139070426 0.80291397073694093 43.000000000000007 69.268880557026662 46.519091665895239 0.99503994573229126 397.50000000000006 20.294452655370584 33.000000000000007 20.566228309869878 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 17 7 11 27 24 14 20 -13 -6 22 -7 -10 -3 -12 -9 -1 -20 -5 -18 -2 -11 -14 -4 right_child=1 5 8 4 13 15 -8 19 16 25 18 12 26 -15 -16 -17 23 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.015883528748130166 -0.0034438355153057539 -0.024946358898478155 0.005578773519737984 0.00016781147108515962 -0.025665877771161225 -0.0077903102316064865 -0.024382206865549073 -0.0089389021631957472 0.012563102120293509 0.0020159860399751144 -0.0049234503099912221 -0.0049851870934058684 -0.01158645828622085 -0.015247030324742025 0.0034425626279643174 0.0035739090717063471 0.017075300765369832 -0.014123388724281696 -0.0018712550857389954 0.0037709990780443359 -0.020414973871087927 0.0065680050658083232 -0.0084221396339529877 -0.034534634190926151 0.0013048559460932631 0.0053101669803642913 -0.015208009433839386 0.0090593139776403136 leaf_count=33075 10667 16786 18739 3133 9386 8504 16686 2576 139484 23190 51008 8669 26368 7582 3312 5111 22142 3407 43737 5575 19389 3364 76126 82 100996 112031 38221 120939 internal_value=0 0.0844643 0.102679 -0.141472 -0.090863 -0.210928 -0.207911 -0.191732 0.152933 0.0413307 -0.072067 -0.203942 -0.175832 -0.291008 -0.105547 -0.0488133 0.182235 -0.320233 -0.0438896 -0.00340413 -0.243194 -0.0175698 -0.11195 0.233868 0.01179 0.0657248 -0.190164 0.119011 internal_count=930285 582078 548270 348207 197648 33808 150559 133873 301386 246884 180680 125722 73258 16968 82571 13615 161708 20193 98109 8151 52464 47101 79259 22224 111663 135221 64589 139678 shrinkage=0.0721984 Tree=6 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 17 12 0 26 1 23 17 14 11 29 14 29 0 26 0 split_gain=9587.5 2321.13 1508.59 1045.8 810.354 558.561 407.696 281.448 250.465 189.075 143.948 109.05 88.7487 81.295 79.8519 72.365 57.7382 56.2145 51.39 51.0241 49.2608 42.5512 40.517 39.1209 35.5188 41.8167 35.4392 35.2577 threshold=216.80838339892878 1.5000000000000002 197.89517484325515 230.82714897344124 1.5000000000000002 0.57236015392123363 1.5000000000000002 85.858916731060972 177.99880382775123 224.79711874373081 208.89496757607154 237.95590884837711 0.633717245851387 47.401503131017272 109.56244584051394 28.000000000000004 0.76829418718471199 424.50000000000006 0.52025624192191711 80.645177954522282 20.294452655370584 0.86090380271666833 0.57048110790403228 48.53047698175434 0.69967462809243075 37.500000000000007 1.4327785754371136 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 23 7 8 15 22 17 -5 -6 -10 -7 21 -9 -4 -8 -19 -12 -1 -2 -3 -15 -26 -27 -18 right_child=1 5 4 11 12 14 18 16 13 -11 20 -13 -14 24 -16 -17 27 19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 leaf_value=-0.01341027615406514 -0.0020035622849025208 -0.022878721795726881 -0.0081928709815967116 0.010328043058393924 -0.023203618110063138 -0.0095307148921555344 -0.02447051318169104 -0.0087159352438434604 -0.0026904013466586781 0.0067244499547160627 -0.0036297543657587512 0.013792204922276258 -0.01253402007108406 -0.012550339916660179 0.002458116244067156 -0.016789247975477751 0.0057581025127653902 -0.0041413478078715753 -0.01670347476234689 0.006638139523628378 0.00012467127320599952 -0.0053944086406343943 0.0032409554763762438 -0.0068938451656477542 -0.0065052948961060201 -0.0099176362144119158 -0.017286125956410315 -0.004938261906466822 leaf_count=26953 8137 15637 19103 143842 10407 4524 14981 3191 8074 132171 23799 70625 6667 24869 8047 52343 5757 69406 6311 2367 77663 3959 136297 841 18743 29497 3846 2228 internal_value=0 0.0901951 -0.114275 0.106443 -0.0548955 -0.184471 -0.176216 -0.160693 -0.170899 0.0658076 -0.0363614 0.158851 -0.263682 -0.132724 -0.0257121 -0.209887 -0.00702153 -0.0652681 -0.307048 -0.0524368 -0.0104707 -0.171523 0.0407972 -0.305587 -0.14274 -0.127895 -0.149139 0.0384159 internal_count=930285 520121 410164 491072 209412 29049 200752 179460 168284 276605 192338 214467 17074 85029 12571 83255 11176 90876 21292 71773 101462 30912 144434 16478 76955 52086 33343 7985 shrinkage=0.0721984 Tree=7 num_leaves=29 num_cat=0 split_feature=16 32 16 26 20 16 32 17 16 16 16 9 29 17 0 0 32 16 16 0 16 10 16 16 0 1 8 8 split_gain=8254.75 2311.59 1261.66 932.141 510.279 392.643 382.891 211.205 208.078 185.289 148.952 95.6932 78.208 62.8028 61.6897 51.503 51.3077 51.1032 49.7379 42.7208 39.9075 39.2005 38.5526 37.8222 35.8838 34.5856 34.5227 32.4685 threshold=212.70186880539987 1.5000000000000002 227.38919369786842 0.70066339552895629 0.70108731336423691 197.89517484325515 1.5000000000000002 80.645177954522282 233.99818383572577 177.99880382775123 220.11283118243588 0.93400271622386055 0.53481656173884706 72.41317148524071 35.000000000000007 28.000000000000004 1.5000000000000002 244.81279198498632 226.28128145864119 29.500000000000004 207.58861045597487 0.99503994573229126 199.94018350861978 188.60676177254751 43.000000000000007 597.50000000000011 628.50000000000011 577.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 12 7 9 11 -4 19 26 15 -3 16 25 -5 20 -10 -6 -1 -7 -19 -11 -16 -9 -13 -2 -12 right_child=1 4 8 5 18 13 -8 24 17 22 27 14 -14 -15 23 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.012797363373513882 -0.00067582606217303346 -0.022133190984588342 0.0077342170949675944 -0.0092020299628013981 -0.0059210562006011911 -0.0044051343369567904 -0.021762449013525753 0.0035525030325423541 0.011184927189184036 -0.010458497646498326 0.0025506550814839452 -0.0080658610527292642 -0.013528646446920848 0.0046845402893669671 -0.012261506323801633 -0.01757457263507204 -0.011630435690406921 0.016441313588833315 0.0043752468356189579 -0.017187267045171265 -0.0015834248136913985 -0.036270298889080614 -0.0064257869814564736 -0.0082305630101941057 -0.0057722924337106265 -0.0027454318438296871 0.0018740514037436323 0.0049218468394083142 leaf_count=21985 50454 14750 147167 5596 4009 58723 25344 7182 132168 30014 42551 23080 8786 5184 30403 12134 3854 11877 6271 24358 47068 74 21005 20192 3071 8796 61309 102880 internal_value=0 0.0728616 0.0885062 -0.121811 -0.180887 -0.0836144 -0.191939 -0.126181 0.133573 -0.163439 0.0374652 -0.140169 -0.262071 -0.0426695 -0.12584 -0.206819 -0.0477547 0.160582 0.00498472 -0.209211 -0.0436258 0.223203 -0.121861 -0.147549 0.0105199 -0.0913832 0.0100133 0.0585618 internal_count=930285 582296 548480 347989 33816 225283 122706 110454 291286 97362 257194 100201 23536 114829 82471 17730 109645 144119 10280 46343 105791 11951 51019 50595 10253 31876 111763 145431 shrinkage=0.0721984 Tree=8 num_leaves=29 num_cat=0 split_feature=26 17 32 14 0 11 0 2 17 9 14 0 1 20 14 0 30 25 20 1 8 11 0 11 11 8 32 1 split_gain=4605.26 2110.41 1081.28 431.444 415.386 369.32 286.02 188.18 184.08 169.185 150.77 127.243 121.403 107.072 89.0137 85.8057 85.4989 83.3723 77.3175 76.2198 62.6524 61.6819 59.3363 58.6409 57.011 56.9372 50.6719 48.2098 threshold=0.73515829426619284 48.757856786338436 1.5000000000000002 20.294452655370584 45.000000000000007 0.84913987789303191 45.000000000000007 15.619523809523811 44.103419797186469 0.93874149800642914 21.707050084235551 37.500000000000007 615.50000000000011 0.56252853881278553 20.504312243243294 40.500000000000007 1.0000000180025095e-35 1549.2500000000002 0.53216324408916094 377.50000000000006 722.50000000000011 0.82367616063268245 29.500000000000004 0.83059806605439779 0.83613681162700781 691.50000000000011 1.5000000000000002 3562.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 11 10 7 8 15 13 27 -3 24 -11 -5 22 19 25 23 -4 -1 -15 -14 -7 -8 -2 -12 -10 -6 right_child=1 4 18 6 9 14 17 -9 26 12 16 -13 21 20 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.011039931861919953 -0.0025395301972858989 -0.0022212441929908111 -0.020720496879915059 -0.013190911619364575 -0.013810892821191585 -0.0012963236669648445 -0.0062779216528907082 -0.0041957808206168458 0.0061351987912577812 -0.0072007336934389087 0.00068229975594405934 -0.010464358685953025 -0.0038522281147721797 0.0073550729951271168 0.0032684871169377898 -0.014111201683291328 -0.0028319863269095592 0.0059364118847627344 -0.013233077868027295 -0.0048477609931414853 0.010482597592196507 0.00028628997727603642 -0.0074625400536637099 0.0014741989929139901 0.0035845367624857483 0.0036390729302325409 -0.003731428089766313 -0.0039929262920579732 leaf_count=33850 13642 71348 37590 1075 12140 22569 9075 29252 125858 34376 58724 5951 42685 45198 14095 28856 18505 10631 8889 14933 127780 33510 12719 11573 18904 80464 2773 3320 internal_value=0 0.0371675 -0.133254 0.0897542 -0.0179944 -0.0934281 0.10131 -0.126471 0.110717 -0.0641034 0.00737733 -0.0104898 -0.0504032 0.131917 -0.0219061 -0.152225 0.0246352 0.0102727 -0.26716 -0.126657 0.133873 -0.0281466 -0.0487385 -0.0267725 0.0140941 0.0331254 0.0820309 -0.162088 internal_count=930285 727532 202753 372460 355072 156274 333963 106891 302684 126031 229041 38497 110571 174053 49383 77639 157693 31279 46479 48783 172978 76195 35288 20648 32546 139188 128631 15460 shrinkage=0.0721984 Tree=9 num_leaves=29 num_cat=0 split_feature=16 32 16 29 20 16 32 16 16 0 16 0 12 26 16 9 16 14 11 1 9 32 33 19 4 11 10 12 split_gain=6452.53 1821.18 1010.7 642.49 384.367 311.135 233.265 204.267 116.244 105.543 92.4693 64.8978 62.1812 53.388 49.1938 44.802 39.6404 36.7962 35.5374 35.064 46.4261 30.8166 30.0596 29.9457 28.7548 28.6059 28.2226 27.7697 threshold=211.5970709480064 1.5000000000000002 225.94873980596179 0.64106598146097771 0.71382807689676409 193.36500410311427 1.5000000000000002 233.03286160841151 177.99880382775123 40.500000000000007 218.52015682316161 33.000000000000007 74.645183950935916 2.0185784662371353 240.41158626912303 0.93400271622386055 227.54964536370667 20.986669887050137 0.87365384296767579 561.50000000000011 0.91589264318236296 1.5000000000000002 1.5000000000000002 322.25000000000006 18.000169754028324 0.64153585799927271 0.99503994573229126 92.645183950935902 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 12 9 8 24 18 19 -2 27 -3 17 -9 -11 -6 -13 -1 -5 -21 -19 -14 -12 -4 -22 -16 -7 right_child=1 4 7 5 16 11 -8 14 -10 15 23 13 22 -15 26 -17 -18 21 -20 20 25 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.01408694859487363 0.00023285068051631349 -0.019651859188323517 0.0037199822394716774 -0.0082825492589462708 -0.0046450548341931642 -0.0032048653531795228 -0.019103435550865997 0.0092014403245792211 -0.0081587633476600842 -0.015845330161522425 -0.0033313211161610347 -0.0078938232493667142 -0.0057259553343868 -0.01558009747982389 0.012219560947488453 -0.010266528816374238 0.0044134678737135944 -0.0034186309763343465 -0.0064709325056865165 -0.010558607300133338 0.0029161395082076321 -0.011072769916799631 -0.014447427249861082 0.0032871583716867752 0.0066368707423121202 -0.0041884236128792206 -0.027815443402008942 0.00023474965603670507 leaf_count=40367 98208 13372 20222 26403 4567 24231 22830 125812 41675 9271 3658 13601 2685 2327 39269 39361 5613 61418 3468 4782 3911 2870 8849 137891 136743 12075 92 24714 internal_value=0 0.0621613 0.0759631 -0.111528 -0.158871 -0.0810592 -0.174794 0.112552 -0.150818 -0.12424 0.0268024 -0.0490303 -0.225787 -0.0665398 0.1371 -0.156929 0.00484208 -0.0620807 -0.186769 -0.0905389 -0.0597976 -0.0520833 -0.171987 0.0431605 0.0867206 -0.0339382 0.167954 -0.0203341 internal_count=930285 596981 561895 333304 35086 224964 108340 322138 85510 95803 239757 129161 24906 80216 165173 48632 10180 77889 43835 47171 20768 64288 11534 141549 156965 15986 39361 48945 shrinkage=0.0721984 Tree=10 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 16 32 2 16 16 16 2 20 2 2 12 28 9 30 14 11 16 0 11 29 0 16 split_gain=5580.93 1529.72 823.406 612.134 352.688 331.695 160.204 142.417 99.4243 90.1753 88.7361 70.7632 65.2625 41.9929 39.5547 36.596 36.3565 35.9728 33.8188 33.2148 31.015 30.7598 28.24 28.201 27.5096 27.4763 26.0559 25.7994 threshold=212.41998759305213 1.5000000000000002 229.60759831860932 189.36713777284044 1.5000000000000002 0.57236015392123363 222.01052231882906 1.5000000000000002 25.895644283121602 236.66695855224754 203.03089687672335 161.47979259081646 28.701851851851853 0.77792490810432358 14.623820754716983 16.938137755102044 93.612698372208101 306.25000000000006 0.94621755230282034 1.5000000000000002 19.127534117691308 0.66122607551178991 245.87338446224183 40.500000000000007 0.84044579945799469 1.5419785114814886 29.500000000000004 233.03286160841151 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 10 19 15 8 11 20 14 24 -7 -6 -5 17 -12 -2 -10 -3 -4 -20 -11 -13 -1 -18 -22 -14 right_child=1 5 9 4 13 12 -8 -9 18 22 16 23 27 -15 -16 -17 25 -19 21 -21 26 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.013942046157588778 -0.018535768437080592 -0.009026764088090054 0.002930003198878363 -0.0066055978338164442 -0.016222063286507309 -0.0089775613060346492 0.0043235777335620335 -0.017045574261622336 -0.0088834316878804841 0.0097267847068710257 -0.0036361889730782151 -0.008066628674694246 -0.0020939973745578103 -0.0061701406253992881 -0.0033242972456021236 0.0023363763900157352 -0.00018166311913197342 0.00017508801101302285 0.0042008534040763905 -0.017768504501700162 0.0081259732783053491 -0.0047105799305913743 0.014058382968126004 -0.010886260657769575 -0.0084255905720056826 -0.0054749988464574371 0.0059622635202464377 0.0054913205510309327 leaf_count=35094 539 2610 8139 52314 14059 4868 159485 16676 7679 82959 45528 37731 5204 2561 30207 64361 43399 84965 2606 17172 102261 8964 8665 36258 5443 5794 40501 4243 internal_value=0 0.0593259 0.072026 -0.10109 -0.0639448 -0.14623 0.0378249 -0.148952 -0.138089 0.115651 -0.0508836 -0.149266 -0.0302851 -0.203234 -0.0748558 0.0143491 -0.029999 0.00079141 -0.0715915 -0.230132 0.100625 -0.0374439 0.140397 -0.130867 -0.182848 -0.0111515 0.104049 0.0181839 internal_count=930285 585972 551875 344313 193862 34097 309350 150451 133775 242525 177242 114526 14315 16620 82521 149865 94721 85504 19249 19782 150901 11570 91624 73989 40537 49193 142762 9447 shrinkage=0.0721984 Tree=11 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 29 32 16 9 11 2 16 20 12 16 11 16 8 26 2 8 14 19 4 16 20 8 split_gain=4800.77 1129.11 786.452 502.49 382.042 276.181 217.114 96.094 90.4866 73.9614 90.3971 60.6601 57.2673 48.6813 47.9524 43.9369 41.0044 40.4863 38.0996 36.7429 34.9835 32.9078 29.1433 28.4818 25.8159 25.1072 24.5269 23.7285 threshold=216.80838339892878 1.5000000000000002 199.43625204121855 230.82714897344124 1.5000000000000002 0.57236015392123363 0.60232647702146724 1.5000000000000002 224.11407615758463 0.93874149800642914 0.64517323775388302 14.872067648663394 237.95590884837711 0.77792490810432358 92.645183950935902 181.00836780007839 0.87019382240317977 160.09428127428131 466.50000000000006 2.0185784662371353 49.877500000000005 850.50000000000011 48.53047698175434 302.75000000000006 18.000169754028324 209.83778522000526 0.80296451914098987 2489.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 22 7 17 23 20 27 18 -5 -6 -7 16 -12 -1 -4 25 -8 -18 -3 -2 -10 -20 -16 -11 right_child=1 5 4 12 13 14 9 -9 24 10 15 -13 -14 -15 26 -17 21 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.013089564149549161 -0.0049989065539631783 -0.016057415967289362 -0.0050005086728293876 0.0072203455451767375 -0.014937960851044537 -0.0099524375549968954 -0.011931108650807059 -0.016903413374578808 0.002264626421196137 -0.00021049337389305242 -0.009308789552223003 -0.00010762325977573327 0.0097309411845007878 -0.0040472554084476061 -0.003443271699717144 -0.0056126623547673813 -0.0042069074547429449 -0.0092403856445592621 -0.002985706382880305 -0.012374557976070674 -0.0052492662083724884 0.015074246570015725 -0.0022382443652314752 0.002170875387218568 0.0050149551691363722 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46.459 42.7581 35.037 34.651 31.5345 29.0953 28.4248 27.6194 26.5632 26.2894 35.2242 25.1777 25.2722 24.7605 threshold=211.5970709480064 1.5000000000000002 226.76184067166574 0.68102868148698203 0.75834310931596038 197.89517484325515 1.5000000000000002 80.645177954522282 233.19698288915814 189.36713777284044 220.11283118243588 0.88715472535080364 89.802038200428285 46.500000000000007 72.41317148524071 0.84736546754090625 243.22733844014942 1.5000000000000002 0.9420049622793526 1.5000000000000002 146.50000000000003 31.000000000000004 2.0185784662371353 33.000000000000007 51.034197900960642 174.71651785714289 46.519091665895239 47.780751757395777 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 12 7 9 11 -4 15 20 -5 -3 25 22 21 -10 -9 -19 -6 -2 -1 -7 -22 -25 -13 -27 -12 right_child=1 4 8 5 19 14 -8 17 16 -11 27 13 -14 -15 -16 -17 -18 18 -20 -21 23 -23 -24 24 -26 26 -28 -29 leaf_value=-0.0094325529661488661 -0.012374643976362308 -0.015229016627007062 0.0051738921798516729 -0.013713053973270724 0.0052339664057511563 -0.0025132986367825934 -0.015262662961432267 0.01147068172352717 0.0075886637136515882 -0.0055817296353606128 0.0011024066059044182 -0.0075868961126875599 -0.0084912822683696852 -0.0088664441131540046 0.0045058320029034296 -0.0061412535243246594 0.010894533119849342 -0.0073585863476245935 0.0025621633506750559 -0.0030752230820584371 0.0016219394587430344 -0.012758537843441695 -0.010072333779400311 -0.0036113088377599653 0.00045940695305552847 0.00068233465251273551 -0.0050332328373724946 0.0034525034588804462 leaf_count=25714 891 16571 143270 7604 4803 96049 23775 1629 142866 33980 30384 18222 9577 37552 4890 10890 18925 2252 6464 4048 61894 26352 2486 14389 48188 4641 30758 101221 internal_value=0 0.0499511 0.0609723 -0.0894001 -0.127031 -0.062093 -0.137482 -0.089922 0.0922412 -0.119353 0.023851 -0.101958 -0.176752 -0.094621 -0.032731 -0.142045 0.110464 0.025005 -1.54344e-05 0.0198587 0.00657803 -0.153964 -0.0374525 0.00785203 -0.00660148 -0.0748819 -0.059335 0.0403046 internal_count=930285 597027 562028 333258 34999 212547 120711 109122 305061 96936 256967 98777 26148 91173 103425 62956 161791 10345 8716 8851 125362 52066 98535 124471 62577 53621 35399 131605 shrinkage=0.0721984 Tree=13 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 17 16 20 17 2 12 17 8 0 16 2 14 17 28 30 30 17 split_gain=3584.21 930.475 473.007 465.432 266.861 217.979 142.84 87.6886 84.0064 80.3306 71.6477 74.7573 57.4757 55.6377 47.1175 44.6555 35.246 32.9203 29.0659 30.1532 28.9727 28.6449 26.4179 25.9581 25.4709 24.7586 24.2008 23.8737 threshold=213.9761247040253 1.5000000000000002 229.77056987972077 189.36713777284044 1.5000000000000002 0.56252853881278553 92.358678921227565 223.25026997840175 1.5000000000000002 204.6919971009967 154.86313202247194 39.379444199539542 236.28035384066143 0.6440927611278443 72.41317148524071 29.575187969924816 95.802038200428285 49.979319899015515 610.50000000000011 35.000000000000007 174.71651785714289 15.619523809523811 21.044435894665305 49.336720932110218 306.25000000000006 1.0000000180025095e-35 2.5000000000000004 45.042972477128593 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 9 -3 8 18 10 14 -1 -12 22 -8 17 -7 -6 -5 19 24 -13 -11 -4 -22 -2 -20 -27 -9 right_child=1 5 12 4 16 15 13 27 -10 21 11 20 -14 -15 -16 -17 -18 -19 25 -21 23 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.011649464487565136 -0.014971300019106612 -0.013443100832080094 0.0032507753735965348 -0.00040678136974927655 -0.014102542151569237 -0.007157660021160331 -0.010724014035262786 0.00074655357361907201 -0.014325791277899005 -0.0022036028348886827 -0.001446909052104985 -0.0098459348136966888 0.0080574061881530171 0.0026044471938547068 0.0024099688407036848 0.0014536231389355369 -0.0074957646316785274 -0.0049780323777419803 0.0024293678528792113 -0.0025156765230440327 -0.0038079837139903647 0.00028023976455041392 0.0061690393483084908 -0.0079787403813372289 0.0011957602141351867 -0.0065648682801347363 0.0010348503139069186 0.0040048019157264206 leaf_count=30725 514 18383 18647 9128 11790 4761 2070 12922 15055 60878 9182 36424 98359 7725 5420 9214 6546 81832 81932 17832 9673 40173 121715 39717 43289 3185 6951 126243 internal_value=0 0.0500037 0.0600252 -0.0770375 -0.0472616 -0.114634 -0.119706 0.0330941 -0.127831 -0.0365441 -0.119377 -0.105801 0.093065 -0.00294033 -0.0571983 -0.0205 -0.162662 -0.0625956 0.0166292 -0.000177874 -0.114977 -0.0168445 0.0800759 -0.0991975 0.0139345 0.0278806 -0.0187426 0.051279 internal_count=930285 563947 531589 366338 215767 32358 150571 292868 140776 197431 125721 94996 238721 9795 96380 13975 18336 90960 153703 61635 85814 101051 140362 49390 43803 92068 10136 139165 shrinkage=0.0721984 Tree=14 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 23 17 16 32 12 0 16 17 29 16 12 16 17 16 9 26 17 1 21 25 17 17 split_gain=3073.71 681.439 542.946 300.347 273.015 186.355 157.98 125.5 65.6642 57.7714 52.1012 50.5006 49.7096 47.0472 42.736 41.2131 37.2588 34.6434 32.9955 31.7916 31.3221 28.1049 27.7752 26.5906 25.6113 36.3159 25.4622 24.5321 threshold=217.6721938387617 1.5000000000000002 199.43625204121855 230.82714897344124 1.5000000000000002 0.55224628111529184 0.65377919352978509 80.645177954522282 173.46503964823532 1.5000000000000002 78.298989873223348 35.000000000000007 224.79711874373081 46.519091665895239 2.1552556455925305 239.20931983748952 96.544678887547576 235.16424094656537 69.268880557026662 161.47979259081646 0.91589264318236296 1.541952552297515 42.439917490389682 675.50000000000011 1.5000000000000002 1036.2500000000002 49.120546444675263 45.042972477128593 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 12 10 -3 9 8 20 19 -4 18 26 -10 23 -5 -6 -7 -12 -1 -8 -15 -21 -13 -9 -26 -2 -14 right_child=1 5 4 15 16 17 7 24 13 -11 11 14 27 21 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.01102800385102116 0.00023348844627941496 -0.012496563991780644 -0.0037276899956398537 0.005872689619579409 -0.013155479920227689 -0.0030757100435009435 -0.013107138159935817 0.008797901583222259 0.00037053267866495553 -0.013492630084292781 0.00039485211509036747 -0.0028505687731859618 0.0015734127557733267 -0.0053637409279615432 -0.010981097557341361 0.0081897572873203314 -0.0060999407736625055 0.0052512977458967639 0.0067318391433913594 -0.0013257022819473498 -0.0078074293383191221 -0.010934580997605896 -0.0080825225258221046 -0.0003343416451715401 0.0027751581495599866 -0.0072990327616871157 0.0024532603400830629 0.004232183886637121 leaf_count=19613 37869 15346 34696 161157 11158 8969 6924 2086 7218 17552 65832 40897 21633 74269 2552 53231 5999 3670 4581 3544 36229 5041 30149 47109 6626 2596 93300 110439 internal_value=0 0.0526361 -0.0627632 0.0615224 -0.0270892 -0.0990294 -0.0986018 -0.0792425 -0.0880526 -0.137122 -0.0164833 -0.00890749 0.0388921 -0.0721616 -0.0245259 0.0893095 -0.148043 -0.00911084 0.0111793 -0.120737 -0.119917 -0.0791961 -0.102105 -0.0208266 0.0217931 -0.000841213 0.0251031 0.0525868 internal_count=930285 505614 424671 477629 212824 27985 211847 140989 129681 70858 195667 160971 263241 86528 90558 214388 17157 12639 70413 53306 43153 79310 33693 88006 11308 9222 131169 132072 shrinkage=0.0721984 Tree=15 num_leaves=29 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 17 0 0 29 14 0 30 9 12 1 0 30 16 10 19 19 1 27 30 split_gain=2679.33 741.608 418.27 294.503 177.838 135.528 89.5666 89.3635 80.4172 67.8155 46.841 46.3801 45.0238 41.8187 40.4704 42.6218 38.8134 38.6203 35.3253 31.9119 29.6249 28.5493 29.9568 27.1774 27.0871 26.4165 24.7136 24.602 threshold=211.5970709480064 1.5000000000000002 225.94873980596179 0.62603228624408569 0.75834310931596038 184.74542045529969 1.5000000000000002 232.54253841523959 92.358678921227565 76.258538821231397 29.500000000000004 33.000000000000007 1.5419785114814886 19.218855881655212 35.000000000000007 1.0000000180025095e-35 0.93874149800642914 89.802038200428285 675.50000000000011 29.500000000000004 2.5000000000000004 244.81279198498632 0.99503994573229126 616.25000000000011 141.25000000000003 2526.5000000000005 14.500000000000002 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 13 6 17 8 10 -4 16 11 -1 26 18 19 -15 23 -5 -3 -13 24 -17 -9 -23 -16 -2 -10 -7 -14 right_child=1 4 7 5 -6 9 -8 21 25 -11 -12 12 27 14 15 20 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0055658636185860148 -0.016379655566025851 -0.012395461070457248 0.0039028970012866164 -0.010511830442217093 0.0015416945376964678 0.00035845168396325629 -0.012398463953151861 0.0060699954522575317 -0.002048566205468642 0.0042133348771606375 -0.0090309298969943261 -0.0046324016021651723 -0.0057139735014747868 0.0025314790769620007 -0.001035684930263096 -0.011731327736469566 -0.0062441098832361997 -0.0066468515289511663 -0.0017127119424025995 -0.004559921793155247 -0.0016922141687437948 0.010017364835066605 -0.035455881999737551 0.0017829978450727725 0.00069278561345697761 0.0077601716179236564 -0.0026662566415353636 -0.013674471939699768 leaf_count=41538 495 16589 146128 14547 8871 25861 22616 164304 4277 7259 39840 51502 4995 114215 25375 2250 46991 9627 37205 9953 4803 11855 76 59974 22675 2151 30911 3402 internal_value=0 0.0400139 0.0488182 -0.0719249 -0.101034 -0.0518917 -0.116059 0.0723426 -0.0893415 -0.0360955 -0.100587 -0.0405512 -0.0538261 0.0171865 0.0224746 0.00691469 -0.100459 -0.142447 -0.0472011 -0.0157997 -0.0677969 0.0875036 0.134736 0.0130886 0.00454377 0.017088 -0.0178457 -0.123813 internal_count=930285 597190 562103 333095 35087 229101 103994 322363 67966 161135 81378 153876 97104 239740 206617 92402 61538 26216 88707 33123 7053 176235 11931 85349 23170 6428 56772 8397 shrinkage=0.0721984 Tree=16 num_leaves=29 num_cat=0 split_feature=16 20 16 29 32 16 32 17 16 17 0 31 19 14 16 0 29 9 1 17 0 24 0 14 7 11 17 9 split_gain=2307.17 647.303 367.165 252.06 149.018 118.439 72.7895 66.5582 58.6966 56.2008 51.5983 58.5801 47.6048 42.8104 41.6315 38.9827 39.7749 34.4164 31.3578 29.1808 28.4461 27.2709 30.2131 26.9294 26.7714 24.1269 23.3944 23.1144 threshold=211.3387760495319 0.65189990517819574 227.87083716214076 0.59504917826729109 1.5000000000000002 184.74542045529969 1.5000000000000002 92.358678921227565 236.08399575210822 76.258538821231397 33.000000000000007 1.5000000000000002 582.75000000000011 13.18579713391833 176.96415658483861 33.000000000000007 1.5419785114814886 0.88715472535080364 513.50000000000011 47.327329704550216 37.500000000000007 20.500000000000004 29.500000000000004 52.796552320999844 -16.571418762207028 0.87365384296767579 57.610050189078656 0.94924083876129484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 6 26 7 14 17 21 15 13 12 -12 -3 25 -7 18 -5 -17 -16 -19 22 -4 -6 27 -1 -2 -15 right_child=1 2 8 5 23 9 -8 -9 -10 -11 11 -13 -14 24 19 16 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0090957722284686852 0.0002103417989057574 -0.0064172980669162443 0.0052244798727745217 -0.01183710043800569 -0.010713600530435175 -0.0013064028591424674 -0.011662340386862284 0.00087249195857618195 0.0064574311598624588 0.0036897111586225171 -0.0016064035182411494 -0.0045537420321181505 0.001721254640209977 0.0013821311009569195 0.00089052188775567162 -0.0055910130242544879 -0.0084671922756195256 -0.0044783676190315747 -0.0024544022447389514 -0.0058302788405503354 -0.007644483725068759 0.0013044266772675639 0.0031167512664545013 0.0016865037808645649 0.0018398175878894974 -0.0024451503708188133 -0.018298696408715131 0.0049963516675449867 leaf_count=34971 11831 2891 113525 6181 22236 57831 21702 6646 104029 7301 30733 11661 82740 13031 3773 22062 8254 27576 67283 31335 31907 14537 51547 952 108718 3095 367 31570 internal_value=0 0.0369311 0.0451487 -0.0671655 -0.0942727 -0.0496042 -0.110671 -0.0832795 0.070538 -0.0346405 0.0195524 0.00442149 0.0113575 0.0316732 -0.0955865 -0.0386683 -0.0508589 -0.0929315 -0.044723 -0.0707496 -0.0855516 0.0595899 0.0632466 -0.14134 0.0339465 -0.118493 -0.0047998 0.0545773 internal_count=930285 600368 564982 329917 35386 235041 94876 72310 283638 162731 281344 125134 113473 156210 73174 155430 97599 65664 89345 35108 59483 179609 165072 23188 153319 38066 12198 44601 shrinkage=0.0721984 Tree=17 num_leaves=29 num_cat=0 split_feature=16 33 16 32 16 13 9 0 20 1 30 8 1 13 0 0 29 30 1 16 14 1 0 20 32 0 10 30 split_gain=1997.37 450.044 372.714 194.277 188.84 108.873 81.9872 68.4607 61.7567 48.9348 47.0022 48.7595 38.6461 37.7872 32.7458 32.432 34.1559 31.4496 31.0486 28.4094 28.1319 27.6341 26.8841 26.4789 24.2366 24.4476 23.8962 23.1543 threshold=218.11202406609198 2.5000000000000004 199.43625204121855 1.5000000000000002 231.28591865930926 24.607023314438411 0.93962471263177527 40.500000000000007 0.56252853881278553 728.50000000000011 1.0000000180025095e-35 661.50000000000011 132.50000000000003 26.347614216295927 33.000000000000007 33.000000000000007 2.1552556455925305 2.5000000000000004 4812.5000000000009 243.22733844014942 19.781120147296711 564.50000000000011 28.000000000000004 0.77792490810432358 1.5000000000000002 31.000000000000004 0.99503994573229126 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 13 10 24 18 9 -3 -8 11 14 -6 -4 -2 -15 20 -12 22 27 -17 -9 -7 -5 25 -1 -21 -14 right_child=1 8 3 23 12 6 7 21 -10 -11 17 -13 19 15 -16 16 -18 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0062376398143669859 0.0021763065611897043 -0.011412469215610828 -0.0033367719133837945 -0.0099937310149499012 -0.013814732923279593 -0.0057521151582915911 -0.002979176944358424 -0.0072333108537524322 -0.0021528571190509078 0.0027440889133548011 -0.0037548383543847545 0.0034653223816679801 0.0051542118167634647 0.00067234803615716702 -0.00066723203970289844 -0.0049079211498452516 -0.0092022439675850526 0.0014967501734417803 -0.00077414938303422122 0.0079914666530984044 -0.00070642179074517316 -0.0041458613982824511 -0.010131972852028269 -0.0023762055104859397 -0.011495080288559827 -0.0095217561303661789 -0.030830168086432522 0.0019624656163287789 leaf_count=26501 79726 11519 28059 14831 558 11583 48548 27337 5570 9275 10419 139216 176134 73466 28713 9159 2787 13840 2956 19521 89303 33789 19780 2833 10755 21322 83 12702 internal_value=0 0.0432045 -0.0497001 -0.0209148 0.0488713 -0.0796528 -0.0656378 -0.0532146 -0.116268 -0.0285484 0.0314985 0.0356134 0.0714739 -0.0121527 0.0197149 -0.00668212 -0.0182878 -0.0105093 -0.108696 0.0721775 -0.0151977 -0.076548 -0.117931 -0.121499 -0.116323 -0.106676 0.108411 0.0684159 internal_count=930285 498001 432284 220438 480912 211846 153268 118949 17089 57823 271914 247655 208998 202774 108439 174715 101249 24259 34319 208440 98462 61126 31363 17664 58578 47823 19604 188836 shrinkage=0.0721984 Tree=18 num_leaves=29 num_cat=0 split_feature=16 33 16 16 32 23 20 14 2 16 32 31 21 14 12 31 26 16 28 25 9 11 16 12 16 31 1 24 split_gain=1723.6 389.787 320.424 166.917 148.228 108.122 52.8129 47.4381 45.0102 38.404 36.7975 36.6883 34.8793 34.5513 31.7583 30.4217 31.8783 30.0904 29.8086 29.3748 27.0996 28.878 26.3774 24.0762 22.1887 20.5205 19.7958 23.0553 threshold=217.88395960390849 2.5000000000000004 202.20327726605262 232.24011834319529 1.5000000000000002 0.65377919352978509 0.60299066465425699 18.458581966127422 23.308608058608062 180.08631828483604 1.5000000000000002 1.5000000000000002 1.5000000000000002 18.951556412694377 95.574116139070426 1.5000000000000002 1.4327785754371136 225.79443612547496 306.25000000000006 246.25000000000003 0.95505830136800307 0.66122607551178991 161.47979259081646 96.544678887547576 245.87338446224183 1.5000000000000002 132.50000000000003 20.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 14 10 -3 12 9 -7 22 17 -2 -5 18 -16 -17 -9 -4 -14 -10 -22 -1 -6 25 -15 -21 -28 right_child=1 6 4 13 23 8 -8 11 20 -11 -12 -13 19 24 15 16 -18 -19 -20 26 21 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0086392832762808361 -0.012416099303585271 -0.010329979865428501 -0.014829058427446844 -0.00036890483408450999 -0.010033737377610942 -0.0062640897401212616 -0.0015171142916958515 0.0019094324653747352 -0.0037859007822712257 -0.0036949011149496102 -0.01019807939663531 -0.00027019551589273693 -0.0167704972153691 0.0051506738885288535 0.00090242494950874504 -0.00046696273550759674 -0.0082448421959518906 0.0034950111354682283 -0.0014382052961141004 -0.010769362386093582 0.0066122053505555832 -0.0011044312976343771 -0.005354934475739653 -0.0040628416184837601 0.0086245113050030658 0.0020745266233974748 0.0016516753026383452 -0.004802570408399421 leaf_count=19608 1298 12291 875 6192 10158 50329 4981 123525 16172 76313 18766 23561 547 160391 76018 8753 4003 126056 89459 830 3138 13003 36425 5387 8931 12161 17666 3448 internal_value=0 0.0397415 -0.0466157 0.0450028 -0.0166459 -0.0715723 -0.107876 0.030248 -0.056819 -0.065319 -0.102924 0.0339782 -0.0125814 0.0683471 -0.00851629 0.00491612 -0.0402746 0.0375391 -0.0217167 -0.00338265 -0.0235056 0.00548175 -0.0900886 -0.110315 0.0708533 0.0683377 0.00232318 0.00827818 internal_count=930285 501878 428407 484606 194653 233754 17272 296931 158955 126642 74799 273142 23789 187675 179108 88774 12756 249581 90334 22491 32313 16141 56033 15545 181483 172552 21944 21114 shrinkage=0.0721984 Tree=19 num_leaves=29 num_cat=0 split_feature=16 20 16 20 30 17 16 16 11 32 12 17 24 0 30 14 0 9 30 16 17 26 16 14 29 13 7 28 split_gain=1493.83 441.091 251.908 165.559 110.806 97.5963 115.243 52.3488 47.2304 41.0886 33.3732 32.3531 31.3999 31.3149 38.267 33.3357 30.3928 28.7048 26.1688 26.1533 25.9846 24.4351 24.086 23.8525 22.0511 21.9418 21.0863 21.0734 threshold=210.42039673399339 0.65189990517819574 225.94873980596179 0.74800265957446821 1.5000000000000002 76.258538821231397 188.60676177254751 236.08399575210822 0.82552442033976137 1.5000000000000002 40.017766952966376 46.519091665895239 20.500000000000004 33.000000000000007 1.0000000180025095e-35 19.127534117691308 29.500000000000004 0.96146897755638105 2.5000000000000004 151.06287055335972 40.925498164749619 2.0185784662371353 176.96415658483861 20.435046417041153 0.15546287487541907 69.139807243712653 -12.52880811691284 306.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 9 24 6 8 12 19 22 -3 -8 16 26 15 -15 -4 -7 -16 -5 -21 -13 -1 -14 -2 -19 -12 -28 right_child=1 2 7 5 -6 17 11 -9 -10 -11 13 21 23 14 18 -17 -18 25 -20 20 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0073896726023120873 -0.012217224468221462 -0.026110676494086067 0.0041561225572862371 -0.0091084624986634589 -0.0090565122795107245 -0.00054563619772914074 0.00399727972432739 0.0052369917639213497 -0.0023094630662926362 -0.0091951885751760665 0.0029934478932590269 -0.0021839238668632283 -0.0044967640912882637 -0.0045905308905722798 -0.0084789011857302442 0.00077049650880503539 0.0022827678808119969 0.004198563418565295 -0.0012749038909304921 -0.0013332424836956732 -0.0061858076247636963 -0.0088557251315543872 -0.0042100310968564546 0.0017993936772792221 -0.000371528283208506 0.01649830160107537 -0.013888188379816552 0.0011092394955999956 leaf_count=23345 867 239 135112 14076 20825 8409 4348 104217 19488 26994 41272 127723 4047 6439 4227 99062 67793 6774 6950 6491 50533 2927 26532 13940 14843 851 491 91470 internal_value=0 0.0289395 0.0357063 -0.0555119 -0.0776068 -0.0426519 -0.04801 0.0540622 -0.0756018 -0.0959335 0.01185 -0.0294951 0.0453462 0.0122072 0.000245443 0.00614001 0.048896 0.0327332 -0.0553941 -0.0875561 -0.0780273 -0.0323192 -0.0789251 0.00530184 -0.0142007 0.0771665 0.0226826 0.0142547 internal_count=930285 611794 575259 318491 36535 241620 225586 325109 90588 76871 250150 134998 220892 249911 116678 105501 202905 16034 11177 71100 57024 130650 49877 17987 15710 7625 133233 91961 shrinkage=0.0721984 Tree=20 num_leaves=29 num_cat=0 split_feature=16 33 26 16 16 17 32 16 0 20 14 0 26 1 25 16 28 9 0 17 7 17 25 16 28 24 25 4 split_gain=1291.18 293.887 254.1 120.949 118.496 77.813 67.6989 52.9657 42.3203 38.7874 34.5464 30.7333 29.9094 28.4317 27.4134 26.8565 26.2877 30.9437 24.9761 24.5453 22.8865 35.5756 22.8793 21.5152 20.8914 21.9482 21.015 20.6305 threshold=218.11202406609198 2.5000000000000004 0.71203138905670438 231.28591865930926 203.46944103194105 85.858916731060972 1.5000000000000002 189.36713777284044 48.000000000000007 0.53216324408916094 19.380993590815134 48.000000000000007 1.4327785754371136 132.50000000000003 902.25000000000011 169.67347002174591 690.25000000000011 0.94332459385445355 29.500000000000004 49.979319899015515 -18.490362167358395 56.266460572411219 625.25000000000011 245.87338446224183 306.25000000000006 19.500000000000004 437.25000000000006 20.401270866394047 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 5 8 7 18 15 -3 14 20 -10 -5 24 -4 -6 -18 -1 22 -12 -22 -17 -15 -2 -26 -27 -23 right_child=1 9 4 13 16 -7 -8 -9 12 -11 11 -13 -14 23 -16 19 17 -19 -20 -21 21 27 -24 -25 25 26 -28 -29 leaf_value=-0.0044646954105660285 -0.012986828925860214 -0.0093996335070337996 -0.0051526698421126413 -0.012179672100660384 -0.00099113400881713698 0.0030788317215333298 -0.008461977264238623 -0.0027866976745917539 -0.004678786495054538 -0.0022541015550956826 0.0036081144765234769 -0.00042559320187848419 -0.01009346039651963 0.0040277467702918577 -0.0093834367337753324 -0.0015009856236874938 -0.0026142149377347511 0.0017973237364830588 -0.0073435074435928265 -0.0027236588248961643 0.0020619160824568582 -0.025156723914011643 0.0046036351784966498 0.0076426530611142934 0.0012707064547108798 -0.018642054092219078 -0.0024931745654407965 -0.0045212879501648094 leaf_count=30123 624 10873 18010 555 95431 9643 29791 48248 40212 6228 58403 22358 6128 199567 1685 8932 10152 45138 32830 52540 157776 294 4987 8968 24007 463 4528 1791 internal_value=0 0.0346755 -0.0400227 0.0392554 -0.0231494 -0.0440471 -0.074869 -0.0635272 -0.0504379 -0.0941476 0.0253507 0.0294164 -0.0747222 0.0573388 -0.00589714 -0.0371154 -0.00367557 0.0136749 -0.0826334 -0.0278331 0.0330335 0.0268441 0.00950467 0.0579404 0.0011604 0.00505609 -0.0552818 -0.102925 internal_count=930285 498120 432165 481019 291173 140452 140992 111201 130809 17101 271929 240622 46340 209090 31307 84469 150721 55290 62953 66459 218264 159861 13919 208535 29622 28998 4991 2085 shrinkage=0.0721984 Tree=21 num_leaves=29 num_cat=0 split_feature=16 20 20 16 16 17 30 16 17 30 13 0 30 14 16 17 26 13 0 4 28 21 9 16 9 29 16 16 split_gain=1109.14 257.539 212.858 147.189 108.236 76.323 73.5318 50.9564 50.2822 37.892 33.8544 34.5193 29.9088 28.7832 25.3348 24.489 23.7831 25.8431 22.7683 20.8977 19.4532 19.2201 25.5552 19.0396 22.814 23.8799 20.7754 18.4474 threshold=217.6721938387617 0.66667723190702599 0.74800265957446821 202.20327726605262 232.24011834319529 85.858916731060972 1.5000000000000002 165.68230500694548 41.198927987065325 1.0000000180025095e-35 27.587190592969019 33.000000000000007 1.0000000180025095e-35 18.142857294306364 173.46503964823532 69.268880557026662 2.1061009135864559 26.483146111980158 33.000000000000007 5.0373446941375741 306.25000000000006 1.5000000000000002 0.95223755921096331 97.616917881368508 0.95261914889476429 1.740863204761256 146.97140149613418 240.41158626912303 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 9 5 10 7 -2 23 -9 14 -3 -12 13 -13 -1 20 17 -10 -19 -16 -5 -7 -23 24 25 -4 -25 -6 right_child=1 4 3 15 27 21 -8 8 16 -11 11 12 -14 -15 19 -17 -18 18 -20 -21 -22 22 -24 26 -26 -27 -28 -29 leaf_value=-0.0066435838697729262 -0.00014450622495694302 -0.00076198451547261679 -0.0096787378309682922 -0.011694561556387751 0.0036636462506901865 0.0090964436889989838 -0.0076614374902149712 0.0039448487791389651 -0.0053411414881138052 -0.0076751511042022448 0.0026898073830940073 -0.0067150795155769194 -0.0031545630924376938 0.0015694328513277071 -0.014010693224870424 0.0041958201454512997 -0.010866001889424515 -0.0010784349867201898 -0.003476773149431909 -0.0031652707069409307 -0.00044239743375058121 -0.0042081740436300608 0.0041000917540284431 -0.0090724663216503239 0.010852724164519765 0.019541014983071502 -0.0052901907092493521 0.0054025691985470576 leaf_count=20763 11788 24343 989 805 145007 1952 15978 5147 23513 35043 166429 2240 8295 90772 952 6010 2152 31319 60473 34048 156967 2995 5426 11011 740 171 24224 40733 internal_value=0 0.031712 -0.0376089 -0.0259339 0.0371526 -0.0465354 -0.0619147 -0.051933 -0.0421035 -0.0805379 0.0251505 0.0283968 0.0138432 0.0189744 -0.0643443 -0.00453615 -0.0463428 -0.0443988 -0.0368218 -0.0479272 -0.00692272 0.0365861 0.0158617 -0.084386 0.0131236 -0.074397 -0.0896441 0.0560261 internal_count=930285 505585 424700 333894 477819 170112 27766 159739 122604 90806 292079 267736 101307 93012 55763 163782 117457 115305 91792 35000 157772 10373 8421 37135 1900 1160 35235 185740 shrinkage=0.0721984 Tree=22 num_leaves=29 num_cat=0 split_feature=16 32 16 13 9 12 17 0 0 14 20 14 0 0 20 0 8 0 29 32 30 30 19 27 27 28 1 16 split_gain=968.796 303.945 181.825 106.908 81.11 73.6404 63.2648 40.1992 33.4817 31.5171 30.5342 29.6576 28.6353 27.1053 24.7998 24.7184 24.3463 24.1842 23.4762 22.0525 21.2853 21.1484 20.915 20.2432 19.781 21.3372 19.5029 18.8855 threshold=208.89496757607154 1.5000000000000002 225.79443612547496 26.347614216295927 0.95261914889476429 96.544678887547576 69.268880557026662 28.000000000000004 29.500000000000004 21.971600002327996 0.77792490810432358 21.545241314578529 48.000000000000007 29.500000000000004 0.55224628111529184 35.000000000000007 700.50000000000011 37.500000000000007 1.5419785114814886 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 141.25000000000003 2.5000000000000004 31.500000000000004 446.75000000000006 4812.5000000000009 180.08631828483604 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 15 7 -3 17 14 16 -10 -7 13 -13 22 -5 19 24 -6 -14 -1 -20 -11 -2 -15 -4 -26 27 -9 right_child=1 5 8 4 6 10 -8 26 9 21 -12 12 18 23 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.0038787050467312201 -0.012679606329965332 -0.007598389315888624 0.0030647454503470611 -0.0095984095213652969 -0.00080813993477925339 -0.0038985362139966461 0.0033997801607203301 -0.0083745145724871302 -0.0014395097284240453 0.0028043009189778752 0.0022155485539906315 0.0015358880202222607 2.6110392546526676e-05 -0.016512967265715807 -0.0015948596973761923 -0.0069593936919693363 0.004193581959793591 -0.0027867862733093039 -0.0023454954462069663 -0.0077952060345762072 -0.012619589474263957 -0.0020590485391734745 0.00066517227731551507 -0.0019941710358750172 -0.013330850196980212 0.00052499592288868669 -0.00025918976063516916 -0.005041565524203661 leaf_count=46714 620 20503 76040 2225 53041 9643 12298 16272 12061 77511 7624 151984 29601 509 21700 34838 144615 81947 3740 8926 1462 4959 48628 30257 616 9732 2759 19460 internal_value=0 0.0222546 0.0278006 -0.0467737 -0.0343776 -0.0647218 -0.0215748 -0.0645889 0.0436619 0.0278083 -0.0166063 0.00844762 0.0153482 -0.00766124 -0.0323994 -0.0755042 0.0501495 -0.0278305 -0.0105261 -0.0624253 -0.0724806 0.0347911 0.00688617 -0.0309477 0.0368668 -0.00415273 -0.084597 -0.0908519 internal_count=930285 630105 592335 300180 209702 37770 147286 62416 325534 94531 17267 266801 186787 80014 23925 90478 231003 134988 34803 55640 5202 82470 49248 30766 86388 10348 38491 35732 shrinkage=0.0721984 Tree=23 num_leaves=29 num_cat=0 split_feature=16 20 16 13 9 33 17 16 0 25 10 18 0 21 29 0 31 1 16 32 5 24 29 24 0 29 16 7 split_gain=833.375 258.393 157.941 89.752 72.5906 57.8049 49.4675 37.5527 26.677 25.1291 24.3361 23.1976 22.4305 21.7993 21.5485 21.1645 30.7453 25.4945 20.0734 19.9291 19.5676 25.8026 19.5444 19.5435 19.4089 19.0106 20.0032 18.4352 threshold=208.89496757607154 0.65189990517819574 224.79711874373081 26.347614216295927 0.94127085252418285 2.5000000000000004 69.268880557026662 234.82102750910693 40.500000000000007 246.25000000000003 0.88231859541638158 3.5000000000000004 35.000000000000007 3.5000000000000004 0.15546287487541907 33.000000000000007 1.5000000000000002 696.50000000000011 192.14395890694854 1.5000000000000002 70.000457763671889 11.500000000000002 1.4628069615389165 20.500000000000004 33.000000000000007 3.4357988368969763 161.47979259081646 -15.945394992828367 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 9 12 10 14 8 11 -6 13 25 24 19 -3 -2 -11 17 -17 -10 -1 21 -8 -18 -13 -4 26 -5 -23 right_child=1 2 7 4 6 -7 20 -9 18 15 -12 23 -14 -15 -16 16 22 -19 -20 -21 -22 27 -24 -25 -26 -27 -28 -29 leaf_value=-0.0035353217404309437 -0.0095750646669597993 0.00029129019721433426 0.002932120950082251 -0.0073260190394298158 -0.00093728175008172382 -0.0072330911756861701 -0.001969504391571984 0.0038261110941577325 -0.0042105103322627466 0.0011495096694048193 -0.0069525604133878517 0.0017111649115943836 -0.0064677686761630401 -0.021558476750972676 -0.0009351647297446377 -0.00094275985409836337 -0.0016643925702393772 0.0013053741888464929 -0.0019323283319234966 -0.00726525935016906 0.0095499569108333515 0.0060946889689089678 -0.00797372896936651 -0.0032507588243281941 0.0013614859162447233 0.0077512894037465047 -0.0026801178333876199 -0.0041133735791774135 leaf_count=46727 1635 451 145940 6442 67348 17955 6191 128934 34261 124557 17955 10383 34835 504 18884 52355 7838 52823 48985 8887 1745 5759 3800 6879 57041 759 19314 1098 internal_value=0 0.0206626 0.0258277 -0.0433526 -0.0320031 -0.058747 -0.022359 0.0394405 -0.0277794 0.00621269 -0.0678701 0.0315058 -0.0696856 -0.155681 -0.0224882 0.00685322 -0.00281602 0.00258051 -0.0397508 -0.0572223 0.0328214 0.019521 -0.051587 -0.0036869 0.0344986 -0.0486198 -0.0532163 0.0617755 internal_count=930285 629979 591505 300306 209857 38474 165387 349177 150594 242328 44470 220243 90449 955 20519 241373 116816 105178 83246 55614 14793 13048 11638 17262 202981 26515 25756 6857 shrinkage=0.0721984 Tree=24 num_leaves=29 num_cat=0 split_feature=16 33 16 32 16 17 16 2 17 32 29 16 28 24 20 14 0 9 14 14 25 20 30 15 17 0 29 24 split_gain=721.411 164.747 156.788 96.1523 66.2794 50.6747 37.3521 33.2898 29.8182 29.9854 27.3806 23.5517 23.55 24.9251 22.9675 22.8669 24.6684 30.5938 25.9288 21.8647 20.3551 19.4675 19.3273 19.0546 17.7578 16.3935 16.3891 16.388 threshold=218.52015682316161 2.5000000000000004 190.79096346554584 1.5000000000000002 232.24011834319529 92.358678921227565 146.97140149613418 14.872067648663394 40.784327581113565 1.5000000000000002 0.633717245851387 169.67347002174591 668.25000000000011 22.500000000000004 0.53216324408916094 7.2549091827041883 29.500000000000004 0.93874149800642914 19.857721474810404 19.380993590815134 246.25000000000003 0.52116538380621436 1.0000000180025095e-35 0.35730285527921607 54.273443522723419 40.500000000000007 0.17965380430806779 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 10 6 -1 15 9 11 24 -8 13 20 -3 -4 -17 -18 -19 -6 -12 -7 -14 -10 26 -23 -2 -27 right_child=1 14 3 -5 19 21 8 -9 23 -11 12 -13 22 -15 -16 16 17 18 -20 -21 -22 25 -24 -25 -26 27 -28 -29 leaf_value=-0.0070040818406983275 -0.0091571828500394727 -0.0071423860702934027 -0.011151588864804458 -0.0055729844283747458 -0.00067391152812333187 -0.0067333404557013152 -0.0014054072624359907 0.00025961371332508678 -0.0082836891389812487 -0.0067062672633154364 -0.014045543544871225 0.0050875300332181147 0.0027479887293103476 -0.0024300427330355306 -0.0016031810555279973 0.00025213523172998254 -0.0069791636293009898 -0.0037766906308744114 -0.00099472171448088402 0.0033666484972743357 0.0013514973103203451 0.0043653308651231005 -0.00019736759601206329 -0.004066575754032375 -0.011724376779843426 0.0041200198980078668 -0.00016635735651463808 -0.0078525189403089654 leaf_count=22277 1127 10665 1243 23011 7262 1434 13812 108657 5924 4396 449 3690 104124 9991 6153 38614 5785 22170 82263 180391 139899 6072 13071 97603 799 1053 16977 1373 internal_value=0 0.0264062 -0.0293741 -0.0152442 0.0298566 -0.0546286 -0.059278 -0.00973495 -0.0525761 -0.0190508 0.0202864 -0.000505295 0.0228852 0.0146015 -0.0708579 -0.0193867 -0.0182586 -0.0258788 -0.0219576 0.0444647 0.018037 0.0145139 0.0335116 -0.0596673 -0.0164953 0.0327006 -0.0100563 -0.0367856 internal_count=930285 490908 439377 281743 474090 157634 147702 258732 125425 21898 286437 17502 267534 150339 16818 150075 148832 110218 104433 187653 140348 9932 117195 103527 18903 8498 18104 2426 shrinkage=0.0721984 Tree=25 num_leaves=29 num_cat=0 split_feature=16 32 16 13 9 12 11 0 14 0 12 9 9 20 12 16 21 25 13 12 21 17 30 0 0 11 29 21 split_gain=621.68 206.964 125.668 69.9847 53.3568 52.8711 39.5366 29.5718 27.5969 22.6381 22.0696 21.9178 21.0453 21.0102 19.9387 25.6681 19.7981 24.9829 60.6066 19.5939 24.1087 19.2176 18.8868 18.5161 17.1374 17.0431 16.7832 16.7545 threshold=207.58861045597487 1.5000000000000002 224.79711874373081 26.347614216295927 0.93400271622386055 99.033008588991081 0.66434608212399848 29.500000000000004 21.920474338829969 46.500000000000007 95.574116139070426 0.96502121873417601 0.96038333366133355 0.76807207864229621 190.68124086713195 154.86313202247194 6.5000000000000009 1036.2500000000002 44.846959195368164 98.787319574666853 1.5000000000000002 69.268880557026662 1.0000000180025095e-35 26.000000000000004 33.000000000000007 0.65161663679808857 3.4357988368969763 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 23 9 -3 14 16 -9 26 27 24 -12 -7 15 -6 -4 -18 -19 20 -13 -17 -10 -1 -8 -14 -5 -2 right_child=1 5 7 4 6 13 11 8 22 -11 12 19 25 -15 -16 21 17 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0032568659347900659 -0.00021379233660397516 -0.0062014892434386635 0.0033403569569575168 -0.0035733838842850374 -0.0060065063433029243 -0.0031611764722578716 -0.0015755894452587041 -0.0015815590005734889 0.0021688467110448765 -0.0070482679780405526 -0.00023640361873871369 -0.0080502412920500817 0.0058166952986366443 0.0019219684131930048 0.0084676935123820605 -8.6227948769144263e-05 0.00207196378284012 -0.041371936899555969 0.001286777705489004 0.00034489778728145578 -0.0015949325208761695 0.0059188875245333181 -0.0022297945646323962 -0.0053834311927921669 -0.0042300175053316697 0.00138727198110046 0.0081144751089094712 -0.005333294244667895 leaf_count=36472 114597 21938 167690 22703 2322 9303 22582 13607 85081 12522 48875 3170 4775 7786 2101 6960 73832 237 649 29078 61973 4623 5412 51450 28908 87548 659 3432 internal_value=0 0.0171741 0.0217218 -0.0388753 -0.0284321 -0.0534099 -0.0206915 0.03418 0.0200828 -0.0633162 0.00506896 -0.0258737 0.013505 -0.0117069 0.0264851 0.0127657 0.0402339 0.0266951 -0.140227 -0.0168073 -0.0264419 0.0320025 0.0263965 -0.0623461 -0.0424644 0.0223878 -0.0449275 -0.00502304 internal_count=930285 644762 605735 285523 197601 39027 161717 346508 104100 35884 259227 145711 141198 17089 16006 13905 242408 74718 886 94221 65143 11583 90493 87922 51490 92323 23362 118029 shrinkage=0.0721984 Tree=26 num_leaves=29 num_cat=0 split_feature=16 26 30 16 20 1 17 29 11 17 24 26 16 10 16 13 17 25 13 17 11 32 2 27 25 20 29 27 split_gain=546.42 139.435 120.104 60.4796 57.3433 46.5277 43.0939 39.9787 28.285 24.2095 23.7309 23.489 21.4249 21.2073 21.5581 21.1967 19.569 17.4072 17.6171 17.2801 17.2425 16.5077 15.8517 15.5904 16.5982 15.519 15.3285 14.6988 threshold=220.11283118243588 0.73515829426619284 1.0000000180025095e-35 205.05593474299965 0.52116538380621436 663.50000000000011 80.645177954522282 0.15546287487541907 0.846432958932959 54.701644289946138 19.500000000000004 1.5836988739682529 169.67347002174591 0.99503994573229126 238.66435290420659 26.203323988230942 46.519091665895239 449.25000000000006 25.71399134601381 55.791191447663145 0.76818654318654322 1.5000000000000002 42.314144736842117 2.5000000000000004 246.25000000000003 0.57236015392123363 1.0368298039952213 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 5 6 -4 10 11 -1 15 27 19 12 -3 14 -7 -9 -14 18 -12 23 -21 -10 -6 -2 -25 -17 -15 -5 right_child=2 3 4 9 22 13 -8 8 21 -11 17 -13 16 26 -16 25 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 leaf_value=-0.0070823616367896589 -0.0075917991645601396 -0.0040144108188115857 -0.0057625142599465832 0.00053099312772499638 -0.0014709373714189755 0.0024419231273163128 0.0023081210617576487 -0.0046626246816828037 -0.00074120826676390755 0.0015088086811402353 -0.01828283742201885 -0.0058656719431236359 0.0019718868364716094 -0.035635763997194585 0.0040999398681445219 -0.0054002457961543349 -0.0018756902329432087 -0.00050658131364146543 -0.0031199677133328229 -0.00034684472752851114 -0.020305943730719398 -0.0054971124943632363 0.0014788627560539296 -0.010676743138977096 0.0016923279898200356 -0.0020298430808828485 0.0081017295768243715 -0.0010915125518389506 leaf_count=14786 961 23474 12658 47904 21371 209000 11461 57290 30181 44720 581 9005 7433 128 50817 8634 94405 17294 1278 571 373 4353 17090 568 129079 40644 62 74164 internal_value=0 -0.0241954 0.0242772 -0.0120114 -0.0214332 0.0299666 -0.0268903 -0.048625 -0.043441 0.000993179 0.0159863 -0.0319127 -0.0283677 0.0380698 0.038314 -0.0515007 -0.02209 -0.0169006 -0.108851 0.0207744 -0.114036 -0.0185695 -0.00221895 0.0217487 0.0226894 -0.036294 -0.2959 -0.00629905 internal_count=930285 468454 461831 312566 51119 410712 145778 155888 141102 166788 150705 134317 125312 260007 259817 106568 101838 19153 1859 131552 944 34534 38461 130608 129647 49278 190 122068 shrinkage=0.0721984 Tree=27 num_leaves=29 num_cat=0 split_feature=1 0 20 0 32 30 1 1 23 11 21 30 6 0 22 22 11 25 17 22 29 11 0 30 28 7 24 17 split_gain=382.306 221.439 81.8578 79.3836 63.6011 49.8113 44.1781 40.8661 34.6556 31.4401 30.4714 28.9577 26.7612 25.1046 23.0136 22.5498 22.0215 20.292 28.681 19.977 19.1727 18.8287 16.7251 16.6346 15.9723 15.5501 19.9027 21.788 threshold=464.50000000000006 40.500000000000007 0.69467025845083774 29.500000000000004 1.5000000000000002 1.0000000180025095e-35 675.50000000000011 669.50000000000011 1.3887797559258477 0.87365384296767579 1.5000000000000002 1.0000000180025095e-35 0.20673335859447103 49.500000000000007 6340.7500000000009 1183.7500000000002 0.80372285816949862 1179.2500000000002 47.014252273039027 242.75000000000003 0.049968759196523972 0.81922536807594293 29.500000000000004 2.5000000000000004 660.25000000000011 -3.270487785339355 5.5000000000000009 69.268880557026662 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 9 6 -3 15 -7 19 12 17 -9 -8 -13 22 -5 24 -19 -1 -14 25 -4 -10 -12 26 -20 -28 right_child=1 5 7 16 -6 8 13 10 23 -11 11 14 20 -15 -16 -17 -18 18 21 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0071483784840821471 -0.0037239372783433081 -0.0020900101599867996 0.0014640481217421588 -0.0055493666528992408 -0.0052527871751296244 -0.0026066385858262448 0.0010452590912781411 -0.0069368001324346612 -0.011410889270207987 0.0013950342316708031 0.0017801152426228056 0.00018298757631605259 -0.031975031999656761 -0.0010731939095178808 -0.012743878813798029 -0.0095345998921420802 -0.0032871688557574883 0.0020222294638608906 -0.00010646678572994706 -0.0012562286005965383 0.0045632785117168508 0.002228711941526238 -9.249365285382952e-05 -0.0032021638260866531 0.0031334785356397906 -0.01142538669134459 -0.003973920349936347 -0.022865775193117707 leaf_count=3120 14258 70853 134019 39484 19599 23662 71476 1097 4023 26186 73857 26334 75 49251 738 1056 51934 23323 3645 77612 39671 2816 49191 1892 118210 1451 981 471 internal_value=0 0.011253 0.0230836 -0.0366103 -0.0203869 -0.0150228 -0.00912598 0.0253156 -0.0532182 -0.0107874 0.0326605 0.0285512 0.0579972 0.00250738 -0.00234641 0.0136497 -0.0590626 0.0322729 0.00924003 -0.0205536 0.0622497 -0.0375089 0.0144896 -0.121681 0.0361928 -0.0669152 -0.0409143 -0.139921 internal_count=930285 712350 491193 217935 126517 221157 191580 476935 29577 106918 292669 251826 40843 120727 27072 184266 91418 224754 32687 80732 39746 9364 183210 5915 192067 6548 5097 1452 shrinkage=0.0721984 Tree=28 num_leaves=29 num_cat=0 split_feature=16 33 16 16 32 17 17 1 17 9 13 11 14 7 17 7 21 19 11 13 15 24 20 11 22 15 9 16 split_gain=418.615 127.526 78.3453 64.4128 32.422 33.9272 29.7621 29.05 27.9623 25.8221 26.9081 25.6376 21.7934 20.9252 26.2676 24.7377 24.1027 22.5119 22.4156 19.3609 17.9876 17.9097 16.8234 16.1674 16.1662 18.9436 16.0134 15.9313 threshold=210.42039673399339 2.5000000000000004 228.65923329818253 180.08631828483604 1.5000000000000002 47.47616341254858 100.73746907209203 146.50000000000003 72.41317148524071 0.95261914889476429 65.375260047903922 0.71450944235195657 18.859138209854944 -14.878947734832762 58.46625826465835 -79.187698364257798 13.500000000000002 302.75000000000006 0.87191448695071894 79.175378823988424 0.25900474910455146 19.500000000000004 0.5423154497781365 0.82630996455579964 612.25000000000011 0.3856172330427014 0.90569894318339605 247.31677924445339 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 5 -5 9 -2 24 -1 -11 20 21 15 16 -9 18 -18 -15 23 -10 -4 -3 -16 -7 -26 -17 -14 right_child=1 22 12 4 -6 8 -8 13 11 10 -12 -13 27 14 19 26 17 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.0055164529308953511 -0.0074631862175714159 -0.0056580524924210659 0.00030235580367922259 0.0029464324653946483 -0.0042603114613259689 -0.0022347288650518939 0.0011227883540762956 -0.00036308022565938804 -0.026550998243877393 -0.0032333935139544755 0.0083565399113360236 -0.0030875293476534359 0.002270893870229948 -3.3780616333331402e-05 -0.0037182389666641086 -0.0019560184022467731 -0.027566514639841416 -0.003334508279854148 0.00151496900284694 0.0047040364172168036 0.0052478317223608063 -0.0078360314811123932 -0.0014777771867338005 -0.014477198649764022 -0.0050817207350350342 -0.00054575490686845085 0.0026596242139395711 0.0062120260153059022 leaf_count=32535 2342 14792 9502 10264 18458 86088 6730 24666 94 69974 1060 3091 252709 149757 1678 4206 207 5780 72197 735 6848 1655 7595 1286 5113 78225 57236 5462 internal_value=0 0.015356 0.0181697 -0.0293502 -0.0189986 -0.015106 -0.0488882 0.00759425 -0.0183041 -0.0530756 -0.0423894 0.0329913 0.0307384 0.00841213 0.00346437 0.0217221 0.00482091 -0.0577898 0.00650978 -0.0801291 0.0667224 -0.0125331 -0.0587251 -0.116156 -0.0213417 -0.0114137 0.0324614 0.0326084 internal_count=930285 611805 589418 318480 208181 189723 110299 320090 179459 103569 71034 10033 269328 317748 231640 86108 227941 5987 221954 3699 6942 11157 22387 2964 169426 83338 61442 258171 shrinkage=0.0721984 Tree=29 num_leaves=29 num_cat=0 split_feature=16 20 31 16 20 17 19 11 0 16 32 13 17 10 26 4 4 27 17 9 27 26 0 29 22 18 21 14 split_gain=367.575 97.6744 81.5747 59.8788 37.7441 34.2035 32.1123 29.2531 29.2381 23.7756 19.2102 17.9438 17.1198 16.5382 16.3744 15.5209 17.8733 15.2957 14.8409 14.0417 14.0134 23.9853 13.9835 29.3604 16.1215 13.8224 13.8171 15.8125 threshold=220.11283118243588 0.74800265957446821 1.5000000000000002 200.86820803565578 0.52116538380621436 85.858916731060972 710.25000000000011 0.82552442033976137 29.500000000000004 180.08631828483604 1.5000000000000002 83.911521257521585 69.268880557026662 0.99503994573229126 0.9301858144601326 5.0373446941375741 12.00056314468384 31.500000000000004 47.632259691436488 0.8476257450940996 17.500000000000004 1.9540634608481218 51.000000000000007 1.4628069615389165 598.25000000000011 3.5000000000000004 1.5000000000000002 30.041515185353919 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 6 5 -4 7 8 9 -2 19 15 -9 22 14 -8 -1 -17 -10 -11 -3 -6 -22 24 -24 -5 -19 27 -7 right_child=2 3 4 12 20 26 13 11 17 18 -12 -13 -14 -15 -16 16 -18 25 -20 -21 21 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.010042952522604259 0.0016695160496157659 -0.0086471867689228953 -0.0046855717185757349 -0.00073925574016092113 0.00065226084735825278 -0.012858076717321278 0.00077602570560788816 -0.00066020080688453174 0.00014859513509129377 0.0027331740408587401 -0.0048004719118946663 0.011746496521531908 0.0033712761895390801 -0.018998077856724423 0.0026708677044769637 -0.00027840999064455919 -0.0032235477803008923 -0.00051307536416440023 -0.0020937686526453971 -0.003613623455828276 -0.0010310625754859283 -0.01117917765369056 -0.00077299731336801739 -0.0077362218553670191 0.00063037537869513002 -0.007294332199967675 0.00081204100972609818 0.0096671284547670353 leaf_count=1459 144488 3065 12693 83101 28833 179 27313 36305 49061 3525 35987 618 7165 188 183388 14217 43933 3411 57160 50265 8267 1423 20347 3736 97190 2898 8313 1757 internal_value=0 -0.0197294 0.0200269 -0.0124156 -0.0176052 -0.0269357 0.0247192 -0.0307316 0.0156365 -0.038654 -0.0482456 -0.00626805 -0.00135157 0.0333268 0.0335913 -0.0372312 -0.0346752 -0.00390203 -0.0251167 -0.0540582 -0.00202248 -0.0349224 -0.00303599 -0.0256682 -1.28072e-05 -0.0502505 0.0289664 0.105051 internal_count=930285 468322 461963 372726 51216 161187 410747 150938 199858 114015 95596 36923 211539 210889 210701 59609 58150 55370 60685 53330 38523 9690 204374 24083 180291 6309 10249 1936 shrinkage=0.0721984 Tree=30 num_leaves=29 num_cat=0 split_feature=16 30 8 20 13 9 17 26 27 5 22 16 16 16 29 27 21 28 27 29 17 17 4 14 12 25 13 27 split_gain=319.177 106.167 64.7185 45.4144 40.2582 37.683 29.5897 23.9884 26.8501 24.5877 22.8539 21.7312 19.8633 19.7554 19.7234 17.2667 16.939 16.6765 16.1349 15.8678 15.8628 15.5696 17.2674 15.5639 16.8896 14.9337 14.2945 14.2024 threshold=207.58861045597487 1.0000000180025095e-35 691.50000000000011 0.74280121966596757 26.347614216295927 0.96502121873417601 66.720633559900179 1.7820729383229386 16.500000000000004 457.42314147949224 187.25000000000003 223.07865239086615 175.82668487467046 236.66695855224754 2.0090952707900773 31.500000000000004 3.5000000000000004 455.25000000000006 10.500000000000002 3.4357988368969763 69.268880557026662 53.33466169439351 20.00000095367432 18.347566418924362 269.41778489984137 6240.2500000000009 157.20411346306511 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 10 -3 -1 12 -7 -5 9 -9 16 -12 19 23 -14 21 -2 -17 -18 26 -21 27 -23 24 -4 -8 -6 -13 right_child=1 3 13 7 5 6 25 8 -10 -11 11 15 14 -15 -16 17 18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0032996515616777297 -0.00043046941122263743 -0.0037905994758772581 -0.004479484926058013 0.00050084001113868439 -0.0043095351672284964 -0.00082410946095378584 0.0031221128909847164 -0.00065061549640901535 -0.0093126645328232456 -0.051977562750060616 -0.00031370071722364672 -0.0091140917757852984 -0.0013706621860154788 0.0029529308513571951 -0.006979632652695745 -0.01059161452329941 -0.029152896491460793 -0.0006283870551671238 -0.004619386625623583 -0.0070756910163798517 0.018427187985720427 -0.019461182978746494 0.00084509088219817687 0.0016393566037058811 -0.037180499390301561 0.019283554091463012 0.0033795363080694773 0.001500574827803632 leaf_count=87921 496 29899 864 41720 33223 91903 7720 6811 2891 49 116365 661 59157 73448 3459 934 327 14032 244 208 327 393 491 244817 91 310 1310 110214 internal_value=0 0.0122594 0.0171362 -0.0215057 -0.0279009 -0.0199808 -0.00632814 -0.00349991 -0.0481546 -0.0140895 0.00488089 0.00552187 -0.0339478 0.0265098 -0.0232763 0.0145821 -0.141151 -0.0173158 -0.258582 -0.0530025 0.117898 0.0188536 -0.113333 0.0222093 -0.105203 0.0518852 -0.0556502 0.0199076 internal_count=930285 644747 563377 81370 285538 197617 99933 51471 9751 6860 244157 243090 97684 319220 62616 126725 1067 14966 571 35068 535 111759 884 245772 955 8030 34533 110875 shrinkage=0.0721984 Tree=31 num_leaves=29 num_cat=0 split_feature=16 20 0 30 19 26 20 16 19 27 13 9 11 21 0 21 25 30 30 16 0 9 13 25 10 4 19 22 split_gain=275.851 81.4012 57.4456 56.2361 49.7062 30.9604 29.7683 25.1178 24.5577 25.456 23.0365 20.2109 32.3506 19.2072 18.1815 18.0063 16.9938 16.5832 15.9542 17.3969 15.525 18.3404 15.1354 15.0604 14.3257 14.1754 13.3414 12.9643 threshold=220.89602323769188 0.74800265957446821 49.500000000000007 1.0000000180025095e-35 588.25000000000011 1.4327785754371136 0.49663422459742779 186.31802184269375 557.75000000000011 32.500000000000007 23.784917473545914 0.9420049622793526 0.65488672961499061 1.5000000000000002 33.000000000000007 1.5000000000000002 6967.2500000000009 1.0000000180025095e-35 1.5000000000000002 168.4690692060876 22.000000000000004 0.93874149800642914 67.148388966204976 1549.2500000000002 0.84433893956984762 5.0373446941375741 532.25000000000011 406.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 4 8 10 7 -5 -4 9 15 -3 13 22 -6 -10 24 20 -7 19 -1 -12 -22 -13 -15 -2 -21 -9 -11 right_child=3 2 5 6 11 17 -8 26 14 27 16 12 -14 23 -16 -17 -18 -19 -20 25 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0041483334771542152 -0.0019564104607901387 -0.0031030585910219494 -0.0041163936956531404 -0.0042538594927838697 0.002765498304013118 -0.0043487113457311615 -3.7171202306327717e-05 -0.0037920548958135882 0.0022246316772145018 -0.014097660476579531 0.00036853129952740609 0.0034460247732744486 0.00068706627816526606 -0.0009848080807972827 0.0010167977071049007 0.0010887328016279626 -0.020786688113572364 -0.010871823745003548 -0.0046532063984401784 -0.0072252732165863903 -0.0058985305891936825 -0.001060674456510223 0.010151454590685834 -0.0054793233602280136 -0.016951914382929558 -0.0014843039981395636 -0.0005099934790588021 -0.0024021332399677474 leaf_count=23365 1009 26760 19647 11374 5809 6692 37500 7714 221650 523 43610 10046 105918 20450 91898 73229 221 2917 24550 2354 4289 85744 2126 4798 495 47086 39588 8923 internal_value=0 -0.0165626 -0.0100503 0.0179044 -0.00398821 -0.034579 -0.0141067 -0.0269605 0.0218381 0.00667276 -0.0161946 0.00915746 0.0151272 -0.0135418 0.0259095 0.0128552 -0.0108401 -0.0876603 -0.0424051 -0.0349714 -0.010382 -0.0178832 0.0639518 -0.0254704 -0.0954559 -0.0243447 -0.0144772 -0.0422403 internal_count=930285 483684 386329 446601 309771 76558 48874 66949 397727 84179 160624 149147 118090 31057 313548 74733 133864 9609 97355 72805 133643 90033 12172 25248 1504 49440 47302 9446 shrinkage=0.0721984 Tree=32 num_leaves=29 num_cat=0 split_feature=16 26 0 32 16 28 28 27 30 0 17 27 0 14 26 26 13 11 13 4 29 18 17 11 16 17 11 17 split_gain=241.222 80.1841 46.8659 34.2724 33.9161 25.1215 25.014 22.7058 21.935 21.6161 20.1576 19.6189 19.0217 18.1393 17.8567 17.7063 17.4286 17.4238 20.6166 17.1843 18.1428 17.0683 16.2712 19.6895 14.8311 18.1987 17.3344 12.5318 threshold=207.58861045597487 0.76303925662554384 33.000000000000007 1.5000000000000002 173.46503964823532 692.25000000000011 306.25000000000006 14.500000000000002 1.0000000180025095e-35 33.000000000000007 56.653984648512342 30.500000000000004 35.000000000000007 21.161619356280976 1.4079184875546269 2.342034482758621 26.203323988230942 0.82552442033976137 67.148388966204976 15.00030040740967 1.0147150949709582 2.5000000000000004 57.242373117809819 0.74351250601250618 230.36788583763044 61.917999946895101 0.83059806605439779 100.73746907209203 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 6 12 17 11 19 -8 -7 16 15 -4 22 -12 -10 -11 -6 27 -19 20 21 -3 -2 -24 25 -9 -27 -1 right_child=1 2 5 -5 9 8 7 24 14 10 13 -13 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 23 -25 -26 26 -28 -29 leaf_value=-0.0037488229964665488 0.00057117692781317813 0.002809941940055201 -0.00027814107807414646 -0.0035046563264538627 -0.0018017359861842539 0.0014248915861789435 0.0022586035220405034 0.00036114508880084743 0.00024394033974166256 -0.0024970903422457855 -0.0033672889334139893 -0.003524870726220531 -0.0025602971084908843 0.00018236374052954242 -0.0053304698899572182 -0.012400089848970395 0.0003870118806435489 -0.001498286851431427 0.010261642723618784 0.0060745586240383296 -0.028868799271314322 -0.024462362869465938 0.0017031123404140181 -0.012900811782309804 0.0017783348409596558 0.0068114158881030533 -0.012205121492296722 -0.00011029559523511828 leaf_count=63774 48966 349 84428 24858 28756 84128 157699 106163 8328 69771 9758 10961 15698 32490 4678 954 55690 18067 812 284 295 182 892 1045 92130 3512 269 5348 internal_value=0 0.0105734 0.0151066 -0.0168561 -0.0243438 0.00250721 0.0218281 0.0222905 0.0138272 -0.0170658 -0.0261127 -0.00901984 -0.00502975 -0.00882981 -0.024392 -0.0364367 -0.00496288 -0.040671 -0.0137466 -0.128058 -0.201016 -0.0905509 0.00435526 -0.0855368 0.0152725 0.00743013 0.0756039 -0.0480247 internal_count=930285 644865 553406 91459 285420 192523 360883 359773 97134 197419 112973 95389 66601 42248 13006 70725 84446 88001 18879 1110 826 531 50903 1937 202074 109944 3781 69122 shrinkage=0.0721984 Tree=33 num_leaves=29 num_cat=0 split_feature=16 23 20 0 0 19 30 29 17 28 11 16 28 23 27 5 14 17 11 8 27 24 28 9 29 7 11 4 split_gain=210.501 59.3831 43.1549 36.0418 31.589 30.2073 27.0553 23.9224 20.7374 19.1647 18.284 18.2285 17.6864 17.511 16.8708 19.2758 16.1798 16.0919 18.8087 15.3661 16.9935 17.7472 14.5303 13.5398 15.2427 14.7038 14.904 13.1822 threshold=214.48388884769392 0.76981975049892892 0.74800265957446821 49.500000000000007 35.000000000000007 501.25000000000006 1.5000000000000002 1.5419785114814886 76.258538821231397 658.25000000000011 0.83699346630381133 186.31802184269375 4209.7500000000009 0.32556588113005575 31.500000000000004 20.788308143615726 17.38373634291651 57.242373117809819 0.66122607551178991 154.50000000000003 47.500000000000007 31.500000000000004 306.25000000000006 0.94451698129287942 3.4357988368969763 -57.960309982299798 0.545649484457433 14.00000047683716 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 -1 5 9 10 17 11 13 14 12 -5 -4 -7 22 -16 -6 19 -19 -2 -21 -22 27 24 25 -10 -27 -3 right_child=1 4 3 7 16 8 -8 -9 23 -11 -12 -13 -14 -15 15 -17 -18 18 -20 20 21 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0027577844960804988 -0.0067099014997546594 -0.013311768512515348 -0.0021199082782597995 -0.0036992685420723032 -0.0071487449034156169 -0.011567523264735643 -0.0033824154030410443 -0.0064190293040364823 -0.0091320312374072853 0.0020573274019630139 7.0266762547427621e-05 -0.0010066363884759138 -0.017786389158917941 -3.3762758053318176e-05 -0.023592413322711565 -0.00072688319463078664 0.00029965251958509156 0.0070557509161402439 -0.014820479960104901 0.0004206433440734761 -0.037101750995643945 0.0042125431606103115 0.0012988303001764455 0.0043641979506922769 0.013185414243174333 0.0073805999315464076 -0.0033909383569808772 0.0057509519511770909 leaf_count=84276 1690 654 59741 19821 1538 690 19899 6882 1062 174980 26092 38681 378 123259 194 20463 131420 279 771 41241 128 94 163058 9537 384 1103 1704 266 internal_value=0 0.0124014 -0.0182835 -0.0124832 0.0161273 -0.00645251 -0.0162292 -0.033139 0.00273576 0.0209966 -0.0211326 -0.0265785 -0.0307266 -0.00135694 0.0138899 -0.0130422 0.00295703 -0.00244504 -0.124763 0.000531193 0.00434088 -0.271589 0.0172827 0.0395223 -0.00740043 -0.0262608 0.0116581 -0.108038 internal_count=930285 556675 373610 289334 492573 223950 64102 65384 137739 359615 86211 58502 60119 123949 184635 20657 132958 44203 1050 43153 41463 222 163978 13790 4253 3869 2807 920 shrinkage=0.0721984 Tree=34 num_leaves=29 num_cat=0 split_feature=16 23 30 9 11 22 9 16 21 2 23 32 18 24 19 21 10 19 27 25 21 11 2 13 27 16 6 13 split_gain=184.389 57.9524 40.4153 27.2682 46.9059 31.0737 20.5087 20.2674 19.7423 19.5087 17.4814 15.9011 15.8108 18.1657 20.0142 14.7378 14.3205 12.9099 12.857 19.8364 13.3026 12.8419 12.0372 11.6716 17.4666 11.1141 11.1082 10.7602 threshold=220.89602323769188 0.7849343156188161 1.0000000180025095e-35 0.9544165290433948 0.66434608212399848 596.25000000000011 0.96207941251658624 238.93436639942567 1.5000000000000002 39.20344827586208 1.3590034714226431 1.5000000000000002 3.5000000000000004 20.500000000000004 354.75000000000006 9.5000000000000018 0.99503994573229126 227.75000000000003 14.500000000000002 246.25000000000003 3.5000000000000004 0.846432958932959 38.715633423180599 67.148388966204976 2.5000000000000004 164.32930020283979 0.26212291747235933 26.347614216295927 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 7 10 23 8 25 12 -6 -4 -3 21 -2 17 -15 -7 -9 -14 19 20 -10 27 -12 24 -5 -1 -25 -8 right_child=2 3 9 4 5 15 11 16 18 -11 22 -13 13 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 leaf_value=-0.0047482650682888154 0.0012401236141970173 -0.0010661765560292767 -0.0021000746262807889 -0.01177545483210937 -0.0045492239940223764 0.00030488188056676361 -0.0026249848915334134 0.0026600895772445751 -0.0026874596769511571 0.00083054943239529013 -0.0050172652133777902 -0.0039932205571707432 -0.034989006788016509 -0.02237684610652118 -0.0023941999346991554 0.0034457214454528353 -0.026825440996550633 0.0010418020281286575 -0.0015469121594911025 0.00024789888636382194 -0.019554227428631509 8.5245764252468278e-05 -0.00055015892948957149 -0.02029899613553756 0.0035952405889735049 -0.002556238725428647 0.010870485148697793 -0.00058494279348560662 leaf_count=16757 317491 63110 28890 397 8201 106471 32419 53022 556 20063 11224 11465 52 268 10402 8402 86 16417 63513 45865 434 29604 4368 62 13154 42987 1539 23066 internal_value=0 -0.0135179 0.0146615 -0.00595302 -0.000817245 -0.00431681 -0.0293591 0.0179985 -0.0156729 -0.0124515 -0.0221753 -0.0203485 0.0151963 -0.00797065 -0.0401132 0.00740471 0.0361828 0.012854 -0.0121555 0.000410635 -0.139637 -0.0156379 -0.0521595 0.0530994 0.0435596 -0.0439215 0.133845 -0.0246114 internal_count=930285 483594 446691 327296 248594 233442 156298 397738 118569 48953 78702 96554 344630 27139 10670 114873 53108 16469 110368 46855 990 85089 15592 15152 13551 59744 1601 55485 shrinkage=0.0721984 Tree=35 num_leaves=29 num_cat=0 split_feature=16 33 0 14 0 1 14 23 9 28 31 26 17 7 5 21 28 18 6 25 20 20 8 10 11 13 13 24 split_gain=159.161 61.8411 42.2076 29.726 29.4091 29.0772 22.8435 18.8959 18.8655 17.9506 16.8486 23.5354 14.1414 17.4541 13.722 13.7004 13.1065 48.7809 35.6477 26.0083 26.1968 41.3405 20.7581 17.1335 13.717 13.0608 13.0456 12.8361 threshold=205.05593474299965 2.5000000000000004 33.000000000000007 21.545241314578529 29.500000000000004 146.50000000000003 19.704770929027518 0.81266729545481697 0.96429235509748723 658.25000000000011 1.5000000000000002 1.4079184875546269 92.358678921227565 -55.304843902587884 27.000001907348636 13.500000000000002 998.25000000000011 1.5000000000000002 0.43181821035995632 1127.2500000000002 1.1328739156091243 0.87058022118929335 1441.5000000000002 0.99503994573229126 0.74351250601250618 34.505759808289305 79.175378823988424 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 15 7 -2 -6 -1 -8 -7 14 -12 -9 -14 -5 27 -11 23 -19 -20 21 -21 24 -18 -23 -10 -3 -4 right_child=1 26 3 10 6 9 8 12 25 16 11 -13 13 -15 -16 -17 17 18 19 20 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0014545989125455368 -0.0058339249850197531 -0.0033801398114383977 -0.0081600302534309277 -0.0012971821844250753 -0.003302752502135034 0.00075966632760464891 -0.0026602236767063522 0.00017683479696296113 -0.0015182548010293211 0.0021099431373988579 0.00015538879534206438 -0.0051809824199797166 -0.0050663555776477845 0.0073281035953957638 0.00077369614445687033 -0.0076350255381028558 0.0017408263588947778 0.0027988921528804963 -0.0011754208871403698 -0.0059128760304318368 -0.0030611495000073944 -0.012097347867331139 -0.0091244081913010137 -0.020633481480082858 -0.034974567373367488 0.00060900624933799962 0.0029926621694760782 -0.0012845748813582738 leaf_count=52642 3077 23306 1474 18773 55140 218586 43059 41594 39285 134899 12166 6670 741 2950 149513 2040 53495 2709 2361 1195 1425 169 320 179 713 24382 1804 35618 internal_value=0 0.00821269 0.010107 -0.0008998 -0.0209425 0.0160487 -0.0292181 -0.00726347 -0.0206792 0.016765 0.00434192 -0.0240209 0.0077134 0.0670349 0.00751653 -0.0259647 0.0236759 0.0117131 -0.0568891 -0.0987994 -0.149775 -0.213609 -0.344553 0.0230782 -0.423708 -0.00974531 -0.0404759 -0.0215766 internal_count=930285 670492 645382 226254 259793 419128 161866 97927 106726 416051 187122 18836 45285 3691 168286 39132 197465 62566 8892 6183 3822 2397 1202 53674 882 63667 25110 37092 shrinkage=0.0721984 Tree=36 num_leaves=29 num_cat=0 split_feature=16 20 0 29 13 29 29 19 7 11 19 9 11 16 30 10 24 25 25 2 17 17 14 0 16 16 21 18 split_gain=140.313 49.3337 43.8012 31.0348 29.0647 28.5528 24.3903 21.4642 18.5526 19.9267 23.6134 18.1402 16.2943 15.7049 15.9489 14.2906 14.1883 18.577 13.8875 13.8397 14.3344 13.6688 13.5204 12.3165 12.2868 11.0418 10.4981 10.196 threshold=223.07865239086615 0.74800265957446821 48.000000000000007 0.17965380430806779 24.806964975251969 1.5419785114814886 0.12488275445021509 575.75000000000011 -12.079821109771727 0.83613681162700781 880.25000000000011 0.95505830136800307 0.64836151724342128 244.81279198498632 1.0000000180025095e-35 0.99503994573229126 20.500000000000004 645.25000000000011 902.25000000000011 62.40312500000001 52.813165001322794 63.056622562118584 52.796552320999844 29.500000000000004 162.8624426605505 195.74700330175139 13.500000000000002 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 4 -2 26 7 -6 -4 11 -10 21 -8 -13 14 16 -15 23 27 -1 20 -7 -11 -14 -5 -9 -12 -3 -18 right_child=3 2 5 13 6 19 8 24 9 10 25 12 22 15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0017850346646789718 -0.0044229027039488387 -0.0018239594413876048 -0.0029689731088455053 0.0015955329834926133 -0.010465799040843706 -0.0093766682451377256 -0.00021534100954990733 -0.004287029483273825 -0.00082689214345844605 0.00038687696609932394 0.011056783118753922 0.00426322491644759 0.0013261206586621906 0.0037734138672945857 -0.00042883343061230622 -0.02826338481096756 -0.0003156683145565148 0.0019198176984667294 -0.0038934354869728511 0.0021265777913720202 -0.0037970660492461766 -0.0096559665624816431 -0.017722155046959499 0.00064016468146231987 -0.00029332256263472922 0.0033777360006894707 -0.011355994886604987 -0.0039436854829079191 leaf_count=81447 5406 34431 28304 217335 1111 4065 36499 4315 105303 76722 1166 11529 49701 12569 36720 73 8847 10534 20354 1200 5860 713 195 103998 57855 5992 613 7428 internal_value=0 -0.0107875 -0.00605706 0.0139977 -0.0003758 -0.0241732 0.00292286 -0.0182947 0.00349369 -0.00227169 0.00915744 0.014674 0.0251657 0.0150212 0.013882 0.0497022 0.0159727 -0.00612898 -0.0305628 -0.0719803 -0.0842444 0.00407773 0.0173366 0.0178166 -0.007902 0.0641096 -0.0275726 -0.0273069 internal_count=930285 527375 425574 402910 323975 101599 288931 90474 287820 189896 84593 97924 61425 397504 384862 12642 348142 26809 101801 11125 9925 77435 49896 321333 62170 7158 35044 16275 shrinkage=0.0721984 Tree=37 num_leaves=29 num_cat=0 split_feature=16 16 32 20 0 17 11 14 11 17 14 5 16 7 9 17 17 8 0 14 28 8 24 5 7 17 11 8 split_gain=121.236 42.0993 30.2037 28.142 23.3768 24.2939 18.5684 20.6232 17.8543 17.2864 16.4199 15.4801 15.4078 15.2604 17.265 18.6038 14.1145 13.1328 12.5713 14.0352 11.8909 11.4179 11.3278 11.306 11.2431 25.1741 12.1269 12.5481 threshold=222.01052231882906 181.95799572064965 1.5000000000000002 0.34068884395127647 40.500000000000007 51.034197900960642 0.86847949324657414 19.857721474810404 0.82552442033976137 44.008740068005082 8.467301907376326 56.000003814697273 238.16701257918783 -16.571418762207028 0.95100362614856027 69.268880557026662 100.73746907209203 2606.5000000000005 29.500000000000004 21.330474808958705 4501.7500000000009 121.50000000000001 10.500000000000002 60.002210617065437 -19.98310565948486 54.19193433916265 0.77489799472558107 1145.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 4 -2 9 -6 7 -7 16 -3 -11 -10 18 14 -12 20 -1 22 21 -20 -16 -5 -18 -24 -23 -26 -27 -28 right_child=3 2 -4 12 5 6 -8 -9 11 10 13 -13 -14 -15 15 -17 17 -19 19 -21 -22 24 23 -25 25 26 27 -29 leaf_value=-0.0026693726782293799 -0.0032862477198318443 0.004756508073038835 -0.0025402686642112563 -0.018231982916165713 -0.0030862997070811547 -0.0037367538840349618 0.0014893855727138164 -0.00053202057867301035 -0.00065670780423385808 -0.0056884266441898715 -0.00074931489976066403 0.0081540361261036483 0.0019570354961223452 -0.00014222467927559363 0.0014749650874468457 0.0057093015001764046 -0.0051127524050550112 0.0058120002820777903 -0.0018615217003642398 0.00048873428035163492 -0.018127775654438343 0.0019721663782008695 0.0031957348395759725 -0.031894817521249869 0.00089795872653812266 -0.00011382742252218947 -0.019066449672028651 3.7945282851833511e-05 leaf_count=84985 8197 4437 31280 159 22259 11747 20498 96068 25293 2438 16571 1084 70659 139259 37353 6035 2099 1948 15117 106942 162 59536 2059 49 162614 537 653 247 internal_value=0 -0.0104102 -0.00538914 0.0125084 -0.00277722 -0.0122504 -0.00695989 -0.0122052 -0.0269927 0.00413843 0.00278101 -0.00408067 0.0136505 0.00377844 0.0170934 0.0275467 -0.0336237 0.0126182 0.010901 0.00273767 0.0192569 0.0153543 -0.0188139 0.0329656 0.0155448 0.0112729 -0.120504 -0.191463 internal_count=930285 505624 388107 424661 356827 150572 128313 107815 117517 206255 201818 26377 416464 199380 60121 43550 91140 6155 345805 122059 37515 223746 4207 2108 223587 164051 1437 900 shrinkage=0.0721984 Tree=38 num_leaves=29 num_cat=0 split_feature=16 30 8 0 0 22 2 29 23 10 25 17 14 26 21 0 16 17 13 16 9 26 5 28 28 6 24 0 split_gain=107.163 45.5716 33.7043 21.5277 20.1672 18.7505 18.1167 20.8128 19.4015 17.248 15.6277 15.5288 14.6198 16.107 14.5952 14.5293 14.0082 18.0542 15.2362 13.9423 12.9757 11.8174 11.6815 22.2434 11.3179 11.1849 11.168 11.0852 threshold=203.46944103194105 1.0000000180025095e-35 694.50000000000011 29.500000000000004 29.500000000000004 187.25000000000003 40.215838509316775 1.90239649563017 0.86246520469821453 0.99503994573229126 902.25000000000011 85.858916731060972 19.704770929027518 1.3304764809209788 15.500000000000002 48.000000000000007 146.97140149613418 53.720397978350022 37.223579006177395 97.616917881368508 0.97068425223603005 1.748923984573348 232.00325012207034 26933.000000000004 416.25000000000006 0.90000000301578342 10.500000000000002 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 11 5 24 7 8 -3 22 -7 16 -5 25 -6 26 -1 18 -18 -15 -13 -11 23 27 -2 -14 -9 -4 right_child=1 6 9 12 14 10 -8 15 -10 21 -12 20 13 19 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0034614396434623595 -0.016241464470777157 -0.002578758167431288 0.0014638716653229886 -0.00278164314835176 -0.00060499352938371922 0.00074203059755796282 0.0005410042070354903 -0.0016892360563444684 9.7379654831650727e-05 -0.026575057136460131 -0.004402129929637213 0.0010857813785712029 -0.00052846546953147424 0.010369064472440901 -0.00836307166711402 -0.012224981476696144 -0.00013480194985775082 -0.0019632612914222535 0.0033394983549556983 -0.0040367127717837823 0.0082546804546242362 0.011450115422160087 0.004826071270941765 -0.050182344574790871 -0.00043742368849646924 -0.0026029044264184249 -0.010038874822576538 0.00057658853903917479 leaf_count=8605 550 29698 210676 53479 101298 162019 25938 3299 26923 189 3138 5647 68726 360 1280 1408 43597 25416 7749 12866 1716 55 4564 44 414 16875 1118 112638 internal_value=0 0.00647091 0.00960904 -0.0178955 0.00130445 0.00811222 -0.0147212 -0.0239484 -0.0180928 0.0164088 0.0089239 -0.00588304 -0.0252092 -0.018002 -0.00972046 -0.0808669 -0.00968354 -0.00539461 0.00539527 -0.0504804 0.0381801 -0.249366 0.0166065 0.0158974 -0.130948 -0.0129838 -0.0526693 0.0159942 internal_count=930285 685249 596865 245036 268699 166121 88384 62446 56621 328166 165157 92730 152306 98827 102578 5825 85367 76762 51346 13226 7363 244 327922 323358 964 85601 4417 323314 shrinkage=0.0721984 Tree=39 num_leaves=29 num_cat=0 split_feature=16 26 28 27 12 29 28 10 29 11 1 7 9 16 30 29 19 24 27 27 1 13 7 16 11 33 21 21 split_gain=92.3902 39.1322 24.3638 18.8925 18.6497 17.4207 17.3122 17.2775 16.7881 17.6043 17.4493 16.1475 14.414 13.9786 13.5139 13.9025 13.4188 13.0366 12.0209 11.8608 11.4546 17.5655 14.4185 14.7765 11.4188 11.3716 11.3618 11.8674 threshold=203.46944103194105 0.76303925662554384 692.25000000000011 31.500000000000004 52.503048327204944 0.17965380430806779 455.25000000000006 0.99503994573229126 0.12488275445021509 0.85687952898550745 816.50000000000011 -15.945396423339842 0.9679198470186483 223.60028063610852 1.0000000180025095e-35 1.90239649563017 495.25000000000006 17.500000000000004 4.5000000000000009 2.5000000000000004 2400.5000000000005 59.226461084116629 -70.445110321044908 97.616917881368508 0.93704998704998721 2.5000000000000004 13.500000000000002 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 5 3 4 18 -2 16 14 -1 11 -11 12 20 -6 -4 -16 -5 -17 -3 24 21 -10 -22 -24 -15 26 -7 -28 right_child=1 2 7 6 13 25 -8 -9 9 10 -12 -13 -14 19 15 17 -18 -19 -20 -21 22 -23 23 -25 -26 -27 27 -29 leaf_value=-0.0040730289161294052 -0.0038368860425567041 0.0023451996322868874 0.0014283931794135669 -0.013822573357630857 -8.2891588532902957e-05 -0.00010841310188957331 -0.00097517520540508519 -0.017884369735863416 -0.00099337301880998794 4.3256200704409236e-05 0.0062845141824927602 -0.0017860309780270442 0.0010756680070738783 -0.0055758153870601023 0.00071209464967317325 -0.0024112914420890428 -0.00039197030576181924 -0.030669055240486846 -0.022400070270470692 0.00095451514946331311 -0.0038687283825329282 -0.0056591835524117586 0.014001600075771699 0.0023234047067097123 -0.039182203546907594 -0.0024508695007510201 -0.0085584038975439758 0.011602225633660201 leaf_count=10161 9352 154 216432 996 133172 77568 33280 247 42242 26042 2565 132290 22389 699 25060 8156 635 86 305 163301 1394 4671 724 2568 57 14184 1384 171 internal_value=0 0.00600569 0.00917794 0.00357149 0.00615248 -0.0119965 -0.0184367 0.0166373 -0.0166187 -0.0148971 0.00835016 -0.0181211 -0.00629043 0.00646352 0.0168987 -0.00185453 -0.119028 -0.037482 -0.195264 0.0126422 -0.0154845 -0.0201935 0.0316582 0.0677544 -0.112324 -0.00787241 -0.00319826 -0.0878327 internal_count=930285 685239 582580 332599 297688 102659 34911 249981 245046 234885 28607 206278 73988 297229 249734 33302 1631 8242 459 164057 51599 46913 4686 3292 756 93307 79123 1555 shrinkage=0.0721984 Tree=40 num_leaves=29 num_cat=0 split_feature=16 9 12 0 12 0 32 17 16 21 14 20 16 21 24 21 28 13 5 4 7 20 13 22 26 27 7 17 split_gain=80.57 31.9676 32.0416 21.4166 20.1993 19.9864 15.7147 16.2669 13.3992 12.9885 15.367 12.0368 11.9413 11.8553 12.9791 11.6335 11.5759 11.152 10.6447 10.4441 11.3722 14.2025 13.7103 17.2235 10.3941 13.5228 10.309 36.6876 threshold=222.01052231882906 0.95223755921096331 98.787319574666853 43.000000000000007 49.331475451951142 24.000000000000004 1.5000000000000002 85.858916731060972 97.616917881368508 1.5000000000000002 34.410950096966523 0.53216324408916094 236.86169130465936 14.500000000000002 7.5000000000000009 7.5000000000000009 680.25000000000011 30.122508673310744 78.258468627929702 5.0373446941375741 -64.167308807373033 0.40350557655487962 24.196684124181932 598.25000000000011 0.4930782766250284 14.500000000000002 -19.98310565948486 54.19193433916265 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 6 -2 11 7 19 18 10 -7 -1 26 14 -5 -10 -17 -16 -4 -3 -21 -22 23 -23 -24 -26 -6 -28 right_child=4 2 8 13 12 9 -8 -9 15 -11 -12 -13 -14 -15 17 16 -18 -19 -20 20 21 22 24 -25 25 -27 27 -29 leaf_value=-0.0031245412591464341 -0.0035154756018096101 -0.0062542565340656204 0.0035268170557218839 -0.0029054127937492213 0.0012755334977218326 -0.002827245203680205 -0.0030942002280131466 0.0057589911594481315 0.00027383301082372469 -0.0028722054501544867 0.0025092476819620537 3.8746426431835072e-05 0.0015128983012150908 -0.010978841543502094 -0.0019310019470098047 0.00026308764512760011 0.0037504264300138803 4.8161610181402592e-05 0.018092923360998912 0.0017175748608104352 0.0028278269561758745 -0.0025879300972263416 -0.0035014902698333994 0.0014595173389031824 0.0010808568958060889 -0.00059829480755626695 0.00043144755612517391 -0.0088369395005879047 leaf_count=7530 5761 1483 798 27188 83529 5701 9916 2404 100097 58644 5552 37482 92526 708 31608 9029 11014 27975 389 15158 6972 27267 4549 6859 39647 67671 240581 2247 internal_value=0 -0.00856525 -0.00425332 -0.0103304 0.0101184 -0.0232274 -0.00414769 -0.00191619 0.00924071 -0.0338108 -0.00269159 -0.00679289 0.0109272 -0.0231882 -0.0221367 0.00819612 0.0301869 -0.0138751 0.114966 -0.00307396 -0.00233695 -0.00492596 -0.00703167 -0.0245772 -0.00167926 0.000305301 0.00808428 0.00478796 internal_count=930285 505641 390732 269405 424644 114909 181926 172010 121327 69897 11253 45012 418883 87479 86771 120140 20043 59583 1187 169606 168123 152965 145993 34126 111867 107318 326357 242828 shrinkage=0.0721984 Tree=41 num_leaves=29 num_cat=0 split_feature=16 30 8 0 25 0 22 2 29 23 10 17 0 16 26 5 17 16 17 20 29 19 21 9 24 5 28 21 split_gain=72.2138 31.2598 23.1242 18.4638 15.9125 16.0371 17.7276 13.6548 17.4154 13.6922 13.6292 13.5621 12.3636 12.3593 13.3749 15.3816 11.5566 13.2486 18.568 15.6869 11.5424 10.8681 10.2355 10.0786 9.47883 9.41981 19.5234 9.41584 threshold=204.6919971009967 1.0000000180025095e-35 731.50000000000011 29.500000000000004 902.25000000000011 29.500000000000004 187.25000000000003 42.844129554655879 1.90239649563017 0.86246520469821453 0.99503994573229126 60.350099355897548 48.000000000000007 158.49071382428943 1.3304764809209788 29.345661163330082 85.858916731060972 146.97140149613418 36.579975496418875 0.2509246469964786 1.0340307353086151 486.25000000000006 13.500000000000002 0.97068425223603005 10.500000000000002 232.00325012207034 26933.000000000004 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 16 5 6 -2 8 9 -3 25 27 24 -5 15 -15 17 -1 19 -19 -12 22 -7 -18 -10 26 -4 -6 right_child=1 7 10 13 11 21 -8 -9 12 -11 20 -13 -14 14 -16 -17 23 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0031677179429808028 -0.0093315924868724413 -0.0021542264485135982 0.0010010338759499199 -0.0028914960524863277 -0.0027075111941552224 -0.0014952187920002685 0.00067857267954810551 0.00054769412961748986 -0.0014170591736541096 0.00010465389043467664 -0.025972237815344322 -0.023401515668280293 -0.011139655901753958 -0.0017807274119498741 -0.0034257027569892262 -0.00013507969783338301 0.00102948545902483 -0.003085183823027352 -0.00052418811804321786 0.0052491183116597593 0.010805031068261872 -9.5221636608182146e-05 -0.0086258584064774629 0.0073375742181729722 -0.009030573246345288 0.0043006458964131387 -0.046558050736355154 -0.043944778155849323 leaf_count=8625 927 29245 286847 28016 6089 23667 177881 24494 3344 26811 172 173 1395 60898 12935 57618 5736 1511 73772 5329 60 86148 1098 1715 1144 4561 45 29 internal_value=0 0.00535513 0.0079666 -0.0143689 0.00173989 0.00282029 0.00867993 -0.0124014 -0.0203055 -0.0148733 0.0142857 -0.0480161 -0.0720658 -0.0209798 -0.0169155 -0.0135831 -0.00346556 -0.00662466 -0.00263908 0.0472035 -0.227995 -0.0066263 -0.0250888 0.0343695 -0.0465074 0.0144785 0.0137617 -0.0402084 internal_count=930285 674130 587697 256155 296012 289721 178808 86433 61939 56056 291685 6291 5883 159467 131451 118516 96688 89237 80612 6840 232 110913 24765 7451 4488 291453 286892 6118 shrinkage=0.0721984 Tree=42 num_leaves=29 num_cat=0 split_feature=23 0 28 9 29 13 27 16 22 19 29 11 30 4 11 14 27 24 10 28 18 15 20 16 28 22 7 14 split_gain=64.2539 51.9636 25.6576 20.7254 20.0493 18.9418 19.8072 19.1472 18.1738 17.3904 16.738 22.3974 16.5563 12.8774 14.2673 10.927 10.3555 10.3998 31.4172 16.1596 23.3387 60.3237 54.17 32.3044 14.0815 11.3876 11.454 14.1082 threshold=0.80387544923027421 46.500000000000007 684.25000000000011 0.96207941251658624 1.4763116810405161 17.504992760518466 14.500000000000002 218.11202406609198 596.25000000000011 4276.0000000000009 0.090130953305483 0.74351250601250618 1.0000000180025095e-35 5.0373446941375741 0.90478095238095257 34.892438729473696 35.500000000000007 1.5000000000000002 0.98704274268994763 1139.7500000000002 1.5000000000000002 0.62083278501976358 1.1185877289240704 231.92709690658188 1410.7500000000002 52919.000000000007 -67.354396820068345 50.509616335660702 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 8 -2 -7 15 -3 12 11 -4 -6 -5 -15 -8 17 18 -12 -19 25 -22 23 -23 -20 26 27 -21 right_child=1 4 10 13 9 6 7 -9 -10 -11 16 -13 -14 14 -16 -17 -18 19 24 20 21 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0019836933743419939 -0.010673312103687103 -0.0019804149469904472 -0.021432943242904966 -0.0035082305952734236 -0.0027180099064454365 0.00098932751856199317 -0.0011063140453956555 0.00028427663275664865 4.7053929071988754e-05 0.00081545000316604816 0.003205321775031631 0.001581670983650578 -0.00784184847474074 -0.0006737228517271456 0.0015391401607512546 -0.01324170357355922 0.0040974774476595427 0.0013762599659449678 0.0022983955533016198 0.00034751619057973279 0.00027860280874235848 -0.015538618786012925 -0.003655615771054113 -0.041994294185080189 -0.029108972893419318 -0.029195251818683082 0.001095131880100571 -0.0057771976536286343 leaf_count=83542 831 33113 398 7170 12718 119208 67351 151445 75803 4950 18004 494 4433 107954 17674 389 6353 160705 110 5581 5721 597 1250 403 230 67 40769 3022 internal_value=0 0.00453711 0.00858169 -0.0151353 -0.0134583 0.00295843 0.00332873 -0.00231346 -0.00788582 -0.0409199 0.016409 -0.120324 -0.0559897 -0.00737211 -0.00501958 -0.0162885 0.0169113 0.0158409 0.0387089 0.0139176 -0.000483423 -0.0506972 -0.189415 -0.362893 -0.26244 0.00761249 0.00817158 -0.0249857 internal_count=930285 713945 582928 216340 131017 339224 338393 219185 108916 22101 243704 892 17151 132798 125628 67740 242812 236459 18344 218115 57410 7971 2250 1000 340 49439 49372 8603 shrinkage=0.0721984 Tree=43 num_leaves=29 num_cat=0 split_feature=0 23 14 13 24 17 14 29 26 13 30 28 32 11 21 11 20 21 30 4 25 17 22 14 13 28 29 20 split_gain=54.7981 41.0891 32.2684 21.6941 16.6966 19.7623 15.832 18.002 14.8246 16.4305 16.4055 14.4491 14.3157 14.8959 13.8259 13.4758 13.3915 12.8315 12.2212 12.1656 12.0446 11.4275 11.9635 11.2112 10.5017 12.7199 10.2009 9.78705 threshold=40.500000000000007 0.7849343156188161 20.145353068266655 24.196684124181932 10.500000000000002 64.647692469709312 16.440216549950502 1.2319650361479135 1.6074540745885484 30.429154982487578 1.0000000180025095e-35 2417.7500000000005 1.5000000000000002 0.81077308656256031 14.500000000000002 0.90725222066386169 0.70732225769921009 15.500000000000002 2.5000000000000004 48.005165100097663 849.25000000000011 58.724109609381721 300.75000000000006 11.110621168045508 51.984475267350241 961.25000000000011 0.049968759196523972 1.0654259723251926 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 -2 14 6 15 7 11 9 17 -10 -5 13 20 -3 -6 -8 -4 19 -12 -1 22 -15 -22 25 -7 -18 -28 right_child=2 3 8 4 5 24 16 -9 10 -11 18 -13 -14 21 -16 -17 26 -19 -20 -21 23 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.00068590075960841678 -0.0024856606786294727 -0.0019950655664137413 -0.0015907266837950707 -0.00070154172509649323 -5.2667440966997898e-05 0.0045931885741683567 -0.0037750269294764783 -0.021373349865634262 -0.00097056706857203052 3.1852779879351032e-05 -0.0098400968257188175 -0.014749008793670176 -0.0019963764666076321 -0.0062435441588694794 -0.022844411341124478 0.0015598189663432365 -0.01666199312614923 -0.022681869374644732 -0.00070194452279621271 -0.0016212657526883951 -0.014502515794232581 -0.0046425561513896586 0.0008119311210943739 -0.0029711136066954739 -0.006840326201115454 -0.03622491425212699 0.001512246029912211 0.00037410687886238638 leaf_count=42316 51330 12614 35501 6909 194440 7786 2757 245 15594 162096 3152 404 34218 1281 168 31375 165 151 2084 1337 462 2202 56775 9018 460 40 206754 48651 internal_value=0 0.00503499 -0.0118521 0.00925222 0.0102922 0.00413364 0.0157146 -0.0293985 -0.00658262 -0.00383371 -0.0311052 -0.0204656 -0.00974885 -0.00428198 -0.0314287 0.00237364 0.0170345 -0.02327 -0.0730076 -0.102387 -0.0167179 0.00640761 0.00908958 -0.0489358 0.0520982 0.0607293 0.0177823 0.0179429 internal_count=930285 659040 271245 512768 499986 234101 265885 7558 219915 197748 22167 7313 146272 112054 12782 225815 258327 35652 6573 4489 51796 60258 58056 9480 8286 7826 255570 255405 shrinkage=0.0721984 Tree=44 num_leaves=29 num_cat=0 split_feature=16 30 8 22 0 16 17 10 20 16 12 9 12 29 2 27 24 6 22 30 29 23 19 25 24 25 14 21 split_gain=49.8532 22.5829 19.0183 14.7333 14.6172 13.2765 22.3647 19.4304 18.3115 15.6281 16.9661 14.6219 14.106 11.9175 11.614 11.6113 10.7925 10.6629 11.0617 10.6197 12.3988 10.5319 10.4481 11.3791 12.3792 12.9747 10.4407 10.323 threshold=202.20327726605262 1.0000000180025095e-35 731.50000000000011 3755.0000000000005 29.500000000000004 151.06287055335972 39.544913119566417 0.92433915865356664 0.28927975633849723 97.616917881368508 399.04067427419079 0.92631822837910349 194.61879502661802 2.56400121617513 12.525062656641607 2.5000000000000004 3.5000000000000004 0.77478184758611679 446.25000000000006 1.5000000000000002 1.3425993709668675 1.0238606850046759 141.25000000000003 902.25000000000011 12.500000000000002 969.25000000000011 18.458581966127422 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 4 22 9 8 17 -7 10 11 13 21 -1 19 -6 -14 -8 -19 20 -3 -13 -2 -24 -25 -26 -4 -17 right_child=1 14 26 -5 15 6 7 -9 -10 -11 -12 12 16 -15 -16 27 -18 18 -20 -21 -22 -23 23 24 25 -27 -28 -29 leaf_value=-0.0074704821540340291 -0.0069998560613783803 -0.0014961539103441619 -0.0062968563774553499 -0.032585345125524828 -0.0081867933557649274 -0.002462652754120981 -0.00026402330665554352 -0.003767364267731237 0.0032149653357824788 -0.002876939721516317 0.014318535055773393 -0.0016326725436406069 0.017695423190580765 0.016150692871958368 -5.6544330244229274e-05 -0.00041936719218247574 -0.00051382627991705925 -0.0034602493309314575 -0.0010089472293172848 -0.0011235582184913912 -0.0074409649775475789 0.015815652267388437 0.00059592311759714984 -0.0025961151424101635 0.0014581907956639714 -0.040967763364478549 0.00090510417559768158 -0.008710087710581382 leaf_count=1394 969 4064 1053 72 1026 3881 104325 11663 12492 28735 489 1833 507 121 52219 119717 255 11566 56333 30807 3325 200 183004 3474 64 91 295818 788 internal_value=0 0.00426629 0.00646562 0.000976751 0.0010821 -0.0126101 -0.00952643 -0.0126798 0.0258892 -0.0310254 0.0217996 0.00177192 0.0446543 -0.0773411 -0.0104764 -0.00746137 0.160693 -0.0100048 -0.0197581 -0.0237282 -0.0577752 0.00116121 0.00661666 0.0071544 -0.0482949 -0.324799 0.0121825 -0.00655945 internal_count=930285 696491 606076 309205 309133 233794 200260 183887 16373 33534 4799 4310 2795 1515 90415 121531 762 172224 67899 38196 7389 2033 187602 186633 3629 155 296871 120505 shrinkage=0.0721984 Tree=45 num_leaves=29 num_cat=0 split_feature=0 14 20 21 14 26 8 0 13 29 28 23 11 23 27 23 4 28 19 23 27 14 18 9 26 16 27 1 split_gain=46.3608 38.6711 21.9973 19.5614 19.1135 20.5449 21.4204 17.8577 16.1073 21.3076 16.0522 15.6324 15.2203 22.304 19.1498 16.3047 16.854 13.9111 13.8597 27.6187 13.7469 13.0771 12.2803 11.7934 11.6223 11.4987 11.4771 11.2413 threshold=46.500000000000007 19.857721474810404 0.55224628111529184 1.5000000000000002 36.733777237975097 1.0001436368859526 6983.5000000000009 22.000000000000004 30.229539873015529 1.3175083331198982 684.25000000000011 1.0195798385981469 0.70127499907312563 1.1079899354227811 2.5000000000000004 0.32556588113005575 35.000791549682624 877.25000000000011 1300.2500000000002 1.000158378207159 14.500000000000002 23.988582697175797 2.5000000000000004 0.97373055618159909 0.9301858144601326 180.08631828483604 37.500000000000007 7260.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 27 21 10 6 12 17 -2 25 20 -8 13 15 -14 -6 -17 -1 19 -16 22 -4 -5 -9 26 -10 -12 -3 right_child=8 2 3 4 5 -7 11 23 9 -11 24 -13 14 -15 18 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=0.00030548981088816688 -0.0023509357376695055 -0.0033402632976507638 -0.0012365200023627967 0.00038270011378177662 0.017133324780541009 -0.00025205721890542745 -0.029328946445268816 -0.0020094049028806841 -0.0020201984248792476 -0.0023154338260787514 7.7526188937607302e-05 -0.0029129955719096696 -0.033909878188555405 0.0035881756649010833 -0.0023368782764648147 -0.047518978954953724 -0.01303983619304001 -0.0028823369318796816 0.00073108658736646833 -0.041527735586771669 -0.00011839842788526747 0.0023222294554089465 0.0021798374780801675 -0.00032041982966697039 0.0014442471185761357 0.00016005696672129872 0.0069868425506307112 0.010237170039251235 leaf_count=84343 40023 9388 6087 62634 88 23836 303 58242 14851 31934 57735 190 92 572 384 78 1406 7795 4150 124 197730 46493 28995 34206 133462 83534 1281 329 internal_value=0 0.00323762 0.0072781 0.00808852 0.00620593 -0.0177713 -0.0638498 -0.00935662 -0.0150153 -0.00962637 0.00775965 -0.265219 -0.0494496 -0.119387 -0.017882 -0.180912 -0.205712 0.000495791 -0.00895864 -0.164867 0.00305216 0.0264583 0.0131774 -0.019176 0.0148366 -0.00234143 0.00315104 -0.0398978 internal_count=930285 759943 575357 565640 513060 31223 7387 184586 170342 130319 481837 493 6894 2144 4750 1572 1484 92138 4658 508 289359 52580 91629 92448 192478 98385 59016 9717 shrinkage=0.0721984 Tree=46 num_leaves=29 num_cat=0 split_feature=0 14 23 7 1 9 9 6 9 17 18 27 28 27 21 17 27 15 32 20 28 24 7 4 23 14 4 27 split_gain=41.0535 29.5128 25.7739 15.1259 20.0369 14.0582 13.5471 15.3404 13.3683 13.0519 12.7511 12.7181 12.5517 20.4152 12.2082 11.2316 10.7517 10.4902 10.3146 10.152 11.2512 10.7476 10.3894 9.85961 9.6784 9.53903 10.7906 9.44559 threshold=35.000000000000007 20.145353068266655 0.81679834679825791 -1.0000000180025095e-35 331.50000000000006 0.9544165290433948 0.95597603618440685 0.68965518507637436 0.96125323039044674 61.917999946895101 5.5000000000000009 49.500000000000007 380.25000000000006 1.5000000000000002 1.5000000000000002 47.857264160556149 8.5000000000000018 0.34035154374324567 1.5000000000000002 0.48388719413253722 1375.2500000000002 8.5000000000000018 -66.733684539794908 5.0373446941375741 0.99898225117299522 33.92052361065776 190.1189880371094 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 24 8 5 10 15 14 -8 -1 27 12 -9 13 17 25 -4 -14 -5 19 20 21 23 -21 -10 -2 -3 -27 -7 right_child=1 6 3 4 -6 9 7 11 18 -11 -12 -13 16 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0013250722435029848 -0.0015534159933891342 -0.0029978562228775876 0.0010522322307686992 -0.024976314761855339 0.00036269674496241817 0.0021081426868621704 0.00067684149459120335 -0.00054093995060518229 -0.005929915277609903 0.0043915124694930887 -0.029572542612966841 -0.023400741099759814 -0.0055229436896505465 -0.01086201303222491 -0.0017914897267968302 -0.00059826962896781838 0.0013932130069183933 0.019942796710017183 -0.0021564699289845172 0.0026966891951527502 -0.014020519848072018 0.0010335898925934177 -0.00026634100897444089 0.0070322401533998236 -0.0037304308916534593 0.002067833687368026 -0.0053641474361116048 0.00072652709646386536 leaf_count=57706 54972 3206 57294 32 233665 51652 92865 116964 336 8316 97 127 1916 1680 47960 34392 3016 177 9471 6876 212 6628 59943 3413 13201 11529 1117 51522 internal_value=0 -0.00873759 0.00504059 0.00881859 0.00345334 0.0151717 -0.00410158 -0.000223473 -0.00655482 0.022715 -0.0495849 -0.00783583 -0.0444652 -0.113779 -0.0168614 0.00599901 -0.0179173 0.180963 0.0012818 0.00509311 0.0338608 0.0385199 0.000534211 0.081311 -0.0273548 0.00719725 0.0195486 0.0196432 internal_count=930285 341941 588344 443759 240583 203176 273768 209956 144585 111490 6918 117091 6821 1889 63812 91686 4932 209 86879 77408 10589 10377 66819 3749 68173 15852 12646 103174 shrinkage=0.0721984 Tree=47 num_leaves=29 num_cat=0 split_feature=0 23 27 14 29 25 20 9 9 13 17 16 13 6 23 16 4 6 13 21 13 1 29 21 18 29 27 16 split_gain=36.5547 30.4245 17.4561 17.4723 19.5561 16.6812 14.6087 13.864 13.3993 16.8311 12.9726 15.6386 14.7539 13.9154 21.8264 12.5161 10.9345 10.2634 9.87266 9.36955 9.29935 9.14447 12.7435 9.04133 8.88906 8.46722 12.8734 7.64666 threshold=46.500000000000007 0.81679834679825791 14.500000000000002 16.440216549950502 1.0544525952842039 3067.7500000000005 0.69467025845083774 0.97477951062989254 0.95407343218435081 30.229539873015529 66.720633559900179 218.11202406609198 51.984475267350241 0.22814671559227137 2.0044986209007534 97.616917881368508 6.0100460052490243 0.48387096836956994 28.355994118508388 15.500000000000002 18.078034081822324 3562.5000000000005 1.6810488028411046 13.500000000000002 5.5000000000000009 0.090130953305483 3.5000000000000004 203.03089687672335 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 5 20 -5 -1 21 19 11 -4 -12 14 -13 -14 -9 -18 24 -10 -3 22 -2 -19 -15 26 -8 -6 right_child=8 2 10 6 27 -7 25 16 9 -11 12 13 15 18 -16 -17 17 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0010064848361668103 -0.0019874450861944847 -0.0068320819522163677 -0.00084648463824687158 -0.004709208037057243 -0.0015979893550088261 -0.017025096266222412 -0.013984678945713995 -0.0025939417278376931 -0.0018774226661149747 -0.00010483391768413218 0.0035032994999501374 -0.0002991661845863871 0.016209538528771883 -0.0013541845564902346 -0.044897657570879379 -0.012581864788196721 0.0036597517258167163 0.00048481058989011892 0.0004827625294921208 -0.020395779928977849 0.00016546436673200236 4.8325436398983494e-05 -0.0057374916963761572 -0.0071864793721317533 -0.027330619626763551 0.0010813353530644328 0.015305136799997753 -0.018361825255710892 leaf_count=129100 26251 1112 80646 2306 198 333 404 5841 35071 95066 8716 154 93 14253 91 512 5466 43132 200566 143 9020 8137 5760 816 69 256432 97 500 internal_value=0 0.00291279 0.00649416 0.0123443 -0.026393 -0.0155834 0.0140124 -0.0082672 -0.013292 -0.00836974 0.00130934 0.000151787 0.0380413 0.00460377 -0.233583 -0.112968 0.00498823 0.00982475 0.00487534 -0.0270453 -0.00834541 -0.0292647 -0.0368737 0.00474214 -0.0204898 0.0147235 -0.115152 -0.188459 internal_count=930285 759857 575502 270402 11163 10465 259239 184355 170428 130280 305100 295779 9321 215133 245 605 55255 49414 214888 35214 10132 40148 32011 43948 14322 256933 501 698 shrinkage=0.0721984 Tree=48 num_leaves=29 num_cat=0 split_feature=16 1 0 14 30 26 30 28 21 27 27 11 7 11 11 28 4 27 7 7 13 27 1 29 11 7 9 1 split_gain=31.656 20.1224 20.0996 15.4989 12.2382 18.2764 17.1535 12.8701 12.6434 11.9616 11.633 14.6957 10.5093 15.6315 10.4063 10.3981 13.9787 10.1284 13.9729 9.75487 8.38521 8.311 9.7234 9.33428 8.17916 7.91591 7.67048 12.5082 threshold=189.36713777284044 132.50000000000003 29.500000000000004 19.930885692090392 1.0000000180025095e-35 1.4079184875546269 2.5000000000000004 690.25000000000011 9.5000000000000018 13.500000000000002 25.500000000000004 0.7451223118909297 -18.434947013854977 0.90001332977872572 0.80556523422377091 306.25000000000006 15.00030040740967 2.5000000000000004 -87.390842437744126 -10.30484628677368 63.850797069106655 2.5000000000000004 1001.5000000000001 1.3339902912621362 0.84387175838077177 -76.285369873046861 0.83631182496194112 2400.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 -2 12 21 7 -6 9 10 -9 -7 17 -12 25 15 19 16 -14 18 -5 26 -16 -4 23 -23 -22 -3 -1 -28 right_child=1 2 3 4 5 6 -8 8 -10 -11 11 -13 13 -15 20 -17 -18 -19 -20 -21 24 22 -24 -25 -26 -27 27 -29 leaf_value=-0.0040545125941218885 -0.0027337772337430507 0.00032882492199680727 -0.0077639370999617588 -0.035803569485982505 -0.00019837012238679974 -0.0034990961843593864 -0.0002713787169166258 0.00051592214169961757 0.0036899038365834609 -0.0098412073715872395 -0.0083101135948810134 -0.0012215102677240724 -0.014053949899427889 0.0013965673324301902 -0.00026726568781628948 0.00011318473314699493 0.0080040039483901329 8.1948536680614224e-05 -0.0047950051767545023 -0.0020971774740504451 -0.0013166377825713392 -0.0013052860589429704 0.010393529981088031 -0.014579364527119647 0.0093729427675241211 0.0015817301802293373 -0.0007564613922286101 0.0039375837078696472 leaf_count=3282 12091 39839 1060 85 27186 3790 4482 130235 6888 2623 1619 26114 571 59271 47996 236604 203 107262 696 49640 620 41243 368 278 937 77265 44869 3168 internal_value=0 0.0026129 0.00325042 -0.002282 0.000177249 -0.0166162 -0.0512221 0.00252064 0.0093542 -0.0843939 -0.00438071 -0.0226505 0.00798293 0.00481641 -0.0132275 0.00118915 -0.114528 0.000308868 -0.113158 -0.0190529 -0.00135887 -0.0200887 -0.0178758 -0.0193101 0.0708649 0.0160044 -0.0093854 -0.00618979 internal_count=930285 779773 767682 353929 310980 38081 10895 272899 137123 6413 135776 27733 413753 296649 150512 237378 774 108043 781 100959 49553 42949 41889 41521 1557 117104 51319 48037 shrinkage=0.0721984 Tree=49 num_leaves=29 num_cat=0 split_feature=13 11 7 9 27 6 16 26 14 13 21 11 20 27 4 11 20 20 8 20 30 11 13 27 25 11 6 24 split_gain=28.9432 18.0757 20.7241 22.2074 16.6749 17.1932 16.5501 14.8056 13.9473 12.7023 12.3758 13.4176 12.2992 11.5883 10.8447 12.6811 10.8225 10.5557 10.29 10.1345 17.9484 9.93429 9.87321 10.5657 9.85867 9.46625 9.41936 8.77772 threshold=26.483146111980158 0.88514459837989257 -1.0000000180025095e-35 0.9544165290433948 7.5000000000000009 0.26212291747235933 228.51079360149095 0.978352049393998 39.100340279035308 50.939440048370102 14.500000000000002 0.83613681162700781 1.1478733436813118 14.500000000000002 45.100843429565437 0.64836151724342128 0.70108731336423691 0.9195913129440082 139.50000000000003 0.48388719413253722 1.0000000180025095e-35 0.64517323775388302 67.148388966204976 1.5000000000000002 902.25000000000011 0.63039607843137258 0.43181821035995632 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 6 5 7 12 -4 25 -3 11 -1 16 17 15 26 -2 -6 -13 20 -20 22 23 -5 -25 -9 -7 -26 right_child=1 9 4 21 13 14 -8 8 -10 -11 -12 18 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 -24 24 27 -27 -28 -29 leaf_value=-0.0014363998276757119 -0.0026937803524214195 0.00056505895241255898 -0.0021752870885892893 -0.021718031617496459 -0.0011375256770748141 -0.015042018543479264 0.00068698115082358065 -0.036300100039146632 0.0042594811513412337 0.0022516254091886029 -0.0073379216054018613 -0.0020313622037758348 -0.0029475822203771473 -0.00052162588868497181 0.00075640453565164979 -0.0015976951920632974 -0.00017999835959221482 0.00087785940706663782 0.0052603875173340619 -6.109438250850902e-05 -0.0014596787131046546 0.0007311130053226331 0.005154537827750748 0.0023674555814510207 0.00049326022481677536 -0.014131724048875917 -0.0038308644108818995 -0.0074776601041462677 leaf_count=85903 10300 114621 1349 101 16723 626 60713 113 200 29209 1555 10788 12600 173846 10345 35161 66995 71315 5355 38878 3379 151774 4945 18057 2479 901 1039 1015 internal_value=0 0.00243978 0.000165184 0.00570088 -0.00567892 -0.022465 -0.00324047 -0.10223 -0.182349 0.0125705 -0.0129007 -0.0119445 -0.0118553 -0.00249111 -0.018131 -0.0261673 -0.00713277 0.00685656 -0.000249608 0.0060689 0.0368503 0.0132505 0.031078 0.0218703 0.0233826 -0.229952 -0.111443 -0.0252398 internal_count=930285 784427 640597 328979 311618 49734 150608 2563 1214 143830 145858 144303 89895 261884 47171 36826 77295 88038 58400 47612 8734 178371 26597 21652 21551 1014 1665 3494 shrinkage=0.0721984 Tree=50 num_leaves=29 num_cat=0 split_feature=0 23 7 25 21 11 20 15 9 28 27 27 5 12 24 13 9 27 11 32 11 27 10 9 20 24 9 13 split_gain=27.5778 20.5266 16.2701 19.7767 27.1696 16.5581 11.3215 10.9984 10.4943 10.4851 10.189 13.5414 10.0269 9.82153 9.40914 9.37142 8.92607 8.60722 8.5155 8.42234 9.66297 8.37973 8.78394 8.29776 8.19374 7.95742 7.83229 9.37635 threshold=46.500000000000007 0.7849343156188161 -1.0000000180025095e-35 246.25000000000003 3.5000000000000004 0.87019382240317977 1.1252681577847297 0.25900474910455146 0.96082134121556584 742.25000000000011 16.500000000000004 7.5000000000000009 298.03016662597662 857.60312011470467 18.500000000000004 33.003218007996551 0.96555751300141002 6.5000000000000009 0.6666806347077886 1.5000000000000002 0.90969350489590373 1.5000000000000002 0.9420231323866638 0.96939025365288145 0.68837239498798952 7.5000000000000009 0.92920466257834045 29.49429871558176 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 6 4 21 7 16 17 -1 23 11 12 13 -9 26 -13 24 -5 -18 20 -10 22 -4 -2 -3 -25 -11 -28 right_child=9 2 3 5 -6 -7 -8 10 19 14 -12 15 -14 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 25 -26 -27 27 -29 leaf_value=-0.0012626342731835555 -0.0021629045950895863 -0.0035031938304551187 0.020410345399857987 -0.0097235239350796782 -0.018642206198769429 0.00069064448761307234 -0.00024295264016022629 -0.001177633316931213 -0.00012374539723459583 -0.0017977118949619561 -0.00083709050470471245 -0.00024478803282920286 0.0091340100732534742 -0.013152335963833259 0.0042980616416335308 0.0014579041479749026 0.0033595127067126318 0.00081292347964090394 0.0013141147560515661 -0.0018304226086715873 0.0020845246943943184 -0.0032926817324397061 -0.021579867514970114 -0.0022337191910664967 0.00078110317005195885 -0.00027025588442917622 -0.0025536763221038761 0.0003560881822457787 leaf_count=62236 38039 2364 160 1147 699 137983 44254 26005 80431 15327 92277 28666 485 362 2348 40876 13169 624 54597 12596 11851 773 31 14539 148282 41386 6489 52289 internal_value=0 0.00258726 0.00534694 0.000673411 -0.108103 0.00122421 0.0112201 -0.00481971 -0.00720132 -0.0114882 -0.00408344 0.00310665 -0.0159674 -0.0185882 -0.00279232 0.0104716 0.0141753 -0.0832578 0.0237069 -0.00109684 0.00221396 0.000739037 0.188303 -0.0185635 0.00988765 -0.0108133 -0.00476703 0.000482763 internal_count=930285 759868 592754 330088 1663 328425 262666 190442 167114 170417 188671 96394 26852 26367 76453 69542 218412 1771 67766 104878 92282 964 191 93964 150646 55925 74105 58778 shrinkage=0.0721984 Tree=51 num_leaves=29 num_cat=0 split_feature=0 14 29 24 25 18 28 18 6 27 25 25 15 16 21 20 11 17 11 15 28 28 11 5 23 16 26 25 split_gain=25.871 18.0468 16.2972 11.0935 15.9054 13.9232 11.8393 30.1104 27.8202 17.3318 15.6872 18.2278 18.7897 18.3008 13.8682 12.2542 11.4553 12.1624 11.6071 11.3182 10.9206 11.5711 10.1725 10.0581 13.2445 10.4336 9.90474 9.98398 threshold=35.000000000000007 20.145353068266655 0.17965380430806779 1.5000000000000002 246.25000000000003 2.5000000000000004 985.25000000000011 1.5000000000000002 0.3386433768695164 14.500000000000002 1179.2500000000002 1381.2500000000002 0.75822972777525499 228.51079360149095 4.5000000000000009 1.2581493506493511 0.90847135593918737 69.268880557026662 0.73993209780740554 0.1821718265600677 1545.2500000000002 3476.2500000000005 0.81820038621509228 24.906750679016117 0.37169597112249658 236.86169130465936 0.17886912097835431 1549.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 19 5 -5 9 22 -9 23 14 12 -12 -14 -10 -15 17 -11 -19 20 -4 -22 -8 -6 25 -25 -13 -28 right_child=1 -3 3 4 6 -7 7 8 10 16 11 26 13 15 -16 -17 -18 18 -20 -21 21 -23 -24 24 -26 -27 27 -29 leaf_value=-0.0019816728238787971 -0.0015503634776977938 -0.00023766036148953917 0.0047833729917906194 -0.0013832424378960575 -3.3657968252618497e-05 -0.013988727208704125 -0.00058374976629284358 0.0029534110400243597 0.00025015169684613358 -0.00013715510733706805 -0.0086855974175097054 0.030281498267838419 -0.011604173473661463 -0.042379915029751053 -0.008555131327154181 -0.0023670536334530947 0.0013508127634997613 0.0037966514675843006 -0.0036570276616177942 0.0024678482280123225 -0.035749687797922314 -0.0059056549582345227 0.001430982570385139 -0.0048473559892611819 0.0013403480861500072 -0.036021581530607728 -0.00089183752862763953 -0.0084528392859314835 leaf_count=16011 68194 273678 183 1183 38608 744 35347 2614 3297 258657 1299 41 313 264 1300 47 34378 7110 1286 16741 113 169 20721 1087 143061 59 1528 2252 internal_value=0 -0.00691855 0.00401954 0.00489973 0.00412473 -0.0865687 0.00444061 -0.00781208 -0.0512631 0.00618707 -0.0745619 -0.109405 -0.188812 -0.331433 -0.0310245 -0.503238 0.00152799 -0.000683835 0.0367735 0.029907 -0.123984 -0.247435 0.00222765 0.0138691 0.0177071 -0.0893692 -0.069442 -0.0747445 internal_count=930285 341872 588413 572402 555196 1927 553269 69023 12955 484246 10341 5744 1923 624 4597 311 301431 267053 8396 17206 465 282 56068 182815 144207 1146 3821 3780 shrinkage=0.0721984 Tree=52 num_leaves=29 num_cat=0 split_feature=0 14 29 9 15 21 4 25 14 7 17 21 16 25 18 15 20 27 14 24 4 27 20 25 21 7 17 25 split_gain=22.7899 19.7815 12.7432 11.004 12.818 12.2518 9.08203 10.9915 9.82786 8.58723 13.0827 16.4256 16.1297 8.92092 11.3102 9.76607 10.112 10.0784 8.7962 7.87199 7.78825 7.44136 9.173 7.43849 11.1129 9.56208 9.31924 9.87547 threshold=29.500000000000004 18.758692327858522 0.17965380430806779 0.95597603618440685 0.70465881974153144 1.5000000000000002 190.1189880371094 52366.750000000007 37.457500260951569 -16.571418762207028 59.025684128776476 1.5000000000000002 216.80838339892878 343.25000000000006 2.5000000000000004 0.42391714328740449 0.98473004857737689 2.5000000000000004 19.043204764491524 8.5000000000000018 39.747493743896491 45.500000000000007 1.1439887783295217 839.25000000000011 2.5000000000000004 -68.822341918945298 72.41317148524071 390.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 5 -5 6 8 -8 -3 23 13 20 -13 14 15 16 -11 -17 -16 -15 -12 -6 -23 26 25 -25 -4 -28 right_child=1 3 9 4 21 -7 7 -9 -10 10 11 12 -14 19 18 17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 27 -29 leaf_value=-0.0018760081432278133 -0.0015141784178623783 -0.0015398243976240723 0.0010262283793511676 0.00052119645842510043 -0.00040775333270113992 -0.0013247933463575304 -0.01134221945775502 0.0014160721056514058 0.0020863470886816507 0.0042133720854384037 -0.0035646201305532112 -0.0023376302734901913 -0.012153407573628211 0.00082449526917528033 -0.010950117683312591 0.012506042695774846 -0.015647705262583501 -0.00042089829643660205 0.0041960843495368032 6.8592949242634904e-05 0.010823569146487994 -0.0033108072796588905 -0.026549912125958083 -0.00071817751878873904 -0.0014430188718162673 0.0024725477968703317 -0.023221229093372504 0.004248542187836859 leaf_count=13071 66762 5396 96653 147624 143387 69389 700 708 14015 203 279 7147 994 110117 1148 366 391 2229 242 206456 660 316 123 8504 15773 11539 69 6024 internal_value=0 -0.00509213 0.00481333 -0.00231424 0.000673062 -0.0119658 0.00931029 -0.0682401 0.0149355 0.00567202 0.00289967 -0.034533 -0.0489778 0.00395802 -0.0398649 -0.00705309 -0.12272 0.0194232 -0.115143 0.00459188 0.0907012 -0.00604568 -0.136042 0.0122793 -0.000130475 0.0154957 0.0166052 0.0545367 internal_count=930285 448420 481865 381658 291450 90208 20819 1408 19411 468794 330232 9080 8141 321152 4579 3189 594 2595 1390 316573 939 143826 439 138562 35816 20043 102746 6093 shrinkage=0.0721984 Tree=53 num_leaves=29 num_cat=0 split_feature=16 2 11 30 29 30 28 21 29 27 28 18 0 11 27 21 14 14 17 20 19 33 23 24 9 7 19 27 split_gain=21.4783 14.3507 11.4837 11.4038 11.999 12.1776 10.3321 12.2822 11.3725 10.2505 16.8605 11.1491 9.52478 13.1814 9.42301 9.25244 11.0977 10.74 9.98122 9.75544 8.67478 8.63131 8.29784 14.2138 11.3578 8.65162 9.16991 8.56031 threshold=181.95799572064965 23.504716981132081 0.82552442033976137 1.0000000180025095e-35 1.8556557290796212 2.5000000000000004 696.25000000000011 9.5000000000000018 0.1985095994513478 27.500000000000004 466.25000000000006 3.5000000000000004 33.000000000000007 0.69138152917658113 13.500000000000002 1.5000000000000002 36.733777237975097 15.917504928111077 46.519091665895239 0.69467025845083774 177.75000000000003 1.5000000000000002 1.214712476919019 3.5000000000000004 0.94332459385445355 -4.1776764392852774 1327.2500000000002 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 6 21 14 8 -8 20 -10 11 -11 -12 -14 -6 17 19 -3 -18 -17 -2 -5 23 24 -20 26 -25 -24 right_child=1 15 -4 4 5 -7 7 -9 9 10 12 -13 13 -15 -16 16 18 -19 22 -21 -22 -23 27 25 -26 -27 -28 -29 leaf_value=-0.0012978207668864628 -0.013845404155631446 -0.009210144799543565 0.00041018527381779133 0.00018216846062392897 -0.0034347629169650174 0.00095668540490198681 0.00034657077911541572 0.0031101183341430798 -3.3183157778174309e-06 -0.002638440243050945 0.00016912471916701128 -0.011669914608355083 -0.015268508877941584 -0.0016972648702939846 -0.010252993391691952 -0.0015289510235017042 7.0182501760344401e-05 0.0016773794253007051 -0.019466105469879941 0.00062389964655948729 -0.0019345013638487857 -0.0015416219656633693 0.00035102533380275305 -0.019945023515690281 -0.0053749648677242374 0.00131997052191622 -0.0041472371777893577 -0.0070123894016482493 leaf_count=91199 550 478 26476 30674 2819 1857 145362 8896 239607 1673 23827 1241 380 20425 1690 11530 15200 39487 559 226590 758 29901 4406 223 639 1469 1357 1012 internal_value=0 0.00180213 -0.0126531 -0.00143784 -0.0136026 -0.0549016 0.00040152 0.00700768 -0.00313121 -0.00270743 -0.0161199 -0.0898181 -0.0113082 -0.0269416 -0.0829697 0.00725281 0.00509845 0.0214293 -0.0150042 0.00719762 -0.0961643 -0.00926237 -0.04013 -0.0732248 -0.165517 -0.0369618 -0.088325 -0.014188 internal_count=930285 812610 117675 509660 66941 6366 442719 154258 288461 287153 47546 2914 44632 20805 4509 302950 262985 39965 24865 238120 1308 60575 9665 4247 1198 3049 1580 5418 shrinkage=0.0721984 Tree=54 num_leaves=29 num_cat=0 split_feature=0 13 20 29 17 23 11 29 14 13 18 7 11 9 23 16 28 15 11 31 14 11 5 8 17 28 23 27 split_gain=20.4232 14.5318 20.8927 13.0216 10.9797 10.6222 10.4909 10.4148 11.42 10.4615 9.68186 9.24766 11.2696 11.0118 10.0365 9.70664 8.76448 11.4499 8.17753 7.90793 7.75559 7.53472 7.45277 7.19721 7.64873 8.04358 7.60819 7.11797 threshold=48.000000000000007 26.483146111980158 0.53216324408916094 0.12488275445021509 31.07714893907357 0.14979426405091775 0.66988682110964726 1.4130144021457254 48.53047698175434 30.229539873015529 5.5000000000000009 -0.41072067618370051 0.92632214594457174 0.96555751300141002 0.38630090972899683 97.616917881368508 306.25000000000006 0.45229834027689336 0.84297883137596064 1.5000000000000002 52.796552320999844 0.73257299845489243 76.080532073974624 351.50000000000006 59.40099856077611 528.25000000000011 0.47710697620407311 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 20 6 -5 -6 -4 9 19 -2 18 13 14 -7 15 -13 17 -16 -1 -9 -3 -17 -23 -15 26 -26 -25 -11 right_child=7 2 3 4 5 11 -8 8 -10 27 -12 12 -14 23 16 21 -18 -19 -20 -21 -22 22 -24 24 25 -27 -28 -29 leaf_value=-0.00098011878513002641 -0.0016630121008854115 -0.0029171274081083729 -0.016674110092632723 0.0023202756133582029 -0.016588905983765723 0.00031610650477637204 -0.0025776646148680592 -0.0022198076877821887 0.00084644409222769143 -0.001478146926616421 -0.01278434100686706 0.02480074478764346 0.0014432819178305642 0.0060823727975722686 -0.017646820501342753 -0.016522920161967571 -1.7526305102529976e-05 0.0056499990980579517 0.00020473216807245602 -0.0057788281490048091 0.0047503694444326373 -0.0029768451836125632 -0.031747108276061142 -0.0067439733553948311 -0.0059494381359613008 0.0035677024278650648 0.0010246955904843389 0.00019356651342376598 leaf_count=80083 31824 13015 397 14377 194 195268 897 12156 4737 16451 337 52 28263 1607 322 332 321193 167 48906 4444 726 1113 49 663 487 9356 74064 68805 internal_value=0 0.00190071 0.00379336 0.00461059 0.00481086 0.00419033 -0.0956041 -0.0112651 -0.0315843 -0.0075621 -0.00779539 0.00426204 0.00084165 0.0085337 -0.000832722 -0.0812123 -0.000446419 -0.134222 -0.00735313 -0.0439428 -0.0347933 -0.095995 -0.0580352 0.0179494 0.0166896 0.0428933 0.0132381 -0.00178685 internal_count=930285 791868 662542 648801 647507 633130 1294 138417 21337 117080 129326 632936 351491 281445 323228 1546 321682 489 128989 16600 13741 1494 1162 86177 84570 9843 74727 85256 shrinkage=0.0721984 Tree=55 num_leaves=29 num_cat=0 split_feature=0 1 28 0 21 25 20 6 4 26 27 22 5 19 4 25 12 1 26 18 17 7 4 17 12 7 29 27 split_gain=18.7533 13.4972 18.2997 13.4872 10.5087 18.0408 14.6517 13.7905 11.5862 11.5821 10.913 13.2618 10.5336 15.8681 10.696 10.133 9.4296 17.4302 9.50682 9.3827 9.37773 11.2946 10.5697 8.86307 8.84313 8.82126 8.50298 10.0523 threshold=48.000000000000007 717.50000000000011 855.75000000000011 17.500000000000004 1.5000000000000002 6240.2500000000009 0.71382807689676409 0.20673335859447103 34.457836151123054 0.93632025990438572 2.5000000000000004 2987.5000000000005 93.999992370605483 8729.5000000000018 58.113483428955085 1891.5000000000002 318.10407640085663 2288.5000000000005 1.1371354647939385 2.5000000000000004 59.40099856077611 -42.690786361694329 39.747493743896491 110.47746741059855 113.4619407771256 -44.937038421630852 1.4130144021457254 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 7 6 -6 16 15 10 11 -10 -7 14 -14 -8 17 18 -3 24 -9 -22 -23 -11 -4 -12 -2 -28 right_child=26 4 19 -5 5 12 8 20 9 23 25 -13 13 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 -27 27 -29 leaf_value=0.00054725146477738597 -0.00053590603536866801 -0.0038532894659317699 -0.0011806843392313602 -0.00028774611063470264 -0.0031943685084525994 0.0037870186831488561 0.00054778460722500969 0.0013343400548160226 0.0091992042623075393 -0.0004732523227495883 -0.0096390708696280584 -0.042298753409006247 -0.0048419008516191481 -0.002745547835554783 -0.022786493625582285 0.0031556314977977378 -0.0019225369058816829 -0.052568435881230474 -0.038021404871122558 -0.006025994847271148 0.0006337925026833446 -0.0012525378579377239 0.010761254002746714 0.010841328567215251 -0.0076588711476999211 -0.0014378671018248146 -0.00028834520160382729 -0.0034585958561931468 leaf_count=154951 117052 281 25414 288714 5884 444 215424 46485 38 31968 1000 83 266 1018 496 8057 938 56 50 2574 1796 482 1835 365 1148 2161 9103 12202 internal_value=0 0.00185115 -0.00154058 5.37224e-05 0.00687614 0.00434655 0.00509932 0.0198939 0.00621991 -0.0105312 -0.0671331 -0.361862 -0.0853437 -0.119715 -0.228847 0.00888944 -0.0808152 -0.212151 -0.124859 -0.0258176 0.0225311 0.0682988 0.114435 -0.00478577 -0.0202313 -0.0558512 -0.0107672 -0.0291425 internal_count=930285 791928 472801 443665 319127 267204 264980 51923 259096 35615 3282 121 2224 1780 762 223481 1325 387 331 29136 50598 4113 2317 32333 26562 3161 138357 21305 shrinkage=0.0721984 Tree=56 num_leaves=29 num_cat=0 split_feature=11 7 27 28 9 4 12 13 30 17 24 16 24 0 11 5 14 21 7 23 23 16 1 27 7 14 28 11 split_gain=17.7717 19.7658 14.5192 18.3449 13.9404 13.0454 23.8878 11.9586 10.6116 10.5988 10.2822 9.93802 8.29746 10.4942 8.12499 7.45144 8.83897 9.38191 8.34595 10.4079 15.6709 9.02597 8.82499 8.27897 10.6402 18.9944 9.92338 7.80168 threshold=0.87019382240317977 -1.0000000180025095e-35 7.5000000000000009 306.25000000000006 0.9544165290433948 45.100843429565437 250.59292911256333 50.939440048370102 1.0000000180025095e-35 47.245678452135529 5.5000000000000009 146.97140149613418 7.5000000000000009 35.000000000000007 0.70127499907312563 63.504333496093757 36.733777237975097 1.5000000000000002 -57.380758285522454 0.45401728350549081 1.1615324256662565 175.82668487467046 2942.5000000000005 2.5000000000000004 -88.306980133056626 16.920364266705629 354.75000000000006 0.68631696036531831 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 9 6 14 8 -2 11 -8 -1 13 -5 -3 16 23 -18 19 -19 27 -20 -22 24 25 -6 -26 -21 right_child=7 2 3 12 15 -7 10 -9 -10 -11 -12 -13 -14 -15 -16 -17 17 18 21 20 22 -23 -24 -25 26 -27 -28 -29 leaf_value=-0.0028928250059798836 0.00047448402459360071 -0.0046818379902726333 -0.013898348451657102 0.0013376501345962507 -0.00059399279549782766 0.00072081456293101318 -0.010799615707390678 0.001735225443568319 -0.0015521793288552732 -0.0008542364305880784 -0.04250120299874259 0.00051437934397359259 -0.00052791770174665106 -0.00067249573600496027 -0.0015446510172238562 0.0023753117147805366 0.0030657091511317185 0.017481700435354321 -0.023183820038249765 -0.028981877836251176 0.00019912908542366276 -0.00011082841162231795 -0.030686428855723102 0.00064987159768667413 0.019833326440856367 -0.023193566478043964 -0.0017075150457731127 -0.012525277033487518 leaf_count=4748 180313 4822 521 30957 451 10067 1119 37234 14554 84504 56 74158 231233 24059 40001 11766 1132 77 93 204 664 1778 52 172334 117 340 2362 569 internal_value=0 -0.00248759 -0.00790456 -0.00502711 0.00273862 -0.0226226 -0.0297587 0.00761307 0.00447543 -0.00404954 -0.170509 0.00428483 -0.00468589 0.00635187 -0.0260691 0.00851781 0.00692558 -0.0364967 -0.0625024 -0.116365 -0.134904 -0.01742 -0.0283103 0.00805537 -0.0417909 -0.142775 -0.00956896 -0.233638 internal_count=930285 698184 342835 286770 355349 56065 45998 232101 194867 163410 1175 78906 286249 55016 44823 191939 180173 4569 3437 1566 1489 1871 716 175604 3270 791 2479 773 shrinkage=0.0721984 Tree=57 num_leaves=29 num_cat=0 split_feature=0 14 28 21 27 7 18 4 28 18 13 21 28 20 20 13 16 6 28 16 16 22 23 23 19 13 17 21 split_gain=14.7397 17.2159 9.7434 15.3243 10.6096 13.3159 10.2378 9.72545 8.6124 29.3766 15.8079 11.6184 11.618 12.6432 29.0309 21.5664 13.4346 9.18673 8.88399 8.12199 8.49774 13.0137 8.84484 7.66255 7.58538 10.198 7.35605 7.693 threshold=22.000000000000004 19.930885692090392 696.25000000000011 9.5000000000000018 25.500000000000004 -36.004024505615227 2.5000000000000004 31.534513473510746 985.25000000000011 1.5000000000000002 71.088209460780845 10.500000000000002 1139.7500000000002 0.87391824831983567 1.1289046339108919 55.855565103878838 235.51962363891599 0.8378378464545656 654.25000000000011 161.47979259081646 97.616917881368508 1702.2500000000002 0.9445784633834422 0.7484979805960752 474.25000000000006 43.918994274238941 63.056622562118584 8.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 4 19 6 -6 26 -5 18 -10 11 12 -11 17 15 16 -15 -14 -1 20 21 -4 -23 -7 25 -25 27 -3 right_child=1 2 3 7 5 23 -8 -9 9 10 -12 -13 13 14 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 leaf_value=0.00024422551550778824 -0.00096771736187099919 -0.00056400388989731555 -0.0073504960918754246 0.0035210076272896599 -0.0051343410170769585 0.0032406069364754072 0.00052189191772763317 -0.0094534642857205236 0.00027299734833062587 -0.0017457383331653043 0.00053297702982212016 -0.027605632686751234 -0.0069713185795963403 -0.020693119368773171 -0.0032651621373212393 -0.0027159111388332094 -0.041847832834851308 0.0060223553323048486 0.0010824608901480852 0.0002931020189718233 -0.0027833166867534138 -0.00035767577731382036 0.010313371200440662 -0.0035435597662537492 -0.00083000265481497648 -0.024761280450473117 -0.0050238043327694628 0.0039501045178396612 leaf_count=185962 123106 103661 549 9510 4330 2179 79614 311 41866 2022 2278 134 1337 427 833 227 247 360 102088 215922 8475 738 897 3674 35521 122 1889 2006 internal_value=0 -0.00287792 -0.000117416 0.00440565 -0.00470661 -0.0183442 -0.00136763 0.0430778 0.00539938 -0.0067531 -0.062828 -0.091455 -0.0843064 -0.119741 -0.179794 -0.304207 -0.393993 -0.0583788 0.00749747 0.00272944 -0.0242175 0.0314033 0.0761335 -0.0128377 -0.0160368 -0.0585259 -0.00773064 -0.0066249 internal_count=930285 592504 469398 236402 232996 45826 187170 9821 337781 49731 7865 5587 5453 3431 1734 901 674 1697 288050 226581 10659 2184 1635 41496 39317 3796 107556 105667 shrinkage=0.0721984 Tree=58 num_leaves=29 num_cat=0 split_feature=11 7 9 13 30 25 18 14 14 13 21 21 10 4 28 18 27 21 6 22 10 21 17 17 27 13 13 14 split_gain=15.2612 17.7687 12.617 10.9723 10.9053 10.7552 9.64021 9.06408 7.97206 10.053 7.87612 7.82363 9.94095 7.47303 7.36324 7.17829 7.94343 7.57157 7.17577 12.3656 7.16076 7.51366 17.6102 13.2118 9.90396 7.48786 7.16381 20.1166 threshold=0.87019382240317977 -4.3748912811279288 0.9544165290433948 71.088209460780845 1.0000000180025095e-35 310.75000000000006 2.5000000000000004 20.685881893165455 22.227075732826883 46.415522600790631 1.5000000000000002 9.5000000000000018 0.75734396472975651 60.003269195556648 884.25000000000011 1.5000000000000002 1.5000000000000002 2.5000000000000004 0.77777777485256439 578.25000000000011 0.96824806185138146 1.5000000000000002 64.647692469709312 85.858916731060972 6.5000000000000009 31.402226158604368 186.58261751505967 35.435787142462694 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 6 15 -5 9 10 -7 12 -4 -14 18 16 -3 -17 -12 -20 21 22 -10 24 -23 -26 27 -22 right_child=3 5 11 7 -6 8 -8 -9 20 -11 14 -13 13 -15 -16 17 -18 -19 19 -21 26 23 -24 -25 25 -27 -28 -29 leaf_value=-0.000281410019055362 0.00050496018409512688 0.0075324823363854612 1.3403561033808844e-05 0.0098632655508346708 -0.0014613225062889267 -0.0032624134200725883 -0.011302212559919766 0.0018235901762625934 0.00068498995802025893 -0.0033060700524128726 -0.00014404019369811184 0.0024315620589965836 0.001025240461164278 0.0058577022152109491 -0.0029057682127433065 0.010248404711603789 -0.0087764397593110902 -0.0024381800488190971 -0.0020428560392438213 0.00060280178611251854 -0.0038290929690133831 -0.0019038333530653408 0.01050438139455512 -0.0087767104676589845 -0.00092063870573932114 0.00019467963200700192 0.0010004731687805696 -0.028516304940047657 leaf_count=139701 196025 185 93205 760 15895 6084 847 19139 21566 8241 95182 11800 71355 1708 6944 376 982 705 31036 13094 1919 16841 996 948 41137 132254 1171 189 internal_value=0 -0.00230434 0.00321629 0.00705952 0.00495135 -0.00691243 -0.0656218 0.029511 -0.00643122 -0.0117728 -0.00993255 0.00879751 0.00703168 0.015765 -0.00846604 -0.0313642 -0.0857505 0.0273489 -0.00688192 -0.0174222 -0.00247879 -0.00176733 0.0154916 -0.00380413 -0.00321728 -0.000968575 -0.0488558 -0.0836931 internal_count=930285 698466 317769 231819 211920 380697 3095 19899 377602 160581 152340 178068 166268 73063 146256 2248 1167 1081 139312 44130 217021 213742 22562 191180 190232 173391 3279 2108 shrinkage=0.0721984 Tree=59 num_leaves=29 num_cat=0 split_feature=0 29 1 25 18 4 0 1 20 21 25 7 29 26 15 11 16 4 26 18 29 20 9 6 27 4 19 4 split_gain=14.2627 10.5998 9.81129 13.8433 13.1744 10.6976 9.92989 9.07098 8.45887 8.42835 9.90152 11.5938 7.97678 10.5312 9.66521 7.35122 11.8845 10.2675 8.86514 11.4678 10.0128 8.25132 7.03614 7.27321 10.0038 6.83836 6.61687 6.53179 threshold=49.500000000000007 1.4130144021457254 721.50000000000011 928.25000000000011 2.5000000000000004 11.00072765350342 17.500000000000004 3299.5000000000005 0.74280121966596757 2.5000000000000004 246.25000000000003 -33.690065383911126 0.12488275445021509 0.23506850187669667 0.2056352685604802 0.8694026858041547 185.55010460251052 14.461135387420656 0.71815785274523636 2.5000000000000004 0.37911128594231075 1.0654259723251926 0.95407343218435081 0.77478184758611679 22.500000000000004 40.000247955322273 11197.000000000002 39.747493743896491 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 6 -5 -6 -1 -3 26 -8 11 -11 27 14 -14 17 -17 -15 19 -19 -20 -22 -12 24 -24 -23 -4 -10 right_child=1 7 8 4 5 -7 9 -9 12 10 22 -13 13 15 -16 16 -18 18 20 -21 21 25 23 -25 -26 -27 -28 -29 leaf_value=0.00044810608841258951 -0.00047469899073929043 -0.0034196969798120139 -0.0024190313317864892 -0.0013501145877689914 0.0074701044728497984 -0.010280965026080469 -0.0013827981947403798 0.0004572743264292464 -0.010753867755188787 0.0030500488676506749 -0.0010553783407452181 -0.013259172105119177 -0.020244912468172695 -0.014003684041098485 0.0088157226802357581 0.0092312525661003945 0.00095282858236231578 -0.001673057583071066 0.0086974639441232768 -0.019446732538391832 0.00059659569854256158 -0.00023406921162773346 0.00078016816370789081 -0.00044471440163989183 -0.00048986672697076846 -0.0043640137473654403 0.0026963671984738145 0.030440517981003338 leaf_count=158431 90318 12586 8652 21623 202 1428 31039 4194 450 356 35366 628 63 263 1124 914 82152 7689 747 194 162808 61005 97308 98592 48413 2164 1555 21 internal_value=0 -0.010863 0.00140483 -0.00141775 -0.0252353 -0.11193 -0.000239721 -0.0339438 0.00562744 -0.00351624 -0.00178697 -0.101923 0.00653251 0.00672444 0.100741 0.00637343 0.014459 0.00351382 0.00373519 -0.0292315 0.00488142 0.00449933 -0.00143466 0.000473689 0.00496165 -0.00520164 -0.0227113 -0.123509 internal_count=930285 107098 823187 493386 23253 1630 470133 16780 329801 311702 280663 984 319594 319123 1187 317936 83066 234870 234607 7883 226724 225977 279679 244313 145721 63169 10207 471 shrinkage=0.0721984 Tree=60 num_leaves=29 num_cat=0 split_feature=0 13 20 29 24 17 24 29 11 14 28 28 18 6 21 25 13 5 28 29 26 25 20 12 20 5 13 15 split_gain=12.5024 8.87621 15.0451 9.73674 9.69578 9.31693 9.14284 8.43254 8.23618 7.9815 7.64736 15.7666 20.3715 23.7634 16.5107 15.3127 17.8152 32.953 15.8453 10.5262 9.33879 8.58036 9.58753 8.41683 8.01631 7.9597 11.5542 9.26216 threshold=49.500000000000007 26.483146111980158 0.53216324408916094 0.12488275445021509 24.500000000000004 28.99353813647863 33.500000000000007 1.4130144021457254 0.66434608212399848 48.53047698175434 680.25000000000011 961.25000000000011 1.5000000000000002 0.34639064993798618 10.500000000000002 1179.2500000000002 44.390416285403035 36.400499343872077 1331.2500000000002 0.70605400159203813 0.9566492254833826 2260.5000000000005 0.81894363215025201 84.988329701443533 0.82272504674561497 52.606143951416023 52.519447404323124 0.62272051092900982 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 8 -1 -5 -6 -2 -4 -9 -7 -12 25 -14 15 -15 17 21 24 20 -18 22 -17 -24 -19 -13 -27 -28 right_child=7 2 3 5 6 10 -8 9 -10 -11 11 12 13 14 -16 16 19 18 -20 -21 -22 -23 23 -25 -26 26 27 -29 leaf_value=-0.0003699785576683822 -0.00046599259338908654 -0.0021079479415705531 -0.014777923000728065 0.0025508189125707384 -0.0063789264747438016 -3.8673894532675034e-06 0.010099284082191141 -0.0030652052515308423 -0.0022904792433693661 0.00072235603707608402 0.00087398078618789398 0.00127411889873669 0.0028912408533203716 -0.001203973468292884 -0.03249579379094393 0.00012943811610570443 -0.0080724087594936465 -0.0053420388821965132 -0.013542195084052109 -0.0022061720425666353 -0.03029997018461221 0.015937374857590475 0.022321555611983554 -0.017456922147391904 -0.037478496077825246 -0.021312288580624821 0.00029532979469292962 -0.0017760569012829927 leaf_count=130996 90366 14527 388 9071 2165 360325 191 13097 948 3725 196053 26418 3417 6823 104 580 726 46 443 4039 114 105 30 366 336 135 50252 14499 internal_value=0 0.00120048 0.0026444 0.00332945 -0.00626801 0.00349853 -0.0698498 -0.0102812 -0.0819557 -0.0308387 0.0030642 0.00675372 -0.00292218 -0.0345675 -0.053161 -0.0501274 -0.0837663 -0.165749 -0.316262 -0.0517394 -0.153591 -0.0508811 -0.0801031 -0.200052 -0.465504 0.00301462 -0.00294307 -0.00233376 internal_count=930285 823097 689745 675218 133352 673882 2356 107188 1336 16822 664811 304486 108433 17129 13712 13608 6785 1906 825 4879 840 1081 976 396 382 91304 64886 64751 shrinkage=0.0721984 Tree=61 num_leaves=29 num_cat=0 split_feature=16 16 26 17 16 20 23 2 27 28 7 28 27 28 18 13 9 5 27 24 19 28 14 27 13 7 15 27 split_gain=11.6726 8.14172 10.658 8.72628 10.4002 8.31677 8.62135 8.09272 9.00992 16.8042 14.3716 8.1747 11.1573 11.834 9.16611 7.68032 9.14654 10.765 8.26253 7.64336 7.36055 6.94118 7.65416 8.85744 9.92595 12.3237 8.22785 7.5916 threshold=165.68230500694548 97.616917881368508 1.036501108689653 39.207927431327178 146.97140149613418 0.89447544470820373 1.2094572412202094 23.504716981132081 6.5000000000000009 306.25000000000006 -1.0000000180025095e-35 696.25000000000011 26.500000000000004 463.25000000000006 3.5000000000000004 280.57668895051461 0.94874323260402604 78.258468627929702 4.5000000000000009 20.500000000000004 3232.5000000000005 354.75000000000006 26.598405113127221 2.5000000000000004 31.591827696990904 -89.142768859863267 0.45944221272472302 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 15 4 -3 -4 -7 8 21 10 -10 12 -11 14 -14 16 -1 18 -18 -13 -19 27 23 24 -23 26 -26 -2 right_child=7 3 5 -5 -6 6 -8 -9 9 11 -12 19 13 -15 -16 -17 17 20 -20 -21 -22 22 -24 -25 25 -27 -28 -29 leaf_value=-0.0035116233326644851 0.0059439286398441735 -0.0015309661523025854 -0.013214053288483735 -0.001836517010617305 0.0014843976274193588 0.0160113501476291 0.00041084793536955681 0.00036607672968756803 0.0010948896360258805 4.1568072321177021e-05 -0.01467393072416286 0.00036206500577108973 -0.0020977588432890019 -0.00079187644476094851 -0.009688987528449473 0.022273032900573655 -0.0060834513747360973 0.025519201805363718 0.0051957985472379986 0.0027777212017213813 0.0046068394742575626 -0.0012796857402893409 -0.00012990706350446621 -0.0011842801915315896 -0.009530372412887015 -0.0048133451869640754 -0.02674098129490509 -0.0028925239001787763 leaf_count=2024 1550 12304 81 37408 11568 575 272 311394 504 263077 749 146654 2068 58874 1384 81 555 173 868 7161 178 3009 31133 32912 365 2371 240 753 internal_value=0 -0.0127957 0.0268342 -0.0159044 -0.000966334 0.123103 0.152379 0.000993142 -0.00130359 0.000262835 -0.115393 0.000565237 -0.00227437 -0.0143047 -0.0712106 0.00380303 -0.0026952 0.0497227 0.0110342 0.00657256 0.206571 -0.0117085 -0.013485 -0.0228382 -0.058225 -0.0991745 -0.226566 0.0423101 internal_count=930285 66087 4807 61280 23872 928 847 864198 552804 480471 1253 479218 325403 62326 3452 3879 3798 1774 1423 153815 351 72333 70030 38897 5985 2976 605 2303 shrinkage=0.0721984 Tree=62 num_leaves=29 num_cat=0 split_feature=0 27 28 10 24 4 18 6 27 6 11 7 9 17 22 17 7 6 5 27 5 28 28 21 5 18 4 7 split_gain=10.9931 13.6154 7.94595 9.07955 7.85571 7.79859 6.89295 8.13763 6.65835 6.42772 6.04852 7.91488 8.97836 7.74871 7.52239 7.31282 8.05475 6.78454 7.09767 6.57257 7.96926 7.41924 9.5305 7.67021 6.6383 7.0368 6.22466 6.07927 threshold=40.500000000000007 49.500000000000007 742.25000000000011 0.90933276469507718 18.500000000000004 31.534513473510746 5.5000000000000009 0.57636815482272219 2.5000000000000004 0.76666666785137827 0.92831751807908902 -1.0000000180025095e-35 0.94826101867865331 47.401503131017272 276.75000000000006 64.647692469709312 -17.241459846496578 0.26212291747235933 62.999996185302741 2.5000000000000004 27.972931861877445 306.25000000000006 608.25000000000011 3.5000000000000004 14.000357627868654 1.5000000000000002 26.728932380676273 -89.935768127441392 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 8 -4 -6 10 -8 -2 -10 11 12 13 -1 19 17 27 -14 -19 20 -13 23 24 -21 -23 -26 -18 -17 right_child=1 -3 4 -5 5 -7 7 -9 9 -11 -12 14 15 -15 -16 16 26 18 -20 21 -22 22 -24 -25 25 -27 -28 -29 leaf_value=0.00041271048570253911 -0.0052817012308454866 -0.012705383241214169 -1.8631320270162128e-05 -0.0030775167978880488 0.0040284264261218608 -0.0097804853559916253 0.00016886764530017111 -0.014842819991627293 -0.00012405695076292666 -0.0010877235142392487 0.001053684661069093 0.008453498432689879 -0.0032238906795563575 -0.00086595754812593515 -7.8778611571920896e-05 0.011318169691834449 -0.009404269762689382 0.00049768821430641694 0.0023223136541920862 -0.00069091161410805705 -0.017093673681609082 -0.0078234220855360574 -0.0085652134497703515 -0.013811398807700409 -0.0034726059727191905 0.0043334899205023526 0.0023000695195533566 0.0025798076839530283 leaf_count=55910 1548 467 108490 7931 3759 226 410 348 87353 61467 37702 455 2416 44261 334602 431 513 153353 11981 362 74 499 931 648 987 1543 440 11178 internal_value=0 -0.00537717 -0.00508293 -0.00964917 0.00134365 0.0449496 0.00218653 -0.093119 -0.00790985 -0.00723118 0.00229627 0.00154913 0.00548167 -0.00210911 -0.00169405 0.00969867 0.0329706 0.00795595 0.00872472 -0.0383797 0.0675887 -0.0496588 -0.0301463 -0.126164 -0.00294836 0.0178423 -0.0554081 0.0402257 internal_count=930285 271241 270774 158299 112475 3985 659044 758 150368 148820 658286 620584 280483 100171 340101 180312 12562 167750 165334 5499 529 4970 3960 1010 3029 2530 953 11609 shrinkage=0.0721984 Tree=63 num_leaves=29 num_cat=0 split_feature=11 7 9 5 1 24 26 20 14 13 30 17 16 24 19 19 14 28 22 1 5 17 5 28 22 6 16 17 split_gain=11.0929 12.9318 9.16057 8.74949 12.7077 17.9258 7.40253 7.9504 7.30839 9.30333 6.7659 6.53389 23.1749 7.69284 13.7848 9.16789 6.44476 10.3599 14.9994 11.0177 13.4374 6.41511 6.31702 6.31115 7.66831 8.27677 6.2531 6.18239 threshold=0.87019382240317977 -4.3748912811279288 0.96603888005309113 40.999996185302741 1001.5000000000001 26.500000000000004 0.55365276852057577 1.1548052385455396 22.227075732826883 46.415522600790631 1.5000000000000002 51.034197900960642 227.87083716214076 22.500000000000004 354.75000000000006 989.25000000000011 24.857435098659039 600.25000000000011 600.25000000000011 732.50000000000011 28.993052482604984 66.720633559900179 32.99963569641114 877.25000000000011 578.25000000000011 0.77777777485256439 228.1892999956406 100.73746907209203 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 10 -6 -1 -8 9 23 11 13 -13 -2 -15 16 -16 18 -18 20 -20 -4 -14 24 25 -3 -9 -11 right_child=3 8 21 -5 5 -7 7 26 -10 27 -12 12 22 14 15 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0011849863245480935 0.00032031054533743008 -0.00043321618137647546 0.00060695860720664846 0.0012671870641812848 -0.0034901631838307914 -0.049859893068983481 0.00028837702256021193 -0.0018489483723458091 -0.00014430107159090218 -0.0032965368041262535 -0.0015551131698191363 0.0013586827461731581 -0.0061502365440299651 -0.016259404885817647 -0.00032486420258002021 -0.045815738213173654 -0.0048246950254549623 -0.00055794867830217263 0.0087483132716431426 -0.0031133251725014802 -0.04829847959234717 0.002657936484504833 -0.034697782061935287 -0.0024915937179110182 0.00016099352080210731 -0.0018549808913089771 0.00044551199666463287 0.020562800523015207 leaf_count=26399 118548 60863 87484 51919 3525 44 168076 17622 217071 8278 9789 37447 62 329 8494 24 477 1024 26 66 125 8744 116 9197 52064 32870 9545 57 internal_value=0 -0.00186687 0.00284087 0.0061142 0.002817 -0.0562592 -0.000696339 0.00142872 -0.00580076 -0.0108539 0.0040114 0.00551146 0.0171077 0.0021322 -0.0237244 -0.0172485 -0.0157976 -0.0716566 -0.165983 -0.383948 -0.532918 0.0109881 -0.342864 -0.0091037 -0.00750102 -0.0129061 -0.0144435 -0.0433995 internal_count=930285 698270 317870 232015 180096 3569 221642 195243 380400 163329 176527 166738 37625 129113 10565 10236 10212 1718 694 217 151 96228 178 154994 145797 93733 27167 8335 shrinkage=0.0721984 Tree=64 num_leaves=29 num_cat=0 split_feature=16 1 0 27 28 15 21 25 28 18 13 25 21 27 20 20 10 4 28 27 30 23 1 21 16 29 24 17 split_gain=9.79119 9.08078 8.09705 10.6919 7.25494 10.3592 8.40854 6.90161 6.78589 24.088 17.8151 13.9959 12.3993 11.3113 10.1575 24.1772 17.7072 10.5967 7.98187 12.0681 7.88086 7.67991 7.63505 7.37393 7.33905 9.8487 8.81874 7.32724 threshold=154.86313202247194 4812.5000000000009 29.500000000000004 49.500000000000007 696.25000000000011 0.42391714328740449 9.5000000000000018 408.25000000000006 998.25000000000011 1.5000000000000002 71.088209460780845 1179.2500000000002 5.5000000000000009 14.500000000000002 0.83356901383168636 1.1289046339108919 0.76517890705289526 20.9953727722168 455.25000000000006 33.500000000000007 1.0000000180025095e-35 0.83387273025615249 114.50000000000001 8.5000000000000018 229.91747586883349 0.69967462809243075 22.500000000000004 46.770747643771081 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 8 4 5 -4 7 -6 13 -10 11 12 -11 22 -13 16 17 -16 19 -15 21 -19 -2 24 25 26 -20 -25 right_child=2 -3 3 -5 6 -7 -8 -9 9 10 -12 14 -14 18 15 -17 -18 20 23 -21 -22 -23 -24 27 -26 -27 -28 -29 leaf_value=-0.001306592627265515 -0.0020805831042562213 0.0042861722894586658 -0.0025354568170109677 -0.0075294547624709237 -0.009411992040885938 -0.00032457271961072628 0.0024155154144259693 8.1525818898163638e-05 0.00015821508038245426 -0.00034612716821562096 0.001150341347571463 -0.0040850853421563974 -0.012344361759583151 -0.00089974171862510714 0.019819391496497342 -0.0032362766627208901 -0.009009004582124315 -0.01691212390440508 0.00089546520776177655 -0.0079798934522700357 -0.0048026774804825808 -0.035678874030653257 0.00094882952719064541 6.9942952072287804e-05 0.0005399560009638068 -0.00081897641594601907 -0.020376493811715642 0.0016629585607321651 leaf_count=39241 4467 1574 11654 1028 400 212150 8252 190961 56277 2792 2796 1467 535 12576 25 961 563 154 25214 1394 68 434 148560 30414 64280 82151 102 29795 internal_value=0 -0.0151099 0.000729897 -0.0024282 -0.0021809 -0.00609014 0.00220211 0.000854335 0.0036124 -0.00577439 -0.0515417 -0.0784969 -0.0315175 0.00516698 -0.121062 -0.163962 -0.255996 -0.364475 0.000966715 -0.0222475 -0.388827 -0.426101 0.0119171 0.00236484 -0.000973519 -0.00602915 0.0112157 0.0118875 internal_count=930285 40815 889470 424445 423417 223804 199613 191361 465025 66072 9795 6999 3327 398953 3672 2205 1244 681 245926 13970 656 588 153027 231956 171747 107467 25316 60209 shrinkage=0.0721984 Tree=65 num_leaves=29 num_cat=0 split_feature=0 17 23 28 11 7 13 30 5 14 13 9 15 22 7 27 23 28 14 4 11 17 21 17 12 17 27 11 split_gain=9.25434 8.86825 7.91463 9.34344 6.41072 13.4854 7.37484 10.1391 8.80004 7.02225 10.1238 6.1149 5.93254 10.8732 6.2463 9.96887 7.29801 7.09026 11.0361 6.71944 8.47625 5.86817 5.68245 16.7942 15.3156 10.4899 8.3366 8.14007 threshold=49.500000000000007 52.445483766199963 1.5887648177367806 961.25000000000011 0.86090380271666833 -8.0829067230224592 71.088209460780845 1.5000000000000002 90.137897491455092 22.685034031699093 46.415522600790631 0.95139201420142017 0.25900474910455146 687.75000000000011 -1.0000000180025095e-35 8.5000000000000018 1.4232448531588739 2723.2500000000005 35.435787142462694 39.747493743896491 0.58383895785976581 100.73746907209203 1.5000000000000002 63.056622562118584 693.07821048680194 59.40099856077611 6.5000000000000009 0.55495301799649643 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 11 7 -6 -8 10 -7 -1 13 -11 15 -15 17 -17 -19 20 -16 -12 25 24 26 -14 -24 -26 right_child=1 -3 3 -5 6 9 8 -9 -10 12 21 -13 22 14 19 16 -18 18 -20 -21 -22 -23 23 -25 27 -27 -28 -29 leaf_value=-0.00010011114265336817 -0.0011270220025271992 -4.9131841825542239e-05 -0.0075619871752036338 0.0011365525421755038 0.0003807034299318903 -0.00057675240119620292 0.0030687149864216047 -0.0017752904637457323 3.0840280459332098e-05 -0.029122407373073617 -0.0033672026226454553 0.0006334919620242358 0.00075582506251235695 0.0039464751331895233 -0.047579567135953515 -0.007978438379216057 0.00065669073272696529 -0.0019324093222730747 -0.052374922892416818 -9.9718303089150359e-05 -0.010318176079338347 0.019880465322639023 -0.0017876586355320351 -0.0054011062174362584 -0.0054654010303696139 0.0078215540290850431 0.00017538492747472061 -0.031970847076032829 leaf_count=97299 44211 59803 2127 923 219220 145197 11117 11992 8990 82 8019 151366 18049 1210 34 359 421 40 52 377 497 57 12330 3091 126 1166 132014 116 internal_value=0 -0.00877123 -0.0190091 -0.0682787 0.00111204 -0.000737855 0.00532166 0.0037242 0.0236911 -0.00499695 -0.00990516 0.0047985 -0.000570742 -0.0441168 -0.0342645 -0.00408038 -0.0855915 -0.17398 -0.421663 -0.103475 -0.17596 -0.0443656 0.000230816 -0.001874 -0.000314768 0.0164074 0.000106649 -0.251674 internal_count=930285 107064 47261 3050 823221 571902 251319 231212 20107 323237 153273 248665 169964 3072 2990 2082 872 451 92 908 531 8076 166892 147677 144586 19215 144344 242 shrinkage=0.0721984 Tree=66 num_leaves=29 num_cat=0 split_feature=0 19 21 21 30 26 30 5 5 27 9 14 0 19 25 18 17 1 28 15 25 22 20 11 28 24 28 30 split_gain=8.7974 9.44058 10.9875 9.42143 8.10934 12.484 12.9621 9.98114 9.45301 9.25306 7.94075 7.93731 6.92435 7.2574 6.60431 15.6883 8.53734 9.01729 8.54246 11.8403 13.3728 11.9883 8.66494 9.03245 8.4716 8.44762 8.37046 7.60145 threshold=22.000000000000004 535.25000000000011 14.500000000000002 1.5000000000000002 1.0000000180025095e-35 1.4597325962916179 2.5000000000000004 342.71749877929693 18.000169754028324 13.500000000000002 0.95299396386352919 17.907299064763471 40.500000000000007 331.25000000000006 849.25000000000011 1.5000000000000002 54.037866153970917 2288.5000000000005 1139.7500000000002 0.64117852626886673 1381.2500000000002 929.25000000000011 1.2039367885993175 0.77620007680491565 654.25000000000011 15.500000000000002 2204.7500000000005 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 -2 8 -6 9 -8 -3 -7 -5 -10 13 -4 24 25 18 -18 -17 -20 21 -21 23 -23 -1 -16 -22 -25 right_child=1 4 12 10 5 6 7 -9 11 -11 -12 -13 -14 -15 15 16 17 -19 19 20 26 22 -24 27 -26 -27 -28 -29 leaf_value=0.00018741372383819339 -0.003221600682153302 0.0044631580567187183 -0.020306067820944518 -0.0021188930180578739 -0.00023889244548422811 -0.0024793597706951648 0.00032352477363197614 -0.038916032774572729 -0.0019000181072633322 -0.0073822098588754445 -0.00026539408514501676 0.00016239658270140133 -0.011214624833939982 -0.001925048196605118 0.00025684548197044431 -0.00018450585817266567 -0.0074850737474130352 0.0061498666137404677 -0.001709176348573885 0.0042295311922233292 0.0030680237567178958 -0.0062731914772509384 -0.0028473541854599207 -0.036310324906491824 0.0010603318997208784 -0.034728563836488091 -0.01652581423492952 -0.0082456817430403666 leaf_count=184130 6719 2615 119 13389 60081 5044 5468 34 9995 3332 120338 362691 731 1895 54494 7762 2444 282 2875 113 426 95 104 287 84570 36 155 61 internal_value=0 -0.00223606 -0.00930679 -0.00808215 1.7568e-05 -0.00955301 -0.0365855 0.00112248 0.0019036 -0.061355 -0.00624626 0.00148321 -0.0719646 -0.0417061 0.00415845 -0.00455821 -0.033667 -0.0841371 -0.0220841 -0.0589113 -0.140547 -0.237943 -0.299199 -0.360181 0.00640117 0.00323759 -0.0299071 -0.434787 internal_count=930285 592451 143191 140446 449260 73959 13878 5502 375301 8376 133727 372686 2745 2014 337834 69134 14604 2726 11878 4116 1241 660 547 443 268700 54530 581 348 shrinkage=0.0721984 Tree=67 num_leaves=29 num_cat=0 split_feature=11 7 27 25 6 4 20 11 20 16 27 29 14 14 28 14 23 24 0 17 27 0 20 29 1 22 5 1 split_gain=8.04546 9.66861 9.58655 11.7676 10.6634 13.0921 9.0178 8.62825 13.034 9.56663 8.93312 10.9835 11.1473 8.07573 9.56756 7.63964 7.6242 7.52465 7.64109 7.48896 7.35534 7.08748 7.08438 6.87497 6.61979 6.47223 6.38391 9.41446 threshold=0.87019382240317977 -1.0000000180025095e-35 7.5000000000000009 246.25000000000003 0.470588238087632 49.000072479248054 1.0654259723251926 0.69138152917658113 0.99999213537226439 183.853299856528 1.5000000000000002 1.2375542141529452 20.747917653978828 38.267388643247379 961.25000000000011 40.082946396802839 0.7849343156188161 7.5000000000000009 35.000000000000007 110.47746741059855 3.5000000000000004 51.000000000000007 0.70108731336423691 1.1795263908035236 10453.000000000002 700.25000000000011 38.183763504028327 1001.5000000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 -4 5 7 16 8 -3 -10 -11 12 20 14 -14 19 -1 18 -5 -8 -12 22 -18 -23 -9 -17 27 -2 right_child=26 2 3 17 -6 -7 15 24 9 10 11 -13 13 -15 -16 25 21 -19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 leaf_value=-0.00037221974763917249 0.00019888067012320678 0.00073442255898241535 -0.010635961913104671 0.0013042613472198095 -0.0007733523783037973 0.0026192934127021324 -0.00044879065848598613 -0.0028660379736348287 -0.0042261432793121697 0.0088026533528449101 -0.020220863100356142 0.0014090264107904308 -0.0015522594368832315 -0.0035476630970536025 -0.037079578883548361 0.0052199198862308005 -0.0025593360728832842 -0.00038642027113062051 -0.00041379312419367138 -0.015320288935245889 -0.00067542916462490189 0.00029589139346696496 0.00069367479402596458 -0.0025220626024435246 -0.02443360769949451 -0.0069789514527753473 0.00098625146679050409 -0.004530842922356706 leaf_count=65190 166482 612 565 30903 45256 1649 63633 6799 586 72 245 137 45 57 324 265 3551 231403 23953 177 170 11338 202092 7497 75 1569 63417 2223 internal_value=0 -0.00168915 -0.00547755 -0.0031405 -0.0174419 -0.0457205 0.00196638 -0.0605437 -0.114324 -0.160896 -0.218023 -0.24305 -0.285822 -0.399455 -0.453569 -0.00861636 0.00436462 -0.00285593 0.00767426 -0.00678744 -0.169177 0.00712934 0.00882987 -0.0114373 -0.042956 -0.0722495 0.00510675 0.00189142 internal_count=930285 698163 342851 286824 56027 10771 355312 9122 2248 1636 1050 978 841 426 369 65644 289668 286259 54856 63810 415 224478 205643 18835 6874 1834 232122 168705 shrinkage=0.0721984 Tree=68 num_leaves=29 num_cat=0 split_feature=0 16 28 27 21 28 18 22 7 4 13 27 10 25 18 17 24 24 28 13 7 18 28 13 23 19 4 16 split_gain=7.5158 7.96815 7.39356 8.83938 8.80776 8.64995 10.34 7.55833 7.11282 6.74055 6.51992 6.4074 6.08833 5.9739 12.848 8.35818 9.35402 7.76933 7.74434 7.32241 8.11654 7.2438 7.05764 10.0656 11.1053 8.70205 13.5729 8.88081 threshold=22.000000000000004 154.86313202247194 696.25000000000011 26.500000000000004 9.5000000000000018 472.75000000000006 3.5000000000000004 554.25000000000011 -36.004024505615227 31.534513473510746 81.669379259565019 58.500000000000007 0.92433915865356664 849.25000000000011 1.5000000000000002 54.037866153970917 6.5000000000000009 15.500000000000002 654.25000000000011 19.512085084616743 -1.0000000180025095e-35 3.5000000000000004 1139.7500000000002 52.519447404323124 0.81266729545481697 919.25000000000011 31.999998092651371 233.99818383572577 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 -2 3 12 7 6 -5 -4 -7 -6 11 -10 -3 18 17 22 19 -15 -1 -17 -21 -18 -16 24 -24 -26 -27 -28 right_child=1 2 4 5 9 8 -8 -9 10 -11 -12 -13 -14 14 15 16 21 -19 -20 20 -22 -23 23 -25 25 26 27 -29 leaf_value=0.00015451779293232246 -0.0013266080301587745 -9.6289845245944199e-05 -0.0019612311594938976 -0.0018554784211808658 0.0025336210807225352 -0.0037164641999185874 -0.011415738566528871 0.00017423873760848558 -0.00062307576652475118 -0.0081709168816143461 -0.021053062051031243 -0.014122780038192924 -0.0019998236809383885 0.00019702694329347105 -0.00012729218685231521 0.020198812904214165 -0.011831686758887162 -0.032460203076939594 0.00098917290810664237 0.00071426136205162436 -0.011534069141419388 0.007361182461004292 -0.00355674893914287 -0.00079399463488718678 -0.0038606622235885001 -0.036126070795984053 0.009105522298156539 -0.020274705029272158 leaf_count=184227 29192 245920 8969 1649 10341 4509 918 235245 46109 316 82 184 9082 54372 7756 75 1209 38 84536 934 404 112 1077 2386 219 187 82 155 internal_value=0 -0.00226521 -0.00143042 -0.00472358 0.00255508 -0.0164162 -0.073054 0.00132706 -0.0135589 0.0306961 -0.00987227 -0.00937324 -0.0022727 0.00364544 -0.00465422 -0.0309992 -0.0808438 0.00241306 0.00577642 -0.0242876 -0.0413311 -0.141339 -0.0195108 -0.0530351 -0.11135 -0.215343 -0.29895 -0.140022 internal_count=930285 592516 563324 308453 254871 53451 2567 244214 50884 10657 46375 46293 255002 337769 69006 14596 2734 54410 268763 1413 1338 1321 11862 4106 1720 643 424 237 shrinkage=0.0721984 Tree=69 num_leaves=29 num_cat=0 split_feature=10 9 25 10 22 29 25 17 9 6 21 22 27 27 7 10 16 7 13 25 21 25 14 14 6 22 17 6 split_gain=7.25687 9.37889 9.23019 11.8639 9.19404 8.11353 7.26578 12.1941 7.13877 13.7463 12.8129 16.079 11.5422 9.97935 20.2449 18.117 10.0848 10.6604 9.40895 11.1234 11.9123 8.44792 27.9181 7.81394 12.4203 9.32214 7.88632 7.55075 threshold=0.70261186178535306 0.73812839899190885 3067.7500000000005 0.57753195926281842 446.25000000000006 0.15546287487541907 20763.500000000004 59.40099856077611 0.94621755230282034 0.53225802434801583 1.5000000000000002 2035.7500000000002 22.500000000000004 2.5000000000000004 -89.935768127441392 0.90063945589871142 204.6919971009967 -9.6887869834899885 71.088209460780845 981.75000000000011 9.5000000000000018 5107.5000000000009 59.825822260942694 20.685881893165455 0.26212291747235933 711.25000000000011 57.799411472715896 0.36848570178990053 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 -2 8 -8 9 -7 -11 -12 -13 14 15 21 -16 -18 19 -15 27 22 -10 -20 25 -25 -26 -21 right_child=5 4 3 -5 -6 6 7 -9 13 10 11 12 -14 18 16 -17 17 -19 23 20 -22 -23 -24 24 26 -27 -28 -29 leaf_value=0.0010561032557183227 -0.0014308988028578964 -0.0012357860726192702 -0.03215634456329812 -0.0059951065653460799 -0.00010313743311552343 -0.0010595485061000768 0.0013201397861798342 0.010361412933897312 -0.013782723473972948 0.0024971186166576702 0.00033976815987767149 -0.003435800629155343 -0.035544188389651329 0.00040666944004420091 0.0033984018505720513 0.0003789699678436964 0.0017639577519809012 -0.0037473164011819233 0.0085731582109344461 -0.0061350220521563916 -0.027441173986000846 0.00033925167580586878 -0.056292510793665859 -0.02865902615717577 0.0015891465750824511 -0.0024957549623146323 0.0062729222668785776 -0.00072077865214061467 leaf_count=282 16230 42430 148 232 312444 62639 5053 919 700 12583 53266 5370 59 350651 2515 594 2800 5278 833 1412 89 144 91 73 21475 2576 2053 27346 internal_value=0 -0.00352607 -0.122443 -0.224163 -0.00330424 0.00222173 0.00286221 0.0375556 0.00248724 -0.00386789 0.00562983 -0.000577973 -0.0524214 0.0045202 -0.0237535 -0.13132 -0.00822737 -0.0254437 0.00536332 0.00407983 -0.0147958 -0.218081 -0.258638 0.0233967 0.0203626 -0.0445543 0.0276716 -0.0136653 internal_count=930285 355536 662 380 354874 574749 558519 5972 552547 133917 71278 58695 5429 418630 12122 1529 10593 8078 406508 379498 28847 935 791 27010 26177 2649 23528 28758 shrinkage=0.0721984 Tree=70 num_leaves=29 num_cat=0 split_feature=11 7 10 26 22 29 26 24 13 17 16 12 8 17 17 16 0 0 17 29 4 10 7 16 26 27 4 17 split_gain=7.3849 8.40712 7.4735 6.34223 8.29796 11.765 7.26965 7.00501 5.92498 6.06905 21.1001 9.40973 7.54308 6.59642 5.64905 8.10779 5.45613 5.42978 6.90915 6.50772 6.42225 9.90925 9.71915 6.76176 6.67957 6.42403 11.9818 8.40061 threshold=0.87019382240317977 -16.571418762207028 0.96824806185138146 0.99929063810869712 863.75000000000011 1.5614269309844533 2.5253264299412446 13.500000000000002 50.939440048370102 49.764776030624894 228.51079360149095 94.790367901871804 1194.5000000000002 50.195020528263036 58.724109609381721 218.73244278776903 46.500000000000007 22.000000000000004 72.41317148524071 4.8230707487673437 230.99998474121097 0.93592217116820231 -48.802078247070305 181.95799572064965 4.6592645984699965 22.500000000000004 56.974952697753913 57.799411472715896 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 -3 -4 6 7 -5 -6 9 -2 14 -12 13 -13 -11 -16 -7 18 -1 -20 23 22 -22 24 -19 -25 27 -27 right_child=8 2 3 4 5 16 -8 -9 -10 10 11 12 -14 -15 15 -17 -18 20 19 -21 21 -23 -24 25 -26 26 -28 -29 leaf_value=0.00048191822595348998 -6.6518464583092783e-05 -0.00026075219235104243 -0.00016278350256141656 -0.0067023083233461898 -0.0076012227942183373 0.0029611114614729733 -0.023484662923098608 0.023697350406412583 0.0011893714734504135 0.001081866561439296 0.0049474030180648504 0.0012767413001014858 0.0088017647834523084 -0.030068359733059172 -0.0011317842174199896 -0.015373122192745038 -0.0049155515496065423 -0.0010888313889357586 0.0025723808090183436 0.019136205813864271 0.0028407555067902048 -0.030002690447279774 -0.022227324553358963 0.0004225489411827439 0.016984122630328596 -0.0020178185659721448 -0.037877204849251736 0.0014721624905995843 leaf_count=87545 137136 442451 3683 439 1953 1561 194 38 37180 54875 91 41 38 239 2128 231 649 28306 6604 126 318 89 108 106899 107 12094 46 5116 internal_value=0 -0.0016067 -0.00417641 -0.0335176 -0.0573367 -0.0412541 -0.164072 -0.0970086 0.00490577 0.00269766 0.0113074 -0.215018 -0.296158 -0.352896 0.0129248 -0.0349916 0.00897541 0.00307824 0.00904851 0.0399246 -0.000598497 -0.112081 -0.0486788 -0.000222182 -0.0141384 0.00296256 -0.014941 -0.0135786 internal_count=930285 698326 450968 8517 4834 4201 633 1991 231959 194779 57643 409 318 280 57234 2359 2210 247358 94275 6730 153083 515 426 152568 28413 124155 17256 17210 shrinkage=0.0721984 Tree=71 num_leaves=29 num_cat=0 split_feature=16 16 12 17 16 20 16 9 5 26 26 11 22 25 21 15 23 5 17 16 7 5 4 17 28 7 29 22 split_gain=6.64502 9.25338 9.20556 8.3814 9.68819 8.59435 7.55117 7.54873 8.5467 8.43308 8.3056 6.60813 5.66584 5.26446 10.277 13.5236 9.66486 10.6621 9.31588 9.29688 11.8411 11.2551 16.0024 8.41307 8.14789 6.95665 7.75083 16.0406 threshold=146.97140149613418 97.616917881368508 399.04067427419079 36.579975496418875 191.44480042462848 0.28927975633849723 169.67347002174591 0.92631822837910349 78.258468627929702 3.1713970700609138 0.1974541256531778 0.92831751807908902 771.25000000000011 5630.2500000000009 1.5000000000000002 0.67636372232936892 1.6145996051160469 253.22344207763675 59.846031011306145 186.31802184269375 -50.194429397583001 218.69409942626956 143.25037384033206 100.73746907209203 26933.000000000004 -5.6871492862701407 0.80026720404964979 8754.5000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 5 -2 -7 9 -9 -1 -10 13 -8 24 15 18 17 -16 -15 20 21 -20 -23 -22 -5 26 -17 -28 right_child=3 -3 -4 11 -6 6 12 8 10 -11 -12 -13 -14 14 16 25 -18 -19 19 -21 23 22 -24 -25 -26 -27 27 -29 leaf_value=-0.0046743870379069019 -0.00058234204434804142 -0.0017605423806783601 0.011166648580019202 -3.7217085012613871e-05 0.00039614736845108541 0.0026816657144729168 0.0049013341103957189 0.00097202053034989343 0.027955961847173444 0.019408917393967908 0.0063078390751784771 0.0009718746499180242 0.012919060042897864 -0.00042983638884324299 -0.0076459472599882299 0.00032529789980915812 0.0020483655999500873 -0.038412746472757456 0.0058388725335599759 0.008926774106154136 -0.005984789404535674 -0.034112396628072729 0.0092056495672397185 0.013391407306348928 -0.034385795409441346 -0.0015681968302575888 -0.02497061575808128 -0.0058332824136569312 leaf_count=1440 3143 21656 486 794672 48091 7058 1326 2244 119 80 413 33398 703 7763 1566 410 581 61 126 1256 186 151 63 314 36 1821 319 803 internal_value=0 -0.0155935 0.0242191 0.000490491 0.0118779 0.0370087 0.052599 0.00946178 0.04048 -0.0471873 0.154438 -0.00032383 0.106364 -0.000892125 -0.0191926 -0.00863882 -0.082343 -0.121879 0.0100191 0.0691772 -0.012261 -0.156241 -0.29585 0.0856454 -0.000537035 -0.0634996 -0.11316 -0.156157 internal_count=930285 26438 4782 903847 60321 12230 9087 4296 2776 1520 532 843526 2029 810128 15420 13212 2208 1627 9859 2096 840 340 214 500 794708 3353 1532 1122 shrinkage=0.0721984 Tree=72 num_leaves=29 num_cat=0 split_feature=0 27 28 24 26 17 19 19 22 19 22 16 9 24 27 28 18 13 21 25 13 20 30 19 20 13 7 18 split_gain=6.20127 9.53618 5.78325 5.7308 5.70955 5.6367 6.55568 6.10673 9.4744 7.20148 6.80926 6.05302 5.47354 5.94238 5.12703 10.3484 17.3318 12.422 14.9176 13.783 8.24343 9.15371 16.5499 10.0462 11.9406 8.4088 8.62209 9.57686 threshold=40.500000000000007 49.500000000000007 742.25000000000011 18.500000000000004 1.4900236966824647 92.358678921227565 361.25000000000006 489.25000000000006 711.25000000000011 606.25000000000011 500.75000000000006 151.06287055335972 0.96247352560572086 7.5000000000000009 14.500000000000002 985.25000000000011 1.5000000000000002 67.148388966204976 4.5000000000000009 1208.7500000000002 23.784917473545914 0.48388719413253722 1.0000000180025095e-35 874.25000000000011 0.15628635334749344 18.078034081822324 -59.652059555053704 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 12 -4 -5 11 -7 8 10 -9 -8 -1 -2 -14 15 20 -17 18 19 -18 21 22 23 24 -13 -23 -27 -28 right_child=1 -3 3 4 -6 6 7 9 -10 -11 -12 14 13 -15 -16 16 17 -19 -20 -21 -22 25 -24 -25 -26 26 27 -29 leaf_value=-0.0012593407407397363 -0.0013547003991130867 -0.010653997880483516 2.4234514846660593e-05 0.0033545156940013058 -0.010734984881556301 0.017843030345669052 0.0018697405726368973 0.0081205825797860086 0.020161668246559999 0.0013439511807707809 -0.021035634892460284 -0.014444832724575625 -0.0012069277350471787 -4.2906016820214437e-05 -6.0128365557233062e-05 7.5356145919121514e-05 5.6196571859859253e-05 0.00054452827133018994 -0.011061901545440124 -0.0069721819217622672 0.00080303583312767038 -0.0048307110591320184 -0.001196433074218814 0.021762373238766147 0.0047871200819308455 0.0027459201966061105 -0.00073432784453877605 -0.0063617299151696206 leaf_count=16724 34724 462 108543 3848 156 134 106 930 54 6753 187 176 30298 93133 337750 75876 3309 3500 1516 2595 181795 3285 6219 172 3837 2885 9425 1893 internal_value=0 -0.00401797 -0.00377298 0.00170619 0.0388592 0.00166336 0.0277762 0.0241156 -0.105646 0.0299763 -0.176584 0.00133586 -0.00767209 -0.0045518 0.00183103 0.00486567 -0.00431708 -0.0415659 -0.0647301 -0.0420093 0.00866669 -0.00734066 0.0161464 0.0647658 0.0546225 -0.0213136 -0.0107679 -0.0232075 internal_count=930285 271164 270702 112547 4004 659121 8164 8030 347 7683 293 650957 158155 123431 634233 296483 86796 10920 7420 5904 209687 27892 10404 4185 4013 17488 14203 11318 shrinkage=0.0721984 Tree=73 num_leaves=29 num_cat=0 split_feature=18 19 1 17 16 29 17 27 28 7 14 5 27 20 5 19 22 27 24 1 18 18 15 29 30 29 27 30 split_gain=5.9628 6.51129 5.85877 5.56334 7.47837 7.03349 7.31746 6.61029 10.4736 10.7079 9.98405 9.5641 9.20464 11.1087 9.10814 11.8983 8.71465 11.1709 14.0282 13.8771 11.9194 11.7572 8.83066 8.67252 9.7094 9.21625 9.59128 8.70101 threshold=5.5000000000000009 339.75000000000006 249.50000000000003 33.914977704344729 164.32930020283979 3.4357988368969763 69.268880557026662 6.5000000000000009 306.25000000000006 -1.0000000180025095e-35 26.325695844594751 111.0078811645508 14.500000000000002 0.69467025845083774 106.81457901000978 4968.0000000000009 536.25000000000011 47.500000000000007 26.500000000000004 974.50000000000011 2.5000000000000004 4.5000000000000009 0.57631060276093959 0.71730501077488651 1.0000000180025095e-35 1.4010778159913377 39.500000000000007 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 5 -5 -7 10 9 -9 11 -6 13 -10 16 -16 -14 23 20 22 -19 -22 -20 -18 -25 -26 27 -27 right_child=1 -3 -4 4 7 6 -8 8 12 -11 -12 -13 14 -15 15 -17 17 18 19 -21 21 -23 -24 24 25 26 -28 -29 leaf_value=0.00081714403216167763 -0.0015857702779581144 -0.0020420105541470515 -0.024535499119549473 -0.00095271281374429719 -0.0011332045091336275 -0.0065548608333325245 0.014791968515545019 0.0012753561249577335 -0.00087165725446456007 -0.011763481735019244 9.5698353202852617e-05 -0.010481092509530408 -0.00061915679343772854 0.00060470815980368886 -0.014600336178076732 0.0011500798938798304 0.0011255825522696811 0.010512656788749238 0.0052996634598147414 -0.04747615468719539 -0.028577052136847692 -0.00078968866950267442 -0.0059438178868966339 0.00012840077905840479 -0.00044178796011264891 -0.0056490272184541177 -0.024655165272241673 -0.0005235879591954241 leaf_count=41989 93 623 154 51117 50813 118 288 568 29827 778 67899 577 113625 243014 516 485 41263 74 669 34 292 109 799 262309 15202 3709 111 3230 internal_value=0 -0.0827559 -0.22015 7.03977e-05 -0.00046179 -0.0121545 0.118946 0.000258919 0.00140625 -0.0867223 -0.00663355 -0.0171494 0.00157209 0.00614019 -0.00124501 -0.0965259 -0.00102895 0.00158699 -0.0733553 -0.0259846 -0.223147 -0.291196 -0.0113564 0.00204172 7.71223e-05 -0.0199782 -0.0498629 -0.0451979 internal_count=930285 870 247 929415 887426 51523 406 835903 716614 1346 119289 51390 715268 272841 442427 1001 441426 327801 1977 1502 475 401 1468 325824 284561 22252 7050 6939 shrinkage=0.0721984 Tree=74 num_leaves=29 num_cat=0 split_feature=10 9 29 15 22 22 27 29 11 25 26 27 17 19 21 29 21 8 19 0 25 26 11 17 9 27 11 4 split_gain=5.51463 6.82914 7.78147 7.3395 7.70842 6.56286 6.41855 25.5549 6.39926 9.42848 6.25352 6.68429 8.65035 7.69321 6.37391 6.23702 6.21718 11.2798 9.14463 8.39428 5.81099 10.6436 13.2726 10.3668 6.51115 6.15766 10.8396 8.57355 threshold=0.70261186178535306 0.73812839899190885 1.6810488028411046 0.8377918575847515 5702.0000000000009 564.75000000000011 47.500000000000007 1.2888904051431347 0.85101525458668326 1021.2500000000001 0.75777789856325684 13.500000000000002 85.858916731060972 989.25000000000011 1.5000000000000002 0.15546287487541907 13.500000000000002 381.50000000000006 354.75000000000006 37.500000000000007 20763.500000000004 1.2056345314360226 0.4899212414238735 59.40099856077611 0.93503084305792739 6.5000000000000009 0.55495301799649643 143.25037384033206 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 8 -7 -8 10 16 -3 12 -12 14 -13 -2 -10 -18 -19 -20 25 23 -23 -22 -24 26 -17 -28 right_child=15 5 -4 4 -6 6 7 -9 9 -11 11 13 -14 -15 -16 20 17 18 19 -21 21 22 24 -25 -26 -27 27 -29 leaf_value=-0.0071011442556322517 -0.0012610075822857472 -0.0018441297720618213 0.0020138799714009398 -0.0032200793849658459 -0.040658861245109 4.5143309175680613e-05 0.0009250057096013292 -0.045016703602813256 0.00013393141069574773 0.011466385944121908 0.00057584378726188701 -0.022055935921308979 -0.020923876988076386 -0.012733980938443802 -0.00098756729118576036 0.0015156089032865032 -0.015046460810222833 -0.031626078127847367 0.0049361043898822066 -0.011347252185749807 0.0017877858553657484 -0.038986068066856089 0.0019736702691325572 0.010326109478210574 -0.036478273143574998 0.00026447826409299564 -0.00062549405488059604 -0.012447179073278995 leaf_count=259 16191 28778 261 43 86 220639 274 82 44193 376 21202 75 98 295 37743 13743 398 47 689 217 4818 68 196 876 26 453858 84433 321 internal_value=0 -0.00312746 -0.105613 -0.195421 -0.390303 -0.00294016 0.000408791 -0.133757 -0.00845873 0.00111418 -0.0134432 -0.00758265 0.00660576 -0.0155121 -0.0142572 0.0018825 -0.000187782 -0.0670114 -0.00796167 0.0143494 0.00244357 0.0334384 -0.15344 0.0429563 -0.0350383 0.00210779 -0.00505938 -0.0092837 internal_count=930285 355755 649 388 129 355106 220995 356 134111 45920 88191 59413 21300 38113 37818 574530 45544 1351 953 906 558339 5984 290 5694 222 552355 98497 84754 shrinkage=0.0721984 Tree=75 num_leaves=29 num_cat=0 split_feature=11 27 22 14 27 12 28 18 23 0 29 11 30 15 19 27 23 14 6 27 5 11 29 5 18 25 27 18 split_gain=5.32257 5.3223 11.9793 15.1257 12.8487 8.0473 7.71211 10.0282 7.12568 8.42511 7.39982 8.04277 7.2527 5.93373 10.7784 9.30891 9.23557 8.68134 17.1201 7.93459 7.26018 8.20499 5.80342 5.55979 5.25759 6.55095 8.15595 13.2232 threshold=0.90617566460434518 20.500000000000004 1139.2500000000002 52.796552320999844 22.500000000000004 182.63656197958437 690.25000000000011 1.5000000000000002 0.77999205718824471 52.500000000000007 0.049968759196523972 0.82017175291169109 2.5000000000000004 0.25900474910455146 4276.0000000000009 1.5000000000000002 2.9303362089671086 35.435787142462694 0.26212291747235933 16.500000000000004 72.000041961669936 0.82552442033976137 1.4130144021457254 48.540328979492195 2.5000000000000004 475.25000000000006 3.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 6 5 -5 -4 -3 -8 24 10 11 -10 13 14 15 20 17 -17 -19 -18 23 -22 -11 -12 25 26 27 -1 right_child=-2 2 3 4 -6 -7 7 -9 9 22 12 -13 -14 -15 -16 16 19 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0034372815021696877 0.00050668503363338459 -0.00056714409858030755 -0.0072979061368183195 -0.00075764030762737612 -0.039620198802370193 0.0035718054788676269 -0.0030675353653743815 0.00058454140947970009 -0.01450914687198545 -0.00044070858613598116 -0.018373443620571514 0.0076506867891396437 0.0013517190005519104 0.0002390738949883684 0.0020413827714097408 -0.00167464412575517 -0.0024016616282010795 -0.050887045874682499 -0.0033523368127976842 -0.033782547890397072 -0.014020856366443865 -0.045641521026123365 -0.002851237297729061 0.01749399343598293 -0.001366942075784555 -0.00038027835108311072 0.00099022809532322772 0.017154510053573355 leaf_count=266 97376 165504 1143 70 121 515 4183 62149 340 22705 41 114 30478 398219 2895 5699 78 56 134 91 149 60 6755 50 24513 96438 9725 418 internal_value=0 -0.000795514 -0.00484342 -0.0850153 -0.351495 -0.0543171 -0.00420401 0.00490642 0.000783085 0.0026103 0.00371034 -0.123892 0.00384262 0.00272965 -0.0223046 -0.045335 -0.0368199 -0.0302055 -0.240484 -0.267306 -0.217281 -0.319932 -0.0137597 0.018476 -0.00572491 -0.00269465 0.021139 0.126687 internal_count=930285 832909 233685 1849 191 1658 231836 66332 599224 467864 438404 454 437950 407472 9253 6358 6058 5889 190 169 300 209 29460 91 131360 106847 10409 684 shrinkage=0.0721984 Tree=76 num_leaves=29 num_cat=0 split_feature=11 15 22 28 24 19 21 20 9 28 28 10 9 4 25 24 25 28 14 25 28 28 27 27 11 16 9 8 split_gain=5.18039 6.09118 7.08425 9.63576 8.20534 8.41836 7.64019 6.84938 6.28405 9.31747 10.0906 5.77989 8.61372 7.46552 9.54562 7.36298 7.15741 6.66362 12.2787 7.91142 7.65633 7.5901 6.34035 8.18754 7.73726 6.40687 11.1332 8.85497 threshold=0.87019382240317977 0.72202765794936341 506.25000000000006 584.25000000000011 9.5000000000000018 1000.2500000000001 9.5000000000000018 1.1185877289240704 0.73812839899190885 3280.5000000000005 7306.2500000000009 0.88061121534729125 0.9724001273494709 230.99998474121097 52366.750000000007 29.500000000000004 20763.500000000004 11310.000000000002 101.43244895288812 16380.000000000002 3971.7500000000005 18854.000000000004 15.500000000000002 8.5000000000000018 0.57049722941614844 211.3387760495319 0.83631182496194112 1022.5000000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 4 -3 -6 8 -8 9 -4 -11 22 13 15 -15 16 17 20 19 -19 -13 -20 23 24 25 26 -1 -28 right_child=-2 2 6 -5 5 -7 7 -9 -10 10 -12 12 -14 14 -16 -17 -18 18 21 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.00084648723017035883 0.00029838422822850387 0.00050731025824707614 0.0024682035371703746 -0.0029285026759015773 -0.0013127317158693839 -0.019587726564384272 0.0020115319354566778 -0.0025492303971910214 -0.00026822417968922743 -0.029253241306552415 -0.0041107611169714899 -0.00075961332882256804 0.0021305757846135187 -0.036761965707936065 -0.0055510827281065669 0.010075431444444484 0.0033236844870182616 -0.0071836054804645102 -0.010500097329758932 0.0034254977123708763 0.0015720941058090449 -0.039625751889340921 -0.00013011942604948794 0.00093899294451771365 -0.00027885966833315624 0.00063941391937929863 -0.0011498567692620324 0.011406824841499357 leaf_count=1072 231991 20051 264 11598 28515 132 12938 1979 183810 154 181 89172 6645 62 290 341 2425 913 116 612 7999 78 148847 100852 72002 5570 378 1298 internal_value=0 -0.00132141 -0.00516052 -0.0146581 -0.00848884 -0.0193486 -0.0022875 0.0194806 -0.00404834 -0.106307 -0.217024 0.000950721 -0.00537542 -0.00764792 -0.153029 -0.00714451 -0.00763826 -0.00895445 -0.0706721 -0.0405279 -0.00786264 -0.30763 0.00303349 0.00700643 -0.000526462 0.02835 0.0678624 0.118768 internal_count=930285 698294 259622 60296 48698 28647 199326 14917 184409 599 335 438672 108653 102008 352 101656 101315 98890 1719 1525 97171 194 330019 181172 80320 8318 2748 1676 shrinkage=0.0721984 Tree=77 num_leaves=29 num_cat=0 split_feature=0 17 15 9 20 1 21 16 17 4 11 25 18 13 13 15 25 27 16 20 20 26 4 27 4 27 21 29 split_gain=5.2614 6.68535 6.18727 9.04604 8.43143 8.05073 7.38629 4.71076 4.47832 4.75965 5.08877 5.30889 8.90199 17.2429 14.2352 10.2336 15.7506 9.84697 8.10483 7.8081 7.52663 7.2946 7.49889 7.1748 9.55827 10.247 11.376 10.5524 threshold=48.000000000000007 55.25754529839768 0.59873287539381903 0.94392690253671574 1.0916089801337066 966.50000000000011 5.5000000000000009 188.60676177254751 33.914977704344729 5.0373446941375741 0.92831751807908902 1179.2500000000002 1.5000000000000002 71.088209460780845 32.397051831426801 0.72583264856751983 1381.2500000000002 13.500000000000002 227.71243030328634 1.2138246303639761 0.65189990517819574 1.1904080017712471 23.881051063537601 14.500000000000002 29.999998092651371 9.5000000000000018 5.5000000000000009 0.76573407054572806 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 -2 -4 -6 -7 -3 -1 -10 11 23 -13 14 -14 -16 18 -18 -17 -20 -15 -22 -23 24 25 26 27 -11 right_child=1 7 4 -5 5 6 -8 -9 9 10 -12 12 13 20 15 16 17 -19 19 -21 21 22 -24 -25 -26 -27 -28 -29 leaf_value=0.0008401641245843073 -0.0017189177813885675 -0.00079725639909868833 -0.00084271114854463666 0.00071264111272851182 -0.0020361877488125372 -0.0040730648505074183 -0.013029226122222922 0.00084323310777282212 -0.0019658867778940725 -0.0012760497521138632 0.00093346309626664184 -0.00024982131475049504 0.0020399684447830989 -0.011649826269697006 -0.0045911281904547317 -0.01302361427384917 -0.0096439033027525198 0.0092506684519861621 -0.034504187137653172 0.001553495603033324 0.0044883444865674972 -0.014067059498862024 0.00012331232178048636 -0.00011611256002066153 0.0017230050984996359 0.00065561620466520994 -0.0057059611149249722 0.00031918031607969407 leaf_count=37969 11450 13154 48831 26280 6715 1409 728 29784 6137 32248 32720 68523 1217 228 3510 329 622 187 240 36 2263 226 1376 381675 24877 129993 2001 65557 internal_value=0 -0.0056437 -0.0103069 -0.000349994 -0.0168197 -0.0452155 -0.0986741 0.00471854 0.0010401 0.000506453 0.000734062 0.000176072 -0.0075689 -0.0350791 -0.0685898 -0.0925257 -0.164352 -0.0730824 -0.286397 -0.412766 0.0151992 0.0256145 -0.0260196 0.00113462 0.00524525 0.00322958 -0.00439133 -0.00286426 internal_count=930285 138351 95413 37730 57683 8852 2137 42938 791934 753965 747828 715108 78757 10234 6141 4924 1414 809 605 276 4093 3865 1602 636351 254676 229799 99806 97805 shrinkage=0.0721984 Tree=78 num_leaves=29 num_cat=0 split_feature=18 19 8 0 9 21 4 25 6 25 27 20 17 16 17 16 11 17 14 28 25 18 24 17 24 18 11 17 split_gain=4.71702 6.01537 4.76375 4.62474 6.04031 6.97825 8.21936 12.5933 7.33187 6.60431 6.92739 6.27046 5.77939 12.3917 10.2069 6.25573 11.4486 9.71887 9.45868 6.34229 5.51275 9.15906 7.58079 6.19729 7.28878 6.11651 6.08409 8.59614 threshold=5.5000000000000009 339.75000000000006 260.50000000000006 22.000000000000004 0.96286641964155328 1.5000000000000002 190.1189880371094 52366.750000000007 0.22814671559227137 6240.2500000000009 3.5000000000000004 0.81894363215025201 51.034197900960642 211.85443366678388 55.67562957559722 224.79711874373081 0.80372285816949862 52.095021370699335 24.577184265632599 564.25000000000011 849.25000000000011 1.5000000000000002 15.500000000000002 54.037866153970917 6.5000000000000009 3.5000000000000004 0.68116485643149927 58.46625826465835 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 20 5 6 8 -8 -5 -7 -11 -12 -6 14 -14 -15 -17 -18 -19 -20 26 22 -22 -23 -25 -26 -1 -28 right_child=1 -3 -4 4 12 9 7 -9 -10 10 11 -13 13 15 -16 16 17 18 19 -21 21 23 -24 24 25 -27 27 -29 leaf_value=0.0011800487476147541 -0.0023166741145957325 -0.0014846502754995467 -0.022704924473012675 -0.0035252086728751407 -0.00022088451847264155 -0.00057583417757983181 -0.010274320199698483 0.0016392332886345624 0.0010375109763387121 -0.00069542202908903794 0.0012802240005117599 -0.01314575428263566 -0.00069863104140169155 0.0012441956576104746 0.0006266786967142646 0.0025298547495780197 -0.00039250392829039729 -0.030232392913191877 -0.044678010461848286 -0.0050528008241887273 9.4427328255844309e-05 -0.0012515150564598107 -0.033047457405131375 -0.0014419273245698941 -0.010385283195178377 0.0074687675676928236 0.00029529290995756839 -0.0024213126894420838 leaf_count=40614 98 616 153 1952 198236 169416 904 947 30835 941 207 651 66353 64573 55735 841 336 167 23 249 54410 11831 36 1401 1214 109 221194 6243 internal_value=0 -0.0737337 -0.204223 6.13083e-05 -0.00162133 -0.00599694 0.00694768 -0.0578844 0.0106078 -0.00861572 -0.0688862 -0.133872 0.00070907 0.00467689 -0.00129653 0.0156951 -0.045759 -0.133439 -0.23141 -0.116394 0.00301854 -0.00495254 0.00100437 -0.0272356 -0.0702389 -0.12347 0.00507043 0.00305718 internal_count=930285 867 251 929418 592366 205853 34638 1851 32787 171215 1799 858 386513 188277 122088 66189 1616 775 439 272 337052 69001 54446 14555 2724 1323 268051 227437 shrinkage=0.0721984 end of trees feature importances: Column_16=273 Column_17=159 Column_0=133 Column_20=103 Column_27=102 Column_11=96 Column_14=90 Column_28=89 Column_29=88 Column_9=77 Column_13=73 Column_21=72 Column_30=71 Column_25=65 Column_32=61 Column_26=58 Column_7=56 Column_24=52 Column_1=50 Column_4=47 Column_18=44 Column_19=43 Column_23=42 Column_22=39 Column_5=35 Column_12=35 Column_8=31 Column_10=31 Column_6=26 Column_15=24 Column_2=23 Column_33=16 Column_31=8 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0721984] [num_leaves: 29] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 26602] [feature_fraction: 0.903345] [feature_fraction_seed: 18297] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 30017] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 94] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_18.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:40080.375] [0:1] [0:554] [0:900.39019775390625] [0:1] [-90:90] [1:402150] [0.24166666666666667:1] [0:1] [0.12946428571428573:1] [0:3840.8813844421311] [0:1059.5611181807872] [0:581.02990538112954] [0:1] [0:255] [0:125.91889914146225] [1:8] [50:331713] [9.8742026581353554e-06:13.072639225181598] [1:22] [50:331713] [9.8742026581353554e-06:33.644680851063832] [1:40] [76:331713] [9.8742026581353554e-06:188.30093457943926] [1:66] [76:331713] [9.8742026581353554e-06:188.30093457943926] [0:3] [1:18] [1:18] [0:3] tree_sizes=2271 2336 2346 2369 2349 2371 2375 2358 2366 2348 2361 2356 2365 2367 2372 2378 2360 2350 2347 2380 2353 2351 2355 2373 2362 2369 2356 2365 2387 2377 2357 2366 2381 2381 2366 2369 2373 2369 2361 2361 2366 2363 2361 2373 2374 2379 2396 2370 2368 2366 2358 2374 2374 2349 2368 2389 2367 2377 2368 2384 2367 2366 2356 2376 2365 2372 2369 2353 2369 2370 2342 2376 2370 2358 2370 2345 2364 2363 2383 2339 2368 2351 2358 2372 2371 2361 2349 2379 2364 2351 2359 2369 2341 2344 2336 2355 2356 2371 2343 2355 2373 2365 2350 2332 2346 2357 2361 2372 2373 2372 2339 2369 2370 2364 2375 2351 2344 2312 2358 2369 2344 2364 2323 2329 2319 2354 2347 2349 2316 2322 2361 2328 2361 2345 2331 2344 2328 2347 2337 2333 2344 2326 2314 2363 2333 2372 2368 2369 2347 2336 2346 2297 2305 2348 2318 2350 2368 2329 2306 2298 2327 2308 2359 2316 2313 2341 2348 2359 2346 2281 2312 2301 2348 2283 2333 2322 2328 2328 2275 2323 2310 2311 2275 2333 2338 2347 2302 2321 2297 2307 2335 2299 2359 2315 2339 2322 2251 2341 2328 2303 2292 2365 2312 2333 2294 2312 2331 2299 2321 2283 2305 2374 2323 2302 2276 2286 2309 2355 2304 2288 2291 2346 2347 2301 2252 2292 2312 2340 Tree=0 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 26 17 29 1 23 17 11 16 16 16 17 split_gain=21528.4 5892.71 2738.25 2679.05 1487.58 1372.84 797.978 581.509 417.307 382.013 367.517 272.506 161.771 151.226 117.253 116.959 110.573 97.0783 96.2813 86.1278 82.1189 75.8814 70.632 60.4803 52.3582 53.4097 threshold=214.43896930648256 1.5000000000000002 228.54376165775327 195.40280053986314 1.5000000000000002 0.601849002849003 1.5000000000000002 86.561348902381752 173.86851730359197 235.02513070647981 222.0079682539683 203.74830009031723 0.66817668787194762 231.9524082907015 46.445321557447564 0.78114775518737278 77.516755071258814 0.53859454008926855 464.50000000000006 0.59072708598137791 70.576821846147681 0.8304547985522811 243.60635107994787 188.71807625888613 155.33580019133527 42.459719236800233 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 11 17 7 8 21 -4 -2 16 -6 -7 -10 -9 -5 -3 -13 -8 -20 24 -11 -16 -1 -26 right_child=1 5 9 4 12 13 19 15 14 22 -12 18 -14 -15 23 -17 -18 -19 20 -21 -22 -23 -24 -25 25 -27 leaf_value=0.52828461136896199 0.54445362509804884 0.52334042926686053 0.55035465198859634 0.53736141564663809 0.52499658430065754 0.5382406360791322 0.52322292351457833 0.53559599710467398 0.53887577486896332 0.55295994789090475 0.54746234103248048 0.53903645146374113 0.53443279475521321 0.5469642841823541 0.53292213374080843 0.5447112408441086 0.54543613294050197 0.52944888795161393 0.54146399436148829 0.52947292142630753 0.54696819542501507 0.53289827744800311 0.55558665548399566 0.53524961611659672 0.53376551556676399 0.52981913652704904 leaf_count=24061 112698 13039 131201 50381 11074 7442 14134 2899 7639 98856 123895 24928 3468 4721 39047 6956 2592 5327 76520 4145 4154 12528 17518 27772 6399 22562 internal_value=0 0.128957 0.155825 -0.194945 -0.107624 -0.297155 -0.284849 -0.26079 -0.277316 0.229342 0.0788963 -0.079553 -0.413733 -0.0365748 -0.226091 -0.026 -0.138083 -0.469725 -0.0501926 -0.482104 -0.0334079 -0.335503 0.271051 -0.239509 -0.352041 -0.323398 internal_count=855956 514697 484168 341259 173117 30529 168142 149863 140008 247575 236593 158575 14542 12163 74458 9855 52973 18366 105602 18279 80674 65550 116374 66819 53022 28961 shrinkage=1 Tree=1 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 16 17 17 16 29 29 20 8 17 16 0 16 20 split_gain=19945.7 5423.47 2527.3 2473.1 1383.74 1279.51 734.03 535.487 390.516 351.455 337.123 257.903 149.737 145.066 121.544 116.867 107.205 106.605 91.4338 80.2614 79.3122 66.0658 65.6788 61.8376 54.3531 50.8 threshold=214.43896930648256 1.5000000000000002 228.54376165775327 195.40280053986314 1.5000000000000002 0.601849002849003 1.5000000000000002 86.561348902381752 166.12718357339875 235.02513070647981 221.82833130690628 204.89754708687869 0.58860421262845486 231.9524082907015 45.053851130812554 73.766913313237524 180.19701197745849 0.75186393451735756 0.53859454008926855 0.55320603405737334 474.50000000000006 70.576821846147681 240.44192479493759 43.000000000000007 224.8544353658132 0.75851312099927515 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 11 18 7 8 23 -4 -2 15 -6 25 -10 -5 -16 -9 -3 -8 -13 -22 -11 -1 -12 -7 right_child=1 5 9 4 12 13 19 17 14 22 24 20 -14 -15 16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.011886523087195256 0.0013575152557704037 -0.018943577327962768 0.0070627401388362685 -0.0052385590740444601 -0.018482893662821541 -0.0084682123785921673 -0.019044960064278978 -0.0070987354319568992 -0.0048385512434119485 0.0092969284326514176 0.0033313389819608808 -0.0037098010468675133 -0.01065588222344451 0.0039194947213265687 -0.011191536718409939 0.0018716874085726164 -0.0082395536136254943 0.0015826295211396576 -0.013006583398833562 -0.012982118319363597 -0.0013491242045651332 0.0038798714719951444 0.01121492039416901 -0.014704798155123905 0.0049256808921853698 -0.0020321965319816675 leaf_count=30051 109649 13002 131354 58518 8442 2972 14077 2919 10451 77510 54329 21681 6135 4758 26599 3565 54575 6956 5311 4098 71041 3695 39017 18154 72642 4455 internal_value=0 0.124399 0.150146 -0.187416 -0.103537 -0.284623 -0.273891 -0.250851 -0.266745 0.22071 0.0762235 -0.0764211 -0.398378 -0.0335191 -0.228413 -0.126691 -0.241482 -0.0257967 -0.451701 -0.463666 -0.0440526 -0.0286048 0.260688 -0.339603 0.1113 -0.120851 internal_count=855956 514999 484501 340957 173077 30498 167880 149705 139830 247881 236620 158500 14577 12185 91625 62083 81174 9875 18313 18175 96417 74736 116527 48205 126971 7427 shrinkage=0.0381265 Tree=2 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 17 29 16 29 26 12 16 0 16 16 8 split_gain=18427.5 5038.12 2337.21 2297.04 1280.92 1177.44 682.267 491.701 360.224 324.429 315.106 237.363 142.279 132.328 121.267 111.154 100.986 98.4395 83.7974 75.3895 59.1713 57.7253 56.6458 53.3283 53.3232 51.0528 threshold=214.43896930648256 1.5000000000000002 228.70119805777423 195.40280053986314 1.5000000000000002 0.601849002849003 1.5000000000000002 86.561348902381752 166.12718357339875 222.37988024278908 235.94527859420484 207.17722642383089 0.66817668787194762 231.9524082907015 77.516755071258814 45.053851130812554 0.75186393451735756 184.78509885118891 0.54764319520911819 0.58393868605804866 79.559397513309008 232.58103730079975 43.000000000000007 202.49559060947578 246.24181291764748 331.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 18 7 8 22 25 21 14 -6 -7 23 -10 -9 -17 -3 -8 -13 -4 -1 -5 -12 -2 right_child=1 5 10 4 12 13 19 16 15 -11 24 20 -14 -15 -16 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.011432692264530834 -0.0021251168159777674 -0.018194189438032429 0.0063007652270444386 -0.0054868043735876873 -0.016723028222876305 -0.0044454842533996584 -0.018432487314734292 -0.0069136861350670006 -0.0046728849718957795 0.0042232201437315958 0.0095063585418482845 -0.0034940138600265537 -0.0078905833649326445 0.0037103487809274555 0.0026986082909283703 -0.010211239754915367 0.0015380818229940808 -0.0075546737426887027 -0.012472847853419261 -0.012780748809881705 -0.00078801370526857125 0.0078322508475994444 -0.014130730241647724 -0.003479967595711959 0.012697842037580252 0.0015940589754263744 leaf_count=30083 5631 13143 79771 41453 11080 7451 13647 2921 10442 120541 91663 14424 3485 4726 3502 39628 6932 41520 5191 4583 63280 64869 18128 35933 8299 113630 internal_value=0 0.119511 0.144336 -0.18019 -0.0993798 -0.274622 -0.263538 -0.241289 -0.256506 0.0741826 0.213113 -0.0733149 -0.38319 -0.033576 -0.111233 -0.219678 -0.0253764 -0.232174 -0.434718 -0.44619 -0.0338432 0.183275 -0.326471 -0.11947 0.256287 0.0372039 internal_count=855956 514915 484404 341041 173157 30511 167884 149654 139801 239802 244602 158592 14565 12177 80888 91590 9853 81148 18334 18230 77704 144640 48211 77386 99962 119261 shrinkage=0.0381265 Tree=3 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 30 20 17 30 16 16 16 16 30 17 33 17 30 30 0 1 17 1 31 0 30 split_gain=17035.2 4351.47 2340.39 2050.45 1051.95 950.193 527.657 486.674 349.305 333.442 291.466 240.748 240.57 219.439 123.039 103.161 94.9213 88.1451 84.7554 77.1958 67.0539 56.9075 55.5166 55.9461 50.5355 49.896 threshold=215.41028251302546 0.59222601494082439 195.40280053986314 229.64770130635358 0.6274902529941403 1.0000000180025095e-35 0.61046497186212312 86.561348902381752 1.0000000180025095e-35 223.66480120332952 173.86851730359197 236.13001169178239 207.17722642383089 1.0000000180025095e-35 77.516755071258814 2.5000000000000004 46.445321557447564 1.0000000180025095e-35 1.0000000180025095e-35 43.000000000000007 360.50000000000006 70.576821846147681 315.50000000000006 1.5000000000000002 33.000000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 -2 13 10 -4 15 19 17 14 -1 -6 22 -12 -5 -11 -8 -7 -14 -3 -24 -18 -13 right_child=1 3 4 11 12 20 7 -9 -10 18 16 25 21 -15 -16 -17 24 -19 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.011161987650694486 0.001422091283630989 -0.0028465490107983361 -0.005790465173876394 0.0071097929241730031 -0.0043463621803718983 -0.017853815375565938 -0.010078002434844146 -0.0001670846347215861 -0.016098513268778671 0.004703078839333903 -0.0032901371150791886 0.0095904975270870874 -0.0013054008856019964 -0.017271558575273918 0.0029362154021062674 -0.0079794849308482442 -0.0065647719930885598 0.0032327852079803046 0.0011653808347351327 -0.0129785766054322 -0.013023900321698501 0.0038306759788757478 0.0021205023554995528 -0.00049505196915967551 -0.0088324996244739298 0.0065377922820950146 leaf_count=19458 6190 3785 8199 120710 74588 10633 32671 9325 11455 107551 6867 90882 85692 15238 3532 1620 22343 9172 10836 22539 6883 3255 111102 13312 39606 8512 internal_value=0 0.118701 -0.167669 0.139463 -0.0906156 -0.299483 -0.253285 -0.224702 -0.309452 0.0764803 -0.241267 0.207645 -0.0648713 -0.363139 -0.105362 0.0414788 -0.197846 0.179298 0.114862 -0.295389 -0.418498 -0.0293089 0.0446476 0.0482773 -0.210211 0.244687 internal_count=855956 501188 354768 477482 186721 23706 168047 133351 19654 248206 124026 229276 167067 34696 78120 129819 68816 129882 118387 55210 17516 88947 128199 124414 61949 99394 shrinkage=0.0381265 Tree=4 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 26 17 16 17 1 26 13 16 17 16 26 12 16 0 split_gain=15803.4 4446.72 2133.88 1814.52 1083.17 1009.99 511.389 431.455 308.637 280.482 253.707 248.789 122.155 106.486 100.666 100.644 94.653 78.1327 76.9553 68.5786 65.4753 58.0103 55.0146 47.8176 47.1221 45.4818 threshold=213.66059976498238 1.5000000000000002 228.54376165775327 192.26291408452383 1.5000000000000002 0.64490047857187827 1.5000000000000002 93.100922454495773 221.63186303742251 235.02513070647981 164.68318077803207 203.34049191138419 0.59213366831832892 43.731651765458388 231.9524082907015 77.516755071258814 366.50000000000006 0.78114775518737278 30.928203471847663 179.19570971602067 70.576821846147681 240.44192479493759 0.58393868605804866 75.473611075682101 224.8544353658132 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 16 7 10 23 -4 25 15 -6 -12 -7 -5 -3 -9 -13 -15 -20 -11 -8 -2 -10 -1 right_child=1 5 9 4 12 14 22 17 24 21 13 18 -14 19 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.010683004719663703 -0.0013411933603205853 -0.017148575911076838 0.0062848602874831152 -0.0052074863955573524 -0.016426538564247441 -0.0035629554323714382 -0.017120233209106453 -0.006025328061226169 0.0029394145922224057 0.0082527633481687748 -0.0041090352808468246 -0.0033043568453599869 -0.0094962613932376393 -0.010044562653149189 0.0038462608106746097 0.0016024618383075817 -0.011834805912673512 0.0024237476578947443 -0.0013615782592908713 -0.0076231764773713948 0.0038225640526384484 0.010057947105899172 -0.011980660819871267 0.0013002548222610501 0.0043988944825705898 -0.013155257142600602 leaf_count=28771 11007 11767 131287 61921 9141 6767 12731 2250 57666 77411 8802 33806 6208 27580 4398 3324 8317 5432 61448 44333 3758 38871 3972 104957 72697 17334 internal_value=0 0.107808 0.130954 -0.171235 -0.103281 -0.258023 -0.251953 -0.231459 0.0650582 0.19652 -0.245398 -0.0795419 -0.357325 -0.211594 -0.0169015 -0.127485 -0.392066 -0.00133563 -0.0479494 -0.224301 -0.0278757 0.232285 -0.416981 0.0275277 0.0984432 -0.304578 internal_count=855956 525145 493896 330811 179606 31249 151205 134502 246327 247569 126820 164257 15349 80715 11165 65245 20084 7682 99012 71913 65206 116282 16703 115964 130363 46105 shrinkage=0.0381265 Tree=5 num_leaves=27 num_cat=0 split_feature=16 33 16 16 33 29 23 17 16 16 16 30 8 26 0 17 30 23 30 23 30 29 30 30 23 30 split_gain=14599.4 3752.44 2064.58 1672.93 654.386 373.831 354.206 345.548 322.929 295.429 240.408 223.952 171.081 127.058 120.694 116.756 109.755 104.324 100.872 91.6813 88.3373 87.2662 84.4886 92.4746 82.2371 76.0616 threshold=213.66059976498238 2.5000000000000004 227.43927588646909 190.94691712264782 2.5000000000000004 0.64358541233541244 0.59981428296757555 93.100922454495773 234.02414012180699 203.34049191138419 220.09360397196266 1.0000000180025095e-35 103.50000000000001 0.54904057370648729 40.500000000000007 77.516755071258814 1.0000000180025095e-35 0.63393770084721013 1.0000000180025095e-35 0.7439951923076924 1.0000000180025095e-35 0.49001386343539838 1.0000000180025095e-35 2.5000000000000004 0.77601067630765319 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 9 11 -3 14 18 15 22 -1 -10 25 -7 21 -12 -18 -4 -20 -14 -5 -2 -24 -22 -11 right_child=1 6 8 4 -6 7 -8 -9 12 13 16 -13 20 -15 -16 -17 17 -19 19 -21 24 -23 23 -25 -26 -27 leaf_value=-0.010323877166751684 0.00084761374789619798 -0.01603466797745564 0.0057760074777777086 -0.0089772243803353195 -0.014620653012497788 -0.0066721057596440944 -0.0051841455344313865 0.0011200749508088392 -0.017056642239876251 -0.0045739488422151765 0.0032890638748051433 -0.015773621730521051 0.0084421269362998375 -0.0016530356464159195 -0.0097967341734000873 0.0012731304933315253 -0.010564383744900896 0.00076422249379822654 -0.008518872802687481 0.0030845068540915213 -0.0046955358800749893 -0.0050531793594208139 -0.0066310043735215542 0.0003099347768086294 0.0060057574709238698 -0.013087313259516897 leaf_count=52379 81706 13064 126888 9502 7908 34267 6574 6128 392 7824 122995 13862 128524 93253 37784 3812 1309 12145 1117 8695 1174 61939 4872 6530 9418 1895 internal_value=0 0.103585 0.120238 -0.164656 -0.101992 -0.24542 -0.325295 -0.198588 0.178484 -0.0895021 0.0501547 -0.300692 0.212331 -0.0546968 -0.217977 -0.137128 0.0768871 -0.00886492 0.143942 0.0462559 0.21419 -0.146226 0.0109786 -0.0696598 0.126412 -0.163505 internal_count=855956 525403 505765 330553 186133 144420 19638 78179 276208 178225 229557 66241 139508 102972 72051 75253 136449 13454 136700 9812 139116 71441 93108 11402 10592 9719 shrinkage=0.0381265 Tree=6 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 30 20 17 16 16 30 30 16 16 17 17 33 30 30 0 13 26 16 1 30 20 split_gain=13544.5 3449.14 1910.47 1604.18 853.54 732.568 490.669 408.31 281.685 280.238 265.653 192.15 178.145 159.745 96.4845 92.9431 84.1413 76.7211 73.1463 64.1619 54.9623 52.566 52.3891 46.0404 46.0049 44.299 threshold=215.63362660599242 0.59222601494082439 197.67991411911353 230.0967197456562 0.6274902529941403 1.0000000180025095e-35 0.61939027306320382 81.629975299960861 223.66480120332952 173.86851730359197 1.0000000180025095e-35 1.0000000180025095e-35 237.52693570538534 208.78594293030915 73.766913313237524 46.52446676465761 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 43.000000000000007 32.773693104860058 0.78114775518737278 188.71807625888613 315.50000000000006 1.0000000180025095e-35 0.78645690200861507 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 10 -2 11 9 16 19 -4 -1 18 14 -6 -11 23 -10 -5 -8 -7 -9 -17 -3 -25 -19 right_child=1 3 4 12 13 20 7 21 17 15 -12 -13 -14 -15 -16 22 -18 25 -20 -21 -22 -23 -24 24 -26 -27 leaf_value=-0.0098911249845953092 0.0011102634569904804 -0.002662863077051322 -0.0050420692615062513 0.0066017380408535178 -0.0034234859561345248 -0.015608320418942419 -0.0089945722576484383 -0.0050104007863792889 0.0042691780301640104 -0.002467701967157046 -0.014467441593143922 -0.015408046840779942 0.0086429893220503554 -0.00069311360115965014 0.0025563669907822024 -0.0080009708379411987 -0.0072806736890737639 -0.0049261427243376382 0.0032255122303835723 -0.011661358630680312 -0.010880452953982104 0.001166142579048684 -0.0059409694653197852 0.0019344495831726412 -0.00046472463741630758 0.0019498099151814743 leaf_count=21067 6130 3659 7273 132899 76557 12249 32190 2637 116477 7434 10804 16260 76648 77454 4134 35041 1588 1578 10032 22131 5047 8330 36784 108592 13010 9951 internal_value=0 0.106656 -0.148352 0.125151 -0.0741488 -0.267921 -0.22025 -0.193855 0.0711767 -0.209084 -0.279997 -0.322462 0.187797 -0.050619 -0.0817574 -0.171166 0.0377798 0.104272 0.166938 -0.264411 -0.373198 -0.00836685 -0.182182 0.0406796 0.0440053 0.0264562 internal_count=855956 497860 358096 474434 176222 23426 181874 144547 254855 133580 18077 37327 219579 158145 80691 79259 126849 128006 142931 54321 17296 10967 71825 125261 121602 11529 shrinkage=0.0381265 Tree=7 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 2 16 16 29 2 29 16 13 0 2 9 11 1 0 1 29 20 split_gain=12507.9 3573.51 1708.09 1447.69 935.285 811.638 366.168 322.848 248.663 164.291 161.621 139.324 107.283 86.4988 83.5023 76.4887 69.9044 61.711 55.6522 48.0263 56.4903 42.0284 38.3633 37.6325 37.1751 36.1801 threshold=213.66059976498238 1.5000000000000002 226.80086816562292 189.47491007194247 1.5000000000000002 0.64490047857187827 1.5000000000000002 233.22477095921994 202.92738466946508 26.252659574468087 220.09360397196266 164.68318077803207 0.59714670620959698 45.188988095238102 0.53859454008926855 239.80349758600536 30.928203471847663 40.500000000000007 14.851457840819544 0.94047839098670905 0.67079210448386084 1724.5000000000002 35.000000000000007 448.50000000000006 0.75719379065147685 0.5325381023489536 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 8 14 9 -4 18 11 23 21 -6 -7 -3 -9 -10 24 -5 -11 -21 -1 -18 -2 -13 -8 right_child=1 5 7 4 12 13 25 15 16 19 -12 17 -14 -15 -16 -17 22 -19 -20 20 -22 -23 -24 -25 -26 -27 leaf_value=-0.010565866193103504 -0.0011278264941115528 -0.015113464249215601 0.0050035113263020101 -0.0053243461787158769 -0.014865440689069205 -0.0043610775735248072 -0.015324624706842918 0.0070272954536524379 -0.0030220910301050076 -0.0074098515312132464 0.0027692430154660818 -0.0073154178244660365 -0.0086230970419816175 0.0023915123014541357 -0.0098656593154481456 0.0088972068219074999 0.00016610166723115817 -0.0087163479736929485 -0.0031540520838172358 0.0011685452048587036 -0.0048547030271707614 -0.0042963213845944896 -0.0016843362050595373 0.00098055470171596617 -0.0045916165225732683 -0.010892662791680592 leaf_count=41328 14694 13595 131076 47362 9848 4948 11946 106119 34892 5998 120839 19831 6742 6229 6522 45404 27791 30885 26947 3128 8189 1615 39341 75724 11512 3451 internal_value=0 0.0959617 0.116727 -0.152288 -0.0963622 -0.231738 -0.230539 0.167575 -0.0750054 -0.212268 0.0487072 -0.227128 -0.323361 -0.01568 -0.351779 0.199012 -0.0429568 -0.196893 -0.119007 -0.122007 -0.0836659 -0.270942 -0.0240856 0.0167316 -0.165633 -0.375887 internal_count=855956 525150 493856 330806 192923 31294 137883 282599 176333 122486 211257 105171 16590 11177 20117 151523 102024 62228 74309 17315 11317 42943 67132 90418 31343 15397 shrinkage=0.0381265 Tree=8 num_leaves=27 num_cat=0 split_feature=16 20 16 29 30 16 30 16 17 16 16 16 17 20 0 30 16 33 16 33 16 29 11 0 20 30 split_gain=11573.1 3221.83 1722.57 1273.97 670.768 626.435 444.4 305.675 301.763 225.851 167.75 137.612 98.465 80.1733 77.8121 77.1794 72.8466 65.3655 64.5014 62.0409 57.9232 55.7801 53.3295 52.4385 38.4003 37.1911 threshold=212.85956492317715 0.59222601494082439 226.80086816562292 0.64358541233541244 1.0000000180025095e-35 197.67991411911353 1.0000000180025095e-35 233.22477095921994 86.561348902381752 178.21113788948188 220.88005102040819 176.04365031259204 70.576821846147681 0.5833593587341247 37.500000000000007 1.0000000180025095e-35 238.95571499650654 2.5000000000000004 208.78594293030915 2.5000000000000004 201.58814967034851 0.51969915050941229 0.87395895263575119 45.000000000000007 0.67531174005277605 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 6 -2 8 9 15 11 22 19 23 18 -8 -13 -4 25 -12 24 -3 -11 -6 -1 -5 -7 -9 right_child=1 2 7 5 21 12 13 16 -10 20 17 14 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.010292854482443835 0.00045924065337011618 0.00065252752733598854 0.0049790078376059019 -0.007393533045726086 -0.014576891002651672 -0.0078036612191365066 -0.014666270396933733 0.0067741105631113916 0.00070681580803460447 -0.0068682604192276302 0.002752433187360427 -0.0040162806966722153 0.0025816755502603792 -0.0087031310264848744 -0.0067975082846016563 0.0015719202088199495 0.0082854288960985071 -0.0058386094601494678 -0.0011029598154504387 -0.0073590392272063774 -0.0038086126152940538 -0.010117360768756712 -0.005088115566097581 -0.010323080853899063 -0.002892137665380753 0.003841349949232306 leaf_count=35976 7123 111482 122027 20865 13480 2399 20531 91154 8501 25464 107473 24531 6204 3900 36203 10496 57095 1303 37975 1423 13906 5845 3109 15465 65275 6751 internal_value=0 0.0900312 0.107706 -0.150254 -0.250267 -0.106871 -0.241933 0.158777 -0.162123 -0.205258 0.0414672 -0.177946 -0.0547239 -0.359707 -0.148824 0.123514 0.188926 0.069493 -0.0619138 0.0144664 -0.151799 -0.346952 -0.259107 -0.22663 -0.080423 0.172371 internal_count=855956 535652 509204 320304 26448 217418 102886 287523 105565 78455 221681 97064 111853 24431 60734 132523 155000 108776 105649 112905 39370 19325 39085 36330 67674 97905 shrinkage=0.0381265 Tree=9 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 26 32 17 16 16 16 16 0 29 17 2 29 17 29 16 8 29 1 1 8 0 split_gain=10742 2866.08 1514.96 1240.03 849.987 598.661 466.751 321.472 281.949 218.341 141.836 140.751 93.871 85.273 77.0065 75.6347 69.6929 52.3331 45.4044 44.7202 44.0315 43.8598 42.4179 41.5476 41.3126 39.7815 threshold=215.63362660599242 1.5000000000000002 197.67991411911353 230.0967197456562 1.5000000000000002 0.67925955527645365 1.5000000000000002 86.561348902381752 166.12718357339875 223.66480120332952 208.78594293030915 237.52693570538534 33.000000000000007 0.6709160764997949 70.576821846147681 86.20714285714287 0.75186393451735756 41.071657086778792 0.53859454008926855 185.66241278187888 331.50000000000006 0.50011761016151801 392.50000000000006 435.50000000000006 490.50000000000006 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 24 7 8 25 20 14 -5 17 -6 23 -7 -9 -10 -8 -14 -2 -19 -12 -4 -3 -1 right_child=1 5 4 11 13 15 18 16 12 -11 22 -13 19 -15 -16 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0080153123428246403 -0.0018850285183349899 -0.013964218804381196 -0.0046696329398500163 0.0057593774474502734 -0.013415186512008485 -0.0040646796471181931 -0.014279352526449971 -0.0051673147386944816 -0.00061793059206546462 0.003650281229207636 -0.002906959180044153 0.0078076014374873241 -0.008219509440745747 -0.0073213531289234675 0.0018858087028680037 0.0019979498517927593 0.0017388522200014981 -0.0073111159234480749 -0.010259317825014134 -0.0061258734303222045 0.0015641860098467054 -0.0044623422232657976 -0.00022232943410741229 -0.0026113146581805639 -0.0095325244452012462 -0.010387251805109176 leaf_count=14836 5631 12159 18732 141186 9587 8176 13556 3002 3952 126754 9773 74506 28311 5121 4771 4717 7263 10676 5845 31146 120661 29742 68661 59648 4085 33459 internal_value=0 0.0949902 -0.13211 0.113907 -0.0660593 -0.209327 -0.196163 -0.178649 -0.190207 0.0664206 -0.0451102 0.169617 -0.160845 -0.29621 -0.0738849 -0.0484341 -0.00736645 -0.126038 -0.34276 -0.18682 0.0369925 -0.136777 -0.014605 -0.0813931 -0.337029 -0.253331 internal_count=855956 497875 358081 468738 176293 29137 181788 162387 152122 253046 161585 215692 103827 14708 83151 12893 10265 44370 19401 59457 126292 40418 78434 78380 16244 48295 shrinkage=0.0381265 Tree=10 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 17 21 17 29 11 29 12 23 16 13 1 16 17 split_gain=9945.78 2543.17 1553.12 1045.58 882.575 548.565 431.165 303.861 254.332 190.981 157.596 111.402 92.1738 88.1317 78.9219 70.9248 64.1853 61.061 57.339 44.8121 44.6744 44.2735 39.6842 37.5919 36.734 42.8296 threshold=216.75339050051699 1.5000000000000002 197.67991411911353 230.7015671801455 1.5000000000000002 0.67857752801678572 1.5000000000000002 86.561348902381752 173.86851730359197 224.35238660990288 208.78594293030915 237.98298889462129 0.72201132369042831 46.445321557447564 1.5000000000000002 70.576821846147681 0.75186393451735756 0.8304547985522811 0.51969915050941229 75.473611075682101 0.66454933203242739 188.71807625888613 31.033401955169321 315.50000000000006 155.33580019133527 39.223141279307875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 18 7 8 17 23 15 -5 -6 -10 -7 22 -9 24 -3 -12 -8 -15 -4 -2 -1 -26 right_child=1 5 4 11 12 14 20 16 13 -11 19 -13 -14 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=-0.010435591367605497 -0.0016263155372496557 -0.013450528413185125 -0.0040464977337662635 0.0057104098393214739 -0.012558410219680108 0.0048163705712415527 -0.013446950529814868 -0.0049291382052496988 -0.0018468403634858816 0.0037035005231219761 -0.0026715506990165868 0.0076013048281213013 -0.0059977353797831551 -0.0069210352848816667 -0.0028188345708997915 0.0017899371726340441 0.0017144988015599925 -0.0063698306896651123 -0.0085090062776694755 -0.00011458953249330975 -0.0088224623186517939 -0.0051106490060411425 -0.0022897517984670174 0.0017338048558778144 -0.0046675184751481195 -0.008990637842696346 leaf_count=23971 5046 11632 30825 134912 11834 2523 15678 2972 8161 126634 11336 68179 4224 39005 8945 4807 7321 12512 4831 82275 3766 39543 47488 118512 3839 25185 internal_value=0 0.095072 -0.122203 0.113118 -0.0596607 -0.197788 -0.18847 -0.171632 -0.182876 0.0698463 -0.0392657 0.166425 -0.284124 -0.147347 -0.0298759 -0.070956 -0.00534496 -0.229905 -0.314754 -0.0111269 -0.329201 -0.157624 -0.0781931 0.0418759 -0.24474 -0.220813 internal_count=855956 481214 374742 453283 192789 27931 181953 162509 152216 250192 176731 203091 16058 86709 11468 83120 10293 65507 16463 93611 19444 78548 78313 123558 52995 29024 shrinkage=0.0381265 Tree=11 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 26 17 12 11 29 16 23 12 12 16 1 16 split_gain=9187.74 2349.49 1446.73 961.874 812.408 597.822 397.973 281.987 237.596 154.67 146.574 118.206 92.2642 85.0372 67.0862 66.0914 60.4169 56.3074 53.6157 44.1531 41.5376 40.1129 37.2254 36.7701 35.9356 35.5202 threshold=216.75339050051699 1.5000000000000002 197.67991411911353 230.0967197456562 1.5000000000000002 0.64490047857187827 1.5000000000000002 81.629975299960861 173.86851730359197 224.35238660990288 208.78594293030915 237.52693570538534 0.75400680319765867 49.443128731155134 0.78114775518737278 73.766913313237524 92.645183950935902 0.8304547985522811 0.55570959176054979 186.43923283748867 0.53325172258837639 73.33147545195115 79.127416997969533 235.02513070647981 315.50000000000006 246.24181291764748 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 18 7 8 17 24 15 -5 -6 -10 -9 22 -7 -1 -3 -15 -8 -12 -4 -18 -2 -13 right_child=1 5 4 11 12 16 20 14 13 -11 21 25 -14 19 -16 -17 23 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0090272575269217184 -0.001617425616910473 -0.012938974508580309 -0.0043304392114397938 0.0053417629308454171 -0.011715409346168259 -0.0066099489617774876 -0.013163266623268267 -0.0050346739988505812 -0.0028204941790843266 0.0034859085796260496 -0.0027635567397287543 0.0069240958200101734 -0.0040443844892602086 -0.0071944516656808882 0.0012770667655593215 0.0021128618551223628 -0.0005508370193624809 -0.0061825964115389152 -0.008395427386260295 -0.005230403982671379 -0.0092402662813121511 -0.00013278863134370738 -0.0023811134081156821 0.0046259829054087383 0.0016728186075516088 0.0095706355476933031 leaf_count=52476 5030 12117 18628 141270 13266 1660 14026 3484 15054 114037 9361 66170 2752 26835 8231 4120 5479 12530 5484 43788 5447 84263 60460 3136 118556 8296 internal_value=0 0.0914333 -0.117399 0.108759 -0.057058 -0.190349 -0.181382 -0.165184 -0.176803 0.0648705 -0.0375236 0.157101 -0.27271 -0.142214 -0.0157377 -0.0680629 0.00131852 -0.22239 -0.302239 -0.15676 -0.316471 -0.0103819 -0.0744954 0.0349786 0.0403631 0.189342 internal_count=855956 481235 374721 453359 192850 27876 181871 162398 150683 237623 176832 215736 16018 85677 11715 83208 10275 65006 17601 70623 19473 93624 79088 8615 123586 74466 shrinkage=0.0381265 Tree=12 num_leaves=27 num_cat=0 split_feature=26 17 32 1 0 11 0 2 17 9 0 1 20 0 25 9 11 17 1 20 9 1 30 8 1 1 split_gain=5402.11 2515.44 1374.86 459.841 434.133 432.895 371.119 232.356 227.948 172.686 157.834 156.762 132.474 112.638 103.755 99.618 114.296 104.828 98.6854 89.9991 81.2253 77.0653 76.1009 71.7815 71.1162 66.1389 threshold=0.72698899600740108 49.225993385747337 1.5000000000000002 513.50000000000011 46.500000000000007 0.85717175219602415 45.000000000000007 15.245090489025801 43.841809495637214 0.93548887299356254 37.500000000000007 464.50000000000006 0.64490047857187827 29.500000000000004 1521.2500000000002 0.94047839098670905 0.6565491068507493 52.527887832906011 728.50000000000011 0.5325381023489536 0.95652559632178247 619.50000000000011 1.0000000180025095e-35 331.50000000000006 372.50000000000006 435.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 11 7 8 13 12 -6 23 -3 -5 24 20 -13 -17 -18 -7 -4 -8 -11 -10 -2 -1 -15 right_child=1 4 19 6 9 18 14 -9 22 21 -12 15 -14 25 -16 16 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0057699416409915374 -0.0046275018365996038 -0.0024939069215924141 -0.012534600694783996 -0.0056220866808416635 -0.0075082351719792514 -0.001251289403767768 -0.0051870545937547649 -0.0023495367763168096 0.0038263388610177088 -0.0042225462429925512 -0.0054846723955344822 -0.0016201877625007469 0.0057939747742191058 -0.0086460105831336186 0.0033834260904284305 0.0036324642735052989 0.0015258056698142315 -0.00059053406507649365 0.0046113048263362296 -0.0080877729721216454 0.00022025548715938519 -0.0017145994035972344 0.00075585917309915535 0.0015138443855025818 -0.0016128113699530207 -0.0054197868510147693 leaf_count=21098 3004 31081 35449 1492 11314 34196 5345 28524 117769 25764 6306 28912 152891 29874 11410 18470 66090 70117 4754 8134 16516 57694 13032 35000 8349 13371 internal_value=0 0.0416115 -0.151872 0.0981095 -0.0246221 -0.103638 0.11139 -0.138112 0.12305 -0.0809947 0.00266203 0.000265088 0.149073 -0.168126 0.0114448 0.0113839 0.0214549 0.0114448 -0.0140516 -0.306996 -0.0288993 -0.0652779 0.0923353 0.0269735 -0.120422 -0.200608 internal_count=855956 672207 183749 362765 309442 140166 318455 101216 285184 94772 44310 214670 154383 72692 33271 183589 154677 136207 38950 43583 21861 83458 130801 38004 29447 43245 shrinkage=0.0381265 Tree=13 num_leaves=27 num_cat=0 split_feature=29 0 32 1 11 11 30 2 1 9 1 1 20 1 8 0 0 0 1 20 30 22 0 11 1 0 split_gain=4956.29 1836.47 1265.21 667.697 423.85 317.025 313.64 211.378 181.181 199.896 162.327 157.953 148.553 124.068 113.988 110.125 104.238 99.3458 97.3972 79.5067 74.6773 71.2969 70.2384 66.3823 66.1005 61.9143 threshold=0.70214864241050834 40.500000000000007 1.5000000000000002 573.50000000000011 0.85717175219602415 0.85480283605283613 1.0000000180025095e-35 13.564659977703458 3730.5000000000005 0.93246518907427323 814.50000000000011 622.50000000000011 0.70150003750093759 456.50000000000006 736.50000000000011 33.000000000000007 28.000000000000004 49.500000000000007 676.50000000000011 0.56306121985041735 1.0000000180025095e-35 190.75000000000003 24.000000000000004 0.86847510722395105 372.50000000000006 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 13 7 8 10 15 9 -3 16 -11 -8 21 25 24 -5 -13 -7 -4 -10 -2 -15 -12 -1 -6 right_child=1 5 19 6 14 18 12 -9 20 11 23 17 -14 22 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0058270207817370905 -0.012204253507434256 -0.0070211975733578775 -0.012116845385635884 0.0039337638303106603 -9.8506503712766507e-05 -0.001075228791221288 -0.0069456109040244044 -0.0025767141588611854 0.0041075407110188018 -0.0044011727319725894 0.0045016623720967154 -0.00021948265083762911 0.0012416334346175288 0.0022327498331245672 0.0045470496488118012 -0.0078426643016825722 0.0018457741209129048 -0.0029619995479643387 0.0021612501134793023 -0.0073586690653093334 -0.002025790250861964 -0.00097525134278211227 2.6090970610478034e-05 0.0063112476352580969 -0.0020303076203687606 -0.0034806406736371804 leaf_count=24550 838 15299 35646 104443 21399 22533 3526 31267 7953 38018 106448 44400 37306 49800 5563 35330 52089 33829 33777 5958 4529 42897 36217 40748 9150 12443 internal_value=0 0.0393765 -0.146857 0.0732845 -0.10127 -0.0409027 0.0963086 -0.135795 -0.0657761 -0.0767015 0.107371 -0.0625597 0.0140226 0.0121434 -0.0133937 -0.166692 0.0849526 -0.0368627 0.0227176 -0.299934 0.0493648 -0.0312226 0.0341927 0.131211 -0.125796 -0.0351999 internal_count=855956 674650 181306 474312 139702 200338 344560 100297 144028 131546 303728 116247 40832 129752 39405 69030 156532 78229 56310 41604 12482 43735 86017 147196 33700 33842 shrinkage=0.0381265 Tree=14 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 16 16 30 20 17 30 17 33 30 17 30 20 16 10 9 33 5 split_gain=7775.84 2093.61 1122.34 852.877 444.104 428.77 229.947 171.349 144.441 133.998 127.817 124.396 89.2692 87.1923 79.0557 73.5908 55.7198 55.0535 54.0082 49.343 47.7874 44.8501 48.9984 40.8294 39.7551 38.0218 threshold=212.85956492317715 0.59222601494082439 228.54376165775327 189.47491007194247 0.61939027306320382 1.0000000180025095e-35 93.100922454495773 221.26102641320037 235.02513070647981 161.771296027544 203.34049191138419 1.0000000180025095e-35 0.6274902529941403 77.516755071258814 1.0000000180025095e-35 42.693693267201731 2.5000000000000004 1.0000000180025095e-35 73.766913313237524 1.0000000180025095e-35 0.73785381473347167 245.12046240072723 0.98781706687587711 0.92356816959256949 2.5000000000000004 75.023876190185561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 7 6 11 -2 9 17 19 23 13 -5 -8 -6 15 -11 -9 -3 -12 -4 -16 -10 -23 -1 -7 -25 right_child=1 2 8 4 10 24 12 16 21 14 18 -13 -14 -15 20 -17 -18 -19 -20 -21 -22 22 -24 25 -26 -27 leaf_value=-0.011337811740267238 0.00034841581084041351 0.00083302818796688379 0.0045049650866029857 -0.0048949795900081567 -0.0038059302964676988 -0.0077078424458698128 -0.0086118400299230822 0.0025841780857371239 0.0058783542653701067 -0.0026171985951206752 -0.0015267757126371988 -0.010882131958850867 0.00096002218638421182 0.0019275175743216106 -0.011219828551329844 -0.0064111650710313075 -0.0045438733779865079 -0.0016667783225175596 0.0034272939720881501 0.0016753594052828027 -0.0063767039214754333 0.0086052740755070585 -0.01244014727522184 -0.0086379324692534669 -0.01162794559014485 -0.00015221684017624181 leaf_count=8866 7129 104807 122844 8940 69831 5113 1777 136207 107250 8445 84937 11577 6978 4081 7348 61939 1613 14589 3324 9663 4961 11983 163 36590 14217 784 internal_value=0 0.0737789 0.0880321 -0.123171 -0.0783792 -0.200479 -0.182604 0.0415678 0.135476 -0.193253 -0.0608423 -0.216996 -0.0257767 -0.0915207 -0.169146 -0.156215 0.065591 0.0138375 -0.0351514 0.112746 -0.243082 0.160703 0.218296 -0.236364 -0.277787 -0.221891 internal_count=855956 535578 509119 320378 182690 26459 137688 257216 251903 128933 162173 20517 8755 73912 82693 70384 137820 119396 88261 132507 12309 119396 12146 46240 19330 37374 shrinkage=0.0381265 Tree=15 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 30 17 16 30 16 16 30 16 20 17 30 17 20 30 16 17 6 20 0 30 0 split_gain=7187.89 1934.16 1048.59 795.115 408.585 375.386 212.614 193.579 139.148 122.394 118.39 106.403 89.4431 81.864 74.2148 72.9235 65.5461 63.9353 51.5266 51.2395 50.3032 46.3289 45.9616 37.9074 36.9928 35.5707 threshold=212.85956492317715 0.57300953698558688 226.80086816562292 189.47491007194247 0.66817668787194762 1.0000000180025095e-35 93.100922454495773 233.22477095921994 1.0000000180025095e-35 161.771296027544 203.34049191138419 1.0000000180025095e-35 219.90044016386301 0.64490047857187827 77.516755071258814 1.0000000180025095e-35 41.071657086778792 0.75851312099927515 1.0000000180025095e-35 243.60635107994787 73.766913313237524 0.12893330694636854 0.70150003750093759 33.000000000000007 1.0000000180025095e-35 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 11 6 8 -2 9 18 -5 24 14 12 -3 -8 23 16 -11 -13 -4 -9 -12 -21 -17 -6 -1 -18 right_child=1 2 7 4 10 -7 13 19 -10 15 20 17 -14 -15 -16 22 25 -19 -20 21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0081893126066226399 0.00040690716212970812 0.00061508854324257513 0.003884056424134879 -0.0044866877795529878 -0.0024590495459420525 -0.010349442563971276 -0.0080767746987950705 0.0053915910870046191 -0.010311010866561448 -0.0021088225718911197 -0.0013986461337284605 -0.0059612798677188793 0.0022539149326269237 0.00097143698628864266 0.001767708187421732 -0.01090276178982939 -0.0052471570717014361 -0.00032740873734118004 0.0011176804981920959 -0.012043992584867188 0.0034078883682405713 0.0077231821678049369 -0.006177553140042205 -0.0043101810326465241 -0.011119209977136746 -0.0070470708532210545 leaf_count=38780 6303 85252 122126 11471 26030 18735 1843 136805 12417 6550 83358 3378 112020 6878 3958 7144 33162 21983 10640 174 3290 18199 5149 42071 7471 30769 internal_value=0 0.0709337 0.084241 -0.118429 -0.075157 -0.200429 -0.175789 0.12409 -0.197085 -0.186003 -0.0568048 0.0327026 0.0405411 -0.0246735 -0.0867547 -0.162981 -0.150585 -0.0282696 0.0960581 0.148073 -0.0318976 0.197657 -0.234052 -0.0944915 -0.227206 -0.160346 internal_count=855956 535615 510577 320341 182595 25038 137746 287944 23888 129025 158707 222633 197272 8721 72059 82774 70481 25361 132766 155178 86648 18373 12293 68101 46251 63931 shrinkage=0.0381265 Tree=16 num_leaves=27 num_cat=0 split_feature=26 17 32 0 0 11 1 2 17 9 1 25 20 9 11 0 17 12 11 1 0 20 1 1 0 12 split_gain=4066.67 1905.58 1016.51 354.227 334.168 324.555 309.132 176.733 155.89 125.247 124.35 113.994 105.123 95.2038 99.2648 92.9503 87.8505 86.1857 74.0741 73.2678 69.596 61.6694 56.324 53.7794 52.7241 52.6976 threshold=0.72698899600740108 49.225993385747337 1.5000000000000002 46.500000000000007 48.000000000000007 0.85717175219602415 582.50000000000011 15.245090489025801 44.50978719101483 0.9520701344614193 484.50000000000006 1212.2500000000002 0.73785381473347167 0.93639748846922488 0.6536575591197441 33.000000000000007 52.679668366608077 73.816756826189717 0.82880217391304356 728.50000000000011 28.000000000000004 0.52162992887998094 372.50000000000006 420.50000000000006 29.500000000000004 96.337572106361009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 10 7 17 15 12 -6 -3 18 -8 -12 -15 22 -16 -2 -5 24 -19 -4 -1 -17 -7 -11 right_child=1 4 21 11 9 19 8 -9 -10 25 13 -13 -14 14 16 23 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0051909781808100984 -0.0026458172195619467 -0.002024066754658329 -0.010830348424793761 -0.0049889304495212058 -0.0060286907441602089 5.0108218205807795e-05 -0.0030247227834599316 -0.0020440374352090613 0.003041015449395992 -0.0036990838084693602 -0.0017994580552095222 0.0023571128158579304 0.0050787145627895431 0.0032485697272180173 0.0012703930686346499 -0.0080452118700215444 -0.00060152588635835759 0.0025223034458868418 -0.00020907917928922014 0.0039420100946415369 -0.00039241338835284032 -0.00723847975362005 -0.0018964168090520354 -0.0050112290457360719 -0.0030524573733159374 -0.001381212475687021 leaf_count=25297 6896 40366 34894 9157 15737 21404 2362 28581 100274 22325 26883 10981 157396 18884 71095 23229 74773 50402 9711 4768 15592 8676 10748 13387 12678 39460 internal_value=0 0.0359994 -0.131903 0.0851767 -0.0216379 -0.0904135 0.0945333 -0.12023 0.110667 -0.0784798 -0.0026445 -0.0191826 0.130065 0.00798096 0.0169845 -0.146434 0.0081527 0.0369786 -0.0663274 -0.0127132 0.0480942 -0.265304 -0.110385 -0.18192 -0.0289563 -0.0581941 internal_count=855956 672294 183662 362771 309523 140092 332922 101242 260032 77522 232001 29849 159758 191635 164752 72661 145868 72890 18868 38850 65994 43570 36045 36616 34082 61785 shrinkage=0.0381265 Tree=17 num_leaves=27 num_cat=0 split_feature=26 0 32 1 11 11 31 25 2 1 1 9 20 1 0 0 0 22 1 8 21 11 0 31 20 0 split_gain=3764.28 1418.47 913.341 555.797 297.935 252.02 216.618 162.645 150.175 122.637 120.924 112.89 96.2713 95.6459 92.3749 78.6781 76.9701 72.9039 72.8187 70.1771 58.846 59.3813 56.8517 55.9248 55.029 52.2609 threshold=0.71530503668178758 40.500000000000007 1.5000000000000002 573.50000000000011 0.84808152373941859 0.84617029442403646 1.5000000000000002 776.25000000000011 15.8956442831216 460.50000000000006 799.50000000000011 0.93898589218122253 0.70150003750093759 676.50000000000011 51.000000000000007 28.000000000000004 33.000000000000007 243.25000000000003 728.50000000000011 566.50000000000011 1.5000000000000002 0.84720180535490208 35.000000000000007 1.5000000000000002 0.5325381023489536 22.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 8 7 10 11 16 17 15 -3 -8 -7 -9 -5 -1 -2 22 -13 -12 -22 -6 -15 -4 -19 right_child=1 5 24 6 18 13 12 14 -10 -11 20 19 -14 23 -16 -17 -18 25 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.0042654932964219881 -0.007531749545100476 -0.0076465223962218993 -0.010398419330537345 0.0034282297931885245 -0.00044804889798420993 -0.0012004601692316285 -0.0061068060370086013 0.00053108866657422516 -0.002060854606113308 0.0012274402623563393 0.0059403496120902302 -0.0047627124407281238 0.0011289890808844111 0.0021331539463842471 -0.0027411762545747065 0.0015732357970844144 -0.0068550925565046515 0.00030466605450027109 0.0035698293915773878 -0.0021699337988297699 0.0033508289410275499 0.0050490196150505557 -0.003753309747843523 -0.0038566845808490229 -0.0068615434628000955 -0.0022553595150030109 leaf_count=33448 2489 8173 35363 100274 27962 26776 2878 33532 24381 82734 27256 21391 37501 36454 20032 49716 33290 26020 4954 52217 79678 47941 10370 2416 7806 20904 internal_value=0 0.0341318 -0.129414 0.0638022 -0.0887694 -0.036341 0.0849121 -0.061002 -0.12122 0.00865091 0.0940282 -0.089057 0.0160849 0.0145037 -0.018168 0.0737904 -0.145758 -0.030768 -0.0204595 -0.0766767 0.113628 0.104619 -0.0352045 0.0461844 -0.25596 -0.0219215 internal_count=855956 678382 177574 477391 134405 200991 345244 135345 91119 132147 304865 81781 40379 65646 53564 149990 66738 49413 43286 73608 154875 127619 38332 38870 43169 46924 shrinkage=0.0381265 Tree=18 num_leaves=27 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 23 17 17 2 1 17 16 10 20 17 9 16 16 17 split_gain=6077.24 1726.72 899.591 614.507 367.38 350.629 183.96 177.901 123.711 100.764 92.1492 83.6658 69.2903 67.1395 56.8452 49.7016 45.4504 43.7586 39.5817 41.7841 39.0418 32.339 29.078 40.9168 27.974 28.048 threshold=211.81150599625389 1.5000000000000002 225.98637561718087 189.47491007194247 0.66817668787194762 1.5000000000000002 93.100922454495773 234.02414012180699 1.5000000000000002 164.68318077803207 201.58814967034851 218.4756625288228 0.91971639991964116 43.731651765458388 77.516755071258814 35.289915966386566 795.50000000000011 70.576821846147681 246.24181291764748 0.98781706687587711 0.77279637189465944 46.275467682635032 0.92028207570872256 101.72599055485661 147.68271661686973 39.223141279307875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 16 10 8 -4 9 22 14 -2 -8 -11 21 -6 -3 -12 -9 -20 -7 -5 -1 -24 -25 -26 right_child=1 4 7 5 15 20 12 18 -10 13 17 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 23 24 25 -27 leaf_value=-0.0099372328401627352 0.00016280836917726354 -0.009786361813823927 0.0034525055810996881 0.00061211888097039617 -0.0037236079088560927 -0.0092273731403715968 -0.0044173297335474088 0.0051556994962091802 -0.0099238258432772005 -0.0020374552018834762 -0.0016236279675811269 0.0016899341663075432 0.0023835662876629626 -0.0056601634219193729 0.0013846310804385882 0.0015950831544563517 -0.0057004556724743194 0.0022778227553650323 0.0081316859722244672 -0.020646549043609262 -0.0037743694088949896 -0.0037719551412509966 -0.0013332490626285598 -0.0088476525936563525 -0.0047844756420937756 -0.0075193840910996405 leaf_count=6242 87013 17079 162627 2552 4007 12424 4133 127593 14081 8482 85378 130157 4603 60327 3532 7043 5151 4394 8214 74 2255 58783 1690 12809 7944 17369 internal_value=0 0.0629962 0.0772439 -0.112692 -0.157773 -0.0723475 -0.162306 0.112869 -0.171821 -0.160976 -0.0583271 0.028276 -0.0218729 -0.136745 -0.0870445 -0.00874993 -0.231849 -0.0375767 0.139576 0.206542 -0.220049 -0.0941483 -0.19718 -0.18723 -0.19398 -0.17471 internal_count=855956 548958 515678 306998 33280 169318 137680 298508 128944 114863 154639 217170 8736 68809 64867 11050 22230 89772 135881 8288 14679 61335 46054 39812 38122 25313 shrinkage=0.0381265 Tree=19 num_leaves=27 num_cat=0 split_feature=16 20 16 16 30 20 17 16 9 17 16 30 29 30 26 16 20 30 16 30 0 6 30 5 16 17 split_gain=5605.5 1484.94 866.248 567.392 285.22 276.793 173.886 170.492 94.8203 91.3626 89.7025 89.4524 83.9733 77.0943 68.4949 63.6756 51.7593 51.1864 43.3928 38.6039 35.6269 32.9713 31.9905 38.425 34.9515 31.1191 threshold=211.81150599625389 0.57300953698558688 225.98637561718087 188.71807625888613 1.0000000180025095e-35 0.61939027306320382 93.100922454495773 233.22477095921994 0.93639748846922488 73.766913313237524 202.0512357977492 1.0000000180025095e-35 0.62067636189615305 1.0000000180025095e-35 0.78114775518737278 219.90044016386301 0.70728597053078013 1.0000000180025095e-35 241.98960158883912 2.5000000000000004 49.500000000000007 0.17712434383202103 1.0000000180025095e-35 77.421192169189467 155.33580019133527 46.52446676465761 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 -2 13 8 17 -1 10 25 15 22 -5 -8 -3 -13 -4 -9 -18 -14 -20 23 24 -10 -7 right_child=1 2 7 5 -6 9 14 18 12 -11 -12 16 20 -15 -16 -17 19 -19 21 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.008508327320742276 0.00030010661291576861 0.0005070045285146521 0.0033601531952983555 -0.0042549587789417042 -0.0089002087582167079 0.00046891661883678568 -0.0050444544743734158 0.0046569770341099341 -0.0082829690293727866 0.0018492952109550502 -0.0015094249769758384 -0.0064169053833814564 -0.0041958684687056717 -0.0090404239240788314 0.0019488965832878519 0.0018902371119685994 -0.0029301085124492031 0.00077886729545069541 -0.0037616777255395041 0.00043173864562699163 -0.0063974355221961309 0.0064871498928478011 -0.0094153791559635266 0.0092295967621570801 -0.0059104101409493308 -0.0036051560485477409 leaf_count=23715 6547 95934 136619 8805 19448 2854 3304 127044 13317 7966 81664 2494 39147 11016 5304 97587 7268 12161 464 15670 14696 27462 6775 222 28010 60463 internal_value=0 0.060613 0.0722142 -0.108087 -0.172664 -0.0701725 -0.156792 0.106777 -0.166195 -0.0557633 -0.0614923 0.0242656 -0.152972 -0.181359 -0.0192872 0.031593 -0.0314907 0.0825978 0.129991 -0.0166151 -0.125812 0.165682 -0.183234 -0.172844 -0.175073 -0.0897412 internal_count=855956 548698 522703 307258 25995 172768 134490 303750 125882 152947 144981 218953 102167 19821 8608 193521 25432 148780 154970 22938 53843 27926 48324 41549 41327 63317 shrinkage=0.0381265 Tree=20 num_leaves=27 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 23 17 17 5 16 2 17 12 17 17 10 13 16 16 split_gain=5196.92 1480.46 772.426 519.929 308.985 306.466 159.4 152.947 104.864 86.1901 83.7111 73.7299 62.8008 61.9737 49.195 48.1923 40.215 38.8008 36.991 35.2866 32.4755 27.567 27.2537 24.9641 24.5884 33.4623 threshold=211.81150599625389 1.5000000000000002 225.98637561718087 188.71807625888613 0.70150003750093759 1.5000000000000002 93.100922454495773 232.89454290393431 1.5000000000000002 201.58814967034851 164.68318077803207 219.08105917911431 0.91971639991964116 43.731651765458388 77.516755071258814 28.998843193054203 239.80349758600536 33.038518518518522 70.576821846147681 81.802038200428285 46.275467682635032 51.589524415922817 0.98781706687587711 30.837149481991101 101.72599055485661 147.68271661686973 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 15 9 8 -4 10 14 24 21 -8 -12 20 -3 -9 -6 23 -7 -5 -2 -18 -11 -1 -26 right_child=1 4 7 5 17 19 12 16 -10 18 13 -13 -14 -15 -16 -17 22 -19 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=-0.0032944536393966434 -0.00069960153117489031 -0.0092436952489180733 0.0030680303968861722 0.0007131964921374736 -0.0034148723791856987 -0.0095803338331989594 -0.0041515277415859614 0.0044124129363538617 -0.0092387159459719898 -0.0023668831466266129 -0.0017779074359536176 0.0016236154241098108 0.0023672147922200988 -0.0052829747616042174 0.0011009642828639931 -0.0055721483340711317 0.0058542586716309793 0.0016658013423553988 0.0020908547098568851 -0.0058800683855687692 -0.0035462656655799812 0.00066727742203301745 -0.0031863971026585142 -0.0010069376684635344 -0.008582068353372654 -0.0063773170517796548 leaf_count=2522 32234 15322 140117 2717 3229 7761 4095 112857 13722 30523 8404 120963 4519 57527 3796 7864 44867 6758 4403 7242 61452 64096 490 54936 15586 27954 internal_value=0 0.0583239 0.0714979 -0.104123 -0.146446 -0.0678514 -0.15079 0.10453 -0.159808 -0.0548682 -0.149698 0.0261468 -0.019192 -0.126846 -0.0817392 -0.209786 0.125838 0.000606306 -0.034545 -0.20443 -0.0882828 0.00550514 0.150987 -0.0391503 -0.182407 -0.187968 internal_count=855956 548797 515624 307159 33173 172830 134329 298331 125715 157827 111993 217293 8614 65931 67965 23186 158214 9987 89862 15003 64169 96330 45357 85459 46062 43540 shrinkage=0.0381265 Tree=21 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 17 32 16 16 16 16 20 17 5 18 17 20 17 28 16 9 16 5 16 10 split_gain=4813.24 1336.36 665.446 545.097 299.561 281.608 149.656 115.697 107.994 100.699 88.2883 75.1714 61.7663 56.6934 42.0479 39.4606 37.2959 33.5644 33.0611 32.6144 31.2895 27.4829 37.4293 26.2268 25.9607 37.7867 threshold=212.85956492317715 1.5000000000000002 228.70119805777423 192.26291408452383 1.5000000000000002 0.70150003750093759 93.100922454495773 1.5000000000000002 221.63186303742251 166.12718357339875 236.32323716680037 203.74830009031723 0.64490047857187827 43.731651765458388 29.99913311004639 1.5000000000000002 77.516755071258814 0.77279637189465944 70.576821846147681 298.50000000000006 179.19570971602067 0.93816309531849484 101.72599055485661 75.023876190185561 246.24181291764748 0.98781706687587711 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 14 7 9 19 21 -4 16 -8 -11 -3 -7 -5 -6 -13 -2 -15 -1 23 -23 -12 -26 right_child=1 5 10 4 17 15 12 -9 -10 13 24 18 -14 20 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 leaf_value=-0.0084610398023114378 -0.0089229663649978523 -0.0088509689051896878 0.0035473276755506834 -0.0028718087913130403 -0.0082432431379989186 0.0022252883681711357 -0.0067447928978766596 -0.0087988253283396746 0.002099462517374682 -0.0013726880009057093 0.0048398411107331641 -0.0011330657053931598 0.001006662747316198 -0.0058433962115703592 -0.0053264537686501827 -0.0026393904411595049 0.0011831515310926099 -0.0032005132199065195 0.0024909485842451694 0.00058176335650053678 -0.0041691619575113768 -0.0027429070068837966 -0.0064229233766962155 0.010103182077010333 0.0073234470759828973 -0.019684501782399624 leaf_count=9696 527 14997 150937 64776 12221 5435 1888 15285 133583 7893 85354 82534 7166 25580 7323 4375 3474 2276 3829 124959 44375 1136 37765 290 8206 76 internal_value=0 0.0579805 0.0705949 -0.096992 -0.0579936 -0.139752 -0.140646 -0.148593 0.0352772 -0.138681 0.108006 -0.0451059 -0.0159921 -0.116343 -0.201818 0.00146278 -0.0699096 -0.195443 -0.0255043 0.0142118 -0.125408 -0.174252 -0.162458 -0.00342147 0.132128 0.185582 internal_count=855956 535772 503642 320184 169110 32130 151074 142020 259069 126735 244573 154613 9054 77848 22320 9810 68250 14497 86363 125486 69955 48887 39191 1426 93636 8282 shrinkage=0.0381265 Tree=22 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 29 17 16 9 32 16 16 0 12 12 0 0 17 1 28 0 21 9 17 26 split_gain=4459.81 1137.95 644.235 505.944 321.213 259.504 171.854 134.519 101.688 78.5492 72.7001 60.1941 53.9065 43.6032 39.9732 39.2651 39.0108 36.6379 33.9434 30.8037 27.3795 27.255 27.0885 32.2893 25.5428 24.0726 threshold=215.41028251302546 1.5000000000000002 197.67991411911353 230.7015671801455 1.5000000000000002 0.65288128000947732 0.62067636189615305 77.516755071258814 223.66480120332952 0.93816309531849484 1.5000000000000002 208.78594293030915 238.45152240182281 29.500000000000004 96.337572106361009 92.645183950935902 26.000000000000004 35.000000000000007 70.576821846147681 1429.5000000000002 298.50000000000006 29.500000000000004 1.5000000000000002 0.941189571597013 50.159896903092708 0.72698899600740108 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 19 10 9 20 16 13 18 21 -1 -6 -7 -8 -11 -4 -3 -2 -5 -9 -24 -22 -25 right_child=1 5 4 12 14 15 7 22 -10 17 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 24 -23 23 25 -26 -27 leaf_value=-0.0046207491123787482 -0.008270812852354514 -0.0082413086199202568 -0.0020046704601802382 0.0041101054681367015 -0.0085058786899763171 -0.0055178894590845341 -0.0039361274567721377 0.0050709259882901446 0.0023993376498034412 -0.0028078392115523567 -0.0086933997564009758 -0.00032637184455156448 0.0051502185352555793 -0.0067197544656475228 -0.0042907095159575902 0.00086634114357340118 -0.0077252182137583355 -0.004476790781641842 0.0012984786053105879 -0.0038390118570325411 0.00023314867301784341 0.0029014960987953108 -0.0046452078377639764 -0.0065941626187934052 0.0013516551396654689 0.0013331167398310509 leaf_count=28324 470 16265 78413 105035 9443 1664 5680 1415 139442 31403 14671 75300 61456 29235 5003 8839 12966 48885 4799 2693 46428 36564 2185 609 82268 6501 internal_value=0 0.0607713 -0.0857496 0.0726809 -0.0420552 -0.129898 -0.127302 -0.102353 0.0442047 -0.113877 -0.165175 -0.0290455 0.11035 -0.149158 -0.184808 -0.00380624 -0.172347 -0.100298 -0.047583 -0.199755 0.0239886 0.0996162 0.00410528 -0.0155171 0.0248684 0.0171564 internal_count=855956 501124 354832 471663 172958 29461 181874 109644 268608 98934 72230 158512 203055 57559 14446 10503 18646 80288 83212 18958 129166 141599 10710 9295 128696 7110 shrinkage=0.0381265 Tree=23 num_leaves=27 num_cat=0 split_feature=16 33 16 16 20 17 20 16 16 16 30 20 16 23 30 30 17 30 17 30 17 20 17 8 9 12 split_gain=4126.15 1048.69 548.418 524.195 269.017 131.249 109.849 103.948 84.5867 83.8676 78.2346 73.9811 64.3568 53.2198 47.2942 48.3194 46.0535 39.8637 49.6324 37.9652 33.6244 30.351 28.918 27.6426 27.5135 26.9239 threshold=213.9048561211213 2.5000000000000004 229.64770130635358 189.47491007194247 0.66817668787194762 93.100922454495773 0.601849002849003 222.0079682539683 203.74830009031723 161.771296027544 1.5000000000000002 0.52162992887998094 237.74468545554228 0.91971639991964116 1.0000000180025095e-35 2.5000000000000004 70.576821846147681 1.0000000180025095e-35 41.071657086778792 1.0000000180025095e-35 77.516755071258814 0.64490047857187827 50.658226603130082 623.50000000000011 0.92356816959256949 89.802038200428285 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 10 9 -3 14 16 24 -5 -4 -13 -7 23 -16 22 18 -11 -9 -10 -21 -6 -2 -1 -8 right_child=1 6 11 4 8 13 25 19 20 17 -12 12 -14 -15 15 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0086258564812278123 5.6384166684477386e-05 -0.0083919754981508984 -0.0024612398277101236 -0.0039933099778977198 -0.00065860102290293441 -0.0037262682556839693 -0.0064756671898089126 0.002160684516244829 -0.00086362533984258737 -0.0011818392166426884 -0.0083245675329569561 0.0034555886722027569 0.0048290143123725354 0.0022390692061043677 -0.0041287949692271888 0.00030933236571820279 0.00095607624812770321 -0.0066971819602385536 -0.0046670735683170591 -0.0051187316978524942 0.0037625572052276809 0.00067361446524195293 -0.0030137596161519406 0.0012849429930017143 -0.0062662577741408373 -0.00046018345235079519 leaf_count=8892 47356 13861 2693 15282 8653 4131 1470 135901 93506 6549 10048 154911 72950 4589 6169 8451 5329 12277 63827 1477 2341 11987 61028 60804 37381 4093 internal_value=0 0.0555255 0.064335 -0.0868212 -0.0536295 -0.134129 -0.172467 0.033934 -0.0393716 -0.14216 -0.149803 0.10022 0.102168 -0.0153946 0.012378 -0.0410046 -0.0645231 -0.123076 -0.113904 0.0516533 -0.019688 0.00100178 -0.0713755 0.0195937 -0.176247 -0.0537618 internal_count=855956 522123 502699 333833 196187 137646 19424 272145 170857 128926 25330 230554 227861 8720 122780 14620 75010 82653 70376 149365 95847 13464 69681 108160 46273 5563 shrinkage=0.0381265 Tree=24 num_leaves=27 num_cat=0 split_feature=16 32 16 29 23 16 32 16 0 16 9 16 21 8 29 16 6 13 16 16 11 0 19 8 28 14 split_gain=3826.1 1095.8 569.123 408.211 203.847 194.724 127.846 117.603 89.4132 81.0321 57.0809 52.9147 39.0119 38.7615 34.7879 30.643 39.0539 28.9067 28.871 33.9698 28.6922 26.1667 23.7024 23.6761 22.5643 22.3872 threshold=211.81150599625389 1.5000000000000002 225.84484778708804 0.64358541233541244 0.76579436509489351 197.67991411911353 1.5000000000000002 233.22477095921994 40.500000000000007 178.21113788948188 0.93450037028524735 218.4756625288228 1.5000000000000002 864.50000000000011 2.0226315029776463 245.12046240072723 0.12893330694636854 30.928203471847663 101.72599055485661 174.95297606453678 0.87879987998799891 35.000000000000007 335.25000000000006 1211.5000000000002 298.50000000000006 19.238158938416174 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 13 8 9 25 18 20 -10 24 -6 -3 17 -9 -17 -7 -5 -20 -1 -19 -13 -11 -2 -4 right_child=1 4 7 5 12 14 -8 15 10 23 -12 22 -14 -15 -16 16 -18 21 19 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0061764925536770109 -0.0087021938132798172 -0.0076851438251215242 0.0010811716047975171 0.0029799269916553346 0.0038219179741993017 -0.0021403364749223758 -0.0079967122141750939 0.0040002123823625656 -0.0073575128823557163 -0.0036179390598435187 -0.0040900538258458142 -0.0016711682533356196 -0.0017304427616775741 -0.0036902565626709687 -0.0053061414831584728 -0.016563782212770509 0.0062629929458546188 0.00023357623111151834 -0.0038393797835363859 -0.0017908442409231037 -0.0021301754583017201 -0.0012848644508390746 0.0014233382599918873 0.0020882775293155544 0.00015634358877249872 0.0027878658601821096 leaf_count=37139 420 17884 12160 1394 2338 28242 21597 140095 9384 38272 45238 3706 8627 4399 2962 110 11418 27022 19194 30409 2735 42355 123476 1087 86749 137544 internal_value=0 0.0500031 0.061348 -0.0893949 -0.125958 -0.0638971 -0.141539 0.0893673 -0.0938855 -0.122948 -0.121999 0.0219594 -0.0143351 -0.180885 -0.0324066 0.108998 0.158556 -0.0291671 -0.0637733 -0.0677621 -0.154721 -0.0181879 0.0349669 -0.0907597 0.00298116 0.0694855 internal_count=855956 548926 515678 307030 33248 206200 100830 301327 105619 79233 54622 214351 10965 22283 100581 151623 11528 97619 50997 49603 39874 69377 127182 39359 87169 149704 shrinkage=0.0381265 Tree=25 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 31 29 17 31 16 16 31 17 16 16 0 31 17 31 11 19 29 21 24 0 28 split_gain=3541.66 825.538 588.346 373.036 238.839 169.537 156.972 115.989 76.0062 75.2625 61.272 51.1633 46.4276 45.9774 41.0389 39.6034 35.5438 33.7431 30.5689 29.6399 25.555 25.0625 24.6687 29.9202 23.9161 23.6805 threshold=216.75339050051699 0.59222601494082439 199.22768043682476 231.33628051998315 0.66817668787194762 1.5000000000000002 0.64358541233541244 77.516755071258814 1.5000000000000002 224.8544353658132 179.19570971602067 1.5000000000000002 70.576821846147681 208.78594293030915 239.80349758600536 31.000000000000004 1.5000000000000002 50.517757718273849 1.5000000000000002 0.82609968434986258 343.25000000000006 1.5329467292623733 1.5000000000000002 11.500000000000002 29.500000000000004 1343.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 25 11 10 -4 16 19 15 13 -6 24 -1 20 -12 -11 -8 -3 -19 -9 -24 -5 -2 right_child=1 3 4 14 12 -7 7 22 -10 18 17 -13 -14 -15 -16 -17 -18 21 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.0041309055796178414 0.0011764237704162764 -0.0017551115269625363 -0.0024370853458522248 0.0037478962434984728 -0.0016310205901223357 -0.0070045924414743011 -0.0053530776163214257 0.0050642420185735117 -0.0070813332143704029 0.0024073853107195696 -0.00094794267294901835 -0.0074206789155737175 0.0022967817565918984 -0.00030430256845222171 0.004762602329378942 -0.0060663848455207092 -0.00080309902042458882 -0.0031301252617971006 0.00032576657057377948 -0.0026487431340424181 0.0012728960336406397 -0.0062635088816000162 -0.0021703688164818914 0.0021466552588168637 0.002621533351888698 -0.0098964176502044313 leaf_count=32234 5451 4200 9033 110331 66557 16385 33978 1424 11832 120132 9933 16920 7016 88403 47002 29370 15012 47513 11212 7127 114589 4025 5433 4091 36457 296 internal_value=0 0.0567534 -0.0728974 0.0658504 -0.0322968 -0.131885 -0.111552 -0.0877743 -0.132997 0.0414766 -0.0982169 -0.145927 -0.019325 -0.0229274 0.0991989 -0.13255 0.024784 -0.0782311 0.0584814 -0.128105 0.0305781 -0.0885168 0.0100665 -0.00828838 0.0909642 0.0158975 internal_count=855956 481067 374889 458935 182841 22132 192048 113524 20865 265145 102576 78524 161976 154960 193790 61604 133801 61471 131344 41105 118789 51538 10948 9524 146788 5747 shrinkage=0.0381265 Tree=26 num_leaves=27 num_cat=0 split_feature=16 32 16 29 20 16 32 16 16 0 0 29 16 16 0 16 14 12 1 12 16 10 9 11 9 0 split_gain=3269.07 952.802 499.647 345.099 202.211 159.679 107.35 98.9516 71.8098 62.4004 58.3416 54.514 50.8568 37.0486 34.7038 33.3668 32.2336 30.0681 28.7379 27.5143 26.8059 34.1681 24.5699 32.5074 24.468 23.4113 threshold=211.54282256616929 1.5000000000000002 225.98637561718087 0.64358541233541244 0.70150003750093759 184.78509885118891 1.5000000000000002 234.02414012180699 160.33120924917662 33.000000000000007 43.000000000000007 2.0226315029776463 219.90044016386301 202.92738466946508 29.500000000000004 101.72599055485661 28.825019161425285 92.645183950935902 132.50000000000003 92.645183950935902 246.24181291764748 0.98781706687587711 0.941189571597013 0.6565491068507493 0.93450037028524735 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 16 10 8 25 -1 19 15 13 18 -11 -10 -5 -3 -6 -2 -7 -9 -22 -17 -24 -12 -4 right_child=1 4 7 5 17 9 -8 20 14 11 24 -13 -14 -15 -16 22 -18 -19 -20 -21 21 -23 23 -25 -26 -27 leaf_value=-0.0061831737441491834 -0.0080156706315327158 -0.0070689530475293687 0.0028678471114040849 0.0028429630340183949 -0.005115545191514516 -0.0014370801097633435 -0.0073977303653747044 0.0037894037335531867 -0.002719793497186423 -0.0027626529061263441 -0.0073022889158185734 -0.0071128960119619111 0.0013622007886244058 -0.001176236283240504 -0.0046097035154070414 -0.0049604403091142255 -0.0033136638747770426 0.00088220854883417981 0.0002486945577796624 0.00028119358721114869 0.0062629585941351811 -0.019090591873084279 0.0011643231062021815 -0.0030333739886959673 -0.004597070156126995 0.0019093339606252638 leaf_count=22408 615 19429 105663 1440 1414 26636 21457 127336 29233 45869 6300 3171 108057 40112 27326 7706 4008 8634 111626 27566 8228 78 3091 20253 21265 57035 internal_value=0 0.0458079 0.0563634 -0.0833445 -0.117682 -0.0596641 -0.131309 0.083035 -0.114266 -0.0415295 -0.102952 -0.0577974 0.0202432 -0.0530486 -0.0952851 -0.0742432 -0.168564 0.00100134 0.00533518 -0.0147719 0.102981 0.158023 -0.0811446 -0.0649825 -0.136791 0.0664061 internal_count=855956 552123 518638 303833 33485 203409 100424 298340 78967 143354 60055 89152 220298 85981 56559 32490 23437 10048 112241 54202 135642 8306 31050 23344 27565 162698 shrinkage=0.0381265 Tree=27 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 29 17 16 16 32 16 17 26 16 14 16 12 17 17 28 17 17 26 0 17 32 split_gain=3032.27 773.903 460.428 342.208 252.924 155.094 113.565 93.4503 65.6808 63.2782 55.7802 51.825 51.5011 39.2039 33.391 31.4305 28.9815 28.7508 25.9001 24.6287 23.7098 23.1213 22.528 21.5401 21.1748 20.4266 threshold=215.63362660599242 1.5000000000000002 195.40280053986314 230.7015671801455 1.5000000000000002 0.657381543554728 81.629975299960861 166.12718357339875 223.66480120332952 1.5000000000000002 207.17722642383089 49.443128731155134 0.78114775518737278 238.45152240182281 48.74060099096539 182.12914554024141 96.337572106361009 77.516755071258814 50.090876002965949 298.50000000000006 70.576821846147681 45.053851130812554 2.0077249914962438 29.500000000000004 46.606410800219777 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 10 -3 7 25 18 11 17 -9 -8 23 -7 -13 -6 22 -2 -12 -21 -10 24 -5 -4 -1 right_child=1 5 4 13 16 14 12 9 21 -11 19 15 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 leaf_value=-0.0054129547600700071 3.0268957784585765e-05 -0.0067541647640848978 0.0018631681936721693 0.0034050202433877994 -0.0071716420569805355 -0.0022431416954325619 -0.0037855375774159756 -0.0018149250077776006 0.00073456840252480754 -0.0066634996656490088 -0.0089034800728422445 -0.0050310982003218237 0.0011517164411685593 0.0042804395014531156 0.0021233643082614662 -0.003327232518651144 -0.0037533005168018762 0.0016790662482674757 0.0011722349141345099 -0.0004055756508587383 0.0029100224204864169 0.0021629938418117763 -0.0064103996989189694 0.0023309830313708543 -0.0018747953183563715 -0.0076597756611342009 leaf_count=47807 44733 15279 2271 105060 10419 10505 4940 22188 19081 9653 485 24457 8118 61482 3360 44141 5513 3496 81413 89464 3249 120477 1547 36599 73512 6707 internal_value=0 0.0504558 -0.0702083 0.0602845 -0.0364794 -0.107659 -0.108343 -0.11589 0.0366617 -0.0977977 -0.0254387 -0.0896131 -0.0187824 0.0911825 -0.0310801 -0.103201 -0.157077 -0.0446635 0.0201246 -0.00876589 -0.00759013 0.0516096 -0.0486737 0.0820304 -0.046235 -0.149224 internal_count=855956 497989 357967 468845 189956 29144 168011 154953 265704 100439 174024 90786 13058 203141 13865 68598 15932 80826 126146 93198 92713 139558 77330 141659 75783 54514 shrinkage=0.0381265 Tree=28 num_leaves=27 num_cat=0 split_feature=16 32 16 32 16 20 29 17 9 13 32 16 29 2 16 17 16 11 12 17 21 9 30 16 17 6 split_gain=2817.86 648.501 520.554 270.496 256.414 171.02 130.472 94.3469 64.7168 48.9309 48.4219 44.1757 41.0473 36.828 35.6202 35.2307 33.0439 32.5415 29.8915 29.7931 25.8444 31.2038 24.4266 23.7199 23.5382 23.3249 threshold=217.84143063204829 1.5000000000000002 199.22768043682476 1.5000000000000002 231.33628051998315 0.56306121985041735 0.59714670620959698 77.516755071258814 0.89868339519861651 31.133105022100704 1.5000000000000002 224.8544353658132 2.0226315029776463 30.04554865424431 178.21113788948188 67.910544024142652 242.46550600346924 0.83457096467849168 96.337572106361009 49.868515524673683 1.5000000000000002 0.94550094260697393 1.0000000180025095e-35 209.11034779795526 47.785460413902165 0.12893330694636854 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 11 -3 10 8 -8 -4 17 24 15 -7 -10 23 -6 -1 -5 -16 -9 -22 -14 -11 -2 -18 right_child=1 5 3 18 16 13 7 20 14 12 -12 -13 22 -15 19 -17 25 -19 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.0051429404893109341 -0.00044605541732451804 -0.0065044817982446174 -0.0014601561723759275 -0.0068953168557115375 0.0032194150622112932 -0.0035643547341674391 -0.0064787521948651674 0.0049574636829580942 -0.0040340382441446639 -0.00088942514953895099 -0.0070443072838420233 0.0020321889901230789 -0.0011930721169427911 0.0010485520625799988 -0.00056815537676190855 0.0026167098769830058 -0.0082253276754457004 -0.0030295925226214893 -0.0034676215057629464 -0.0029042853350885467 -0.0039251050694855197 0.0008560191501450435 -0.0068760934750865393 0.00026876409198819479 0.0012120116412917012 0.0048502098699516197 leaf_count=40781 14146 14790 63155 10742 166421 3621 9063 1473 38291 41915 14894 130068 2449 8243 9304 6973 200 14307 5640 53952 2732 7250 1995 66463 103552 23536 internal_value=0 0.0525805 -0.0625944 -0.0267971 0.0617979 -0.0988607 -0.0997495 -0.0800139 -0.0889607 -0.0157739 -0.134173 0.0405993 -0.00389956 -0.00942517 -0.0817344 -0.000266277 0.0894188 -0.120496 -0.149902 -0.0671627 0.00637703 -0.0118694 -0.0982071 -0.00469919 0.0265624 0.124324 internal_count=855956 464577 391379 199332 437923 26654 192047 122065 110610 182950 69982 247766 119795 11864 101547 115351 190157 55088 16382 63256 11455 9982 4444 108378 117698 23736 shrinkage=0.0381265 Tree=29 num_leaves=27 num_cat=0 split_feature=29 17 31 14 11 31 9 11 20 17 2 2 11 20 22 13 14 10 28 22 9 14 2 5 20 4 split_gain=1625.3 702.939 284.753 179.341 149.829 121.462 115.181 110.876 80.6201 74.7582 73.5898 72.9238 55.8747 51.5081 43.5859 42.099 39.1458 33.8638 36.4201 30.1715 30.2872 30.0369 27.8586 27.5063 26.703 26.1317 threshold=0.68972062277240909 49.225993385747337 1.5000000000000002 20.042707441346902 0.84896247350291476 1.5000000000000002 0.94047839098670905 0.6536575591197441 0.55320603405737334 43.841809495637214 13.564659977703458 16.831761006289309 0.86847510722395105 0.74313698841863485 1472.2500000000002 30.205532579769294 78.985408118497503 0.89226205395610714 4814.2500000000009 190.75000000000003 0.91457641667218825 27.437546316534188 38.264912280701758 107.4232749938965 0.80762683255477119 5.0068871974945077 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 19 10 9 17 23 -4 16 21 12 15 -7 25 -9 22 24 -19 -2 -21 -1 -5 -8 -3 -6 right_child=1 6 8 5 14 13 7 11 -10 -11 -12 -13 -14 -15 -16 -17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 leaf_value=-0.0041792013654375956 -0.0098066127866082951 -0.0048965560913693312 -0.0067255433294032838 0.0024094716193641904 -0.0064626694504130071 -0.0034397172837189482 0.0021008409450176927 -0.002348052315824297 -0.0028630569603977987 0.0018818068550967356 -0.0015941349591660733 0.00043992210552841438 0.00052522406997281251 0.00071379757177035227 0.0030637352786723692 -0.00081500802007889188 0.005256966299167015 -0.0044252918356495613 0.0022578675062453484 -0.0055661725385870321 -0.00023013457492306781 0.00011795298188242602 0.0034832090651140501 0.0078137742943109809 -0.0011748595439386262 -0.00074278974522622935 leaf_count=58021 512 3119 35468 73951 1199 5130 20244 37009 10090 144734 26483 93271 31600 28186 4453 87841 11246 12826 1306 1623 32691 2465 66902 1304 27609 36673 internal_value=0 0.0221014 -0.0859799 0.0520001 -0.0620251 0.0591997 -0.0124171 -0.00465481 -0.153964 0.0656256 -0.085773 -0.0105936 -0.0237881 0.00194718 -0.0132281 -0.0332956 0.0811064 -0.0593556 -0.0998695 -0.0162512 -0.0126558 -0.105021 0.0765733 0.0641697 -0.040723 -0.0242319 internal_count=855956 681104 174852 364975 129294 330149 316129 271269 45558 296833 86969 249721 156450 33316 42325 124850 152099 44860 14132 34826 34314 60486 140853 21548 30728 37872 shrinkage=0.0381265 Tree=30 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 20 17 16 9 17 16 13 16 5 0 26 17 17 17 0 11 29 0 28 16 16 split_gain=2488.56 712.122 372.01 270.318 161.008 159.041 95.2644 66.3692 53.4938 52.5991 53.2958 47.0002 45.3778 32.8686 31.6917 31.4436 31.1305 25.6832 25.505 24.5898 24.1416 25.892 22.7637 21.2398 21.0142 20.6646 threshold=211.54282256616929 1.5000000000000002 226.80086816562292 184.78509885118891 1.5000000000000002 0.75851312099927515 101.17837365743833 235.02513070647981 0.93816309531849484 70.576821846147681 201.58814967034851 24.82307996617536 219.90044016386301 28.998843193054203 43.000000000000007 0.93314196804810845 47.485796427607362 47.785460413902165 51.589524415922817 35.000000000000007 0.71426278999231163 1.962483472660582 33.000000000000007 298.50000000000006 225.98637561718087 247.63480632246333 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 9 13 8 22 -1 10 16 -10 18 -3 -13 -8 -5 -14 19 -2 21 -11 -4 -20 -7 -9 right_child=1 5 7 4 -6 24 15 25 11 20 -12 14 17 -15 -16 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.006101573151350583 0.00018927737545280693 -0.0064208299077949506 0.0025819791653298183 0.00050565761124972321 -0.0054759174334323016 -0.0017528826819514527 -0.0023973636726835534 0.0033965563066394953 -0.0051020334041309862 0.0028292402704840534 -0.0010111207557382219 -0.0024514815412326942 0.00024827456545556463 -0.0035435115406229796 -0.004315394245300746 0.0030608547288794195 -0.0026098759554688709 0.0015589431390866807 -0.009864722993694201 -0.0017383381770486731 -0.0017765373006359197 -0.0075890113545210589 0.0015615670674833555 0.00067541367655388706 0.0021585414223221425 0.0058652140778797414 leaf_count=22740 24640 16032 123503 4986 16348 3233 2967 111482 35612 6939 82409 28676 28117 9017 24666 3177 71749 95716 279 15781 2953 365 42790 71401 5221 5157 internal_value=0 0.0400864 0.0492103 -0.0726186 -0.0488515 -0.101216 -0.110083 0.0736617 -0.116751 -0.0397055 -0.0441789 -0.105686 0.0198882 -0.141242 -0.0869049 0.0111478 -0.0631435 0.0330833 0.00531211 -0.0147744 0.0297036 0.0605514 0.0608346 0.016639 0.0173823 0.0919493 internal_count=855956 552369 518866 303587 185749 33503 117838 282932 111694 169401 159144 88954 235934 25049 53342 6144 76735 123833 112101 40421 10257 7304 166293 71680 8454 116639 shrinkage=0.0381265 Tree=31 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 12 17 16 16 17 16 17 9 14 23 16 26 17 0 0 12 29 12 12 0 14 split_gain=2313.64 652.909 340.695 249.733 157.243 131.288 79.2871 61.9839 60.4979 49.0404 43.729 42.4835 40.118 29.8648 28.0012 33.6151 27.8143 24.2008 23.9555 23.3495 22.482 21.5002 22.2285 21.3482 21.0716 30.827 threshold=211.54282256616929 1.5000000000000002 228.84937588395684 179.19570971602067 1.5000000000000002 96.645183950935902 101.17837365743833 220.09360397196266 201.58814967034851 73.766913313237524 237.52693570538534 47.407611729738221 0.92028207570872256 48.74060099096539 0.71646517918533592 101.72599055485661 0.93314196804810845 51.589524415922817 35.000000000000007 29.500000000000004 89.802038200428285 1.5329467292623733 78.745689014324242 79.958892449920668 33.000000000000007 18.230370431965724 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 8 -3 12 17 9 11 19 -5 -1 -7 -14 -16 -8 18 -2 -4 -10 22 -13 -6 -9 -26 right_child=1 5 10 4 23 13 16 24 20 -11 -12 21 14 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=-0.0064452207477516269 0.0002143260242696504 -0.0059139124412575022 0.0027909218458046468 0.00030666016034885393 -0.0065568644446691712 -0.0021076366975716228 -0.0025847513865540303 0.0017099130681037889 -0.0015957584611446217 0.0009331586208221926 0.0036171586223540299 -0.0034221827105641841 -0.004929260879034854 0.0017156404947608523 0.0025602135338772063 -0.0036921661462071408 0.0027739032738781696 0.00063542914834637898 -0.0016436202368337695 0.0017914124343108935 -0.00034645257791232723 -0.0051512388793880327 -0.0020940348008703326 -0.0039602971742690304 -0.0034017863504307876 0.00098694257905028427 leaf_count=13573 25859 17918 119217 7480 9390 11659 2781 100678 35282 6667 74498 27633 38762 3985 1292 38418 2852 72780 16540 47516 51506 4862 54338 9028 2422 59020 internal_value=0 0.0384991 0.0472481 -0.0701506 -0.0504188 -0.096672 -0.111802 0.0233403 -0.0417698 -0.0584105 0.0747304 -0.0642697 -0.11885 -0.0297361 -0.110167 -0.0915044 0.00336635 0.00560265 -0.0133887 0.0657307 -0.0224079 -0.0704989 -0.0666666 -0.138594 0.0359422 0.0213485 internal_count=855956 552092 518530 303864 206186 33562 97678 277299 187768 100980 241231 94313 92045 15644 78472 39710 5633 115179 42399 166733 86788 86833 81971 18418 162120 61442 shrinkage=0.0381265 Tree=32 num_leaves=27 num_cat=0 split_feature=16 20 16 32 16 30 26 9 11 30 13 29 14 27 1 32 16 16 11 28 29 10 30 16 20 4 split_gain=2124.24 487.802 398.41 203.548 199.222 105.932 96.6844 52.4178 52.8991 43.6163 38.2151 38.8646 36.2371 35.3355 34.7828 32.8458 31.8861 28.5003 25.4471 25.0315 23.9927 23.8958 22.9598 22.8909 22.5409 22.0335 threshold=217.84143063204829 0.61046497186212312 199.22768043682476 1.5000000000000002 231.33628051998315 1.5000000000000002 0.55823491239454903 0.9166001458891434 0.64414103758931363 1.0000000180025095e-35 31.133105022100704 2.0226315029776463 20.112169715841862 36.500000000000007 2494.5000000000005 1.5000000000000002 170.18329241504071 242.46550600346924 0.83457096467849168 298.50000000000006 0.21387011065146475 0.98781706687587711 1.0000000180025095e-35 224.8544353658132 0.81149821715661197 6.0295119285583505 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 10 9 -2 15 -8 14 12 25 -12 19 16 -9 18 -10 -6 -1 -3 -21 -19 -13 -14 -5 -4 right_child=1 4 3 24 17 -7 7 8 13 -11 11 22 23 -15 -16 -17 -18 21 -20 20 -22 -23 -24 -25 -26 -27 leaf_value=-0.0046341787187460827 -0.00030506735816974496 -0.0080527700496050587 -0.0071420452053320036 -0.0055053936584391009 0.0027597998799987326 -0.0057952430631750792 -0.004877914992303967 -0.00082899944324986939 -0.0038966234401437232 -0.00024107061653925164 2.5386021380089933e-05 -0.0011190869091624784 0.0012095279037184288 0.0016006500932901967 0.0051868773384458559 -0.0061706340186839506 -0.002416693417574084 0.0042867827766638429 -0.0025740260988960885 -0.008760964031457312 0.00052499151549963098 -0.0057892807580562011 -0.0066200565755052294 0.0020413068230231007 -0.001390196166166901 -0.0011823020642545384 leaf_count=32405 8045 518 915 14162 168999 13997 14808 8345 29275 23935 115328 2441 88035 2687 1678 14498 76371 24389 11922 410 29954 347 2012 106010 2241 62229 internal_value=0 0.045749 -0.0542523 -0.0229371 0.0529798 -0.099443 -0.0867645 -0.0718494 -0.0648316 0.0342605 -0.013368 -0.00287366 0.0385791 -0.0712621 0.00467256 -0.120528 -0.0741424 0.0770256 -0.107015 0.00676246 0.010481 0.108728 -0.094543 0.0436427 -0.129652 -0.0332751 internal_count=855956 464639 391317 199328 442597 22042 191989 133164 118356 248862 182925 119781 224927 108333 10023 58825 105646 193735 44327 30882 30364 24736 4453 194045 16403 63144 shrinkage=0.0381265 Tree=33 num_leaves=27 num_cat=0 split_feature=26 0 32 17 0 0 14 14 8 12 26 17 14 17 30 22 25 20 30 20 12 30 19 12 19 0 split_gain=1246.73 534.645 303.273 187.815 144.025 99.8026 88.549 86.5998 71.7499 59.3341 52.472 52.1971 51.1841 38.8671 37.1019 32.3255 32.0614 31.8744 31.0812 28.7092 27.7235 25.9782 29.2815 22.8575 22.1181 22.023 threshold=0.7656308873398644 37.500000000000007 1.5000000000000002 46.445321557447564 29.500000000000004 49.500000000000007 21.663036046142466 19.326832359314626 466.50000000000006 75.955844122715732 1.6105228048030298 50.728465752191006 20.042707441346902 51.962017547638169 1.0000000180025095e-35 190.75000000000003 678.25000000000011 0.5325381023489536 1.0000000180025095e-35 0.52162992887998094 104.05939751330901 1.0000000180025095e-35 627.25000000000011 92.059397513309008 2397.5000000000005 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 9 6 -3 -2 25 -1 16 21 15 -11 24 -5 -7 -9 23 -4 -19 22 -8 -14 -12 -6 right_child=1 5 19 12 8 10 11 17 -10 13 14 -13 18 -15 -16 -17 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0016091540754429984 -0.00071339348915568654 -0.0021327568967357833 -0.0058639988131328992 -0.0088719102970099446 -0.0033588214556796755 -0.0024982318116663423 -0.00061127386068516427 -0.0044960674209643193 -0.0015845150244999879 0.001285799393077672 -0.0043981096051394853 -0.00043759450361117839 0.0005015247205746318 -0.0013658299256814424 -0.0078225349329199608 -0.00036216544868870252 -0.00078475683106015012 0.0019492154619915744 -0.00030825070525183803 -0.0035343310070322471 0.0028999059027174957 -0.0012723928755223332 0.0018825399494869714 0.001527529151504826 0.00051307299046770768 -0.0051128632584222363 leaf_count=50479 12413 26136 35193 661 27194 26389 8226 925 28872 24359 3993 61566 43728 11991 3240 35395 39837 65409 21350 9839 140079 5624 40742 113461 2001 16854 internal_value=0 0.0214864 -0.0679713 0.0417965 -0.0475392 -0.0189392 -0.00334893 0.0624109 -0.0803041 -0.0200229 -0.0483375 0.00848404 0.0207757 0.0107823 -0.118957 -0.0135908 -0.0384909 0.0672893 0.027716 -0.140453 0.068123 0.0309955 0.0383883 0.0325786 -0.0723537 -0.1057 internal_count=855956 651175 204781 433421 159749 217754 142294 218826 72920 86829 75460 116158 214595 36350 9234 36056 66226 206413 178539 45032 205488 54592 48968 157189 5994 44048 shrinkage=0.0381265 Tree=34 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 12 17 16 17 16 9 17 28 0 19 31 23 13 26 29 16 5 0 11 29 29 split_gain=1888.01 528.029 270.417 207.46 123.762 107.502 77.6727 51.5449 48.1479 51.0373 39.0455 35.0084 34.6716 36.4016 31.3568 30.2666 25.8708 25.8431 24.381 22.3581 21.7775 22.5354 21.6641 21.6468 21.5548 21.4511 threshold=211.54282256616929 1.5000000000000002 226.80086816562292 180.19701197745849 1.5000000000000002 92.645183950935902 101.17837365743833 235.94527859420484 77.516755071258814 203.74830009031723 0.93639748846922488 49.799260817695526 298.50000000000006 33.000000000000007 484.25000000000006 1.5000000000000002 0.80520156926406938 24.82307996617536 0.93314196804810845 0.17553885421336071 101.72599055485661 73.010883331298842 33.000000000000007 0.71426278999231163 1.469916425203537 1.6151034617850277 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 8 -3 10 22 9 11 -1 -5 -2 19 -15 -16 -7 -12 -8 -14 21 -19 -4 -10 -17 -13 right_child=1 5 7 4 -6 16 18 -9 23 -11 17 25 13 14 15 24 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0056060574646306666 -0.0068380009713324696 -0.0054233329237503361 0.0022845685767256172 -0.00026233438549833884 -0.0047193183301026216 -0.0028067756018514511 -0.0020491300739807357 0.0031210541018716559 0.0025126565263071227 -0.00074149781921939266 -0.0045204540489827902 -0.0022042425261186889 -0.0059980521288763048 -0.0017575921746761499 0.00060470902765083316 -0.00031825383998864906 0.00024466145100934502 -0.0017202302910157342 0.0028948896986875847 0.0011680389528243489 -0.0032584797735431756 0.0081132460967354748 0.0013268801937364565 -0.0020343423331779195 -0.0044993983819040561 -0.0049252666117362391 leaf_count=19490 889 17107 136974 13596 18073 7229 2857 100027 6327 69314 31799 88880 636 10897 86780 4732 9152 1113 2944 129175 42346 487 45822 2004 2885 4421 internal_value=0 0.0349004 0.042756 -0.0632633 -0.0448055 -0.0868027 -0.100278 0.0636106 -0.0370711 -0.0405832 -0.107121 -0.0542875 0.017763 0.0185084 0.00469236 0.0105556 -0.0289025 -0.0968503 0.0120639 0.029715 -0.0811379 0.0333845 0.0536242 0.0372153 -0.0498839 -0.0611957 internal_count=855956 552305 518817 303651 202615 33488 101036 282823 184542 176211 95235 106897 235994 235105 105294 94397 16381 75745 5801 129811 43946 1600 182796 8331 7617 93301 shrinkage=0.0381265 Tree=35 num_leaves=27 num_cat=0 split_feature=16 32 16 16 20 32 17 16 0 29 8 28 12 29 9 12 0 30 30 19 16 18 20 30 13 24 split_gain=1752.25 502.582 263.121 183.172 116.703 107.239 67.4636 55.3435 48.9721 38.8061 39.0887 36.3888 35.8869 33.8271 32.4414 33.0587 31.0497 28.4278 31.5637 28.3679 25.013 24.5302 22.9925 21.8051 21.3354 20.565 threshold=210.64874618261618 1.5000000000000002 225.84484778708804 178.21113788948188 0.73785381473347167 1.5000000000000002 101.17837365743833 232.58103730079975 33.000000000000007 2.0226315029776463 466.50000000000006 298.50000000000006 88.059397513309008 0.5728395230328619 0.95168457071413304 176.68124086713192 33.000000000000007 1.0000000180025095e-35 2.5000000000000004 617.25000000000011 199.74047602343288 1.5000000000000002 0.63626510400680336 1.5000000000000002 24.82307996617536 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 23 8 14 -4 12 10 -10 -2 -5 -13 -1 24 -15 19 -19 -18 -12 -6 -8 -3 -16 -9 right_child=1 4 7 5 21 -7 22 25 9 -11 20 13 -14 16 15 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0051046135414512398 -0.0071771534666744078 -0.0018278597898135217 0.0017079603911543133 -0.0014611209934169921 0.0022534134762309688 -0.0045581506052915898 -0.0044671479281042101 0.0041155201798012105 -0.0033175186360836057 -0.006279804231645471 -0.0021888297763148655 -0.0011797385259670443 0.00019623626127607683 0.0011466529837892829 -0.0044287556962999261 0.0036946213357785789 -0.00052616095831182097 -0.0056086474850099884 -0.00038954652416558821 0.00089122484015640856 -0.00083680895879398754 -0.0017033824340949831 0.0015602164368105221 -0.0050215042862485296 -0.0029863250096449504 0.0026131314460897089 leaf_count=27841 881 3631 136698 42730 5020 17766 1163 14523 21306 2982 37899 14734 34185 111558 27363 906 31040 2407 5611 60598 41861 4169 4403 21563 32743 150375 internal_value=0 0.0327008 0.0403234 -0.0626446 -0.0844494 -0.0454146 -0.0989096 0.0596753 -0.038136 -0.0522799 -0.0489626 0.0145928 -0.0190027 0.0153837 -0.1056 -0.0926921 0.0186154 0.0057872 -0.0513113 0.0107831 -0.0387982 0.0120188 0.00788994 -0.119634 -0.09555 0.072009 internal_count=855956 562808 528425 293148 34383 198729 94419 301596 180963 104048 101066 226829 76915 225948 88853 61012 211214 99656 8018 91638 79760 9189 5566 25194 60106 164898 shrinkage=0.0381265 Tree=36 num_leaves=27 num_cat=0 split_feature=29 0 32 17 11 11 0 1 1 0 1 9 9 1 28 20 11 8 29 29 1 1 30 30 1 0 split_gain=1017.26 479.2 180.458 148.95 107.177 97.0725 80.406 71.4146 61.9305 54.1272 46.5464 46.6612 42.13 46.8427 43.0683 36.007 35.3421 33.2514 31.0156 30.384 29.7331 28.3683 28.3125 27.7658 27.1899 26.7783 threshold=0.64358541233541244 35.000000000000007 1.5000000000000002 46.445321557447564 0.86847510722395105 0.8304547985522811 48.000000000000007 664.50000000000011 525.50000000000011 33.000000000000007 464.50000000000006 0.90765360871596135 0.9520701344614193 3730.5000000000005 742.25000000000011 0.52162992887998094 0.65040965038133358 736.50000000000011 1.6651554347092008 0.12159349165439838 610.50000000000011 834.50000000000011 1.0000000180025095e-35 1.0000000180025095e-35 205.50000000000003 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 6 9 7 -3 -2 19 24 -12 13 18 -14 -10 -13 25 -8 -1 -6 -21 -9 -22 -5 -7 right_child=1 4 -4 10 20 17 12 22 15 -11 11 16 14 -15 -16 -17 -18 -19 -20 21 23 -23 -24 -25 -26 -27 leaf_value=-0.008020936737746993 0.0004340492354586015 -0.0015833765332897085 -0.0050503827480866247 -0.0085134476131657096 -0.00054083887188215607 -0.0003126459490994973 -0.0034229778345544653 0.00067605259729749663 -0.0041583397329514639 -0.0043178218364105601 -0.0012263113299816959 0.0025042707985404506 -0.002239427684909626 -0.00037109255842906189 -0.00020665680305034659 0.0023756362138249525 0.00089077668574562849 0.0020537517990185223 -0.0071540869470286816 -0.0022763492831155874 0.001543833841274688 0.0010260888214575486 -0.0014419071281868813 -0.0030677605413683964 -0.00038725951589685392 -0.0023134861615147404 leaf_count=1225 28734 47001 39218 608 17972 25094 13320 58280 1234 26522 13429 22816 39614 5768 24534 188781 146082 5562 4279 35488 38971 4232 10889 1995 38434 15874 internal_value=0 0.0159752 -0.0739524 0.0361469 -0.0178296 -0.0538228 -0.0286964 -0.0114516 0.0546533 -0.0780567 0.0178596 0.0245697 -0.0515877 -0.0879411 -0.0383454 0.0611964 0.0290806 -0.0186845 -0.113573 -0.0552603 0.0197253 -0.0504764 0.00898668 0.034602 -0.0134764 -0.0285344 internal_count=855956 702741 153215 440118 262623 113997 203685 116170 218749 67467 221369 182327 87515 23367 64148 190015 168898 46530 17599 40945 58938 39720 69169 40966 39042 40968 shrinkage=0.0381265 Tree=37 num_leaves=27 num_cat=0 split_feature=16 33 16 16 20 17 17 16 20 16 32 17 9 13 32 28 16 17 17 29 29 20 9 24 1 15 split_gain=1547.89 422.35 228.796 182.234 104.199 64.0454 55.6748 47.9917 46.2945 45.2585 39.7448 34.6416 30.6563 27.6491 26.7551 26.0732 23.127 23.1284 22.7387 21.1963 21.0856 20.7628 19.4435 19.1725 21.1831 19.742 threshold=211.81150599625389 2.5000000000000004 225.84484778708804 178.21113788948188 0.66817668787194762 101.17837365743833 73.766913313237524 234.67654069151078 0.56306121985041735 201.13959201378029 1.5000000000000002 49.868515524673683 0.95420145339058826 65.441889626333008 1.5000000000000002 298.50000000000006 218.4756625288228 47.785460413902165 52.376347710872139 0.29442203260694705 0.047342005519859884 0.63626510400680336 0.95555989413857445 1.5000000000000002 48349.000000000007 0.18045488300149679 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 14 12 9 19 -3 11 15 -6 -1 -14 -5 -2 18 -18 -17 -4 -9 -7 -8 25 -25 -22 right_child=1 8 7 4 6 21 22 20 -10 -11 -12 -13 13 -15 -16 16 17 -19 -20 -21 23 -23 -24 24 -26 -27 leaf_value=-0.004791198538653417 -0.0063578216659770466 -0.0053494232560780961 -0.0025114966627721104 -0.0025229271837144268 -0.00012625110638630262 -0.0041102249414456784 -0.00087448592663833837 -0.0062318239203758988 -0.0014875948982240126 -0.00074024202466580478 -0.0026661016109353983 -0.0022985192708655684 -0.0034031164322876335 0.0031992513499485373 -0.0047558740272911513 -0.00056837247599729208 -0.00026402268753550947 0.001146131822761113 0.00067288508626101658 0.0017386978626540133 -0.0040159591901954951 0.001620844032390225 0.0026853144772011621 0.002536830485349638 -0.023064570063519526 0.0042716252542097308 leaf_count=30309 787 14145 1722 16512 12503 1163 3290 386 6626 85778 5666 72849 57630 937 14784 38986 20090 106709 47704 179939 431 4378 6925 111998 47 13662 internal_value=0 0.0318766 0.0373777 -0.0567859 -0.0405526 -0.0933456 -0.0313566 0.0549611 -0.107996 -0.0356375 0.0127396 -0.0519405 -0.0998487 -0.0864881 -0.0938391 0.0149255 0.0155953 0.0242012 0.00300762 0.0445467 0.0699138 0.0109622 0.0403601 0.070628 0.0662556 0.105391 internal_count=855956 548898 528127 307058 212641 94417 181345 308185 20771 171130 219942 85352 88876 58567 31296 214276 213489 126799 86690 181661 126524 5541 10215 126138 112045 14093 shrinkage=0.0381265 Tree=38 num_leaves=27 num_cat=0 split_feature=16 32 16 16 32 12 16 2 0 19 0 29 30 30 4 28 16 21 2 23 16 5 16 10 6 21 split_gain=1439.08 409.538 214.583 151 85.8857 85.5944 46.4237 40.2887 37.1568 29.8182 27.137 25.5478 24.0146 27.8668 25.404 22.6616 22.27 21.5489 21.5305 20.3566 20.4274 19.6637 17.8223 18.3993 17.3241 16.2763 threshold=210.64874618261618 1.5000000000000002 225.67103075821387 178.21113788948188 1.5000000000000002 92.645183950935902 233.53800483750456 15.245090489025801 29.500000000000004 343.25000000000006 33.000000000000007 2.0226315029776463 1.0000000180025095e-35 2.5000000000000004 17.999998092651371 298.50000000000006 202.92738466946508 13.500000000000002 161.77500000000003 0.71646517918533592 101.72599055485661 28.00000095367432 247.63480632246333 0.98781706687587711 0.26860966952721943 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 8 7 -3 -4 11 19 15 -11 16 14 -14 -12 -2 -5 -17 -7 -1 -21 -16 24 -24 -8 -9 right_child=1 5 6 4 -6 18 22 25 -10 10 12 -13 13 -15 21 17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 leaf_value=-0.0033371759358604178 -0.0080836238183641558 -0.0047524928140240171 0.0015974414300558989 -0.0020693818830269969 -0.0040973847819054162 -0.0016945976879934918 0.00044425957363319511 -0.00074436284816795561 -0.0040525214963902448 0.00098314844248756925 -0.0019255675809089184 -0.0061106430737016904 -0.0052806226299359918 -0.00040036321701864572 -0.00069348641111170208 -0.00075164299666713745 -0.0009521363774050481 -0.012263268148457322 0.0015598789024808268 0.0031610835455344339 -0.0019295508577894735 0.00076022327611144358 0.0049419799413821996 -0.02279672988519681 0.0025483187257614136 0.0014680787797998135 leaf_count=20541 742 17696 159290 73818 17815 12865 5940 60136 55769 113848 6913 1921 2432 5657 16804 7566 39981 244 3836 1229 16933 69333 5073 35 134283 5256 internal_value=0 0.0295378 0.0364233 -0.0568507 -0.0412169 -0.0761893 0.0536901 -0.0347002 -0.0897702 0.0128936 0.0151971 -0.045912 0.00327702 -0.0489853 0.00782028 -0.0450142 -0.0439815 -0.0291474 -0.0248407 -0.065964 -0.0415741 0.0125012 0.0666144 0.124636 0.0645008 -0.0148593 internal_count=855956 562557 528160 293399 198927 34397 304621 181112 94472 223539 214987 115720 101139 8089 93050 8552 113799 7810 16701 38703 18162 86137 145331 5108 140223 65392 shrinkage=0.0381265 Tree=39 num_leaves=27 num_cat=0 split_feature=16 20 16 16 32 32 17 16 31 13 26 17 14 0 28 20 32 17 29 0 24 22 16 14 5 0 split_gain=1326.89 327.815 219.615 146.68 110.824 66.4804 65.0694 53.3657 35.7157 32.0554 34.5544 31.8956 31.6367 31.5072 29.7915 29.0074 28.7004 29.0224 25.15 24.9917 23.036 26.6558 21.2961 20.8466 37.5616 20.3026 threshold=215.63362660599242 0.61939027306320382 192.93054575097489 231.33628051998315 1.5000000000000002 1.5000000000000002 93.100922454495773 155.33580019133527 1.5000000000000002 26.59586919472989 2.0077249914962438 70.576821846147681 20.112169715841862 40.500000000000007 1310.2500000000002 0.52162992887998094 1.5000000000000002 39.392795396630113 0.21387011065146475 33.000000000000007 1.5000000000000002 55127.500000000007 206.82500744953475 42.718778785224451 123.11259078979494 52.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 9 14 7 -1 12 -4 11 22 18 16 -2 -8 17 -9 -3 -20 23 -22 -11 24 -5 -12 right_child=1 3 4 20 -6 -7 15 13 -10 10 25 -13 -14 -15 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.0043798153061939127 0.0006456844330961465 -0.0084509484370025624 -0.0018100598273063007 0.0026030513508769485 -0.0038831458708327923 -0.0042096725115355928 -0.004860812094442904 0.00054193285398898387 -0.00035874346870579717 -0.0010120749463258837 -0.0025706336229314418 0.0018986607399064782 0.0012569263260779047 -0.0033526496000083968 -0.010300600189732521 0.0011507416890843779 -0.0045969492861530565 -0.0021233870589527602 0.00070808676516736396 -0.0017055170359718812 0.0021892508611667718 -0.023661892838066079 -7.9736742585676703e-05 0.0043263171967796573 -0.009531175811022358 -0.0093154611205337259 leaf_count=33715 7033 501 30418 2388 17121 17916 1371 6768 27734 65164 2896 8518 215676 50622 381 7833 5888 48464 27068 8103 177312 58 78531 13202 439 836 internal_value=0 0.0333726 -0.0464418 0.0393142 -0.0248531 -0.0774573 -0.0748456 -0.0800052 0.0246468 -0.0177796 -0.0119873 -0.00965647 0.0284046 -0.069484 0.00218124 0.00669558 -0.0542022 -0.0471269 0.000818179 0.00398725 0.0604799 0.057199 -0.0131809 0.0967846 0.0188517 -0.107052 internal_count=855956 497811 358145 472481 203484 25330 154661 145457 279082 186363 155945 152213 251348 111742 7414 9204 61120 55232 35672 35171 193399 177370 143695 16029 2827 3732 shrinkage=0.0381265 Tree=40 num_leaves=27 num_cat=0 split_feature=16 20 16 32 16 17 32 16 2 9 1 32 17 1 0 4 28 31 26 16 19 18 24 19 10 14 split_gain=1237.97 276.006 238.163 123.131 107.312 58.4377 56.4411 54.3518 35.7592 29.3131 29.2233 28.2674 46.2066 28.1798 29.1963 27.812 25.2318 23.7246 23.6265 22.2419 21.9624 21.1802 19.9879 24.2041 19.9281 19.2879 threshold=217.84143063204829 0.61046497186212312 195.40280053986314 1.5000000000000002 231.80391635970261 81.629975299960861 1.5000000000000002 155.33580019133527 14.851457840819544 0.96259154562165705 2608.5000000000005 1.5000000000000002 39.392795396630113 315.50000000000006 33.000000000000007 6.0295119285583505 1310.2500000000002 1.5000000000000002 1.8535170510504084 178.21113788948188 617.25000000000011 4.5000000000000009 1.5000000000000002 55626.000000000007 0.50639968128173651 42.718778785224451 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 8 13 7 16 -1 15 10 -7 12 -9 21 -15 -4 -2 20 -17 -14 -16 -3 25 -24 -12 -6 right_child=1 4 3 -5 22 9 -8 11 -10 -11 24 -13 19 14 17 18 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.0042505925414522893 0.00083793539072899207 -0.0012365312148842498 -0.0064272417320932872 -0.0037472190332688915 0.00059421120613889435 -0.0032756757025064324 -0.0040367371938229502 0.00037514786805639526 8.6965082669890957e-05 0.0019971141369793822 -0.012545266857076368 -0.0042792123604775568 -0.0032306474805977588 0.001411431051343265 -0.00024683086789427388 -0.0007849238776276461 -0.0098601833217475138 -0.0014076873163927825 -0.0044361962247397796 -0.0020799359736635953 0.0011220370226396621 -0.013976260236153891 0.0021300432578787425 -0.022718883424926548 0.0026406379734413257 0.0041411875629173639 leaf_count=32680 5863 5118 1323 18447 2684 5311 15855 8584 87748 5240 133 11737 40536 159067 23394 113388 339 8104 2636 61404 62706 197 168010 57 2262 13133 internal_value=0 0.0349351 -0.0414041 -0.0200275 0.0403775 -0.0698672 -0.0742396 -0.0752601 -0.0129889 -0.00532356 -0.0445623 -0.0655768 -0.0606218 0.0272449 0.0287571 -0.0244071 0.00664049 0.0148054 -0.0227631 -0.0665551 0.0196741 -0.0448174 0.0588452 0.0556468 0.0471412 0.0928304 internal_count=855956 464527 391429 223542 442470 167887 22057 154941 205095 12946 7706 122261 110524 258586 253271 117347 6202 94204 116024 101940 86100 5315 183884 168067 2395 15817 shrinkage=0.0381265 Tree=41 num_leaves=27 num_cat=0 split_feature=16 33 16 26 16 16 17 1 29 17 9 14 29 2 17 30 30 5 26 6 4 19 11 14 28 26 split_gain=1145.02 339.467 210.348 103.527 54.2037 42.5571 41.5855 37.4998 35.5829 42.779 29.4268 27.176 26.9165 24.9812 24.3229 24.1823 39.2592 25.8375 25.7538 18.9591 21.806 35.3883 18.6533 18.4829 20.148 18.0573 threshold=208.78594293030915 2.5000000000000004 224.8544353658132 0.57591242673496534 181.17645329016042 236.13001169178239 101.17837365743833 132.50000000000003 2.0226315029776463 77.516755071258814 0.87025295946577852 18.554774561843256 0.12159349165439838 24.385489510489514 46.52446676465761 1.0000000180025095e-35 2.5000000000000004 28.00000095367432 1.7792735719564992 0.26860966952721943 52.09181213378907 10366.500000000002 0.82609968434986258 20.042707441346902 2133.2500000000005 0.93314196804810845 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 12 6 11 10 -2 9 14 -5 -4 -1 -3 -6 17 18 -9 -17 20 21 -7 -12 24 -19 -8 right_child=1 13 5 4 8 19 25 15 -10 -11 22 -13 -14 -15 -16 16 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0051581324485907411 -0.0052980151516092231 -0.0045469001093364067 -0.0001901935260991678 -0.0058852111934184848 0.0013484514538290328 -1.6782290896212591e-05 -0.002547470964341725 -0.00020359194979901706 -0.0048429144455132507 0.0018514293760435866 -0.0029001066244840525 0.0015797462599392625 -0.0029770214471730315 -0.0018457432669407548 -0.0013271484017850785 -0.0016209655608225956 0.0004817970761877762 -0.00027720906627025301 -0.0063659552796422906 0.0025492572557594181 0.0053407487072070908 -0.014595963091383713 -0.0011013199675194818 0.00089345362584262046 -0.0117345508861113 0.0027217217600120644 leaf_count=9428 1748 14933 13399 4145 5149 4431 1380 61582 3710 6965 43148 214205 64437 7465 121011 9489 15638 17444 2016 94089 1019 256 10400 125241 226 3002 internal_value=0 0.0250772 0.0298989 -0.0534153 -0.0415435 0.0462508 -0.0660525 0.00695991 -0.030425 -0.027733 -0.0731858 0.0387014 -0.0853846 -0.0956457 -0.0319449 0.00806106 -0.019984 0.0117836 -0.0643233 0.0634689 0.00749849 -0.021326 -0.0669023 0.0191623 -0.0111143 0.0278631 internal_count=855956 583181 560783 272775 198910 327399 62075 233384 136835 133125 57693 227604 73865 22398 126160 231636 27143 204493 11505 99795 5706 4687 53548 142911 17670 4382 shrinkage=0.0381265 Tree=42 num_leaves=27 num_cat=0 split_feature=16 32 16 32 16 5 29 0 9 2 21 0 14 29 0 28 14 29 25 9 11 19 18 31 16 10 split_gain=1056.4 229.353 207.664 97.8389 90.3112 58.5245 54.2984 47.9958 32.931 25.4307 24.8643 24.3231 30.3623 23.0557 22.7127 22.2376 20.0017 19.2968 18.5055 23.5854 20.388 18.4163 21.7874 18.2611 17.3035 24.7941 threshold=217.84143063204829 1.5000000000000002 200.19171765391428 1.5000000000000002 231.33628051998315 29.516098022460941 0.60537653337286457 40.500000000000007 0.93898589218122253 16.430194805194809 11.500000000000002 33.000000000000007 18.230370431965724 0.12159349165439838 26.000000000000004 298.50000000000006 48.74060099096539 1.8295745457945032 646.25000000000011 0.94498579691567575 0.63741773451392336 343.25000000000006 4.5000000000000009 1.5000000000000002 246.24181291764748 0.98781706687587711 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 11 -3 13 10 -9 15 18 21 -13 -1 -15 -4 -7 -17 -8 -20 -21 22 -2 -19 -6 -26 right_child=1 5 3 -5 24 16 7 8 -10 -11 -12 12 -14 14 -16 17 -18 23 19 20 -22 -23 -24 -25 25 -27 leaf_value=-0.0049841807883392441 -0.00055528390851732339 -0.0040341382058217811 -0.0070459586992020163 -0.0034446490953817526 0.0019854044564286328 -0.0013453574941092953 -0.0017764585391626623 -0.00442765538420646 -0.0021702163065318914 0.00026696845688858954 0.003055215493475386 -0.0029841753797999605 0.00060453511763977846 -0.0020445886211001981 -0.0035025650248415286 -0.00054455600874563212 0.0019576373414531539 -0.00029343246519822396 -0.0020127554958432169 0.0035906188382951597 -0.00013173535475476743 0.001326408064028199 -0.016783779752171324 -0.006622917967736495 0.0039683062296913003 -0.017767809566190562 leaf_count=8783 5388 13033 790 15774 181846 9876 35204 11401 53347 68087 2045 3566 87902 26435 37657 105360 3650 1190 8493 2569 12776 150875 123 1495 8214 77 internal_value=0 0.0322449 -0.0382746 -0.014884 0.0377165 -0.0579876 -0.0609572 -0.0483774 -0.0673472 -0.00815578 -0.0282708 0.0251396 0.0121864 -0.082679 -0.0760945 -0.0176386 -0.0119088 -0.0164163 -0.0320255 -0.0105111 0.0128899 0.0327157 -0.0240643 -0.100132 0.0541111 0.098788 internal_count=855956 464550 391406 192696 437991 26559 198710 125835 64748 176922 61087 247854 91468 72875 64092 108835 13526 108045 59042 23838 15345 156386 5511 2685 190137 8291 shrinkage=0.0381265 Tree=43 num_leaves=27 num_cat=0 split_feature=16 20 16 20 30 16 0 16 16 26 0 25 13 9 19 0 30 19 0 18 30 11 29 19 9 21 split_gain=980.673 299.403 170.203 92.8761 76.8994 65.8279 39.3849 38.5473 35.4695 32.3221 28.1816 25.5118 24.7286 42.1924 24.6513 24.2117 30.8932 24.3587 22.2509 21.5577 20.8296 20.4019 19.7854 19.0484 18.6367 16.2457 threshold=208.78594293030915 0.65288128000947732 224.8544353658132 0.69567209978878586 1.5000000000000002 180.19701197745849 33.000000000000007 236.32323716680037 101.72599055485661 2.0077249914962438 46.500000000000007 243.50000000000003 141.79862836209426 0.94658439481785261 449.75000000000006 33.000000000000007 1.0000000180025095e-35 469.25000000000006 29.500000000000004 2.5000000000000004 2.5000000000000004 0.87987500487500503 0.15109526827561617 535.25000000000011 0.95168457071413304 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 24 22 8 23 18 12 14 21 19 13 -5 -8 -13 17 -17 -4 -3 -18 -10 -2 -7 -1 -25 right_child=1 2 7 5 -6 6 9 -9 10 -11 -12 15 -14 -15 -16 16 20 -19 -20 -21 -22 -23 -24 25 -26 -27 leaf_value=-0.0042521294249197265 -0.0061037502866289105 -0.0011552579250268308 0.0016666712890297578 -0.0054703766838881084 -0.003978941829183626 -0.00097462561075407341 -0.0030018140463062217 0.0023066399109612275 -0.0022998682115178393 -0.005968387395945453 -0.0037485216965145334 0.00070695174890189377 0.0090709472578658773 0.0043170477694331379 -0.0011679759858643458 -0.0017292085060776261 -0.0041411899723651354 0.00032803999246351422 0.00087171977121399378 -0.012905229185458739 -0.00072388274475915053 0.0012122242484627868 -0.00010731106143206364 0.0032269112756657717 -0.0027794238301806795 0.00012416321518449777 leaf_count=18161 846 553 149364 1149 20868 28489 12529 95648 42919 2358 22679 115275 523 1446 71255 9253 4123 87307 77864 385 6986 2547 14664 2708 40007 26050 internal_value=0 0.0231219 0.0289666 -0.0495163 -0.064724 -0.0399115 -0.0275659 0.0436585 -0.0647522 -0.0410765 -0.0695243 0.0077784 0.0395454 -0.000434733 -0.0378269 0.00847081 -0.00231212 0.00343334 0.0365695 -0.156794 -0.052252 -0.0551617 -0.0113934 -0.00723586 -0.08496 0.0109198 internal_count=855956 583136 546758 272820 36378 214652 143389 322876 71263 86142 68145 223882 3118 2595 83784 222944 107669 96560 227228 938 11109 45466 15510 57247 58168 28758 shrinkage=0.0381265 Tree=44 num_leaves=27 num_cat=0 split_feature=16 33 16 16 32 17 16 14 20 29 16 17 32 23 14 17 15 24 26 30 7 17 19 24 28 23 split_gain=914.288 221.494 165.925 90.9633 85.795 48.6701 41.3261 28.9071 28.7928 28.7553 24.0174 23.9542 31.424 23.9538 22.7378 21.2188 21.0038 19.9623 20.0645 19.3531 19.1402 32.9655 19.178 20.717 20.6668 17.9254 threshold=216.75339050051699 2.5000000000000004 192.93054575097489 229.79947788380056 1.5000000000000002 86.561348902381752 153.58116213268889 7.256903743880625 0.54357036863480179 0.17553885421336071 207.17722642383089 41.21253625278878 1.5000000000000002 0.92563388839042882 19.238158938416174 54.573770120350154 0.37259531308410049 21.500000000000004 0.23521168762501191 1.0000000180025095e-35 -15.945394992828367 56.42686660295778 343.25000000000006 22.500000000000004 298.50000000000006 0.80520156926406938 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 7 6 -1 -4 -3 -2 -9 12 -8 -7 17 -12 -13 18 -5 20 -11 22 23 24 -22 -23 right_child=1 8 4 14 -6 13 11 10 -10 19 15 16 -14 -15 -16 -17 -18 -19 -20 -21 21 25 -24 -25 -26 -27 leaf_value=-0.0038094055057081026 -0.0055365157662405759 -0.0042621120552473997 -0.0067973793843383451 -0.0051678022694637343 -0.0032234463635033342 -0.0017831419200162913 7.5760787635081254e-05 -0.0009267902544940204 -0.0010178963337835539 0.0014838354479959563 -0.00046740514702465932 -0.0045559608491293957 -0.0039534232646174479 0.0017650170227635606 0.0018893046211830176 0.00066528772718917365 -0.0022962493614700468 -0.0048440303945913865 0.0011733837172392162 -0.00028784811111816366 -0.010373030545567352 -0.010923263275807744 0.00080060593345858899 -0.014215509927706392 -0.00043233466548665199 -0.0022668495772809978 leaf_count=30131 1057 11273 1057 793 18473 5302 12258 92508 6144 56079 72180 6400 3652 5782 217130 36047 90945 1080 8501 22864 329 443 149723 185 4003 1617 internal_value=0 0.0289383 -0.0369385 0.0330958 -0.019317 -0.0620657 -0.0670009 -0.0133456 -0.0817722 0.0193545 -0.0124771 -0.0582443 -0.0222707 0.00177738 0.0473684 -0.00236426 -0.0641238 0.00163154 0.016585 0.0200939 0.0230699 0.0173835 0.0190619 -0.0451362 -0.031141 -0.108282 internal_count=855956 481221 374735 463804 220265 154470 143386 201792 17417 236300 200735 113255 15910 11084 227504 108227 97345 10374 9294 235243 212379 156300 154240 4517 4332 2060 shrinkage=0.0381265 Tree=45 num_leaves=27 num_cat=0 split_feature=16 20 16 32 16 30 9 11 5 13 29 30 30 30 13 27 29 25 24 4 11 24 19 28 7 4 split_gain=843.202 194.582 169.535 96.061 77.8443 39.3201 37.3738 44.6903 33.609 30.9937 33.8104 27.2935 31.9502 26.8567 25.9156 22.5287 20.8773 19.7083 18.8271 20.2242 18.5939 18.5515 21.1195 18.2333 18.1444 17.8218 threshold=218.26778936273826 0.54357036863480179 192.93054575097489 1.5000000000000002 231.80391635970261 1.5000000000000002 0.94047839098670905 0.6653428638722757 70.199459075927749 31.133105022100704 1.5329467292623733 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 24.61731440761373 36.500000000000007 0.49001386343539838 243.50000000000003 17.500000000000004 18.332571029663089 0.90478479853479865 1.5000000000000002 55626.000000000007 614.25000000000011 -15.945394992828367 5.0068871974945077 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 13 -2 -1 8 -8 25 18 -12 -13 16 -9 20 -3 -18 19 -11 -16 -6 -23 -20 -19 -4 right_child=1 4 3 -5 21 -7 7 14 -10 10 11 12 -14 -15 15 -17 17 24 23 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.0034362450460983024 -9.1766096886272404e-05 -0.0012618632713930456 -0.007032865191208864 -0.0031788794950418854 0.0031136095095669817 -0.0039872769478815863 -0.00041634715039131942 -0.0029476777450047694 0.0059413855358782875 -0.0013777441947286253 -0.00069683985010539156 -0.006756327332026941 -0.00032014513616585038 -0.00034051270117303799 -0.0019499859506698263 0.0027932701956580306 -0.006647763960668635 0.0016173661796887908 -0.00034893359206531437 0.00012822252055066512 0.0019134853538608806 0.0017587978551382342 -0.021452784771736632 0.0023242158971576127 0.0008395157457565354 -0.00097797010192033165 leaf_count=31812 5422 5933 713 20142 15887 12336 8393 41108 1412 14936 9867 2853 1847 25209 68453 1554 485 59369 5902 98114 1860 169195 57 9983 164032 79082 internal_value=0 0.029244 -0.0336829 -0.0172365 0.0333844 -0.0733839 -0.0595812 -0.0516668 0.0130937 -0.0112705 -0.00248521 -0.0481516 -0.110869 0.0220536 -0.0572873 -0.0458324 0.0254523 0.0270039 0.00267415 -0.0018555 -0.0484646 0.0489924 0.0459256 0.0349106 0.027441 -0.0270697 internal_count=855956 457925 398031 243439 440167 17758 154592 122780 9805 223297 143502 14567 4700 255028 112975 71867 229819 223886 128935 113050 70313 185139 169252 15885 223401 79795 shrinkage=0.0381265 Tree=46 num_leaves=27 num_cat=0 split_feature=29 0 32 14 14 0 0 17 29 13 14 30 14 12 11 11 30 9 11 11 25 13 17 30 9 29 split_gain=523.382 274.196 89.9886 83.6201 69.6814 66.9191 64.1111 46.5279 41.1045 38.9169 36.3456 31.6498 31.0797 30.6037 29.2827 27.8859 24.2386 23.4539 28.0227 22.6926 21.7693 20.9212 20.9205 20.4802 20.4717 19.9133 threshold=0.64358541233541244 35.000000000000007 1.5000000000000002 20.042707441346902 20.180339456584104 29.500000000000004 49.500000000000007 46.011948580418725 1.5329467292623733 30.63445632175922 48.74060099096539 1.0000000180025095e-35 26.300472035205782 51.227922061357866 0.85231154327524805 0.8038135636014746 1.0000000180025095e-35 0.90765360871596135 0.67870732060185202 0.86668193617346179 644.25000000000011 35.359855523803553 62.371981111993932 1.0000000180025095e-35 0.95652559632178247 0.08549018351737063 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 13 -3 14 9 23 21 -6 16 20 15 -2 25 -7 -10 -9 22 -20 -11 -8 -19 -5 -23 -1 right_child=1 4 -4 7 6 12 8 17 10 11 -12 -13 -14 -15 -16 -17 -18 18 19 -21 -22 24 -24 -25 -26 -27 leaf_value=-0.0079660372278248116 -0.0091027324262058194 -0.0023312746344800236 -0.0035955023809533153 0.0017854000001502176 -0.0012695278893518885 -0.0038739721656155289 -0.001753377089436543 -0.00073745412387301158 -0.0031814828348732931 -0.00021547346865546103 3.6927642295982548e-05 -0.0012480766837034279 7.5122215882197837e-05 -0.00017430063105958716 0.00048335119989082614 -0.0019612086140555489 -0.00745217091044069 0.0013213882322307821 0.00043065973880300761 0.0015539447965089075 0.00091244073102982807 -0.0016707236478494447 0.0034879309785760056 0.00042245276039782899 0.00024969506783664155 -0.0011412573797330045 leaf_count=631 563 28081 39261 171699 25084 20933 23155 13228 6041 35379 3507 15613 5938 63535 21650 23537 2840 21702 108095 34483 83771 11369 9236 17676 27798 41151 internal_value=0 0.0115012 -0.0530216 0.0267573 -0.01407 -0.0387839 -0.00843414 0.0324469 -0.0326169 0.0028685 -0.0852278 0.00960028 -0.0659816 -0.00662854 -0.0171705 -0.0750551 -0.119266 0.0212465 0.0243408 0.0184211 0.0151478 -0.0221592 0.0516222 0.0434917 -0.00807168 -0.0326368 internal_count=855956 702855 153101 440217 262638 113840 234557 376119 74710 159847 12388 134763 50408 64098 63432 44470 8881 186744 173516 142578 119150 62322 30938 189375 39167 41782 shrinkage=0.0381265 Tree=47 num_leaves=27 num_cat=0 split_feature=16 20 16 16 30 20 17 17 16 17 0 10 28 0 30 19 11 13 28 24 29 16 30 11 29 1 split_gain=747.631 225.777 128.636 73.9778 54.3648 46.2101 38.3057 36.124 33.1888 32.9559 23.4511 21.9786 21.3205 19.6614 24.3174 20.2678 19.3594 18.4046 17.6397 17.5198 16.2965 15.5201 15.3325 15.3277 16.7902 22.218 threshold=208.78594293030915 0.6274902529941403 224.35238660990288 173.86851730359197 1.5000000000000002 0.69567209978878586 73.766913313237524 101.17837365743833 237.52693570538534 46.445321557447564 29.500000000000004 0.93543223667421183 298.50000000000006 33.000000000000007 1.0000000180025095e-35 469.25000000000006 0.80065764932937622 26.290745561394139 298.50000000000006 4.5000000000000009 1.469916425203537 197.11492772885865 1.5000000000000002 0.71426278999231163 1.962483472660582 2494.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 7 -2 22 9 16 10 -7 18 17 -3 -14 15 -15 -1 -11 -4 -9 -16 -19 -5 24 -8 -26 right_child=1 2 8 5 -6 6 23 19 -10 11 -12 -13 13 14 20 -17 -18 21 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=-0.0032509474491747175 -0.0003984952454848814 -0.0056932639713914426 -0.0066509360704477419 -0.0019958433320062018 -0.0035134681651830453 0.0011349919450727548 0.002646068678778684 0.0028772075120707553 0.0021237376871536904 -0.0021624377169943794 0.00070963725682247317 -0.0037679011293099331 0.00061122011777210586 -0.0016198982626721042 -0.00081868855237717246 0.00026672539036911978 -0.0019671735158061578 -0.0014793076188575468 0.0014982083142935426 -0.0015986793949214707 -0.003976541117187894 -0.00057476720824411077 -0.0037875549780344055 -0.0012596044146114878 -0.017345706640919611 0.0011516808894710456 leaf_count=50509 13683 879 387 23111 20121 8863 6982 2389 76576 22650 86839 4911 110514 9179 7546 84260 25796 49049 169725 2717 3467 62977 9924 2484 144 274 internal_value=0 0.0202388 0.0251196 -0.0431866 -0.0590825 -0.0324455 -0.0253475 -0.0684353 0.0374295 -0.029361 0.0319838 -0.0331154 0.00609822 0.00673375 -0.00310348 0.0021348 -0.0738843 -0.0307193 0.0388095 0.0129963 -0.0475473 -0.0254628 -0.0664653 0.0349318 0.0577474 -0.136929 internal_count=855956 583176 549372 272780 33804 191369 158334 81411 333527 148450 256951 139587 215845 214966 104452 93439 76305 134676 170112 5106 11013 112026 33035 9884 7400 418 shrinkage=0.0381265 Tree=48 num_leaves=27 num_cat=0 split_feature=16 33 16 20 17 16 17 0 1 4 20 9 10 28 11 13 0 4 30 29 11 19 5 28 1 5 split_gain=696.236 213.109 126.037 68.2425 55.5445 55.3048 35.0611 29.5285 27.0347 24.445 23.332 23.0646 21.1255 20.8636 19.5954 18.1073 17.9575 19.4782 19.9244 21.47 17.5561 22.6432 25.3385 17.6127 16.6483 15.9942 threshold=208.78594293030915 2.5000000000000004 224.35238660990288 0.69567209978878586 77.516755071258814 172.64557676518885 46.606410800219777 29.500000000000004 132.50000000000003 16.970562934875492 0.54357036863480179 0.96140383121007822 0.93543223667421183 878.25000000000011 0.82609968434986258 26.290745561394139 33.000000000000007 17.999998092651371 1.0000000180025095e-35 1.4454385869611834 0.61952993476430984 2621.5000000000005 55.732267379760749 1782.2500000000002 147.50000000000003 28.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 13 5 14 -7 24 -2 -9 -3 20 15 -1 -5 -8 -10 -18 25 -20 21 22 -6 -24 -4 -19 right_child=1 10 7 4 11 6 12 9 16 -11 -12 -13 -14 -15 -16 -17 17 18 19 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.0023423676135868759 -0.0045840436065893485 -0.0037873544211481937 -0.0049858906511251301 -0.0029475532768480747 0.0015606260307373856 0.0011181621655554658 -0.0021274822435374181 -0.002281357343469645 0.00055212569653768689 0.00093035774848791199 -0.0011914559385698786 0.0025213329015014632 -0.0036665070390153888 -0.004027579539728242 -0.00098260735973332227 -0.00095479443456574409 -0.0018132011214679845 -0.00079038719340134575 -0.00032769625122249782 -0.0039079473712391663 -0.0023943608719172189 0.0043147347068052426 -0.014666231920349295 -0.0021918048248067809 0.0016076197747264685 0.00048422806802655494 leaf_count=44173 1715 14791 558 38810 1298 9792 22997 3566 114925 101389 7629 7218 5033 14084 9109 114123 9184 18090 7428 3622 3645 1863 289 382 231746 68497 internal_value=0 0.0194342 0.0232568 -0.0417702 -0.0335289 -0.0378917 -0.0285501 0.0354606 0.00483819 0.0215398 -0.0761683 0.0258086 -0.0325369 -0.0721225 -0.067513 -0.0302013 0.0058055 -0.00352863 0.000612846 -0.0393753 -0.0131167 0.0341424 -0.0406297 -0.198407 0.04175 0.00571602 internal_count=855956 583140 560720 272816 214559 199864 151945 337259 223461 104955 22420 14695 142153 58257 47919 137120 221746 106821 97637 11050 7477 3832 1969 671 232304 86587 shrinkage=0.0381265 Tree=49 num_leaves=27 num_cat=0 split_feature=16 20 16 16 20 30 17 0 26 0 17 19 16 17 0 14 30 11 1 1 30 10 4 8 23 13 split_gain=649.971 178.9 88.714 85.7225 47.0776 40.1188 37.9909 31.6088 29.4032 24.0502 22.3375 22.2449 21.0782 20.4516 19.0599 26.1997 20.9884 18.1617 18.1403 17.7151 17.6641 17.2029 21.2467 33.4592 18.8321 30.2697 threshold=212.85956492317715 0.6274902529941403 184.78509885118891 228.70119805777423 0.66817668787194762 1.5000000000000002 101.17837365743833 33.000000000000007 2.0077249914962438 45.000000000000007 67.910544024142652 459.75000000000006 239.80349758600536 51.962017547638169 33.000000000000007 18.230370431965724 1.0000000180025095e-35 0.8252329615421049 96.500000000000014 728.50000000000011 1.5000000000000002 0.96629921243516714 52.09181213378907 11212.000000000002 1.0356550260997819 174.2440367106762 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 14 20 -2 9 10 11 17 13 -9 -5 -6 18 -16 -17 -1 -3 -19 -4 -14 23 24 25 -23 right_child=1 3 4 12 7 -7 -8 8 -10 -11 -12 -13 21 -15 15 16 -18 19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.0023005618927068312 -0.00032939171181967661 -0.013092435664569538 -0.0015920295398860786 0.0013138505434427076 0.00076695987977530393 -0.0032243552745866043 0.00073490220395509918 -0.002342512714868 -0.0048896491499724011 -0.0031034904013800334 0.0021191116177498338 -0.0007300521699172822 0.0024336225524231449 -0.00069291053594202929 -0.0027977760802482096 0.00040567995085647628 -0.0014144050807026601 -0.0012210404232536204 0.00078756453599721713 0.0036745028266345603 -0.0035775032741613777 -0.0082684225459365834 0.0040140580843502863 -0.018462037227519667 0.0024976789139394729 0.0034101872869101695 leaf_count=52758 11433 137 17444 200787 20200 17780 6108 14551 2853 39908 6400 85592 42972 45079 4319 96187 10185 17921 147804 1143 10395 881 1220 169 1221 509 internal_value=0 0.0212387 -0.0357039 0.0256283 -0.0230099 -0.0548533 -0.0575195 -0.0169231 -0.0281452 -0.0617177 -0.000797993 -0.0252933 0.0389215 -0.00632544 0.0128939 0.00296945 0.0060695 -0.0507813 0.0203195 -0.0243275 -0.0612015 0.0579915 -0.004734 -0.0530147 -0.0251037 -0.104701 internal_count=855956 535604 320352 506391 202514 29213 117838 174675 102996 111730 71679 100143 247759 65279 258632 110691 106372 71822 147941 19064 27839 46972 4000 2780 2611 1390 shrinkage=0.0381265 Tree=50 num_leaves=27 num_cat=0 split_feature=16 33 16 32 16 9 13 11 5 29 27 28 20 11 9 1 16 5 11 8 7 7 28 1 16 6 split_gain=594.574 140.396 121.106 55.2737 53.6996 38.093 42.2995 32.0728 27.683 24.946 23.1356 18.5179 18.2456 18.2262 21.4294 16.3803 22.9643 16.4096 16.1389 17.4164 15.9475 15.4432 15.4279 14.8121 15.1732 20.8743 threshold=217.84143063204829 2.5000000000000004 199.22768043682476 1.5000000000000002 231.80391635970261 0.94047839098670905 26.290745561394139 0.6653428638722757 68.656005859375014 0.29442203260694705 36.500000000000007 298.50000000000006 0.5325381023489536 0.68404957752783846 0.9508638180067116 4291.5000000000009 101.72599055485661 54.000513076782234 0.85818447634237116 839.50000000000011 -18.534767150878903 -79.196342468261705 298.50000000000006 147.50000000000003 243.60635107994787 0.12893330694636854 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 13 9 15 -7 8 -8 -2 18 -11 -3 14 -4 17 -17 -1 -9 -20 21 -13 -15 -6 -25 -26 right_child=1 12 3 -5 23 6 7 10 -10 11 -12 20 -14 22 -16 16 -18 -19 19 -21 -22 -23 -24 24 25 -27 leaf_value=-0.0026419849621277382 -0.0025678125320686596 -0.0034724017610091831 -0.00047146414486868784 -0.002556432505504338 -0.0047974513233230605 -0.0023121785043524342 0.00013231542866265689 -0.001565728470895522 0.0055473970515232925 -0.00544051700241425 0.0026806523700569026 0.00037958640034346889 -0.00085954078677428266 -0.0054168152212726627 0.0018388843393903245 0.0064571425284491307 -0.0018515767124727071 -0.004600860439372802 -0.00065826133739627362 0.0035319973312573955 0.00057819031016208625 0.0016205889619773921 -0.0003631645179047412 0.0014528197841045009 -0.010807728187881295 0.0027337903144902908 leaf_count=25926 3350 10542 11057 16391 533 59485 9038 72460 1618 702 2107 20725 6152 883 12359 606 2393 8177 8559 1734 188907 49131 158700 166140 167 18114 internal_value=0 0.0242217 -0.0286826 -0.0114188 0.0275787 -0.0466013 -0.0397118 -0.0266751 0.0250361 0.0183919 -0.0331686 0.0194989 -0.065821 -0.00643583 0.0196174 -0.0753835 -0.0045285 -0.0816144 -0.0358033 0.00124969 0.019939 0.0328487 -0.0102587 0.040633 0.0411141 0.0684586 internal_count=855956 464463 391493 199390 447769 192103 155001 95516 10656 262815 84860 259465 16694 182999 23416 37102 2999 34103 82753 10293 258763 69856 159583 184954 184421 18281 shrinkage=0.0381265 Tree=51 num_leaves=27 num_cat=0 split_feature=14 0 20 0 32 13 9 13 21 30 21 22 18 22 26 0 29 28 22 14 25 27 29 9 9 0 split_gain=385.589 200.668 94.8766 88.9887 75.9861 50.1899 45.8088 53.0623 36.9581 38.8197 35.605 29.7984 21.8764 21.1359 20.9996 19.4986 19.0761 18.6765 18.4409 15.1886 14.7021 14.3092 21.8027 13.9123 13.7252 13.4512 threshold=19.815536514883153 43.000000000000007 0.56306121985041735 29.500000000000004 1.5000000000000002 31.133105022100704 0.9520701344614193 31.752898526211499 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 281.50000000000006 2.5000000000000004 3625.5000000000005 0.51065646746734028 29.500000000000004 1.5159602926593221 298.50000000000006 6094.2500000000009 44.13501080247179 1189.2500000000002 13.500000000000002 2.1750711484900123 0.92356816959256949 0.98211841148536971 51.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 11 -4 10 -8 -7 15 19 12 -1 24 -5 20 -12 -14 21 -3 -10 -11 -23 -17 -13 -18 right_child=1 6 5 14 -6 8 7 -9 9 18 16 13 17 -15 -16 23 25 -19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.0018204593635102418 -0.0031195087680244097 -0.0020680848613606044 0.00010612495371903924 -0.0032086630495917787 -0.0031183439881282324 0.0021457346934144793 -0.0016016131677349344 9.3702605923903518e-05 0.0014355232185458565 0.0005978981463011032 -0.0018335061797004838 -0.00037275993728816501 -0.013005698486765719 -0.011834230090522285 -0.0019535497909847228 -0.0012734136442266344 -0.0027369797286800487 -0.0034797469213514245 -0.0055482420974400778 0.0010432917852295435 0.00044733109749832281 -0.00049781050152673454 -0.0054074940108124869 0.00076876597752153803 0.00099190443016952939 -0.0057000766631763924 leaf_count=5160 8611 3337 89487 32615 17540 44219 35827 106955 183600 19014 18132 78195 516 227 47743 5126 5364 712 925 7205 24847 13138 1461 89778 12414 3808 internal_value=0 0.0115143 0.0222016 -0.0390785 -0.0212085 0.024101 -0.0168986 -0.00869967 0.0290934 0.0255356 -0.0478306 -0.0102792 -0.0762962 -0.00563655 -0.0645998 0.0291524 -0.0668893 -0.196255 -0.0062304 0.00153191 0.0345621 -0.00239722 -0.0259439 0.0172705 -0.00487305 -0.104053 internal_count=855956 660834 480206 195122 114764 471595 180628 142782 382108 337889 37846 97224 6388 90836 80358 303351 27304 1228 34538 10542 208447 33613 14599 94904 90609 9172 shrinkage=0.0381265 Tree=52 num_leaves=27 num_cat=0 split_feature=16 33 16 16 20 17 17 17 0 1 20 17 16 9 16 27 15 16 17 10 24 5 18 17 30 19 split_gain=533.355 161.777 96.7473 56.3946 32.0461 31.752 28.5509 27.6515 25.3803 22.0901 18.0456 18.0344 18.6967 17.7855 28.5022 16.8722 16.8179 16.0776 16.0434 15.7227 16.4671 15.3364 15.0685 14.7305 13.8582 14.1166 threshold=208.78594293030915 2.5000000000000004 224.35238660990288 173.86851730359197 0.66817668787194762 73.766913313237524 46.445321557447564 110.32522511990921 29.500000000000004 132.50000000000003 0.70150003750093759 50.090876002965949 218.66925791109358 0.95168457071413304 101.72599055485661 33.500000000000007 0.39718043110030427 147.68271661686973 36.592053428149235 0.98781706687587711 1.5000000000000002 75.023876190185561 1.5000000000000002 52.033188487541771 1.0000000180025095e-35 617.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 -5 6 -6 13 -4 -2 -3 -11 -13 -1 21 16 -8 -16 -19 20 -10 -15 -12 24 25 -22 right_child=1 10 8 4 5 -7 15 -9 19 11 22 12 -14 14 17 -17 -18 18 -20 -21 23 -23 -24 -25 -26 -27 leaf_value=-0.0032012407950944058 -0.0041547997177573057 -0.0030457897261570162 0.0014061687162822622 -0.0021733203480468369 0.0011195571524550618 0.0012524508872535861 -0.0029241706625333869 0.0012674837085010055 0.0023054439245943723 -0.00034724634016568143 0.0021660275056493076 0.00012987173425889825 0.0010212081307793643 0.00091290926937177212 -0.0034261892357543124 0.0009439626449052502 -0.0010742596575430321 -6.0261881881858877e-05 -0.0021253885439573906 -0.0051390145808376591 -0.0001963273346631323 0.009518192088075552 -0.0023893640971068145 -0.0031202106611629946 -0.0010003893148268076 0.001017391491812718 leaf_count=25494 1711 18215 232122 30303 9024 10057 7563 3153 8817 63758 1961 107918 50085 1479 11119 5680 128848 6541 33346 668 17417 378 2286 1536 6903 69574 internal_value=0 0.0170149 0.0203497 -0.0365452 -0.0271674 -0.0215578 -0.0251788 -0.0585744 0.0310476 0.00421517 -0.0662001 0.00508848 0.010817 -0.0622691 -0.0518066 -0.0286427 -0.0308663 -0.0562371 -0.0468633 0.0181399 0.0191199 0.0698871 -0.00750051 0.0152996 0.0168887 0.020311 internal_count=855956 582971 560509 272985 191475 161172 151115 81510 337037 223472 22462 221761 158003 78357 52863 142091 136411 51006 39887 104915 104247 1857 4247 95430 93894 86991 shrinkage=0.0381265 Tree=53 num_leaves=27 num_cat=0 split_feature=16 33 16 16 13 17 17 16 17 17 29 29 25 29 27 9 16 20 9 5 18 15 4 8 23 13 split_gain=487.995 149.462 91.0885 51.5551 32.2158 26.3691 26.0677 24.3834 21.2968 19.2748 19.9579 18.5159 18.3458 18.1216 17.6261 17.3159 27.2689 16.6876 16.6419 15.9061 14.1785 14.1182 15.7651 31.6596 15.5052 16.3949 threshold=208.78594293030915 2.5000000000000004 223.66480120332952 174.95297606453678 26.290745561394139 77.516755071258814 110.32522511990921 236.71277314156404 50.227159434779601 46.52446676465761 1.5329467292623733 0.54764319520911819 243.50000000000003 0.17553885421336071 5.5000000000000009 0.95555989413857445 101.72599055485661 0.70150003750093759 0.96836645027079382 78.489959716796889 1.5000000000000002 0.265342376947655 52.09181213378907 11212.000000000002 1.0402835228509708 174.2440367106762 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 -5 9 15 13 -2 -6 -11 -10 -13 -4 -12 -1 19 -3 -7 -17 -19 22 23 24 25 -9 right_child=1 17 7 4 5 18 -8 21 11 10 14 12 -14 -15 -16 16 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0029693044583705844 -0.00049347550956512973 -0.0029276836613862335 -0.0047314515357997147 -0.0018666421826955878 0.0010100750203441561 4.5353445711407077e-05 0.0012837069885145817 -0.0045645785988143979 -0.0012730152666068717 -0.00080850251985266786 0.00086812173089689066 -0.0074309327834886129 0.0004930410864027896 0.00095572466951891007 -0.0034255800277239747 0.0012644129359364801 -0.0019769820236908635 0.0021132852907386561 0.0034436148826193797 0.011063588538690345 -0.0023196858919119711 0.0017967166165633196 0.0033794147091875571 -0.016478994467494405 0.0018362199628074154 0.0023990263947579618 leaf_count=29960 58975 18197 817 44915 7793 5659 3170 1746 9457 117086 1700 426 141604 259549 7616 1373 49940 1954 3326 292 2264 83644 1463 188 2158 684 internal_value=0 0.0164204 0.0196214 -0.0348192 -0.0255928 -0.0182629 -0.0553 0.0295015 0.00317907 -0.0217744 -0.0247502 0.00945555 0.0123084 0.0245991 -0.0692972 -0.0587578 -0.0476559 -0.0636522 0.0341835 0.0782382 -0.0069794 0.0437023 -0.002187 -0.0300085 -0.0135273 -0.0683109 internal_count=855956 583126 560711 272830 188095 143180 84735 350249 210462 134195 126402 151487 142030 260366 9316 81565 51605 22415 8985 1665 4218 89883 6239 4776 4588 2430 shrinkage=0.0381265 Tree=54 num_leaves=27 num_cat=0 split_feature=16 20 16 32 16 0 9 1 32 17 9 30 30 16 17 11 9 21 29 19 17 24 19 17 20 11 split_gain=456.637 103.067 96.9053 45.9108 42.2512 33.7969 27.6108 26.5312 24.4783 26.4621 20.3279 19.9836 19.5691 19.1136 20.54 18.5391 18.9628 18.1313 16.4507 15.8979 15.0049 14.7893 20.1308 19.414 15.2585 14.6456 threshold=218.4756625288228 0.52162992887998094 200.19171765391428 1.5000000000000002 232.58103730079975 29.500000000000004 0.93898589218122253 420.50000000000006 1.5000000000000002 93.100922454495773 0.95491883607200012 1.5000000000000002 1.0000000180025095e-35 153.58116213268889 36.592053428149235 0.68404957752783846 0.9508638180067116 11.500000000000002 0.49001386343539838 737.25000000000011 61.407752123860377 1.5000000000000002 55626.000000000007 47.01136668017903 0.97168783656020075 0.61952993476430984 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 11 5 15 12 8 -7 -8 9 13 25 -2 18 -1 -15 16 -4 -16 -3 -20 -18 -6 23 -23 -25 -11 right_child=1 4 3 -5 21 6 7 -9 -10 10 -12 -13 -14 14 17 -17 20 -19 19 -21 -22 22 -24 24 -26 -27 leaf_value=-0.0023587808145217738 -6.557202827007953e-05 -0.0011730515292437264 -0.00034111215993206924 -0.0022745048613288087 0.0025304518560454229 -0.0031844795908512425 -0.0024780027567610149 -0.00120051666591562 -0.0028721165697666528 0.0018996915595578569 0.0043781287651221482 -0.003000710326399285 -0.00034611001323785401 0.0022341454617044228 -0.00091557969286465727 -0.0003262306097798328 0.00082235540481375075 0.0030085560898192535 0.00055059831109065412 0.0011926367503428655 0.0035416963862149663 0.0013495672790030347 -0.021161503661546149 -0.013066941442913402 -0.0014883004216656524 -0.0048424401933602869 leaf_count=10410 4756 6314 11048 16579 15533 21039 37243 64662 8181 1179 2573 11586 26365 3540 47178 162426 8051 1776 144976 91411 4655 151957 58 186 1497 777 internal_value=0 0.0216761 -0.0246082 -0.0092308 0.0245835 -0.040311 -0.0505426 -0.0437333 -0.0236751 -0.0174081 0.0564187 -0.0562994 0.0167969 -0.0227235 -0.014961 -0.00474045 0.0213533 -0.0202803 0.0196077 0.0209533 0.0476996 0.0369636 0.0339917 0.0342141 -0.0725988 -0.0204201 internal_count=855956 454639 401317 202759 438297 198558 122944 101905 75614 67433 4529 16342 269066 62904 52494 186180 23754 48954 242701 236387 12706 169231 153698 153640 1683 1956 shrinkage=0.0381265 Tree=55 num_leaves=27 num_cat=0 split_feature=16 33 26 16 0 9 25 21 25 29 24 21 9 17 29 12 29 11 11 16 17 31 14 11 14 6 split_gain=422.821 107.787 78.0237 48.3749 47.5336 47.6581 25.6307 23.3877 22.5026 22.2667 19.2436 18.3782 23.3299 17.4128 17.0772 16.4471 16.3468 16.3342 15.4213 15.4022 22.4479 14.6503 16.2465 14.4561 14.3102 13.3108 threshold=215.41028251302546 2.5000000000000004 0.55823491239454903 229.64770130635358 33.000000000000007 0.95420145339058826 706.75000000000011 2.5000000000000004 650.25000000000011 0.17553885421336071 15.500000000000002 1.5000000000000002 0.94193871290645492 45.671186355803542 0.12159349165439838 49.574116139070419 1.7911770504522879 0.6565491068507493 0.80586786086343731 223.31257754342434 50.159896903092708 1.5000000000000002 78.985408118497503 0.8565514644786042 59.698145536971317 0.26860966952721943 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 14 9 8 16 7 -7 15 -2 -8 -10 -13 -11 -1 -4 -6 -14 -16 20 -15 22 25 -9 -3 -5 right_child=1 24 4 21 5 6 10 23 11 13 -12 12 17 19 18 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0035122578559427871 -0.0047053499479274554 -0.0023668772587116752 -0.006538808320444723 -0.00049317234301252805 -0.0020390439444457806 -0.0027747490343997807 -0.00035194152380872701 -0.0012114900659425428 0.002751001062063736 -0.00055057561689454964 0.0019943187837921199 -0.0013143305170206059 0.0028504195659225973 -0.00043241625088593082 -0.0023587544754316305 -0.00046444244951119776 -0.0043472092596595208 0.00043104007864674509 -0.0012152371082872898 0.00091685132761602859 0.00065734644748604199 0.00014938723323602108 0.0026494819361981342 6.4177614139490543e-05 0.0029526237546586907 0.0012823031820879014 leaf_count=10232 1208 17686 654 6338 28007 11460 37498 57227 5037 21635 5878 9680 4925 41425 38050 70050 5305 23001 31200 106390 81603 17111 12378 16676 767 194535 internal_value=0 0.0187267 -0.0263874 0.0215945 -0.0184216 -0.0294091 -0.0206857 -0.0307438 -0.00271289 0.0120273 -0.000891595 0.0154301 0.00783238 0.012679 -0.0539879 -0.0136553 -0.0631221 0.0224967 -0.0483536 0.0152365 0.00761702 0.0320713 0.0343302 -0.0242257 -0.0562803 0.0321635 internal_count=855956 501076 354880 482623 275398 162051 128739 85363 113347 252261 43376 42643 37606 251053 79482 70704 33312 27926 69250 229418 123028 230362 213251 73903 18453 200873 shrinkage=0.0381265 Tree=56 num_leaves=27 num_cat=0 split_feature=16 20 16 16 30 13 0 29 17 0 14 30 12 30 24 19 0 0 20 7 17 4 13 27 29 5 split_gain=391.486 131.012 72.2656 38.5438 34.2058 25.1375 26.6349 24.8728 23.4724 21.1386 27.1418 26.5057 22.2772 17.6444 17.0294 16.9392 16.5802 16.4461 16.4261 15.8584 18.174 15.4576 30.7688 26.8721 15.3765 15.3609 threshold=207.17722642383089 0.65288128000947732 228.54376165775327 172.64557676518885 1.5000000000000002 26.290745561394139 33.000000000000007 1.5329467292623733 110.32522511990921 33.000000000000007 19.151417215458739 1.0000000180025095e-35 40.159902576697327 2.5000000000000004 1.5000000000000002 55626.000000000007 22.000000000000004 29.500000000000004 0.43926441111835596 -16.699242591857907 61.407752123860377 45.089681625366218 126.61302156734392 1.5000000000000002 1.6651554347092008 28.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 8 -2 -5 18 -8 16 12 -11 25 -3 24 21 17 -1 -16 -7 20 -14 22 -4 -24 -13 -12 right_child=1 2 14 5 -6 6 7 -9 -10 10 11 13 19 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.0011637013044656019 -0.00031498736509036703 -0.010744944011688962 0.0018332703643706408 -0.001717042970326779 -0.0026162291720426929 -0.0043245580809721639 -0.00088401248849047929 -0.0032018572449915733 0.0012913071886611698 -0.0020640378499050503 -0.00061226706900914193 -0.0015261190509544675 0.00090934379396065954 -0.00044062656251011949 0.0012734811722471006 -0.021108632869909411 -0.002432628502858246 0.00053977392645759761 0.00013302823108337109 0.0003542053732017016 0.0032311828067168548 0.0029819683581607352 -0.013695208591207424 0.00067369326099724275 -0.0057928590574521767 0.00048385874722574367 leaf_count=20646 16531 252 3546 44655 21733 1232 76294 7381 3120 9090 23060 2964 46412 8354 173166 50 54428 59726 48830 117478 5479 12922 385 372 2096 95754 internal_value=0 0.0140719 0.0179327 -0.0326069 -0.0425435 -0.0244924 -0.0176331 -0.0285489 -0.0511193 0.00775334 -0.00127986 0.00235377 0.0152793 -0.0397831 0.0305849 0.0283413 -0.0546513 0.0284663 0.000611893 0.0157213 0.0302808 0.0609258 0.00901348 -0.174003 -0.0863842 0.007111 internal_count=855956 599370 561106 256586 38264 178392 133737 83675 78194 310939 141318 132228 169621 13414 250167 232942 75074 232892 50062 169369 51891 17225 4303 757 5060 118814 shrinkage=0.0381265 Tree=57 num_leaves=27 num_cat=0 split_feature=16 20 16 20 17 11 30 16 17 16 28 14 0 30 14 30 28 14 24 26 0 17 21 27 10 11 split_gain=365.441 118.217 67.1702 37.3211 37.2301 32.5805 29.5831 27.5363 23.5679 18.8966 17.4924 17.0737 16.5694 19.9381 20.9284 17.0581 15.7634 15.5826 18.5374 16.2494 15.3349 15.0008 14.4048 23.8838 18.7202 17.2839 threshold=207.17722642383089 0.64490047857187827 225.67103075821387 0.69567209978878586 81.629975299960861 0.82609968434986258 1.5000000000000002 180.19701197745849 50.658226603130082 239.80349758600536 298.50000000000006 16.611217958419459 33.000000000000007 1.0000000180025095e-35 19.151417215458739 2.5000000000000004 855.25000000000011 19.05843027903903 20.500000000000004 1.2737358471833156 29.500000000000004 61.407752123860377 1.5000000000000002 16.500000000000004 0.95322615159293078 0.89134690312792941 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 10 16 5 7 21 -5 -9 17 11 -3 -12 14 -14 -15 -1 18 19 -4 -19 -2 24 25 -6 -24 right_child=1 2 9 4 22 -7 -8 8 -10 -11 12 -13 13 15 -16 -17 -18 20 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=-0.0016944157137790134 -0.00015090133047642275 -0.0069557709162246214 0.00053495598937928883 -0.0020915928478944107 0.0048078547536233003 -0.00026013320706988751 -0.0024788486297033624 0.00079719459844142769 -0.0012021335519517182 0.0017401723029177626 0.00051496740540064607 0.0063380415758999397 -0.0018734263353597704 -0.0033494384230250604 0.00020760115447898526 -0.00045330892733738757 -0.0031565276636973329 0.0011820250508810034 -0.0034861265609456107 -0.0082364617123095486 0.00053681055545293016 -0.0090703951476960015 -0.0015652789013266455 0.0025749424997090981 -0.017973647651293667 0.0070244311658665725 leaf_count=41751 15564 856 10790 51622 1806 50118 21519 9655 76302 46897 131659 168 7546 4722 101704 7906 14421 168874 2284 316 78407 279 5738 4636 54 362 internal_value=0 0.0135972 0.0172176 -0.0315082 -0.0251198 -0.0286517 -0.0408721 -0.0366036 -0.02564 0.0271624 0.00520197 -0.125235 0.00572879 -0.00267345 0.00167502 -0.0402938 -0.0542873 0.0238377 -0.00938831 0.00748514 0.0256368 -0.00807775 0.0275093 0.0134336 0.108755 -0.0276849 internal_count=855956 599491 562129 256465 200293 187697 37362 137579 85957 307568 254561 1024 253537 121878 109250 12628 56172 260671 13390 11106 247281 15843 12596 10736 1860 6100 shrinkage=0.0381265 Tree=58 num_leaves=27 num_cat=0 split_feature=14 0 0 30 13 29 26 5 30 21 23 27 5 22 18 33 14 28 28 27 11 12 23 19 18 5 split_gain=243.198 134.174 68.0055 47.3492 45.3628 42.8232 27.0274 34.2328 30.7612 22.9287 20.5808 17.7065 20.9238 17.6924 21.6445 18.2703 17.0769 18.0836 16.8959 16.7329 16.4275 16.3458 49.8279 29.9225 21.2659 19.8372 threshold=19.815536514883153 45.000000000000007 29.500000000000004 1.0000000180025095e-35 31.133105022100704 0.17553885421336071 1.4784857224239836 29.516098022460941 1.0000000180025095e-35 1.5000000000000002 0.8666840913051056 20.500000000000004 91.419048309326186 281.50000000000006 2.5000000000000004 2.5000000000000004 34.483044881495324 10804.000000000002 298.50000000000006 6.5000000000000009 0.87121478685518106 239.81980515339467 1.22729165089698 3869.2500000000005 1.5000000000000002 75.023876190185561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 4 20 -1 7 -3 -8 16 -5 -12 -13 14 -7 -15 17 -6 -16 21 -2 -11 23 24 25 -23 right_child=1 6 -4 10 9 13 8 -9 -10 19 11 12 -14 15 18 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.0028599730769659328 -0.00029720455304172122 -0.0014939966460901799 -0.0020367277943195788 -0.0015303362676937155 0.00094787231895334398 -0.0012070352946002563 -0.00098747259910074675 -8.8220549205385927e-05 -0.0042515325322334263 0.00045890583176199626 0.00041867409147759531 -0.0013926659150003027 -0.016605447273151022 -8.4162185059732456e-05 -0.012017677412853289 -0.0021314090412221519 0.0024313995064441799 -0.0076476187657222236 -0.0029457605740522415 0.00096536594017919896 0.00086276810735067509 0.0016122857366488428 0.00092550850983815153 -0.0025791666447210651 0.0024717706176210384 -0.016351012461113246 leaf_count=10927 65747 33485 80348 16189 11651 4781 14676 101531 5878 28677 35052 6839 134 90808 530 6812 25252 367 683 285230 24309 103 3816 1322 134 675 internal_value=0 0.0090797 -0.0311169 0.0169831 0.0204747 -0.0154715 -0.016601 -0.0114583 -0.0503829 0.0255311 -0.00984405 0.00182603 -0.0441953 -0.00919238 -0.0619269 -0.00595441 0.0490049 0.0179767 -0.181228 0.0227967 0.000417275 0.00207133 -0.0451631 -0.163773 -0.303113 -0.366486 internal_count=855956 661067 194889 505497 447283 114541 155570 135016 20554 357227 58214 42025 6973 103614 5994 97620 37270 12018 1213 319957 90056 34727 6050 2234 912 778 shrinkage=0.0381265 Tree=59 num_leaves=27 num_cat=0 split_feature=14 0 20 0 29 13 9 6 21 9 21 0 9 29 9 12 19 30 25 0 29 17 13 21 22 14 split_gain=226.213 124.535 67.5746 61.8626 39.3102 37.3947 30.9979 32.6487 28.8547 35.3418 21.4711 19.516 17.5396 17.0721 14.2375 13.7905 15.2369 13.4749 13.3145 12.4015 12.369 13.0856 11.8953 11.6844 11.5882 10.8792 threshold=19.889820313313127 46.500000000000007 0.57300953698558688 29.500000000000004 0.17553885421336071 31.653985766644904 0.95387958580649135 0.68965517833030721 1.5000000000000002 0.88198969605043531 1.5000000000000002 29.500000000000004 0.97425797979909923 1.469916425203537 0.95353786420078313 67.488329701443533 701.25000000000011 1.0000000180025095e-35 5185.7500000000009 29.500000000000004 0.12159349165439838 62.371981111993932 22.976488757505951 2.5000000000000004 611.25000000000011 50.626351364439067 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 25 4 -1 19 10 -8 20 18 -3 -11 15 -12 -5 -6 -17 -13 -10 -4 -7 -22 -16 -24 -14 -2 right_child=1 6 5 14 12 8 7 -9 9 11 13 17 24 -15 22 16 -18 -19 -20 -21 21 -23 23 -25 -26 -27 leaf_value=-0.0027398255536907842 -0.0028590772257931947 -0.00011708426528404134 0.00035816447459972764 -0.0028935463876852553 -0.001368976545257708 -0.0047014625629309397 0.00038683777061975167 -0.0010034762816415676 -0.00081615109686050452 0.0010106680275770933 -0.0016118099540875697 0.00054049810994421339 3.7953738984368192e-05 -0.003812061395884905 -0.0023958280220766921 -4.3200711484099372e-05 -0.0021814678812104226 -0.00082224242206732905 -0.0052049269451798609 -0.00047680070729461159 0.0015997262563355998 0.0042686777689609316 -0.0026556835898866476 -0.0010047076538742675 0.0018338473004790908 0.0016423791753617618 leaf_count=10941 9293 8323 66284 17599 25648 435 44043 55481 13145 214711 14617 119362 23677 7895 21707 43906 5445 11570 1088 42397 45458 2837 7583 34958 6701 852 internal_value=0 0.00891119 0.0157517 -0.0296302 -0.0148091 0.0173368 -0.0187655 -0.0101822 0.0217218 0.0186295 -0.0464692 0.0206405 -0.00888556 -0.0625141 -0.0506933 -0.0170964 -0.0073209 0.011018 -0.0302057 0.000850862 0.0445585 0.0460706 -0.0437904 -0.0340707 0.0113859 -0.0650738 internal_count=855956 657791 527432 198165 116318 517287 130359 99524 408606 359876 30835 345643 105377 22512 81847 74999 49351 130932 14233 108681 48730 48295 64248 42541 30378 10145 shrinkage=0.0381265 Tree=60 num_leaves=27 num_cat=0 split_feature=16 33 16 32 16 4 0 0 26 19 17 17 17 17 11 11 1 25 21 17 16 17 29 7 17 23 split_gain=308.349 68.7069 67.3772 38.1427 27.2895 23.8773 23.8043 20.2341 23.3117 20.5065 19.1073 18.9328 15.4236 15.2327 18.6329 15.1974 14.3855 13.8274 14.476 12.9949 17.067 12.3381 12.2972 12.2947 34.3577 13.3937 threshold=217.84143063204829 2.5000000000000004 184.78509885118891 1.5000000000000002 232.58103730079975 6.0295119285583505 45.000000000000007 33.000000000000007 2.1809284517827234 469.25000000000006 101.17837365743833 43.22506137514528 43.631444847804907 67.910544024142652 0.6536575591197441 0.8252329615421049 747.50000000000011 243.50000000000003 3.5000000000000004 52.170926519938597 202.49559060947578 57.651439459460725 1.962483472660582 -18.534767150878903 56.42686660295778 0.64209253484376005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 5 11 -4 10 12 9 -9 15 -2 -7 -14 22 -1 -17 18 -13 -11 21 -21 -15 -19 -25 -26 right_child=1 -3 3 -5 -6 7 -8 8 -10 19 -12 17 13 14 -16 16 -18 23 -20 20 -22 -23 -24 24 25 -27 leaf_value=-0.0016480635541797721 -0.00093048164090277978 -0.0017461812802644855 -0.0045387518196690216 -0.0019341784369139609 0.0011353995840866257 0.0029266944372055908 -0.0022919113045066094 -0.0016465749256660911 -0.0041080995325024012 -0.0012082888574695976 0.0011126769861644051 0.0017083425711977016 -0.00010518691634226543 0.0038373682104637006 -0.00042639329148471035 -0.00065133750248483487 0.0038474665380503594 0.0010277575561806786 -0.0098074867721742176 -0.0013590233836728988 0.00025798643595781388 7.8354981264506284e-05 -0.00403817469726325 0.00049947789556220373 -0.012721102438512422 -0.0032239154221582185 leaf_count=52744 12475 16585 1938 23357 168826 2727 41056 20253 2696 20240 5047 274 99506 4099 3554 18032 1096 72108 377 22053 58665 14316 310 191382 242 1998 internal_value=0 0.0174041 -0.020693 -0.0120825 0.0197456 -0.00847679 -0.0406705 -0.00761421 -0.0156725 -0.0138408 -0.0302927 0.0136707 0.00249358 0.00060902 0.0426946 -0.0344692 -0.0103226 0.0154538 -0.130108 -0.00868484 -0.00378494 -0.0208051 0.0861247 0.0158104 0.0116594 -0.11147 internal_count=855956 464267 391689 273714 447682 250357 117975 248419 138223 135527 76919 278856 110196 107469 7963 71872 19128 266381 651 115274 95034 36369 4409 265730 193622 2240 shrinkage=0.0381265 Tree=61 num_leaves=27 num_cat=0 split_feature=16 30 16 16 20 26 4 27 15 17 7 25 17 21 27 20 17 4 9 11 17 0 0 9 7 14 split_gain=285.387 85.368 40.6576 38.5248 37.022 24.3596 21.6062 21.5272 20.5272 19.5986 19.3553 26.6401 22.3377 19.0713 18.7749 18.3004 17.3502 15.9452 15.7541 15.4701 15.2585 14.5465 14.1165 14.0887 13.8321 13.0892 threshold=211.26347718686432 1.0000000180025095e-35 178.21113788948188 230.0967197456562 0.70728597053078013 1.3922919765077248 6.0295119285583505 16.500000000000004 0.1389282153390092 101.17837365743833 -15.945394992828367 243.50000000000003 58.825800258146991 3.5000000000000004 33.500000000000007 0.89261414355142665 46.52446676465761 112.85132598876955 0.87025295946577852 0.89333786231884071 81.629975299960861 51.000000000000007 11.500000000000002 0.96836645027079382 -79.196342468261705 78.985408118497503 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 9 8 -3 -6 -4 17 -2 18 24 13 19 -12 16 -14 -8 21 -1 -13 -18 -7 -20 -22 -10 -5 right_child=1 4 6 25 5 7 14 -9 10 -11 11 12 15 -15 -16 -17 20 -19 22 -21 23 -23 -24 -25 -26 -27 leaf_value=-0.0036073788028675021 -0.011295205204282746 -0.0019310592399351119 -0.0033017165528427396 0.0010105798462204572 0.00049239699209336404 0.00058605694577131202 0.00088692024544116232 -0.0037320498289513224 0.00012153944596643955 0.00059268421873619008 0.00072244635837342551 0.00012037265673733528 -0.009295677943313237 -0.012415761751618728 0.0010633611754650401 -0.0015791820534603949 -0.00082543496491409426 -0.0043416732839386537 -0.00024166340871171818 0.00094301507325483824 -0.00021199414610061239 -0.0050111256392028278 -0.0017851791647122571 0.0034950109661475983 0.0012722502906200442 0.0022928546108595886 leaf_count=6123 218 24397 4368 192005 31846 8137 9832 4107 21380 5557 262 161442 568 415 9498 2093 175548 1339 9764 41842 4449 736 73071 2241 52404 12314 internal_value=0 0.0133586 -0.0248984 0.0180874 -0.0191399 -0.00248825 -0.0170177 -0.0367453 0.010482 -0.0420696 0.0107205 0.00575574 0.00640677 -0.192288 -0.0155098 -0.0846209 -0.017656 -0.0121561 -0.0456687 0.00759832 -0.0198636 0.00319411 -0.0420506 0.0270093 0.0246237 0.0285329 internal_count=855956 555505 300451 484943 70562 46165 205936 14319 280624 94515 280406 206622 205945 677 201568 2661 192070 10212 88958 203284 182238 8873 82835 6690 73784 204319 shrinkage=0.0381265 Tree=62 num_leaves=27 num_cat=0 split_feature=16 26 33 16 16 0 21 17 17 13 23 16 13 9 15 16 17 11 32 15 6 4 8 16 5 23 split_gain=268.607 60.9286 58.4087 36.969 23.1003 22.6689 20.3273 18.6362 17.4627 15.7584 15.4148 14.7639 14.5668 17.7684 14.0527 12.5861 14.3649 12.5817 16.4508 11.7167 11.588 15.7268 25.3864 15.2052 13.4906 12.4015 threshold=218.26778936273826 0.55823491239454903 2.5000000000000004 200.19171765391428 231.80391635970261 46.500000000000007 11.500000000000002 44.962291247544151 54.573770120350154 26.290745561394139 1.7841196372519614 101.72599055485661 141.79862836209426 0.95168457071413304 0.39718043110030427 151.7165898617512 39.223141279307875 0.80586786086343731 1.5000000000000002 0.1389282153390092 0.26860966952721943 52.09181213378907 11212.000000000002 243.60635107994787 309.42562866210943 1.0402835228509708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 4 5 7 6 11 -2 10 -10 -5 12 13 -3 -7 -13 -17 -1 -19 -9 21 22 25 -22 -24 -6 right_child=2 3 -4 8 20 14 -8 19 9 -11 -12 15 -14 -15 -16 16 -18 18 -20 -21 23 -23 24 -25 -26 -27 leaf_value=-0.0020786688552281349 -0.00037111195181634994 -0.0034472874393888975 -0.0016115051343503644 -0.00034023177587413363 -0.0023047055189288857 -0.0037438884661219556 0.0025985671559845863 -0.0066884064363498591 -0.0017017458090813073 0.00053372293901192836 -0.0032259273618269429 -0.0021008549010845261 0.0088572254902073242 0.0049525800515559503 -0.0013973417091171787 0.0012528604985114085 -0.00074479968018494969 -0.00068051640917221015 -0.0024764239784961632 0.00061231205836776359 0.00098483094228014054 0.0037271469031953264 0.0020073984998079577 0.0021945377937730164 -0.020409319205323493 0.001123038128464674 leaf_count=44542 32811 716 16314 105921 3340 4023 2843 320 4949 62124 2761 9005 426 749 47656 5670 67818 28958 9966 223458 160753 1124 53 16670 148 2838 internal_value=0 -0.0190235 0.0164924 -0.0126521 0.0186635 -0.0248445 -0.0150115 0.0125229 -0.00301592 0.0096725 -0.0108466 -0.0178135 0.0695506 0.0222221 -0.0414413 -0.0198162 -0.0154924 -0.0430431 -0.0299093 0.0157862 0.0271839 -0.0113101 -0.0305282 0.0288117 -0.380272 -0.0191493 internal_count=855956 398127 457829 314661 441515 138906 87227 256589 175755 67073 108682 84384 1891 1465 51679 82493 73488 83466 38924 223778 184926 7503 6379 177423 201 6178 shrinkage=0.0381265 Tree=63 num_leaves=27 num_cat=0 split_feature=26 0 32 0 25 25 30 10 12 17 11 20 26 11 27 27 24 27 5 22 10 22 28 21 25 13 split_gain=174.62 92.4208 41.932 41.5464 30.9137 30.5956 29.6655 27.7713 23.2956 21.6522 20.5336 20.1456 19.8284 19.0158 18.8483 15.4762 15.0341 14.8554 14.602 12.6336 12.2801 11.8836 13.0156 11.6895 19.3726 29.5206 threshold=0.7656308873398644 35.000000000000007 1.5000000000000002 29.500000000000004 704.75000000000011 628.25000000000011 1.0000000180025095e-35 0.89226205395610714 51.227922061357866 53.898900495736505 0.8038135636014746 0.80303389854884888 1.4377717215621721 0.86948172852547356 4.5000000000000009 51.500000000000007 17.500000000000004 14.500000000000002 25.874550819396976 281.50000000000006 0.98781706687587711 8343.5000000000018 18980.750000000004 1.5000000000000002 1189.2500000000002 45.000735969501612 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 9 7 8 16 13 14 19 18 -7 -8 15 -2 -3 20 -14 -5 -1 21 22 -6 -13 -25 -26 right_child=1 4 -4 10 6 11 12 -9 -10 -11 -12 23 17 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 leaf_value=-0.0021718834470498992 -0.00018077436324999302 -0.00079379523322680758 -0.0019985034867997615 -0.0028965304245241364 0.00023732827740073533 -0.00092317813720510131 -0.00038493085219220256 -0.0028544030796804044 0.00031947766044550046 -0.0012251612538279712 -0.00076029972062729089 0.0017018992185523477 -0.0020240394789586753 0.00030981792809088837 -0.012202637935963375 -0.010850256852788984 0.0022383475075138997 -0.006579719620187427 -0.0013028167851147695 0.00032534261409730567 -0.006655525181898268 0.002068522877800065 -0.016209659080390855 0.0010773064023164125 -0.0092347852123290004 0.00016551121500192836 leaf_count=3087 368 89783 44948 15609 86109 8004 12175 8097 182776 19780 39400 31635 4418 28601 391 223 6242 1361 17987 63953 367 5395 70 156062 494 28621 internal_value=0 0.00804642 -0.0254341 -0.0178449 -0.00740207 0.0172334 0.00438279 -0.0182041 0.00765341 -0.00306079 -0.0354289 0.0250544 -0.0329919 -0.0143359 -0.167177 -0.0214736 0.0112172 -0.081228 -0.0535919 0.00551723 0.00799299 0.00872462 0.00587437 0.0268732 0.0238383 0.000157752 internal_count=855956 651192 204764 159816 242841 408351 116137 126704 183535 86820 72996 224816 17954 118607 759 90006 98183 5779 33596 67040 91941 91574 86179 216812 185177 29115 shrinkage=0.0381265 Tree=64 num_leaves=27 num_cat=0 split_feature=16 30 16 20 9 11 26 27 5 27 29 29 1 16 16 4 28 18 28 1 1 16 13 27 6 14 split_gain=237.979 79.886 44.5772 33.964 30.387 33.8019 25.2423 24.4733 23.1114 20.9294 17.0575 17.1457 16.6832 15.5147 14.2935 13.9127 12.9853 13.8619 13.3157 12.884 12.6877 17.705 16.0084 12.1792 11.9768 12.3745 threshold=204.89754708687869 1.0000000180025095e-35 222.37988024278908 0.75851312099927515 0.94047839098670905 0.6653428638722757 1.4033471394702746 14.500000000000002 68.656005859375014 33.500000000000007 0.81552870164613345 2.0226315029776463 712.50000000000011 238.95571499650654 164.68318077803207 112.85132598876955 298.50000000000006 2.5000000000000004 884.25000000000011 1111.5000000000002 4291.5000000000009 101.72599055485661 59.670228852332698 2.5000000000000004 0.89768584932431195 7.256903743880625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 12 -3 20 8 -5 15 10 14 -6 -12 16 -4 -7 -8 17 -2 -18 -9 22 -22 -1 -20 25 -16 right_child=1 3 13 6 5 9 7 19 -10 -11 11 -13 -14 -15 24 -17 18 -19 23 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.0017365355314756844 -0.00071353050835778293 -0.0017115487044194137 0.00071413832590924849 0.00044624741231787969 -0.0014738170368656712 -0.0017152291149121891 0.00027085572167548778 -0.0011430222207948781 0.0049810913337932135 0.0010560772724102125 0.0017216279207375811 -0.0096680705354075663 0.0005757139492272781 0.0014303509498195639 -0.003072994669375865 -0.0038875202858684615 -5.5059310981692528e-05 -0.010203929054810237 -0.010351262272289264 -0.0049620284685065697 0.0062505162233521729 -0.00097605406696851273 -0.0035905044912665123 -0.0017210875259305257 -0.0016498029339874758 -0.00063614103439222996 leaf_count=30520 536 31005 291576 35630 4613 37282 8708 2107 1808 7111 7765 197 69127 51772 3117 1351 120515 384 253 3288 593 2917 8700 3931 23668 107482 internal_value=0 0.0102756 0.0147085 -0.0187821 -0.0270484 -0.0217072 -0.00293539 -0.0366882 0.02493 -0.0254617 0.00973033 0.0377642 0.00262313 0.0215633 -0.0276654 -0.00754451 -0.00424284 -0.122611 -0.00336954 -0.0910267 -0.0511784 0.00642192 -0.0563334 -0.0588289 -0.0228554 -0.0184863 internal_count=855956 620183 538094 82089 235773 193043 51084 15454 14383 178660 12575 7962 194746 343348 171549 10059 125619 920 124699 5395 42730 3510 39220 4184 134267 110599 shrinkage=0.0381265 Tree=65 num_leaves=27 num_cat=0 split_feature=16 16 30 30 1 23 16 17 16 17 16 1 5 28 14 29 1 26 27 28 7 18 27 25 13 18 split_gain=219.313 52.155 46.9154 28.1188 21.6146 20.2414 17.8825 17.3289 19.9852 24.0051 16.6849 20.1294 15.3186 15.061 15.9713 14.1719 15.0587 14.002 13.5483 20.4434 13.4746 13.4512 23.2744 23.2119 21.6897 13.5252 threshold=219.08105917911431 189.47491007194247 1.0000000180025095e-35 1.0000000180025095e-35 696.50000000000011 0.76579436509489351 237.98298889462129 101.17837365743833 147.68271661686973 39.723767200780422 101.72599055485661 7685.5000000000009 54.000513076782234 884.25000000000011 7.256903743880625 2.0226315029776463 286.50000000000006 1.4033471394702746 6.5000000000000009 298.50000000000006 -1.0000000180025095e-35 4.5000000000000009 45.500000000000007 405.75000000000006 34.092926024749168 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 6 4 13 -4 18 8 10 -10 11 -1 -11 14 -3 16 -5 -7 -2 20 -20 -21 23 -23 25 -24 right_child=2 3 5 15 -6 17 -8 -9 9 12 -12 -13 -14 -15 -16 -17 -18 -19 19 21 -22 22 24 -25 -26 -27 leaf_value=-0.0007995659831067307 -2.2434311982772863e-05 -0.0047694391552679802 -0.0015626050851126555 -0.0024122864171089086 0.00037437296797702426 0.00059553944422493415 0.0013138942268189962 0.00070556831228034574 0.00020448296956330437 -0.0012335753696468773 -0.0028322977885752165 0.010242598071183009 -0.0032517220168436548 -0.0022905772179686763 -0.00030247908226186212 -0.0035687811548541087 -0.00064111513387513975 -0.0010214893358115138 0.0012347884900155753 0.00075820588960262493 -0.013155893955634868 -0.015651397999923797 -0.02367357558205235 0.00028068474713682285 -0.0025565891472736388 -0.0058537552096484006 leaf_count=3436 42065 1173 17155 8712 75430 22650 63828 6356 16830 86306 18708 258 5837 5983 143849 3344 35055 11860 150 281402 256 137 153 4473 446 104 internal_value=0 -0.0166197 0.0154185 -0.00862907 -0.00400449 -0.0129111 0.0191426 -0.0324898 -0.034957 -0.0293648 -0.0621599 -0.000743532 -0.035708 -0.0109097 -0.00888122 -0.0308567 -0.0260626 0.00104435 0.0161724 0.0186279 -0.205609 0.0189454 -0.0309026 -0.00505646 -0.200392 -0.431785 internal_count=855956 411277 444679 273546 226435 51665 393014 137731 131375 108973 22402 3694 92143 151005 145022 47111 43767 34510 329186 287121 406 286715 5313 4610 703 257 shrinkage=0.0381265 Tree=66 num_leaves=27 num_cat=0 split_feature=16 30 16 20 9 11 20 5 27 6 14 5 0 13 0 26 25 23 32 12 24 0 14 28 27 14 split_gain=204.914 69.7857 39.9793 30.1056 26.8791 29.2075 24.828 22.7512 19.0094 18.6332 15.7904 15.6565 14.0707 13.9548 13.6016 13.5255 12.9732 12.6291 27.1401 12.057 14.4802 11.8209 11.7696 15.0713 11.8428 11.7346 threshold=204.89754708687869 1.0000000180025095e-35 225.67103075821387 0.75851312099927515 0.94047839098670905 0.6653428638722757 1.1653895087101198 68.656005859375014 33.500000000000007 0.12893330694636854 33.249006528042948 28.00000095367432 45.000000000000007 26.290745561394139 40.500000000000007 0.80982081222715918 13008.250000000002 0.30656286900312862 1.5000000000000002 158.34366876077092 3.5000000000000004 29.500000000000004 21.432163238694674 5197.7500000000009 52.500000000000007 20.042707441346902 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 9 -3 -1 7 14 15 13 -2 -8 12 -11 17 -5 -6 21 18 -7 -17 -21 -4 23 -13 -24 -23 right_child=1 3 16 6 5 8 10 -9 -10 11 -12 22 -14 -15 -16 19 -18 -19 -20 20 -22 25 24 -25 -26 -27 leaf_value=-0.0018221849620355475 -0.011895169099419928 -0.0016127422143027239 0.0009477607454513548 0.00063697211770318409 -0.0014174671406558964 0.00093879150011371934 -0.0012254876875419933 0.0048610225698136706 0.0010334145407563339 -5.6795528860597115e-05 -0.0055043523629674483 -0.00019224820002002185 -0.0014910045323376442 -0.00071540285125427439 -0.00092358619266760811 0.0016139873619792132 0.0025772223232918361 -0.0017103913866517312 -0.0025126399807879748 0.0031187640087149021 -0.0090833493358846891 -0.0015718529538752827 0.00055067690031296431 -0.016360502037954489 -0.01298685553155533 0.00050929439608390741 leaf_count=42855 186 30923 199351 32627 4335 8468 6176 1826 7099 65730 1573 36422 11716 107763 10808 7677 6025 49856 5439 240 344 4148 136260 84 94 77931 internal_value=0 0.00949054 0.0136352 -0.0176644 -0.0251377 -0.0201084 -0.00278078 0.0231803 -0.0236034 0.00440023 -0.0549243 0.00463534 -0.00718037 -0.0257021 0.00652187 0.00805781 0.0216827 -0.0374281 -0.0107814 0.0317955 -0.106718 0.0206997 0.00992909 -0.00601816 0.0141986 0.0105995 internal_count=855956 620054 537947 82107 235902 193047 51184 14422 178625 250492 7749 250306 77446 171526 43435 12596 287455 63763 13907 8261 584 281430 172860 36506 136354 82079 shrinkage=0.0381265 Tree=67 num_leaves=27 num_cat=0 split_feature=16 30 16 20 9 11 23 24 15 5 5 1 0 13 24 25 6 24 4 0 4 15 9 0 7 22 split_gain=191.003 65.7011 37.5228 27.8627 23.251 25.8498 23.1069 21.2916 18.5004 18.3898 16.6413 15.0471 14.8988 14.7953 18.0757 13.7736 12.3573 11.8764 12.0781 11.553 11.532 11.4561 17.0674 11.3577 11.1828 11.0835 threshold=203.74830009031723 1.0000000180025095e-35 226.96116611480841 0.75851312099927515 0.94047839098670905 0.65040965038133358 1.3902017689331123 9.5000000000000018 0.1389282153390092 68.656005859375014 28.00000095367432 895.50000000000011 45.000000000000007 26.290745561394139 19.500000000000004 1107.2500000000002 0.22255687493581192 4.5000000000000009 27.276546478271488 51.000000000000007 112.85132598876955 0.72748745719545049 0.73266951228704968 26.000000000000004 -14.903549194335936 7469.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 8 -3 23 9 21 19 -2 15 12 -9 -10 -7 -15 -6 -13 18 -17 20 -8 -5 25 -1 -12 -23 right_child=1 3 -4 6 5 13 7 11 10 -11 24 16 -14 14 -16 17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.00094790828818989601 -0.0105769543105338 -0.0015476511758104553 0.00081752778017322081 0.00061408853837153457 0.00097417215115039118 -0.0013384531237484436 0.00060396708892283292 0.00080273467805393769 -3.8375370956479609e-05 0.0046929343232684625 0.00082304987554328649 -0.020741874991853673 -0.0014494144226038608 -0.00072851428466118588 0.001449255952976778 -0.0052683880763969336 -0.0044507918367762082 -0.0087152778556836008 0.0033180746375149014 -0.0051765892290881327 -0.0061805089419360408 -0.021241899191576815 -0.00071873854124705034 -0.0022536401349757731 0.00019719885348633257 -0.0038932074276912857 leaf_count=15395 232 31646 264100 33296 7839 64970 5934 878 73395 1686 59765 69 12770 102734 5856 466 3545 399 487 643 388 96 7339 26102 135805 121 internal_value=0 0.00887313 0.0128773 -0.0171709 -0.0250173 -0.0202054 -0.00300123 -0.0426887 0.00485477 0.0270852 0.00508721 -0.0963683 -0.00649147 -0.0231691 -0.0160275 0.00947425 -0.124896 -0.0837403 -0.0230956 -0.00806867 0.00492003 0.00812919 -0.0270238 -0.0464041 0.0101886 -0.303416 internal_count=855956 630022 546067 83955 225934 184437 52309 11457 281967 10877 281735 4492 86165 173560 108590 9191 3614 1352 953 6965 6322 40852 7556 41497 195570 217 shrinkage=0.0381265 Tree=68 num_leaves=27 num_cat=0 split_feature=16 20 20 0 9 19 17 9 0 14 27 11 9 7 10 17 19 18 4 22 24 27 5 16 17 27 split_gain=176.725 45.6714 40.9925 29.0918 27.338 25.9036 21.9439 23.8789 18.4905 17.8827 14.6076 14.2542 13.7216 13.7044 16.9752 13.6881 11.9619 23.1466 11.9459 11.8016 11.8468 14.3029 12.652 11.464 12.6293 11.3872 threshold=218.26778936273826 0.7484342106983618 0.49968626753207973 33.000000000000007 0.95420145339058826 459.75000000000006 67.910544024142652 0.94863200838386119 29.500000000000004 21.432163238694674 58.500000000000007 0.63052118821349601 0.96200376327293291 -56.976131439208977 0.84725021058204308 56.830446731725445 357.75000000000006 4.5000000000000009 5.0068871974945077 243.25000000000003 7.5000000000000009 35.500000000000007 85.299648284912124 204.13908254565078 52.170926519938597 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 -2 6 -5 -6 19 11 16 10 -10 13 -1 14 -8 23 17 -4 -14 25 22 -22 -21 -7 -25 -3 right_child=2 3 8 4 5 15 7 -9 9 -11 -12 -13 18 -15 -16 -17 -18 -19 -20 20 21 -23 -24 24 -26 -27 leaf_value=-0.0019307236877758739 -0.0014193429485676898 0.0026577087811712184 -0.00039919713931199906 -0.0016659689538766386 -0.0014960394231114244 -0.00098545682289258286 0.0034300185382933296 0.0027854321518091898 -0.00074799031785424425 0.00040474341650809922 -0.017834095099369143 -0.0036114327368836387 -0.0028924766527965318 0.0027922704283833396 -0.007896798281588558 0.0005272963328427241 0.00080713108565452459 -0.015138996441849763 -0.00075682129937523204 0.00057491805990878789 -0.00049097461660525181 0.0016496849656306308 -0.0022149144234117528 -0.0010522504330573034 0.00026297236399504422 -0.0034069388765484137 leaf_count=36698 15442 541 7809 34160 28509 34652 328 8122 20081 140134 73 1583 4179 1823 465 27635 274170 158 42799 44331 68697 4858 2496 14588 38948 2677 internal_value=0 -0.0153887 0.0134194 -0.00986307 -0.0182571 -0.0122363 0.00115996 0.0414039 0.0151871 0.00661014 -0.0212419 -0.0198232 -0.0361513 0.0255 -0.0842409 -0.00558981 0.0200599 -0.0181374 -0.0248332 -0.00285173 -0.00125411 -0.0091693 0.0111789 -0.0116754 -0.00250251 -0.0626171 internal_count=855956 398089 457867 314413 178492 144332 135921 12321 442425 160288 20154 4199 83676 2616 793 115823 282137 7967 46978 123600 120382 73555 46827 88188 53536 3218 shrinkage=0.0381265 Tree=69 num_leaves=27 num_cat=0 split_feature=16 30 8 20 0 20 0 9 1 13 14 20 28 17 14 25 24 29 24 20 12 0 14 17 16 10 split_gain=163.965 57.2604 31.6983 23.7275 22.9144 22.0466 21.1903 20.4391 19.4011 17.7853 16.2328 15.3203 16.4783 15.9941 14.4516 13.4525 16.8284 13.3449 20.186 12.921 13.1025 11.7376 11.6347 11.015 14.9478 10.9798 threshold=204.89754708687869 1.0000000180025095e-35 732.50000000000011 0.75851312099927515 29.500000000000004 1.1653895087101198 29.500000000000004 0.9520701344614193 147.50000000000003 28.25308814442915 18.554774561843256 0.69567209978878586 878.25000000000011 86.561348902381752 33.249006528042948 900.25000000000011 15.500000000000002 1.8705700737151554 9.5000000000000018 0.67531174005277605 275.42997820866111 48.000000000000007 19.326832359314626 34.060190696566103 155.33580019133527 0.56417418021429422 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 6 -3 11 17 8 -6 -2 -9 19 12 -1 23 -7 -10 -17 25 -19 -4 -21 -12 -8 -13 -25 -5 right_child=1 3 10 5 7 14 22 9 15 -11 21 13 -14 -15 -16 16 -18 18 -20 20 -22 -23 -24 24 -26 -27 leaf_value=-0.00067655593932223416 -0.0032723277585859152 -0.0014434882334953849 -0.025237965288517284 -0.001915937391234456 -0.0019542713896378802 -0.0011439670316485775 -0.0011967302300925509 -0.0014948690752757798 0.00054311156950527073 -0.00051235240816877286 0.00086736785503656137 0.0017336561612117448 -0.0031163279919508131 0.0019481469023771602 -0.0052259390850182682 -0.0014397120093870295 -0.024154137550438118 -0.00036129260402825307 -0.0056365144279834894 -0.0016146957299649747 -0.016035819991632384 0.00011104794180505398 -8.3508198996722083e-05 -0.0021940792284780674 -0.00015566896969526232 0.00074809767210894898 leaf_count=20106 2020 30904 41 2417 34603 6178 16308 43854 156039 68793 241056 3855 5031 5320 1584 3874 48 7424 1229 767 104 34040 83647 5861 48521 32332 internal_value=0 0.00862197 0.0123756 -0.0159822 -0.022352 -0.00276729 0.0044958 -0.0300004 0.0115613 -0.0234706 0.0198536 -0.00965416 -0.0305525 -0.00138879 -0.0518532 0.0127911 -0.0450528 0.00601122 -0.0291278 -0.113339 -0.0875145 0.0202951 -0.00695407 -0.00618341 -0.00984507 0.0147613 internal_count=855956 620012 537944 82068 235944 51164 261936 147250 161981 112647 276008 88694 25137 63557 7762 159961 3922 43402 8653 912 871 275096 99955 58237 54382 34749 shrinkage=0.0381265 Tree=70 num_leaves=27 num_cat=0 split_feature=16 33 16 27 9 11 17 12 29 11 32 15 24 14 24 14 12 4 1 1 27 4 15 17 31 29 split_gain=153.403 52.4109 35.8944 21.4121 18.7911 22.2583 17.1813 16.8787 13.978 13.4435 14.81 13.2387 12.831 12.6967 12.4564 15.9957 26.9164 14.501 14.3001 17.1764 12.4618 13.2543 12.4174 13.8401 12.3436 12.2953 threshold=204.89754708687869 2.5000000000000004 222.37988024278908 33.500000000000007 0.94047839098670905 0.6653428638722757 51.089916906452963 197.61879502661802 0.17553885421336071 0.8038135636014746 1.5000000000000002 0.84842690008632882 17.500000000000004 63.422460655933051 1.5000000000000002 42.718778785224451 287.41778489984137 39.000553131103523 3466.5000000000005 9599.0000000000018 6.5000000000000009 112.85132598876955 0.25262783148796092 42.096346781519451 1.5000000000000002 0.81552870164613345 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 -1 7 -2 25 -4 -7 -11 -9 -8 -3 15 16 -10 18 -18 -20 21 22 -16 -24 -23 -6 right_child=1 13 8 -5 5 9 12 11 14 10 -12 -13 -14 -15 20 -17 17 -19 19 -21 -22 24 23 -25 -26 -27 leaf_value=-0.001630710627264539 -0.00049513984737094708 -0.0015792052751341368 -0.0031686602072394975 0.0010326329214842892 -0.0013134510587089251 -0.0011786818643072475 9.3583945094138991e-05 0.004876003276612694 0.00068324399302719351 -0.00033962136374989768 -0.0021067299047234805 -0.014306063226453249 0.0011419874093049679 0.0036029582701959583 -0.0023573826817004269 0.0021559989079194286 -0.0184066617813681 -0.023983580901414302 0.0012868073656053531 -0.019842342932678596 0.00067021157818060331 -0.00047973845889019918 0.0010156843692299769 -0.00028525232824944255 -0.005965738143612084 0.0011827703345277901 leaf_count=41790 69778 23463 1416 8647 4629 89235 133593 1662 3832 74617 7596 54 19438 708 2677 15065 104 74 315 68 299291 1483 21942 25941 997 7541 internal_value=0 0.00821009 0.0100614 -0.0217565 -0.0236159 -0.0192967 1.76862e-05 0.0192109 0.0160576 -0.0224155 -0.0131901 0.112058 0.00594737 -0.0374389 0.0164353 0.0410658 -0.0120295 -0.216608 -0.153936 -0.0646423 0.015075 0.000947672 0.00444873 0.00815421 -0.0704287 0.0061192 internal_count=855956 620185 596014 235771 227124 185334 222809 13886 373205 171448 82213 1716 153031 24171 371789 19458 4393 561 487 383 352331 53040 50560 47883 2480 12170 shrinkage=0.0381265 Tree=71 num_leaves=27 num_cat=0 split_feature=14 0 0 20 32 13 22 9 6 22 0 18 25 8 22 27 14 28 11 28 14 9 25 27 11 9 split_gain=110.513 66.1026 41.1396 40.4249 25.1909 23.6207 16.8113 16.7494 17.1566 15.8234 15.1464 14.7109 13.2131 13.584 11.9347 11.4987 11.1667 10.74 10.6869 10.5435 10.2989 13.5437 10.0482 9.97109 9.92579 9.71322 threshold=20.042707441346902 48.000000000000007 26.000000000000004 0.56306121985041735 1.5000000000000002 31.752898526211499 281.50000000000006 0.96429388689114104 0.74074074171581195 3625.5000000000005 29.500000000000004 2.5000000000000004 785.25000000000011 1179.5000000000002 3119.5000000000005 9.5000000000000018 50.626351364439067 6353.0000000000009 0.87987500487500503 298.50000000000006 27.196608556045938 0.92646615475809135 680.25000000000011 6.5000000000000009 0.86948172852547356 0.95353786420078313 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 16 6 14 11 12 -9 17 -7 -1 13 -3 24 -4 -2 -8 20 -13 21 -12 -22 -23 -5 -17 right_child=1 7 15 5 -6 10 9 8 -10 -11 18 19 -14 -15 -16 25 -18 -19 -20 -21 22 23 -24 -25 -26 -27 leaf_value=-0.0010476757525383197 -0.0023807910645452998 -0.0015909467479408329 -0.0019315347950548895 -0.00023441355259608225 -0.0016567183568353277 0.00077540035567978563 0.00018059438387006867 0.00033995765650198081 -0.00089735298820760214 -0.010708839994740474 -0.0022197589637756527 -0.010339853097984231 -0.00072618028235481378 -0.0045329842556524995 -0.012642399787524473 -0.0019987216467376662 0.0021393806724413337 -0.011529858265902916 0.00090200717574592435 -0.0028040082881934827 -0.00051379678699174549 -0.0013870486764892098 0.00072971657786443614 0.00013387543531792688 0.00057476647772309903 -0.00083444498580547929 leaf_count=4584 9149 11580 31223 83313 15625 251517 83293 33785 31459 195 4353 462 25463 2841 109 12781 870 114 35195 649 11510 6997 52671 59965 29960 56293 internal_value=0 0.00636062 -0.0202541 0.0107847 -0.006411 0.011962 7.057e-05 -0.0166002 -0.00673133 0.0036517 0.0154034 -0.0525001 -0.0327442 -0.05693 -0.000853073 -0.0347354 -0.0521496 0.00431691 0.00813284 -0.155738 0.00410012 -0.00417065 0.0132902 -0.000657 -0.000534812 -0.0275366 internal_count=855956 650737 205219 545609 104922 535590 89297 105128 65244 83602 422208 5695 39884 14421 113382 100297 10019 83407 170691 1111 135496 71315 64181 66962 113273 69074 shrinkage=0.0381265 Tree=72 num_leaves=27 num_cat=0 split_feature=16 31 14 27 5 2 16 17 15 16 13 16 0 32 17 13 27 26 29 20 28 18 17 17 16 17 split_gain=133.789 46.3258 28.1708 21.7803 18.9245 18.8461 18.6457 15.9549 19.4504 15.7802 15.587 17.6996 15.3898 14.1496 14.1971 14.127 13.0083 12.3768 11.7754 11.686 11.4592 15.365 11.2649 11.2642 11.9407 13.9296 threshold=207.17722642383089 1.5000000000000002 20.180339456584104 33.500000000000007 128.6441345214844 19.252659574468087 166.12718357339875 49.443128731155134 0.36558898267599843 229.32335016993963 141.79862836209426 101.72599055485661 35.000000000000007 1.5000000000000002 40.493508558433994 30.63445632175922 53.500000000000007 1.3435740128991664 0.19621695039151554 0.42557260091506671 298.50000000000006 2.5000000000000004 70.576821846147681 46.853029262672116 224.68149178385622 52.826278323286651 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 6 12 -3 10 13 -9 16 -1 -12 18 14 -8 -10 23 22 -2 -5 21 -20 -17 -4 25 -25 right_child=1 5 9 19 -6 -7 7 8 15 -11 11 -13 -14 -15 -16 17 -18 -19 20 -21 -22 -23 -24 24 -26 -27 leaf_value=-0.0014787657415339594 -0.0036847992430617408 -0.0011321990649687222 -0.00032491691123605565 -0.0036260415984551084 -0.015707817748904427 5.0012279758851523e-05 0.0023782260953323264 -0.0026519456940486846 -0.0011021847309392989 0.00080292241836773756 0.0077779494636381558 -0.00091902826036357489 -0.0013745952100033582 -0.0014635643439262185 0.00011760736572655826 -0.00032367438846323367 -0.008378533259216378 -0.0014778246755957406 -0.0001829698939776263 0.001414977065058423 0.00019377663313009837 -0.0094926131684611812 0.0012134705019747935 2.5725348336674381e-05 0.00098607276230496042 0.00074574282844853067 leaf_count=58407 1208 39838 30700 722 115 38587 4983 7602 63490 204726 568 848 13801 6316 21301 63253 248 12027 672 9016 56338 418 7783 101629 47922 63438 internal_value=0 0.00821999 0.0116294 -0.0190762 -0.00665267 -0.0144394 -0.0209081 -0.0159865 -0.020237 0.0145858 -0.0362725 0.0673965 -0.00600916 0.00411287 0.0143255 -0.0176787 0.00915273 -0.00909493 0.00106231 0.0273097 0.00311762 -0.0984379 -0.00407219 0.00938569 0.0119669 0.00793255 internal_count=855956 599640 521215 256316 72552 78425 246578 186755 154155 448663 59823 1416 72437 32600 26284 146553 243937 83063 58636 9738 57428 1090 71036 243689 212989 165067 shrinkage=0.0381265 Tree=73 num_leaves=27 num_cat=0 split_feature=16 26 20 0 9 28 27 27 20 16 8 26 24 18 27 25 13 24 17 28 11 28 18 24 0 21 split_gain=124.329 36.9436 27.4791 24.1121 26.2492 18.1961 15.7437 15.5147 16.9345 14.7426 14.5474 13.4581 17.4514 12.9395 18.8931 20.8982 17.9215 12.5844 14.3867 20.8412 12.366 12.1156 11.781 11.5742 11.3399 11.0496 threshold=219.90044016386301 0.55823491239454903 0.49968626753207973 33.000000000000007 0.96200376327293291 690.25000000000011 27.500000000000004 35.500000000000007 0.73785381473347167 237.98298889462129 241.50000000000003 1.4784857224239836 4.5000000000000009 4.5000000000000009 45.500000000000007 405.75000000000006 35.359855523803553 7.5000000000000009 65.587686066954333 878.25000000000011 0.74224691792425801 298.50000000000006 5.5000000000000009 1.5000000000000002 33.000000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 7 11 25 -7 8 -3 13 23 -5 -13 21 15 -15 22 -12 -19 20 -20 -4 -16 -10 -23 -6 right_child=2 3 9 4 5 6 -8 -9 10 -11 17 12 -14 14 16 -17 -18 18 19 -21 -22 24 -24 -25 -26 -27 leaf_value=-0.0011730224853203398 -0.0012043523461166606 -0.001336004269544448 -0.004586484146424122 -0.00097915191484391952 -0.0028367978880443922 6.9666048074655781e-05 0.0023905495051279083 0.0018520963640866349 0.0019987546756218329 0.001010708874605112 0.00066562349545372932 0.0002592384423450548 -0.0033789354908611638 -0.014446305044848663 -0.020891865535107117 -6.6129164501849103e-05 -0.0025298194256289487 -0.00028312068835441951 0.0026190686030691281 -0.0091638468164923423 -0.0027432879557494241 0.00058916265209655271 -0.0046052765364165372 -0.0049351570088898645 0.00010835378059168569 -0.0005413629826667174 leaf_count=85858 14075 12623 697 45686 3166 47711 4664 6866 466 70575 47626 2530 7904 152 173 4382 461 70086 5580 252 704 238417 103 1405 101729 82065 internal_value=0 -0.0122355 0.011869 -0.00754683 -0.0148549 -0.00742121 0.00724801 0.00217628 -0.000120012 0.0133369 0.0033752 -0.0330823 -0.0654863 0.010651 -0.0385167 -0.0143789 -0.187012 0.00469313 -0.00324132 0.0416294 0.0529375 0.0114114 -0.388546 -0.0841453 0.0116812 -0.0164355 internal_count=855956 425192 430764 339334 193726 137606 52375 145608 138742 416689 126119 56120 10434 346114 5271 4534 737 124248 76622 6536 6284 340843 276 1871 340146 85231 shrinkage=0.0381265 Tree=74 num_leaves=27 num_cat=0 split_feature=16 31 16 19 20 21 23 27 10 4 17 29 27 14 14 16 13 9 16 17 6 17 9 27 22 10 split_gain=116.937 36.7325 24.0641 19.6862 15.937 16.7874 16.9336 14.3893 13.8937 13.1459 19.0713 14.0619 17.0113 16.677 12.864 12.569 21.1938 27.7633 14.0519 15.547 12.163 12.0508 11.5476 11.407 28.0326 11.3247 threshold=211.81150599625389 1.5000000000000002 172.64557676518885 737.25000000000011 0.52162992887998094 5.5000000000000009 1.4543578621157913 35.500000000000007 0.89404680292519034 6.0295119285583505 46.606410800219777 1.5329467292623733 5.5000000000000009 29.081411038716471 9.2869714087036055 101.72599055485661 141.79862836209426 0.95246040802694221 147.68271661686973 39.392795396630113 0.77272727493024884 110.32522511990921 0.97466708887481535 22.500000000000004 1150.2500000000002 0.96629921243516714 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 15 8 -3 23 -7 9 -2 -4 -11 13 -13 20 -5 16 17 -1 21 -20 22 -17 -12 -6 -25 -16 right_child=1 4 7 14 5 6 -8 -9 -10 10 11 12 -14 -15 25 18 -18 -19 19 -21 -22 -23 -24 24 -26 -27 leaf_value=-0.0032088275790877812 0.00029576356761279151 -0.0014804263087234315 -0.0023965923734340679 -0.018616989593187735 0.00033410432687868541 -0.00065342973562653697 -0.0041312190916507965 0.0011667421167118231 -0.00093139047034750805 0.00096854149062196987 -0.00053696927276650143 0.0012641080672310824 -0.0024229054624935625 0.00067806263510395315 0.00077894399377733162 -0.0023882951659000688 0.007661250014582557 0.003117813822173738 0.00018765824125099477 -0.0013355093860260461 -0.0009614842795702261 0.0012599161837406384 0.00034378914931375038 -0.00091561411845057544 -0.018403161330531541 -0.00064852278866866207 leaf_count=2127 246815 17514 4962 50 38575 9779 2570 8236 14182 13632 79012 2221 10051 18062 210034 19205 567 1917 12873 40037 62986 1413 29800 773 161 8402 internal_value=0 0.00875933 -0.0156093 0.0118711 -0.0127482 -0.00393985 -0.036122 -0.0104381 0.00600849 -0.0119694 -0.0107991 -0.0132406 -0.0460474 -0.0111201 0.0188743 -0.0307621 0.0198838 -0.00550206 -0.0339382 -0.0253085 -0.014159 -0.0560837 -0.0077573 0.00611907 -0.10308 0.0189904 internal_count=855956 548855 307101 479483 69372 51858 12349 228962 260997 220726 215764 202132 12272 189860 218486 78139 4611 4044 73528 52910 171798 20618 108812 39509 934 218436 shrinkage=0.0381265 Tree=75 num_leaves=27 num_cat=0 split_feature=16 33 16 9 27 17 12 15 16 24 11 15 11 17 32 24 26 29 26 14 16 10 14 29 29 27 split_gain=110.737 39.293 26.4112 16.6083 15.7755 14.2979 12.8363 18.5924 16.602 13.8933 13.8992 16.7894 13.8963 13.6013 13.0076 12.6235 13.1943 11.7696 11.2493 10.6133 10.5268 13.0452 16.9362 24.5422 23.1524 22.8742 threshold=203.74830009031723 2.5000000000000004 222.37988024278908 0.89868339519861651 33.500000000000007 51.089916906452963 197.61879502661802 0.84842690008632882 151.7165898617512 5.5000000000000009 0.61952993476430984 0.48689829012819513 0.8225130177462836 40.043378947378152 1.5000000000000002 17.500000000000004 0.82760046186084313 0.17553885421336071 2.4748690437761849 63.422460655933051 242.46550600346924 0.96629921243516714 48.74060099096539 1.1643327228015956 0.98713376529670349 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 6 -2 8 9 -5 10 11 18 -12 14 -10 16 -7 -4 -8 -3 -19 -22 23 24 -23 -25 right_child=1 19 17 4 -6 15 7 -9 13 -11 12 -13 -14 -15 -16 -17 -18 20 -20 -21 21 22 -24 25 -26 -27 leaf_value=-0.0018619117938587107 -0.00045262050804062789 -0.0013734577016080406 -0.0029562795979326526 -0.0016958872897931338 0.0010470617038497206 -0.00058834068113559023 0.0022927244283749136 -0.0080785037849699648 0.0011374018651152055 -0.0035501949323429364 -0.0014239121670560709 0.0076708745760412558 0.0042418947143687963 -0.0007228570918174442 -0.0016908550973006699 0.0010841595801526452 0.00027577757000543657 0.00047599383950483855 -0.011463170798936287 0.0033471429334815147 0.0015871297269589261 0.005273516705651262 0.0021898459020652963 -0.012204209663832231 -0.015213891811030186 0.0027544769394119363 leaf_count=17295 70832 23876 1413 23826 7825 33766 1221 313 10866 713 2015 1121 915 156552 3021 20377 107337 347262 93 713 22107 101 1110 188 389 709 internal_value=0 0.00675372 0.00834486 -0.019057 -0.0165867 -2.62915e-05 -0.0183045 0.0257922 -0.0197552 0.038032 0.0554614 0.111295 0.00906047 -0.0162988 0.0136949 0.00516954 0.0018096 0.0135547 0.0345989 -0.0324335 0.0139008 0.0338893 -0.0346245 -0.1083 -0.288277 -0.00998458 internal_count=855956 630180 605591 225776 208481 232312 200656 6391 194265 6078 5365 2435 2930 170439 13887 161480 141103 373279 1314 24589 371866 24604 2497 1387 490 897 shrinkage=0.0381265 Tree=76 num_leaves=27 num_cat=0 split_feature=16 13 20 0 29 29 29 16 24 4 13 30 28 11 6 21 8 12 22 11 12 0 13 29 25 23 split_gain=102.319 30.7651 23.6347 27.2825 30.1631 22.8328 16.8909 14.7559 13.6802 18.2853 32.517 18.2055 14.1134 12.968 17.946 15.3541 15.199 14.0531 13.6103 14.4194 11.603 11.5002 11.4735 11.1912 10.9957 10.8905 threshold=220.09360397196266 24.82307996617536 0.61939027306320382 49.500000000000007 1.5329467292623733 0.29442203260694705 0.12159349165439838 186.43923283748867 1.5000000000000002 32.000003814697273 112.65229016938072 1.0000000180025095e-35 2316.5000000000005 0.68142912642912645 0.48571430345227978 1.5000000000000002 1844.5000000000002 247.74368670764585 1310.7500000000002 0.88564889199138686 197.61879502661802 46.500000000000007 381.95853718247361 1.9128304428881295 21119.000000000004 0.54373192937080572 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 -3 6 7 -2 -4 -5 9 10 -7 -10 -12 14 24 -16 -17 18 -15 -20 23 -1 -13 -18 -8 -22 right_child=5 2 3 4 -6 8 13 -9 11 -11 12 22 -14 17 15 16 20 -19 19 -21 25 -23 -24 -25 -26 -27 leaf_value=-0.00089497428627776873 -0.0013695858215772825 -0.0014646415741215537 -0.0049471900932892476 -0.0014992959139417535 -0.0030620137167700506 0.00013490600492115611 -0.00095255625562472594 -0.00018750584595495268 0.00049270451819251825 0.0019341220416599961 -0.0013598607341590264 -0.00035569054426843661 -0.017589408661912814 -0.00013650694620158453 0.0031918406544753273 0.00096341434784746459 -0.0023497711486469759 -0.0029756575931180846 0.00088478183631396986 0.0059192156145493448 0.010943306806122332 -0.0021490121509905617 -0.017942329691948092 -0.012594513389213273 0.0074553491344648273 -0.001269136548669485 leaf_count=68023 10187 22316 1000 17551 7975 2915 10661 43014 358828 16836 117 38380 233 198734 4084 29885 386 2462 6128 956 112 12599 54 259 231 2030 internal_value=0 -0.0110132 -0.00693305 -0.00477444 -0.0225009 0.0108535 -4.5602e-05 -0.0148885 0.0119952 0.0374471 -0.0310419 0.0107074 -0.319046 0.000461227 0.0153438 0.0259084 0.0186823 -0.00294345 -0.00204506 0.0410263 -0.0519458 -0.0286139 -0.00997731 -0.169529 -0.0203071 -0.0165391 internal_count=855956 428406 347784 325468 68540 427550 256928 60565 417363 20101 3265 397262 350 255928 47648 36756 32672 208280 205818 7084 2787 80622 38434 645 10892 2142 shrinkage=0.0381265 Tree=77 num_leaves=27 num_cat=0 split_feature=14 0 0 29 14 13 32 21 25 9 18 15 25 5 14 23 11 23 30 19 27 28 30 29 6 15 split_gain=76.1338 49.0947 32.2049 22.8416 21.8083 20.7551 19.5134 19.0652 26.5187 20.1094 16.4163 37.3052 24.3094 16.0694 15.519 21.817 14.1413 16.2207 13.8657 13.492 16.698 13.3107 12.5945 11.1404 10.7207 11.7298 threshold=20.042707441346902 48.000000000000007 26.000000000000004 1.5329467292623733 48.74060099096539 30.63445632175922 1.5000000000000002 1.5000000000000002 1189.2500000000002 0.91457641667218825 1.5000000000000002 0.59621432455755918 1369.2500000000002 28.174456596374515 39.215068120204741 1.5946672955716885 0.88174170121147866 1.104311383429142 1.0000000180025095e-35 740.25000000000011 2.5000000000000004 7159.5000000000009 1.0000000180025095e-35 0.12159349165439838 0.17712434383202103 0.29837415940022688 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 13 22 -2 21 23 18 14 -11 -12 16 -3 -10 24 -13 -18 19 20 -9 -1 -5 -7 -16 -26 right_child=1 3 -4 4 -6 7 -8 8 9 10 11 12 -14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=6.3637808276847146e-05 -0.00017576145827715518 -0.0013649385731821077 -0.0011290951331540695 -0.001945515515467797 0.0003702839979558698 -0.0033756870716030031 -0.0014194984490625842 -0.0070445549044976042 -0.00025428803907527999 0.00031808302656466901 0.00030183144931011647 -0.0065662546295041143 -0.0025983824924378633 -6.9396034581913502e-05 -0.021632563911614347 -0.0002668627327556394 -0.020929817076587268 -0.0015526568423227113 -0.00026888070977373245 0.00084322966368345501 0.00035861357161136325 -0.010522185471938561 -0.0047234855454508515 0.0011940800945590799 0.0023293639093990913 -0.0053230530588593726 leaf_count=89246 91797 17232 100280 7719 4402 787 15567 444 4817 34464 5493 627 1990 72346 55 2372 258 83 32183 138581 174899 173 3425 52947 318 3451 internal_value=0 0.00529044 -0.0167982 -0.0144976 -0.0498813 0.00910336 -0.00455643 0.0118775 0.00950192 -0.0111246 -0.00134227 -0.0408391 -0.131378 -0.00835686 -0.0492438 -0.0823425 -0.261358 -0.425252 0.0127158 0.0147424 0.00891421 0.00113195 -0.0734213 0.0295634 -0.129077 -0.122681 internal_count=855956 650690 205266 105124 15546 545566 104986 453769 400035 53928 42915 8451 2958 89578 11013 6196 968 341 346107 313924 175343 89419 11144 53734 3824 3769 shrinkage=0.0381265 Tree=78 num_leaves=27 num_cat=0 split_feature=16 33 2 1 9 17 11 28 18 6 18 11 5 12 26 27 27 4 10 25 28 30 26 30 20 17 split_gain=88.3856 33.6557 21.5834 17.7426 15.0431 25.9797 12.3533 11.8594 12.364 11.6328 10.6274 10.1613 9.99613 9.90236 13.1014 10.2449 9.50436 9.50106 9.02306 9.02137 8.84555 9.98904 14.9096 10.7533 8.72158 10.0316 threshold=203.74830009031723 2.5000000000000004 20.078461538461543 132.50000000000003 0.95420145339058826 70.576821846147681 0.8038135636014746 298.50000000000006 2.5000000000000004 0.73885997195890085 6.5000000000000009 0.88849650061856511 70.199459075927749 61.331475451951142 0.52113368509978264 51.500000000000007 32.500000000000007 93.837429046630874 0.81987197981293691 426.25000000000006 614.25000000000011 1.0000000180025095e-35 1.4638386570400341 2.5000000000000004 0.7484342106983618 32.7250534636512 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 6 9 8 -5 19 11 13 18 -9 -15 20 24 -3 -7 -6 -16 -22 -23 -24 -8 -26 right_child=1 17 -4 7 5 12 16 10 -10 -11 -12 -13 -14 14 15 -17 -18 -19 -20 -21 21 22 23 -25 25 -27 leaf_value=-0.0011348187702158348 -0.0027475538979586933 -0.0012446034711300041 0.00053068743481595089 -0.00094308272582568106 -0.0025137609785167744 0.0015194119102534891 -0.00099376371063132738 0.001734733080421142 -0.0095347898467580353 -0.0013998340730239911 0.0078223673354706029 0.00053056491216526246 0.0051974953289046482 -0.0016638862493328606 -0.00025936666984566464 -0.0042778371577123792 0.0014806579319621945 0.0046365890059913142 -0.0013623481637860145 -0.0002701047634925447 0.00033718352677197355 2.6183663247291635e-05 -0.0039745962384115131 -9.0995534490255636e-05 0.0026643392085623726 -0.00017648583420083944 leaf_count=64705 3205 24182 287681 712 2824 8497 21117 4685 370 37645 260 66173 888 6971 93589 806 4408 406 1940 33597 124115 12466 2813 1641 1877 48383 internal_value=0 0.00617105 0.00764385 0.0019634 -0.0168848 -0.0117141 -0.0152043 0.00271756 -0.101795 -0.0243886 0.00307825 0.00291051 0.0344684 -3.68827e-05 -0.000916985 0.000348065 -0.00622843 -0.030097 0.0258025 -0.0116474 0.000734704 0.00573649 -0.017057 -0.0667187 -0.00901142 -0.0018463 internal_count=855956 630075 605487 317806 225881 161176 149851 314601 1082 74066 313519 313259 11325 247086 242401 235430 75785 24588 10437 36421 234624 141035 16920 4454 71377 50260 shrinkage=0.0381265 Tree=79 num_leaves=27 num_cat=0 split_feature=16 30 9 11 19 14 0 24 27 12 2 0 11 32 13 22 18 14 10 12 12 15 8 27 29 7 split_gain=84.3137 29.5034 17.9507 23.3898 17.4695 16.8785 14.5448 14.444 14.3947 15.8221 13.4381 12.661 12.179 13.5599 13.1514 13.0597 12.1748 12.8595 12.3207 11.8645 10.7783 14.1086 12.584 10.599 10.5668 9.87148 threshold=208.78594293030915 1.0000000180025095e-35 0.95420145339058826 0.6473370544473932 695.25000000000011 9.2869714087036055 29.500000000000004 23.500000000000004 2.5000000000000004 105.45889244992067 19.252659574468087 22.000000000000004 0.82144196763476596 1.5000000000000002 68.791027499399362 596.25000000000011 3.5000000000000004 25.129863906032607 0.899768507969816 43.088834764831851 197.61879502661802 0.25262783148796092 2209.5000000000005 56.500000000000007 0.047342005519859884 -7.297355890274047 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 11 20 6 -6 19 8 9 -8 -3 -1 15 14 -14 -5 17 18 23 -2 22 -22 25 -9 -7 -4 right_child=1 10 3 12 5 24 7 16 -10 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.00034107058131337457 -0.0042102147965704887 -0.00094857389453340609 0.0015102829807054758 -0.001116731061834243 -0.017745955859170284 -0.025251807550202544 -0.0032545962807030166 0.0023210020294373679 -9.9526446951414581e-05 -0.019672132058292605 6.871329050774704e-05 -0.0013995185151315583 1.6917303543709222e-05 -0.0016745789696987804 0.0044691472730261084 -0.00029323728158840815 -0.0046975133230033814 -0.0059585202198755519 -0.01123008084989364 0.00037942836848194733 -0.016111638635758496 0.0061999989461617167 -0.012073261070958534 -0.02177319201657394 0.00059186976154859878 -0.0073406453128762187 leaf_count=24386 823 37881 7132 55640 73 23 660 1556 84120 98 37623 50340 69514 7054 978 56341 1902 491 111 158007 43 983 104 27 259858 188 internal_value=0 0.00685936 -0.0144417 -0.00945718 0.00960199 0.0153288 0.00359416 -0.00664264 -0.00384663 -0.141035 -0.0115843 -0.0276476 -0.0117523 -0.00211924 0.00206385 -0.0184231 -0.0647096 -0.0137873 0.0275146 0.00932807 0.0420198 0.138091 0.0287428 0.0500976 0.0154639 0.0336502 internal_count=855956 583253 272703 197977 507749 259954 247795 88965 84878 758 75504 74726 189527 77546 70492 111981 4087 2185 1694 158830 8450 1026 7424 1583 259881 7320 shrinkage=0.0381265 Tree=80 num_leaves=27 num_cat=0 split_feature=16 30 14 6 27 13 20 20 14 25 28 18 9 6 12 9 9 24 25 11 27 29 21 12 12 26 split_gain=78.7722 29.9068 19.9796 15.3322 14.1384 13.2611 12.3423 18.9801 13.3906 12.2705 12.3242 15.9404 11.6918 11.8202 14.9831 13.9114 11.9556 11.4918 16.1824 11.4494 18.7647 10.8584 18.672 10.0838 15.0715 11.927 threshold=202.92738466946508 1.0000000180025095e-35 20.180339456584104 0.12893330694636854 33.500000000000007 31.547296832583047 0.80303389854884888 1.1653895087101198 33.249006528042948 3793.5000000000005 298.50000000000006 2.5000000000000004 0.89144374215200262 0.86956523150034459 197.61879502661802 0.95555989413857445 0.97412750637735623 21.500000000000004 396.25000000000006 0.59829615593844487 8.5000000000000018 1.8705700737151554 6.5000000000000009 62.298989873223341 43.088834764831851 0.47985117317611026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 12 -4 -3 21 -9 10 11 -5 -1 14 16 19 -14 23 -19 20 -16 -8 -23 24 -12 -25 right_child=1 6 5 9 -6 -7 7 8 -10 -11 17 -13 13 -15 15 -17 -18 18 -20 -21 -22 22 -24 25 -26 -27 leaf_value=-0.0017224485696780995 -0.0090025396122820969 -0.001014168297157431 -1.8287991918556217e-05 -0.00052517954149621546 0.00097321492789094011 0.0005063334557320673 0.00054344013544955258 -0.00099678105194603013 -0.0048802996981366035 -0.013827913258423164 -0.0030745648316350791 -0.0088197408656938495 -0.0007493424787709741 -0.0011965536047339614 0.0037640897560877492 0.0042525691879853837 -1.918403880781419e-06 -0.012776080435469076 -0.0012182555151071135 -0.0014607514411142891 -0.0097235647373058922 -0.0005956972346398688 -0.009406652364080486 -0.001993463394712988 0.0015899825512059272 -4.624090706420315e-06 leaf_count=14664 289 34082 85620 879 7759 384879 34373 6348 1620 96 1124 546 107375 39447 1643 1764 43799 180 8114 2467 165 8298 365 4758 9666 55636 internal_value=0 0.00558427 0.00827519 -0.00620163 -0.0163985 0.0107764 -0.0118665 -0.00202124 -0.0468533 -0.00538128 -0.0049573 -0.0971321 -0.0179378 -0.0159066 -0.0120232 0.0368209 -0.0139744 -0.00330466 -0.038532 0.00599014 0.0664418 0.0062793 -0.0253611 0.000799852 0.0289582 -0.00423092 internal_count=855956 636873 551787 81288 219083 470499 85086 51004 7968 80999 80903 1425 211324 196660 157213 6039 151174 79478 8294 4275 1808 43036 8663 71184 10790 60394 shrinkage=0.0381265 Tree=81 num_leaves=27 num_cat=0 split_feature=14 0 0 20 32 13 26 0 21 21 25 17 9 22 22 17 7 10 7 18 25 9 14 14 19 12 split_gain=58.1313 41.5121 29.4648 26.6045 16.086 14.3958 19.7379 18.4339 13.5701 13.4324 15.0799 15.9251 13.9541 13.2645 12.6568 12.1676 16.5414 14.6798 12.0673 11.8393 11.379 10.8605 10.4801 13.47 11.3789 16.2605 threshold=20.042707441346902 35.000000000000007 26.000000000000004 0.56306121985041735 1.5000000000000002 30.205532579769294 1.4377717215621721 52.500000000000007 15.500000000000002 1.5000000000000002 1189.2500000000002 50.517757718273849 0.89868339519861651 281.50000000000006 3625.5000000000005 65.587686066954333 -18.434947013854977 0.91683879810877789 -89.940933227539048 2.5000000000000004 1403.2500000000002 0.97104295294509979 40.182808121453029 26.300472035205782 4433.5000000000009 247.74368670764585 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 13 8 -7 -8 -3 18 15 -12 -13 19 -15 -11 17 -17 -5 -1 -14 22 23 -22 25 -24 right_child=1 5 -4 9 -6 6 7 -9 -10 10 11 12 20 14 -16 16 -18 -19 -20 -21 21 -23 24 -25 -26 -27 leaf_value=-0.00083712135920236937 -0.001925549772070254 -0.00083923288207729768 -0.0010259291738076021 -0.0020073617520586671 -0.0012401620911889543 8.1232728572410313e-05 -0.00050698626319787827 -0.002803823427328499 -0.011863617835121675 0.00043083814840553055 8.8906391005491947e-05 -0.0046993896760142992 -0.0038710853692996371 0.00022997543869409084 -0.0094700123500329088 0.0025965242807074987 -0.0020368530769542242 -0.010168322592100064 0.0012773765076170632 -0.0052150830721527444 -0.0040236989526215893 0.0042638690531331853 -0.0027013368416960856 0.0022384867488263261 0.00084593042432830128 -0.013326620317014135 leaf_count=4612 6904 38012 100221 1700 15632 178868 29968 6116 163 304076 29186 1867 1511 83389 196 8542 1421 133 37237 1115 665 712 774 2004 645 287 internal_value=0 0.00465901 -0.0146455 0.011031 -0.00293429 -0.00535148 -0.00217338 -0.0235082 -0.0232464 0.0121183 0.0101678 -0.00874403 -0.046932 0.00224533 0.00543532 0.0124342 0.0465877 0.0629699 0.0297422 -0.0443124 -0.0253345 -0.00270126 -0.0213412 0.0177887 -0.082559 -0.146236 internal_count=855956 650791 205165 397664 104944 253127 214952 36084 38175 390760 351823 37651 8465 89312 83585 314172 10096 8675 38937 5727 6598 5087 4375 2669 1706 1061 shrinkage=0.0381265 Tree=82 num_leaves=27 num_cat=0 split_feature=14 0 0 20 29 14 11 7 21 14 14 23 7 27 29 23 10 6 29 6 19 14 5 7 5 24 split_gain=55.915 39.4251 26.0021 25.7093 18.7796 19.1576 17.0332 17.0777 20.4799 27.1558 21.7987 21.2939 23.6746 23.3344 20.0614 19.1046 16.8392 16.0735 15.8528 15.2886 14.9861 17.1645 13.8566 13.1488 12.1432 11.9067 threshold=19.889820313313127 48.000000000000007 29.500000000000004 0.56306121985041735 1.5329467292623733 48.74060099096539 0.90719959288172591 -1.0000000180025095e-35 1.5000000000000002 36.804861709321457 27.437546316534188 1.1457316201862395 -47.990509033203118 2.5000000000000004 5.1335818913830709 0.42256621164994373 0.98781706687587711 0.25416264133140981 0.17553885421336071 0.3913043572491624 3869.2500000000005 31.537888923406339 28.174456596374515 -68.198589324951158 101.0328826904297 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 18 -2 22 -6 7 8 23 10 25 12 14 -14 15 -11 -13 20 -1 -17 21 -9 -3 -5 -21 -10 right_child=1 4 -4 6 5 -7 -8 17 9 11 -12 16 13 -15 -16 19 -18 -19 -20 24 -22 -23 -24 -25 -26 -27 leaf_value=-0.0015814379063676038 -0.0015931651637843044 -0.0012528921093272727 -0.0010851341332875713 0.00010514641223514301 -0.0025661944662673888 0.00040559170978328246 0.00094459806542429288 -0.0062049314075026977 -0.0027804173423020264 0.0090099460384841581 0.001123075803163364 1.4086401740772053e-05 -0.012980498290202818 -0.00046106652605843503 0.01072439475767087 0.0030954237491564729 -0.018871898277287965 4.8403170392260635e-05 -5.5140233401594361e-05 -0.0071672929904294863 0.00010975309741806727 -0.025268921665048974 -6.3803363943240628e-05 0.0018265138676269064 -0.015999190648910085 0.00026606177855607649 leaf_count=10915 10278 17705 81799 8808 11193 4390 58759 484 1891 109 54930 12696 228 4258 102 186 69 237085 105537 1702 510 80 72910 24100 261 134971 internal_value=0 0.00436188 -0.0147968 0.00775933 -0.0132817 -0.0453488 0.00870021 0.00674245 0.0126165 0.00900422 0.0126284 -0.0264397 -0.0714352 -0.0287822 -0.152512 -0.172108 -0.00230811 0.00071661 -0.00519847 -0.192824 -0.121343 -0.233671 -0.0077672 0.0358224 -0.218787 0.00587437 internal_count=855956 657705 198251 551507 106198 15583 541229 482470 244311 211403 191792 19611 6846 4486 2360 2258 12765 238159 116452 2149 1074 564 90615 32908 1963 136862 shrinkage=0.0381265 Tree=83 num_leaves=27 num_cat=0 split_feature=16 16 29 0 14 17 21 10 10 28 24 5 18 0 22 28 22 13 22 23 32 13 16 13 16 17 split_gain=67.1517 20.3954 20.0871 13.9183 13.6723 18.1861 13.6542 12.8419 12.111 11.5017 11.231 10.821 10.6512 10.4643 10.097 9.90271 9.63065 9.42824 9.7136 9.10314 17.5476 12.7739 8.93902 17.473 9.38635 9.55123 threshold=215.41028251302546 172.64557676518885 0.29442203260694705 29.500000000000004 8.4372044751688016 46.445321557447564 9.5000000000000018 0.98781706687587711 0.91927773649545597 580.25000000000011 22.500000000000004 29.356478691101078 3.5000000000000004 11.500000000000002 324.25000000000006 884.25000000000011 18983.000000000004 41.079131111588765 782.75000000000011 0.32274692166623009 1.5000000000000002 16.126167688164013 101.72599055485661 141.79862836209426 147.68271661686973 39.223141279307875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 -2 -4 -3 -6 8 9 11 10 -5 15 -12 -1 -8 19 17 -10 -19 20 21 -7 23 -15 -24 -26 right_child=2 4 3 7 5 6 14 -9 16 -11 12 -13 -14 22 -16 -17 -18 18 -20 -21 -22 -23 24 -25 25 -27 leaf_value=0.00022800611270666353 -0.0012220269911681471 -0.0019852337215273148 0.00048281044126585455 -0.00030730988066933934 0.0011129365981107965 -0.00042367224074987353 -0.0097119242238993524 -0.0052208349313196453 0.00059189251981288111 0.00023601570492148832 -0.00076138042559585519 -5.7103290079746057e-05 -0.005189960007840784 -0.00031465135828008257 0.00070987675265230205 -0.0021369044398114431 0.0062778710385014017 -0.0042355214490884061 -0.0014734590780579335 -0.00059167357711946216 -0.0017577177028760783 0.0043035027542402829 -0.0019527320214920369 0.0073208615478442653 0.00010467972623807851 -0.0012193535307726013 leaf_count=9689 12548 6429 302038 35212 14383 1300 136 666 2048 147438 1843 120205 1381 3432 21184 5681 222 2607 6381 91577 2145 2303 18168 499 10129 36312 internal_value=0 -0.010525 0.00745425 0.00846887 -0.00649304 -0.0054085 -0.007354 0.00167729 -0.00955715 0.00217394 -0.0132327 -0.00794309 -0.0697248 -0.024781 0.0168753 -0.0154646 -0.0415589 -0.0457072 -0.0596594 -0.0130957 0.025507 0.0681387 -0.0291295 0.0171691 -0.0319464 -0.0244076 internal_count=855956 354830 501126 488578 276601 270172 255789 186540 234469 185874 38436 223211 3224 78229 21320 103006 11258 11036 8988 97325 5748 3603 68540 3931 64609 46441 shrinkage=0.0381265 Tree=84 num_leaves=27 num_cat=0 split_feature=0 20 14 19 28 26 30 5 30 32 24 4 22 12 22 21 25 17 7 11 21 6 12 11 6 19 split_gain=49.1085 32.937 31.7753 18.6325 15.5123 12.9817 16.4624 15.8766 13.1649 12.8675 15.1126 12.3615 13.6833 29.4818 11.9598 11.9553 15.3424 14.1862 13.8495 11.8624 11.4797 10.8255 10.6258 19.4639 10.4793 11.3168 threshold=35.000000000000007 0.601849002849003 20.180339456584104 588.25000000000011 855.25000000000011 1.4784857224239836 1.0000000180025095e-35 29.356478691101078 2.5000000000000004 1.5000000000000002 2.5000000000000004 5.0068871974945077 692.25000000000011 60.334523779156079 281.50000000000006 1.5000000000000002 1189.2500000000002 50.517757718273849 -89.940933227539048 0.68404957752783846 15.500000000000002 0.76086957159120649 728.69752852368322 0.71622499122499128 0.73076923192709609 609.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -2 14 9 7 -7 20 -8 10 -1 -12 24 -14 -3 18 19 22 -5 -17 21 -4 -18 -24 25 -13 right_child=2 3 5 15 -6 6 8 -9 -10 -11 11 12 13 -15 -16 16 17 -19 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=0.0091184518106334194 -0.0011377023060166352 -0.001494073210694674 0.00051132345035592372 -0.0021502289362556881 -0.0018415841648398434 -0.00039873396658064134 -0.0035125889471455314 0.00010890093047464837 -0.00034858401984502719 -0.0011511855317110538 -0.0040600519552421157 0.0015973329002427188 0.0054160601243382648 -0.00059987373144522937 7.6765523623310606e-05 0.0011018081488358138 0.00016872227024915354 -0.0016886188534039163 0.0012971689671048693 0.00039396655875692651 -0.0088412674365075765 -0.00086110472070851567 -0.0012905781760534226 -0.022698123883520927 -0.0012546164025484593 -0.0017880841371248251 leaf_count=279 64166 7329 10287 1778 13168 24645 5269 162845 3000 15328 951 5927 2193 2574 182155 42288 28760 8385 35840 184868 247 44474 241 83 6982 1894 internal_value=0 0.00572377 -0.009983 0.00819424 -0.0189191 -0.00490196 -0.0234126 -0.00210531 -0.0620221 -0.00820951 0.00799126 0.00484828 0.0102587 0.056855 0.000419852 0.0130682 0.0106969 -0.00805117 0.0297491 0.0137894 -0.0167936 -0.0158234 0.00239656 -0.177688 -0.0047467 0.0203924 internal_count=855956 541023 314933 491727 49296 250767 32914 217853 8269 36128 20800 20521 19570 4767 189484 302243 264625 37469 37618 227156 55008 54761 29084 324 14803 7821 shrinkage=0.0381265 Tree=85 num_leaves=27 num_cat=0 split_feature=13 0 20 9 21 0 28 27 1 28 22 32 4 23 22 21 6 27 27 28 27 4 4 13 29 22 split_gain=48.9185 36.3304 29.8927 17.7264 19.9706 14.3522 14.2755 20.0622 12.6152 12.578 13.7795 19.0407 14.4446 16.6453 13.5485 12.3871 11.6644 11.1276 10.8252 14.5661 10.8726 10.59 10.1791 10.0974 9.23857 11.9483 threshold=26.59586919472989 33.000000000000007 0.49968626753207973 0.95353786420078313 1.5000000000000002 45.000000000000007 694.25000000000011 27.500000000000004 839.50000000000011 816.75000000000011 607.25000000000011 1.5000000000000002 5.0068871974945077 0.32274692166623009 728.25000000000011 2.5000000000000004 0.24035970505419682 51.500000000000007 3.5000000000000004 298.50000000000006 6.5000000000000009 43.952899932861335 30.636403083801273 48.766098746102841 1.5159602926593221 2224.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 16 9 15 8 23 10 18 12 -12 14 -14 -5 21 -17 -1 -20 -21 -3 -9 -8 25 -6 right_child=1 3 -4 6 24 -7 7 22 -10 -11 11 -13 13 -15 -16 17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 leaf_value=0.0017025708416632287 -0.0020727719748482435 -0.0048885067874903767 0.00039127770102283482 -0.0015144519608798345 -0.00053886423201805734 -0.0015371140858904087 -0.00023884781940787297 0.0024635165288115833 0.00052726694369797629 -0.0016203321683495801 -0.0076490795126979922 -0.0010660232465847471 0.0012901213620641044 0.000473761640871716 0.0051612398011233454 -0.00017503818301419893 0.0006760099337881206 -0.0059161857162402624 -0.0047445276031559186 -0.0023428614795414091 -0.00048869082217048909 0.0040447634697775474 -0.00363145477649464 -0.0042188185942879921 -0.0019238274920390548 -0.0026212463229629522 leaf_count=2844 7282 1000 416304 11560 33138 23187 47645 7390 54883 12705 262 7922 2787 10118 2487 107437 15836 493 1269 4954 63821 239 421 945 14471 4556 internal_value=0 0.00318829 0.00915158 -0.0052312 -0.0192643 -0.0177211 -0.00102078 0.0071291 0.00344007 -0.012922 -0.0090265 0.0119884 0.0322051 0.0361683 0.081717 -0.00861098 0.0104199 -0.00527881 -0.0158239 -0.0182795 -0.0163207 -0.0830211 0.055998 -0.00829481 -0.0289808 -0.0207351 internal_count=855956 723600 423586 300014 69240 132356 230774 111284 103473 109169 96464 23576 15654 15392 5274 119490 17075 107930 72888 70044 68775 1239 7811 48590 52165 37694 shrinkage=0.0381265 Tree=86 num_leaves=27 num_cat=0 split_feature=26 0 12 25 9 24 25 27 24 27 4 11 20 14 6 15 11 4 1 27 20 15 11 18 5 27 split_gain=45.3502 34.7478 16.8686 15.7083 14.9599 14.3981 14.3937 14.2296 12.5007 11.3545 11.2479 10.8987 10.8806 10.4324 10.0715 9.6447 14.9097 9.18724 11.8962 8.51189 7.88456 14.0891 13.8433 7.87966 7.87334 7.84601 threshold=0.57591242673496534 35.000000000000007 49.574116139070419 706.75000000000011 0.95588430695158755 17.500000000000004 648.25000000000011 35.500000000000007 7.5000000000000009 49.500000000000007 31.506705284118656 0.80586786086343731 0.57300953698558688 7.256903743880625 0.68965517833030721 0.25262783148796092 0.42751522573771777 47.29255676269532 8567.5000000000018 4.5000000000000009 1.1653895087101198 0.77475386355924158 0.5935894734069177 2.5000000000000004 89.743083953857436 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 19 4 -3 15 25 12 -6 14 -7 -1 -8 -13 -10 16 -5 18 24 -2 -9 22 -22 -23 -18 -4 right_child=1 3 6 5 8 10 7 20 9 -11 -12 13 -14 -15 -16 -17 17 -19 -20 -21 21 23 -24 -25 -26 -27 leaf_value=-0.0010693208953241353 -0.00026478146815626501 -0.0014995622728362203 0.0032771281055799214 0.0034917346306682809 -0.00099852059954341765 0.0020751747281261626 -0.0018264641565468938 0.0028794891321097834 0.00036225829490077693 -0.0047361135186540148 -0.0043062528581506382 -0.0016824115547269165 0.00051477792179351869 -0.00014020410962942539 -0.00043732096777443871 4.3893349065446247e-05 0.00082362767395787893 0.0015616788835807083 -0.020873769004768405 -0.0081747693172797339 -0.024242226039029001 0.00038402494433778007 0.0032521674098083811 -0.015055913666303865 -0.0040425162652561611 9.2299879833052204e-05 leaf_count=57847 323 18941 1130 676 32222 6982 2923 5303 40469 771 426 7280 224625 51350 52746 118834 592 634 56 510 28 74 540 137 2633 227904 internal_value=0 0.00292087 0.00821041 -0.00596263 -0.0131253 0.00198381 0.00846639 0.0139889 -0.00919239 -0.00336507 0.0448037 -0.0183083 0.012713 -0.00869993 -0.00236545 -0.000586249 -0.04556 -0.0692404 -0.090535 -0.133965 0.0617248 -0.0322167 0.0497505 -0.252868 -0.0826003 0.00283302 internal_count=855956 739479 463497 275982 145149 130833 462664 233630 126208 93986 7408 116477 227548 58630 93215 123425 4591 3915 3281 833 6082 779 568 211 3225 229034 shrinkage=0.0381265 Tree=87 num_leaves=27 num_cat=0 split_feature=16 9 11 8 21 28 0 20 29 28 16 10 7 21 29 4 30 30 16 15 28 11 25 12 6 18 split_gain=54.5196 24.9488 28.2717 14.8229 14.1171 13.0921 12.7897 14.8431 11.9871 9.9808 9.03187 12.8991 8.98513 8.89775 13.7274 11.4407 9.89921 9.89758 9.63376 9.40978 8.35421 8.34658 8.08521 8.86477 8.07172 7.77432 threshold=220.88005102040819 0.96200376327293291 0.68142912642912645 725.50000000000011 2.5000000000000004 298.50000000000006 22.000000000000004 0.69567209978878586 0.29442203260694705 413.25000000000006 246.24181291764748 0.98781706687587711 -1.0000000180025095e-35 1.5000000000000002 1.4834239371288447 28.144268989562992 2.5000000000000004 1.0000000180025095e-35 166.12718357339875 0.62974406151508011 298.50000000000006 0.86506214222434252 3793.5000000000005 180.33809511662432 0.88888888399165189 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 4 9 12 7 -1 -2 -4 20 -12 -6 15 18 -8 17 -16 -15 -17 -10 -5 23 -23 -7 -22 right_child=8 2 3 21 5 24 13 -9 10 -11 11 -13 -14 14 16 19 -18 -19 -20 -21 25 22 -24 -25 -26 -27 leaf_value=-0.0013625520532102077 -0.0010083633909870383 0.0013996367647933731 0.0010572745808581085 0.0001170814751433372 0.0018802086375516555 -4.04821925327978e-05 -0.0011912978240868444 0.00014093809405271848 -0.0038008694844339124 -0.0012960184711660124 0.0017003269020245218 -0.013401672051495343 -0.0074748888344363723 -0.0017011276049127197 -0.0017880833886457018 0.0020457558477841344 0.00055453308739400822 -0.0041428669267954852 -0.00065049351767121539 -0.0008505237342232002 0.00034677515285596553 0.0011454921862614855 -0.0042000921907438434 0.0056779387750133291 -0.00067963573686587468 -0.0011191346459004661 leaf_count=12346 9723 17627 2887 47051 200 136537 6294 42072 714 28305 8677 83 588 15896 7682 4675 1672 3918 62837 2504 389273 11640 388 663 36373 5331 internal_value=0 -0.00772122 -0.00206753 -0.0046505 -0.00869184 -0.00517432 -0.0177015 -0.00525 0.0082493 -0.0282798 0.00908419 0.040844 -0.133778 -0.0241255 -0.0276401 -0.000124263 -0.0573909 -0.0677595 -0.0226251 0.0271608 0.00838041 0.00920959 0.0319685 0.0364508 -0.00458823 0.00857596 internal_count=855956 442155 282259 264632 204890 173698 159896 54418 413801 31192 404078 8760 788 105478 92005 13473 13272 11600 78733 7179 395318 59742 12691 12303 172910 394604 shrinkage=0.0381265 Tree=88 num_leaves=27 num_cat=0 split_feature=16 33 29 16 11 9 11 19 18 17 9 17 12 4 6 11 12 26 16 24 22 17 32 21 12 16 split_gain=50.8169 19.6713 15.6042 13.3417 13.4494 14.7634 13.4007 17.7743 16.3379 12.9218 11.5967 11.5667 11.1449 10.4927 10.4472 12.7406 11.5492 12.7322 10.5208 9.07341 8.97126 8.63821 9.72909 9.19468 9.05757 8.63689 threshold=202.49559060947578 2.5000000000000004 0.17553885421336071 231.80391635970261 0.68142912642912645 0.92646615475809135 0.87121478685518106 343.25000000000006 3.5000000000000004 46.19193468829625 0.89868339519861651 59.517435370428068 511.64875528840417 112.85132598876955 0.78947365025675553 0.85818447634237116 197.61879502661802 0.19512591067469118 147.68271661686973 5.5000000000000009 361.25000000000006 36.592053428149235 1.5000000000000002 11.500000000000002 60.334523779156079 219.29573217510361 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 -2 4 5 -4 13 8 -8 -9 -1 -11 -7 -6 16 -16 18 -18 -12 -19 -10 22 -20 -23 -25 -13 right_child=1 -3 3 -5 6 12 7 9 20 11 14 25 -14 -15 15 -17 17 19 21 -21 -22 23 -24 24 -26 -27 leaf_value=-0.0014640282680620142 -0.0023045766151273349 -0.00087622564601698839 -0.00028914967719305504 0.00050205368917114 -0.00010585723610525026 0.00098452443050115607 -0.0011759125281436832 -0.00030293520980887362 -0.013741781464585347 0.00078088998234004058 -0.0013363723782986927 -0.0009495370785540248 0.0075188966426808649 -0.005307183212738994 -0.00098943194824496392 0.00066042884707459212 0.0113626953380016 0.0017866664472844676 0.0019570603671787059 -0.0031477514516896556 -0.0019268959270825924 -0.00033169758217046249 -0.0011156947504718901 -0.0045339674048619919 0.002275318578939613 -0.0089215810242332209 leaf_count=16824 3549 24931 17059 184247 262290 40615 4748 22592 245 77877 12676 598 383 565 60555 7665 185 4387 5274 618 151 102063 2092 312 3160 295 internal_value=0 0.0045552 0.00567112 0.00605474 0.00298839 0.0171373 0.000764426 0.010227 -0.0471181 0.0131372 -0.0131889 0.0191839 0.0274237 -0.00306971 -0.0110574 -0.0210892 -0.00582389 0.0404035 -0.00773443 0.0308809 -0.242262 -0.00466745 0.0284415 -0.00697835 0.0436291 -0.0939787 internal_count=855956 640145 615214 611665 427418 58057 369361 106506 5144 101362 215811 78770 40998 262855 198987 68220 130767 5190 125577 5005 396 112901 7366 105535 3472 893 shrinkage=0.0381265 Tree=89 num_leaves=27 num_cat=0 split_feature=16 9 17 13 0 20 20 27 17 14 0 0 29 17 23 23 14 7 18 27 25 19 25 29 13 18 split_gain=45.8838 24.4602 25.5532 15.1182 11.8207 12.3243 10.4624 10.018 11.2528 9.90453 10.0883 9.54515 10.0437 8.68914 8.64824 8.57233 8.36512 8.43359 8.27868 17.9904 15.2093 14.611 8.84309 7.77343 12.2051 7.77038 threshold=221.63186303742251 0.96200376327293291 67.910544024142652 24.82307996617536 22.000000000000004 0.70728597053078013 0.35171758227350208 2.5000000000000004 31.531018356624084 23.860670026076424 24.000000000000004 35.000000000000007 0.90460422306688437 26.636608475400525 1.22729165089698 0.90401540733252383 27.708813397223356 -81.887722015380845 4.5000000000000009 45.500000000000007 420.25000000000006 550.25000000000011 808.25000000000011 1.9128304428881295 75.841137202594368 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 -1 -2 11 -9 -4 -11 12 -5 -8 15 -6 -17 -18 -15 20 -20 -21 -22 -12 -25 -13 right_child=6 2 9 7 14 -7 13 8 -10 10 23 25 -14 18 -16 16 17 -19 19 21 22 -23 -24 24 -26 -27 leaf_value=-0.0012133135335935146 -0.0010412003043098336 -0.00067910128176098812 0.00023820715127416633 -0.0025032189472000924 -0.0010847051219771637 0.00012654821537687604 0.0019139792264962366 0.0033950925500613321 3.3084211854512215e-05 0.0044685418818539149 0.0017804093335166645 -0.0023231850310891275 0.0031949244635769212 0.00033012564432618048 -0.0015742868402924654 -0.00070647162846564559 -0.0023072544569044087 0.00068522992223436297 -0.011813879641941449 -0.011192868453859297 0.00032057436388999958 0.00083717674924305033 -0.012801859793692867 -0.014291704426249611 0.0065190422870819329 -0.0087806397376364274 leaf_count=12961 8258 57125 5015 842 42931 43376 4971 1457 214411 2400 5809 2880 965 381830 20197 29578 1519 13863 162 433 4202 222 76 108 66 299 internal_value=0 -0.00675834 -0.00125535 -0.00331128 -0.0165102 -0.00476579 0.00791583 0.000439348 0.00146292 0.0414007 0.0624304 -0.0438761 0.0141577 0.00865809 -0.0226315 -0.0183436 -0.00869308 0.0102217 0.00812437 -0.0319189 -0.00909571 -0.186629 0.00229369 0.0404591 -0.167809 -0.0768636 internal_count=855956 455802 291377 277979 164425 56337 400154 220854 215868 13398 8383 4986 1807 391896 108088 87891 44960 15382 386925 5095 4440 655 4278 5983 174 3179 shrinkage=0.0381265 Tree=90 num_leaves=27 num_cat=0 split_feature=16 30 1 25 18 7 25 21 18 29 11 10 29 22 8 26 22 14 20 20 14 16 1 26 11 7 split_gain=45.4919 18.7364 13.7873 15.577 18.3329 13.4595 19.269 18.8103 12.651 11.4408 11.1169 10.6262 17.9479 19.3443 44.0393 24.0541 16.754 15.0598 10.3946 12.789 12.207 10.1796 14.6793 12.4018 12.0434 11.2652 threshold=202.49559060947578 1.0000000180025095e-35 728.50000000000011 900.25000000000011 2.5000000000000004 -16.699242591857907 243.50000000000003 3.5000000000000004 6.5000000000000009 0.17553885421336071 0.84000288018433189 0.96629921243516714 1.1687154341321893 2131.2500000000005 2964.5000000000005 0.99504963040864747 689.75000000000011 18.230370431965724 1.1616050782891005 0.80303389854884888 33.249006528042948 160.33120924917662 4619.5000000000009 1.3535154782219796 0.58336101882613522 -41.633537292480462 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 5 -5 -2 7 -7 9 -8 21 17 13 -13 15 -15 -14 -4 19 -3 -20 22 -1 -23 25 -24 right_child=1 18 11 4 -6 6 8 -9 -10 -11 -12 12 16 14 -16 -17 -18 -19 20 -21 -22 23 24 -25 -26 -27 leaf_value=-0.0012836174295779827 0.000606740669922979 -0.00077593735596456271 -0.012797987673446065 -0.0009291079876430049 -0.0065723061003038624 0.0007597226280969925 -0.0053253976285952678 -0.0096089957869221875 0.0070851682432675773 -4.5275815597394345e-06 8.0186406342354764e-05 0.00038050089527851585 -0.010507451039633384 -0.0041134253454965927 -0.0021894333365659636 -0.022194714968685213 0.0007810800756690965 0.00049219516102919189 -0.00091797915552186912 0.00021056887774968891 -0.0045976632517820987 -0.00033847413440214502 0.00010097546950358163 -0.0016577196484185922 -0.0016992803906528853 0.0084744142372568179 leaf_count=39316 61420 34316 124 6970 951 442 589 599 365 217871 41791 1246 198 165 1289 304 5497 256534 6523 43088 1640 121806 391 11321 620 580 internal_value=0 0.00424559 0.00637072 0.00159461 -0.0421396 0.00282616 -0.000829921 -0.136559 -0.000184226 -0.000495021 -0.0125427 0.0115761 -0.0227969 -0.0853385 -0.152896 -0.415289 0.0101926 0.0127411 -0.0095275 -0.00594823 -0.0434672 -0.0160597 -0.0298566 -0.0118202 0.0643115 0.133834 internal_count=855956 640131 554564 289207 7921 281286 219866 1041 218825 218460 215825 265357 8699 3004 1758 469 5695 256658 85567 77404 8163 174034 40907 133127 1591 971 shrinkage=0.0381265 Tree=91 num_leaves=27 num_cat=0 split_feature=0 14 20 28 11 13 18 26 24 1 21 30 30 30 7 7 17 11 7 10 1 12 32 23 22 14 split_gain=34.142 27.5922 19.0612 16.1004 15.0812 12.8815 13.2891 11.598 13.588 13.4072 12.9616 12.9605 11.5931 10.2736 9.96793 12.3888 12.5144 12.2729 11.7564 11.8 11.5771 14.5766 9.69888 15.2626 21.2759 16.6184 threshold=29.500000000000004 19.815536514883153 0.69567209978878586 878.25000000000011 0.87615919905974093 24.82307996617536 4.5000000000000009 1.4136790431902646 5.5000000000000009 829.50000000000011 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 -18.434947013854977 -71.565052032470689 65.587686066954333 0.85897753079841166 -56.976131439208977 0.90172198533705405 2287.5000000000005 628.53100628231277 1.5000000000000002 0.33793107464842326 728.25000000000011 7.256903743880625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 22 7 6 -4 9 -9 10 -3 -10 -5 -13 15 -7 -17 -16 19 -18 -21 -22 23 24 -1 -26 right_child=1 4 5 12 -6 14 -8 8 11 -11 -12 13 -14 -15 17 16 18 -19 -20 20 21 -23 -24 -25 25 -27 leaf_value=0.00062129382080090161 -0.00088035867467884602 -0.00091508497967632415 -0.00041828247388853347 -0.004036127318032697 0.00043391473778610199 0.00014688318827434644 -0.008518809478765722 0.00012804142199846798 -0.00084492392236391769 0.00028808235756163443 -0.00010786473313915351 -0.0040331130447126065 -0.001074230486773892 -0.00089581481205840987 2.0404099413776158e-05 0.00079122784143875519 0.00078726829353465832 0.00055695315304227883 0.0029719494727262876 -0.016187432798347449 0.008027185963254968 -0.020881578987793172 -0.0009045405531577065 -0.00022767093056601622 -0.010453790869070225 0.0061697187173116218 leaf_count=5585 80278 39631 24304 2472 63847 40327 298 14933 21024 79780 106940 3884 8617 2490 143695 63528 1474 108961 7337 128 92 35 14345 20104 92 1755 internal_value=0 -0.00645114 0.00618812 -0.0116118 -0.00243413 0.0086046 -0.0135445 -0.005717 -0.0209097 -0.00287574 -0.00855382 -0.0341367 -0.0454935 -0.0736372 0.0100952 0.0179059 0.0257127 0.00660427 0.0604687 -0.0137121 -0.212332 0.00157905 -0.00264076 0.00834303 0.0470646 0.140105 internal_count=855956 412807 443149 52970 332529 390179 24602 268682 42331 226351 146571 27398 11089 6374 365577 112921 72594 252656 9066 1729 255 127 41881 27536 7432 1847 shrinkage=0.0381265 Tree=92 num_leaves=27 num_cat=0 split_feature=16 2 31 26 11 12 21 7 9 1 7 13 28 16 17 7 17 25 19 26 10 33 18 17 6 28 split_gain=39.2181 15.6211 17.9601 10.6582 10.2104 10.7721 10.2387 9.80643 11.5768 10.3793 16.068 15.05 11.9866 11.4965 10.4439 9.57744 13.9029 10.3218 9.35405 9.211 9.03046 8.93613 8.92549 8.66678 8.52455 8.43867 threshold=203.74830009031723 20.902380952380955 1.5000000000000002 1.4033471394702746 0.84000288018433189 150.71930009000633 11.500000000000002 -16.699242591857907 0.97412750637735623 2494.5000000000005 -71.492889404296861 59.670228852332698 783.25000000000011 101.72599055485661 77.516755071258814 -30.141384124755856 81.629975299960861 2023.5000000000002 4126.5000000000009 0.43353192193576612 0.95933903311575086 1.5000000000000002 6.5000000000000009 101.17837365743833 0.88000000120631328 298.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 22 21 6 -6 7 8 9 11 12 -1 -11 -12 -14 16 -13 -18 -7 -8 -9 -4 25 -15 -25 -2 right_child=1 -3 3 -5 5 18 19 20 -10 10 13 15 14 23 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 leaf_value=-0.00040791781688709388 -0.0030116064658950686 0.0003624602130432754 0.00014466561168984619 -0.0020856411479006709 -2.300149316626998e-05 0.0045877057445686768 -0.0036316612854599395 -0.00077381171030749534 0.00093464697618834513 0.0078662006046969872 0.0069087760891307281 -0.0023074847528868521 -0.0016895230400093459 -0.0003366068572868494 -0.010418402672117846 0.0019313671031643517 -0.012104990234779248 -0.0027671192263914487 -0.0035837882686941837 0.0019435721264289719 -0.0029829636291288184 -0.0010205422958065979 0.0072335752655712056 0.0050123065127357178 -0.0092383197323896143 9.6850636216827874e-05 leaf_count=50701 1275 288140 18023 7060 42926 1257 487 104232 10230 145 727 3322 822 1544 263 572 411 296 243 3730 2761 20393 254 996 65 295081 internal_value=0 0.00408212 -0.000487093 -0.0189921 -0.0112791 0.00230754 -0.0146083 -0.015768 -0.00657409 -0.0118867 0.0339585 -0.0156686 -0.0637209 0.0700166 -0.0998091 -0.0704306 -0.0876215 -0.214956 0.0856078 0.0340896 -0.0217911 -0.0124292 0.00235008 0.0389858 0.108567 0.00218948 internal_count=855956 630226 342086 45476 225730 44426 181304 177087 70094 59864 4562 55302 1230 3332 1085 4601 4029 707 1500 4217 106993 38416 296610 2605 1061 296356 shrinkage=0.0381265 Tree=93 num_leaves=27 num_cat=0 split_feature=16 31 19 28 18 25 18 0 21 21 0 10 29 22 8 26 22 28 13 21 22 16 2 29 27 21 split_gain=38.4624 16.1619 12.8757 13.3347 16.4538 17.6796 11.7024 10.5921 11.5004 10.9823 10.0095 9.73592 15.5978 20.0215 41.4861 22.0629 19.5881 9.87036 12.2407 9.62337 16.2765 9.71729 9.60889 9.65997 11.9874 9.43016 threshold=200.19171765391428 1.5000000000000002 728.25000000000011 855.25000000000011 2.5000000000000004 970.25000000000011 6.5000000000000009 35.000000000000007 2.5000000000000004 15.500000000000002 46.500000000000007 0.96629921243516714 1.1687154341321893 2131.2500000000005 2964.5000000000005 0.99504963040864747 714.25000000000011 13532.500000000002 293.3923528587049 10.500000000000002 965.25000000000011 243.60635107994787 18.101020408163269 1.6935630814024869 13.500000000000002 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 6 -5 -6 7 -2 -9 -10 25 19 13 -13 15 -15 -14 18 -16 21 -21 -4 23 -3 -25 -1 right_child=1 22 11 4 5 -7 -8 8 9 -11 -12 12 16 14 17 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 leaf_value=-0.0003336867520936207 0.00023223650103426562 -0.00051000382394386667 0.00035749204181202243 -0.00068076758178213243 -0.0023480228762882919 -0.011692614183278206 0.0068136286799612231 -0.0018813979521049287 -9.8635289845687307e-05 -0.0043364517384323446 -0.00085583376188046797 0.00051016820464077045 -0.011613219504621249 -0.004327292728595388 -0.0032437044601276934 -0.02157402644926559 0.00077639892125976669 0.0013621461665625034 -0.018016786262166525 0.0019045569433021716 -0.02134938284694118 0.0013866599817353841 6.6325000942043318e-05 -0.00093958861261891728 -0.0045455980208277897 0.0015535426951550566 leaf_count=130222 220551 39219 219663 9699 1012 415 377 5965 79275 899 64505 1331 192 168 575 301 5474 611 95 7835 44 14198 43360 3985 2019 3966 internal_value=0 0.00366739 0.00562452 0.0014027 -0.0326062 -0.132863 0.00263495 0.00241851 -0.0069851 -0.00383341 -0.0122101 0.0109875 -0.0217874 -0.0790531 -0.149356 -0.403816 0.00935203 -0.0561927 -0.140018 0.0121734 0.0465476 0.0110153 -0.00889684 -0.0190951 -0.056449 -0.00728912 internal_count=855956 657263 568680 318193 11126 1427 307067 306690 86139 80174 198693 250487 8747 3081 1750 469 5666 1281 670 241740 7879 233861 88583 45223 6004 134188 shrinkage=0.0381265 Tree=94 num_leaves=27 num_cat=0 split_feature=16 9 17 11 8 28 6 0 32 11 10 16 22 19 26 26 7 27 8 5 11 23 23 23 27 10 split_gain=35.4371 19.8845 24.3186 11.0887 10.9749 9.92803 10.0149 9.79523 8.83319 8.27098 10.4578 12.6855 8.00625 27.8729 16.4196 27.7261 11.6415 9.79781 19.9686 30.4636 15.1018 12.4396 9.74955 9.19686 24.6671 8.91031 threshold=220.88005102040819 0.96278568679380161 67.910544024142652 0.7353518839491443 721.50000000000011 884.25000000000011 0.88461538603712453 22.000000000000004 2.5000000000000004 0.46265014211683547 0.96629921243516714 243.60635107994787 2131.2500000000005 2739.5000000000005 0.99504963040864747 1.1436593441244485 -2.2906099557876582 6.5000000000000009 5174.5000000000009 157.00158691406253 0.84091966173361532 1.4128074599545932 0.99990420870426233 2.4649743589743593 15.500000000000002 0.97375930568183255 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 4 -4 5 6 -3 -1 9 -2 11 -11 23 14 -14 16 -16 18 19 20 -15 -20 -22 -12 -25 -26 right_child=8 2 3 -5 -6 -7 -8 -9 -10 10 12 -13 13 17 15 -17 -18 -19 21 -21 22 -23 -24 24 25 -27 leaf_value=-0.00015734278848918438 0.0017687660154821953 -4.2796519306881285e-05 0.0022982654100377042 -0.00016683232729124131 0.00033242135943152551 -0.0013063851265320381 -0.00072624001360549223 -0.00077487810277752055 -0.001013135531666125 0.00024428171441686464 0.0006452666607771316 0.0013370873509947233 0.00099776787682163688 -0.00023512246448250803 0.00038632716538853946 -0.0046964346230156185 -0.023809283293846038 0.0025241272917572661 0.00074403940232883479 -0.02356343989504121 -8.9807201120253904e-05 -0.012668714083760845 -0.021473757361402671 0.00077433959288079727 -0.0030073363916409087 -0.02249077914065992 leaf_count=56486 5343 150324 9117 3741 60684 12204 39319 110141 7844 375025 4458 16104 205 460 33 373 233 993 1942 136 46 106 95 378 48 118 internal_value=0 -0.00621054 -0.000993339 0.0414686 -0.003073 -0.00661816 -0.00483905 -0.0148331 0.00666504 0.00730706 0.00678596 0.00758727 -0.02578 -0.055785 -0.220084 -0.299086 -0.545751 -0.0190807 -0.0494893 -0.190643 -0.0939292 0.00130682 -0.380246 0.00194556 -0.120804 -0.442134 internal_count=855956 442016 275389 12858 262531 201847 189643 166627 413940 406096 400753 391129 9624 4622 844 639 266 3778 2785 737 601 2048 141 5002 544 166 shrinkage=0.0381265 Tree=95 num_leaves=27 num_cat=0 split_feature=16 9 11 17 21 13 8 21 28 29 1 1 4 28 20 24 4 13 27 27 4 6 5 17 22 11 split_gain=32.4359 19.8436 21.895 12.2973 12.0901 19.3445 11.5489 12.5166 11.8815 10.5872 10.5269 9.82892 9.76419 9.24977 8.80179 7.67074 13.9846 14.0817 16.5338 12.381 12.3802 9.69724 13.2593 11.2991 9.61218 12.5057 threshold=221.82833130690628 0.96200376327293291 0.68142912642912645 62.371981111993932 1.5000000000000002 56.567248055289475 736.50000000000011 2.5000000000000004 298.50000000000006 1.962483472660582 2494.5000000000005 1086.5000000000002 27.00000095367432 413.25000000000006 0.75400680319765867 1.5000000000000002 32.000003814697273 112.65229016938072 1.5000000000000002 6.5000000000000009 112.85132598876955 0.25416264133140981 309.42562866210943 42.096346781519451 55127.500000000007 0.55747894769192963 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 12 14 7 13 -9 -5 -11 -7 -1 -4 -6 16 17 -2 -19 20 21 22 -17 -23 25 -22 right_child=15 2 6 9 5 11 -8 8 -10 10 -12 -13 -14 -15 -16 19 -18 18 -20 -21 24 23 -24 -25 -26 -27 leaf_value=-0.00054650829830249622 -0.00035117410899928973 0.00040194710774630151 0.0011102091775559376 0.0026028473262743441 -0.0010058179282929078 -0.0037241610200115212 0.00035504349906441656 -0.0047789100921698637 -9.8934927813123624e-05 -0.017456833024469615 0.0019509604595530547 -0.0013827258659900607 0.0011665788907049674 -0.0011387087898211412 -0.00028338084696897305 -0.0019306179621282821 0.0014303883228180931 -0.01465127791674979 0.0011940147132576402 0.00031051964430106127 0.00086761225742481966 0.00056233738409283793 -0.018617064892834573 -0.00056829886521205181 -0.016630353946136319 -0.0046830868745153919 leaf_count=9268 3199 10576 2924 7635 33658 3012 60457 792 181757 77 86 19340 10115 29279 90241 2765 16997 228 165 318870 973 23387 71 28513 72 1499 internal_value=0 -0.00560301 -0.000665471 0.0327568 -0.0143547 -0.017465 -0.00289687 -0.00633398 -0.00312747 0.0628849 -0.189295 -0.0445423 0.00911347 -0.0245108 -0.0125801 0.0067416 0.025536 -0.0311564 -0.209793 0.00571286 -0.00782351 -0.00465405 -0.0615941 -0.00154264 -0.0760167 -0.0655262 internal_count=855956 459217 293583 18374 165634 146251 275209 214752 182549 7798 163 22352 19383 32203 123899 396739 20589 3592 393 376150 57280 54736 2836 51900 2544 2472 shrinkage=0.0381265 Tree=96 num_leaves=27 num_cat=0 split_feature=16 9 11 17 21 5 6 7 29 13 9 14 13 27 27 20 22 20 32 11 10 16 22 19 21 29 split_gain=29.984 18.5023 19.6971 10.8308 10.8022 17.7793 10.6223 9.60626 9.28731 9.24333 8.88674 10.1227 8.76373 8.53199 9.954 11.107 8.25928 8.13655 7.81645 7.95296 8.31382 11.5898 8.03962 25.5096 18.5518 14.8602 threshold=221.63186303742251 0.96200376327293291 0.68142912642912645 62.371981111993932 1.5000000000000002 50.000854492187507 0.87912090532368936 -87.390842437744126 1.962483472660582 75.841137202594368 0.92781261021199901 36.804861709321457 41.557057623930298 35.500000000000007 49.500000000000007 1.1498163970677469 7469.2500000000009 0.75400680319765867 2.5000000000000004 0.46265014211683547 0.96629921243516714 243.60635107994787 2131.2500000000005 2739.5000000000005 1.5000000000000002 1.1643327228015956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 7 17 13 -1 -5 -10 -7 16 -9 -4 -15 -16 -12 -6 19 -2 21 -21 -22 24 -24 -26 right_child=18 2 6 8 5 10 -8 12 9 -11 11 -13 -14 14 15 -17 -18 -19 -20 20 22 -23 23 -25 25 -27 leaf_value=-0.0022792242250790824 0.001738320159909084 0.00038260784700074171 -3.4766469971942174e-05 0.0024546507763298026 -0.00095687021674006184 -0.0022048183106166365 -0.00056864612242602994 -0.00064085267162746038 -0.01454592539727073 0.0034009943865446267 -0.00022316615627956314 -0.0027453183896087698 0.0011886075435186129 0.0016191512627062698 -0.00099076958320862686 -0.013766368140333623 0.014337826189109415 -0.00025503847993014984 -0.00097132789895928702 0.00023013051595254761 0.00021009303815950931 0.0012744071461162645 -0.00055320263143597505 -0.00067005064098553196 -0.01943370826828365 -0.0066226991838574771 leaf_count=1871 5267 10441 206652 7648 33240 13978 57331 5630 94 75 8624 2853 11750 7968 909 111 57 86493 7555 361796 4875 16138 307 3760 237 296 internal_value=0 -0.00547836 -0.000689614 0.0311095 -0.0139565 -0.0169067 -0.00281654 0.00830236 0.0592579 -0.172618 -0.0408753 -0.0203291 0.0156317 0.000399942 0.0305611 -0.0624515 -0.00334565 -0.0117997 0.0063838 0.00699678 0.00647204 0.00720553 -0.0227852 -0.0527725 -0.210326 -0.323113 internal_count=855956 455725 291229 18258 164496 145245 272971 19251 7817 169 25512 11534 17380 215640 8988 1020 8681 119733 400231 392676 387409 377934 9475 4600 840 533 shrinkage=0.0381265 Tree=97 num_leaves=27 num_cat=0 split_feature=16 1 0 22 27 30 26 27 0 6 11 12 19 26 14 4 29 11 11 17 17 29 16 11 29 22 split_gain=29.3411 16.9643 17.5411 14.6406 13.6004 12.8616 17.5514 11.1818 10.4296 8.81262 8.19238 10.4839 8.95239 7.52061 8.36618 7.37308 9.87851 7.32292 9.08125 11.9498 10.5206 10.6999 13.2666 11.9923 10.3927 7.19204 threshold=189.47491007194247 132.50000000000003 29.500000000000004 518.75000000000011 54.500000000000007 1.0000000180025095e-35 1.3922919765077248 14.500000000000002 49.500000000000007 0.25416264133140981 0.82609968434986258 148.92945519839782 3634.0000000000005 0.21585300893985973 18.554774561843256 9.0106701850891131 0.88627506580998128 0.92292861600641929 0.68142912642912645 63.735116793985149 59.145537261441007 0.87082904623552482 213.39918304353372 0.7471346469622332 0.08549018351737063 395.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 17 4 15 9 -7 -8 10 -5 -1 -12 -13 -11 -15 -4 -17 18 19 24 -20 22 -22 -24 -3 -23 right_child=1 2 3 5 -6 6 7 -9 -10 13 11 12 -14 14 -16 16 -18 -19 20 -21 21 25 23 -25 -26 -27 leaf_value=-0.00052840096920805479 -0.001370952373113697 -0.009757037566184101 0.0024234604716066397 -0.0017476438163078693 -0.010745055013922629 -0.0001631381499942649 -0.0011196199316084897 -0.0038615935125907446 -0.0011384708009276575 0.0045041646156288332 9.3472471569303723e-05 0.0059181570022316232 -0.0030039054396109456 -0.00099983019443081666 0.00018377300124296678 -0.0014588572296352755 -0.00029217113657760272 0.00086296580897788082 0.00018412746294996213 0.0021816298372582137 -0.0017903407928539343 -0.0098666021059378977 9.0507287474318106e-05 -0.011771092146853018 0.00049745394251000821 0.00030903511946722039 leaf_count=80729 11304 144 1086 3615 196 30317 6596 3216 30262 575 25637 792 206 9026 227097 17525 26505 30207 275931 6586 2253 104 177 413 61994 3463 internal_value=0 0.00247529 0.00308977 -0.00229893 -0.0189771 0.000395822 -0.0161765 -0.0529379 -0.0134634 0.00316318 -0.00884166 0.00636606 0.106921 0.00391156 0.0036334 -0.0178352 -0.0198429 0.0076938 0.00640826 0.0167172 0.003899 -0.0361512 -0.0819152 -0.215404 0.0124242 0.000323992 internal_count=855956 718330 707026 325754 45312 280442 40129 9812 137626 240313 107364 26635 998 236698 236123 45116 44030 381272 351065 68724 282341 6410 2843 590 62138 3567 shrinkage=0.0381265 Tree=98 num_leaves=27 num_cat=0 split_feature=16 16 17 32 21 6 5 17 5 22 27 14 27 28 19 26 19 25 23 32 13 21 13 22 26 11 split_gain=26.0173 13.2932 11.4655 13.71 12.1909 11.1118 10.4021 10.061 9.86679 9.71791 12.7052 13.628 12.0141 9.32053 9.14671 7.76349 8.56024 10.9548 8.46024 7.73745 7.66024 7.59954 7.28106 10.0714 7.86432 10.9042 threshold=220.30175804400082 164.68318077803207 44.790798486763485 1.5000000000000002 9.5000000000000018 0.46103553309748962 111.485164642334 77.516755071258814 29.00000095367432 495.25000000000006 52.500000000000007 22.616733434403319 36.500000000000007 493.75000000000006 606.75000000000011 0.46889444396139474 409.75000000000006 668.25000000000011 1.4128074599545932 2.5000000000000004 24.187199240602325 2.5000000000000004 42.746102759219788 3926.2500000000005 1.2666299338809861 0.92292861600641929 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 22 5 -4 -1 -8 13 12 15 -12 -6 14 20 16 17 -11 -17 -2 -7 -15 -3 -24 25 -25 right_child=19 2 4 -5 9 8 7 -9 -10 10 11 -13 -14 21 -16 18 -18 -19 -20 -21 -22 -23 23 24 -26 -27 leaf_value=-0.00084232998122885788 0.00023464695119505339 0.00097143657231825876 -0.00089799515118148038 -0.00088200238609769364 -0.0024261847518473527 -0.00051163526770178975 -0.00098036951822334881 0.0044734805407700019 3.7293767860579615e-05 0.0058033891232425411 -0.0014268779152011727 -0.016525654994276644 0.0013862297935319312 -0.0014405814485127372 -0.002999040779582793 0.0013050621321285512 -0.0036693417295558506 -0.0069993766078366776 -0.0023728447483837016 -0.00096293138501767279 0.00081570985971482566 -0.00045337196466363326 0.004137715897436299 0.0033434963595743161 -0.010262444067258715 -0.020100389458195297 leaf_count=55888 415962 11048 33662 5209 3128 9814 909 1071 158101 368 315 120 1951 12940 1244 22184 1017 132 948 7993 17753 91387 2364 292 124 32 internal_value=0 -0.0054647 -0.00328308 0.0206045 -0.00456599 -0.00635135 -0.0195695 0.0516614 -0.00436314 0.014665 0.0227419 -0.146671 -0.0252244 -0.0107059 0.00521575 0.0257316 -0.0435699 0.0635637 0.0302764 0.00556224 0.00900077 -0.0151029 0.0370426 0.0824733 -0.0550011 0.0269642 internal_count=855956 432001 374133 19069 355064 324901 57868 1980 291239 30163 25084 435 5079 133138 28811 24649 1517 500 23132 423955 27567 104327 13860 2812 448 324 shrinkage=0.0381265 Tree=99 num_leaves=27 num_cat=0 split_feature=0 20 19 19 25 14 5 26 7 25 21 11 30 16 21 14 26 7 27 10 22 11 4 9 26 19 split_gain=26.186 19.7772 16.425 14.7379 14.0863 12.1412 11.5145 14.5408 11.4089 16.5956 23.656 11.3843 10.243 10.1538 9.88673 25.6736 16.1903 20.8292 21.9645 15.9302 15.1611 12.485 16.5784 15.2662 11.0927 9.48475 threshold=46.500000000000007 0.69567209978878586 725.25000000000011 624.75000000000011 3793.5000000000005 15.355574166952985 28.284272193908695 1.3179381207683007 -50.194429397583001 243.50000000000003 3.5000000000000004 0.80789601183190551 1.0000000180025095e-35 179.19570971602067 1.5000000000000002 36.804861709321457 1.0000954745083066 -62.075883865356438 2.5000000000000004 0.98781706687587711 1310.7500000000002 0.68142912642912645 36.59815979003907 0.88696038389865706 0.60020476122182587 3030.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 8 11 -2 13 -3 10 -10 -4 -9 -8 -7 25 17 20 24 -18 -17 22 -22 -24 -19 -16 right_child=6 2 5 -5 -6 14 7 12 9 -11 -12 -13 -14 -15 15 16 19 18 -20 -21 21 -23 23 -25 -26 -27 leaf_value=9.6336413395918443e-05 -0.0010013587387567168 0.00051170855830685272 -0.011620686757754734 -0.0009332277537106718 -0.0059457030233259619 0.00093022532798680256 -0.00098485157594912446 -0.00061379776398079867 -0.00013796196521621157 -4.9760426473503537e-05 -0.0088870237289609307 0.0004350759264468796 -0.0023715748583973675 0.00014392900768071045 0.00045673938001351453 -0.020247699046087825 -0.0001636467560310287 -0.002748949400895631 -0.00085589753581490134 -0.017207940072322393 -0.025689980689330236 -0.0014272555280594069 -0.014175923383379084 -0.0010227364526009871 -0.01895209070472709 0.0034853209867258574 leaf_count=37648 39934 57954 236 43636 576 45710 13622 19433 1118 303193 751 220 6408 77431 177268 110 22057 104 5629 80 78 574 230 290 150 1516 internal_value=0 0.00269375 0.00462291 -0.0119699 0.000311302 0.0107887 -0.0116041 -0.00659584 0.000559238 -0.00188423 -0.0958258 -0.152238 -0.0275317 -0.000654202 0.0110816 0.00815632 -0.0192807 -0.0605979 -0.0354285 -0.00590777 -0.176098 -0.142782 -0.243902 -0.179416 -0.323076 0.0126532 internal_count=855956 699128 617844 81284 363592 254252 156828 116894 363016 305062 1869 456 25841 91053 253796 208086 29302 7165 5883 22137 1282 1172 598 520 254 178784 shrinkage=0.0381265 Tree=100 num_leaves=27 num_cat=0 split_feature=0 13 9 21 28 27 29 5 21 29 27 27 11 11 11 9 17 17 28 6 16 16 29 20 28 6 split_gain=24.5434 16.4255 15.0193 15.2231 14.3163 15.5101 13.3686 10.8358 9.8467 9.37778 9.01485 8.92074 8.91405 8.59632 8.92519 12.2413 14.3425 9.5784 10.1439 10.599 9.60693 8.85423 13.6589 9.741 8.91764 8.01633 threshold=29.500000000000004 30.205532579769294 0.92905635854135182 1.5000000000000002 690.25000000000011 27.500000000000004 0.17553885421336071 49.000003814697273 15.500000000000002 0.12159349165439838 58.500000000000007 2.5000000000000004 0.78254823101577931 0.92652695486796877 0.68404957752783846 0.95420145339058826 62.371981111993932 53.980596721845707 816.75000000000011 0.32261639479663934 147.68271661686973 216.53154856687902 0.63677384545690552 1.0304098947947575 13532.500000000002 0.7058823560523626 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 8 3 -3 10 9 -1 -5 12 -6 11 -4 -2 14 15 -8 -17 20 -19 -20 -16 24 -23 -24 -21 -13 right_child=1 2 4 7 5 -7 13 -9 -10 -11 -12 25 -14 -15 17 16 -18 18 19 21 -22 22 23 -25 -26 -27 leaf_value=-0.0010535536009913151 -0.0011299781410129379 0.00027104013686653455 -0.0035023940033029398 -0.0003350236376885652 -0.004426394654064328 0.0017349703895251809 0.0001826963797744662 -0.0019218302651021826 -0.005610004876478226 0.00019576132450696288 -0.012412417953194326 -4.2474997024306006e-06 -0.00036344727624820262 0.00088555341959946614 -0.0015823431972178414 0.00072257394410941121 0.0027550942717619563 -0.0001988926154784025 0.0036656890576914855 -0.0013532616892582517 0.0001996351952534773 -0.012539835982398863 -0.00032049082829468717 -0.0094981954580118187 -0.013097676449261991 -0.00066150341081707342 leaf_count=12101 31791 13626 1231 10290 641 9916 51595 15955 573 139315 89 75272 71996 27345 4468 24323 6368 31050 461 4469 279825 288 597 234 96 42041 internal_value=0 -0.0055686 -0.00189874 -0.0200093 0.000790552 0.00728709 0.00514776 -0.0340887 -0.0164128 0.00457928 -0.00741669 -0.00717784 -0.015691 0.00606788 0.00490582 0.0141989 0.0300132 0.00252723 -0.0125633 -0.0496852 0.00450158 -0.0615128 -0.14123 -0.0761892 -0.0419719 -0.00628922 internal_count=855956 412736 308376 39871 268505 149872 443220 26245 104360 139956 118633 118544 103787 431119 403774 82286 30691 321488 37195 6145 284293 5684 1119 831 4565 117313 shrinkage=0.0381265 Tree=101 num_leaves=27 num_cat=0 split_feature=16 0 27 14 29 19 26 0 11 24 11 12 24 28 21 10 7 10 19 1 4 8 27 7 24 21 split_gain=22.7913 14.8557 14.7245 13.2391 13.0169 9.57431 9.42885 12.5528 8.36755 7.27308 11.0088 7.20355 6.9402 9.59592 10.2072 13.2039 9.84577 6.58676 6.51698 6.37595 6.40603 6.16535 20.8588 9.65652 8.26445 8.68016 threshold=184.78509885118891 33.000000000000007 51.500000000000007 19.151417215458739 0.17553885421336071 426.25000000000006 1.4136790431902646 52.500000000000007 0.8270691440895177 5.5000000000000009 0.81780957410248034 148.92945519839782 1.5000000000000002 298.50000000000006 3.5000000000000004 0.97014468783544017 -1.0000000180025095e-35 0.72952793487425993 3634.0000000000005 6774.5000000000009 44.407499313354499 889.50000000000011 2.5000000000000004 -88.013591766357408 5.5000000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 4 3 -3 -2 17 21 9 -1 19 -11 -10 -6 14 15 -14 -16 -5 -13 -8 -21 22 23 -7 25 -23 right_child=1 2 -4 5 12 6 7 -9 11 10 -12 18 13 -15 16 -17 -18 -19 -20 20 -22 24 -24 -25 -26 -27 leaf_value=-0.00066572440233722899 -0.0012882635849357147 -0.0008764028179777659 -0.0058664947505968493 -0.0019650443145747638 0.0010580893001604921 -0.014414619319092416 0.0011407222433349412 -0.002274553067052688 -2.6737366127179005e-05 -0.0014638289517274938 0.00023045074292102618 0.004480884592542274 0.0020282592190424852 0.00022316528494010197 0.001362101336980247 -0.016770045573827521 -0.0079794128610521167 0.0011342746539650837 -0.0027291714300810284 -0.018438565895954554 -0.00073519958983978473 0.00061383168354869888 6.2342986217205012e-06 -0.0036006086548943323 0.00084835252685859757 -0.00055317576267496728 leaf_count=91889 8253 30520 651 5768 14576 132 7603 5271 24713 11790 10575 924 684 427650 221 59 636 1205 227 30 3094 17955 139132 1324 31932 19142 internal_value=0 0.0019922 -0.00364662 -0.00330405 0.00556105 -0.000947868 7.97342e-05 -0.0143341 -0.0129887 -0.00711469 -0.0173819 0.00290036 0.00629278 0.00556408 -0.0717347 0.0140461 -0.146105 -0.0374924 0.0802308 0.0142917 -0.0237422 0.00271767 -0.00108254 -0.120153 0.0104574 0.000305758 internal_count=855956 738203 286124 285473 452079 254953 247980 38363 117753 33092 22365 25864 443826 429250 1600 743 857 6973 1151 10727 3124 209617 140588 1456 69029 37097 shrinkage=0.0381265 Tree=102 num_leaves=27 num_cat=0 split_feature=0 14 29 11 7 25 17 16 9 17 16 20 18 10 9 27 27 17 23 7 14 27 7 25 7 23 split_gain=21.7651 15.2131 14.9808 12.0468 15.5762 13.0182 11.7065 12.1332 11.0321 14.1881 10.8008 10.3303 9.99493 9.35767 12.3399 12.0552 11.4323 8.20582 7.95721 7.93118 7.67648 11.0868 10.5209 9.74094 7.99985 7.62963 threshold=40.500000000000007 20.112169715841862 0.17553885421336071 0.90719959288172591 -16.699242591857907 309.25000000000006 59.517435370428068 217.84143063204829 0.95454932301740825 65.587686066954333 153.58116213268889 0.78645690200861507 2.5000000000000004 0.68489935476748975 0.92781261021199901 49.500000000000007 2.5000000000000004 81.629975299960861 2.2491627731802408 -87.788871765136705 23.651537497521371 20.500000000000004 -73.287143707275376 686.25000000000011 -30.141384124755856 0.99990420870426233 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 25 -1 4 8 12 10 -8 -4 -10 -7 -9 -6 15 16 -3 -15 -5 -14 -11 21 22 -21 24 -23 -2 right_child=1 13 3 17 5 6 7 11 9 19 -12 -13 18 14 -16 -17 -18 -19 -20 20 -22 23 -24 -25 -26 -27 leaf_value=-0.0010192210512113276 -0.00067875076275403126 -0.00046361560665186287 3.9641738616556171e-05 0.00060632933928954445 -0.0011428478983100017 -0.0013330634561464988 -0.00090022901551375153 -0.014481890054763403 0.00049975481531162077 0.0078507097489367295 4.0925356360651964e-05 -0.0036819794329813736 -0.0069410855976221094 0.0012452329398480978 0.00021088168300252219 -0.011543703257599978 -0.0012561006656496715 0.0069471570769647373 0.0061079815312147633 -0.0096569649754676967 0.002556428066715946 -0.0037431644444982691 0.0028178510401862017 0.0022919851601737782 -0.017752901263533748 -0.0019029684501606452 leaf_count=16268 38116 77995 74458 66815 2327 8532 8872 155 87440 327 329327 760 828 3185 105100 143 15995 298 74 104 6586 798 1785 421 64 9183 internal_value=0 -0.00788989 0.00320339 0.00402885 0.00240991 -0.00141134 -0.0008243 -0.034919 0.0102059 0.0172041 0.000163346 -0.144558 -0.0646138 -0.00411689 0.00127437 -0.0126918 -0.0220512 0.0166416 -0.153975 0.0527198 0.0475862 0.00717095 0.055894 -0.0645655 -0.12546 -0.0240366 internal_count=855956 249717 606239 589971 522858 350875 347646 9787 171983 97525 337859 915 3229 202418 124280 78138 19180 67113 902 10085 9758 3172 1889 1283 862 47299 shrinkage=0.0381265 Tree=103 num_leaves=27 num_cat=0 split_feature=16 29 18 2 21 14 10 26 9 11 11 19 18 22 27 11 1 17 21 17 20 17 22 28 29 27 split_gain=19.2521 13.6477 12.3773 11.2346 10.4401 10.7595 10.6174 10.8894 10.9022 8.82265 8.65651 11.0075 15.7787 8.54042 12.9648 7.73356 10.2089 7.62352 7.18097 7.1604 7.08001 6.9355 6.7725 6.58889 6.56196 6.50316 threshold=178.21113788948188 0.17553885421336071 6.5000000000000009 20.240689655172417 1.5000000000000002 36.804861709321457 0.98781706687587711 1.0000954745083066 0.92356816959256949 0.68142912642912645 0.87615919905974093 335.25000000000006 3.5000000000000004 1284.2500000000002 9.5000000000000018 0.87879987998799891 829.50000000000011 45.591429696071764 6.5000000000000009 67.910544024142652 0.7636459129106189 49.729595109777648 8343.5000000000018 403.25000000000006 0.30817704117721273 55.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 -2 3 10 19 9 7 8 17 -6 25 12 -12 14 -10 -1 -17 -7 -9 -5 -14 -13 -18 -20 -15 -3 right_child=1 2 -4 4 5 6 -8 18 13 -11 11 21 20 24 -16 16 22 -19 23 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0006075093856598258 -0.0011323133856730398 -0.00013886225309103694 0.0067226714246374627 0.00073715854318847555 0.00074200304322208886 -0.0017402643791982872 -0.017982939500015543 3.9477521759436032e-05 0.00071083826867138124 0.00014066910936799681 -0.00089616304647567873 0.00011742535626465328 0.0037390088878554938 -0.012148627660292647 -0.016482979633551487 0.00026294175826679765 0.006321194382439917 -0.007770671928419186 -0.023577522786073484 0.0038274764715145225 -0.0120005387085204 0.00080670927507465681 -0.011173601142404373 -0.0032379631505660787 -0.00053996467648678281 -0.0068825234163909727 leaf_count=88138 13658 326058 408 39278 42419 535 51 17466 127 216399 4965 59801 49 72 128 5711 596 708 24 1121 273 32890 34 655 4184 208 internal_value=0 0.00162719 0.00219932 0.00210427 0.00654642 0.00439805 -0.01588 -0.0149073 -0.0528131 0.0062745 -0.00127953 0.00696347 -0.0374173 -0.029964 -0.207724 -0.0135073 0.0202233 -0.135736 -0.00288696 0.0215837 -0.251935 0.0094949 0.141031 -0.103783 -0.0193134 -0.00375491 internal_count=855956 761477 747819 747411 323167 282768 23950 23899 5754 258818 424244 97978 5287 4511 255 94479 6341 1243 18145 40399 322 92691 630 679 4256 326266 shrinkage=0.0381265 Tree=104 num_leaves=27 num_cat=0 split_feature=0 14 28 17 14 27 29 5 4 21 14 28 26 7 27 10 23 6 5 19 17 10 7 24 20 18 split_gain=21.0455 15.6217 17.0451 17.8001 10.444 10.2794 9.67371 13.8974 13.4545 9.64065 23.0189 14.2318 14.0201 17.3801 18.6902 13.6937 12.9908 12.5164 11.6359 13.8266 10.7378 10.4381 10.7815 9.88545 9.57094 9.55921 threshold=46.500000000000007 26.361952995474244 808.25000000000011 51.885602569504115 7.256903743880625 25.500000000000004 1.5001199040767388 28.284272193908695 47.29255676269532 1.5000000000000002 36.804861709321457 726.75000000000011 1.0000954745083066 -63.385812759399407 2.5000000000000004 0.98781706687587711 0.42256621164994373 0.40816325815654303 98.080181121826186 1914.2500000000002 59.517435370428068 0.96629921243516714 -54.865808486938469 11.500000000000002 0.74313698841863485 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 -5 7 -2 -8 20 11 23 13 16 -15 -14 -12 -18 19 -19 -3 22 -22 24 -11 -6 right_child=6 9 3 5 25 -7 8 -9 -10 10 12 -13 15 14 -16 -17 17 18 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.0014345719433652121 -0.00088248456363621171 0.00069487029049450377 -0.00022538459794480578 -0.0017681427046378998 8.0070356679032837e-05 0.0046041799487365736 -0.001793705507882631 -3.7078423268550553e-05 0.00040111416370048372 -0.0061725656795507608 0.0080597508013125572 0.00080313819249403472 -0.00018561384686995516 -0.010306684649053202 -0.00077951806752772277 -0.0161880356569345 0.0038472851066902788 -0.010864147833464495 -0.015482396928075091 -0.0017435207319334625 -2.342927111410635e-05 -0.010634859230737401 0.0047855218307123904 0.00048080463676157965 -0.00037226306887630137 0.0061379303163781509 leaf_count=6676 39930 40764 50599 17252 409037 376 14499 96758 5639 419 91 73513 22688 315 6014 78 143 472 246 495 978 80 2207 34633 31675 379 internal_value=0 0.0023533 -0.000794798 -0.0154453 0.00160745 -0.0428107 -0.0104646 -0.00745001 -0.0309264 0.00945108 0.00604956 0.0114675 -0.018828 -0.055488 -0.0328825 -0.0063064 -0.154362 -0.178907 -0.211895 -0.162495 0.0226451 0.0778255 0.0867865 0.000893833 -0.0117501 0.00224721 internal_count=855956 699130 484319 68227 416092 17628 156826 136688 20138 214811 170782 140240 30542 7776 6329 22766 1447 1356 1213 967 44029 3265 3185 66727 32094 409416 shrinkage=0.0381265 Tree=105 num_leaves=27 num_cat=0 split_feature=0 14 29 10 27 9 21 7 28 27 10 16 9 4 12 16 9 24 18 27 29 4 13 22 23 24 split_gain=19.719 13.3965 12.5218 8.51748 12.9066 11.4546 14.4271 8.51244 13.1211 17.4154 11.5823 10.1591 10.0842 9.71935 11.557 9.27188 7.32472 7.5789 7.20892 6.86583 7.02121 6.73164 9.15571 6.72931 7.92725 8.08275 threshold=40.500000000000007 20.527938394018722 0.17553885421336071 0.71086261274568086 49.500000000000007 0.92781261021199901 1.5000000000000002 -18.434947013854977 298.50000000000006 6.5000000000000009 0.97014468783544017 233.22477095921994 0.95454932301740825 80.928401947021499 326.1665222413705 101.72599055485661 0.88696038389865706 1.5000000000000002 6.5000000000000009 1.5000000000000002 1.4454385869611834 38.688570022583015 38.596074165435553 711.25000000000011 1.1802582191740083 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 21 4 -3 6 -5 12 9 10 19 13 -4 18 -15 -14 -16 -18 -10 -9 -21 22 -1 24 -17 -26 right_child=1 3 7 5 -6 -7 -8 8 11 -11 -12 -13 15 14 16 23 17 -19 -20 20 -22 -23 -24 -25 25 -27 leaf_value=-0.00074345777657924958 -0.0008244856633437917 -0.0004028826457169991 2.6967614601282984e-05 0.00060230125685063046 -0.011866509020683834 0.0002563186784990239 -0.0016142871909137577 0.0072078219029105073 -3.2626521530363914e-05 -0.0075952082792866242 -0.012112749561906113 0.00038851702684771199 0.0057300368010114386 -0.022496665600732237 -0.0043679748988210854 0.00053852123833088067 0.0053409545782467328 -0.0022331558303615635 0.0059303352888575552 -0.0022543365447432384 0.0060857767386346398 0.0061142013994485928 -0.004100388987409046 0.00097861946238258948 -0.0084053709079134238 -0.00045196135302280594 leaf_count=14727 52608 86833 73210 6800 143 91896 11465 208 303111 756 108 106343 512 42 1079 52371 292 561 295 695 186 195 1284 39278 189 10769 internal_value=0 -0.0074473 0.00311132 -0.00366384 -0.0110613 0.00217676 -0.0206958 0.00386456 0.00138468 -0.0803875 -0.00534122 0.00177256 0.00968248 -0.00115873 -0.0711005 0.0160544 -0.059819 0.00943236 -0.000703678 0.0256364 -0.0129448 -0.0243115 -0.0265607 0.0153846 0.00900683 -0.0154522 internal_count=855956 249745 606211 197137 86976 110161 18265 590005 413676 1953 1197 411723 176329 305380 1974 103119 1932 853 303406 1089 881 16206 16011 102607 63329 10958 shrinkage=0.0381265 Tree=106 num_leaves=27 num_cat=0 split_feature=0 20 19 19 14 11 28 27 7 28 21 29 4 13 21 27 21 14 10 11 23 6 27 6 8 5 split_gain=18.6601 13.5019 12.8251 12.4398 10.3503 10.6815 10.0679 9.37183 9.33788 10.186 20.058 9.13945 12.9654 12.5112 8.64781 8.29005 8.24224 20.2048 12.1597 10.8397 21.9609 20.9234 14.4853 16.6362 23.3283 17.4852 threshold=46.500000000000007 0.69567209978878586 725.25000000000011 627.25000000000011 15.355574166952985 0.80789601183190551 7159.5000000000009 4.5000000000000009 -50.194429397583001 298.50000000000006 3.5000000000000004 1.5001199040767388 45.089681625366218 30.205532579769294 15.500000000000002 7.5000000000000009 1.5000000000000002 36.804861709321457 0.98781706687587711 0.83715380405035589 1.1457316201862395 0.72354986902649909 7.5000000000000009 0.40816325815654303 3314.5000000000005 86.992900848388686 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 -1 5 -4 8 -8 -3 10 -10 13 -13 14 -2 -15 -6 -18 19 20 21 22 23 -19 -25 -26 right_child=11 2 4 -5 16 -7 7 -9 9 -11 -12 12 -14 15 -16 -17 17 18 -20 -21 -22 -23 -24 24 25 -27 leaf_value=0.00012595587246409454 -0.00084432860211198222 0.0004490863068315495 -0.011146353977357665 -0.00081924152934276348 0.00082629972567496647 0.00049912106943158293 -0.0079827724710974466 0.010838597675011927 0.00048294848403449312 -6.1613379209677244e-05 -0.0076131502114371629 -0.0017598165512159164 0.00036188005449280851 -0.00059293556854636607 -0.011802082413242935 0.00017153473118998824 0.00041228691151543999 0.0014221056423208247 -0.015420780836226054 0.00048999573381429819 -0.00021288422712770671 -0.00086208228929467471 -0.0010431451510064579 -0.0047545400932314692 -0.023890159255848781 -0.010083081008156988 leaf_count=37930 35785 57989 231 43400 45628 227 364 43 1059 303268 767 14213 5935 28901 105 71965 178926 320 81 8799 13428 3628 933 1266 172 593 internal_value=0 0.00218636 0.00378103 -0.0099256 0.00922938 -0.140964 -2.96432e-05 -0.157221 0.000146561 -0.00206438 -0.0765286 -0.00988098 -0.0297648 -0.00695153 -0.0229863 -0.00124606 0.00950044 0.00683216 -0.0175482 -0.0164726 -0.0291583 -0.074957 -0.132786 -0.174625 -0.208015 -0.345886 internal_count=855956 699052 617722 81330 254232 458 363490 407 363083 305094 1826 156904 20148 136756 35890 100866 253774 208146 29220 29139 20340 6912 3284 2351 2031 765 shrinkage=0.0381265 Tree=107 num_leaves=27 num_cat=0 split_feature=0 14 11 19 23 22 24 5 17 21 25 20 4 22 20 18 27 15 30 22 25 6 17 16 16 9 split_gain=17.5188 16.7565 12.8876 8.7658 9.40003 8.4623 8.67844 15.0691 8.28601 7.68752 10.1121 7.3886 10.6591 9.19378 8.04172 7.20876 11.375 16.2111 11.1259 9.27655 11.5208 9.63903 7.98345 7.82509 7.03909 8.08452 threshold=22.000000000000004 18.554774561843256 0.87615919905974093 459.75000000000006 1.2105511654490335 281.50000000000006 1.5000000000000002 27.997111320495609 46.853029262672116 9.5000000000000018 666.25000000000011 0.28410348620603937 12.00056314468384 2941.2500000000005 0.69567209978878586 2.5000000000000004 12.500000000000002 0.22213130857174063 1.0000000180025095e-35 5492.0000000000009 800.25000000000011 0.38463027786972764 63.735116793985149 194.14950615181576 101.72599055485661 0.94810283325708034 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 -3 9 6 7 -1 -4 -5 -11 -7 13 -13 -14 16 19 -18 23 20 -6 -21 -22 -19 25 -16 right_child=1 2 8 4 15 11 -8 -9 -10 10 -12 12 14 -15 24 -17 17 18 -20 21 22 -23 -24 -25 -26 -27 leaf_value=0.0058348191698724405 -0.00063344894977173044 -0.00080157233969590396 -2.2192818095299502e-05 -4.0422695984357047e-05 -0.00093703312805999911 -0.0007203715647766067 -0.0017427027196313611 -0.016459773231485383 0.00069208381947414275 -5.5209068347202951e-05 0.001861572683875613 0.0014913898679761361 -0.00049715426032206488 -0.010607371297201282 1.6140155132588312e-05 9.9320643035359109e-05 -0.011191054436231411 -0.0030427097239512624 -0.0030129023905219507 -0.010287244328356034 0.0009003964234439195 -0.0017941945896952534 -0.0028188433177231726 -0.00055228681244159526 0.00028616044621350152 0.006845743699712358 leaf_count=438 82156 27330 44817 253937 11940 10914 4945 49 49888 8783 7348 11982 19868 92 497 21644 242 2079 4279 240 13396 1019 895 15562 261105 511 internal_value=0 -0.00345216 -0.00111862 -0.00379139 -0.00241173 0.005958 -0.0331649 0.0942029 0.00928668 0.00028447 0.0214529 0.00665484 0.00760311 0.0366989 0.00635727 -0.0126249 -0.0192638 -0.0361212 -0.0332794 -0.00567367 -0.00164917 -0.0895232 0.0175068 -0.0221836 0.00782754 0.0912324 internal_count=855956 545555 463399 368694 341364 310401 5432 487 94705 270068 16131 304969 294055 12074 281981 71296 49652 22162 21920 27490 26231 1259 14291 17641 262113 1008 shrinkage=0.0381265 Tree=108 num_leaves=27 num_cat=0 split_feature=16 18 18 19 24 13 28 33 11 8 11 7 28 17 23 21 24 6 10 11 12 26 21 9 19 26 split_gain=15.8274 8.61088 8.82078 19.0201 9.92291 9.9691 9.08709 8.37704 8.16597 11.0802 8.12866 8.30125 14.6601 11.626 15.4066 9.9271 9.73236 10.0004 8.4329 11.5063 10.0358 8.93481 8.12655 8.07859 8.38149 8.05075 threshold=202.49559060947578 6.5000000000000009 4.5000000000000009 335.25000000000006 16.500000000000004 22.976488757505951 456.75000000000006 2.5000000000000004 0.85818447634237116 829.50000000000011 0.92652695486796877 -1.0000000180025095e-35 298.50000000000006 61.407752123860377 0.80520156926406938 1.5000000000000002 5.5000000000000009 0.26860966952721943 0.88559385726297657 0.84537749831867492 59.230970388562802 1.0938862382344616 11.500000000000002 0.95454932301740825 4126.5000000000009 0.47985117317611026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 7 -4 6 -6 -5 10 22 -10 11 23 16 18 -15 -16 17 -13 20 -20 -14 -21 -1 -2 -25 -24 right_child=1 -3 3 4 5 -7 -8 -9 9 -11 -12 12 13 14 15 -17 -18 -19 19 21 -22 -23 25 24 -26 -27 leaf_value=-0.00041132499688323126 8.2142122457251046e-06 0.0057725118787781754 -0.0099262715649056851 -0.0082405230031221931 -0.0093127691306630588 -0.001239599683818415 0.0024148401958901866 -0.00057956414616571589 0.00010629192120950899 0.0029223426337617315 0.00067376708259867153 -0.013323792382417208 0.0017640007696045361 -0.0078441911951313559 0.0061294342145138325 -0.0020821810208302557 -0.0085267038888521794 0.00080556820604234724 -0.0015482120391302685 -0.00069633947105245575 3.5919123374335202e-05 0.0010252107217144845 -0.0024171023519303785 0.00038148257814673794 0.0018164977917291783 0.0019055924357156428 leaf_count=184325 108295 388 346 125 232 5341 1680 24845 24829 2212 38110 85 4974 624 254 1359 479 508 11573 11028 273378 7272 747 142899 6172 3876 internal_value=0 0.00247628 0.00238593 -0.0312028 -0.0204566 -0.0413277 0.0439834 0.00279653 -0.00742372 0.00882981 0.00353318 0.00258604 -0.000885937 -0.000482841 -0.072314 -0.0206967 -0.117627 -0.0319914 3.84869e-05 -0.0159281 0.00175204 -0.000320904 -0.00974982 0.00678876 0.0115641 0.0316608 internal_count=855956 639967 639579 7724 7378 5573 1805 631855 215989 27041 607010 568900 311534 310462 2237 1613 1072 593 308225 29873 278352 18300 188948 257366 149071 4623 shrinkage=0.0381265 Tree=109 num_leaves=27 num_cat=0 split_feature=0 20 13 18 19 29 11 7 11 7 8 27 9 6 29 4 13 28 4 17 13 26 22 20 14 14 split_gain=16.6331 11.9171 12.7631 11.483 11.0044 10.8847 13.8535 9.88639 14.2666 9.05803 10.2993 8.84657 9.03007 8.75367 8.60303 11.951 9.16726 8.37116 8.05348 9.39687 11.4018 9.17625 9.05019 7.79804 16.9111 21.3796 threshold=48.000000000000007 0.69567209978878586 25.022982412297527 4.5000000000000009 622.25000000000011 0.12159349165439838 0.7099955791335103 -16.699242591857907 0.8703011626531364 -75.047851562499986 352.50000000000006 2.5000000000000004 0.90495161877200114 0.24035970505419682 1.5329467292623733 47.29255676269532 30.422428296540147 298.50000000000006 29.00000095367432 60.616497105641422 94.301833313465835 0.73787279287444896 1592.2500000000002 0.97395131401617263 32.924653132070823 35.545498494927877 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 6 -4 9 13 10 -7 -11 -13 17 16 -16 -2 -9 19 -15 21 -21 -23 24 -10 -26 right_child=14 2 5 -5 -6 7 -8 8 23 11 -12 12 -14 18 15 -17 -18 -19 -20 20 -22 22 -24 -25 25 -27 leaf_value=0.00012282788689459522 -0.00085957381641883236 -0.00045731521007757678 -0.0083260290469035145 -0.0066291211887304835 -0.00075134124943008486 0.0027514596711947954 -7.3459468340675299e-05 -0.014209672990341458 -5.1595818452646561e-05 0.002030923589178852 -5.9745216331422602e-05 -0.00055406352731635967 0.00063402974853851224 -0.00012612364298854656 -0.0019120873610747396 0.00040492102962298498 -7.6477071618983469e-05 -0.001663591416571786 0.0003655241623791513 -0.0054062496132346897 0.011190250549560335 -0.000998792276752223 -0.015457798123727617 0.00052017386669892126 -0.017401795703034521 -0.00025724251874985826 leaf_count=38314 29555 40562 497 443 46143 1958 730 79 31046 5997 58349 10201 105186 211349 11115 4565 82076 3609 51670 963 96 3752 64 117206 186 245 internal_value=0 0.00186388 0.00332821 -0.0137435 -0.00930517 0.00448877 -0.0896014 0.00468056 0.0020159 0.0108441 0.000826899 0.015821 0.0138747 -0.00229511 -0.0105247 -0.0324584 -0.00744382 -0.0506823 -0.00162898 -0.00430925 -0.0477155 -0.0545699 -0.0325572 0.00989033 -0.0040843 -0.200807 internal_count=855956 728645 644188 41005 84457 603183 1227 601956 420265 181691 60307 121384 115387 271582 127311 15680 111631 3688 267894 216224 4875 4779 3816 148683 31477 431 shrinkage=0.0381265 Tree=110 num_leaves=27 num_cat=0 split_feature=16 29 18 28 27 4 28 7 21 14 23 7 29 27 4 9 5 14 27 5 7 23 22 29 19 5 split_gain=14.7482 9.87688 9.22856 8.85336 11.4934 14.1973 9.48623 7.7223 10.9498 20.8056 15.2639 20.7386 16.2139 15.7207 13.6824 17.0024 13.4496 13.3329 12.3955 11.7755 18.0736 15.8318 10.5335 20.384 10.4556 10.0103 threshold=178.21113788948188 0.17553885421336071 6.5000000000000009 690.25000000000011 27.500000000000004 30.000034332275394 973.75000000000011 -1.0000000180025095e-35 1.5000000000000002 36.804861709321457 1.2452740851915383 -45.167530059814446 5.1335818913830709 2.5000000000000004 61.005939483642585 0.95890791265126685 40.000139236450202 29.081411038716471 14.500000000000002 59.396966934204109 -25.189328193664547 0.82283477080436873 5492.0000000000009 0.61292137559076865 1850.5000000000002 65.001903533935561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 7 6 -6 8 -5 17 11 12 14 -13 16 -16 -11 24 -12 -15 21 -21 23 -18 -10 -23 right_child=1 2 -4 4 5 -7 -8 -9 9 10 18 13 -14 19 15 -17 22 -19 -20 20 -22 25 -24 -25 -26 -27 leaf_value=-0.00044956852802957559 -0.00096143683457181528 -4.8525337630958992e-05 0.00582788768801584 0.00090973521613952788 0.0013305759479442071 -0.0028419851850790623 -0.017254352819279384 -4.5845136494671183e-05 0.00023535067077318776 -0.013941348188219144 0.00043655663035756356 -0.0094011849515123723 0.0077194992432438091 0.0020753629215244339 -0.016211041972001915 0.0019131150824578055 -0.015551061559971409 0.0010647296899534578 -0.0033301355852488257 0.0034687789077733479 -0.00013477758792933484 -0.019663210496456047 0.0037482906321585959 -0.0031151599355887624 -0.0015802509696297906 -0.0071706865526364591 leaf_count=94410 13631 408357 405 37185 20793 1280 40 147092 76097 187 10646 287 154 2031 295 101 209 30133 1442 177 2897 114 272 2301 4908 512 internal_value=0 0.00145918 0.00194536 0.0018636 0.00563991 0.0276824 0.0339631 0.00410248 0.00869396 0.0044459 -0.0239336 -0.0538443 -0.114826 -0.0181854 -0.129347 -0.303948 -0.106059 0.00996793 -0.000335176 -0.00674779 -0.0403314 -0.173083 -0.0886095 -0.108866 0.00328762 -0.247746 internal_count=855956 761546 747915 747510 339153 22113 20833 317040 169948 132763 21625 9537 3519 6018 3365 396 2969 111138 12088 5731 3700 803 2782 2510 81005 626 shrinkage=0.0381265 Tree=111 num_leaves=27 num_cat=0 split_feature=0 14 11 17 22 25 12 1 24 4 14 8 7 21 23 19 29 29 11 26 21 21 24 12 14 29 split_gain=16.0235 11.1445 9.24325 7.32876 7.23085 7.16399 7.64955 7.96372 7.12392 12.2613 7.37383 8.31839 7.44429 6.75714 6.56442 9.11735 6.89247 6.45903 7.89821 6.35284 6.3304 6.70014 6.31395 12.9764 7.05937 9.05711 threshold=29.500000000000004 19.326832359314626 0.87615919905974093 49.729595109777648 281.50000000000006 758.25000000000011 134.58326112068525 3730.5000000000005 17.500000000000004 31.506705284118656 25.967388072717071 1984.5000000000002 -89.940933227539048 13.500000000000002 0.94809561205457948 1154.2500000000002 3.5301549630043283 0.047342005519859884 0.80586786086343731 1.5426047962565803 15.500000000000002 3.5000000000000004 1.5000000000000002 68.988329701443533 15.749619995450031 1.0205261873154619 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 13 5 -4 22 6 20 -8 10 -10 11 -7 -12 -2 15 -6 19 18 -16 -17 21 -3 23 -1 25 -24 right_child=1 2 3 -5 14 8 7 -9 9 -11 12 -13 -14 -15 17 16 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 leaf_value=0.004279065407605487 -0.00054429752390186938 -0.00073226980494810624 1.2629179555896532e-05 0.00084645760468451937 7.6978628142086868e-05 -0.00039770675128072497 -0.0017155536583041064 0.0025539645680184063 0.0022331853788219169 -0.0049129735944031709 -0.0023811851368424285 -0.0040361306422069549 0.00022741397733445117 -0.0027749558659697559 -0.012310898977733404 -0.00089151686567452552 0.0038267825051132407 0.00029356547762887615 0.0078781084996526057 -0.0055816742314887266 -0.004243894392367816 -0.00012429257194092541 -0.0016834954697635175 -0.014338833368554684 0.00090556049225974482 -0.0085167947215814173 leaf_count=585 69175 34395 41107 24428 145641 31154 8710 685 3831 384 1622 941 81211 2032 118 14870 438 274415 37 432 584 112635 4688 60 1478 300 internal_value=0 -0.00456511 -0.00219341 0.00848325 0.00409361 -0.00472715 -0.009164 -0.0368316 0.00111983 0.0414973 -0.000361021 -0.0132292 0.00462496 -0.0159457 0.00460956 -0.000451944 -0.0233157 0.00758451 -0.196493 -0.0268561 -0.00740308 -0.00699036 -0.0275376 0.0668084 -0.0369488 -0.054935 internal_count=855956 412894 341687 65535 443062 276152 157009 9395 119143 4215 114928 32095 82833 71207 435951 161381 15740 274570 155 15302 147614 147030 7111 645 6466 4988 shrinkage=0.0381265 Tree=112 num_leaves=27 num_cat=0 split_feature=0 27 14 18 25 17 29 29 11 21 0 29 27 22 16 11 9 17 17 24 16 29 6 16 15 11 split_gain=15.0117 10.7697 9.55428 10.4655 10.0243 8.75104 7.84556 7.74814 8.31324 7.65383 7.59462 7.23799 7.47879 7.14084 7.09923 6.80101 10.0412 10.2578 6.98684 9.94951 7.97129 9.81547 8.58008 7.11752 6.51296 14.6357 threshold=33.000000000000007 51.500000000000007 20.908410538590143 2.5000000000000004 856.25000000000011 54.140579873567667 1.1600361848535636 0.17553885421336071 0.90478479853479865 1.5000000000000002 51.000000000000007 1.4834239371288447 3.5000000000000004 525.75000000000011 157.06459889439984 0.68404957752783846 0.96635779642859243 60.616497105641422 59.145537261441007 13.500000000000002 213.39918304353372 0.78327273888525206 0.4230769390163443 153.58116213268889 0.25262783148796092 0.38007390336935798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 6 4 10 -5 9 -1 15 -2 -4 12 -12 -7 -10 16 -9 -18 23 20 -20 22 -22 -17 25 -6 right_child=1 -3 3 5 24 13 -8 8 14 -11 11 -13 -14 -15 -16 18 17 -19 19 -21 21 -23 -24 -25 -26 -27 leaf_value=-0.00075813852188971178 -0.0016860034628896157 -0.0050027722647698683 -0.0003318635229559915 -6.0508740974064601e-06 0.0041311974721970875 -0.00071302429829169021 -0.0024649489149510917 0.00020775869313396914 0.0052652167726874761 -0.00035575121812013596 -0.0042599148103012021 -0.0026903877143331124 -0.00061895180550617149 0.0010387545804682401 0.00053618296613860798 -0.0010449349574853804 0.0006719427934288991 0.0028726454584940882 -0.0010845508938579092 0.00091782941279525663 0.0087410038843267635 -0.0021868603496364527 -0.011018232286116987 7.8532709622355316e-05 0.00014966497493609852 -0.0022823818731364993 leaf_count=13889 6851 676 74724 55082 602 3897 2953 76035 465 76414 868 3719 14852 25623 60363 8411 11299 4232 6751 3104 35 956 366 322358 77759 3672 internal_value=0 -0.00511774 -0.00487209 -0.00185512 -0.00624468 0.00728678 -0.013998 0.00340932 0.00406375 -0.0122016 -0.0132849 -0.0308927 -0.0215072 0.0211795 0.0150115 0.00252775 0.010182 0.0333523 0.00047831 -0.0240722 -0.0425038 -0.11244 -0.243757 0.00131049 0.00183649 -0.0361696 internal_count=855956 347692 347016 260798 176196 84602 86218 508264 494375 83265 94163 19439 15720 29520 60828 433547 91566 15531 341981 11212 8108 1357 401 330769 82033 4274 shrinkage=0.0381265 Tree=113 num_leaves=27 num_cat=0 split_feature=0 14 28 17 32 14 23 22 5 10 24 23 15 7 10 28 14 14 4 24 8 28 23 24 10 7 split_gain=13.4271 10.2807 14.4601 16.1584 9.4886 11.3175 15.0475 17.5162 11.9222 9.46921 9.34429 8.39981 7.86433 10.418 8.78136 11.0699 11.8138 10.348 7.67742 13.9561 9.06701 8.22746 7.56335 7.21396 7.35608 7.18462 threshold=46.500000000000007 26.361952995474244 796.75000000000011 52.600621442206354 1.5000000000000002 5.5242947469832258 0.30656286900312862 728.25000000000011 16.997058868408207 0.92707119889566425 13.500000000000002 2.9027077639237868 0.72165178260819574 -17.650122642517086 0.8388467907844509 298.50000000000006 15.547885243790882 23.131575702073324 12.00056314468384 5.5000000000000009 138.50000000000003 532.75000000000011 0.79110350076103508 4.5000000000000009 0.97014468783544017 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 11 5 -1 7 9 -9 -7 -5 -4 13 18 -15 23 -17 -18 19 20 -8 22 -20 24 -16 -3 right_child=-2 25 3 10 -6 6 12 8 -10 -11 -12 -13 -14 14 15 16 17 -19 21 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0042340885020187265 -0.00031892657148089069 0.000485783273543955 -0.00019764698825085368 -0.0017930717037144956 -0.00067127044096760527 0.001202498748744776 -0.0076614002178677304 0.0070692653820844439 0.0017280820588445004 -0.0029428765249553779 0.0019993819685661038 -0.016322509834038774 -0.00017007673041096618 0.00024804175687195482 0.0023765876171260489 0.00082381723007915421 -0.0007519085808937074 0.00058542662187115928 -0.0026183881484628233 0.0036934168438469864 0.00045882714765964962 0.00074626101290969449 3.3036521844355102e-05 -0.0074639267479801267 -0.010436301689192995 4.1232954374913002e-05 leaf_count=871 156817 120647 55621 15664 24188 6018 232 1221 1209 924 1005 47 123593 121922 290 12313 42495 10486 1782 2943 1444 46812 12778 513 84 94037 internal_value=0 0.00187358 -0.000679136 -0.0137195 0.00160977 0.00280793 0.00306415 0.0426458 0.115716 0.0170679 -0.0410323 -0.00554106 0.00208197 0.00526444 0.00147181 -0.00780198 -0.00629458 -0.0127791 0.0160751 0.0553917 -0.0174476 0.013116 -0.00764486 -0.118765 -0.013145 0.00763404 internal_count=855956 699139 484455 72337 412118 387930 387059 9372 2430 6942 16669 55668 377687 254094 188103 66181 65294 52981 65991 4619 1676 61372 14560 887 374 214684 shrinkage=0.0381265 Tree=114 num_leaves=27 num_cat=0 split_feature=0 27 13 9 21 5 28 21 27 29 11 7 9 1 16 6 27 20 10 5 16 19 24 8 28 10 split_gain=13.3778 9.81718 8.94097 8.18894 9.60024 8.37912 7.7538 8.88873 7.93443 7.67103 8.07458 9.09673 8.9141 7.33748 7.32072 7.18528 9.70674 15.7274 7.13456 6.58405 6.07856 8.51719 20.3775 8.2243 10.2774 7.87852 threshold=35.000000000000007 51.500000000000007 28.382008458764222 0.93450037028524735 1.5000000000000002 54.635446548461921 742.25000000000011 3.5000000000000004 25.500000000000004 0.17553885421336071 0.90478479853479865 -18.434947013854977 0.95522660579660867 1400.5000000000002 161.771296027544 0.70425140885798032 44.500000000000007 1.1421366914135949 0.86113593148987577 88.206565856933608 193.55148533766359 343.25000000000006 20.500000000000004 376.50000000000006 891.25000000000011 0.81711807040125362 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 4 -4 -6 7 -5 -8 -1 11 12 -11 -10 -13 18 -17 -18 -9 -14 -12 22 -22 24 -23 -24 right_child=1 -3 3 6 5 -7 8 15 13 10 20 14 19 -15 -16 16 17 -19 -20 -21 21 23 25 -25 -26 -27 leaf_value=-0.00074277603793316692 -0.00061486534422984431 -0.0053009485305228364 0.00026836577811644569 -0.00079094574565742918 -0.00033669231882347606 -0.0017747731401569495 0.00016205237874397665 0.00048545574481975159 0.0017469214434513072 4.7959006863754476e-06 0.0024870341197239503 -0.00089350493858229017 0.00053245476537585581 -0.0072374993709699298 4.6212172667653253e-06 -0.00035323871665246477 -0.00029594808146125845 -0.017645621432298048 -0.00055315312542002313 0.0025597535987891013 -0.00067489243010132724 0.0025821229154967358 -0.018604109415408129 0.00044237506743906383 -0.0073632245124894804 -0.0028220783591146495 leaf_count=14745 58307 547 11543 28676 11493 12080 87832 43489 6228 69104 2246 13808 80567 135 296044 41756 196 124 12343 2398 2600 3980 134 55354 157 70 internal_value=0 -0.00518473 -0.00495171 -0.00240536 -0.0165897 -0.0281599 -0.000149271 -0.00526141 0.00672068 0.00301415 0.00364422 0.00218032 0.00851487 0.0408195 -0.000928545 -0.000726377 -0.0105946 -0.184096 0.00671046 0.0155024 0.0141214 0.0122786 -0.0415803 0.0148172 0.0578258 -0.34592 internal_count=855956 314749 314202 255895 35116 23573 220779 126584 94195 541207 526462 461921 152069 6363 309852 97908 42076 320 55832 82965 64541 62295 2804 59491 4137 204 shrinkage=0.0381265 Tree=115 num_leaves=27 num_cat=0 split_feature=0 14 27 32 7 17 11 8 19 18 1 8 20 15 16 7 7 27 11 6 4 11 21 14 11 16 split_gain=12.3562 10.1156 11.7773 9.47663 12.7567 10.099 8.20714 13.1568 9.07765 23.5272 8.43893 8.04807 7.9479 9.33542 7.83186 7.76868 11.942 9.68153 15.4494 8.51483 15.8697 10.9726 8.05807 17.2513 10.5978 8.63564 threshold=48.000000000000007 27.279641963126888 6.5000000000000009 1.5000000000000002 -88.490081787109361 86.561348902381752 0.88083636996680481 1984.5000000000002 350.75000000000006 3.5000000000000004 372.50000000000006 2292.5000000000005 0.38287242169595115 0.5259740946903414 147.68271661686973 -1.0000000180025095e-35 -69.398483276367173 47.500000000000007 0.87879987998799891 0.281102562337948 41.970317840576179 0.62684355874011055 1.5000000000000002 37.522203683880029 0.84191342526170365 213.66059976498238 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 12 7 14 9 -8 -10 -9 -4 -14 -6 16 -3 19 -19 20 21 -17 25 -24 -25 -18 right_child=-2 15 3 -5 6 -7 8 11 10 -11 -12 -13 13 -15 -16 17 22 18 -20 -21 -22 -23 23 24 -26 -27 leaf_value=-0.00052641174412447575 -0.00034414907942655217 -0.00017992681606022787 -0.001743374134998132 -0.00060957094100325983 -0.001141807186106089 0.010959840413650359 -0.00041474158870910744 -0.0062813523373815719 0.0017609441458877311 -0.0096940939168502546 0.00034109066745544731 -0.0010486600840657792 0.0026885550390887292 0.00046715690223203315 8.9166084732636831e-06 -0.025047004130902429 0.0031608216980469877 -0.00095761405405740457 -0.02103098954170975 8.9272335663401935e-05 0.0019891317971090158 -0.005431994760815918 0.00087489141358013589 -0.001110318785211674 0.0014247427523546932 0.001042810807718445 leaf_count=59820 127455 27638 1228 30459 8831 155 4359 763 6543 437 86911 971 5095 5975 325270 44 3275 174 82 78951 538 717 45915 12139 2987 19224 internal_value=0 0.00164619 -0.000580507 0.00107822 0.00224234 0.0337989 0.00133705 -0.00101482 0.00937611 -0.0330546 0.0115536 -0.087896 0.0306019 0.039069 -0.000563899 0.00788212 0.0132994 0.000400832 -0.193759 0.00102021 -0.0792842 -0.172219 0.0192607 0.013298 -0.0159917 0.0354376 internal_count=855956 728501 536817 476997 446538 12453 434085 335835 98250 4796 93454 1734 12298 11070 334101 191684 111178 80506 256 80250 1299 761 83540 61041 15126 22499 shrinkage=0.0381265 Tree=116 num_leaves=27 num_cat=0 split_feature=0 9 8 21 21 22 6 23 4 22 4 18 8 19 13 13 27 15 27 19 4 25 23 6 10 22 split_gain=11.848 11.2314 12.2594 13.9608 8.30591 12.3811 10.8915 10.1655 11.9695 9.49751 20.1177 9.0066 8.1524 7.97587 8.63731 10.7361 9.38632 7.79897 7.72904 7.46248 9.97927 9.51752 8.18424 7.36839 7.3137 7.29593 threshold=22.000000000000004 0.96278568679380161 740.50000000000011 2.5000000000000004 1.5000000000000002 2224.5000000000005 0.24035970505419682 1.4826125293920056 40.003751754760749 5492.0000000000009 35.510179519653327 1.5000000000000002 11212.000000000002 2302.5000000000005 72.531044917877409 46.540683466980788 39.500000000000007 0.69643102578707183 6.5000000000000009 4433.5000000000009 64.999992370605483 3279.5000000000005 0.99990420870426233 0.84000000366389693 0.88883226695180106 2941.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 6 11 9 8 -7 10 -2 -6 -9 14 15 -13 -16 -8 19 21 -21 -10 -22 -5 -23 -20 right_child=1 2 -4 23 5 7 17 12 18 -11 -12 13 -14 -15 16 -17 -18 -19 25 20 22 24 -24 -25 -26 -27 leaf_value=0.00018893567677819666 -0.0031385706417886125 -0.00092054858233378458 0.00032154321006716389 0.00011551467474777078 5.0078950268947336e-05 -0.00090536569830805655 0.00071306975120342671 0.0016848203374951929 -0.0037051949900827317 0.00087588440004439708 -0.023666152750280788 -0.0004258685431909636 -0.0024188508602319657 -0.0051082430710361702 0.001616097045538585 -0.0015366699439233425 -0.017445128244827281 -0.00076567371299414173 -0.0045180469705189243 0.00011189808389646099 -0.0117309103235879 -0.0071943382095931386 -0.0034742851964398446 -0.00040857800371503142 -0.015709248949213089 0.00041883098700749074 leaf_count=310377 1407 29465 127193 140465 53029 6043 24404 2194 844 866 73 74633 1036 560 3194 15229 38 6583 696 867 235 497 678 53981 208 1161 internal_value=0 -0.00278331 0.00059347 -0.00386012 -0.00887973 -0.011852 0.00548934 -0.0397708 -0.0539917 -0.0602057 -0.108877 -0.00910001 0.00966773 -0.0149964 -0.0142806 -0.0161074 0.0365097 0.0104631 -0.089235 -0.118068 -0.0739012 -0.168822 -0.146866 -0.000786356 -0.254588 -0.0375461 internal_count=855956 545579 351104 223911 194475 161142 33333 14459 11229 2346 1480 146683 3230 93654 93094 89862 3232 30987 5186 3329 1780 1549 913 194446 705 1857 shrinkage=0.0381265 Tree=117 num_leaves=27 num_cat=0 split_feature=0 16 28 24 4 21 19 6 4 8 11 1 8 12 23 5 5 4 5 11 14 18 18 4 5 16 split_gain=11.2864 11.106 8.35847 11.8287 11.9846 9.28822 8.31197 7.20135 9.13488 14.1666 7.18459 8.37862 9.12402 14.9601 8.9814 10.6961 8.51834 7.44359 7.10208 6.75914 6.66902 9.98349 6.25508 6.18002 6.14468 7.05375 threshold=22.000000000000004 166.12718357339875 690.25000000000011 15.500000000000002 30.405592918396 15.500000000000002 442.25000000000006 0.26860966952721943 49.003477096557624 11212.000000000002 0.38007390336935798 1836.5000000000002 5174.5000000000009 386.01576464628801 1.0703056348857647 141.43523406982425 128.6441345214844 35.510179519653327 44.000011444091804 0.72020882681260046 15.355574166952985 1.5000000000000002 6.5000000000000009 26.61400127410889 111.485164642334 101.72599055485661 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 24 5 6 -5 22 -4 8 9 10 -8 20 13 14 15 16 -13 -15 -6 23 -12 -22 -3 -16 -2 -26 right_child=1 2 3 4 18 -7 7 -9 -10 -11 11 12 -14 17 19 -17 -18 -19 -20 -21 21 -23 -24 -25 25 -27 leaf_value=0.00018522685309395789 -0.00076732383069999055 -0.00018674019873537141 -0.0013736075308258347 0.0011271230270130188 -0.00066299891402721983 -0.0025320510503250449 0.0029463266564171914 0.00010671929838409412 0.0024574399397527449 -0.014948101073300664 -0.0012434840430443016 -0.0055716584440885656 0.001398630433853846 -0.0083635685072435597 -0.011709574498873635 0.001956532333660721 -0.015916729188759644 -0.025430422903206351 -0.0062489081494964986 -1.6538156843424797e-05 0.00025780306319685045 0.0086020817473319976 0.0064118060360118349 -0.0011867107815315241 0.0054919063151125363 -0.00020654449182839379 leaf_count=310249 42321 254402 6058 22843 1147 2467 573 204655 1022 110 2851 1052 659 95 152 251 130 61 465 1448 914 270 209 174 490 888 internal_value=0 -0.00269564 -0.00136464 0.00281578 0.023682 -0.00534752 0.000501306 0.00153337 -0.0250016 -0.0354621 -0.0309168 -0.0386114 -0.0709112 -0.0919951 -0.077285 -0.136166 -0.175978 -0.394402 -0.0596519 -0.029722 -0.0064156 0.0566702 -0.00475585 -0.159812 -0.017986 0.0477294 internal_count=855956 545707 502008 244930 24455 257078 220475 214417 9762 8740 8630 8057 4022 3363 3207 1433 1182 156 1612 1774 4035 1184 254611 326 43699 1378 shrinkage=0.0381265 Tree=118 num_leaves=27 num_cat=0 split_feature=16 0 27 5 16 17 19 26 30 30 14 20 17 28 18 12 16 24 20 27 24 9 6 28 21 25 split_gain=10.4782 8.26103 10.0959 7.91879 8.54278 8.26656 6.95981 7.87423 11.136 12.0054 7.69812 7.6629 6.80667 6.78494 6.41333 11.7334 5.81882 5.70643 5.70447 9.17878 8.7234 10.9601 8.53924 8.51929 6.97776 6.67742 threshold=164.68318077803207 29.500000000000004 51.500000000000007 111.485164642334 101.72599055485661 93.100922454495773 434.25000000000006 1.4136790431902646 1.0000000180025095e-35 2.5000000000000004 18.121161172408467 0.99999189902950392 37.602529769253671 520.25000000000011 2.5000000000000004 72.159902576697334 147.68271661686973 7.5000000000000009 1.0925708196385204 44.500000000000007 2.5000000000000004 0.96259154562165705 0.73076923192709609 1895.7500000000002 9.5000000000000018 700.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 6 12 -5 -6 13 10 -9 11 -8 -10 16 14 17 -16 -1 -3 24 20 21 -20 -21 -23 -12 -26 right_child=1 2 -4 4 5 -7 7 8 9 -11 18 -13 -14 -15 15 -17 -18 -19 19 22 -22 23 -24 -25 25 -27 leaf_value=-0.00053323244130856816 0.00015692305254712746 -0.00024048134053911429 -0.0042689021394891674 0.0051702125751475723 -0.0025578070313619253 0.0037694129378350281 -0.00062698533632088405 -0.00016693536893468364 -0.000470174936066336 -5.2655685685959507e-06 0.00010906332311349074 -0.0033803290417005467 -0.00087887719011586741 -0.0011320688545076194 -0.0032252620944139831 0.00044721265346440016 0.00082370657161978276 0.0017079324371372918 0.0014237171268250133 -0.00097366067856966064 -0.00021741771947034061 -0.0076988063245426314 -0.01420217937004031 -0.026826997995821576 0.0004241897076758179 0.002049620680515772 leaf_count=11528 418828 4940 838 726 751 500 23065 36796 1815 4388 219433 4777 36731 17204 2148 3075 7637 3918 189 152 38177 220 133 40 12793 5154 internal_value=0 0.00105431 -0.00232669 -0.0128807 0.0493176 -0.000759108 -0.0020839 -0.000796435 -0.0127183 -0.0406668 0.00110625 -0.067645 -0.0150806 -0.0163693 -9.12392e-05 -0.0278841 0.000196448 0.0162964 0.00257144 -0.00865159 -0.0073323 -0.145906 -0.187454 -0.279113 0.0044111 0.023369 internal_count=855956 798083 379255 57873 1977 1251 378417 347132 47776 10980 299356 6592 55896 31285 14081 5223 19165 8858 276291 38911 38626 449 285 260 237380 17947 shrinkage=0.0381265 Tree=119 num_leaves=27 num_cat=0 split_feature=0 1 28 14 29 18 9 5 9 16 19 7 10 28 14 19 11 23 14 14 7 7 16 31 10 4 split_gain=10.0419 10.2838 15.5124 12.2408 10.1851 9.48037 11.3844 10.9279 9.46428 10.0797 9.3117 7.98044 11.2668 10.6983 11.009 10.5381 9.61249 9.13339 8.77795 7.56576 7.37994 7.29249 7.28326 7.21726 10.0514 6.91916 threshold=49.500000000000007 859.50000000000011 849.25000000000011 15.355574166952985 1.4089139710650886 1.5000000000000002 0.96429388689114104 46.874916076660163 0.96278568679380161 176.04365031259204 357.75000000000006 -16.699242591857907 0.84302757762294345 298.50000000000006 16.106809983975136 1091.2500000000002 0.87879987998799891 1.1848639243854557 7.256903743880625 48.74060099096539 -71.492889404296861 -4.5739209651947013 186.43923283748867 1.5000000000000002 0.86995369813161261 26.740790367126468 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 11 -3 22 7 -7 -4 -5 -10 -9 17 16 -14 18 -16 -13 -1 -15 -6 -12 -22 -2 24 -17 -11 right_child=4 3 5 8 19 6 -8 10 9 25 20 12 13 14 15 23 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=0.00039153402305581005 -0.00074186554283080404 -0.007075629703518411 -0.00014146609527721966 8.9380238410414011e-05 -0.0017053287262040551 -0.0026819131784874429 -0.0005307608079089906 0.013540955223785652 0.0034536122516485896 0.00097137080676447233 -0.0080702587279235325 -0.00010365386568120819 -0.0045227221402510415 -0.0014853213199008369 -0.00075530640962313236 0.00042464807439621994 0.00037914178990170475 -0.00060196240598845059 0.00063205560833079347 0.00025727898279576756 0.0028004850480905577 -0.0038346467512315567 4.2861837599283411e-05 -0.0026463009427349264 -0.020206491251269842 0.00024597853860539319 leaf_count=116365 24393 329 27111 135281 12132 6682 7694 47 1774 32710 419 219869 960 3433 42813 51 82417 15209 16648 3734 315 1022 58244 211 105 45988 internal_value=0 0.00132635 -0.00100153 0.00715862 -0.00940689 -0.0191587 -0.0401459 -0.00872392 0.00745253 0.0160399 -0.0841096 0.000576579 -0.00182174 -0.0138507 -0.0122608 -0.0212569 0.000733829 0.00725724 0.00708363 -0.0326135 -0.0958668 -0.0595753 -0.00495131 -0.189988 -0.35308 0.0143596 internal_count=855956 757453 541371 216082 98503 43290 14376 28914 215753 80472 1803 498081 366507 64221 63261 43180 302286 131574 20081 15866 1756 1337 82637 367 156 78698 shrinkage=0.0381265 Tree=120 num_leaves=27 num_cat=0 split_feature=0 20 19 19 22 25 14 11 7 25 18 26 29 29 25 18 15 25 20 16 7 26 11 13 8 26 split_gain=9.72946 8.75438 8.6875 8.6837 12.7972 9.56507 7.96602 9.74325 7.80178 9.9096 9.06398 7.75922 10.4134 8.11134 7.3659 12.8122 43.2347 19.5084 31.9398 23.6237 10.9191 17.556 15.0752 12.7995 12.0302 10.2382 threshold=48.000000000000007 0.69567209978878586 627.25000000000011 725.25000000000011 3926.2500000000005 7144.5000000000009 15.355574166952985 0.80789601183190551 -50.194429397583001 243.50000000000003 2.5000000000000004 0.23521168762501191 0.047342005519859884 0.15109526827561617 1189.2500000000002 1.5000000000000002 0.42674267736627064 1369.2500000000002 1.130918453484669 231.64890009410013 -89.940933227539048 1.1833479494113246 0.94737257967928679 174.2440367106762 1179.5000000000002 1.1883810113144138 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 8 7 -5 -3 10 -10 13 -13 -8 -14 20 25 18 19 -18 21 24 23 -23 -16 -17 right_child=-2 3 -4 6 -6 -7 11 -9 9 -11 -12 12 14 -15 15 16 17 -19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=0.00011168248156348166 -0.00030302868787431366 0.00039761107174645667 -0.00066464522905539981 -0.010039277644611662 -0.0090220303128697877 -0.0079720291053964852 -0.002212103241471473 0.00091882126736263247 -0.00097879945950015389 -6.0524065029758263e-05 -0.00658888728982919 -0.014875222334472605 0.00041113812734991828 0.0050957468030624299 -0.0093318160156253722 0.0026288783014656401 -0.0067547063012280114 -0.0024307398749651805 -0.00077887035100833251 -0.020338843914889226 0.00021821915090914138 -0.0012494018892498006 -0.02606760444482446 -0.015005139664703985 0.00025164037298915494 -0.0015161965890455138 leaf_count=38830 127491 59831 45514 241 229 219 291 231 1272 315299 624 66 178329 915 213 2895 400 3163 521 348 75513 272 64 154 1795 1236 internal_value=0 0.00152149 -0.0080585 0.00277594 -0.000310047 -0.000166591 0.00714455 -0.122653 -4.52329e-05 -0.00202089 -0.0740996 0.00737472 0.00701047 0.0874041 0.00710942 -0.00045868 -0.037177 -0.105778 -0.210522 -0.342927 0.00357176 -0.0614756 -0.231183 -0.163197 -0.020063 0.0364226 internal_count=855956 728465 84344 644121 377474 377245 266647 472 377026 317195 1896 266175 264969 1206 264903 86574 8563 4432 1269 748 78011 2498 490 426 2008 4131 shrinkage=0.0381265 Tree=121 num_leaves=27 num_cat=0 split_feature=0 9 1 27 5 7 18 11 27 13 25 27 17 27 22 18 18 14 29 20 20 24 29 4 19 22 split_gain=9.73228 9.69535 9.84266 8.29769 9.56213 8.4507 7.20886 6.93612 7.12562 9.30226 7.96612 7.51162 7.00761 6.52331 6.36818 6.18331 5.83168 12.7366 6.63924 6.61506 6.97759 8.58986 10.7306 7.2233 5.77932 8.26857 threshold=22.000000000000004 0.95420145339058826 720.50000000000011 9.5000000000000018 45.999996185302741 -60.929294586181634 1.5000000000000002 0.78948362970919372 22.500000000000004 24.61731440761373 1755.2500000000002 36.500000000000007 101.17837365743833 58.500000000000007 7469.2500000000009 3.5000000000000004 2.5000000000000004 22.66716166554809 0.54764319520911819 1.0712465883969844 1.654990521598851 2.5000000000000004 0.99910727520894904 25.455842971801761 2221.5000000000005 2654.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 3 4 -3 -5 -2 8 9 -7 15 -10 13 -9 16 -11 19 -18 -19 -4 21 22 -21 -23 -8 -26 right_child=1 2 14 5 -6 7 24 12 11 10 -12 -13 -14 -15 -16 -17 17 18 -20 20 -22 23 -24 -25 25 -27 leaf_value=0.00016845501160537858 -0.00015135329025622759 -0.00052657998404319849 0.00017902122249084022 0.00068138533025165757 -0.0065484015266174768 -0.0017167276890157298 -0.00066330246069984291 1.6396960283258585e-05 -0.0018350597459710642 -5.4717672852066752e-05 -0.013975379834720587 0.0016249364094571934 -0.011497445283107329 -0.0075919845994332508 0.001664642090674517 0.0033733394619603336 -0.0017475767207198497 -0.01378759440355894 0.00070421215914620388 -0.025164814980781235 0.0025388203966955933 0.00025239235648398593 -0.0042267862275956435 -0.0012106007369626602 -0.0055336572736455663 0.00014983190429761258 leaf_count=310295 76081 55048 83350 21033 386 5438 50960 140393 8621 24993 59 1020 77 164 4351 789 3341 46 46307 40 1002 8272 322 12055 853 660 internal_value=0 -0.00259598 -0.000255851 -0.0040702 -0.0149112 -0.00110378 -0.0101888 -0.00330209 -0.0147607 -0.00743453 0.000476498 -0.0385296 3.20092e-05 0.000197228 0.00593064 0.00131642 0.00486969 0.0137951 0.0180932 0.00064714 -0.0149089 -0.018856 -0.171544 -0.0161368 -0.0192057 -0.0801125 internal_count=855956 545661 417107 258021 55434 202587 128554 181554 40920 31279 25841 9641 140634 140557 159086 25782 154735 49694 46353 105041 21691 20689 362 20327 52473 1513 shrinkage=0.0381265 Tree=122 num_leaves=27 num_cat=0 split_feature=0 16 28 27 4 21 19 6 4 1 11 1 22 23 26 26 16 24 13 18 25 25 12 5 29 14 split_gain=9.04035 9.16426 7.60376 10.2758 13.9209 8.6508 7.12066 6.98357 8.35029 11.718 6.81742 7.3703 8.63211 15.0529 9.34372 11.7025 9.34001 9.05942 6.80041 6.29017 6.21749 8.28895 7.86223 6.14646 6.49976 5.94315 threshold=22.000000000000004 166.12718357339875 690.25000000000011 27.500000000000004 30.000034332275394 15.500000000000002 422.25000000000006 0.26860966952721943 49.003477096557624 9599.0000000000018 0.38007390336935798 1836.5000000000002 4981.5000000000009 1.0379336507770396 1.0584168542601649 0.99504963040864747 238.69863261333089 8.5000000000000018 174.2440367106762 6.5000000000000009 1075.2500000000002 916.25000000000011 64.056349186104057 28.00000095367432 0.80207259450171831 15.355574166952985 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 5 6 23 19 20 8 9 10 -8 25 13 14 15 -13 -17 -16 -18 -3 21 -4 -22 -5 -25 -12 right_child=1 2 3 4 -6 -7 7 -9 -10 -11 11 12 -14 -15 17 16 18 -19 -20 -21 22 -23 -24 24 -26 -27 leaf_value=0.00016782404456858551 -0.0006191269191448542 -0.00017235107494365599 -0.0013868355566939424 -0.00058793393224395348 -0.0030110897196166742 -0.0024346044231983717 0.0029433901081476503 0.00012319661279942381 0.0023613593179410545 -0.013178817903686127 -0.0012012835960648312 -0.0022904237135846703 0.0021351041705706792 -0.0011645482154796021 -0.0013226691206874781 -0.0091264810664474123 -0.023934767326515373 -0.015393331227689789 -0.0013764746747104207 0.0063977333353608772 0.0067969985191120418 -0.0069892702092868523 -0.00086494848790391436 0.0042345499250613303 0.0014147090894207728 0.0020055567670541918 leaf_count=310238 43755 254348 3968 1929 1120 2469 558 214907 1012 119 2904 250 496 2081 588 377 125 75 23 212 284 425 619 1339 10553 1182 internal_value=0 -0.00235885 -0.00114897 0.00283802 0.0282507 -0.00494835 0.00118714 0.00204137 -0.0240787 -0.033995 -0.0297118 -0.037076 -0.0675045 -0.0849124 -0.163591 -0.238148 -0.322945 -0.0764396 -0.535824 -0.004377 -0.0350561 -0.0505906 0.0405175 0.0369399 0.0454333 -0.00717631 internal_count=855956 545718 501963 244934 14941 257029 229993 224697 9790 8778 8659 8101 4015 3519 1438 775 525 663 148 254560 5296 4393 903 13821 11892 4086 shrinkage=0.0381265 Tree=123 num_leaves=27 num_cat=0 split_feature=26 28 27 4 12 0 9 25 17 27 1 10 1 28 27 28 4 16 27 19 12 17 11 11 17 32 split_gain=8.67159 9.7192 13.5049 12.2131 8.19391 7.39636 7.16091 8.91363 9.3102 8.79661 15.1536 8.43826 18.6174 11.6014 9.98632 7.47434 10.3625 16.9455 6.99687 6.4463 6.44224 6.3242 6.27373 9.12861 6.26483 6.11581 threshold=0.5396900411078106 690.25000000000011 28.500000000000004 30.000034332275394 49.574116139070419 46.500000000000007 0.87025295946577852 21119.000000000004 60.616497105641422 16.500000000000004 2608.5000000000005 0.98781706687587711 9599.0000000000018 1117.7500000000002 1.5000000000000002 18980.750000000004 112.85132598876955 101.72599055485661 50.500000000000007 2137.5000000000005 62.298989873223341 26.636608475400525 0.48625004152341095 0.61952993476430984 57.651439459460725 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 4 6 24 -2 -6 9 11 -9 -3 -11 15 13 -13 19 21 17 -17 -7 -15 25 -8 -19 -24 -4 -1 right_child=1 2 3 -5 5 18 7 8 -10 10 -12 12 -14 14 -16 16 -18 22 -20 -21 -22 -23 23 -25 -26 -27 leaf_value=0.00026770641060215274 -0.0034082124904952229 -0.00033131160849776865 0.0010601878548158652 -0.0026265817576790087 -5.0668548348816359e-06 -0.00043856000676364943 0.0020029778309505588 0.0012404721720701251 0.0065836308840882627 -0.00083726175098182746 -0.0098390189952927837 -0.0089140370089013758 -0.015052089163142806 0.0037492416340642125 0.0025571316772114417 0.004080580164818679 0.001787596373624929 0.0007557034667984619 -0.0096157651602106799 -0.013762801137070509 -0.0006465975206510449 0.0001690547521377062 -0.023700313671374616 -0.0091654162278611492 0.0028119508664437689 -0.00056135031311217688 leaf_count=34189 1073 21625 13944 1147 354903 61856 2760 3394 551 892 391 225 161 44 744 155 354 58 121 100 49156 283205 84 249 3770 20805 internal_value=0 0.00109575 0.00511873 0.0311104 -0.00211774 -0.0018931 0.00356241 0.00489769 0.0521095 -0.0134629 -0.0939134 0.0042513 -0.0769531 -0.0309761 0.0204155 0.00461194 -0.0863758 -0.172776 -0.0119727 -0.220631 -0.00864052 0.0048983 -0.283696 -0.336561 0.0375856 -0.00120487 internal_count=855956 751806 333853 18861 417953 416880 314992 292084 3945 22908 1283 288139 1274 1113 888 286865 900 546 61977 144 104150 285965 391 333 17714 54994 shrinkage=0.0381265 Tree=124 num_leaves=27 num_cat=0 split_feature=11 7 9 30 11 28 14 23 4 7 5 27 19 28 22 4 29 22 15 24 24 6 23 27 5 14 split_gain=9.09142 12.661 9.29631 9.12295 8.71288 10.3453 14.5245 14.5107 13.014 12.7255 17.1711 16.3015 12.4648 12.1839 10.5127 10.2395 10.3019 8.57137 8.08226 19.5484 7.8573 7.77658 8.77246 10.4337 7.5419 7.47107 threshold=0.8703011626531364 -8.1301016807556135 0.89528897711130917 1.0000000180025095e-35 0.6473370544473932 2036.5000000000002 37.522203683880029 0.92271843746493465 27.00000095367432 -37.694238662719719 194.56596374511722 5.5000000000000009 2508.5000000000005 1504.2500000000002 2324.2500000000005 20.999998092651371 0.81082785181145856 281.50000000000006 0.28842075114730686 2.5000000000000004 6.5000000000000009 0.24035970505419682 2.4649743589743593 16.500000000000004 309.42562866210943 177.04041391698925 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -2 5 6 -4 12 15 18 11 -11 14 -13 -8 -7 -17 -3 19 -9 -10 22 -19 -24 25 -23 right_child=3 17 4 -5 -6 8 7 9 20 10 -12 13 -14 -15 -16 16 -18 21 -20 -21 -22 24 23 -25 -26 -27 leaf_value=-0.00051801417729905143 0.00029373975893387955 -0.0017391152854621271 0.00052689615812377634 -0.0006346963304017019 6.8705481347455913e-05 0.0023964754603551753 0.0049243739423187258 -0.028933897011834266 0.0021387537348312529 0.0032715075858134189 -0.026017645335041247 -0.0049916999204245903 -0.0015994959854671973 -0.021642570342454762 -0.022106116641517588 -0.0074775397696188453 0.0041670011530318234 -0.0012646794828665719 0.00035845715515912618 0.0027650431647237303 -0.0095009137121097181 -0.00017073518023411063 -0.00236964813471458 -0.01898542922519781 0.0029315293665872827 -0.0040290520233794485 leaf_count=28858 192883 5274 49418 16718 178464 420 25 47 10289 238 58 209 129 92 128 553 138 5711 2413 71 85 361636 141 90 1137 731 internal_value=0 -0.00181691 0.00338137 0.00576205 0.0053983 0.0153777 0.00946403 -0.0536585 0.0425789 -0.0340719 -0.165401 -0.109769 -0.270917 -0.264409 -0.463965 -0.0602833 -0.135129 -0.00558514 -0.00309455 -0.258634 0.0535949 -0.00501371 -0.0408982 -0.231947 -0.00442712 -0.00468227 internal_count=855956 646355 271635 209601 242777 64313 52828 3410 11485 3128 597 539 282 301 153 1111 691 374720 2531 118 10374 369446 5942 231 363504 362367 shrinkage=0.0381265 Tree=125 num_leaves=27 num_cat=0 split_feature=11 7 15 17 21 24 8 23 14 9 17 22 6 16 17 6 5 14 15 20 28 17 9 21 25 23 split_gain=8.39524 10.7556 9.67709 9.30379 13.2441 10.3484 9.70593 8.97931 12.2913 8.84673 9.68751 8.08313 7.35461 7.26225 10.4407 10.1933 7.13936 6.92889 6.6983 9.23294 8.18606 7.45677 7.23727 8.9934 12.3354 10.1533 threshold=0.87615919905974093 -16.699242591857907 0.25262783148796092 62.371981111993932 1.5000000000000002 15.500000000000002 1844.5000000000002 2.2491627731802408 26.578427113163162 0.96588943621791346 65.587686066954333 281.50000000000006 0.66568960013963308 233.22477095921994 45.925280000848389 0.51219512308587101 17.003228187561039 106.14939112120855 0.65323077082630665 0.69567209978878586 4449.7500000000009 39.880479630350784 0.89528897711130917 1.5000000000000002 3279.5000000000005 1.6793077194369117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 7 11 6 16 -5 -3 -9 18 -11 -4 -8 17 -15 -16 -6 -13 19 -1 -20 -22 23 -21 -25 -26 right_child=-2 2 3 4 5 -7 12 8 -10 10 -12 13 -14 14 15 -17 -18 -19 20 22 21 -23 -24 24 25 -27 leaf_value=-0.00089845623303263513 0.00022359211802582641 -0.0011543053079871106 -0.001615685164473463 -0.0031721347031343308 0.0027182718241818655 0.0009318912375524622 0.0064321178285656798 -0.012786524679428006 0.00014137289891240614 0.00031712029098535419 0.0016411817757907888 -0.00015927852378805847 -0.0012488889405090477 0.00034065878258721192 -0.014676451713391386 -0.0021150216530074774 -0.0025716718309208527 -0.0028412082594810109 -0.00024290145071977179 0.00067422998086165019 0.00040018594752835938 -0.0036761527372461797 0.00045225666518410474 -0.00068762221390322113 -0.0067868232492141797 0.0020101635900762671 leaf_count=10555 187643 8368 5210 333 390 1743 688 231 199 71070 9056 345732 246 57186 123 397 7557 1406 56512 6098 981 1947 73117 8026 900 242 internal_value=0 -0.00170535 -0.00469374 -0.00400781 -0.0327658 -0.0453374 0.063382 -0.0375176 -0.178448 0.00368005 0.0122426 -0.00323937 0.115643 -0.00273571 0.00765231 -0.133406 -0.060642 -0.00446254 -0.00065189 0.00438883 -0.00904218 -0.0605986 0.00772719 -0.0120767 -0.0318717 -0.129114 internal_count=855956 668313 429809 421011 10957 9690 1267 8798 430 238504 80126 410054 934 404844 57706 520 7947 347138 158378 98938 59440 2928 88383 15266 9168 1142 shrinkage=0.0381265 Tree=126 num_leaves=27 num_cat=0 split_feature=11 16 13 17 5 27 25 7 7 15 11 22 28 4 26 14 7 21 22 14 1 12 5 16 28 14 split_gain=7.91573 8.12821 9.34471 7.96737 8.49947 9.5982 10.9514 13.3895 10.7926 12.3802 9.99275 8.97185 8.4327 10.4733 16.295 7.92192 8.25103 9.44335 9.4518 12.3261 24.2185 23.088 13.0476 14.046 11.0956 10.4745 threshold=0.91225883995037227 155.33580019133527 141.79862836209426 37.602529769253671 309.42562866210943 7.5000000000000009 243.50000000000003 -11.309931755065916 -1.0000000180025095e-35 0.48957236870531201 0.70773378191856462 6094.2500000000009 963.25000000000011 37.740531921386726 0.46889444396139474 177.04041391698925 -71.565052032470689 1.5000000000000002 2531.7500000000005 36.804861709321457 4291.5000000000009 239.81980515339467 88.206565856933608 223.4802952754161 4449.7500000000009 27.708813397223356 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 8 7 -7 15 10 12 -6 -10 14 -14 16 -5 -18 25 -20 21 24 23 -23 -21 -19 right_child=-2 3 -4 4 11 6 -8 -9 9 -11 -12 -13 13 -15 -16 -17 17 18 19 20 -22 22 -24 -25 -26 -27 leaf_value=-0.00069688211390663479 0.00037559390528002832 0.00045732807811147807 0.0028248259784666454 -0.00065579984579733927 -0.012568613894271415 0.0018347017651472182 2.8835183539331327e-05 -0.0071343276499204128 -0.00036752116000529563 -0.00045351562940443101 -0.0012871082057706821 0.0034048801899960257 -0.0027290131945365602 -0.0022243562135652434 -0.012845370417784894 -0.0051430880709122679 0.00093746339824301932 -0.00044003766635912625 0.0014683656368894723 -0.00022582310390131699 0.00012277761706027524 -0.004439779911516434 -0.0054002631197657604 -0.01863126630209444 -0.011790412763112254 0.00098098627550697736 leaf_count=35614 74782 49964 1130 21299 53 380 559774 666 650 43719 9133 1436 428 786 504 441 18240 18542 1463 911 2249 145 463 337 139 12708 internal_value=0 -0.000918324 -0.0154375 -0.000201678 -0.00107918 -0.00124135 0.000565282 -0.101661 -0.00890794 -0.0195748 -0.0487681 0.0743922 -0.106656 -0.143362 -0.215065 -0.001252 -0.000481541 0.0059699 -0.00321913 -0.0406414 -0.0679276 -0.148134 -0.261531 -0.376695 -0.046077 0.00361508 internal_count=855956 781174 36744 744430 694466 692977 560820 1046 132157 55220 11501 1489 2368 1718 932 76937 76496 55197 36957 5707 4244 1995 945 482 1050 31250 shrinkage=0.0381265 Tree=127 num_leaves=27 num_cat=0 split_feature=0 27 15 6 19 9 4 27 28 14 28 11 7 26 22 27 4 1 8 20 17 25 16 11 26 25 split_gain=7.71532 8.77932 5.59566 7.73186 7.37675 6.82696 8.13547 7.17754 6.92338 6.98421 6.68331 6.26243 5.84307 5.81371 5.54844 7.14925 6.25506 5.45906 5.23219 7.53493 6.99817 7.27991 5.69191 6.66533 5.22071 5.29655 threshold=33.000000000000007 51.500000000000007 0.72165178260819574 0.5138888938510987 409.75000000000006 0.92646615475809135 45.089681625366218 7.5000000000000009 4814.2500000000009 177.04041391698925 844.25000000000011 0.66797555215347126 -50.194429397583001 0.5396900411078106 281.50000000000006 1.5000000000000002 6.0295119285583505 8567.5000000000018 1179.5000000000002 0.89261414355142665 42.811179018688442 950.25000000000011 217.84143063204829 0.88752639774382847 0.19512591067469118 4409.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 5 -4 8 7 17 -2 -10 12 -8 -9 -5 15 16 -1 18 19 -7 -21 -22 -23 -24 -20 -26 right_child=1 -3 4 13 -6 6 11 10 9 -11 -12 -13 -14 -15 -16 -17 -18 -19 24 20 21 22 23 -25 25 -27 leaf_value=-0.0086436831451368636 -0.0014038571458656452 -0.0044612117631360618 -0.0011782272518417497 -0.00068206250953275029 -0.00022946736375717419 0.00015642501025536196 0.0039942724794669307 0.00084365755894884504 0.0012640483831130832 -0.0066833601493604183 0.00080234758595393535 0.00049123592524100872 -0.00058195364851531314 0.0002204224496517776 0.00011228775290127666 -0.0011569172815878177 0.0066484179683009058 -0.015347550266360026 0.009106511686962181 0.00040765057297431271 -0.0019534167036730928 -0.003525716052411797 -0.011072313031744541 -0.00029676001343915547 1.3505395711737067e-05 -0.0035437944426504786 leaf_count=45 12886 681 13283 11247 115465 2621 1136 5220 2455 172 11579 2138 20960 133971 500464 7454 286 38 87 1118 3275 967 367 108 7269 664 internal_value=0 -0.00358 -0.0033574 -0.000273434 -0.00858593 -0.00866431 -0.00364539 -0.00656569 -0.0272825 0.0195061 0.00103953 0.0447643 -0.00780829 0.00394806 0.00253305 -0.0239583 0.119849 -0.0239549 -0.0230817 -0.0404366 -0.060443 -0.0773031 -0.136507 -0.22615 -0.0047834 -0.00745529 internal_count=855956 347707 347026 218278 128748 73060 57547 54273 15513 2627 37759 3274 26180 145218 508249 7785 331 16514 16476 8456 5835 4717 1442 475 8020 7933 shrinkage=0.0381265 Tree=128 num_leaves=27 num_cat=0 split_feature=0 9 6 19 21 25 23 26 13 27 23 19 8 6 15 12 22 4 21 19 6 23 7 27 12 21 split_gain=7.55613 8.46847 10.0106 8.36068 8.27079 9.8647 6.51655 8.83949 8.03109 6.90371 12.2063 7.56037 6.39929 6.37902 6.49441 6.38623 6.35941 15.6862 6.35382 6.24689 6.22999 6.80295 6.03007 5.79207 10.1854 6.0016 threshold=22.000000000000004 0.95588430695158755 0.7058823560523626 418.25000000000006 1.5000000000000002 3279.5000000000005 1.5734455002179526 1.7489437759912698 160.82575729300615 2.5000000000000004 0.55295637634898931 5179.0000000000009 8844.5000000000018 0.24035970505419682 0.69833274922010957 472.24316369738261 5492.0000000000009 35.510179519653327 14.500000000000002 6769.0000000000009 0.89592062899910274 1.7841196372519614 -89.940933227539048 45.500000000000007 83.574116139070426 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 18 13 -6 7 8 9 10 -7 -12 -10 16 -15 -16 17 -2 -4 -17 -8 -22 -21 -5 25 -25 right_child=1 2 3 23 5 6 20 -9 12 -11 11 -13 -14 14 15 19 -18 -19 -20 22 21 -23 -24 24 -26 -27 leaf_value=0.00014933226584103502 -0.0024027763422466738 0.0001806900426024323 -0.00080061795593940218 -8.4737034382403268e-05 -0.0004125918866730339 -0.00081203213833452804 0.0015303406029812221 -0.012944080855009218 0.0046276277828279262 -0.0025550860110558887 -0.020083580423600859 -0.0058984307740387581 -0.0029879574819004673 0.0006872048443281552 6.715993129477975e-05 -0.022975577099715282 0.00091524295064758 -0.021059030136489423 -0.0075740341325421442 -0.022815222816964093 -0.016448494159368412 -0.00021291610836068328 -0.0022490011934680398 0.0061631192406509652 -0.0056775614980913982 -0.0037179875487332297 leaf_count=310291 1296 214120 24230 168129 103411 195 1027 120 381 3185 125 97 277 21400 3758 22 812 69 203 21 62 95 1575 221 684 150 internal_value=0 -0.0022638 2.74674e-05 -0.00518324 -0.00903714 -0.0130286 -0.054046 -0.0718392 -0.0642994 -0.082857 -0.203849 -0.364197 0.0372884 0.0059861 0.0102185 -0.0208539 -0.0460703 -0.0877563 -0.022475 -0.0733807 0.0117768 -0.173748 -0.0660855 -0.00268602 -0.0765499 0.056865 internal_count=855956 545665 407737 193617 137928 108975 5564 4380 4260 3602 417 222 658 28953 26776 5376 2177 1365 24433 1618 1184 157 1596 169184 1055 371 shrinkage=0.0381265 Tree=129 num_leaves=27 num_cat=0 split_feature=0 14 28 16 24 21 5 18 7 7 23 6 4 24 19 10 14 1 28 15 24 9 16 7 5 26 split_gain=7.71778 7.47695 9.80013 8.00555 8.68591 8.07238 7.56572 7.04182 6.8509 10.656 11.7892 7.25033 14.1045 10.0596 15.1827 13.0183 10.3464 10.0841 7.17938 20.5607 13.5623 10.8654 8.75543 8.60506 9.54479 7.26595 threshold=48.000000000000007 27.279641963126888 804.25000000000011 228.84937588395684 12.500000000000002 11.500000000000002 98.080181121826186 6.5000000000000009 -1.0000000180025095e-35 -69.398483276367173 0.61687529338131764 0.281102562337948 41.970317840576179 3.5000000000000004 3869.2500000000005 0.9628452332096884 29.212515776699757 11032.500000000002 1051.2500000000002 0.78628358517248265 14.500000000000002 0.96448730883602385 183.03324652226391 -89.940933227539048 42.25434875488282 1.1833479494113246 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 -4 -5 -6 -1 9 10 -3 12 13 14 16 -16 -10 -17 -12 20 22 -21 -20 25 -25 -24 right_child=-2 8 3 5 6 -7 -8 -9 11 -11 18 -13 -14 -15 15 17 -18 -19 19 21 -22 -23 23 24 -26 -27 leaf_value=3.6925646702789562e-05 -0.00027630780093477705 0.0032715588022926415 -0.00082108699103832991 0.00014816546916186229 0.00075190421100688814 -0.016579643420093271 0.013477913836748663 0.0050978518900857859 -0.0031453171589016296 0.00065854816608286958 0.00021496090083768306 2.8635661292391661e-05 0.0018672778183181154 0.00047999789062989169 -0.029779150944084704 0.0019678436412136299 -0.022175707234306886 -0.014976368615981358 -0.004944663054790791 -0.0077756083210617968 -0.031091347340996389 -0.00096554979036854655 -0.0010672563759526279 -0.0085676571186551805 0.00055964493000034224 -0.0063144259321266079 leaf_count=454851 127351 1349 50091 27121 4290 42 69 400 57 83526 13845 79223 546 233 26 238 153 65 589 931 21 537 1521 170 8198 513 internal_value=0 0.00119058 -0.000723863 -0.0108148 -0.01781 0.00320776 0.0250049 0.00108513 0.0065509 0.011638 -0.0053687 -0.000472708 -0.0740322 -0.16103 -0.236083 -0.101994 -0.446155 -0.0437243 -0.010041 -0.0274349 -0.0126151 -0.138603 -0.0110812 -0.00436502 0.00981521 -0.0627033 internal_count=855956 728605 536864 81613 54450 27163 4359 455251 191741 111200 27674 80541 1318 772 539 329 210 303 26325 12480 11012 1468 10991 10402 8368 2034 shrinkage=0.0381265 Tree=130 num_leaves=27 num_cat=0 split_feature=20 27 15 22 28 13 20 30 29 29 12 30 27 25 29 22 28 18 25 25 10 32 23 22 28 22 split_gain=6.97119 10.5469 30.3252 13.4878 8.2712 8.10208 11.2268 10.6746 9.66866 9.50477 7.95555 7.93098 7.292 7.23807 9.1525 7.2074 11.9081 11.0065 15.2822 11.6057 8.46666 8.06807 13.6141 12.9111 9.48459 9.73874 threshold=1.0896762120208934 45.500000000000007 0.70800781304053395 518.75000000000011 2133.2500000000005 28.382008458764222 0.52162992887998094 1.0000000180025095e-35 0.90815132729295833 0.12159349165439838 68.298989873223334 1.5000000000000002 9.5000000000000018 1877.2500000000002 0.65053788316946226 611.25000000000011 878.25000000000011 1.5000000000000002 523.25000000000011 1045.2500000000002 0.78042691079364357 1.5000000000000002 0.32274692166623009 711.25000000000011 528.25000000000011 679.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 -3 -4 -2 8 7 -7 12 10 -8 -9 -1 14 -6 17 21 18 -14 -20 -19 22 23 -17 -24 -26 right_child=1 2 3 -5 13 6 9 11 -10 -11 -12 -13 15 -15 -16 16 -18 20 19 -21 -22 -23 24 -25 25 -27 leaf_value=-0.00072772466907702524 -0.00018320353978054296 -6.4664815559772456e-05 -0.0028242118205000061 -0.015764269455432474 -0.0034479757699942466 -0.0028382760118602387 0.010618462989281501 0.00092460643226563726 0.00064795488185495154 0.00015645300770522304 -0.0038411348421028119 -0.0011563742475899984 0.0022333715693107548 -0.0021520862311295457 -0.02098977877286792 0.00052763283012554913 -0.0016504006524433407 -0.00072245303316360952 -0.00083700253194628942 0.0095389677182385335 0.00043967890006762778 -0.00037958136739175155 -0.0040346011736404497 0.0043095009231160254 0.0015827178146068019 -0.00033461798077022881 leaf_count=39540 137456 1306 184 322 104 3280 58 4286 18160 532303 1193 7027 5397 718 74 2327 3885 53447 5866 161 10986 8802 661 3009 7745 7659 internal_value=0 -0.00642214 -0.0822203 -0.290055 -0.00542941 0.00128987 0.00315046 -0.0242146 -0.0047937 0.00389891 -0.0831639 -0.00965161 -0.00744065 -0.101197 -0.281711 -0.00325219 0.00882591 -0.00867974 0.0199272 -0.0146834 -0.0137518 0.0155292 0.026011 0.0697743 0.011475 0.0165083 internal_count=855956 140164 1812 506 138352 715792 548147 14593 167645 533554 1251 11313 149485 896 178 109945 34088 75857 11424 6027 64433 30203 21401 5336 16065 15404 shrinkage=0.0381265 Tree=131 num_leaves=27 num_cat=0 split_feature=18 16 16 5 9 27 7 20 27 15 27 13 22 14 18 7 27 25 10 5 13 8 5 22 17 14 split_gain=7.31039 7.01706 7.10673 10.297 12.1824 8.34007 9.04901 6.871 9.65353 13.0539 22.4593 9.85898 9.12903 8.75308 8.65937 7.59177 11.7197 11.5624 7.1889 9.51778 28.9148 11.3415 8.41699 7.81698 13.8279 8.14707 threshold=6.5000000000000009 164.68318077803207 101.72599055485661 78.489959716796889 0.9520701344614193 4.5000000000000009 -53.130102157592766 1.0738858942505811 31.500000000000004 0.72939635056677765 44.500000000000007 50.278253692357673 525.75000000000011 39.215068120204741 4.5000000000000009 -1.0000000180025095e-35 6.5000000000000009 243.50000000000003 0.95933903311575086 99.936676025390639 174.2440367106762 2479.5000000000005 309.42562866210943 4223.7500000000009 42.914873534608077 45.421646977665574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -7 15 13 14 11 -11 -12 -9 -10 -3 18 -18 22 -20 21 -21 -17 24 -23 -25 right_child=-2 7 -4 -5 5 6 -8 8 9 10 12 -13 -14 -15 -16 16 17 -19 19 20 -22 23 -24 25 -26 -27 leaf_value=-0.0025838519845231751 0.0050008687675161499 0.00023022795616442469 -0.00053030388996162163 0.0037356232128012831 -0.0014031953459956415 0.010047466052513741 0.0020132394342950513 -5.3908774072213432e-05 -9.1270662165193891e-05 -0.0015995090282377509 -0.003746816933614856 -0.018842441076964617 -0.014180184944508649 -0.0020037266005929954 -0.0033446171933183793 -0.00048924796234365978 -0.005082104627851399 6.7880344495248931e-05 -0.00047481520955307364 -0.0031455675810318552 8.7436300090241862e-05 -0.022727862108756942 0.0030652607826615343 -0.0023287103034249266 -0.0084207520549176938 -0.027737726528458774 leaf_count=1554 425 283490 53246 1417 603 283 728 130302 9672 2959 191 49 337 3435 1356 48795 635 311044 2518 286 1084 192 988 145 201 21 internal_value=0 -1.95827e-05 -0.0106561 0.027121 -0.00457311 0.056275 0.111791 0.000751534 -0.00538996 -0.0298387 -0.0827102 -0.0493199 -0.272933 -0.00272748 -0.0128861 0.00215405 -0.00085548 0.0015052 -0.0144231 -0.052946 -0.105802 -0.244471 -0.010982 -0.327339 -0.404194 -0.145387 internal_count=855956 855531 57831 4585 3168 1614 1011 797700 148301 14564 3536 3008 528 133737 11028 649399 365909 311679 54230 4447 1929 845 49783 559 393 166 shrinkage=0.0381265 Tree=132 num_leaves=27 num_cat=0 split_feature=11 14 27 8 23 6 17 8 27 25 0 5 10 22 24 20 17 27 27 27 24 9 21 19 18 24 split_gain=7.29271 6.78241 11.6225 9.58551 10.5437 9.74005 8.32509 7.8006 7.79269 7.97745 7.66586 7.50786 7.40226 11.141 9.52891 9.44533 7.40013 7.31598 7.14287 6.7237 6.65685 7.04963 6.63307 6.4285 16.1764 7.51829 threshold=0.87615919905974093 27.6179678133811 7.5000000000000009 1984.5000000000002 2.9027077639237868 0.77272727493024884 52.600621442206354 2815.5000000000005 15.500000000000002 1189.2500000000002 51.000000000000007 103.00026321411134 0.8361930654652302 521.25000000000011 14.500000000000002 1.0712465883969844 55.723619503954211 16.500000000000004 22.500000000000004 39.500000000000007 10.500000000000002 0.96140383121007822 16.500000000000004 343.25000000000006 3.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 5 7 8 -1 -5 9 -4 -3 12 13 19 15 18 -11 -6 -14 -10 -17 -22 -21 24 25 -2 right_child=23 10 3 4 17 -7 -8 -9 11 16 -12 -13 14 -15 -16 20 -18 -19 -20 22 21 -23 -24 -25 -26 -27 leaf_value=-0.00028572012146016148 0.0049108980040944682 0.00022503675481382702 0.00038020927168928636 -0.0030537379875146347 -0.0020739335487624118 -0.00032199162582370795 -0.001119238771488504 0.0029925124917609802 -0.00075328687229880387 -0.00049679250518476915 -0.00051209030347355291 0.013061659998755361 -0.00025859854539504138 0.00030359578973322818 6.4066310727076549e-05 -9.0981788433082834e-05 -0.0043137952357244049 -0.019426120499969564 -0.0022651488666951373 0.0038407750339652029 -0.0040441931683468458 -0.0010567356543269154 -0.0026341663415361386 0.0002545278966700474 -0.0072983536843474559 -0.00063275655885978446 leaf_count=51883 372 161803 116146 1596 59 126004 26222 385 24162 5182 23485 63 16605 78967 24096 1577 861 88 3053 891 3099 1824 310 178626 523 8074 internal_value=0 -0.00169177 -0.00366467 -0.00151053 -0.0684493 -0.00115693 -0.0148337 -0.0492747 0.00216045 0.00812925 0.00345185 -0.00255559 -0.00269625 0.00210639 -0.0126668 -0.025883 -0.0272943 -0.32685 -0.0149562 -0.0161276 -0.058929 -0.0770415 0.056902 0.00536415 -0.0207601 -0.0101921 internal_count=855956 668361 483073 404968 2128 402840 78105 1981 276836 122189 185288 154647 154584 104330 50254 26158 6043 147 19658 25363 6500 4923 1201 187595 8969 8446 shrinkage=0.0381265 Tree=133 num_leaves=27 num_cat=0 split_feature=11 13 8 20 24 30 4 21 15 16 13 11 5 27 23 27 14 26 21 14 19 14 27 6 15 25 split_gain=6.72049 6.77891 8.65723 12.1152 14.1085 18.9185 13.6104 9.03675 8.16364 6.66687 9.37102 6.24176 12.9754 18.9599 11.1431 13.3968 10.9706 9.26257 11.55 16.0688 9.73112 13.6814 12.4308 9.88563 9.0426 8.54057 threshold=0.87615919905974093 51.692492794478561 1062.5000000000002 0.97395131401617263 9.5000000000000018 1.0000000180025095e-35 27.999999046325687 12.500000000000002 0.83840811339794319 147.68271661686973 141.79862836209426 0.70335531341723312 48.571575164794929 2.5000000000000004 0.99195278738349035 14.500000000000002 27.437546316534188 1.0744217401991063 2.5000000000000004 40.182808121453029 7523.0000000000009 73.401265728755149 3.5000000000000004 0.89592062899910274 0.69445729707550863 646.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 4 5 6 -4 -5 -8 10 -1 12 25 16 -15 17 -14 18 -16 -20 -19 22 -22 -23 -17 -11 right_child=1 -3 3 7 -6 -7 8 -9 -10 11 -12 -13 13 14 15 24 -18 20 19 -21 21 23 -24 -25 -26 -27 leaf_value=-0.00084835881412696724 0.00014732422876386679 0.00070129911542326964 0.0038956548950493694 -0.00065852456105805794 0.0035652617332433798 -0.0015076279651770827 -0.026784221979778849 -0.01664028660155022 -0.0031569889884578064 3.3303126748512852e-05 0.0029086759089430076 -0.0001051852093309288 -0.0035131464259248696 -0.001932289231930837 -0.00022491211065299855 -0.0017100488092510033 0.0013988718257148488 0.00070439653942573404 -0.001732233846852454 -0.0090317199407462332 0.00094110096507041751 0.00035908367718417018 -0.0090384070176598753 -0.0053271634851339653 -0.00846882633400497 0.00074187687246699951 leaf_count=22649 149978 32284 32 4692 133 168 142 52 25 43691 1008 483244 703 7694 7659 5382 11048 19900 2536 530 273 3817 541 503 304 56968 internal_value=0 0.00520976 0.00246762 -0.0374712 -0.185526 -0.286648 -0.49526 -0.0218668 -0.609739 -0.00156484 -0.0180524 -0.000959927 0.00442122 -0.00710168 -0.0157308 -0.00924257 0.0289828 -0.0020733 -0.0266622 -0.0785294 0.00846102 -0.0303554 -0.149279 -0.00794711 -0.0543298 0.0113916 internal_count=855956 187506 155222 5244 500 367 199 4744 167 668450 23657 644793 161549 60890 49139 41445 11751 35759 10725 3066 25034 5134 814 4320 5686 100659 shrinkage=0.0381265 Tree=134 num_leaves=27 num_cat=0 split_feature=0 27 6 9 21 17 4 25 22 21 13 25 27 25 27 5 27 6 26 1 27 25 5 4 29 14 split_gain=6.73315 7.18506 5.35426 5.8323 10.2772 7.98962 7.16928 6.21445 4.79544 10.2128 6.92494 6.60022 7.38087 6.46373 6.06785 9.14906 7.26154 7.78569 11.8999 6.29759 5.48123 6.58956 4.67143 13.7294 10.6782 7.54189 threshold=40.500000000000007 49.500000000000007 0.87912090532368936 0.96429388689114104 3.5000000000000004 52.170926519938597 29.645966529846195 785.25000000000011 305.25000000000006 13.500000000000002 18.138922344346078 800.25000000000011 2.5000000000000004 960.75000000000011 3.5000000000000004 27.997111320495609 9.5000000000000018 0.43750000211059198 0.32834629388040487 294.50000000000006 3.5000000000000004 338.25000000000006 309.42562866210943 50.00123596191407 0.88208251196845966 177.04041391698925 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 7 6 -6 -5 -2 9 10 20 14 13 -13 15 -12 17 18 -16 -17 -1 -22 25 24 -24 -10 right_child=1 -3 -4 4 5 -7 -8 -9 22 -11 11 12 -14 -15 16 19 -18 -19 -20 -21 21 -23 23 -25 -26 -27 leaf_value=0.0015919902852779674 -0.00072440503547366081 -0.004449757601233892 -0.00055697758929646444 -0.00063762842394654335 -7.1537335789365243e-05 0.00066986340924162023 0.00053721476302959637 -3.9776701046583049e-05 8.14689399303494e-05 -0.011078492742479535 0.0037491891631480498 -0.016542742447503849 -0.0010632012846171462 -0.00015672279251098848 0.0036363538664650453 -0.0088585761706704135 0.00082546205204886306 -0.00045168574889687259 -0.0067005945779037655 0.0046327359757254655 -0.0055766584128638585 -0.0012066346797058364 0.0063081825973611743 0.002219407596582752 -0.014211660662116479 -0.0034628457620656822 leaf_count=419 34186 568 40654 35460 39512 45413 9593 44180 590616 136 1200 107 307 52 206 157 3908 2504 756 74 922 1100 51 2868 133 874 internal_value=0 -0.00436734 -0.00411107 -0.00206268 0.00204559 0.00852219 -0.0101628 -0.00887665 0.00180381 -0.018117 -0.0149532 -0.00247616 -0.118457 -0.293334 0.00366209 0.0632536 -0.00790225 -0.0412238 -0.117689 -0.11899 -0.0623416 -0.0839127 0.00220079 0.0412233 -0.223574 0.00199944 internal_count=855956 249566 248998 208344 129978 84925 45053 78366 606390 11848 11712 9271 466 159 8805 1431 7374 3466 962 231 2441 2022 594542 3052 184 591490 shrinkage=0.0381265 Tree=135 num_leaves=27 num_cat=0 split_feature=17 16 18 33 29 23 15 15 22 9 19 26 7 7 20 18 11 18 21 26 15 5 20 16 17 1 split_gain=6.28376 8.68495 6.44006 5.82675 6.89914 9.86501 14.8375 6.4882 8.37665 14.5768 15.3204 8.64054 11.187 9.10379 9.00419 7.6164 6.7339 7.06915 10.6819 6.98722 6.48089 6.23788 6.12534 6.08149 5.52545 6.67338 threshold=34.060190696566103 178.21113788948188 6.5000000000000009 2.5000000000000004 0.17553885421336071 0.29109039563897948 0.32626759674428601 0.72165178260819574 4981.5000000000009 0.73266951228704968 8316.5000000000018 0.7656308873398644 -44.914485931396477 -89.167671203613267 0.99628183664412784 5.5000000000000009 0.70335531341723312 4.5000000000000009 14.500000000000002 0.21585300893985973 0.57744761397867561 14.000357627868654 1.2075620616223139 214.43896930648256 110.32522511990921 2287.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 24 3 4 20 6 -6 21 15 10 -10 12 14 -13 -11 16 -9 19 -19 -18 -3 -7 -17 -20 -2 -26 right_child=1 2 -4 -5 5 7 -8 8 9 11 -12 13 -14 -15 -16 22 17 18 23 -21 -22 -23 -24 -25 25 -27 leaf_value=0.00045247751183793186 -0.00046037103853846967 -0.0024582567383391752 0.0048479386553260005 -0.00054521398023634946 -0.0035434614559463201 -0.0051713177211240597 0.0019945225539806919 0.00045611105032037741 -0.022159993073346627 0.0023750396077273071 -0.0035311974167889747 -0.014044308531307653 -0.0015832397437462297 -0.00042833051092682975 -0.02502686052327089 -0.0043635141194211255 0.0066714355573164307 -0.0014172101273882791 -0.0039960775167318776 -0.00015787029029816786 0.0002417866014759206 0.00012079842139003951 -0.021661676267636959 -0.01687082183080137 -0.00040245381273404894 0.0030640101725395957 leaf_count=42308 78605 3100 401 26035 785 324 6753 28568 101 23 176 73 146 3217 72 152 218 1010 101 209435 2216 448718 37 113 1815 1454 internal_value=0 -0.000632089 0.000460734 0.00039127 0.00093355 0.00120609 0.0371868 0.000814427 -0.00334279 -0.049876 -0.270774 -0.0325471 -0.21532 -0.0191585 -0.482413 -0.00260334 -0.00244495 -0.00439684 -0.0801724 -0.00395444 -0.0349555 0.00306821 -0.203269 -0.283121 -0.0103995 0.0298841 internal_count=855956 813648 731774 731373 705338 700022 7538 692484 243442 3808 277 3531 241 3290 95 239634 239445 210877 1224 209653 5316 449042 189 214 81874 3269 shrinkage=0.0381265 Tree=136 num_leaves=27 num_cat=0 split_feature=0 29 24 1 28 18 28 9 16 5 19 26 19 16 23 1 27 7 27 10 20 25 22 28 26 11 split_gain=6.83368 9.23773 6.9452 6.59862 10.8765 9.30018 9.77824 7.82614 9.57253 7.08833 10.1022 6.93389 7.5712 11.7179 14.9534 8.24059 8.1417 6.6588 6.36231 11.721 6.13802 8.45411 8.18523 9.27169 10.587 8.2864 threshold=49.500000000000007 1.4089139710650886 4.5000000000000009 859.50000000000011 849.25000000000011 2.5000000000000004 884.25000000000011 0.96278568679380161 176.04365031259204 46.874916076660163 357.75000000000006 0.1524288915451136 759.25000000000011 219.08105917911431 0.85528769081103195 519.50000000000011 23.500000000000004 -71.492889404296861 47.500000000000007 0.61601714582912004 0.66817668787194762 7144.5000000000009 3625.5000000000005 1415.2500000000002 0.32834629388040487 0.80481210327960417 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 9 -7 -5 -9 20 -11 -8 13 16 -15 -14 -13 -12 -10 -20 -6 22 23 24 -22 -25 right_child=1 2 -4 7 5 6 11 8 18 10 17 12 15 14 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 -27 leaf_value=1.6587558945672748e-05 -0.00013859140047050301 -1.0784070163611551e-05 -0.0017059477909073999 3.876060459319944e-05 -0.00094134214954881589 0.00036311329275900782 0.0033668896350211438 0.0032951148101042706 0.00046503784178783617 0.013622329310264069 -0.0071799343616038369 -0.0047413725724518357 -0.0061828038753118566 -0.017615177633054958 -0.0039957320343039174 0.00051761253378424844 0.007323282661340364 -0.0018783187704425656 -0.022934793095883609 0.00095299801732608158 -0.0029425012067526846 -0.0072206111921789161 -0.0070943624069423183 -9.080308019010944e-05 0.00013276890556467925 0.0031744842280994252 leaf_count=498133 82716 5258 10588 135614 14102 1308 191 1759 78548 54 447 842 416 240 229 744 90 1500 48 79 1809 229 225 2011 16198 2578 internal_value=0 -0.00787238 -0.0299912 0.000979536 -0.00088514 -0.0161037 -0.061661 0.00565181 0.0134668 -0.0113796 -0.0693568 -0.0954945 -0.109203 -0.158678 -0.2876 -0.0494484 -0.0938017 -0.0811899 0.0118356 -0.211807 -0.00825693 0.00179682 0.00371526 0.00560509 -0.00462082 0.045731 internal_count=855956 98562 15846 757394 541346 43213 4060 216048 80434 39153 2001 2752 2561 1401 469 1160 932 1947 78675 127 37152 23050 22821 22596 18007 4589 shrinkage=0.0381265 Tree=137 num_leaves=27 num_cat=0 split_feature=0 27 28 27 4 19 17 28 10 6 27 20 25 4 4 18 25 25 19 16 25 23 5 13 11 6 split_gain=6.06163 7.35296 5.64227 10.267 10.8656 7.81966 7.70768 6.65987 5.30707 8.21963 6.70697 17.3132 6.23668 5.83648 5.58103 5.29383 5.23867 6.76318 8.5736 7.04908 6.40068 6.30387 5.13391 6.24104 4.97944 4.75267 threshold=22.000000000000004 58.500000000000007 690.25000000000011 25.500000000000004 31.506705284118656 481.25000000000006 57.470602517201449 825.25000000000011 0.89226205395610714 0.7058823560523626 45.500000000000007 1.1384282865902546 519.25000000000011 12.00056314468384 6.0295119285583505 4.5000000000000009 1075.2500000000002 3793.5000000000005 294.75000000000006 193.55148533766359 862.25000000000011 0.56297754447360759 61.00152778625489 38.855519446422626 0.80166965352449238 0.25416264133140981 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 8 5 6 16 7 24 9 -2 22 15 -13 14 -10 -12 20 18 19 -18 -4 -20 23 -11 -5 -7 right_child=1 -3 3 4 -6 25 -8 -9 13 10 11 12 -14 -15 -16 -17 17 -19 21 -21 -22 -23 -24 -25 -26 -27 leaf_value=0.0001343122908485541 8.4961948784400521e-05 -0.0075172070149752733 -0.00090637890813879865 -0.00073903971312889115 -0.0030130747453069092 -0.00080323996412492874 0.0025097645218699208 0.0029403983244821285 -0.0010738693087271652 -0.0002741160142307124 0.0004709279012090952 -0.00072481503667161102 -0.014296633897575888 -0.0012318328873328992 0.0010545962185914116 -0.0076987495854142279 0.0028892833336314422 -0.0053716687483554692 -0.0019280822260210955 0.012718553743920788 -0.003545359610447114 0.0037152159681766075 0.0030204854366651769 -0.001386203595172655 0.00083908696683539772 6.604649805868785e-05 leaf_count=310568 119705 193 8419 4002 1008 9533 4145 1682 3239 128408 826 63 225 13901 4005 134 368 230 878 149 1588 428 665 7780 10616 223198 internal_value=0 -0.00201183 -0.00194275 0.00135013 0.0223267 -0.000488222 0.0273239 0.0175326 -0.00508562 -0.00383645 -0.00909345 -0.0820702 -0.297111 -0.0203158 0.00269887 -0.0175579 -0.0253167 0.0206978 0.0410847 0.150082 -0.0347568 -0.00206341 -0.00842795 -0.00885595 0.010676 0.000798376 internal_count=855956 545388 545195 266244 21453 244791 20445 16300 278951 257806 138101 1248 288 21145 7244 960 12060 2053 1823 517 10007 1306 136853 136188 14618 232731 shrinkage=0.0381265 Tree=138 num_leaves=27 num_cat=0 split_feature=18 17 16 7 17 16 23 25 21 21 27 26 18 24 25 25 28 21 14 19 4 19 29 5 20 27 split_gain=5.91598 5.6276 7.86542 5.09369 8.89629 13.1903 9.75906 8.70112 15.5248 8.57524 7.43857 6.47939 6.27323 18.4415 22.3092 14.5462 12.827 7.77148 12.324 7.03657 6.09452 6.05355 8.19849 11.377 9.29504 6.54363 threshold=6.5000000000000009 35.116884988212099 178.21113788948188 -18.434947013854977 62.371981111993932 216.97237230046247 0.63393770084721013 243.50000000000003 3.5000000000000004 1.5000000000000002 6.5000000000000009 0.77599625845239883 3.5000000000000004 22.500000000000004 413.25000000000006 546.25000000000011 692.25000000000011 11.500000000000002 33.627974499871137 965.75000000000011 112.85132598876955 722.25000000000011 1.1780092879256967 35.460870742797859 1.0869416421152875 33.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 7 9 -7 8 -5 -6 20 -11 17 -14 -15 -16 21 -12 -19 -20 -9 22 25 24 -24 -17 right_child=-2 2 3 4 5 6 -8 10 -10 11 12 -13 13 14 15 16 -18 18 19 -21 -22 -23 23 -25 -26 -27 leaf_value=0.00038438098033007138 0.0045160527838169848 -0.00038635543926563418 0.00017480616939118378 0.00090568701924103863 0.0033245429473285305 -0.014995468402442074 -0.0039385142406964547 -0.00033048512768691604 -0.0065682640431312415 -0.002890989358900419 4.3594302868646195e-05 -0.00033020897682827215 5.5083769388037067e-05 -0.013115649983880748 -0.00019774304956363066 -0.0089567561015505975 0.0037246814956913127 0.0009872488149112854 -0.01969182178338607 -8.1815630608505236e-06 -0.0023116972513251969 0.0017388339504683388 -0.025210969613716067 -0.0042159586225151979 -0.0093520900666057578 -0.0029519675061673765 leaf_count=52182 422 78646 207243 810 684 135 826 62185 806 2127 392963 4423 25477 254 4575 297 336 15941 66 44 2342 242 85 339 146 2360 internal_value=0 1.85431e-05 -0.000635115 0.000395664 -0.00128212 -0.0339682 -0.144041 -0.000756142 -0.0740178 -0.0193456 -0.000522929 -0.0304717 0.000937799 -0.012091 -0.052032 -0.0431823 -0.088867 0.00202438 0.0235923 -0.309978 -0.0105542 -0.106937 -0.118376 -0.227201 -0.398348 -0.0950306 internal_count=855956 855534 803352 724706 517463 8195 961 509268 1616 7234 507652 6550 443125 34111 8634 8380 3805 409014 16051 110 64527 3469 3227 570 231 2657 shrinkage=0.0381265 Tree=139 num_leaves=27 num_cat=0 split_feature=11 7 17 16 23 6 23 27 22 27 21 12 29 4 22 21 28 18 28 28 16 17 6 0 27 28 split_gain=5.7329 6.00104 9.70259 12.3285 9.82111 9.23179 8.21277 17.2777 7.64698 9.18392 6.70487 6.47469 7.20675 6.38991 6.38711 6.07531 7.76662 7.066 7.18134 6.0267 5.91371 8.41412 8.13581 5.88696 5.63968 6.09076 threshold=0.90966481443525937 -16.699242591857907 62.371981111993932 216.30181804522576 0.63393770084721013 0.26860966952721943 2.2491627731802408 15.500000000000002 281.50000000000006 1.5000000000000002 1.5000000000000002 239.81980515339467 1.4089139710650886 36.59815979003907 7469.2500000000009 3.5000000000000004 298.50000000000006 1.5000000000000002 594.25000000000011 298.50000000000006 236.90977411729793 45.925280000848389 0.51798558335833722 49.500000000000007 6.5000000000000009 516.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 23 5 10 -5 6 19 -8 9 -7 13 14 -13 -4 -12 17 -17 -11 -19 -3 24 -22 -23 -1 25 -10 right_child=-2 2 3 4 -6 8 7 -9 20 15 11 12 -14 -15 -16 16 -18 18 -20 -21 21 22 -24 -25 -26 -27 leaf_value=0.00019040336701885087 0.00030419880200614925 -0.0079096832627688438 -0.0019243838932161072 -0.014929953848548637 -0.0037791685995449595 0.0066320297208758809 -0.00082055492033495932 -0.015747893937897973 0.00057142086774551 -0.0021389486040309874 -0.00097720689574977903 -0.0075220052486797495 0.00019045474994534652 0.0036781463736031898 0.0097117993432968251 -0.006716785487570251 -0.0017091875971270822 0.0022832718862561188 -0.0057130381474855361 -0.00083195625834737779 0.00041489772535361648 -0.02310628390218223 -0.0017292202684838585 -0.00039464137392012549 -3.0568596060977116e-05 -0.00059336180713727188 leaf_count=217126 81041 178 452 134 802 199 327 172 7532 2216 9019 461 285 857 82 675 1352 1286 187 9984 42680 43 65 28255 401695 48851 internal_value=0 -0.000860943 -0.00275529 -0.0307566 -0.140992 -0.00210093 -0.0312231 -0.156475 -0.0014883 -0.0372335 -0.0215077 -0.0304461 -0.12001 0.0457315 -0.0231046 -0.0445857 -0.0885668 -0.0204194 0.033261 -0.0250726 -0.00106616 0.0101767 -0.268592 0.00322707 -0.00211634 -0.0114819 internal_count=855956 774915 529534 12092 936 517442 10661 499 506781 5915 11156 9847 746 1309 9101 5716 2027 3689 1473 10162 500866 42788 108 245381 458078 56383 shrinkage=0.0381265 Tree=140 num_leaves=27 num_cat=0 split_feature=11 20 16 5 9 27 16 20 7 27 6 28 24 11 28 26 23 16 27 6 27 22 15 22 24 18 split_gain=5.75007 5.75524 7.38217 10.0618 8.94005 7.87175 7.06805 7.04933 8.40582 14.5193 11.5251 11.3461 8.35459 17.7971 10.7062 10.8846 9.54775 8.18847 7.58964 10.8656 7.97742 12.5091 7.50811 7.37928 7.26063 6.88828 threshold=0.91225883995037227 0.7484342106983618 101.72599055485661 75.023876190185561 0.94658439481785261 4.5000000000000009 147.68271661686973 1.1167078404117781 -1.0000000180025095e-35 6.5000000000000009 0.53846154026813298 298.50000000000006 2.5000000000000004 0.70773378191856462 963.25000000000011 0.59213366831832892 1.4543578621157913 197.67991411911353 31.500000000000004 0.7669093861070212 44.500000000000007 518.75000000000011 0.37259531308410049 4552.5000000000009 17.500000000000004 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 -4 8 -8 10 12 -11 -10 14 -14 22 17 -17 24 25 -21 -22 -16 -19 -9 -20 right_child=-2 2 6 -5 5 -7 7 18 9 11 -12 -13 13 -15 15 16 -18 23 19 20 21 -23 -24 -25 -26 -27 leaf_value=-0.00029716220050331898 0.0003156736071845304 -0.0036548482045990812 -0.00090898271698822944 0.0043773147382293945 -0.0016671012013272628 0.0053583316872747692 0.00022974729756657973 -0.00025120293968339822 -0.00075393539309800137 -0.0062727444124989042 -0.000310641640304951 5.1889711612169612e-05 -0.00043217294303016788 -0.0018052879254561636 0.0022950208739778311 -0.0073300835200788084 0.0023096065788745035 -0.021507949470326606 -0.00017843332682780549 -0.0025352720063906839 -0.00039362409845436789 -0.014126162863828576 -0.011501768652011763 -0.0066252861738557833 0.0010036916323902896 -0.0039335310213687484 leaf_count=105062 74618 629 12265 1323 419 519 257542 95324 6636 413 29434 248650 239 5042 147 143 53 235 6793 1915 164 234 94 61 7209 793 internal_value=0 -0.000908363 0.000161364 0.0505942 -0.00362279 0.05823 -5.50802e-05 0.000386196 0.00186434 -0.00181691 -0.0189965 0.00108591 -0.0442396 -0.0712349 -0.195132 -0.25506 -0.340347 -0.38875 -0.0068274 -0.0332698 -0.0932696 -0.22209 -0.080949 -0.483677 -0.00427452 -0.0149757 internal_count=855956 781338 676276 2890 1567 938 673386 661121 548689 291147 42084 249063 12650 6014 972 733 492 439 112432 9899 2313 398 241 296 102533 7586 shrinkage=0.0381265 Tree=141 num_leaves=27 num_cat=0 split_feature=26 9 11 28 29 7 24 14 16 7 14 22 14 27 14 6 20 32 25 11 14 26 15 17 16 25 split_gain=5.61332 6.13017 8.41897 10.6782 10.7584 9.64973 9.57521 8.98307 9.49634 14.1483 10.1627 21.0044 12.12 8.65854 9.22523 8.52844 7.05699 7.88908 7.58908 7.04111 6.78328 6.2477 6.02165 7.69764 9.44258 7.36699 threshold=7.1337613022535074 0.87025295946577852 0.61127096587622909 2036.5000000000002 0.15109526827561617 -9.4623227119445783 6.5000000000000009 36.804861709321457 101.72599055485661 -37.694238662719719 42.718778785224451 2324.2500000000005 38.266404251073148 3.5000000000000004 44.13501080247179 0.43397380646578571 0.67531174005277605 1.5000000000000002 1239.7500000000002 0.55747894769192963 21.553019935571935 0.97565398391212266 0.265342376947655 33.630790604264838 147.68271661686973 3793.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 5 21 7 16 -3 -9 10 11 -10 -13 -11 -15 20 17 -6 -18 -16 -7 -5 -4 -24 -25 -26 right_child=-2 2 22 4 6 15 -8 8 9 13 -12 12 -14 14 19 -17 18 -19 -20 -21 -22 -23 23 24 25 -27 leaf_value=-0.00049899925028570088 0.0016379266744320875 0.0004684164163213315 -0.00070897306519894434 -0.0025758519382276593 -0.015144832667004051 -0.0035303442400345122 -0.0093669899198692858 0.0081525270130813864 9.0646851679516529e-05 0.00028538033496104497 0.00083055085612761465 -0.00097524719082855082 -0.017954453456405638 -0.0045933138016551935 -0.024664327215358162 -0.00087761344428754844 0.010564260705686975 -0.00065800946595972554 0.0019548828510859094 -0.0091084341400611574 -0.01509859844447429 -0.015558599420836226 0.0006511844572975584 -0.0010180628415239824 1.4291630478487163e-05 -0.00089653284909869187 leaf_count=35228 3028 29647 17749 315 60 152 112 133 515 114 1443 88 200 136 97 473 151 612 10371 75 143 65 25610 13559 702730 13150 internal_value=0 -0.000171844 0.000384608 0.0136963 0.0396953 0.00454934 0.0452579 0.00717157 -0.0469602 -0.0599605 -0.0283952 -0.118568 -0.334842 -0.22796 -0.315105 -0.10624 0.0481689 -0.0511843 0.0545142 -0.468998 -0.239676 -0.125807 -0.000388843 3.91377e-05 -0.000559138 -6.39793e-05 internal_count=855956 852928 817700 44902 11686 33216 11306 32448 2801 2668 2246 803 288 422 308 768 11194 672 10522 172 295 380 772798 755049 729439 715880 shrinkage=0.0381265 Tree=142 num_leaves=27 num_cat=0 split_feature=20 27 13 26 24 25 21 12 14 27 4 9 4 24 27 18 25 11 21 27 25 27 4 23 11 12 split_gain=5.34913 8.9606 9.06271 14.2745 8.33375 8.33023 8.26509 10.5082 7.97167 8.23778 7.65496 8.57647 7.14211 9.80859 6.92706 6.14936 6.75988 6.25247 6.09217 15.6946 15.1127 12.6498 25.1247 14.6311 9.89171 9.74319 threshold=1.1167078404117781 32.500000000000007 31.033401955169321 0.7656308873398644 14.500000000000002 426.25000000000006 6.5000000000000009 117.7045814642449 22.825224878596778 26.500000000000004 27.860525131225589 0.97253026729120329 48.024633407592781 11.500000000000002 40.500000000000007 4.5000000000000009 527.25000000000011 0.56458578431372552 9.5000000000000018 49.500000000000007 1031.2500000000002 22.500000000000004 57.164020538330085 4.0008431686162078 0.89333786231884071 67.488329701443533 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 4 3 -3 6 -5 12 -8 9 -9 15 -12 -2 -14 -13 17 -17 -4 19 21 25 -1 -23 -24 -22 -20 right_child=1 2 10 5 -6 -7 7 8 -10 -11 11 14 13 -15 -16 16 -18 -19 20 -21 24 22 23 -25 -26 -27 leaf_value=7.449521160577145e-05 -0.00010239301311976867 0.0051872703743431397 -0.019969632807543342 -0.021790417098000198 0.00049807733232044675 -0.0063943402485270263 -0.00049475359666879902 -0.0057821779229170981 -0.0021822060840169049 -0.0227176965693805 -0.0019643967155925628 -0.005736477864759287 -0.0020921757650769002 -0.015016389130232862 -0.018528115665917885 -5.8295038261042551e-05 -0.0062986319904156911 -5.8103552526670422e-05 -0.001091425351076594 -0.017792800302068021 -0.0032882602748072706 -0.00037951602753719896 -0.024654414375522925 -0.0016372114932615282 -0.020797186698510446 0.00060219286516138924 leaf_count=582170 73754 154 23 56 23849 582 9593 452 3407 46 1105 238 1039 93 83 485 526 6964 5440 72 120 91987 98 68 77 53475 internal_value=0 -0.00610576 -0.0344595 -0.1372 -0.00352486 -0.203159 -0.00800105 -0.0307784 -0.07451 -0.192688 -0.0258251 -0.0933222 -0.0038955 -0.0827239 -0.23721 -0.0137907 -0.0866851 -0.00324312 0.00103407 0.000180839 0.0107683 0.000230687 -0.0106556 -0.399347 -0.265743 0.0116929 internal_count=855956 122449 10216 792 112233 638 88384 13498 3905 498 9424 1426 74886 1132 321 7998 1011 6987 733507 674395 59112 674323 92153 166 197 58915 shrinkage=0.0381265 Tree=143 num_leaves=27 num_cat=0 split_feature=18 2 30 29 30 11 11 27 15 23 29 11 4 12 1 22 26 26 11 29 22 22 11 26 26 26 split_gain=5.25631 5.30742 5.70883 14.9059 13.974 7.52066 6.56636 6.50236 6.33027 8.75537 9.12743 10.0089 7.75674 8.27524 7.73773 7.46582 7.39161 6.44186 6.73441 6.47327 6.0914 17.3282 11.8383 8.7984 15.0729 8.77214 threshold=6.5000000000000009 72.30217391304349 1.0000000180025095e-35 1.7224276095196445 2.5000000000000004 0.93816496887379752 0.79412627220976384 13.500000000000002 0.265342376947655 0.29109039563897948 0.08549018351737063 0.79295132374400679 5.0068871974945077 61.331475451951142 1233.5000000000002 728.25000000000011 0.5396900411078106 0.17521705814869751 0.78254823101577931 0.17553885421336071 2131.2500000000005 2791.5000000000005 0.6595301757066464 1.1268427129572414 0.94841599978871205 0.23521168762501191 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 6 7 8 -4 -5 20 12 11 -11 -10 15 -15 -14 17 19 -19 -12 25 22 -22 24 -24 -1 right_child=-2 -3 3 4 -6 -7 -8 -9 9 10 16 -13 13 14 -16 -17 -18 18 -20 -21 21 -23 23 -25 -26 -27 leaf_value=-0.0034266629103704171 0.0042451647508173398 0.00027046863873624906 0.00011209381249320989 -0.0017994565500776996 0.00015344239916622313 0.00075254597207315057 -0.00054793294668106871 -0.0042713740583248073 -0.0032531401803536325 -0.0073641516134852611 4.4690440139045694e-05 0.0012427152856666834 0.00093965248104755836 -0.0012061510669399375 0.0063143457226088693 0.0032266906501569994 2.3077027381322103e-05 -0.001137432193161653 -0.00018886118897627698 0.0068507620766650769 0.0017336569544525089 -0.00038871340438785139 -0.0023119565558158447 -0.0049208383096235537 -0.019839318153839172 0.00018473821591180245 leaf_count=1180 424 93305 56495 4103 3878 19099 35792 2483 590 506 494 321 5563 2508 216 3309 569858 16902 30534 345 164 1575 106 285 218 5703 internal_value=0 -2.49221e-05 -0.000896355 -0.00782962 -0.0435987 0.000183897 -0.00377393 -0.0716405 -0.000399301 -1.90651e-05 -0.000541668 -0.105528 0.0265253 0.0322162 -0.0159944 0.0470185 -0.000401207 -0.0122821 -0.0138184 0.0745774 -0.0263969 -0.0703788 -0.193004 -0.257223 -0.369954 -0.0113934 internal_count=855956 855532 762227 102751 10464 659476 92287 6586 640377 631146 618960 827 12186 11596 2724 8872 618133 48275 47436 839 9231 2348 773 609 324 6883 shrinkage=0.0381265 Tree=144 num_leaves=27 num_cat=0 split_feature=11 7 9 17 27 22 24 17 11 12 22 24 28 28 24 27 17 5 1 20 20 28 8 29 14 20 split_gain=5.02741 7.10553 7.16774 8.89268 9.48867 8.12033 6.75512 6.58881 7.2732 7.47135 6.63691 5.93562 5.69153 6.00084 9.28662 5.66781 5.54293 7.82025 7.10451 8.9215 14.6354 9.81626 6.29633 6.35186 6.23202 5.52671 threshold=0.87615919905974093 -8.1301016807556135 0.96552936611862861 65.587686066954333 22.500000000000004 622.25000000000011 11.500000000000002 63.735116793985149 0.57726527959086116 54.245689014324235 281.50000000000006 15.500000000000002 608.25000000000011 374.75000000000006 4.5000000000000009 8.5000000000000018 49.729595109777648 44.680036544799812 1051.5000000000002 0.97395131401617263 0.87454099266936647 1139.2500000000002 3804.5000000000005 0.85464607176312468 35.545498494927877 1.0261418042394264 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 -6 10 -9 -10 12 -11 13 14 -3 -15 17 18 -2 20 -20 -22 -18 -24 -23 -21 right_child=16 7 3 -5 5 -7 -8 8 9 11 -12 -13 -14 15 -16 -17 22 -19 19 25 21 24 23 -25 -26 -27 leaf_value=-3.8570654966155535e-05 -4.7597567030910891e-05 0.00028398226185788824 0.00041604369041284723 0.0014837250759991798 -0.01017333428643177 1.3620645334974769e-05 -0.0018008227515253605 0.0028172678454289604 0.0031076998353242466 -0.0023182168721526102 -0.00011322644253584161 0.00069449490510601686 -0.0039574320558280474 -0.0018955307356316533 -0.0050788611675531628 0.001835099017469188 0.00055787924600481174 0.00058841533998368087 -0.00054871529690967054 0.00014875159157388395 0.0021251206962719944 -0.027439170981850995 -0.02078343323042009 -0.0030871824292036778 -0.0037847972351520774 -0.003274121499980152 leaf_count=183439 105901 913 68906 9446 145 7191 4128 601 472 6045 381394 1128 1063 970 966 1519 47649 30673 165 1705 29 85 34 222 20 1147 internal_value=0 -0.00134854 0.0025721 0.00989151 0.00648024 -0.0201586 -0.0546847 -0.0040603 -0.0320309 -0.0403579 -0.00346404 -0.0483771 -0.0381755 -0.0222057 -0.064865 0.00999876 0.0045095 0.00132698 -0.00264069 -0.0494332 -0.21377 -0.459272 0.013792 -0.142616 -0.601513 -0.0322043 internal_count=855956 668326 273255 89816 80370 11464 4273 395071 8246 7645 386825 7173 5431 4368 1879 2489 187630 139725 109052 3151 299 134 47905 256 105 2852 shrinkage=0.0381265 Tree=145 num_leaves=27 num_cat=0 split_feature=26 9 13 11 28 16 21 13 1 11 23 20 23 6 27 29 4 12 30 8 27 28 20 6 23 25 split_gain=5.34772 5.05997 10.7954 7.91605 10.2027 6.79114 8.14103 14.03 8.19767 11.7016 8.04511 7.33865 6.72977 6.65133 6.55392 10.9022 6.37944 10.6141 6.61862 6.23941 6.20409 7.49874 8.22291 7.82463 7.03834 6.65394 threshold=7.1337613022535074 0.95420145339058826 70.774163939287845 0.70335531341723312 8138.0000000000009 228.22189095777807 2.5000000000000004 56.567248055289475 1051.5000000000002 0.78836594069152222 1.6793077194369117 1.4310872861351851 0.68572496861896759 0.87912090532368936 9.5000000000000018 4.1059618991215094 12.952370643615724 78.745689014324242 1.0000000180025095e-35 82.500000000000014 15.500000000000002 1504.2500000000002 0.80762683255477119 0.40816325815654303 0.84793090806149973 386.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 4 -3 6 10 -8 11 -10 20 -9 -4 14 -5 16 17 18 19 -16 21 22 -1 25 -22 -24 right_child=-2 2 12 13 -6 -7 7 8 9 -11 -12 -13 -14 -15 15 -17 -18 -19 -20 -21 24 -23 23 -25 -26 -27 leaf_value=-0.00084536095164004701 0.0015999244810440494 0.00046173548245563096 0.0036491996852731231 -0.00025313802161154039 -0.0084345245610869049 9.5510763750215102e-05 -0.00031831301914011216 -0.0030287451767971995 -0.0018239627316535719 0.00088196634016616138 0.0033602011286699837 -0.010212331425114953 0.00063463067787592582 -0.00032825082224581076 -0.0036428153630440785 -0.01806301414229388 6.7692237560589366e-05 0.0037232179392784302 -0.0007594125718544633 0.0010847395372697891 0.0013167295803695571 -0.00045039095768241953 -0.0063206804272096387 0.0013369495603529908 -0.0052013457256086934 -0.00017813962573693328 leaf_count=4724 3011 58094 1117 94515 188 93123 85590 1573 10850 2956 1080 238 29670 92766 419 48 318567 1631 4472 12892 375 19374 278 14440 673 3292 internal_value=0 -0.000254081 0.00126367 0.000300877 0.011358 -0.00416274 -0.00843196 -0.0133782 -0.0409419 -0.0326439 0.0028845 -0.104201 0.0195141 -0.000925882 0.000721998 0.0027803 0.00284798 0.020447 0.0133658 0.0245479 0.000751115 0.00264266 0.0149619 0.0247022 -0.07525 -0.0172181 internal_count=855956 852945 614379 583592 58282 238566 145443 101207 15617 13806 44236 1811 30787 525310 432544 338029 337981 19414 17783 13311 43156 42108 22734 18010 1048 3570 shrinkage=0.0381265 Tree=146 num_leaves=27 num_cat=0 split_feature=18 0 9 1 21 21 22 18 19 13 27 22 17 6 4 8 16 16 18 17 28 15 5 7 17 16 split_gain=5.03974 4.88844 5.87973 7.42417 9.17142 6.84668 10.242 7.61355 7.68286 9.04723 9.60974 9.33315 6.68304 6.20985 6.06326 6.65152 6.01646 5.60767 5.78317 5.46512 5.39464 5.29017 5.78905 6.14864 5.22674 5.76436 threshold=6.5000000000000009 17.500000000000004 0.96278568679380161 859.50000000000011 2.5000000000000004 1.5000000000000002 2224.5000000000005 1.5000000000000002 2302.5000000000005 72.531044917877409 39.500000000000007 1168.7500000000002 47.785460413902165 0.24035970505419682 49.003477096557624 9932.5000000000018 219.90044016386301 101.72599055485661 2.5000000000000004 54.303313696006306 1185.7500000000002 0.688591407379881 86.992900848388686 -89.940933227539048 53.503685104451087 210.04880057143995 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 4 -4 13 7 -7 9 11 -11 -9 -6 14 15 -3 24 -5 -19 -20 -18 -15 -23 -24 -14 -26 right_child=-2 2 3 17 12 6 -8 8 -10 10 -12 -13 16 21 -16 -17 20 18 19 -21 -22 22 23 -25 25 -27 leaf_value=0.0001416542302725873 0.0041990301419011465 -0.0019883410415405603 -0.00060244951936213773 0.0043573499108123231 -0.00027925973853033727 0.00011838038031797515 -0.0012281905104834267 -0.00038248909474451715 -0.0045885540922214882 0.0016945807100547051 -0.016648719029304079 -0.002334522592500581 -0.00022189964938155687 0.0006448705545841763 0.002507287218422527 -0.014655736998268488 0.00057380074015699826 0.00015578900699420354 0.00058289169424083332 0.0021968150110682639 -0.0046437651809106348 0.00045983208140590521 -0.014054712145322633 -0.0014291857634689072 5.1057697805075708e-05 0.00079633631109891098 leaf_count=241874 415 2142 38946 506 75876 61423 16091 103751 636 3599 42 3687 66863 26964 451 62 43016 61699 14031 3897 290 4248 57 3438 62017 19935 internal_value=0 -9.20945e-05 -0.00159279 0.000775501 -0.0014622 -0.00563845 -0.00808098 -0.00583816 -0.0107552 -0.0101277 0.0388965 -0.0117891 0.000621597 0.00673234 -0.0398801 -0.0614975 0.00375984 0.00934685 0.00867999 0.0244898 0.0141335 0.0102981 -0.0127409 -0.0428861 0.000741045 0.00609414 internal_count=855956 855541 613667 387076 306943 226591 189229 173138 111715 111079 3641 107438 267997 37362 2655 2204 192121 80133 79627 17928 43306 34707 7743 3495 148815 81952 shrinkage=0.0381265 Tree=147 num_leaves=27 num_cat=0 split_feature=20 27 15 22 4 24 28 30 27 21 27 25 27 4 22 22 11 12 26 20 13 30 27 7 7 21 split_gain=4.80592 8.05048 22.6228 9.00358 6.98664 7.11264 6.41134 6.29006 6.3247 5.87576 14.077 13.6743 12.4432 25.6165 14.0756 12.5539 9.16348 8.58791 9.67032 8.47268 9.44102 8.02732 8.62069 11.1898 11.6135 10.9274 threshold=1.0896762120208934 45.500000000000007 0.70800781304053395 518.75000000000011 48.024633407592781 11.500000000000002 534.25000000000011 1.0000000180025095e-35 31.500000000000004 9.5000000000000018 49.500000000000007 1031.2500000000002 22.500000000000004 57.164020538330085 1150.2500000000002 475.25000000000006 0.89454319873674726 67.488329701443533 0.67925955527645365 0.69567209978878586 24.82307996617536 2.5000000000000004 6.5000000000000009 -89.940933227539048 -1.0000000180025095e-35 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 4 -3 -4 7 -6 -5 -2 -9 10 12 17 19 15 -15 -14 -13 18 -11 -1 -21 22 23 -22 25 -25 right_child=1 2 3 6 5 -7 -8 8 -10 11 -12 16 13 14 -16 -17 -18 -19 -20 20 21 -23 -24 24 -26 -27 leaf_value=-0.00029161519654309821 -6.9727991377209429e-05 -4.8605838071766857e-05 -0.0026945974547920538 -0.023013976382066773 -0.0021311528482192894 -0.012153989836697911 -0.010355133668004012 -0.00074923820265522729 -0.0042793974915689972 -0.00062810011007255365 -0.01651313749210288 -0.0030613648775048791 -0.0017806716810129474 -0.00081129261984780212 -0.023839243621019149 -0.00023852472421064292 -0.020162072790499422 0.00059512232350277796 -0.0079416976958639057 -0.00048638695939382133 -0.0017186716528734816 0.00078695261491846277 0.00023605716645249333 0.00039760255351713473 -0.00052263888346979783 -0.002090455525768828 leaf_count=80454 124997 1304 184 75 1059 114 259 11356 789 5128 75 116 8484 61 105 80297 75 51147 277 33582 6270 29256 315212 57419 45175 2686 internal_value=0 -0.00546708 -0.0715052 -0.248301 -0.00459717 -0.0814457 -0.346155 -0.00393987 -0.0256665 0.000936694 9.6037e-05 0.010701 0.00014534 -0.0108552 -0.40332 -0.0101214 -0.256418 0.0116032 -0.0263049 0.00186179 0.0034246 0.00461625 0.00351773 -0.00403745 -0.00159325 0.00751223 internal_count=855956 140137 1822 518 138315 1173 334 137142 12145 715819 659076 56743 659001 88947 166 88781 191 56552 5405 570054 489600 456018 426762 111550 105280 60105 shrinkage=0.0381265 Tree=148 num_leaves=27 num_cat=0 split_feature=0 27 9 8 21 17 26 26 31 27 13 26 4 14 1 22 23 24 27 11 27 24 1 10 11 17 split_gain=4.80455 6.09275 5.47543 6.79572 8.15631 5.75704 5.48932 6.77395 7.0047 8.53942 6.64705 6.14253 6.00287 5.89894 5.67245 9.82861 8.38862 8.02213 7.49782 6.25828 6.29703 11.2249 8.54959 5.78182 5.458 4.93861 threshold=22.000000000000004 58.500000000000007 0.96536228713737648 889.50000000000011 2.5000000000000004 47.01136668017903 7.1337613022535074 1.4033471394702746 1.5000000000000002 14.500000000000002 381.95853718247361 0.92331290688941092 83.002536773681655 22.195712682407553 8567.5000000000018 8343.5000000000018 1.7476978910777385 3.5000000000000004 3.5000000000000004 0.61538931068321301 5.5000000000000009 3.5000000000000004 11032.500000000002 0.74299252333106014 0.87987500487500503 54.303313696006306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 4 -4 -6 7 11 14 10 -10 -2 -11 -13 17 16 18 -9 -16 -17 -21 22 -22 -20 -7 -5 right_child=1 -3 3 25 5 24 -8 8 9 12 -12 13 -14 -15 15 19 -18 -19 23 20 21 -23 -24 -25 -26 -27 leaf_value=0.00011595059442007699 -0.00039383808557955243 -0.0068100783335501318 -0.00061497263838634572 0.00022273645759777813 -0.00033862555131812202 1.4680407782159266e-05 0.001934858219279724 0.0015147471576085021 -0.00064111305896761227 -0.0027182269074003231 -0.01348413333395519 -0.0005114460290687932 -0.017039979984168854 0.00019778993048524403 -0.003569387596083586 0.0011201940255893641 -0.00099672223621202131 -0.00045181599927881204 1.9535396930790667e-05 -0.0017621997377209966 -0.027138631262774354 0.00011875742922070989 -0.00033786384003267042 -0.02127021509507027 0.00052523792068446759 0.0010825296506073343 leaf_count=310222 75451 195 33033 51535 49003 136150 1715 3468 8226 3996 59 21313 43 85165 85 923 156 23098 22 647 62 81 24 118 39200 11966 internal_value=0 -0.00188741 -0.00182424 0.000826552 -0.00145925 0.000700788 -0.00561056 -0.00604411 -0.0176545 -0.0375936 -0.0192143 -0.00342706 -0.0752941 0.00146425 -0.00908774 -0.0588919 -0.204344 -0.00511706 -0.327897 -0.0269878 -0.0909048 -0.264026 -0.515635 -0.470137 0.00337868 0.0100915 internal_count=855956 545734 545539 320887 257386 224353 224652 222937 41008 12324 8285 181929 4039 106478 28684 2118 381 26566 225 1737 814 167 86 140 175350 63501 shrinkage=0.0381265 Tree=149 num_leaves=27 num_cat=0 split_feature=11 27 21 0 16 16 5 9 31 27 7 17 16 13 19 16 27 7 6 11 17 25 7 24 14 9 split_gain=4.7767 5.02326 5.19013 6.4767 4.97111 7.68317 8.72809 9.25593 6.82947 6.12332 7.78603 5.72372 6.71252 8.52678 6.53091 6.67318 5.89989 7.80517 11.4759 7.42543 6.87775 6.66637 10.3046 6.10615 16.1245 13.235 threshold=0.91225883995037227 55.500000000000007 17.500000000000004 40.500000000000007 147.68271661686973 101.72599055485661 75.023876190185561 0.9520701344614193 1.5000000000000002 4.5000000000000009 -53.726764678955071 36.592053428149235 222.57972902683727 42.399518400435689 5179.0000000000009 170.18329241504071 7.5000000000000009 -1.0000000180025095e-35 0.51219512308587101 0.72620524636653683 63.735116793985149 243.50000000000003 -11.309931755065916 2.5000000000000004 20.527938394018722 0.90765360871596135 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 6 7 -1 -8 -9 -11 12 13 -6 15 -15 17 -13 19 23 -20 22 -18 -19 -25 -26 right_child=-2 2 -4 -5 11 -7 8 9 -10 10 -12 16 -14 14 -16 -17 21 18 20 -21 -22 -23 -24 24 25 -27 leaf_value=-0.0024605223401814365 0.00029336567871668531 0.00049211656032879737 -0.0091587196245796233 -0.011543096965786981 0.00075964802887324063 -0.00086984282330144851 0.0047705556723439142 -0.0014961834076040227 -0.00093317870599164102 0.010018268332828041 0.0016596587329496208 -1.3958181316247919e-05 0.0001567343195832534 0.0023074990327387672 -0.0016215814628724031 0.0073533441247169169 0.0019422139504355696 -0.0015330604540481781 -0.0002322520211295912 -0.0010726594559541793 -0.0035811484982558595 2.8031200681603622e-05 -0.005749159265769104 -0.00098078957984264236 -0.0039492752352756179 -0.013831037304495341 leaf_count=1452 74649 417 167 77 8408 20129 1116 460 420 226 572 81589 33593 829 289 705 398 1599 43728 10069 910 571893 696 776 408 381 internal_value=0 -0.000678185 -0.0878163 -0.0362954 -0.000604402 -0.0146605 0.0239956 -0.0101378 0.0842181 0.052649 0.105619 -0.000151366 0.0109409 0.0333669 0.0953662 0.121346 -0.000833673 -0.00666669 -0.0155495 -0.041413 -0.00788227 0.000586032 -0.0774007 -0.0836707 -0.128076 -0.228741 internal_count=855956 781307 661 494 780646 24375 4246 2710 1536 1258 798 756271 43824 10231 1823 1534 712447 139460 57871 13233 44638 572987 1094 3164 1565 789 shrinkage=0.0381265 Tree=150 num_leaves=27 num_cat=0 split_feature=0 21 8 28 21 9 22 6 5 28 21 28 24 11 5 4 8 16 28 20 24 4 24 7 24 28 split_gain=4.75503 5.92999 7.26085 4.76866 6.60606 6.06938 5.7447 5.41105 5.61025 4.87647 4.56207 5.47117 5.60571 6.27625 4.35099 12.3993 9.59223 12.6608 8.5734 5.89295 4.30185 7.51437 4.27048 6.48654 4.13214 4.04779 threshold=35.000000000000007 15.500000000000002 658.50000000000011 742.25000000000011 3.5000000000000004 0.96159640775355271 1284.2500000000002 0.68965517833030721 36.25378608703614 422.25000000000006 1.5000000000000002 656.25000000000011 2.5000000000000004 0.76113515799424125 278.14022827148443 50.00123596191407 34544.000000000007 233.04731371554854 27508.250000000004 0.99999189902950392 16.500000000000004 31.506705284118656 6.5000000000000009 -83.275051116943345 10.500000000000002 963.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 3 -3 4 6 -6 10 22 9 -9 -2 24 13 -13 16 18 25 -18 -16 -17 -5 -22 23 -7 -12 -1 right_child=1 2 -4 20 5 7 -8 8 -10 -11 11 12 -14 -15 15 19 17 -19 -20 -21 21 -23 -24 -25 -26 -27 leaf_value=0.00011341655675206547 -0.0017860915973668605 -0.0047252273173950263 0.0011877176429049975 2.0339173889032899e-05 -0.00060648603122887175 -0.0066194249953120026 0.00099186072351049848 -0.002760111326853287 -0.001998793735616853 -8.7144757148000754e-05 -0.00041472625621508406 0.0012205316635173554 -0.0011418409208257456 -0.0087931985160681764 -0.012815874996020689 0.0061019164865394777 -0.016111186384960882 -0.0019548709756265254 0.0061396482366367676 0.0013215503330107621 0.0014041715834387904 -0.0039374113590420878 0.00042309691585524969 -0.00049925604422512129 0.0016460492049654365 -0.00016432480263614972 leaf_count=444920 5357 864 464 125344 27546 286 2957 1009 2434 59369 24510 133 10372 288 141 430 117 427 46 2923 5777 410 44171 2101 1501 92059 internal_value=0 -0.00306608 -0.0697483 -0.00278367 -0.00609859 -0.00264045 -0.0165927 0.000700931 -0.00535481 -0.00345727 -0.0195811 -0.0156125 -0.0345403 -0.147659 0.00182153 0.0367651 0.0015914 -0.13113 -0.213841 0.0507416 0.00180405 0.027545 0.00887082 -0.0323279 -0.00775855 0.00172586 internal_count=855956 314893 1328 313565 182034 136916 45118 109370 62812 60378 42161 36804 10793 421 541063 3540 537523 544 187 3353 131531 6187 46558 2387 26011 536979 shrinkage=0.0381265 Tree=151 num_leaves=27 num_cat=0 split_feature=17 16 5 16 17 5 14 19 16 1 17 4 18 25 27 9 7 23 5 24 19 21 28 19 7 28 split_gain=4.67731 5.81718 7.73684 5.47112 7.25077 5.38774 8.25096 6.74373 6.69761 9.25517 5.52022 5.30458 4.57078 4.38054 11.7256 9.86303 8.72574 18.9972 25.6131 10.818 7.01896 6.99222 6.92159 6.90562 6.22999 6.52407 threshold=35.116884988212099 164.68318077803207 111.485164642334 101.72599055485661 93.100922454495773 309.42562866210943 177.04041391698925 6189.5000000000009 226.30457334421124 30056.000000000004 48.777663495918418 83.002536773681655 6.5000000000000009 5737.7500000000009 2.5000000000000004 0.96571531680156741 -64.274669647216783 0.59072708598137791 136.10260772705081 2.5000000000000004 9147.5000000000018 1.5000000000000002 18980.750000000004 1192.2500000000002 -76.41451263427733 13532.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 11 -4 -5 6 12 -7 9 -8 -9 -2 13 22 23 16 17 -16 19 21 -21 -19 -3 -15 25 -20 right_child=1 5 3 4 -6 7 8 10 -10 -11 -12 -13 -14 14 15 -17 -18 18 24 20 -22 -23 -24 -25 -26 -27 leaf_value=0.00035142591997029498 -0.00052403681986658019 1.3783110183038913e-05 0.0047420819530639667 -0.0026305818424625866 0.0036577517532215727 -0.013179157993572067 0.0042134209965160284 0.00066798799661876135 -0.0011064105330044751 -0.011820631955508231 0.0050444043656899147 -0.0085849530019952592 0.0040323122569468246 -0.0099241688515262355 0.0044865557986572997 0.0013717290339938964 -0.0015083511329234127 -0.0022953244193796439 -0.0037465444363159804 -0.021539846120389127 -0.0024768640765807097 -0.019644410965067326 -0.01293627039380928 0.00084562304328022445 0.0019747339780260918 -0.018011822890065993 leaf_count=52178 42601 743511 672 562 507 41 67 1020 485 239 711 119 409 88 259 1279 4711 127 449 229 32 46 60 5234 268 52 internal_value=0 -0.000553026 -0.0116706 0.0536738 0.00922765 9.79524e-05 -3.08783e-05 0.0551742 -0.10211 -0.217956 0.0646684 -0.0143336 7.58203e-05 1.86699e-05 -0.0183426 -0.0439464 -0.0605063 -0.127996 -0.180888 -0.375118 -0.503656 -0.181196 0.000334102 0.0175086 -0.07127 -0.137101 internal_count=855956 803778 44461 1741 1069 759317 757545 1772 791 306 1731 42720 756754 756345 12774 7452 6173 1462 1203 434 261 173 743571 5322 769 501 shrinkage=0.0381265 Tree=152 num_leaves=27 num_cat=0 split_feature=17 16 5 11 9 11 21 6 14 14 1 4 27 11 10 13 12 18 17 31 29 6 28 27 28 23 split_gain=4.47925 4.9547 9.74334 6.36241 4.69941 4.58642 5.35052 4.39604 4.45448 4.31618 14.3309 8.80277 16.548 9.85473 8.84891 4.87059 5.41394 4.21976 4.21549 4.14246 4.93084 6.35249 6.0351 4.10566 7.87714 7.4709 threshold=34.060190696566103 147.68271661686973 111.485164642334 0.62684355874011055 0.82608827428438902 0.88564889199138686 2.5000000000000004 0.32261639479663934 139.83537942186658 50.626351364439067 8567.5000000000018 38.688570022583015 1.5000000000000002 0.61538931068321301 0.96629921243516714 174.2440367106762 386.01576464628801 6.5000000000000009 101.17837365743833 2.5000000000000004 1.5915242283745215 0.76923077369198678 3019.2500000000005 6.5000000000000009 298.50000000000006 1.4543578621157913 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 5 4 18 -2 -7 8 9 10 11 15 -13 14 -14 16 -1 23 -4 -9 -21 -22 -23 25 -25 -3 right_child=1 17 3 -5 -6 6 -8 19 -10 -11 -12 12 13 -15 -16 -17 -18 -19 -20 20 21 22 -24 24 -26 -27 leaf_value=-0.00023251762263673892 -0.0010094753604863727 -0.00028967798718224519 -0.0047771982232681373 -0.0029429894384990938 0.005718546239887148 -0.0017217449333485559 0.0054322572665663517 0.00070479652340158655 -0.0061086102051732477 0.0015261623495367975 -0.01237875177892234 -0.025347640366497413 0.0001957082727628372 0.001738229374911687 -0.025491970350328477 0.005651136847475184 -0.019628548998564851 0.0038591518227580417 0.005098128630313053 -0.00024415945375339334 -0.0011399461531888442 -0.0026887507381388991 -0.020656856746660974 -0.0030078226222977327 3.3791208716401891e-05 0.0008280419496211319 leaf_count=5425 16095 118496 140 233 692 268 351 31043 196 1527 150 56 35 205 44 207 21 410 114 3125 190 49 61 1240 666202 9381 internal_value=0 -0.000574194 -0.0170307 0.0708302 0.107288 -0.0232284 0.0612405 0.00997629 -0.011355 -0.00755091 -0.0193781 -0.0117367 -0.168011 -0.0700467 -0.370119 -0.00233761 -0.00806026 -0.000204147 -0.00904791 0.0148443 -0.0181601 -0.14062 -0.331866 -0.000256433 0.00073808 -0.0054472 internal_count=855956 813622 17893 1179 946 16714 619 42334 7866 7670 6143 5993 340 284 79 5653 5446 795729 254 34468 3425 300 110 795319 667442 127877 shrinkage=0.0381265 Tree=153 num_leaves=27 num_cat=0 split_feature=20 18 13 4 30 14 29 17 21 22 21 25 11 18 25 22 25 1 6 22 10 23 29 11 29 12 split_gain=4.49304 6.66185 6.77445 6.72079 5.15722 6.68063 5.69088 5.41446 5.02876 10.5375 4.97357 12.831 9.82272 8.62953 11.8965 6.04685 14.5568 6.88087 5.71826 5.65916 8.04612 5.18872 8.73008 11.4532 7.17767 7.72075 threshold=1.1167078404117781 4.5000000000000009 32.264401919856958 48.024633407592781 1.0000000180025095e-35 36.169643925058914 1.8705700737151554 52.451414021633738 5.5000000000000009 605.25000000000011 9.5000000000000018 1031.2500000000002 0.89333786231884071 3.5000000000000004 413.25000000000006 657.75000000000011 608.25000000000011 607.50000000000011 0.58823529589904944 503.75000000000006 0.69517215012853362 0.94809561205457948 0.08549018351737063 0.79295132374400679 4.1059618991215094 162.7903679018718 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 3 -3 4 6 8 -2 -8 -6 -10 21 13 -13 -12 18 16 17 -16 -15 20 -18 24 23 -23 25 -1 right_child=1 2 -4 -5 5 -7 7 -9 9 -11 11 12 -14 14 15 -17 19 -19 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-8.7187742006371064e-05 -0.00014879638930197876 -0.0082844244850684475 -0.0015610992676763935 -0.0030519569168001009 8.98977149082434e-05 -0.0038924041600546205 0.00037951419852035837 0.0027973328401205014 0.00031311735305857935 -0.0034428957498540288 0.00069498135482512046 -0.002425283382051115 -0.01973799194408166 0.0019665229300412233 0.00041252088078925646 0.00129523547155394 0.00059327513175167325 -0.0027143384867277633 -0.0095386702689287308 -0.0026759584367541884 -0.018502412759355134 -0.0069624886000239248 0.00010010861833867133 0.00170925450617388 0.0036733461391362842 -0.0010083418173498025 leaf_count=265893 100469 248 1792 1174 5861 1008 5928 1742 2108 2239 41783 120 79 80 9745 3287 54 1143 292 2473 79 570 392786 362 722 13919 internal_value=0 -0.00571501 -0.062383 -0.00475589 -0.0040153 -0.0244261 -0.00189832 0.024357 -0.0167569 -0.0425291 0.000825908 0.0096193 -0.243877 0.0104752 -0.00841046 -0.00448942 -0.0138582 0.00221026 -0.185289 -0.0809933 -0.281937 5.4687e-05 0.00239632 -0.0942725 -0.0032317 -0.00348864 internal_count=855956 122569 2040 120529 119355 11216 108139 7670 10208 4347 733387 59135 199 58936 17153 16781 13494 10888 372 2606 133 674252 393718 932 280534 279812 shrinkage=0.0381265 Tree=154 num_leaves=27 num_cat=0 split_feature=20 27 10 27 20 4 29 18 17 28 5 20 4 1 9 11 10 13 1 21 4 13 18 27 11 12 split_gain=4.51643 7.49142 9.53403 16.3974 8.58792 11.1166 7.24415 7.0417 13.5247 11.1468 8.86148 7.93839 7.6185 8.50368 7.52262 9.56863 6.99756 8.37841 7.93871 6.96343 6.84631 6.84375 6.16816 6.5855 8.70828 7.05338 threshold=1.0738858942505811 31.500000000000004 0.68489935476748975 44.500000000000007 1.2873652252107874 20.506096839904789 0.83764474950448997 2.5000000000000004 73.766913313237524 973.75000000000011 21.995162010192875 1.654990521598851 20.999998092651371 1628.5000000000002 0.87025295946577852 0.76683294355708165 0.82949848421930594 34.936135804512126 1111.5000000000002 16.500000000000004 24.697480201721195 50.278253692357673 4.5000000000000009 36.500000000000007 0.57726527959086116 106.38782463805519 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 7 3 4 -3 6 -6 8 11 10 -9 12 13 -2 15 -13 17 -12 -18 -5 -10 -7 23 -4 -25 -26 right_child=1 2 22 19 5 21 -8 9 20 -11 16 14 -14 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 24 25 -27 leaf_value=3.5047690561198487e-05 0.00033348783705561237 -0.0003518035618715349 -0.0011324796804622103 -0.011590980237162117 0.0012717811829331886 -0.0025020841535541407 -0.024637416002318457 -0.0066459987920659547 -0.012546291687464076 -0.0041613334629812112 -0.00015299128942352871 -0.0010569938819045006 -0.00061838561938750943 -0.019338676433893223 0.0019190014287619416 -0.017173538118740644 -0.00083008149219036191 0.00091613345764880413 0.0016343588126862651 -0.0018839658573977767 -0.0035714760716083109 -0.016674679245086459 -0.0028463425856323941 -0.01603373486653592 -0.00056976043742160175 0.0023302834328754688 leaf_count=704199 17487 2176 4767 385 21 756 62 269 153 841 16920 357 53550 32 3581 63 12129 28777 2253 149 642 53 1378 44 2247 2665 internal_value=0 -0.00509528 -0.0265464 -0.0712502 -0.0431015 -0.125736 -0.474265 -0.00279402 -0.00923139 0.00518734 0.00678066 -0.00785737 -0.0102973 0.00780441 0.0354826 -0.0911302 0.00759151 0.013646 -0.0116459 -0.232974 -0.138977 -0.0899787 -0.0120411 -0.00316711 0.022357 0.0263244 internal_count=855956 151757 14703 3602 3068 892 83 137054 75865 61189 60348 75070 71069 17519 4001 420 60079 45697 14382 534 795 809 11101 9723 4956 4912 shrinkage=0.0381265 Tree=155 num_leaves=27 num_cat=0 split_feature=20 27 6 22 28 25 19 11 16 27 12 16 17 18 20 11 30 20 25 7 27 28 18 19 7 23 split_gain=4.35228 7.06052 16.7162 8.68753 6.33888 7.15606 9.06082 5.21579 5.12881 5.00059 9.3603 5.08379 7.43436 9.45678 6.96337 6.50698 5.99744 5.54181 5.12365 4.81458 8.09896 10.5336 6.70761 5.98578 7.50165 5.75284 threshold=1.0712465883969844 45.500000000000007 0.68571429789989036 513.75000000000011 2133.2500000000005 1877.2500000000002 1154.2500000000002 0.85566829004329015 235.20219916529342 14.500000000000002 311.71424945612301 227.59318488529019 58.278356490183405 2.5000000000000004 1.1918073992882181 0.59829615593844487 1.5000000000000002 1.654990521598851 426.25000000000006 -1.0000000180025095e-35 6.5000000000000009 298.50000000000006 4.5000000000000009 422.25000000000006 -4.0724816322326651 0.79576413738263463 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 4 -3 -4 7 6 -6 9 -5 -2 11 12 14 15 18 16 -14 -15 -11 22 -21 -22 25 -24 -25 -1 right_child=1 2 3 8 5 -7 -8 -9 -10 10 -12 -13 13 17 -16 -17 -18 -19 -20 20 21 -23 23 24 -26 -27 leaf_value=-0.00015799225051102111 2.6925225170153828e-05 0.00019132934685612657 -0.0009958182136785385 -0.0087750955302346497 -0.0018732588818294396 -0.0016486438940850018 -0.018946903654755255 0.00019410672386911164 -0.023019934708904313 0.0031443366375722968 -0.0095001621829456737 2.3016558861564076e-05 -0.0035867541249972597 0.0020303998328180741 -0.0014647340005394358 -0.00066281097383122476 -0.015634586018136231 -0.0033474305435612448 -0.00050312779806518232 -0.0004447807918911324 -0.0051945815387190028 3.8855002168585739e-05 -0.0042834216882900299 0.0040063603665731326 -0.0020542331022572807 0.0002328372482295981 leaf_count=71414 43002 1279 233 451 94 764 87 48567 40 581 168 19124 241 3586 17978 1672 80 302 15359 61958 560 331678 185 1610 364 234579 internal_value=0 -0.00473105 -0.0637141 -0.185135 -0.00395176 -0.0855973 -0.264381 -0.00343965 -0.260595 -0.00749785 -0.0134682 -0.0127961 -0.0192349 0.0135879 -0.024926 -0.0424209 -0.172828 0.0422981 -0.00970928 0.00114521 -0.00116967 0.000787742 0.00410647 0.0596497 0.075769 0.00371458 internal_count=855956 153608 2003 724 151605 945 181 150660 491 102093 59091 58923 39799 5881 33918 1993 321 3888 15940 702348 394196 332238 308152 2159 1974 305993 shrinkage=0.0381265 Tree=156 num_leaves=27 num_cat=0 split_feature=0 28 24 17 4 8 13 25 12 4 6 15 29 26 14 22 28 26 12 29 0 5 21 30 25 24 split_gain=4.46496 4.9391 7.15091 10.638 9.17385 5.18987 4.84341 5.28874 5.26055 4.7755 6.01696 6.71761 7.54484 8.16216 6.06827 5.8028 5.58036 5.47207 5.4314 4.95035 4.69767 4.6594 4.54354 4.48825 4.29693 8.16685 threshold=13.500000000000002 696.25000000000011 15.500000000000002 57.651439459460725 30.000034332275394 2815.5000000000005 29.562225936314544 458.25000000000006 59.230970388562802 26.61400127410889 0.86956523150034459 0.54757138345790035 0.71980055387901609 0.23521168762501191 22.564852954307622 190.75000000000003 620.25000000000011 0.45724927115638353 60.334523779156079 2.4134206733791799 48.000000000000007 44.000011444091804 6.5000000000000009 1.0000000180025095e-35 1189.2500000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 6 4 -4 9 8 -8 -3 10 11 12 13 18 17 -12 -15 -14 -2 -19 -11 -6 -21 -23 -9 -26 right_child=1 2 3 -5 21 -7 7 24 -10 20 15 -13 14 16 -16 -17 -18 19 -20 22 -22 23 -24 -25 25 -27 leaf_value=0.00017581438811116684 -0.00080788520831994066 0.00021695689056616023 0.00047163625539280038 0.002166946611180001 -0.0012730671236621423 0.0014104172580326202 -0.0038711388248015314 0.00020490353714636128 -0.00077535708550742705 -0.0003407910149355791 -0.0086438179796294572 7.9155551814335284e-05 -0.013805924858047323 0.0013251955983762176 0.000140733677415133 -0.00045221159496091414 -0.00053093260265149524 -0.00075764825291273913 -0.0073767211623430012 -0.0038707555297528388 -0.0014058356490295777 -0.0031809412562466056 -0.017926993789023508 -0.011486183154453069 0.00059537010646291424 -0.00028652329070798737 leaf_count=173249 3892 12154 22159 5406 867 3130 494 152001 21509 29002 126 205438 47 9186 13077 53720 3166 40127 192 181 7597 259 41 149 18868 79919 internal_value=0 -0.00107302 0.00184345 0.0168488 0.00762425 -0.00355362 0.000324719 0.00183372 -0.0109395 -0.00390057 -0.0026958 -0.000805202 -0.00927242 0.00946577 -0.015032 -0.0123636 0.0222796 -0.0210931 -0.0292895 -0.0206958 -0.0147369 -0.0748603 -0.169612 -0.162983 0.00203734 -0.00309718 internal_count=855956 682707 313785 28840 23434 368922 284945 251282 33663 365792 329193 275347 69909 16436 53473 53846 12352 40396 4084 40349 36599 1275 222 408 250788 98787 shrinkage=0.0381265 Tree=157 num_leaves=27 num_cat=0 split_feature=9 17 6 17 2 21 22 20 7 26 0 4 13 6 11 4 22 4 28 17 22 26 19 5 7 19 split_gain=4.11219 7.83846 5.38787 5.1155 5.0027 7.77883 11.6541 7.75264 5.49741 5.05167 8.69751 5.57723 4.85769 14.7822 19.1154 12.2393 10.3436 7.8219 6.88552 6.63556 6.03364 8.27763 7.01749 5.79348 11.3171 10.0062 threshold=0.97425797979909923 67.910544024142652 0.88286400472031656 49.729595109777648 38.264912280701758 1.5000000000000002 2131.2500000000005 0.55320603405737334 -67.354396820068345 1.5860629587803503 52.500000000000007 15.999999046325685 133.28954110617272 0.26860966952721943 0.85396199136008921 23.179398536682132 5492.0000000000009 33.636322021484382 808.25000000000011 60.616497105641422 5492.0000000000009 0.99928312200223501 2508.5000000000005 55.732267379760749 -51.340192794799798 2508.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 9 8 7 -7 -6 -1 11 -11 13 14 -8 -16 -14 18 -15 23 -21 22 -22 24 25 -19 right_child=1 -3 -4 -5 5 6 12 -9 -10 10 -12 -13 16 17 15 -17 -18 19 -20 20 21 -23 -24 -25 -26 -27 leaf_value=-8.2366763992394634e-05 1.1262458313409147e-05 0.0016895897231460049 -0.0002931882985035995 0.00040537882456613214 -0.00035723696629002432 -0.0023333099614186218 -0.0018829550473873967 0.00017083856332692933 0.00089008054208264886 -0.010620793512782181 -0.0025078299267677182 -0.0003452621470062843 0.0019867086908790842 -0.0074708375035829637 -0.0047321922047846949 -0.021958874754364029 -0.0019288882371458133 -0.017623585274750598 0.0011421374283923594 -0.0047057178191828751 0.009685457143187309 0.005742288786960017 -0.0069451590918691184 -0.00067343918548684546 -0.00064067952885514166 0.0013454013045546137 leaf_count=421862 106381 4625 40866 87045 6355 1826 423 113728 26786 77 3092 27216 2146 142 99 152 1806 139 2707 1512 44 216 228 6080 346 57 internal_value=0 0.00354781 0.00274304 0.00494726 -0.00133851 0.00337849 -6.86603e-05 0.00344295 0.0170721 -0.00305732 -0.0155106 -0.00981606 -0.0252771 -0.0351866 -0.179114 -0.397736 0.00517604 -0.02673 0.018697 -0.0417405 -0.09222 0.0044609 -0.1116 -0.0264946 -0.125561 -0.317551 internal_count=855956 238917 234292 193426 617039 164792 131651 115554 33141 452247 30385 27293 16097 12145 674 251 3952 11471 2849 8622 2000 488 272 6622 542 196 shrinkage=0.0381265 Tree=158 num_leaves=27 num_cat=0 split_feature=26 9 11 28 29 7 14 16 7 14 22 14 27 14 6 24 6 25 26 20 32 14 26 27 28 14 split_gain=4.28069 4.50299 7.52174 9.09184 9.14442 8.53891 8.67447 8.20895 14.1711 9.8495 18.6169 11.1106 8.17857 7.95031 7.87944 7.53008 6.23865 6.19731 5.67547 5.64687 7.5138 5.46364 5.30991 5.14361 9.80042 7.71876 threshold=7.1337613022535074 0.87025295946577852 0.61127096587622909 2036.5000000000002 0.15109526827561617 -8.7461619377136213 36.804861709321457 158.70697291077042 -37.694238662719719 42.718778785224451 2324.2500000000005 38.266404251073148 3.5000000000000004 44.13501080247179 0.43397380646578571 6.5000000000000009 0.55263158337773011 1239.7500000000002 0.97565398391212266 0.6274902529941403 1.5000000000000002 21.553019935571935 1.0680378971744118 2.5000000000000004 3384.2500000000005 94.821174107765785 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 23 3 5 18 6 -3 -8 9 10 -9 -12 -10 -14 21 17 -15 -6 -5 20 -19 -7 -17 -1 -25 -26 right_child=-2 2 -4 4 15 14 7 8 12 -11 11 -13 13 16 -16 22 -18 19 -20 -21 -22 -23 -24 24 25 -27 leaf_value=0.00054104501018264833 0.0014360884472303936 0.00045855334916845196 -1.2516246031654888e-05 -0.0021936914331089374 0.0090633787933446629 -0.0038305403459861723 0.0059377335744904653 -8.5013308191343316e-05 -7.6973777363283631e-05 0.00079785072168147577 -0.00085843183749531355 -0.017167710166825223 -0.0049460752136888551 -0.023273144495826743 -0.0008787563008436516 -0.013479282828262891 -0.0082436248694588068 -0.014903648432425823 -0.014236474715076816 0.0018053549349029932 -0.00058519297148614891 -0.014569299591694007 0.0048970782858660869 -0.00032327331997894932 -0.0011979775094394622 -0.0044788767568655057 leaf_count=6521 3016 29590 772932 324 164 144 188 503 113 1420 87 201 128 105 479 80 65 59 69 10421 549 132 32 23692 3448 1494 internal_value=0 -7.41002e-05 0.000402293 0.012992 0.0369609 0.00453506 0.00698485 -0.046112 -0.0605848 -0.0288882 -0.118315 -0.321062 -0.231099 -0.317964 -0.100595 0.0421739 -0.459695 0.0447555 -0.112994 0.0418862 -0.051792 -0.235177 -0.215831 -0.0111561 -0.0169285 -0.0574355 internal_count=855956 852940 817785 44853 11698 33155 32400 2810 2622 2211 791 288 411 298 755 11305 170 11193 393 11029 608 276 112 35155 28634 4942 shrinkage=0.0381265 Tree=159 num_leaves=27 num_cat=0 split_feature=20 24 5 25 18 14 13 15 29 18 26 18 17 14 20 28 4 8 4 24 19 24 24 9 10 11 split_gain=3.95383 6.5994 9.08523 9.50163 7.06747 5.67355 5.3181 8.95 6.9681 5.48963 4.64961 4.6414 15.3418 10.7186 9.03005 8.27838 7.31908 7.62405 6.61911 6.12315 11.4977 8.12788 5.64904 14.8798 9.85277 7.85111 threshold=1.0738858942505811 23.500000000000004 27.651876449584964 432.25000000000006 4.5000000000000009 39.215068120204741 41.557057623930298 0.44659496075187982 1.9128304428881295 2.5000000000000004 0.56705533398092811 2.5000000000000004 73.766913313237524 18.870196552969606 1.654990521598851 973.75000000000011 20.999998092651371 1790.5000000000002 26.272787094116214 21.500000000000004 414.25000000000006 16.500000000000004 2.5000000000000004 0.94958232403281606 0.88719669050994365 0.86847510722395105 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 11 8 -8 9 -4 -7 12 14 19 16 -15 17 -2 -17 21 -21 -13 23 -18 25 -25 right_child=1 2 6 4 -6 10 7 -9 -10 -11 -12 13 -14 15 -16 18 22 -19 -20 20 -22 -23 -24 24 -26 -27 leaf_value=4.0102135468896466e-05 0.00036371335610543485 -0.019081889326672971 0.0014106765621549476 -0.0017852529757876152 -0.015502750061186423 -0.01605236777996152 -0.0040176746598861984 0.001874433635850049 -0.01616475718797938 -0.0024229342061013875 -0.0014572795386792389 -0.0029797482515428494 -0.0064660560603205675 0.00028574948318498027 0.0017374004499814473 -0.0097082877761259234 0.0043758492277209942 -0.01826262454085751 -0.0013481231993782308 0.0015426761000059015 -0.015702210230216344 0.0023915590478748158 -0.00050500942192130774 -0.006142962434535321 0.0033233934441423241 -0.016834731365701669 leaf_count=704114 18138 74 672 316 66 32 486 1637 49 2828 3747 1725 580 63524 3209 207 242 32 411 99 130 537 52488 361 114 138 internal_value=0 -0.00457441 -0.0367219 -0.17252 -0.108987 -0.00322244 -0.0258044 0.0137858 -0.0494872 -0.0442443 -0.0414638 -0.00220427 -0.00758352 0.00387481 -0.00632597 0.00637424 -0.00865467 0.00867926 -0.108806 -0.0604841 -0.216306 -0.044709 -0.014559 -0.0951888 -0.178077 -0.238674 internal_count=855956 151842 6128 456 382 145714 5672 2123 3549 3500 3779 141935 75302 66633 74722 64142 71513 18170 618 2491 229 2262 53343 855 613 499 shrinkage=0.0381265 Tree=160 num_leaves=27 num_cat=0 split_feature=15 6 17 9 29 29 1 19 28 15 31 24 9 22 19 20 24 19 14 12 17 4 24 1 12 14 split_gain=3.8846 7.26036 12.3265 9.39375 7.22345 8.42487 11.1852 9.3666 8.95758 8.91542 8.15813 7.28319 6.55094 11.3268 14.1469 6.43109 7.1421 7.35995 11.0642 8.71139 7.26014 6.62075 7.47343 6.27034 6.21532 6.60276 threshold=0.72165178260819574 0.51798558335833722 110.32522511990921 0.92905635854135182 0.17553885421336071 0.7137930316841633 869.50000000000011 1121.2500000000002 558.25000000000011 0.4426284550880179 1.5000000000000002 4.5000000000000009 0.73266951228704968 4552.5000000000009 8316.5000000000018 1.0044362298114644 3.5000000000000004 2137.5000000000005 22.825224878596778 386.01576464628801 67.910544024142652 232.50000000000003 1.5000000000000002 763.50000000000011 188.01576464628798 23.651537497521371 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 15 -5 8 7 -7 11 10 -9 -6 13 -2 -15 21 -17 18 23 -19 -20 -1 -23 -18 -10 -26 right_child=12 2 -4 4 5 6 -8 9 24 -11 -12 -13 -14 14 -16 16 17 19 20 -21 -22 22 -24 -25 25 -27 leaf_value=-0.00043273420902018164 0.0011231291431463761 0.00014379464697315071 0.0039700466254721494 -0.0010741946554712496 -0.00055667371639012381 -0.00044659593597492781 0.00026997561065676272 -0.017301748721089187 1.6247540942259572e-05 -0.00056945929866154636 -0.0019965315163466362 0.0023843523516380145 -0.00010427806612817406 -0.020521495403732389 -0.0030161591183293082 0.0034777431250574129 -0.0019305339154224916 -0.011855009369991442 0.00049512762017620211 0.0016453109440718861 -0.0086655739937997103 -0.0037713672190931732 -0.021886858380622421 -0.0062928792360187787 0.0078311753475267514 0.0013974139178922883 leaf_count=35112 292 366967 1228 8487 1535 50086 61875 135 17461 213 81 6041 299257 107 180 326 991 233 2045 99 134 192 40 927 270 1642 internal_value=0 0.00152487 0.00410622 -0.0035327 0.000149598 0.00187479 -0.00193282 -0.0129738 0.0177543 -0.160107 -0.303261 0.0469086 -0.00294066 -0.109206 -0.250286 -0.0171076 -0.0516345 -0.0621491 -0.0505448 -0.205351 -0.0017893 -0.0124625 -0.180838 -0.105935 0.00635326 0.0604815 internal_count=855956 556120 368195 187925 147826 139339 112390 50515 26949 429 216 7576 299836 579 287 40099 4755 4429 4097 332 2179 35344 232 1918 19373 1912 shrinkage=0.0381265 Tree=161 num_leaves=27 num_cat=0 split_feature=11 27 10 21 1 0 17 15 5 25 11 26 21 25 17 1 7 12 19 27 21 24 21 11 18 21 split_gain=4.17293 4.15598 5.01922 4.04463 4.6543 4.30944 4.01454 3.88181 6.11266 9.99052 9.08414 12.3528 8.012 6.00514 7.62979 5.81453 9.39845 6.43613 8.29026 6.03177 5.74255 13.2028 5.31601 6.43376 8.2872 8.12102 threshold=0.91225883995037227 55.500000000000007 0.9123133631590794 17.500000000000004 534.50000000000011 35.000000000000007 93.100922454495773 0.71171743456492953 141.43523406982425 54961.000000000007 0.75512841386335372 1.1081171836712469 1.5000000000000002 34843.000000000007 44.50978719101483 763.50000000000011 -70.000465393066392 472.24316369738261 8316.5000000000018 42.500000000000007 12.500000000000002 22.500000000000004 9.5000000000000018 0.74224691792425801 4.5000000000000009 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 5 -5 -3 -2 -1 15 10 13 -12 -13 -10 -15 22 17 20 -19 -18 -17 -22 -9 -24 -25 -26 right_child=6 2 -4 4 -6 -7 -8 8 9 -11 11 12 -14 14 -16 16 19 18 -20 -21 21 -23 23 24 25 -27 leaf_value=4.2887844160071182e-05 0.00025495225251827985 -0.00021539666401554575 0.0060661597847437593 -0.016313986897577029 -0.0025838854455634695 -0.0089930351740103685 0.0047886391045491332 -0.00027270979755802656 -0.00073645832929123464 0.003845834173637804 -0.00245953824152275 -0.018249732446571566 -0.0012477005132115059 0.00037685432130063565 -0.014958070138761949 -0.00073910840146895155 0.00036859321839017553 -0.02139650589203727 -0.0011247316068384377 -0.0052198561762000989 -0.022415632526929321 0.0030058161915204628 0.0019418658155460386 0.00029868382186658623 -0.00099513018662210719 -0.0083718737524715783 leaf_count=485574 74483 320 77 76 68 109 285 200111 1481 367 321 168 53 87 103 8817 63195 51 69 282 57 62 3221 15495 712 312 internal_value=0 -0.000679787 -0.0806078 -0.112821 -0.257835 -0.0641447 0.00714028 -0.000613226 -0.00347453 -0.0519361 -0.0772773 -0.189774 -0.371719 -0.0407882 -0.208157 -0.0030469 0.00471694 -0.0254201 -0.255472 0.00901647 -0.0223308 -0.240537 -0.00560834 0.010048 0.0020761 -0.0850519 internal_count=855956 781188 650 573 144 429 74768 780538 294964 2580 2213 542 221 1671 190 292384 72533 9056 120 63477 8936 119 219851 19740 16519 1024 shrinkage=0.0381265 Tree=162 num_leaves=27 num_cat=0 split_feature=18 26 0 29 24 17 14 28 17 27 16 11 27 29 27 22 27 24 26 13 22 14 16 25 18 26 split_gain=4.09762 3.94367 4.04238 8.99362 5.59589 8.34402 5.02485 6.47272 8.80733 7.6887 6.26009 11.1676 7.84105 5.99578 5.92838 12.8429 17.9781 9.53699 9.51036 9.1882 7.91753 6.82037 6.78532 6.77509 5.92082 14.6359 threshold=6.5000000000000009 7.1337613022535074 49.500000000000007 1.4089139710650886 4.5000000000000009 52.826278323286651 27.279641963126888 796.75000000000011 52.600621442206354 25.500000000000004 225.34760239276184 0.80272530848567725 7.5000000000000009 0.23145479332637914 22.500000000000004 481.25000000000006 36.500000000000007 22.500000000000004 0.67925955527645365 30.928203471847663 437.75000000000006 19.326832359314626 232.42348092561315 386.25000000000006 2.5000000000000004 0.73243843843843848 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 -4 -5 -6 7 14 -9 10 -10 -12 -13 -8 -1 16 17 19 21 -16 22 -17 -19 -18 -15 -26 right_child=-2 -3 3 4 5 -7 13 8 9 -11 11 12 -14 24 15 18 23 20 -20 -21 -22 -23 -24 -25 25 -27 leaf_value=0.00010609916661641704 0.0037724719181665817 0.0013781949431949307 -8.0461771569678456e-05 -4.5723358647109877e-05 -0.0027059946694986026 -0.0005438024548424761 0.0025577384625841463 -0.00012052457373116769 -0.0010558219910868003 0.0028557315795454232 -5.8899184939363851e-05 0.00078334911796979205 -0.019043975666475484 5.9564376627036301e-05 -0.002115838659938456 0.00034519972603863977 -0.014713430460436492 -0.0075766350575719411 -0.00019912226774631227 7.5083380578149818e-05 -0.0020615707022355605 0.0020669670184751106 -0.023824637033120214 0.0012532538989715371 -0.0088563945759009242 0.00062542382198734012 leaf_count=332521 418 2993 82678 5086 5023 5366 1538 67171 20466 724 188 39 113 155186 9754 15172 39 421 96564 3893 490 4290 41 4086 238 41458 internal_value=0 -8.76683e-05 -0.00021488 -0.00625168 -0.0283773 -0.0416825 0.000570561 -0.000971243 -0.0088026 -0.0264032 -0.0299283 -0.164506 -0.366063 0.00489069 0.000515366 -0.00508 -0.0293822 -0.0458533 -0.00115818 -0.0391027 -0.142624 0.0190085 -0.236543 0.0289116 0.00440484 0.0149844 internal_count=855956 855538 852545 98153 15475 10389 754392 555972 88701 21530 20806 340 152 198420 467271 134750 18724 14599 116026 13647 952 19462 462 4125 196882 41696 shrinkage=0.0381265 Tree=163 num_leaves=27 num_cat=0 split_feature=0 10 9 21 25 4 19 22 27 23 27 13 10 27 28 17 22 13 13 29 11 13 27 28 18 22 split_gain=4.00361 4.08807 5.34079 9.1327 10.7704 6.08162 10.9306 7.78156 14.3994 7.3196 9.82888 6.61789 6.40972 6.18362 7.75667 5.7071 6.20553 6.77873 9.34839 9.03282 5.74908 5.62961 7.5569 9.09609 9.70804 7.60436 threshold=9.0000000000000018 0.70323839028748758 0.95246040802694221 1.5000000000000002 3279.5000000000005 39.70854568481446 3869.2500000000005 6094.2500000000009 3.5000000000000004 0.59981428296757555 2.5000000000000004 174.2440367106762 0.98781706687587711 6.5000000000000009 5707.5000000000009 65.587686066954333 7469.2500000000009 53.355128131001088 80.34605957169552 1.3003420280699911 0.79976984278328678 68.791027499399362 2.5000000000000004 390.25000000000006 1.5000000000000002 632.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 15 11 9 -8 12 -7 -11 -6 -9 14 -10 -5 17 -17 -19 -20 -21 22 23 -4 -25 -26 right_child=1 2 21 4 5 6 7 8 13 10 -12 -13 -14 -15 -16 16 -18 18 19 20 -22 -23 -24 24 25 -27 leaf_value=0.00027949043521452904 -0.0001338816693171974 0.00042561400474363614 0.0031447539199118157 -0.00015031844553943052 -0.00087670034116161285 0.00066792787781933764 -0.0004063231692617151 0.0010738152260456183 -0.013309428887151798 -0.020914031053945507 -0.0069451791514087936 0.0064998837826258831 -0.01265564025382861 -0.0010039999835729809 -0.003431393808672272 -0.0005171903253928786 0.0098124181800980387 -0.005603628208624447 0.0033081786288046517 -0.005236114380784476 0.011740161781356916 0.00064474814536134904 0.00011218152006678987 -0.0010976897179635159 -0.00088324175212289098 -0.0096112213049686646 leaf_count=69869 294905 32509 655 108611 1804 132 2061 584 348 89 413 196 54 140 173 3546 71 1129 467 449 31 28320 302867 5926 240 367 internal_value=0 -0.000568422 0.00119861 -0.00370831 -0.00772715 -0.0490471 -0.0715875 -0.0488631 -0.109481 -0.19202 -0.247118 -0.00403381 -0.00231438 -0.212918 -0.263056 -0.00556037 -0.0364237 -0.040134 -0.0855161 -0.012246 -0.108579 0.00341452 0.0021818 -0.0298642 -0.0411281 -0.161575 internal_count=855956 786087 491182 152807 120298 5994 3994 3360 1299 634 502 2000 638 661 521 114304 5693 5622 2076 947 480 338375 310055 7188 6533 607 shrinkage=0.0381265 Tree=164 num_leaves=27 num_cat=0 split_feature=17 16 1 11 7 15 11 5 1 7 5 9 26 16 1 33 4 23 9 28 22 1 18 32 5 26 split_gain=3.90437 4.9561 6.6046 8.22481 8.21083 4.51254 4.17202 4.33108 7.60843 7.53767 7.25712 15.634 7.03898 4.69162 4.36945 3.83896 4.75747 10.1099 8.43794 7.09442 13.1017 9.03165 6.59517 6.35527 5.13344 4.91889 threshold=33.630790604264838 155.33580019133527 5040.5000000000009 0.60262845724169123 -41.633537292480462 0.28842075114730686 0.87987500487500503 40.399919509887702 839.50000000000011 -2.9971243143081661 75.023876190185561 0.92646615475809135 0.19512591067469118 139.3784273790603 791.50000000000011 2.5000000000000004 5.0068871974945077 0.29109039563897948 0.94863200838386119 878.25000000000011 734.25000000000011 895.50000000000011 1.5000000000000002 1.5000000000000002 69.364265441894545 0.04437812574655501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 6 4 -4 -1 7 8 -2 13 14 -12 -13 -10 -9 16 24 18 -18 20 -20 -21 -22 -24 -3 -19 right_child=1 15 3 -5 -6 -7 -8 10 9 -11 11 12 -14 -15 -16 -17 17 25 19 21 22 -23 23 -25 -26 -27 leaf_value=-0.0005229491489858242 -0.00057375108311844437 -0.0014780544939721552 -0.00029844806240544652 -0.002460535675305174 0.0072723430923218538 0.00055933400710234137 0.0016123626729419389 -0.00063883457560121211 0.011148109750754195 -0.0034103593156944645 -0.0027158104568112381 0.013923610209656039 0.0031630049666268273 0.0019102297023444249 -0.0033359146927593205 -0.00044986751674558454 -0.00062417502142531707 -0.0078826384459436162 0.0010075626393194553 -0.00082151693912073864 0.001742276452727988 0.0050667554321137441 0.0065006280092876996 -0.0011199800981619933 0.012988693580767551 3.144575307409467e-06 leaf_count=6781 21137 3720 346 381 523 32156 1166 1260 198 130 966 103 622 134 2844 26831 3333 115 4693 2607 921 443 1571 177 36 742762 internal_value=0 -0.000522665 -0.0131793 0.0579693 0.11168 0.00972686 -0.0162933 -0.0187868 -0.0122738 0.114676 -0.0430619 0.012068 0.123058 0.194604 -0.0657775 -4.33843e-05 0.000371441 0.000547678 0.0274209 0.0414392 0.0582406 0.0008847 0.11418 0.150262 -0.0351303 5.04591e-05 internal_count=855956 817019 29810 1250 869 38937 28560 27394 21599 462 5795 1691 725 332 4104 787209 760378 756622 13745 10412 7362 3050 2669 1748 3756 742877 shrinkage=0.0381265 Tree=165 num_leaves=27 num_cat=0 split_feature=0 9 22 27 25 7 11 27 14 17 18 19 22 6 19 1 16 4 1 29 12 23 18 27 12 19 split_gain=3.77694 4.07962 6.93814 9.73492 13.2575 10.0513 9.65748 7.79141 12.6747 9.59311 7.66562 13.4473 9.92915 6.49685 6.21537 8.18658 7.80212 6.19886 7.18263 6.15863 5.95712 6.43531 6.69988 6.06919 5.79201 12.795 threshold=9.0000000000000018 0.95420145339058826 1513.2500000000002 2.5000000000000004 358.25000000000006 -89.167671203613267 0.70335531341723312 20.500000000000004 23.909337069408018 58.278356490183405 1.5000000000000002 627.25000000000011 700.25000000000011 0.87500000471216133 377.75000000000006 161.50000000000003 213.66059976498238 26.740790367126468 859.50000000000011 0.12159349165439838 117.21625176280138 1.0192153455634989 1.5000000000000002 26.500000000000004 135.61879502661802 1306.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 -6 7 -5 -9 -10 14 -12 -13 17 15 -7 -17 18 20 -20 -8 22 -22 -24 -15 -26 right_child=1 2 -4 6 5 10 13 8 9 -11 11 12 -14 24 -16 16 -18 -19 19 -21 21 -23 23 -25 25 -27 leaf_value=0.00026420240871297834 -0.00017118857715158687 0.0024554799013843812 0.00049437615087383289 0.00079555835290185707 -0.0055210965643495103 0.010414488253057734 2.7651554353538906e-05 -0.0017912267924406987 -0.00071578174541426576 0.0020005349180925386 0.0022428153564368371 -0.017256809292104096 -0.0052719353916697081 -0.00030471597676816722 -0.00048884831473978789 -0.0043071164532976214 -0.017816837225157117 -0.00045802138714321844 -0.015652303178931151 0.00058169539998827288 -0.0011614910715104429 -8.144124857776506e-06 -0.0070041317183894758 0.0058488492858917197 -0.0069072335426614466 0.00014758678127580472 leaf_count=69781 212483 1185 42291 36775 963 44 312018 5010 3675 3891 255 137 377 82950 5206 322 77 35697 34 37602 977 1912 674 58 619 943 internal_value=0 -0.000746949 0.000639401 -0.000341657 -0.0337803 -0.0495434 0.000206193 0.0135185 -0.00796795 0.0178655 -0.035249 -0.128918 -0.222059 -0.00118134 -0.0224978 -0.136208 -0.18135 0.000545283 0.00181427 0.0148723 0.000257257 -0.04007 -0.0846606 -0.156997 -0.00912826 -0.0694568 internal_count=855956 786175 573692 531401 8566 7381 522835 49351 12576 7566 6418 769 514 473484 5649 443 399 388972 353275 37636 315639 3621 1709 732 84512 1562 shrinkage=0.0381265 Tree=166 num_leaves=27 num_cat=0 split_feature=18 26 27 0 26 5 22 6 21 8 21 22 27 28 21 27 1 14 9 15 22 21 28 27 24 19 split_gain=3.75751 3.61535 3.8421 3.66905 5.76942 6.62931 8.49673 7.53634 5.81986 6.87346 5.35562 4.87055 4.63801 4.32454 6.01749 5.3207 4.84238 4.32009 4.16712 4.40502 4.13948 4.05505 5.30739 7.34636 4.19584 4.26554 threshold=6.5000000000000009 7.1337613022535074 5.5000000000000009 35.000000000000007 2.3016624898316453 151.23765563964847 2430.5000000000005 0.17712434383202103 15.500000000000002 658.50000000000011 5.5000000000000009 624.25000000000011 22.500000000000004 742.25000000000011 3.5000000000000004 25.500000000000004 1400.5000000000002 25.77598701347431 0.96200376327293291 0.75572223957596163 1284.2500000000002 1.5000000000000002 658.25000000000011 2.5000000000000004 10.500000000000002 484.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 8 6 7 -6 13 -10 -9 -12 -8 14 20 17 -17 -15 -16 -20 21 -5 24 -24 -23 -26 right_child=-2 2 -4 4 5 -7 12 10 9 -11 11 -13 -14 15 18 16 -18 -19 19 -21 -22 22 23 -25 25 -27 leaf_value=5.2113316096273899e-05 0.003625206309152207 -0.001119795979798367 0.0020782006525559365 -0.0016476744646924421 -0.016784045312686922 -0.004465763067161746 0.0017202506291748056 -0.00082693725590347661 -0.0046656354193119684 0.0010955507187012869 -0.00037475914702357458 -0.0060621472968131421 -0.01173912497610255 -0.00025898394301188512 -0.000492226973149268 0.0012506179773896335 -0.0070391411046679172 0.00021417455041490633 0.00023758165978742383 -0.00025832406402675746 0.001226118134392395 -0.00034878070536563507 -0.0094606134130340701 -0.0011237959383554187 -0.0019385515496013741 0.0028371046394595309 leaf_count=539016 415 717 2291 5319 47 786 1805 3958 847 467 342 608 38 44999 27249 6787 104 74472 63889 43949 1754 24237 156 10188 355 1161 internal_value=0 -9.32029e-05 0.0345144 -0.000215309 -0.00293545 -0.0301812 -0.020128 -0.0416894 -0.00226004 -0.0686686 -0.037873 -0.105299 0.0378408 -0.00197358 -0.00514589 0.00250156 0.0295204 0.000943135 -0.0018614 0.000930508 -0.0154237 -0.0174389 -0.0136405 -0.0327732 -0.00595567 0.0450814 internal_count=855956 855541 3008 852533 313517 7584 6798 4955 305933 1314 4908 950 1843 304619 178257 126362 6891 119471 135087 107838 43170 41416 36097 10344 25753 1516 shrinkage=0.0381265 Tree=167 num_leaves=27 num_cat=0 split_feature=18 11 30 14 8 27 6 23 23 27 7 6 27 0 21 28 15 27 18 22 7 21 14 26 7 24 split_gain=3.52774 3.46535 3.67791 3.58575 7.86183 12.7599 14.3421 10.8523 10.5111 10.4618 7.12963 7.0624 5.94426 5.79003 5.72743 6.78829 9.91304 8.92558 10.0637 8.99577 7.07122 5.68578 17.4243 14.4633 13.8987 12.928 threshold=6.5000000000000009 0.93816496887379752 1.0000000180025095e-35 27.279641963126888 1984.5000000000002 1.5000000000000002 0.12893330694636854 0.99990420870426233 2.9027077639237868 16.500000000000004 -89.940933227539048 0.87500000471216133 7.5000000000000009 33.000000000000007 3.5000000000000004 477.25000000000006 0.23707941473035907 1.5000000000000002 1.5000000000000002 371.25000000000006 -5.7766642570495597 1.5000000000000002 36.804861709321457 1.0000954745083066 -63.385812759399407 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 11 -6 -7 -8 13 -10 -5 12 14 -9 15 16 -1 -18 19 20 -19 -12 -23 24 -24 -26 right_child=-2 2 -4 10 5 6 7 8 9 -11 21 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 23 -25 25 -27 leaf_value=-0.0066071726693642903 0.003480445812668289 0.00061974001106893269 -0.00047263587400898455 -0.001449887115547182 -0.011766875129658077 0.0054695354576304043 -0.006676288953365357 0.00087854827459247868 -0.0016470627493041176 -0.018827957834745061 0.00049344604534181269 -0.0003882026778787375 5.2771897746986275e-05 -0.0024021172417195797 -0.0011654357975150543 -0.00033743153780507176 0.004631613601721974 0.00033277806118158372 0.0020251102987938639 0.00072637345539113809 -0.0047639600011985641 0.00023612185058710034 -0.0050013413237957726 -0.00025343037968874135 -0.0050383528693661913 -0.00063340924049152213 leaf_count=257 423 23229 5551 4176 174 419 599 1778 114 94 51184 79449 435179 1396 9926 57828 881 635 3785 2625 1050 137394 1786 28220 1133 6671 internal_value=0 -5.82737e-05 0.0107287 -0.000433776 -0.00172888 -0.0430281 -0.0325248 -0.051047 -0.0290738 -0.24685 0.00291509 -0.00140958 -4.87808e-05 -0.0148025 -0.00814848 -0.00483012 0.0203491 0.0258936 0.0154906 -0.0175513 -0.0745736 0.00367035 0.000961629 -0.0180486 -0.0515991 -0.033387 internal_count=855956 855533 28780 826753 596189 4574 4400 3981 3382 208 230564 591615 512166 3174 76987 67061 9233 8976 8095 4310 1685 226388 175204 37810 9590 7804 shrinkage=0.0381265 Tree=168 num_leaves=27 num_cat=0 split_feature=2 5 11 19 27 11 14 6 22 28 9 6 11 28 26 21 28 27 4 12 32 11 21 22 11 15 split_gain=3.25786 4.25033 6.06033 7.8996 8.43202 7.75099 14.0884 8.48459 5.6976 5.68301 5.2305 5.34625 4.76032 4.66018 7.29409 9.59021 8.26301 8.07691 6.28239 6.12959 7.25109 5.80616 5.68255 9.37911 8.31916 15.3509 threshold=86.20714285714287 101.0328826904297 0.48625004152341095 3634.0000000000005 6.5000000000000009 0.85566829004329015 19.412752230671149 0.26860966952721943 3119.5000000000005 2036.5000000000002 0.92905635854135182 0.88888888399165189 0.48625004152341095 694.25000000000011 0.59213366831832892 11.500000000000002 18980.750000000004 33.500000000000007 30.000034332275394 59.230970388562802 1.5000000000000002 0.81103787516831005 1.5000000000000002 2224.5000000000005 0.83809813639393693 0.265342376947655 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 -3 4 5 8 -7 -8 -4 -6 11 -5 -1 -14 15 19 17 22 -19 20 21 -15 -16 -24 -25 -26 right_child=-2 2 3 10 9 6 7 -9 -10 -11 -12 -13 13 14 16 -17 -18 18 -20 -21 -22 -23 23 24 25 -27 leaf_value=-0.00122512623864919 0.00024272209317054955 0.00092404972571216682 -0.0015320563092253347 -0.00081802386656591286 -0.0018760569556796399 0.0029922846643049166 -0.019589067915205746 -0.00087519226518573709 -0.0070520253071405196 0.0028642430365625254 0.00046408508848129481 -0.0048632737404843106 -7.8896357530915557e-05 1.4267724160506274e-07 0.00078855223027534706 -0.0070214869592351795 -0.0082976571995057313 0.0016800406232668212 -0.0027979890100817361 -0.00047287870212299216 -0.00028219913537597856 0.0022838720196191129 0.00016278521406007103 -0.002094231902340221 -0.01655860495250281 0.0010588270551652199 leaf_count=4653 73140 3206 862 5964 1847 84 162 45 397 459 5430 516 456156 2722 19858 304 166 7465 485 42374 9414 3991 208585 5069 74 2528 internal_value=0 -0.000612629 -0.0153978 -0.0234574 -0.0627969 -0.119835 -0.266923 -0.407088 -0.0858371 -0.0244586 -0.0107208 -0.0299043 -0.000245401 -4.99644e-05 0.00298977 -0.00700865 0.00539716 0.00554886 0.0368996 -0.00608807 0.0105042 0.0356146 0.00449327 0.00300667 -0.0313343 0.0146301 internal_count=855956 782816 18972 15766 3856 1550 291 207 1259 2306 11910 6480 763844 759191 303035 58805 244230 244064 7950 58501 16127 6713 236114 216256 7671 2602 shrinkage=0.0381265 Tree=169 num_leaves=27 num_cat=0 split_feature=17 5 14 16 1 17 19 16 5 7 7 4 8 1 27 11 28 6 28 7 1 20 8 28 16 14 split_gain=3.50571 4.86487 8.35946 6.14252 8.5593 5.58596 4.64048 4.31375 5.65336 4.85596 8.1452 4.4201 4.13144 4.12354 7.23633 13.523 9.36648 8.30839 7.49521 8.84 7.26462 6.8431 6.37295 5.83321 20.2471 6.56113 threshold=35.116884988212099 309.42562866210943 177.04041391698925 226.30457334421124 30056.000000000004 59.145537261441007 4433.5000000000009 164.68318077803207 111.485164642334 -41.633537292480462 -18.434947013854977 83.002536773681655 19111.500000000004 6124.0000000000009 2.5000000000000004 0.91358735847983163 1213.2500000000002 0.89768584932431195 9314.0000000000018 -45.167530059814446 11032.500000000002 0.5833593587341247 7758.5000000000009 13532.500000000002 227.59318488529019 78.985408118497503 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 4 -4 6 -3 8 11 12 -11 -2 -10 -9 15 -15 -16 21 19 -19 -20 -18 -17 25 -25 -23 right_child=1 5 3 -5 -6 -7 -8 13 9 10 -12 -13 -14 14 16 22 17 18 20 -21 -22 23 -24 24 -26 -27 leaf_value=0.00030198370393700333 -0.00045081166698564707 -0.012425207419157988 0.0033510704443031735 -0.0011754115387674474 -0.011437887570333361 0.0055637166616588326 0.001092152917434922 1.2727717694601311e-05 0.00030876514880616088 0.0072785926855463683 0.00032273129406621407 -0.0077481534313012974 -0.0096376935419093691 0.0011464528224609538 0.0011180461966565551 -0.017561739529579887 0.0071265984712691683 -0.010588282125090888 -0.024501671464299612 -0.00141293679037418 -0.0054444791725341418 -0.0027929370893199448 -0.0035162578105588909 -0.01487128016005 0.0028729974241544017 -0.00032710019127816972 leaf_count=52161 42701 38 74 472 246 464 1296 742266 646 451 535 121 67 4082 2037 78 136 209 54 566 63 2505 118 190 184 4196 internal_value=0 -0.000539377 -0.000655862 -0.103342 -0.210298 0.0514189 0.0185462 -0.000554356 -0.0101204 0.0464524 0.0919143 -0.0123649 -0.0164163 8.47907e-06 -0.0167411 0.0177498 -0.0312927 -0.0465311 -0.137575 -0.101959 -0.373496 -0.035269 -0.238831 -0.0395401 -0.161082 -0.0327565 internal_count=855956 803795 801997 792 320 1798 1334 801205 44521 1699 986 42822 713 756684 14418 4278 10140 8103 892 775 117 7211 196 7075 374 6701 shrinkage=0.0381265 Tree=170 num_leaves=27 num_cat=0 split_feature=20 27 6 27 24 24 20 14 29 29 1 21 5 29 29 5 5 10 28 25 19 11 11 25 29 1 split_gain=3.29747 6.03006 8.76939 13.3482 10.8938 8.35378 6.852 10.9067 6.34807 6.11047 5.33927 5.3357 9.85207 5.65256 6.24222 5.38063 5.37196 8.33103 5.21703 5.62297 8.03948 5.13955 4.85383 5.19057 5.92486 5.16795 threshold=1.0712465883969844 31.500000000000004 0.7199999565258498 44.500000000000007 29.500000000000004 14.500000000000002 1.2958556446887191 23.235723941791118 1.1827611825587951 0.77825191941746386 1400.5000000000002 6.5000000000000009 42.00000190734864 0.79280523617540199 1.4204237931278507 36.00000190734864 64.000865936279311 0.97752408659913625 2133.2500000000005 1877.2500000000002 1154.2500000000002 0.7917403604619998 0.57726527959086116 668.25000000000011 1.5708883742208499 679.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 22 6 21 11 -4 9 -6 -8 -9 18 13 -13 -15 -16 -14 -18 -2 20 -20 -5 -3 24 25 -24 right_child=1 2 3 4 8 -7 7 10 -10 -11 -12 12 16 14 15 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 leaf_value=3.188085983038487e-05 -9.3549677827071674e-05 -0.0095459975083934598 -0.00035720338462233561 -0.0014302251301383641 -0.0087699630594676448 0.00048912340865289901 0.00098886019279597432 -0.0018523559715912031 0.0026550715768421224 -0.019665056931138455 -0.013263411195308441 -0.0031378290168548148 -0.003507919443686492 0.00016124681261875875 -0.00038365395296438966 -0.0042541098796436989 0.0019610779713891803 -0.015700895540543922 -0.0015468691612399834 -0.0015037594884749963 -0.017620862185262428 -0.013515053337170329 -0.00022388158695248796 0.0012825153019190023 0.0016526114155997014 -0.0023508661832481212 leaf_count=702313 91492 82 2541 61 116 29121 27 868 181 91 64 1032 2597 10904 1176 939 513 42 98 759 84 317 3771 2502 1298 2967 internal_value=0 -0.00427821 -0.023405 -0.0617005 -0.19072 -0.00222626 -0.0374487 -0.105402 -0.0474009 -0.391832 -0.0691369 -0.00622516 -0.0223959 -0.0110615 -0.00541442 -0.055133 -0.0729228 0.0163796 -0.00321557 -0.0772946 -0.235155 -0.303329 -0.00802193 -0.00613608 -0.0185198 -0.0304375 internal_count=855956 153643 14886 4266 675 138757 3591 1050 297 118 932 109636 17203 14051 13019 2115 3152 555 92433 941 182 378 10620 10538 8036 6738 shrinkage=0.0381265 Tree=171 num_leaves=27 num_cat=0 split_feature=6 17 17 16 29 10 22 4 7 25 28 10 26 4 17 10 5 7 28 7 1 21 22 7 4 11 split_gain=3.2203 7.17607 6.19939 8.54515 6.496 5.86709 6.29032 5.44927 8.98319 5.42716 6.87279 14.2133 11.4254 7.69341 6.52064 5.4259 6.93262 8.11127 6.67351 6.50564 6.46367 5.99486 5.31506 5.06793 5.0413 9.45208 threshold=0.51798558335833722 30.71361971383314 110.32522511990921 147.68271661686973 5.1335818913830709 0.61324081726581292 8343.5000000000018 232.50000000000003 -52.290382385253899 21119.000000000004 18980.750000000004 0.94426381790334168 1.0350900337916034 97.00842666625978 62.371981111993932 0.70323839028748758 141.43523406982425 -89.940933227539048 413.25000000000006 -44.914485931396477 48349.000000000007 3.5000000000000004 243.25000000000003 -50.792795181274407 112.85132598876955 0.59829615593844487 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 3 4 -3 6 -4 9 -9 10 -1 13 -13 -12 -11 16 -5 -18 21 -19 24 -17 -23 -15 25 -21 right_child=1 2 5 15 -6 -7 -8 8 -10 14 11 12 -14 23 -16 18 17 19 -20 20 -22 22 -24 -25 -26 -27 leaf_value=-0.00014452125965123334 0.0009982557681673112 -0.00095985336416545255 0.00047490956843895512 -6.2870273190670118e-05 0.011717495315529309 0.0032447635879136309 -0.010516331258759179 -0.012527511874238409 0.001162258454504446 0.00070278503380574405 -0.0059580239080066722 0.0041868920833694539 -0.019831398772900157 -0.025518458644213135 0.0054921436514980158 0.0025533746492033735 -0.020257066055027081 0.0019359586460174999 0.00011973192239367093 -0.022527709566596471 0.0028828370527882079 -0.0051484528700281784 0.00067421010867137708 -0.0068609722003645391 -0.0035067043091025147 -0.00065918885502099401 leaf_count=183466 11197 14135 476 303524 59 1597 90 135 144 3223 254 287 32 59 474 3120 36 466 327761 59 215 243 3664 33 1151 56 internal_value=0 0.00108 0.000651958 0.00047532 -0.0237934 0.0540997 -0.033384 -0.00360416 -0.143255 -0.00339672 -0.00415839 -0.105636 0.046622 -0.246013 0.0345387 0.00101331 -0.00203403 -0.060969 0.00379412 -0.0522724 -0.0846972 0.0342861 0.00818495 -0.49378 -0.111922 -0.31156 internal_count=855956 667849 656652 654489 14194 2163 566 188107 279 187828 184131 665 319 346 3697 640295 305507 1983 334788 1947 1481 7027 3907 92 1266 115 shrinkage=0.0381265 Tree=172 num_leaves=27 num_cat=0 split_feature=11 31 16 7 27 25 9 21 27 11 25 7 10 9 16 24 22 4 12 21 27 28 7 26 6 25 split_gain=3.33597 3.57021 4.21551 3.28084 6.36068 13.6735 5.85401 6.86418 8.26553 15.8504 7.13468 10.4705 7.50967 6.992 6.57623 6.31454 6.30586 10.129 14.7447 12.0978 6.26348 6.10662 5.75402 6.08275 5.68617 5.63435 threshold=0.93816496887379752 1.5000000000000002 191.6336920819065 -1.0000000180025095e-35 7.5000000000000009 243.50000000000003 0.95420145339058826 2.5000000000000004 21.500000000000004 0.6565491068507493 3279.5000000000005 -57.956214904785149 0.78201224944309433 0.73266951228704968 101.72599055485661 2.5000000000000004 2131.2500000000005 40.003751754760749 201.64823227814085 3.5000000000000004 5.5000000000000009 1726.2500000000002 -23.198590278625485 0.66581294680920855 0.53437888838348113 5185.7500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 24 -6 7 8 10 -10 -1 -12 13 15 -8 -13 -9 21 22 -20 -21 -18 23 -19 25 -5 right_child=1 -3 -4 4 5 -7 14 16 9 -11 11 12 -14 -15 -16 -17 17 18 19 20 -22 -23 -24 -25 -26 -27 leaf_value=0.00059058006606731704 0.0036181401210226274 -0.00046589225269906732 0.00052475041778353199 -0.0011859148309402241 -0.0050555614964106219 -5.6644094534797381e-06 0.0032228955005115605 -0.00022503960886942229 -0.019256985122302131 0.0058539454554589728 -0.0013569846427333098 -0.0029771472819066537 0.00090317836822628619 -0.00065322232898457045 0.00019214969099193052 -0.017305600590603602 -0.0032139765286313565 -0.0020416982516072504 -0.00079346572177347999 -0.017602193007561315 -0.0058619681706373068 0.0010395283742414474 -0.002214798732580106 -0.020112177979744135 -0.00018897812237609864 0.00048060817999447157 leaf_count=35362 659 5523 22659 18287 781 384332 1046 95432 87 63 8276 127 10268 4177 205928 69 660 34 1429 80 379 1912 55 133 54682 3516 internal_value=0 0.0106416 0.0160564 -0.000299198 -0.00207147 -0.000417177 0.00193895 -0.00263359 0.0059794 -0.22846 0.00658281 -0.00716143 0.00890909 -0.0257948 0.00544153 -0.210388 -0.00766035 -0.0434911 -0.0948436 -0.0661786 -0.20742 -0.00136288 -0.338625 -0.431017 -0.0104011 -0.0240559 internal_count=855956 28841 23318 827115 461598 385113 365517 158543 58429 150 58279 22917 14641 4373 206974 196 100114 4682 2110 1888 459 2572 222 167 76485 21803 shrinkage=0.0381265 Tree=173 num_leaves=27 num_cat=0 split_feature=26 9 11 28 4 15 7 14 23 20 7 16 7 6 4 29 25 5 6 14 7 7 14 14 22 16 split_gain=3.13186 3.18431 6.40792 7.49906 9.5041 8.45895 8.06544 8.03569 13.0486 11.1667 7.70996 14.2649 8.28146 6.92082 6.56539 6.36215 8.04901 5.88686 5.61431 8.35931 5.37016 5.27522 11.0181 4.97088 4.70609 4.63466 threshold=7.1337613022535074 0.87025295946577852 0.61127096587622909 2036.5000000000002 27.00000095367432 0.31715287598376024 -8.7461619377136213 36.804861709321457 0.98745078664175778 0.99999189902950392 -37.694238662719719 207.17722642383089 -24.392521858215328 0.43397380646578571 193.62052154541018 0.08549018351737063 1268.7500000000002 65.001903533935561 0.56521739671270976 44.13501080247179 -60.929294586181634 -70.000465393066392 44.13501080247179 21.553019935571935 1310.7500000000002 229.48405728886499 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 5 24 7 -3 9 -9 21 -12 18 23 15 -6 -17 -7 19 -13 -16 22 -10 -8 -5 -18 right_child=-2 2 -4 4 14 17 13 8 10 -11 11 12 -14 -15 20 16 25 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.00035647115567719327 0.0012335752721460507 0.00043862004021793459 -1.212069607998311e-05 0.0093898567038294724 -0.010316403883317832 -0.002807877721571342 -0.0036297599269133531 -0.0012104638415674936 -0.020554072723871941 -0.01789928719685719 0.0042646677855972953 -0.0031823490539845782 0.00092901095609475791 -0.00090159332498357966 0.0025944673872304973 0.013520445431968519 0.0025896060155383045 -0.01139682190683433 -0.0067223816230113382 -0.023964146185266631 -0.015564434087575485 0.00066682860063415402 0.00070848000810993096 -0.01373025546896476 0.00012288765504770799 0.00095951893912617312 leaf_count=35256 2994 29644 772826 96 63 580 149 107 54 128 157 39 81 473 40 85 4859 145 112 101 58 1901 103 135 468 5302 internal_value=0 -4.45087e-05 0.000356691 0.0119732 0.0337464 -0.0472514 0.004299 0.00668102 -0.0446961 -0.270168 -0.0239011 -0.136634 -0.25379 -0.0977374 0.0437787 0.0462276 0.0481756 -0.118701 -0.343197 -0.476701 -0.213831 0.00294012 -0.173233 -0.221134 0.0445948 0.0456121 internal_count=855956 852962 817706 44880 11696 1289 33184 32427 2783 235 2548 490 333 757 10407 10309 10246 725 252 140 98 2058 157 284 564 10161 shrinkage=0.0381265 Tree=174 num_leaves=27 num_cat=0 split_feature=0 27 21 20 22 0 16 15 6 17 9 1 14 26 20 12 22 16 28 4 27 10 26 26 26 25 split_gain=3.34856 3.25359 4.12298 4.46033 4.36554 3.41003 3.26392 3.04616 5.09933 7.74981 6.78852 5.92205 7.62543 10.9673 6.10763 6.51621 9.4339 11.4307 5.83458 5.38501 8.81477 8.05132 7.83662 6.54424 6.44885 6.60985 threshold=9.0000000000000018 55.500000000000007 16.500000000000004 1.0613176969259042 495.25000000000006 26.000000000000004 227.75520568338143 0.72165178260819574 0.51798558335833722 110.32522511990921 0.92905635854135182 869.50000000000011 15.547885243790882 0.23521168762501191 1.0044362298114644 56.884776310850242 1113.7500000000002 207.17722642383089 5707.5000000000009 20.999998092651371 1.5000000000000002 0.99632987072011325 0.23521168762501191 0.28462978968596947 0.26985663347117911 2023.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 7 3 -3 5 -4 -5 8 10 -10 -2 12 13 14 15 -12 17 -17 -14 20 -13 22 -21 -24 -22 -26 right_child=1 2 4 6 -6 -7 -8 -9 9 -11 11 19 18 -15 -16 16 -18 -19 -20 21 24 -23 23 -25 25 -27 leaf_value=0.00025357555072720442 -0.00059563102491555248 0.002255269653514318 -4.6379019005015983e-05 -0.011334147734683315 -0.014216335319767084 -0.0092796020653547976 -0.0006543759503363656 -0.00012107506589133125 0.00011176029610516295 0.0033042049502808274 -0.00031075938969937316 -0.010961948144117077 -0.00051122386653864118 0.00079726193016835191 -0.010270025699859095 -0.0024644400852654245 0.00073471279896490356 -0.012397564165202029 -0.0078735778458936031 0.0055610697562276379 -0.0097851099666123303 -0.012415937935407812 -0.0089156803381131092 0.00014960115650087708 0.0013658598988500689 0.0068349535296723394 leaf_count=69819 36356 338 158 74 70 92 95 277239 335427 1109 7251 83 46313 18320 99 462 496 265 157 389 72 74 116 55451 5289 342 internal_value=0 -0.000575448 -0.0632657 -0.00717075 -0.152141 -0.0903363 -0.139817 -0.000509429 0.000945428 0.00320723 -0.00349202 -0.000229568 -0.00630523 0.00709649 -0.0224243 -0.0195393 -0.0870603 -0.159605 -0.014061 0.006981 0.0360255 0.00398169 0.00441762 0.00342745 0.0407342 0.0445367 internal_count=855956 786137 827 507 320 250 169 785310 508071 336536 171535 135179 73363 26893 8573 8474 1223 727 46470 61816 5786 56030 55956 55567 5703 5631 shrinkage=0.0381265 Tree=175 num_leaves=27 num_cat=0 split_feature=20 27 6 27 22 13 14 26 20 22 11 28 20 11 27 1 18 29 27 22 27 17 18 16 13 20 split_gain=3.24979 5.19604 8.88036 11.0757 12.2473 6.57641 6.44925 13.0833 6.62592 4.92466 4.89986 4.70753 5.19839 4.8617 5.97115 6.60039 4.8442 13.5279 6.92984 5.60866 4.74807 6.90945 7.8884 7.09304 9.21946 4.78773 threshold=1.0896762120208934 31.500000000000004 0.7199999565258498 44.500000000000007 518.75000000000011 50.278253692357673 22.979343080305444 0.7656308873398644 1.3051541827273676 401.75000000000006 0.57726527959086116 2133.2500000000005 1.1237580209633868 0.82965601757944574 22.500000000000004 205.50000000000003 3.5000000000000004 0.91909049403107346 19.500000000000004 413.25000000000006 14.500000000000002 58.278356490183405 2.5000000000000004 226.80086816562292 126.61302156734392 1.654990521598851 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 11 9 5 -5 6 7 -4 -9 -3 -11 13 -13 20 16 -16 19 18 -18 -15 -2 23 -23 -22 -25 -24 right_child=1 2 3 4 -6 -7 -8 8 -10 10 -12 12 -14 14 15 -17 17 -19 -20 -21 21 22 25 24 -26 -27 leaf_value=2.9342102346065594e-05 4.9280332808898349e-05 -0.0071432748835393136 0.0062507330123279733 -0.00030991716991926767 -0.011399575251924912 -0.013942113282184357 -0.00075340425255943978 -0.0058991916769983322 -0.019677599832114905 -0.0099294215045074834 -7.9909042507185729e-05 -0.010730030010530375 -0.0017786659500445064 0.0014349665782967798 -0.0137182011820612 0.00090630240893833588 -0.01430958584271136 -0.00078846062361003855 0.0012598821579295363 -9.0047328407391776e-05 -0.0011816735407162021 -0.0013736710699918009 0.0024919293278330311 4.7208897311901783e-05 -0.010939387814797428 -0.003027633736666739 leaf_count=715876 33932 149 81 235 377 61 2852 118 89 74 9348 107 795 3939 45 14434 170 2814 55 31863 21215 1522 2649 12794 112 250 internal_value=0 -0.0044972 -0.0232358 -0.0640459 -0.187305 -0.0404799 -0.0341623 -0.176778 -0.310106 -0.0069774 -0.00412487 -0.00251768 -0.0745026 -0.00200151 0.00524636 0.0225788 -0.00121476 -0.0395461 -0.275497 0.00203893 -0.00733386 -0.0149285 0.0222683 -0.019748 -0.00126249 0.0528751 internal_count=855956 140080 13384 3813 612 3201 3140 288 207 9571 9422 126696 902 125794 53320 14479 38841 3039 225 35802 72474 38542 4421 34121 12906 2899 shrinkage=0.0381265 Tree=176 num_leaves=27 num_cat=0 split_feature=18 17 5 4 29 22 7 11 17 16 11 29 26 5 5 17 9 25 4 1 23 30 15 28 4 25 split_gain=3.17393 3.13011 4.07623 5.96282 6.41986 5.61372 5.37815 5.14577 4.61053 4.02017 4.61432 4.11296 3.84149 4.62709 5.11179 4.74393 3.66037 4.47024 3.56138 3.54021 4.47851 7.42342 10.3123 8.03847 10.1259 5.97001 threshold=6.5000000000000009 35.116884988212099 309.42562866210943 193.62052154541018 1.639329204019556 6094.2500000000009 -57.956214904785149 0.66238691823145368 48.696804293692168 181.17645329016042 0.78254823101577931 5.1335818913830709 1.0219545768417746 59.396966934204109 28.174456596374515 77.516755071258814 0.98235618392891888 458.25000000000006 78.001323699951186 132.50000000000003 0.29109039563897948 1.5000000000000002 0.32626759674428601 878.25000000000011 24.864283561706547 748.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 9 6 -4 -5 -6 -7 10 11 16 18 14 -14 -15 -3 -18 -12 -11 21 22 -21 25 -25 -24 right_child=-2 2 5 4 7 8 -8 -9 -10 19 12 -13 13 15 -16 -17 17 -19 -20 20 -22 -23 23 24 -26 -27 leaf_value=0.00028314809606977783 0.0032962287705307217 -0.00056171553116180308 -0.0099854585222731249 -4.7389626559843522e-05 0.0023429305057692334 0.00050086188890092153 -0.012084916676554355 -0.0056422435101685037 0.0044684332785932092 -0.00073588417928026882 0.00020329236109645188 0.0045681758647331538 0.001255408558483002 -0.0010003526468135909 -0.0026508765435127972 0.0076503216493331635 -0.0040974583800822166 0.0031787750780079903 -0.0079014591411660385 -0.0033419052792839046 5.1288674719031925e-06 -0.00037816198948435932 0.0022016742110592931 -0.00091201388597021737 0.0049555933797667366 0.0056825412048500589 leaf_count=52081 424 50671 57 78 290 1010 175 197 736 9198 33121 232 632 212 2122 163 148 719 79 543 693095 4479 2029 1797 561 1107 internal_value=0 -8.62521e-05 -0.000573244 -0.000680065 -0.0904042 0.0469213 -0.219631 -0.0232702 0.0570032 -0.000597164 -0.00696999 -0.0130326 0.00166935 -0.0318264 -0.0460164 0.0723856 -0.0136306 0.0507966 0.00482622 0.00019048 0.000445285 0.0209272 0.0438125 0.056806 0.0126938 0.0899745 internal_count=855956 855532 803451 801648 740 1803 253 487 1746 800908 88099 51770 36329 3129 2754 375 51538 867 33200 712809 703611 10516 6037 5494 2358 3136 shrinkage=0.0381265 Tree=177 num_leaves=27 num_cat=0 split_feature=22 21 13 12 26 16 27 29 7 13 25 28 18 12 28 27 12 4 27 17 29 17 13 18 10 27 split_gain=3.07511 7.35269 5.43476 6.1469 7.42505 5.70171 5.14545 6.53287 5.43363 4.99201 4.70333 4.14265 7.02432 6.61429 5.34508 5.62655 8.02226 8.14237 6.72568 6.1824 5.86712 5.15104 5.02469 10.0799 4.85254 4.75941 threshold=305.25000000000006 13.500000000000002 18.138922344346078 62.298989873223341 0.32834629388040487 223.31257754342434 1.5000000000000002 0.99222504932158784 -71.565052032470689 22.976488757505951 338.25000000000006 480.25000000000006 5.5000000000000009 86.686814511278513 690.25000000000011 27.500000000000004 76.887824638055193 30.231735229492191 36.500000000000007 52.451414021633738 2.2697734744970295 101.17837365743833 24.82307996617536 2.5000000000000004 0.8512967859448396 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 6 5 -5 8 -8 9 -4 -1 12 13 21 -13 -16 18 19 -17 20 -18 22 23 -2 -14 -15 right_child=11 -3 3 4 -6 -7 7 -9 -10 -11 -12 14 24 25 15 16 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.0035737795388094294 0.00071702494817855967 -0.0092816161627572499 -0.008710537245349358 -0.0048853784360921547 -0.00067594382810602465 -0.021197698514336324 0.00082300009029848673 -0.0045062968226706121 0.0090832819734157303 0.0085501252159662488 -0.00043858341179310898 -0.00011515155688095741 -0.010410608887625626 0.0018253210199165319 4.7574304266798032e-05 -0.00079370471855824297 0.00054938504777810959 -0.00210177109517224 -0.0072350051197168537 0.0018712923549871821 -0.020117034321712385 0.012063579901795525 0.00090921022285759948 -0.0014010175968076858 0.0015880685969356383 -0.00036864205098206484 leaf_count=1368 10154 139 60 283 5099 35 5273 357 207 41 1415 389903 149 1548 364487 1578 12729 1275 277 7958 20 57 26557 4815 73 20099 internal_value=0 -0.0145714 -0.0123213 -0.00261482 -0.0269747 -0.175226 0.0196077 0.0127226 0.145463 -0.0446864 -0.0519247 0.000228661 0.00799822 0.00862166 -0.000404823 0.00222124 0.0171059 0.0224351 -0.0460457 0.0272108 0.0135592 0.0160011 0.0155887 0.00093702 -0.16957 -0.00555387 internal_count=855956 14277 14138 11355 5417 318 5938 5630 308 101 2783 841679 63452 63230 778227 388324 23837 21982 1855 20707 12749 41583 41526 14969 222 21647 shrinkage=0.0381265 Tree=178 num_leaves=27 num_cat=0 split_feature=16 16 26 9 8 15 7 17 8 4 8 0 11 4 21 7 22 26 17 16 32 16 13 9 4 6 split_gain=2.98434 6.54523 7.08438 5.84647 6.47537 5.10261 4.50489 4.34383 4.74494 4.35771 5.41515 4.84565 4.38706 4.23228 5.28435 6.06545 4.40929 4.01622 3.94396 8.11323 5.96507 6.15965 4.16841 5.04727 4.2609 3.888 threshold=147.68271661686973 101.72599055485661 1.0492995486315537 0.95620809609466761 11212.000000000002 0.77263801761020634 -19.98310565948486 110.32522511990921 652.50000000000011 83.002536773681655 3125.5000000000005 22.000000000000004 0.62303481094302571 39.70854568481446 1.5000000000000002 -70.000465393066392 8343.5000000000018 0.72158745601788687 36.592053428149235 191.6336920819065 1.5000000000000002 170.18329241504071 42.928241771466162 0.97912799567458864 28.270524978637699 0.64102564382969196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 -4 8 -3 10 11 12 17 14 -5 -16 -15 -9 19 20 21 -2 24 -24 25 -23 right_child=18 7 5 13 -6 -7 -8 9 -10 -11 -12 -13 -14 16 15 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 leaf_value=-0.001516233330894762 0.0012516101432837351 -0.00052431664404472363 0.0074594840368531288 -0.0033925744857470426 0.0068870358132930298 -0.0041705595039090498 0.0013592617399597465 -0.0050424108744790792 -0.0019608083404744287 -0.006326779382963491 0.0061984820329751009 -0.0018373855700028092 0.0076691078168604565 0.0092423105276911565 0.0080266984195666753 0.00076715682919408401 -0.0024744136308673496 0.0049903792854994935 -8.2974239933834786e-06 9.9670050222863018e-05 -0.00017283444098693552 0.00037111376799107797 0.0079097373050008874 -0.0042890770304342685 -0.013682345773371955 0.004878247045799919 leaf_count=2175 6223 14939 460 286 142 97 285 116 4306 100 325 554 201 199 222 679 61 116 772716 46991 3080 497 476 55 23 632 internal_value=0 -0.0106536 0.0234336 0.00488462 -0.0262607 0.106353 0.134443 -0.0182542 -0.0221821 0.0352816 0.0506188 0.0137532 0.0930085 0.0547559 0.0294446 0.0670362 0.170312 -0.000682355 0.00037922 0.008334 0.0327996 0.0473437 0.101017 0.17432 0.0672287 0.0759092 internal_count=855956 25263 4606 3764 2317 842 745 20657 19245 1412 1312 987 433 1447 1187 901 260 232 830693 57977 10986 7906 1683 531 1152 1129 shrinkage=0.0381265 Tree=179 num_leaves=27 num_cat=0 split_feature=18 25 27 11 21 22 5 9 27 26 22 14 25 5 21 19 14 27 26 4 19 21 27 4 17 16 split_gain=2.88634 2.89357 7.72557 8.59772 15.1415 8.79513 8.79326 7.17724 7.41845 10.5858 9.0346 7.83926 8.01228 7.09648 6.41885 9.97606 7.63932 5.89769 15.0817 8.24661 9.78462 5.84342 6.90355 13.5216 9.57769 7.67133 threshold=6.5000000000000009 646.25000000000011 22.500000000000004 0.74386344649502556 9.5000000000000018 395.25000000000006 101.0328826904297 0.95794062669969682 25.500000000000004 0.93613765678722827 764.25000000000011 22.350096709851965 580.25000000000011 27.997111320495609 12.500000000000002 371.75000000000006 13.551606573494253 35.500000000000007 0.52113368509978264 24.697480201721195 452.75000000000006 1.5000000000000002 1.5000000000000002 18.332571029663089 40.787908047357263 215.14942518908632 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 21 4 6 13 7 -4 9 -9 11 -10 -13 14 -5 16 -16 -3 -19 -20 -21 22 23 -1 25 -25 right_child=-2 17 3 5 -6 -7 -8 8 10 -11 -12 12 -14 -15 15 -17 -18 18 19 20 -22 -23 -24 24 -26 -27 leaf_value=0.0036313042735308938 0.0031626557587648828 4.0193246731851387e-05 -0.0010228693960228066 -0.0022953962173717533 0.00098696956830509382 -0.00016566783336490113 -0.022094071276490181 -0.0051752543937048628 -0.0028190533253044481 0.00017262574088198451 0.0058099069714581449 -0.013545932778899213 -0.0058033745243686622 0.00080388699967361545 -0.00072579448185191523 0.0067323701328495219 -0.012840945500255265 -0.0048386102921673191 0.0022128600937458363 -0.024306608166579913 0.00011191141022731806 6.0805328824085492e-05 -0.0011689972967355202 -0.0071120347806369133 -0.00055072687811563042 -0.028739451443986846 leaf_count=1289 419 462973 4529 1961 3025 87041 32 850 758 1466 105 272 680 855 103 63 285 615 5935 24 3918 267374 10614 134 607 29 internal_value=0 -6.65421e-05 -0.00211378 -0.00956376 -0.0350493 -0.00625714 -0.0562563 -0.0543228 -0.0844663 -0.0469519 -0.132336 -0.149819 -0.210235 -0.0571956 -0.0849442 -0.192514 -0.252444 0.00158552 0.0250303 0.0344909 -0.000964038 0.000600347 -0.0203812 0.0326105 -0.072239 -0.28746 internal_count=855956 855537 382072 102025 11717 90308 8692 8660 4131 2316 1815 1710 952 3267 2412 451 388 473465 10492 9877 3942 280047 12673 2059 770 163 shrinkage=0.0381265 Tree=180 num_leaves=27 num_cat=0 split_feature=0 28 18 21 27 17 17 24 7 10 13 5 1 9 18 19 28 17 7 24 16 14 21 18 24 28 split_gain=2.86142 4.75227 14.6299 9.76205 7.16586 9.41759 7.06649 10.1045 7.63634 5.17879 4.98861 4.97984 5.31498 6.1971 4.44095 5.75384 5.79322 5.02731 4.42393 4.85695 4.37525 7.71806 4.74143 4.71974 6.59647 5.31536 threshold=17.500000000000004 844.25000000000011 1.5000000000000002 10.500000000000002 14.500000000000002 67.910544024142652 56.0659039857156 6.5000000000000009 -1.0000000180025095e-35 0.97375930568183255 15.152403872599413 84.072643280029311 5040.5000000000009 0.82608827428438902 3.5000000000000004 350.75000000000006 584.25000000000011 59.145537261441007 -48.366460800170891 3.5000000000000004 231.80391635970261 17.617319341529164 11.500000000000002 4.5000000000000009 17.500000000000004 548.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 6 14 11 -4 8 18 -5 -10 20 13 -13 -1 -16 -17 -18 19 -8 21 -6 23 -23 -25 -26 right_child=-2 2 3 9 5 -7 7 -9 10 -11 -12 12 -14 -15 15 16 17 -19 -20 -21 -22 22 -24 24 25 -27 leaf_value=0.00054995962985073682 -4.185291352529298e-05 0.00010804604299894718 -0.00088373772542742278 -0.012752015407205599 0.00046628499284850927 0.0019492484419138096 0.0059123933067349683 -0.0075355525969500502 0.011988556542982096 0.0053079447138400324 -0.0077030308178733728 -0.014230276079491006 0.0028044893071358318 -0.0032182730967617135 -0.006455745923867235 0.0012998560274414778 -0.0020266848561907749 -0.012396438198310211 0.003414948434483049 -0.0048134171711856398 0.0002908822979513092 -0.00050634706109174742 0.0007852881703225051 0.0014700927959305551 0.0011887412318972346 -0.011082978782681363 leaf_count=69750 613862 43264 8736 159 18573 3564 79 603 20 27 288 98 137 307 279 900 339 85 405 275 40941 48568 4250 170 68 209 internal_value=0 0.00296192 -0.00532122 -0.0386315 0.00533177 0.000511106 -0.0345727 -0.0941743 -0.0356987 -0.265705 -0.168501 -0.00108075 -0.0967048 -0.1543 0.0132286 -0.0388114 -0.011309 -0.107682 0.0181921 -0.0634678 -0.000621196 -0.00532327 -0.0114439 -0.0142221 -0.116508 -0.211675 internal_count=855956 242094 53856 10592 188238 116885 10406 1670 1067 186 308 113321 542 405 71353 1603 1324 424 759 354 112779 71838 53265 49015 447 277 shrinkage=0.0381265 Tree=181 num_leaves=27 num_cat=0 split_feature=20 27 24 10 27 24 13 21 12 14 27 10 26 28 11 26 14 20 18 18 27 24 11 20 12 22 split_gain=3.04743 5.49194 7.4195 6.70459 11.3527 6.56475 6.08557 5.39082 11.4216 7.08244 8.42454 6.58916 6.49703 6.44163 5.29436 5.23518 8.89645 8.22558 5.21426 5.14615 5.53101 8.61238 7.53791 6.51303 6.05912 5.135 threshold=1.0738858942505811 31.500000000000004 14.500000000000002 0.68489935476748975 44.500000000000007 28.500000000000004 50.278253692357673 6.5000000000000009 117.7045814642449 22.773360642982393 26.500000000000004 0.93543223667421183 0.47985117317611026 722.75000000000011 0.81955221386800348 0.77599625845239883 22.66716166554809 1.2785502668368813 5.5000000000000009 4.5000000000000009 36.500000000000007 28.500000000000004 0.57726527959086116 1.6186215292223445 110.82285348059959 746.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 4 6 14 15 -2 12 10 13 -11 -9 25 -6 -3 17 -17 -14 20 21 23 -22 -5 -24 -10 right_child=1 3 -4 19 5 -7 -8 8 9 11 -12 -13 18 -15 -16 16 -18 -19 -20 -21 22 -23 24 -25 -26 -27 leaf_value=3.4762444593168294e-05 -0.00010651329722700116 0.0069648612888950617 0.00046748641751713813 -0.00047259919866128185 -0.0017505188289122099 -0.0034322909360717589 -0.014315760634544001 -0.0081695826478776143 -0.0056993201027987599 -0.0023359873244639209 -0.021663672139624796 0.004132731559368906 -0.00012913392867224538 0.001564843242430325 -0.014871387840607748 -0.0026473995902278175 -0.00094625970820656844 -0.01973338887604275 -0.019612241785561941 -0.0025643321038303622 -0.014390568942459629 -0.020421978825041265 -0.0002298402416200093 -0.0058355422591200353 0.0024643142652649541 -0.017598509397861346 leaf_count=704244 91347 111 28622 4369 58 286 52 149 279 3699 49 244 12395 148 195 95 2704 72 20 1388 47 33 2769 356 2160 65 internal_value=0 -0.00402931 -0.00205892 -0.0224013 -0.0600869 -0.193822 -0.0363284 -0.00584026 -0.0221645 -0.0654915 -0.172785 -0.0507703 -0.00670143 -0.133404 -0.31116 -0.0304143 -0.0386529 -0.262647 -0.00421021 -0.0102945 -0.00217187 -0.0265491 0.0211374 -0.0229936 0.024938 -0.208456 internal_count=855956 151712 137017 14695 3573 539 3034 108395 17048 4484 541 3943 12564 492 253 2982 2871 167 12415 11122 9734 4758 4976 4725 4929 344 shrinkage=0.0381265 Tree=182 num_leaves=27 num_cat=0 split_feature=22 21 13 12 26 24 16 6 8 12 17 23 20 26 12 18 23 24 9 4 21 25 23 23 24 14 split_gain=2.92193 6.27716 4.55806 5.0641 6.73859 5.52963 5.33113 4.26926 4.92889 4.14798 4.12594 3.9047 3.8099 3.8742 3.95 4.97993 3.97524 4.94099 3.7841 3.77171 3.5232 3.37904 4.53056 3.34507 3.30615 3.52143 threshold=305.25000000000006 13.500000000000002 18.138922344346078 62.298989873223341 0.32834629388040487 1.5000000000000002 223.31257754342434 0.93103448731715022 138.50000000000003 103.23097038856282 56.0659039857156 1.0589490556619021 0.4871900738952763 0.45724927115638353 51.227922061357866 1.5000000000000002 0.84793090806149973 4.5000000000000009 0.97879373252155688 11.999999046325685 2.5000000000000004 309.25000000000006 0.53325172258837639 0.88774231137249071 3.5000000000000004 8.4372044751688016 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 11 5 6 7 -5 8 -4 10 18 20 -7 -14 -15 16 17 -16 -6 -3 -1 -22 -23 -24 -17 -26 right_child=-2 19 3 4 9 12 -8 -9 -10 -11 -12 -13 13 14 15 24 -18 -19 -20 -21 21 22 23 -25 25 -27 leaf_value=-0.00012780114282595151 1.1842402104930695e-05 0.0063625884958808821 -0.0067138705203257775 -0.0045714227574202935 -0.0012169892085765379 -0.0042651929642167847 -0.020145451112323503 -0.0063226270953038706 0.0060458454387988221 0.0026002720154021932 -0.0044282845892628653 -0.011227418141980059 0.0020057334375815391 -0.0034905322252858717 -0.013388974653062168 0.0049207774644569385 -0.00077474466232418568 -0.00029709218092685943 0.0015649706012602913 -0.011152220799863617 -0.005142645229468978 0.0015077698963640728 -0.0057258414347679028 0.0018114244810969269 0.008157681779045918 0.00024505871926502128 leaf_count=1239 841726 21 48 284 3246 258 36 53 529 522 456 63 1637 472 88 336 916 80 910 120 583 414 363 112 87 1357 internal_value=0 -0.0141395 -0.0120384 -0.00313258 -0.0250633 0.0172752 -0.165856 0.105784 0.130733 -0.0162877 -0.0258504 -0.048365 0.00661561 0.0127626 -0.00678945 0.00717969 -0.0462546 -0.187658 -0.015943 -0.224087 -0.0426456 -0.0757195 -0.03692 -0.103567 0.0397206 0.0189314 internal_count=855956 14230 14089 11315 5454 5861 320 630 577 5134 4612 2774 5231 4973 3336 2864 1084 168 4156 141 2711 1472 889 475 1780 1444 shrinkage=0.0381265 Tree=183 num_leaves=27 num_cat=0 split_feature=11 31 16 15 25 25 24 6 7 17 16 23 9 9 17 15 9 14 4 29 1 20 14 22 7 23 split_gain=3.18428 3.27529 4.33601 4.28004 5.19636 4.10501 4.11306 3.31496 3.19725 5.93196 11.4225 7.77574 5.38214 4.90503 6.45601 5.20782 6.63965 5.96768 9.35599 8.04514 7.24666 5.94918 7.50749 5.9331 5.51663 5.47596 threshold=0.93816496887379752 1.5000000000000002 227.59318488529019 0.76849413908669384 458.25000000000006 3793.5000000000005 1.5000000000000002 0.88286400472031656 -16.699242591857907 62.371981111993932 218.26778936273826 0.60826000105966582 0.97347610387038619 0.96588943621791346 65.587686066954333 0.64072295326573603 0.89868339519861651 36.169643925058914 34.944557189941413 4.1059618991215094 1628.5000000000002 0.68913450578081759 63.422460655933051 530.75000000000011 -89.940933227539048 0.72201132369042831 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 5 7 6 -2 -5 13 -10 -11 -12 -13 15 -15 16 -1 23 20 -20 -19 22 25 -17 -21 -18 right_child=1 -3 -4 4 -6 -7 -8 -9 9 10 11 12 -14 14 -16 17 21 18 19 24 -22 -23 -24 -25 -26 -27 leaf_value=-0.00047359315368131189 0.0076556149667107269 -0.00044183204934198446 0.00030139184411321799 0.002598662480892115 0.0044559559643818584 -0.011237863038618586 0.00081284105962852208 -0.0066204622214750637 -4.876592048640756e-05 -0.00058894800875608315 -0.01482907015551024 -0.0053505140498408621 0.0036629975912001525 0.00021393781020714395 0.0012842646380579214 -0.00088053872163211555 -0.00046336599446460076 -0.0048744367045422451 -0.0013946613251792834 -0.010388284247513278 -0.019794783836655554 0.00040573271893843522 0.011329618538810626 7.1628929204590943e-05 0.00255752859650836 -0.0035325208246614931 leaf_count=19927 132 5558 17865 117 1123 40 3910 110 564882 11704 108 567 116 79349 9135 12275 5122 239 7995 50 59 71102 73 42274 1112 1012 internal_value=0 0.0102239 0.0154277 0.0401687 0.0889793 0.0240261 0.0271807 -0.0490146 -0.000462739 -0.00175577 -0.0233074 -0.13961 -0.100184 0.00252683 0.0085095 -0.00075629 0.00385457 -0.00776119 -0.0309544 -0.0252797 -0.205329 0.00804988 -0.0216403 -0.00374109 0.0524696 -0.0254343 internal_count=855956 28855 23297 5432 1350 4082 4042 227 827101 577377 12495 791 683 249724 88484 161240 97236 64004 9455 9157 298 77309 6207 54549 1162 6134 shrinkage=0.0381265 Tree=184 num_leaves=27 num_cat=0 split_feature=26 27 19 7 11 16 6 9 17 4 15 13 27 21 19 7 24 25 19 16 19 18 27 20 15 27 split_gain=2.98734 3.78094 3.26635 6.42629 6.81624 2.77578 2.64598 6.80351 5.95439 5.82878 7.3794 5.40592 7.14464 13.0055 14.174 9.26851 10.7786 9.04422 7.49835 6.98721 7.62596 6.75966 8.90043 7.77628 7.63939 9.90593 threshold=7.1337613022535074 5.5000000000000009 7523.0000000000009 -52.290382385253899 0.64070227140305014 101.72599055485661 0.51798558335833722 0.93024717275910263 30.71361971383314 232.50000000000003 0.35059708743086465 72.531044917877409 8.5000000000000018 4.5000000000000009 394.25000000000006 -89.167671203613267 15.500000000000002 1107.2500000000002 569.75000000000011 218.4756625288228 557.75000000000011 1.5000000000000002 27.500000000000004 0.64490047857187827 0.29837415940022688 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 4 -4 -5 7 9 -8 -1 -11 12 -9 14 -14 18 -17 19 -15 -18 -21 22 24 -23 25 -13 right_child=1 -3 3 5 -6 -7 8 11 -10 10 -12 21 13 15 -16 16 17 -19 -20 20 -22 23 -24 -25 -26 -27 leaf_value=-0.00053383600613822859 0.0045247576837892057 0.0019615668975252773 -0.021137378937626058 0.011797872409275869 -0.0013271326741259686 -0.0012398838181051344 0.00091286194956245682 -0.00064561788837747024 1.7796654823239449e-05 -0.012961595156888647 0.00038720333826532626 -0.0046506093774735672 0.0028575256718531752 0.0030049134488490284 0.00036498161213945746 -0.00091822885624510671 0.0011331129947509786 -0.020377474863794921 -0.0011741651079183037 -0.0016649178773850888 0.00028814816318782204 -0.0058272684189724895 -0.012217118598057242 0.0019043538347127359 0.00065935744397214991 -0.00029257660677100964 leaf_count=39914 120 2281 50 25 51 470 10985 29409 655417 124 117 836 3792 2089 26438 28756 7966 31 890 4097 9998 196 84 5369 18307 8144 internal_value=0 0.031549 -0.0318471 -0.0621541 -0.292033 -0.0152495 -7.81334e-05 -0.00340697 0.000853762 -0.0149379 -0.169988 -0.000244272 -0.00351816 0.00117549 0.0177735 -0.0081462 -0.0113224 0.00528845 0.0460672 0.00604692 -0.00733218 0.0110344 0.00457469 0.0428061 0.0055752 -0.0183151 internal_count=855956 2997 716 596 101 495 852959 186557 666402 40155 241 146402 113466 84057 30230 53827 50848 22092 2979 22061 14095 32936 27371 5565 27287 8980 shrinkage=0.0381265 Tree=185 num_leaves=27 num_cat=0 split_feature=0 25 4 24 27 6 14 28 27 25 21 12 13 16 4 29 25 18 22 13 16 27 12 28 7 26 split_gain=2.91306 4.70343 5.52481 7.4692 3.82016 3.61413 3.30559 6.47653 5.52977 7.89569 6.81049 6.51102 8.20071 5.74559 5.51357 5.38276 6.46897 16.1215 25.7605 29.7679 22.9081 13.1321 12.181 10.0069 9.19104 11.243 threshold=48.000000000000007 808.25000000000011 24.000001907348636 6.5000000000000009 44.500000000000007 0.29233869037580179 27.279641963126888 796.75000000000011 25.500000000000004 1045.2500000000002 7.5000000000000009 133.61269837220811 48.419601378825639 228.37733756149763 20.631667137146 0.23145479332637914 1189.2500000000002 1.5000000000000002 1368.2500000000002 45.000735969501612 228.06647633028925 21.500000000000004 122.88782463805519 742.25000000000011 -89.940933227539048 1.1833479494113246 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 -4 -3 7 -1 10 -10 13 12 14 -9 -12 -8 23 21 19 20 -19 24 -22 -17 25 -18 right_child=1 5 4 -5 -6 -7 15 8 9 -11 11 -13 -14 -15 -16 16 17 18 -20 -21 22 -23 -24 -25 -26 -27 leaf_value=4.1491381585374673e-05 -0.00093895142242520326 -0.0010051619074836215 -0.00079599988572224699 0.00011825374389821544 -0.0068795681464826888 0.00021418874989162029 0.0024707104219246464 -0.00055761098202086019 0.001684057629379909 -0.011664634068517227 -0.0052381160241262159 0.0039534253766589939 -0.011643383894280331 0.0001215545749983203 -0.00045844137646115367 8.648151524940218e-06 -0.00087747256844311356 -0.0050327471329006538 -0.00040715694596432016 -0.0024677846012861274 -0.0054038307588553155 -0.01622161092095015 -0.024018272686802435 0.00073254415805874948 0.00014716522337736393 -0.0073488904067704457 leaf_count=451928 12792 3824 23700 40375 151 46506 1465 53057 2677 66 633 190 162 27487 787 61297 1729 288 4822 1336 65 72 239 50734 69070 504 internal_value=0 -0.00432993 -0.00924273 -0.00356996 -0.0218881 0.00318792 0.000853979 -0.000418402 -0.00842344 0.0357461 -0.0098953 -0.0712195 -0.0922266 -0.00854614 -0.0679082 0.00441962 0.00395442 -0.0030301 -0.0497421 -0.14744 -0.334105 0.00138749 -0.525572 0.00882508 0.00181852 -0.061325 internal_count=855956 127348 77018 53167 23851 50330 728608 536987 85059 2743 82316 1772 1582 80544 1420 191621 190156 78125 6750 1928 592 71375 304 112031 71303 2233 shrinkage=0.0381265 Tree=186 num_leaves=27 num_cat=0 split_feature=22 21 27 21 18 27 4 23 21 26 29 21 12 7 6 15 6 11 15 13 29 12 23 28 18 12 split_gain=3.07325 6.28935 5.15909 7.41448 8.47641 7.39318 6.03047 5.60327 5.51787 6.80517 5.28902 5.1383 5.11049 5.03573 7.20096 7.11417 5.06312 4.97562 4.93244 6.22126 4.72505 4.66733 4.60311 4.5537 5.96981 5.67382 threshold=305.25000000000006 13.500000000000002 9.5000000000000018 3.5000000000000004 1.5000000000000002 1.5000000000000002 23.738411903381351 0.87057780559032139 2.5000000000000004 0.65177984794443411 1.0205261873154619 2.5000000000000004 62.298989873223341 -71.565052032470689 0.52500000238418643 0.34192920661226139 0.84615384876966371 0.90842681425407756 0.56167415464454995 17.562178997490459 0.21387011065146475 47.81675682618971 0.58235606676251817 480.25000000000006 5.5000000000000009 83.574116139070426 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 13 10 21 17 -10 -5 -4 18 14 -1 -15 -17 -6 19 -9 -13 -7 -19 24 25 -2 right_child=23 -3 11 6 8 7 -8 12 9 -11 -12 20 -14 15 -16 16 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 leaf_value=0.0033661612566930664 0.00064762924672907818 -0.008512268583226899 0.0030947536147170607 -0.0027688062592689921 0.0038396497772598525 -0.0011195719973044914 0.0059529387901176047 -0.0080393226879088876 -0.0045626694558235622 0.0013730474511908794 -0.0082193871756690382 -0.0045338804225004215 -0.0034391368633963732 -0.0081211082662337036 -0.012829680608006416 0.010163951926167036 -0.0011070547860018724 -0.011733682861145667 -0.0017600655347946735 0.0032052365203956768 0.00025097535150433726 -0.0093226459917596181 0.0013277210011175106 -1.7966016557663932e-05 -0.0059091848169038211 -8.4117948188465794e-05 leaf_count=106 36632 143 882 914 1133 162 89 80 423 835 361 322 1390 50 64 234 77 59 1511 675 4391 267 117 778237 223 26579 internal_value=0 -0.0145987 -0.0124887 -0.0279421 -0.0151074 -0.0407247 -0.0955316 -0.0551536 0.0309578 -0.0163358 -0.113099 0.0111181 -0.0424668 0.0702775 -0.0716325 0.137105 0.193393 0.0764088 -0.0131845 0.0528179 -0.00199163 -0.163272 -0.0800183 0.000192852 0.00834001 0.00891621 internal_count=855956 14285 14142 8547 7183 4616 1364 4085 2567 1258 1275 5595 3656 531 170 361 311 1309 2266 755 4713 429 176 841671 63434 63211 shrinkage=0.0381265 Tree=187 num_leaves=27 num_cat=0 split_feature=0 27 21 22 20 0 26 27 22 9 10 9 17 14 22 27 4 7 17 21 4 21 1 1 20 28 split_gain=2.85344 3.03656 4.06781 4.46806 4.01046 2.9913 2.98535 3.93362 3.88237 3.83565 3.43624 3.18619 5.80622 6.56452 4.46078 5.85463 7.65104 7.33689 4.87695 7.58381 5.48396 4.72343 4.42123 7.24517 4.40963 14.7527 threshold=9.0000000000000018 55.500000000000007 16.500000000000004 495.25000000000006 1.0613176969259042 26.000000000000004 7.1337613022535074 4.5000000000000009 24956.000000000004 0.87025295946577852 0.90369369186582815 0.97239273825520589 58.036403668107567 31.784310789605584 1513.2500000000002 2.5000000000000004 11.999999046325685 -77.449375152587876 47.785460413902165 3.5000000000000004 28.270524978637699 12.500000000000002 884.50000000000011 480.50000000000006 0.97395131401617263 1161.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 4 5 -3 -4 11 8 9 -8 -11 -2 14 -14 15 16 -13 22 20 -20 -17 24 23 -18 25 -22 right_child=1 2 3 -5 -6 -7 7 -9 -10 10 -12 12 13 -15 -16 18 17 -19 19 -21 21 -23 -24 -25 -26 -27 leaf_value=0.0002335388975885198 -7.8585976784192817e-05 0.0021667695396307262 -2.9029358372158629e-05 -0.014096808528636359 -0.0050586995086680095 -0.0088618414528477876 0.0033621341397149307 0.001740857992467133 -0.011535751374107148 -0.0011609024321325217 -0.015598924704060751 0.0028214232370076175 0.0005529513157134133 0.0032669479218482146 0.0006764969205873009 -0.00012343175133608131 -0.0034116370898262371 -0.0011996409181972468 -0.00030869381297906105 0.00032086710029929167 -0.00079456207612577155 -0.014297627774969695 0.00053268158694559609 -0.012095551730460518 -0.0010186940979544845 -0.019813208715901046 leaf_count=69826 512771 337 152 72 167 88 142 2457 60 68 37 534 13591 1432 15074 84023 338 2823 37327 109138 229 41 141 238 4770 80 internal_value=0 -0.00054507 -0.0615156 -0.151253 -0.00596394 -0.0857075 -0.000481717 0.032325 -0.0743986 -0.0189736 -0.163891 -0.000597592 0.00218428 0.0212884 0.00105771 8.31405e-06 -0.0375769 -0.0544082 0.000658216 0.00420762 -0.00517358 -0.0369473 -0.144742 -0.183594 -0.0342183 -0.149987 internal_count=855956 786130 816 312 504 240 785314 2764 307 247 105 782550 269779 15023 254756 239682 4074 3540 235608 146465 89143 5120 717 576 5079 309 shrinkage=0.0381265 Tree=188 num_leaves=27 num_cat=0 split_feature=21 21 12 20 10 10 23 27 28 0 29 16 29 10 13 11 30 17 16 28 20 5 29 17 21 7 split_gain=2.81156 5.01079 4.20723 6.87908 5.46602 4.93373 4.26285 3.97254 4.0553 3.12874 3.02023 2.92562 2.82161 3.15475 2.82132 2.814 5.66078 6.04722 7.73256 6.68611 6.05781 6.49255 4.93579 4.52118 4.40363 4.40185 threshold=18.500000000000004 16.500000000000004 95.373106012293761 1.1421366914135949 0.86546972722647342 0.84302757762294345 1.2714010602445533 37.500000000000007 520.25000000000011 26.000000000000004 0.96167914881119265 213.9048561211213 0.70825211230765894 0.74299252333106014 33.289599799801486 0.86847510722395105 1.5000000000000002 48.016120837869316 231.64890009410013 5707.5000000000009 0.99999189902950392 34.967622756958015 2.1750711484900123 110.32522511990921 2.5000000000000004 -8.1301016807556135 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 3 4 5 6 9 -5 -9 -3 -11 -7 13 -2 -6 25 17 22 19 23 21 -20 -17 -19 -21 -1 right_child=12 2 -4 7 14 11 -8 8 -10 10 -12 -13 -14 -15 -16 16 -18 18 20 24 -22 -23 -24 -25 -26 -27 leaf_value=7.8991745584900924e-05 -0.0076408905441816607 -7.1732440142871569e-06 0.00052767035774601266 -0.01601290097065362 0.0072086969990268973 -0.0029731579887869882 -0.02007338650374221 0.0012896923466842998 -0.014281162568885945 -0.0072682602031040001 0.0011920739306321136 -0.016721307305643519 0.00078183186916756938 0.0079886151785765903 -0.00018712038824497839 -3.5725244206075725e-05 -0.00066418830071009194 0.00047384983208716413 -0.0022758573090919071 -0.0033800694917261306 -0.0020751184111811216 -0.022940988606882644 0.0012274067380447422 0.0053893723180986177 -0.018602300308236387 -0.00012359859449554127 leaf_count=270777 21 405 727 84 99 35 20 62 40 235 83 63 407 177 309 122679 12541 74100 39 349 200 51 4668 273 30 367482 internal_value=0 -5.54927e-05 -0.0481368 -0.0795354 -0.0528168 -0.098894 -0.0710771 -0.258953 -0.12633 -0.0584792 -0.132718 -0.309791 0.0681391 0.166051 0.0421611 6.63463e-05 0.00319595 0.00447345 0.0115942 0.0122265 -0.151381 -0.366834 0.000277387 0.0129016 -0.120257 -0.00098753 internal_count=855956 855351 2162 1435 1249 841 743 186 102 723 318 98 605 198 408 853189 214930 202389 75042 74752 290 90 127347 74373 379 638259 shrinkage=0.0381265 Tree=189 num_leaves=27 num_cat=0 split_feature=1 4 11 29 7 9 6 6 11 20 6 1 7 7 9 10 0 9 17 6 21 17 21 27 5 11 split_gain=2.93808 6.55547 11.1791 7.00183 9.22079 5.94326 8.33799 5.44015 3.998 3.66741 3.63321 3.26912 3.36446 3.11818 4.54664 3.46793 2.75291 3.00879 5.8172 5.47212 3.7581 7.90785 3.71759 3.58912 3.5058 3.57825 threshold=48349.000000000007 193.62052154541018 0.69375590737240078 1.7224276095196445 -57.956214904785149 0.67071645368956256 0.69230769709671025 0.70833333481650629 0.76113515799424125 0.70728597053078013 0.49494945970188264 30056.000000000004 -77.000072479248033 -82.84075546264647 0.90495161877200114 0.89226205395610714 13.500000000000002 0.97425797979909923 49.729595109777648 0.88000000120631328 3.5000000000000004 70.576821846147681 15.500000000000002 45.500000000000007 30.200485229492191 0.87395895263575119 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 4 -3 6 10 -6 -4 -7 -2 16 -13 14 15 -11 -1 -18 -19 20 21 -20 -22 -24 25 -21 right_child=5 2 8 -5 7 9 -8 -9 -10 13 -12 12 -14 -15 -16 -17 17 18 19 24 22 -23 23 -25 -26 -27 leaf_value=0.000133728051934153 -0.0037886832272713395 0.0018100504798332167 -0.016003683750487555 0.0017706590832866577 0.00086808451098371181 0.017502468324638493 0.0027066596875940699 -0.01544240272103703 -0.0062587733073133783 0.0047033608788572051 -0.022838172568974306 -0.0025670277546761553 0.0023096013834121797 0.0020646833700465805 0.0016215663131885828 -0.0095539077825965817 -8.9819063248771429e-05 -0.00012825231223451055 -0.00010173239774080948 -0.00073693504416103613 0.00061182558911556132 0.0039964847924531064 0.00031481316015483481 -0.0053461111691912007 0.00082432943771695876 0.00049751974439880321 leaf_count=172337 22 138 95 551 39 21 68 125 172 31 43 238 1513 2226 248 124 472887 97502 23445 14772 59820 705 356 300 3739 4439 internal_value=0 -7.29372e-05 -0.0765283 -0.020633 -0.143011 0.0324719 -0.173806 -0.303298 -0.2551 0.0428247 -0.429902 2.75612e-05 0.043192 0.0394999 -0.0414405 -0.175795 -6.13259e-05 -0.000968509 0.00223047 0.00730092 0.0110151 0.000469621 0.0152262 -0.0596442 -0.00639466 -0.0118473 internal_count=855956 853173 1120 853 302 2783 133 164 267 2650 65 852053 1751 2629 403 155 850302 677965 205078 107576 84626 24150 60476 656 22950 19211 shrinkage=0.0381265 Tree=190 num_leaves=27 num_cat=0 split_feature=18 25 27 22 5 21 7 7 24 10 27 16 26 22 16 26 1 5 29 21 23 6 23 28 24 29 split_gain=2.71712 2.6692 6.88868 7.35431 7.7563 7.21455 11.7427 9.78176 10.3004 7.33253 6.7873 6.24979 7.29026 5.62925 6.65487 6.33993 6.3259 6.1213 5.72233 10.4811 5.96551 5.90968 5.89862 5.51262 5.46057 11.2079 threshold=6.5000000000000009 646.25000000000011 22.500000000000004 395.25000000000006 27.997111320495609 8.5000000000000018 -14.903549194335936 -64.274669647216783 11.500000000000002 0.91927773649545597 31.500000000000004 221.63186303742251 1.524038721123067 463.25000000000006 204.13908254565078 0.73787279287444896 487.50000000000006 22.998039245605472 0.58860421262845486 6.5000000000000009 1.1078742162226929 0.45714285909345181 0.98745078664175778 718.75000000000011 17.500000000000004 0.54764319520911819 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 7 -5 -9 13 23 12 -10 18 17 -16 -17 -15 -8 20 22 -21 -20 -11 -3 -26 right_child=-2 24 3 5 -6 -7 9 8 11 10 -12 -13 -14 14 15 16 -18 -19 19 21 -22 -23 -24 -25 25 -27 leaf_value=2.241933823073056e-05 0.0030929006476916251 2.1293607205112533e-05 -0.0030714850912546832 -0.00055117738446360854 0.00087165893309864521 -2.2080533438636936e-06 0.0014194535844092092 -0.011648776597643453 -0.0044564476059197255 -0.0010380875661549925 -0.01044011297614603 -0.00069628943975454604 0.0032205807135548205 0.00040260972672152102 0.0021747097953937274 -0.0017856309522657683 0.00025014882572325632 -0.0021711035267971105 -0.0038899701788808034 -0.0129941166424481 -0.0013925836905978825 -0.00032657310759833159 -0.010532232646198706 -0.017346843345797721 -0.001856466400698735 0.00066866578908368721 leaf_count=279978 413 434418 2703 3659 991 56904 737 202 2458 515 185 1335 194 2109 2158 2524 18348 3700 400 55 401 2009 378 32 2748 36402 internal_value=0 -8.45017e-06 -0.00197517 -0.00901106 -0.0528149 -0.00736501 -0.0174088 -0.0522314 -0.085227 -0.00926336 -0.108251 -0.0740654 -0.102156 -0.00705552 -0.00219017 0.0054391 0.000104047 -0.0324367 -0.0423097 -0.0603859 -0.135605 -0.0174191 -0.186673 -0.0522515 0.00157789 0.0128893 internal_count=855956 855543 381975 101997 3694 98303 41399 7848 4189 33551 732 3987 2652 32819 28839 23030 20872 5809 3980 3243 1179 2064 778 547 473568 39150 shrinkage=0.0381265 Tree=191 num_leaves=27 num_cat=0 split_feature=20 24 27 20 18 12 27 24 15 27 20 14 24 14 4 13 13 18 15 27 18 13 29 20 27 26 split_gain=2.90464 5.09862 9.34472 13.5209 16.0922 11.583 5.08772 6.71098 6.53481 9.68628 5.91336 9.67734 5.74403 5.54017 5.1215 5.05742 4.99421 4.86691 7.78104 7.52672 7.91602 4.94518 9.25813 5.11647 4.6713 5.70936 threshold=1.0738858942505811 26.500000000000004 48.500000000000007 0.98215871219405815 2.5000000000000004 87.533008588991081 31.500000000000004 14.500000000000002 0.72939635056677765 44.500000000000007 1.2500816459830177 23.344185456263506 28.500000000000004 21.663036046142466 29.963311195373539 27.307664704057085 50.278253692357673 3.5000000000000004 0.4947806365886937 45.500000000000007 4.5000000000000009 29.120579770236198 0.95858389873743166 0.82685168635107453 42.500000000000007 0.74898372304387351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 -6 7 -2 -8 10 14 13 15 -12 -10 -11 -13 24 -19 -20 -21 23 -23 -22 -3 -26 right_child=6 17 3 -5 5 -7 8 -9 9 12 11 16 -14 -15 -16 -17 -18 18 19 20 21 22 -24 -25 25 -27 leaf_value=2.497390319127038e-05 -0.00021679305096883794 -0.00037288412465018598 0.0061354392506931159 0.00077968291587385795 -0.0036813623941712838 -0.021687833401688682 -0.0003715571361192848 0.0004401164964454324 0.00062000585629456832 0.0052321091919081261 0.00052583786745677961 -0.0018037557831186823 -0.0031785606225928449 -0.019386067384832548 -0.0050087794119372236 -0.01281273715666306 -0.013843796333472269 0.0021876890921357938 0.0014424557394806122 -0.0010920946295668928 -0.0097932187355017995 -0.019844373882944577 0.0022629472621350189 0.00020939642644871376 0.0054357729799983136 0.0016640496288950503 leaf_count=695929 108499 1149 65 315 80 148 11166 28556 1687 25 27 909 280 82 273 233 53 1137 619 623 156 100 38 142 728 2937 internal_value=0 0.000828376 0.000546765 -0.123373 -0.277996 -0.403126 -0.00399457 -0.00209626 -0.0216514 -0.0589006 -0.0369522 -0.0967049 -0.182554 -0.3791 -0.00430156 -0.290197 -0.0647079 0.0265399 -0.00648999 -0.0497677 -0.100972 -0.204321 -0.360821 -0.131847 0.0458542 0.0632959 internal_count=855956 704166 696537 608 293 228 151790 137055 14735 3569 3031 1071 538 109 1960 258 962 7629 2815 1678 1059 436 138 298 4814 3665 shrinkage=0.0381265 Tree=192 num_leaves=27 num_cat=0 split_feature=18 25 24 5 27 22 27 18 23 11 21 16 27 18 27 28 25 8 25 27 16 25 10 23 21 11 split_gain=2.64445 2.58461 6.59625 9.61506 7.48535 8.56353 7.98384 7.75654 10.5906 6.63316 7.716 7.5677 10.0294 6.55892 14.3803 7.37985 6.91619 10.4444 6.36688 6.31356 9.10023 8.07965 6.26658 6.95104 6.56165 6.18662 threshold=6.5000000000000009 628.25000000000011 10.500000000000002 101.0328826904297 9.5000000000000018 489.75000000000006 12.500000000000002 1.5000000000000002 1.0914213281773362 0.78948362970919372 8.5000000000000018 211.26347718686432 22.500000000000004 1.5000000000000002 4.5000000000000009 298.50000000000006 540.25000000000011 364.50000000000006 519.25000000000011 1.5000000000000002 237.31697511680485 458.25000000000006 0.90780567584673266 0.36704332652366367 2.5000000000000004 0.68660500683527015 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 9 13 7 -7 8 18 10 11 12 -4 19 16 -16 -15 -18 -6 20 -1 22 -21 24 -24 -8 right_child=-2 -3 3 -5 5 6 25 -9 -10 -11 -12 -13 -14 14 15 -17 17 -19 -20 21 -22 -23 23 -25 -26 -27 leaf_value=0.0017043438358199312 0.0030294266072161541 5.4926821960600456e-05 -0.00088259622546606122 -0.013623351173279806 0.0033607800227396963 0.00051203957246242669 0.0008334180997898315 0.00046362963773929075 -0.0005416486603789896 -8.9291638953550777e-05 0.00027947155726291143 -0.00035218445060260944 -0.0028831695544362167 0.0029211040340185804 -0.0033530847687206788 -8.9072400838618635e-05 -0.0073081404256612808 0.0012868478454000577 0.00049163368140336559 -0.0013737036819073106 -0.021446017802119337 -0.00035318450205136336 -0.0029607747833704889 -0.0054788803372705025 0.013826436988609182 -0.00052697377059245554 leaf_count=1944 419 505382 13950 78 4376 28448 5691 30904 2079 129572 11245 20924 4930 3524 1043 29113 250 1155 1513 7577 25 17396 88 1022 55 33253 internal_value=0 -6.11841e-06 -0.00209425 -0.00629734 0.00238771 0.00751296 0.000695108 0.019333 0.0471524 -0.00614575 -0.0158004 -0.022335 -0.0368508 -0.00623095 0.00288772 -0.00529721 0.0529638 -0.00636066 0.0688141 -0.0176135 0.0369929 -0.021727 -0.0465286 -0.114809 0.0916907 -0.00860755 internal_count=855956 855537 350155 180699 169456 106264 67392 38872 7968 180621 51049 39804 18880 63192 35085 30156 4929 1405 5889 28107 1969 26138 8742 1165 143 38944 shrinkage=0.0381265 Tree=193 num_leaves=27 num_cat=0 split_feature=0 25 21 17 24 14 17 11 23 25 5 17 24 6 25 25 7 12 11 1 23 32 13 23 6 1 split_gain=2.65518 3.45614 7.19676 5.62772 4.99882 4.584 4.27359 6.96368 4.06944 4.34888 6.52009 5.60697 10.1505 4.85558 4.45349 6.56563 3.98673 4.21974 3.92787 4.67884 3.39489 7.55789 4.99172 7.87396 5.7564 3.38493 threshold=13.500000000000002 850.75000000000011 12.500000000000002 45.671186355803542 8.5000000000000018 26.361952995474244 67.910544024142652 0.67602073450286815 0.36704332652366367 1166.2500000000002 29.356478691101078 60.616497105641422 7.5000000000000009 0.9060101302912813 7144.5000000000009 5737.7500000000009 -48.790235519409173 124.18986283848345 0.72020882681260046 973.50000000000011 0.48159117234722926 1.5000000000000002 26.755302989214041 0.70486392361024397 0.7272727297657835 132.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 20 16 -6 -8 -7 10 -10 13 -13 14 15 -11 17 -5 -19 -20 21 25 23 24 -22 -1 right_child=-2 2 -4 5 6 8 7 -9 9 11 -12 12 -14 -15 -16 -17 -18 18 19 -21 22 -23 -24 -25 -26 -27 leaf_value=0.00077682869496082329 -3.3308529926871685e-05 0.00012694411742418787 -0.015952554798814158 -0.001700902014663788 2.2422880408735712e-05 0.0055991911483367022 0.0026772615615050814 -0.0017573749895450387 -0.013960112558349261 -0.0030644645109863381 0.0016100363180486944 0.0011896544000942659 -0.012229708335807837 0.0024460408148229557 0.0013257470932056792 -0.012190472870493085 -0.0010169723016421675 -0.0076983884302535156 -0.010878233407361583 0.0027047107245425201 1.4521535974914706e-05 -0.00053561334231261467 0.00064954498224980108 0.00043924663947719658 -0.0039385367269534942 0.0034637780391611095 leaf_count=994 682576 28238 42 957 88722 174 2035 689 40 1511 1728 1734 86 274 296 124 3874 438 51 133 895 1696 30822 4326 1333 2168 internal_value=0 0.00350862 -0.00468421 -0.00424605 0.00594171 -0.0229781 0.00178597 0.0408005 -0.00382542 -0.00835139 0.0329894 -0.0265105 0.0145713 -0.0604193 -0.078096 -0.0985297 -0.0439361 -0.0862886 -0.150411 -0.0278055 0.0149398 0.0398083 0.0117075 -0.0133539 -0.0616519 0.0686954 internal_count=855956 173380 39700 39658 133680 11420 91446 2724 5967 5793 1768 4025 1820 2205 1931 1635 5453 1579 622 184 42234 4858 37376 6554 2228 3162 shrinkage=0.0381265 Tree=194 num_leaves=27 num_cat=0 split_feature=0 25 5 12 16 11 17 14 25 18 24 24 11 17 17 22 17 24 7 5 17 19 23 26 17 7 split_gain=2.66422 4.03014 3.70871 3.78898 5.08719 4.21833 4.52897 3.64645 3.52995 11.7814 9.12261 6.97928 6.66926 9.45169 6.27215 7.0909 5.70221 7.67029 8.07154 6.95643 6.94379 5.55993 5.87627 5.49396 5.37098 4.98307 threshold=22.000000000000004 773.25000000000011 207.00196075439456 134.58326112068525 214.43896930648256 0.91358735847983163 54.832791223762001 9.2869714087036055 856.25000000000011 1.5000000000000002 15.500000000000002 7.5000000000000009 0.68142912642912645 60.00716000847175 53.821928023791351 1339.2500000000002 54.219353928183047 6.5000000000000009 -5.1613099575042716 13.011823654174806 60.616497105641422 487.25000000000006 0.54373192937080572 0.83185049155413437 101.17837365743833 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 -2 5 6 -5 -6 11 10 25 24 13 -13 -14 -16 -11 18 -18 -20 -19 22 -15 -24 -1 -10 right_child=1 -3 -4 4 7 -7 -8 -9 9 16 -12 12 14 21 15 -17 17 20 19 -21 -22 -23 23 -25 -26 -27 leaf_value=0.00049559888125211239 -0.00010704494738770422 8.662424950512491e-05 0.0043871395602306101 -0.0027904738955370884 -0.01604885264375475 0.011209002085330728 -0.00063459145326641485 -0.00014370289261200639 -0.001500648112108363 -0.00078707968044937023 -0.018339752340992478 0.00023859054191797746 2.3231517642368834e-05 0.0065662573911328802 -0.00073735709071970357 -0.012489878541012064 0.00093411735146181174 -0.0018928829286661531 0.013966866480055027 -0.0063364748760684243 -0.0082328677266896334 0.0024122532254918852 -0.0081565521801680151 0.0023999554707253507 0.0070021174635078167 0.00018572180136187296 leaf_count=58902 337447 192920 264 2817 21 37 2849 9378 2673 11492 39 20805 139309 87 14982 75 979 460 26 434 553 4827 213 108 185 54074 internal_value=0 -0.00140294 -0.00341244 -0.00350116 -0.0189978 -0.0425597 -0.0447575 -0.00470118 0.00226721 -0.00393994 0.00245548 0.00410037 0.00101094 0.0158146 -0.00148629 -0.0208752 -0.0299848 -0.0737638 -0.0268371 -0.136097 -0.140425 0.053795 -0.0582996 -0.120778 0.0135331 0.00278776 internal_count=855956 545733 352813 352549 15102 5703 5666 9399 310223 70730 56786 239493 180406 26040 154366 15057 13944 2452 1439 460 1013 5235 408 321 59087 56747 shrinkage=0.0381265 Tree=195 num_leaves=27 num_cat=0 split_feature=0 29 6 4 24 28 27 13 4 1 25 18 13 20 20 22 11 27 4 28 21 28 24 15 15 29 split_gain=2.64231 5.73186 3.78702 5.09925 3.92871 4.04721 3.58969 3.53356 3.5879 3.50014 7.24674 9.66559 30.9498 23.8668 32.1817 19.2649 13.5677 12.5529 12.4915 12.3867 9.26019 8.95034 8.73752 8.48983 9.22007 6.79605 threshold=49.500000000000007 1.1687154341321893 0.87912090532368936 29.00000095367432 7.5000000000000009 757.25000000000011 31.500000000000004 27.878469000105682 27.00000095367432 859.50000000000011 1189.2500000000002 1.5000000000000002 51.692492794478561 1.1531588550575893 0.87159897745962178 1368.2500000000002 0.772388392857143 21.500000000000004 33.272834777832038 1084.2500000000002 2.5000000000000004 5197.7500000000009 9.5000000000000018 0.43892621964956319 0.49998054990809243 0.71980055387901609 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 4 6 5 -2 -4 -8 -9 -1 21 17 13 14 20 16 -16 25 -17 -18 -13 -11 -21 -14 -25 -12 right_child=1 -3 3 -5 -6 -7 7 8 -10 10 11 12 23 -15 15 18 19 -19 -20 22 -22 -23 -24 24 -26 -27 leaf_value=-2.5909770693557318e-05 -0.00085967011434067895 -0.00064794254322816036 -0.00084736136191008191 0.0008416319775649897 0.00044244064744029848 0.00011958414506214936 -0.00087374540318903749 -0.011237593325628388 0.0014271753480072872 0.00036185281552105001 0.00084041299061598585 -0.012635521971729919 0.00084749478293243434 0.0015440639123970009 -0.0026841707192944947 -0.013623347687058822 0.0061540937986973845 -0.015060277470735125 0.0018524153702401962 -0.023043642548709477 0.00038486458777843747 -0.010881961791393556 -0.0023178018741172248 -0.006093010165418843 -0.00068201934175475846 -9.5709069549769564e-05 leaf_count=541222 8931 27791 9859 2839 29139 19597 179 144 42 120419 13341 93 4764 519 78 141 25 80 164 389 543 103 32 577 2215 72730 internal_value=0 -0.00482617 -4.50035e-05 -0.0154191 0.0034376 -0.00490426 -0.0258304 -0.123214 -0.219737 0.000679125 0.00408021 -0.00241702 -0.032619 -0.143774 -0.209056 -0.338874 -0.455177 0.000927411 -0.139062 -0.52247 -0.0398426 0.00923882 -0.563081 -0.00343259 -0.0472182 0.00129542 internal_count=855956 98521 70730 13063 57667 28528 10224 365 186 757435 216213 95691 9540 1984 1465 829 524 86151 305 446 636 120522 421 7556 2792 86071 shrinkage=0.0381265 Tree=196 num_leaves=27 num_cat=0 split_feature=5 4 8 12 4 29 5 29 5 23 14 29 11 8 4 26 14 17 17 25 6 28 9 5 11 4 split_gain=2.60367 8.32457 10.2132 8.31297 13.2011 9.04571 8.14366 9.621 9.87916 8.76418 7.5568 5.62197 5.39794 5.29424 4.3967 3.3881 3.0842 6.75693 4.5352 7.89972 3.6199 3.3136 4.47439 3.52043 6.4478 3.91692 threshold=233.06429290771487 50.00123596191407 11212.000000000002 628.53100628231277 106.06601333618165 1.0051590751814328 170.57757568359378 2.2697734744970295 151.23765563964847 1.9283133230728435 20.252329430519644 0.85067173465946611 0.71622499122499128 34544.000000000007 44.407499313354499 0.96559505747945729 86.158194362311917 58.825800258146991 58.532394017696937 16905.500000000004 0.73615115275793308 1381.2500000000002 0.89528897711130917 278.14022827148443 0.69375590737240078 193.62052154541018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 -1 5 15 7 -6 -9 13 -2 -3 -11 -8 -12 -5 17 -13 21 -20 -21 -18 23 24 -23 -26 right_child=1 11 -4 4 6 -7 9 8 -10 12 14 16 -14 -15 -16 -17 18 -19 19 20 -22 22 -24 -25 25 -27 leaf_value=2.5129191977647337e-06 -0.010922556483025996 0.0067474451807044535 -0.010622043704317836 -0.008704576867844916 0.0013598857554459806 -0.0043076107746842351 0.00052390359590432755 0.0025788537660762943 -0.020775883545062841 -0.0035809190046568202 0.0051833726119999216 0.003187715571430186 -0.022329659492771638 -0.0055628209008555815 -0.013505795418218508 -0.021162537980706501 0.0026842758248760874 -0.010616880980977529 -0.0051990933467654602 0.0051106603461244021 -0.0058016136061942716 -0.0020172220821313923 0.00087487561946405948 -0.00046482738488609583 -0.005110826124854452 -0.019321525487226057 leaf_count=843483 67 234 207 51 95 262 2336 36 98 49 215 1132 41 228 20 84 646 54 146 739 47 635 2836 2102 59 54 internal_value=0 0.0167909 -0.107504 -0.000129477 -0.0503751 -0.221335 -0.0268332 -0.207767 -0.380352 -0.0112214 0.00977036 0.0240762 -0.317942 -0.000455054 0.0942338 -0.431621 0.0198421 0.0671233 0.0121224 0.0772512 0.11693 0.00253621 -0.00517446 -0.0331574 -0.0920745 -0.312166 internal_count=855956 9193 509 846763 3280 397 2883 229 134 2654 302 8684 90 2564 235 135 8450 1186 7264 932 786 6332 5686 2850 748 113 shrinkage=0.0381265 Tree=197 num_leaves=27 num_cat=0 split_feature=11 12 19 10 27 20 5 6 23 17 5 22 14 10 27 23 21 1 7 6 13 25 7 21 14 9 split_gain=2.76994 2.71263 21.4126 20.897 10.1526 3.09787 3.03106 5.98622 2.73457 2.68166 4.36192 5.3021 4.70071 4.56452 3.76325 6.74605 5.33757 11.8022 4.73088 7.14167 6.79673 7.42056 6.38674 9.06701 12.7268 10.6009 threshold=0.93816496887379752 342.39696961967007 7523.0000000000009 0.9628452332096884 3.5000000000000004 0.26433017207780712 125.68368911743165 0.47976876425542192 0.21613381521638406 37.602529769253671 309.42562866210943 6094.2500000000009 177.04041391698925 0.71473915194232129 7.5000000000000009 1.4543578621157913 4.5000000000000009 3048.5000000000005 -1.0000000180025095e-35 0.53437888838348113 116.85424639118558 4409.5000000000009 -71.565052032470689 1.5000000000000002 44.13501080247179 0.91250587958607732 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 5 3 4 6 -2 7 -3 -7 -1 12 -12 14 -14 15 18 -17 -18 22 20 -20 -22 -11 -24 -25 -26 right_child=1 2 -4 -5 -6 8 -8 -9 -10 10 11 -13 13 -15 -16 16 17 -19 19 -21 21 -23 23 24 25 -27 leaf_value=0.0002100581326898713 -0.00042427716316443962 -0.0058333651515434758 0.0010123821192295442 0.0036155822476200078 0.00075608602693578216 0.004322092368823539 -0.028429051704257174 -0.031505109680591725 0.00058952093498654962 -0.00063725048949102184 -0.009612573178003599 0.0024456464373462943 -0.0054945053860717694 0.0010908416489050043 7.6176472039368302e-06 0.00086162112794661036 -0.00097459333044912374 -0.020490868717551774 -0.00093831347783593431 -0.00028532947087885703 -0.0058636101141652875 -0.0011001769206239651 0.00079472469097938473 9.0247791759399558e-06 -0.0056123620948944734 -0.0010117709832792104 leaf_count=72339 4853 31 1095 89 30 289 81 23 22386 21508 55 1463 442 234 606570 10499 300 53 13826 43740 907 999 19586 31173 1060 2325 internal_value=0 0.00965678 -0.0341258 -0.295714 -0.506372 0.0118023 -0.623306 -0.439789 0.01671 -0.00030671 -0.000864173 0.0526866 -0.000972096 -0.0843236 -0.000897223 -0.00545565 0.0185324 -0.102417 -0.00738216 -0.0140557 -0.0323279 -0.0883095 -0.00213589 0.00365512 -0.00608705 -0.0643235 internal_count=855956 28877 1349 254 165 27528 135 54 22675 827079 754740 1518 753222 676 752546 145976 10852 353 135124 59472 15732 1906 75652 54144 34558 3385 shrinkage=0.0381265 Tree=198 num_leaves=27 num_cat=0 split_feature=28 27 22 27 14 19 22 16 27 13 6 24 28 27 22 22 17 17 4 27 12 12 4 27 17 16 split_gain=2.73982 6.95511 6.57027 7.49305 6.9494 6.84758 5.79163 5.74694 7.05342 6.19876 5.3099 5.70515 4.64811 5.09884 5.02665 4.77073 5.155 4.97953 4.68834 4.56937 6.75215 6.86454 6.81834 5.75316 5.25034 4.42442 threshold=491.25000000000006 3.5000000000000004 305.25000000000006 9.5000000000000018 13.200607273999795 251.25000000000003 665.25000000000011 182.12914554024141 6.5000000000000009 18.138922344346078 0.61764706465700359 15.500000000000002 690.25000000000011 6.5000000000000009 2324.2500000000005 459.75000000000006 44.962291247544151 77.516755071258814 20.999998092651371 27.500000000000004 247.74368670764585 76.402543263816625 30.231735229492191 36.500000000000007 52.451414021633738 101.72599055485661 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 4 -3 6 -4 -6 -9 -10 -5 -12 13 15 -15 16 18 -17 -2 -14 21 23 24 -21 -23 -1 right_child=12 2 5 10 7 -7 -8 8 9 -11 11 -13 19 14 -16 17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 leaf_value=-0.011052206940737322 0.0010222849027312459 -0.0038499969708898026 0.0018085384185962316 0.0016692302122316494 -0.0037822982979506038 0.00015984980391855704 0.010439023953552996 0.003728649029977217 -0.013051003620306338 -0.00067900330783619497 -0.00058126371368098686 -0.0083280527606541758 3.8103828081134653e-05 -9.123805745281522e-05 0.0017980672966497668 -0.00038171499113358288 -0.0028542467378498029 -0.0088275794718965343 -0.0075510970091385143 -0.00074477421240048969 -0.021025375241505159 0.00047688944012275051 -0.0019117342180710577 -0.0067322620113809996 0.0017280784251332306 0.0016784996330586268 leaf_count=40 1019 1826 2252 1876 561 73221 119 633 65 624 1521 152 366140 352670 2059 19668 2581 102 102 1507 21 12733 1280 276 7900 5008 internal_value=0 0.00534161 0.0031459 -0.0255933 -0.0570234 0.00590531 0.0587964 -0.0143978 0.0215903 -0.0484223 0.00725374 -0.0337061 -0.000552247 -0.0030499 -0.00210541 -0.017324 -0.0502699 -0.0111547 0.00635231 0.00187073 0.0153222 0.0158245 0.0206795 -0.0438438 0.025073 0.0413786 internal_count=855956 87898 82850 7258 3709 75592 2371 1883 1322 689 3549 1673 768058 378201 354729 23472 3702 19770 1121 389857 23717 23696 21913 1783 20633 5048 shrinkage=0.0381265 Tree=199 num_leaves=27 num_cat=0 split_feature=21 21 18 16 12 0 19 12 0 8 24 24 6 18 23 22 19 10 16 6 9 13 18 10 22 14 split_gain=2.54623 5.02906 5.99465 5.04272 4.82546 3.60733 3.48067 3.2569 3.74706 3.19044 3.75611 3.1506 6.41624 8.75198 5.28037 3.62092 2.80431 2.89521 2.74471 2.74077 5.52991 5.43272 5.90628 7.80684 10.0993 9.69225 threshold=18.500000000000004 16.500000000000004 4.5000000000000009 220.4905933262369 98.302038200428299 29.500000000000004 526.25000000000011 101.4736110756821 26.000000000000004 498.50000000000006 30.500000000000004 28.500000000000004 0.79166667036889027 4.5000000000000009 0.95347075218889255 560.25000000000011 294.75000000000006 0.82809423088277212 230.23279239406608 0.51798558335833722 0.92905635854135182 72.531044917877409 1.5000000000000002 0.95322615159293078 684.75000000000011 24.668563911260382 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 4 16 5 9 -7 8 -5 -3 -11 19 -13 14 -14 18 -4 -18 -16 20 -1 -22 23 -23 -25 -26 right_child=-2 2 3 7 -6 6 -8 -9 -10 10 -12 12 13 -15 15 -17 17 -19 -20 -21 21 22 -24 24 25 -27 leaf_value=-0.00052741725986772789 0.0024762712859567521 0.0015956894035124311 -0.010349776881607858 -0.0047030877490622574 0.0025378955346454751 -0.0074816693928345113 0.0004720491088024873 -0.023778168057882045 -0.015250633855907145 -0.0065317436931253085 0.00088911487337606275 0.0017895652514264774 0.0028872483003432696 -0.012493614737392442 -0.01018501420556781 -0.00076274843728498247 -0.0040658439189685345 0.0056393091931259062 0.0011082347540271919 3.5537176518447031e-05 -0.00014919743683096135 0.00064280497199583491 0.0015302487937139278 -0.0081150515353828456 0.0015067732689451382 -0.0012188858416926854 leaf_count=39975 604 441 42 153 462 268 114 21 72 215 184 3473 385 98 132 349 93 86 41 662816 112053 18351 5623 259 2594 7052 internal_value=0 -1.79137e-06 -0.0482939 -0.148542 -0.0204936 -0.0534079 -0.133976 -0.247034 -0.211882 -0.0167684 -0.0815599 0.000119958 0.0265752 -0.0437916 -0.0131169 -0.0786444 -0.0389076 0.0156575 -0.196939 -1.96245e-05 -0.00341277 -0.000558267 0.0105381 0.004648 -0.0179768 -0.0127445 internal_count=855956 855352 2151 467 1684 1222 382 246 225 840 399 853201 4478 1005 907 522 221 179 173 848723 185907 145932 33879 28256 9905 9646 shrinkage=0.0381265 Tree=200 num_leaves=27 num_cat=0 split_feature=16 16 26 15 8 7 17 4 24 20 6 26 4 25 20 17 16 13 22 16 11 29 23 5 25 25 split_gain=2.57628 5.76276 6.41424 5.02214 4.71771 4.02371 3.82537 4.47748 6.03456 7.70243 4.65546 5.22483 4.40263 4.04188 3.39489 3.32913 6.98718 6.81208 9.29891 6.21621 4.89423 4.65286 4.59312 4.55706 5.6191 7.33117 threshold=145.34019175952321 101.72599055485661 1.0492995486315537 0.77263801761020634 11212.000000000002 -19.98310565948486 110.32522511990921 83.002536773681655 7.5000000000000009 0.95553071056399663 0.48571430345227978 1.0049230787874384 30.857737541198734 586.25000000000011 0.7945657056697597 37.602529769253671 222.94600882217949 42.399518400435689 3926.2500000000005 170.18329241504071 0.94737257967928679 0.33614356149780128 0.45867577046532582 309.42562866210943 5737.7500000000009 7144.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 -1 -4 12 8 10 -10 11 -8 -3 -11 -7 16 17 -2 19 21 -20 -19 -21 24 -17 -26 right_child=15 6 3 -5 -6 14 7 -9 9 13 -12 -13 -14 -15 -16 23 -18 18 20 22 -22 -23 -24 -25 25 -27 leaf_value=-0.00014606890367916363 0.00062990207283834636 -0.00069642080609264403 0.0071708296629317816 -0.00447382384107452 0.0068905750179955958 -0.0095541478397185783 -0.004170032067988343 -0.0067674020278601687 0.001609311597720481 0.0026083213154375938 0.0053347637234183974 0.0076944945574983102 -0.002958682419565753 -0.014523814773352621 0.0029501565857066323 -5.0496583402827542e-06 5.7964611642471794e-05 0.0087014000987359289 -0.00092402603511900687 -0.0044012650996155074 -0.018564690898780718 0.001207353431010311 0.0073083078266340555 0.002080395276688895 -0.002485573748699036 -0.00030181968009332556 leaf_count=3627 13374 14672 444 94 144 36 186 94 226 26 619 76 1367 87 256 748419 56119 138 482 52 24 946 766 1507 2949 9226 internal_value=0 -0.010731 0.0207334 0.100319 0.00321649 0.128118 -0.0190735 0.0327993 0.0490026 -0.0643759 0.0926296 -0.0191052 -0.0233232 -0.277547 0.0369436 0.000243411 0.00674801 0.0253371 0.0742993 0.106352 -0.0461815 0.0566901 0.172162 -0.00037027 -0.000479117 -0.0217897 internal_count=855956 21954 4601 830 3771 736 17353 1314 1220 339 881 262 16039 113 292 834002 71901 15782 2408 1902 506 1084 818 762101 760594 12175 shrinkage=0.0381265 Tree=201 num_leaves=27 num_cat=0 split_feature=0 29 17 20 4 27 25 14 21 29 4 14 28 1 20 15 25 28 30 11 27 14 14 17 32 16 split_gain=2.45691 8.70855 3.67676 3.2967 7.01253 5.92839 18.2988 10.1666 8.36415 12.3817 10.2252 7.5704 6.91734 9.0601 9.90179 12.5417 6.85049 6.56675 6.27488 6.12033 5.86684 6.76108 5.80207 5.72901 7.16368 10.9981 threshold=51.000000000000007 1.2083781178385682 52.527887832906011 0.69567209978878586 15.999999046325685 22.500000000000004 1045.2500000000002 26.578427113163162 7.5000000000000009 1.0500480178998282 55.498983383178718 8.4372044751688016 594.25000000000011 342.50000000000006 0.99628183664412784 0.69040880824026363 676.25000000000011 752.25000000000011 2.5000000000000004 0.85717175219602415 15.500000000000002 52.74048232254151 35.545498494927877 52.679668366608077 1.5000000000000002 223.8328119750644 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 18 8 -8 9 12 -11 -10 13 -7 -15 -16 17 22 -5 -19 21 23 -13 -6 25 -25 right_child=1 2 -4 5 20 6 7 -9 11 10 -12 16 -14 14 15 -17 -18 19 -20 -21 -22 -23 -24 24 -26 -27 leaf_value=0.00010176541939641447 3.9198255417736393e-05 -0.001521415579235271 -0.00043808042139979991 7.6793788267353038e-05 -0.00067830587642564791 0.00087086096774482459 -6.2594217710130025e-05 -0.015570568401618474 -0.0077654634919195982 0.00014472679662201794 -0.010874806538801235 -6.5080383636303965e-05 -0.00066544212704602325 -0.00096550592522758657 -0.0010821428785763865 -0.0054137361005273266 0.00061640159634353861 -0.013247805254694541 0.00061367206473240423 0.0011569198678206708 -3.5296447708865517e-06 0.0017445107684424788 -0.0049308646486513064 -0.0027804409878716594 -0.00075569782374378949 -0.015351229143350324 leaf_count=51057 52291 8274 10129 507861 15094 1404 95 174 179 25310 123 72074 19802 3469 1587 2506 25777 106 33748 72 15747 1279 358 3716 3620 104 internal_value=0 -0.00555623 -0.0242652 0.000598681 -0.00507427 0.00133872 -0.00415711 -0.264744 -0.00369825 -0.0136765 0.00239817 0.00178877 -0.0278878 -0.0509324 -0.0646296 -0.0979431 0.00216258 -0.00280918 0.00289161 -0.194646 -0.0150681 -0.0249711 -0.00233774 -0.0289854 -0.0516965 -0.0819032 internal_count=855956 70694 18403 785262 90617 694645 153036 269 152767 54201 25433 98566 28768 8966 7562 4093 98387 72610 541609 178 39560 23813 72432 22534 7440 3820 shrinkage=0.0381265 Tree=202 num_leaves=27 num_cat=0 split_feature=11 12 19 22 9 15 5 30 14 7 23 26 24 1 5 28 7 26 22 15 19 24 24 12 15 26 split_gain=2.5111 2.90881 20.2536 19.9556 6.52442 4.89669 3.26257 3.05904 2.56732 6.82105 13.9275 12.3046 8.08213 18.3423 8.54152 9.82539 8.02875 7.14347 8.62656 7.1095 18.0749 14.1626 6.6242 7.55249 6.61956 6.2948 threshold=0.93816496887379752 342.39696961967007 7523.0000000000009 5492.0000000000009 0.98539204340124209 0.28842075114730686 125.68368911743165 1.0000000180025095e-35 29.081411038716471 -64.970252990722642 0.61687529338131764 0.72698899600740108 2.5000000000000004 3992.5000000000005 60.000272750854499 2433.7500000000005 -1.0000000180025095e-35 1.4250506072874496 55127.500000000007 0.265342376947655 4126.5000000000009 3.5000000000000004 3.5000000000000004 472.24316369738261 0.89670392971369106 1.7489437759912698 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 7 3 -3 5 -5 -7 -2 -1 10 -10 12 -12 14 15 24 17 -11 22 20 21 -18 23 -19 -14 -25 right_child=1 2 -4 4 -6 6 -8 -9 9 16 11 -13 13 -15 -16 -17 19 18 -20 -21 -22 -23 -24 25 -26 -27 leaf_value=-4.4728401475162268e-05 0.00063586220277068474 0.0039238274257169213 0.00094185125645402756 0.00089247396743156603 -0.028560084525906495 -0.012102211729895377 -0.027378615973788947 -0.00037227211475771607 0.0028580064184364272 0.0007627181959050937 -0.00095868676709639513 -0.0004384867534435908 0.00041692548218012938 -0.022707028206208475 0.0039823556016509408 -0.015859946336649215 -0.01727866274207291 0.0019059794548986584 -0.016009312994467905 -1.8002581377280534e-05 -0.00025882745691659028 -0.0010555661448045479 -0.00039042689356559774 -0.0036287954393770402 -0.012865034567152382 0.00055899031232493131 leaf_count=655094 22071 89 1080 28 59 59 31 5457 1799 50385 525 27556 200 96 128 132 192 4590 49 65012 963 132 17681 748 75 1725 internal_value=0 0.0092166 -0.0361743 -0.283347 -0.477569 -0.34181 -0.455434 0.011436 -0.000270418 0.00316808 -0.0103929 -0.0157409 -0.116813 -0.193082 -0.12086 -0.19172 0.00609264 0.013167 -0.000729135 -0.00192918 -0.0755284 -0.279838 0.00010094 0.0259885 -0.0840735 -0.0185612 internal_count=855956 28874 1346 266 177 118 90 27528 827082 171988 30511 28712 1156 631 535 407 141477 75178 24793 66299 1287 324 24744 7063 275 2473 shrinkage=0.0381265 Tree=203 num_leaves=27 num_cat=0 split_feature=28 27 21 12 27 25 27 12 18 6 25 27 29 4 22 24 14 12 28 27 11 25 6 21 22 23 split_gain=2.28678 6.85961 6.42057 8.49811 8.45675 6.85982 5.076 6.18781 4.76482 4.87916 4.37065 5.23766 9.95454 7.08051 4.84105 12.8354 8.46359 8.18844 5.61629 7.31694 5.7507 5.71846 5.18312 6.39341 15.4556 9.78613 threshold=491.25000000000006 3.5000000000000004 1.5000000000000002 96.645183950935902 8.5000000000000018 243.50000000000003 13.500000000000002 51.227922061357866 5.5000000000000009 0.58823529589904944 628.25000000000011 35.500000000000007 0.54764319520911819 27.511815071105961 545.25000000000011 21.500000000000004 20.592333807023806 74.890872965260129 1022.2500000000001 2.5000000000000004 0.7372507913018459 804.25000000000011 0.51798558335833722 1.5000000000000002 2131.2500000000005 0.45867577046532582 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 6 -4 -8 -7 -10 -2 14 -13 -14 15 17 -17 18 19 21 -20 -12 -16 -24 -25 -26 right_child=10 2 5 -5 -6 8 7 -9 9 -11 11 12 13 -15 22 16 -18 -19 20 -21 -22 -23 23 24 25 -27 leaf_value=0.0015488834640251569 -0.00014703212378364936 -0.0046038447047228852 -0.002782496516381129 0.0013934548890209197 0.0015000521121382318 0.00023852405600015316 -0.0051116174106277902 0.0077035577408514173 0.00076656011050350273 -0.0082583158255399997 0.004032141206596976 -0.0034238624694747609 0.0015081682395941746 -0.001218620715197731 -0.00015709969512918122 -0.019914358190201199 -0.0018646640447092259 9.7448923933820313e-05 -0.0044581214406952232 -0.0017268636607184946 0.0030452690957360946 -0.012451081692208838 0.0005703046245338812 0.00013323993072553793 0.00050179517669314479 -0.0015643283723974697 leaf_count=5044 264479 1418 1727 866 430 77744 85 154 158 194 38 749 9617 1617 128615 82 70 12485 192 5635 655 157 41510 284754 4481 13000 internal_value=0 0.00482201 0.00264034 -0.0451943 -0.0835001 0.00426188 -0.0540781 0.0825111 0.00573054 -0.110353 -0.000564688 0.00116386 0.0218204 0.0292626 0.000660426 -0.0148574 -0.304303 -0.0125614 -0.0408287 -0.0518833 0.0352611 -0.242324 0.00129492 0.00332114 0.00172287 -0.0271388 internal_count=855956 87820 82776 2714 1848 80062 1966 239 78096 352 768136 503657 11983 11234 491674 19314 152 19162 6677 5830 847 195 472360 343745 302235 17481 shrinkage=0.0381265 Tree=204 num_leaves=27 num_cat=0 split_feature=20 27 6 27 22 6 21 21 1 27 4 16 13 27 29 9 8 19 21 27 19 11 5 13 26 4 split_gain=2.48547 5.57472 9.03771 6.82936 11.3451 6.21476 7.39715 5.24411 6.04458 4.6894 4.41852 4.63429 4.35199 4.29321 5.38939 4.27722 4.67746 4.23803 4.53439 8.97339 4.10124 4.09382 5.1284 4.10168 4.0589 12.0338 threshold=1.1167078404117781 31.500000000000004 0.7199999565258498 44.500000000000007 518.75000000000011 0.45000000565459353 6.5000000000000009 16.500000000000004 543.50000000000011 54.500000000000007 48.024633407592781 101.72599055485661 50.278253692357673 40.500000000000007 1.0662867965367968 0.95283214026432284 544.50000000000011 692.25000000000011 12.500000000000002 41.500000000000007 606.75000000000011 0.76683294355708165 107.4232749938965 59.670228852332698 0.80082561537740604 20.357875823974613 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 10 5 12 -5 6 -3 9 -9 13 11 -2 24 14 -7 -16 -17 18 19 -8 -20 23 -23 -12 -4 -26 right_child=1 2 3 4 -6 7 17 8 -10 -11 21 -13 -14 -15 15 16 -18 -19 20 -21 -22 22 -24 -25 25 -27 leaf_value=2.683420051326712e-05 0.0061843376927385842 -0.017711585764911792 0.0060918947269845243 0.00043951057470914735 -0.010926841832349725 0.0022980368506652559 -0.0031917919799918015 -0.011427639939926817 -0.00091437576590564125 -0.0080916128210407265 -0.01437569900272914 -6.0738603403263214e-05 -0.011946803905801055 0.0020588673870800878 -0.0036023419796381126 -0.017306909123243196 -4.5665054589974228e-05 0.0023112993472530876 0.0013711026278050568 -0.015383419944082481 -0.009036800733972547 -0.0035239269321047442 -0.015795918338794322 -0.00067775930586722716 -0.014155590910083773 -0.0013773127206943661 leaf_count=733367 173 46 95 207 333 1058 488 117 248 93 33 109673 61 1897 648 23 2919 249 359 107 65 198 66 857 112 2464 internal_value=0 -0.00416074 -0.0250308 -0.0695537 -0.172314 -0.00751504 -0.0706214 0.00432586 -0.112373 0.0107427 -0.00198179 -0.00133511 -0.0492423 0.013911 -0.00245102 -0.0209366 -0.00473713 -0.0563307 -0.0849089 -0.14122 -0.00588695 -0.0635372 -0.172896 -0.0310981 -0.0432107 -0.0506968 internal_count=855956 122589 11589 3272 540 8317 1314 7003 365 6638 111000 109846 2732 6545 4648 3590 2942 1268 1019 595 424 1154 264 890 2671 2576 shrinkage=0.0381265 Tree=205 num_leaves=27 num_cat=0 split_feature=21 21 18 20 12 0 0 8 27 16 14 12 21 22 27 6 18 25 15 11 27 4 22 22 18 29 split_gain=2.30503 4.4983 5.23906 5.709 4.50298 4.1156 3.21999 3.20749 3.71942 5.11952 4.28829 3.27804 2.69853 10.6148 9.27513 8.37013 7.32377 11.2693 5.91395 5.76672 5.60235 17.3128 12.0593 10.7338 8.49259 7.49936 threshold=18.500000000000004 16.500000000000004 4.5000000000000009 0.99999189902950392 98.302038200428299 26.000000000000004 33.000000000000007 494.50000000000006 42.500000000000007 213.66059976498238 20.527938394018722 92.34062043356596 9.5000000000000018 975.25000000000011 49.500000000000007 0.54285714873189639 3.5000000000000004 413.25000000000006 0.35839325240965864 0.88849650061856511 22.500000000000004 57.164020538330085 1150.2500000000002 475.25000000000006 1.5000000000000002 1.0000105305280009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 4 5 6 -4 7 -3 10 -10 11 -9 14 16 20 -16 -14 -18 -19 -15 -1 23 -23 25 -25 -22 right_child=-2 2 3 -5 -6 -7 -8 8 9 -11 -12 -13 13 19 15 -17 17 18 -20 -21 21 22 -24 24 -26 -27 leaf_value=2.4855752949775803e-05 0.0023344481599504117 0.0013416884942918557 0.0048190552133070396 -0.0083831538972675267 0.0024729490116965785 -0.0075691879967647634 -0.0054142111421760786 -0.019393320229269463 -0.011411372585266677 0.0016524888217484413 -0.0010774796492066105 -0.0035013801611997312 0.00050997447224899128 -0.0037401584259226643 -0.022533012953373462 0.0032137325317845842 -0.0062627516875898388 0.0029372670764362552 -0.00034291210932805481 -0.015708282454681376 -0.0020111871507701258 -0.00019295096652361733 -0.020615752184147657 -0.0013486128371931897 -2.5205124951557222e-05 0.00016744228747250531 leaf_count=669171 614 475 108 306 460 61 296 54 53 246 71 29 49585 218 50 29 457 833 19564 80 7842 71 103 7618 94314 3248 internal_value=0 -6.38878e-05 -0.0456517 -0.138404 -0.0194894 0.00911595 -0.05119 -0.0222227 -0.0824241 -0.0173942 -0.208683 -0.363021 5.14733e-05 0.00596636 -0.000483262 -0.343113 0.00676313 -0.00896008 -0.00548049 -0.182369 -0.000448665 -0.00695495 -0.322146 -0.0064697 -0.00325526 -0.0360148 internal_count=855956 855342 2159 475 1684 169 1224 928 453 299 154 83 853183 70737 782446 79 70439 20854 20397 298 782367 113196 174 113022 101932 11090 shrinkage=0.0381265 Tree=206 num_leaves=27 num_cat=0 split_feature=28 27 16 28 12 10 19 21 12 27 8 25 27 29 14 19 14 29 27 18 21 16 15 7 20 4 split_gain=2.45354 7.0745 6.0641 6.05186 4.59515 4.49818 4.40682 4.36592 7.8433 6.77668 4.86708 4.28367 5.14954 9.17689 6.51598 7.09288 4.69207 5.75258 4.82762 7.22206 6.595 7.36789 6.42179 5.75474 5.56279 5.51666 threshold=491.25000000000006 3.5000000000000004 101.72599055485661 374.75000000000006 51.227922061357866 0.97014468783544017 142.50000000000003 1.5000000000000002 92.645183950935902 8.5000000000000018 587.50000000000011 628.25000000000011 35.500000000000007 0.54764319520911819 25.660775294077816 452.75000000000006 15.547885243790882 0.51969915050941229 26.500000000000004 4.5000000000000009 8.5000000000000018 230.7015671801455 0.39148196091737603 -17.102727890014645 1.1498163970677469 23.921742439270023 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -3 4 -4 -1 -6 8 9 10 -5 16 -13 -14 -15 -16 17 -2 19 -18 21 22 -20 -24 -21 -25 right_child=11 2 3 7 6 -7 -8 -9 -10 -11 -12 12 13 14 15 -17 18 -19 20 24 -22 -23 23 25 -26 -27 leaf_value=0.0018003581612552491 1.6635503201223263e-05 0.010342877400376156 -0.00294323565174287 -0.0042164124165907256 0.0068679376236241065 -0.0041797571604514552 -0.00063255128049810984 0.00024950764524875216 0.0015047131318908439 0.001227064218355376 -0.019310439359177433 2.1933413398631484e-05 -0.0032923552526770497 0.0019077028652424786 -0.01979882965730868 0.00016685543906918405 -0.00013989305016001168 0.0013101252760351883 -0.0086022975980740816 0.003562049789202811 -0.00027841058593831196 0.00032082253062037897 -0.003965127167859777 -0.0018642268877035754 -0.0028020814068876816 0.0005248341089541073 leaf_count=4852 21377 84 1353 1050 116 190 6194 72813 839 385 32 491790 740 6283 26 4971 188944 6523 200 1239 33626 3032 1377 5831 238 1851 internal_value=0 0.00494195 0.00272913 0.00245663 -0.0243136 0.04131 -0.0129743 0.00518749 -0.0376513 -0.0817561 -0.122299 -0.000635223 0.0010751 0.0215249 0.028602 0.00165165 -0.00389621 0.00836826 -0.00534405 -0.00312468 -0.0145479 -0.0343707 -0.0483814 -0.0444683 0.0665299 -0.0337974 internal_count=855956 87908 82866 82782 7663 5042 6310 75119 2306 1467 1082 768048 503810 12020 11280 4997 264238 27900 236338 190421 45917 12291 9259 9059 1477 7682 shrinkage=0.0381265 Tree=207 num_leaves=27 num_cat=0 split_feature=11 17 8 26 9 17 16 13 4 17 1 12 11 16 29 1 5 9 1 29 11 9 20 0 26 15 split_gain=2.47329 2.86221 3.44956 4.03189 3.08063 2.59008 3.80756 6.51868 3.76714 3.69439 3.71744 3.89651 4.08885 3.48182 3.35807 3.10675 2.99665 10.8111 4.80802 4.08089 3.45949 2.82403 3.99362 2.77045 3.14816 4.33114 threshold=0.92652695486796877 44.418529912283496 658.50000000000011 1.4377717215621721 0.98165632453509899 33.630790604264838 147.68271661686973 141.79862836209426 106.06601333618165 110.32522511990921 6774.5000000000009 311.71424945612301 0.6653428638722757 128.60131136351109 5.1335818913830709 3048.5000000000005 75.023876190185561 0.9166001458891434 1063.5000000000002 0.3636879774275687 0.88564889199138686 0.92028207570872256 1.270649343509314 29.500000000000004 0.96009175798808755 0.58316450782022533 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 -3 -5 21 7 9 13 14 11 12 23 -9 15 16 18 -18 -7 -19 -20 22 -1 24 25 -11 right_child=1 2 -4 4 -6 6 -8 8 -10 10 -12 -13 -14 -15 -16 -17 17 19 20 -21 -22 -23 -24 -25 -26 -27 leaf_value=-0.00010057742132794729 4.2345433688654306e-05 0.000320320445344277 0.0014108638064626714 -0.02038084466253642 -0.001438271696020817 -0.00073572698523110267 -1.3527141973530862e-05 0.0047255409507938146 -0.0038958835454535917 -0.0064089691116622086 -0.0077158330607530875 0.0083683594940036233 0.0034970529520798811 -0.0019891117169913096 0.012058879290593509 -0.0038339952417269377 -0.0036565049970681226 0.011356137956726355 -0.0037517558738930745 0.0029240319674949315 0.0052282519722905863 0.00057120689701487893 -0.005653884511191992 -0.0037024319725522444 0.0045624657989849172 0.0027256815300018048 leaf_count=9618 28633 11113 5910 24 26 13543 760570 643 113 142 67 110 533 136 29 517 295 138 1131 211 66 21529 192 301 205 161 internal_value=0 0.00722128 0.0174694 0.00712675 -0.276204 -0.000339505 -0.000698134 -0.0149358 0.068446 -0.0191983 0.0279228 0.0385494 0.0237183 0.0931971 -0.0236915 -0.0243115 -0.0217491 0.0450221 -0.0246664 0.164144 -0.0854161 0.008574 -0.00548873 -0.0210854 0.0239602 -0.0407917 internal_count=855956 45706 17073 11163 50 810250 778911 18341 892 17449 1519 1452 1342 779 15930 15901 15384 644 14740 349 1197 31339 9810 809 508 303 shrinkage=0.0381265 Tree=208 num_leaves=27 num_cat=0 split_feature=6 24 27 26 20 17 27 16 19 29 26 20 27 15 4 24 25 20 15 17 4 5 11 13 1 10 split_gain=2.34412 5.57194 8.07144 14.5927 5.68541 5.3657 5.00583 4.54889 4.54384 10.0421 8.66628 6.30717 5.53057 5.52377 5.48646 4.9674 4.83144 4.77486 4.40118 7.49617 6.04311 5.36172 6.43209 5.2635 6.70957 5.02423 threshold=0.51798558335833722 27.500000000000004 50.500000000000007 0.98106828842308291 0.8515382262119866 30.71361971383314 36.500000000000007 215.14942518908632 452.75000000000006 1.0000105305280009 0.23521168762501191 1.0044362298114644 9.5000000000000018 0.30840191509724835 10.014169216156008 7.5000000000000009 1189.2500000000002 0.46307625476174569 0.71171743456492953 110.32522511990921 133.92961120605472 170.57757568359378 0.8270691440895177 214.97388318436876 48349.000000000007 0.6329948177105611 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 7 -3 -2 -6 -4 9 10 11 -1 16 -14 -11 -15 -12 -17 19 -7 -20 22 25 -23 -25 -22 right_child=5 4 3 -5 6 18 -8 -9 -10 14 12 -13 13 15 -16 17 -18 -19 20 -21 21 23 -24 24 -26 -27 leaf_value=-0.00073349133988866643 0.00086095302246616827 0.0055857837593856728 -0.0011376797620694038 0.0020105409260170958 -0.01307324658395009 0.00010207326374349864 0.0010938189937521017 -0.018854743380985577 -0.00020369217406334349 -0.0075825225676805601 -4.3030715819310381e-05 -0.0092447530711643622 0.0038277596404821756 0.0029896309515119036 -0.0015052815861864336 0.0056264290524562516 0.0060617084790993035 0.00054754472373082621 -7.4000918409870137e-05 0.0031320740435895316 -0.0021112985694149004 0.003174228856562363 -0.022606168959859119 -0.0051485212752652434 0.0025806096940752614 -0.014947494127430067 leaf_count=3735 11179 451 26 140 37 343318 1801 111 162640 250 6587 131 1329 1792 1585 280 194 6898 310924 1191 188 273 35 575 228 58 internal_value=0 -0.00314021 -0.00374466 -0.174318 0.0458964 0.000857149 0.0212091 -0.406342 -0.00348984 0.0097371 0.0159514 -0.0268028 0.0256287 0.0402299 -0.0611974 0.0313156 0.00345224 0.0195576 0.000487386 0.00295197 -0.00223155 -0.0688194 -0.191822 -0.0366969 -0.0774776 -0.134755 internal_count=855956 187987 185698 277 2289 667969 1838 137 185421 22781 20946 3866 17080 10299 1835 8970 6781 7178 656790 344509 312281 1357 281 1076 803 246 shrinkage=0.0381265 Tree=209 num_leaves=27 num_cat=0 split_feature=26 27 19 7 11 9 11 28 4 19 7 1 27 5 29 4 28 25 7 25 5 15 6 1 22 14 split_gain=2.37032 2.93132 2.76358 5.13243 6.53938 2.39476 5.26437 7.61686 6.65587 6.58346 6.81272 11.4289 14.3228 6.55978 5.18162 6.47458 4.81892 7.32661 5.66904 5.23052 14.8234 4.80971 6.74257 5.55324 6.00578 11.1629 threshold=7.1337613022535074 5.5000000000000009 7523.0000000000009 -52.290382385253899 0.64070227140305014 0.87025295946577852 0.58876947389621714 1837.7500000000002 27.00000095367432 1850.5000000000002 -61.166774749755852 2494.5000000000005 3.5000000000000004 49.486507415771491 0.93287236246573613 22.452170372009281 13532.500000000002 16905.500000000004 -57.42011642456054 21119.000000000004 220.05690765380862 0.30840191509724835 0.56319537520293472 9599.0000000000018 2654.2500000000005 38.266404251073148 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 -1 7 9 14 -7 11 -11 -13 -10 15 -9 -15 -18 19 20 -19 -12 23 24 25 -23 right_child=1 -3 3 -5 -6 6 -8 8 13 10 21 12 -14 16 -16 -17 17 18 -20 -21 -22 22 -24 -25 -26 -27 leaf_value=-0.00031111431768561873 0.0041723444352426845 0.001730081230783538 -0.020154327528957783 -0.0005413522860956071 -0.000639136995980196 0.00036272239572638417 -9.787220442716381e-06 0.0011006125855045007 0.0077372611751084586 -0.011155441751429174 0.0015583542842723126 -0.020377282015280693 0.0015513590103981426 0.0019157037469913034 0.0034071857646502364 -0.0047885144186054079 -0.0060193190325253179 0.0031989482961639068 0.0022309658047047934 0.00033154655418482498 -0.025193895275681544 -0.0022449019846976369 0.0014308462177723077 -0.016313058415410305 0.0010023767754384547 -0.013403830661400353 leaf_count=35306 122 2302 48 498 52 17620 786072 469 254 261 949 49 372 7504 291 644 280 55 931 157 52 502 591 48 351 176 internal_value=0 0.0279594 -0.0277297 -0.055713 -0.262453 -9.64973e-05 0.000251695 0.0129161 0.0347036 0.00183748 -0.0391611 -0.128179 -0.0262522 0.0444581 -0.029444 -0.0605073 0.0399751 -0.0122779 0.0218375 -0.107506 -0.278007 -0.0159626 -0.0482991 -0.0953969 -0.0798881 -0.134857 internal_count=855956 3022 720 598 100 852934 817628 31556 10637 20919 3299 682 421 9233 1404 1113 8979 1475 1195 264 107 2617 1668 1077 1029 678 shrinkage=0.0381265 Tree=210 num_leaves=27 num_cat=0 split_feature=20 27 24 26 13 20 6 4 18 11 14 29 22 28 19 1 14 18 24 27 21 12 14 27 6 28 split_gain=2.41245 4.3546 6.37562 5.44251 7.16852 6.80903 7.02016 5.5112 5.11185 5.08394 5.62412 4.74102 5.10763 4.55799 4.55469 6.62262 7.14855 8.88081 8.43689 5.31478 4.55204 9.73904 6.59437 7.0029 6.6558 5.71924 threshold=1.0738858942505811 31.500000000000004 14.500000000000002 0.7656308873398644 31.033401955169321 1.2873652252107874 0.90909091496551209 27.860525131225589 5.5000000000000009 0.90619637813151732 32.924653132070823 1.0000105305280009 484.25000000000006 686.25000000000011 680.25000000000011 679.50000000000011 22.66716166554809 4.5000000000000009 21.500000000000004 53.500000000000007 6.5000000000000009 117.7045814642449 22.773360642982393 26.500000000000004 0.40249599198054459 696.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 20 8 5 11 -7 13 -3 -9 -11 12 -5 14 15 -6 18 19 -17 -18 -2 -22 23 25 -24 -23 right_child=1 3 -4 4 7 6 -8 9 -10 10 -12 -13 -14 -15 -16 16 17 -19 -20 -21 21 22 24 -25 -26 -27 leaf_value=3.3450685345457407e-05 -9.4232214425492243e-05 0.0061597398694604013 0.00043888046135124844 -0.00026940423988778254 -2.1838420498772077e-05 -0.014654546524028844 0.00025197111531762424 -0.0019546613713516858 -0.011285952005301832 -0.0017884127101014799 -0.017238656351454655 0.001095620471348191 -0.0080035375008214241 0.0013377524839795604 0.0011316047364601468 -0.0094041485526352407 -0.00039847989098095176 -0.010235893649848076 -0.0021559043370831519 -0.013772363189911237 -0.00022953699428860638 -0.0079279325686610128 0.0035896494960136693 -0.020009720901011479 -0.0022231705684107356 0.00072809645468408142 leaf_count=704195 91374 255 28633 217 4187 146 67 1825 27 68 69 346 290 2033 1703 388 2358 149 586 44 12538 316 311 49 3611 171 internal_value=0 -0.00351834 -0.00176024 -0.0198393 -0.0225196 -0.101447 -0.261384 -0.0162455 0.11775 -0.0652148 -0.251005 -0.0615094 -0.123097 -0.00785292 -0.0171251 -0.0274609 -0.0593985 -0.0315723 -0.132278 -0.0168771 -0.00526675 -0.0202942 -0.060439 -0.164476 -0.0462208 -0.128219 internal_count=855956 151761 137003 14758 14476 1066 213 13410 282 1962 137 853 507 11448 9415 7712 3525 2551 974 2402 108370 16996 4458 536 3922 487 shrinkage=0.0381265 Tree=211 num_leaves=27 num_cat=0 split_feature=9 17 16 22 21 17 6 24 23 17 16 11 29 11 20 27 27 30 17 13 16 11 6 23 20 17 split_gain=2.3378 5.13511 5.73118 6.33431 6.44037 5.38362 4.52045 4.12906 4.03491 6.80658 7.92489 18.2876 6.43514 8.41534 5.94173 6.24278 6.01157 8.68142 7.11915 12.956 9.09075 7.83856 7.08994 12.059 9.61047 6.84952 threshold=0.97425797979909923 49.729595109777648 220.09360397196266 955.25000000000011 3.5000000000000004 51.378114478079972 0.86956523150034459 36.500000000000007 0.79576413738263463 54.058464900048328 220.09360397196266 0.78254823101577931 0.08549018351737063 0.81955221386800348 0.70150003750093759 13.500000000000002 14.500000000000002 2.5000000000000004 58.036403668107567 48.766098746102841 216.0734296433821 0.8234428879310346 0.22255687493581192 1.4128074599545932 1.2435004586491576 54.573770120350154 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 3 4 -3 -6 7 -7 9 -1 -11 -12 13 -10 15 -14 17 -16 20 -20 21 -18 23 -22 -25 -23 right_child=1 2 -4 -5 5 6 -8 -9 12 10 11 -13 14 -15 16 -17 18 -19 19 -21 22 25 -24 24 -26 -27 leaf_value=-5.8265225072760754e-05 -7.06393504365086e-05 -0.0004446839367240143 0.00096304138543921785 0.0012804847635927345 -0.00052438124289997138 0.00062751946546344176 -0.00015771648099119614 -0.01352199116872382 -0.0058375342910939832 -0.00058130414317155625 0.00028578061719576402 -0.011075369806431075 -0.0023391248361605563 0.003218921246888246 8.9979751858741566e-05 -1.8192120630597025e-05 -0.00091444195995523335 0.00089421104716445887 0.00094039392550143827 -0.002027557601365412 0.0044246493050251303 -0.00044024576859082876 -1.4203043852776356e-05 -0.015969477336049285 0.00030182310760869653 0.0012460611700503439 leaf_count=96465 123945 24001 15579 7022 10251 43530 14585 30 570 35964 511 345 3171 202 237311 3594 37222 21259 17325 2439 120 11156 144021 155 80 5103 internal_value=0 0.00261261 0.0074254 0.00463085 0.00243038 0.00737606 0.0111013 0.0162033 -0.00107152 -0.00594321 -0.0175101 -0.112604 0.000270816 -0.0909562 0.000416641 -0.0290113 0.000834708 0.00409431 -0.00303824 0.0150586 -0.00484594 -0.015983 -0.000720441 -0.141868 -0.273571 0.00233469 internal_count=855956 238943 114998 99419 92397 68396 58145 43560 617013 133285 36820 856 483728 772 482956 6765 476191 258570 217621 19764 197857 53481 144376 355 235 16259 shrinkage=0.0381265 Tree=212 num_leaves=27 num_cat=0 split_feature=11 27 15 21 0 1 17 7 6 11 15 6 24 27 26 17 21 27 4 7 24 22 5 27 27 22 split_gain=2.22014 2.95176 3.50689 2.84961 4.00063 3.72258 2.74515 2.7229 2.34677 2.87535 2.30816 4.03057 5.96317 9.97736 10.7363 5.16771 4.96598 11.0633 12.5072 9.22284 6.83006 10.229 8.22346 13.9699 6.41904 10.9093 threshold=0.91225883995037227 55.500000000000007 0.41750173145236491 17.500000000000004 40.500000000000007 534.50000000000011 93.100922454495773 -3.6913857460021968 0.50565731484772625 0.93092599178125501 0.71171743456492953 0.51798558335833722 27.500000000000004 50.500000000000007 0.96559505747945729 110.32522511990921 4.5000000000000009 6.5000000000000009 41.970317840576179 -88.816780090332017 14.500000000000002 1050.2500000000002 98.080181121826186 16.500000000000004 8.5000000000000018 511.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 -3 4 7 -5 -2 -4 9 -8 11 12 13 16 -15 -13 24 18 -18 -19 21 22 -21 -24 -1 -26 right_child=6 2 3 5 -6 -7 8 -9 -10 -11 -12 15 -14 14 -16 -17 17 19 -20 20 -22 -23 23 -25 25 -27 leaf_value=-0.00022311613595882518 0.00018279945116061506 0.0051323335401501427 -0.0077416800235597114 -0.013944248667116931 -0.009957985511575531 -0.0015536964295081736 0.0086495334840329102 0.0010872269382393791 0.0057700027627393584 -0.0079217563381385452 -0.00010233229047804141 0.00010175635179540595 0.0023286940070472105 -0.017122698385083117 0.0041997629381632789 0.0027570012236723014 -0.0047161315855035026 0.0019166955362128644 -0.027847120679238391 -0.0010890474196366411 2.3798322982036849e-05 0.00067993848797835471 0.00053138649489092404 -0.013919026202687687 0.0019659493517021074 0.00014536720117512019 leaf_count=63396 74396 76 61 77 77 65 23 303 224 45 294688 322988 1430 101 52 1069 264 2413 39 25119 21696 5208 195 194 5512 36245 internal_value=0 -0.0005324 -0.0674306 -0.0937691 -0.0540971 -0.216976 0.00517437 -0.0102906 0.101944 -0.0607651 -0.000475924 0.000863182 -0.0032119 -0.00378494 -0.259029 0.00289865 -0.00354129 -0.0112288 -0.201786 -0.0101757 -0.0129586 -0.0225527 -0.0307985 -0.175082 0.000489005 0.010116 internal_count=855956 781268 659 583 441 142 74688 364 292 68 780609 485921 161864 160434 153 324057 160281 55128 303 54825 52412 30716 25508 389 105153 41757 shrinkage=0.0381265 Tree=213 num_leaves=27 num_cat=0 split_feature=18 26 27 17 19 7 11 7 27 9 1 4 15 11 20 29 29 32 25 13 24 21 6 22 17 29 split_gain=2.24609 2.21615 2.96326 2.69882 2.57314 5.04844 5.58844 2.44397 4.12455 2.25609 4.84629 11.3251 6.38615 4.69618 6.41739 6.59592 6.83446 5.81705 7.4285 6.98501 4.58847 4.57842 4.17362 7.05156 5.34214 4.08851 threshold=6.5000000000000009 7.1337613022535074 5.5000000000000009 47.640467016371993 7523.0000000000009 -52.290382385253899 0.61952993476430984 -35.537675857543938 4.5000000000000009 0.87025295946577852 48349.000000000007 193.62052154541018 0.64781246027656192 0.58876947389621714 0.64490047857187827 0.15109526827561617 0.32244803600425825 1.5000000000000002 932.25000000000011 41.898626409378423 4.5000000000000009 6.5000000000000009 0.77777777485256439 456.25000000000006 52.376347710872139 0.62067636189615305 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 4 -4 -3 6 -6 -7 -9 -1 11 13 -13 14 17 -16 20 18 19 25 -17 22 -18 -24 -25 -11 right_child=-2 2 3 -5 5 7 -8 8 -10 10 -12 12 -14 -15 15 16 21 -19 -20 -21 -22 -23 23 24 -26 -27 leaf_value=-0.00030259782322566731 0.0027757087788781998 0.0040084615335557903 0.0011981809373723948 0.0050788091048820571 -0.019500446467735588 0.0033774824788071148 -0.0014417935723067218 -0.0079505258346671236 0.00074604269884662264 5.4423041783303451e-05 0.0019600528946900745 -0.022907209825589619 -0.0053811972166486364 -1.0657578792404061e-05 -0.0072924027744452674 0.0056083138834195538 0.00056936842371937773 -0.00071762576440776479 -0.012800080217454199 0.015260127487339438 -0.0059239776632689185 -0.0011605207607848309 -0.014918149682121849 0.0011894201104886717 0.0056661086835410341 -0.012910527111580156 leaf_count=35167 424 120 1979 300 47 158 53 123 223 99 1847 34 272 783953 153 569 24853 1528 144 31 55 2088 33 1025 623 55 internal_value=0 1.48988e-06 0.0271195 0.0448248 -0.0286132 -0.0551858 -0.260432 -0.0144624 -0.0615192 -9.40323e-05 0.000243398 0.000127516 -0.192216 0.000199715 0.01222 0.0158213 0.0169047 -0.0447928 -0.16541 -0.0328391 0.120437 0.0146475 0.0181954 0.0664191 0.0755842 -0.120019 internal_count=855956 855532 3003 2279 724 604 100 504 346 852529 817362 815515 306 815209 31256 29399 29246 1857 329 185 624 28622 26534 1681 1648 154 shrinkage=0.0381265 Tree=214 num_leaves=27 num_cat=0 split_feature=18 16 16 26 9 13 27 7 32 10 17 13 22 7 23 19 24 20 26 13 16 7 17 6 7 26 split_gain=2.14911 2.0268 4.92473 5.82499 4.66519 5.14023 4.93913 5.07751 4.57912 3.89694 3.54687 4.18937 3.53594 3.41211 3.98768 3.30791 3.74722 6.18535 4.65464 3.47407 3.3093 3.2345 3.20433 3.03647 3.56372 2.98206 threshold=6.5000000000000009 147.68271661686973 101.72599055485661 1.0492995486315537 0.95620809609466761 174.2440367106762 3.5000000000000004 -59.623311996459954 1.5000000000000002 0.64076728215054135 110.32522511990921 59.670228852332698 877.25000000000011 -31.184975624084469 0.7439951923076924 490.25000000000006 7.5000000000000009 0.95553071056399663 0.89530967960288821 50.278253692357673 128.60131136351109 -19.98310565948486 33.220935197709771 0.45714285909345181 -68.198589324951158 0.19512591067469118 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 12 8 -8 -5 11 22 -6 -9 -15 -12 18 -18 19 -17 -21 23 -4 -11 -25 -22 right_child=-2 -3 10 9 6 -7 7 13 -10 21 15 -13 -14 14 -16 16 17 -19 -20 20 25 -23 -24 24 -26 -27 leaf_value=-0.0014255657511015589 0.0027156309410452106 7.578124984907935e-06 0.00038399926853435539 -0.0031702952216885682 -0.0084463809905512346 0.0053532718514167762 0.010004932654976552 -0.0033403895147287119 -0.0026429670063924673 0.0020284579635587072 0.009725570139287527 -0.0024435753510361844 0.00016054153195238307 0.00033019594733444649 0.0066348135132462648 0.0039802686651139061 0.0011756388703011329 -0.009614425374516216 0.0045079141492092639 -0.0063881484124622438 0.014651840433281752 0.0014698924980212167 -0.00083215341085266675 -0.0020738587918769052 0.010408107544825466 -0.00090293429532647485 leaf_count=2136 423 830346 4137 105 88 176 226 158 51 138 64 1865 328 350 250 156 220 119 524 180 21 278 13191 38 266 122 internal_value=0 -6.9306e-05 -0.00890679 0.020722 0.00403818 -0.0238556 0.0484837 0.0854723 0.201337 0.0968205 -0.015506 -0.0190576 -0.0435433 0.0431313 0.0775608 0.0329758 0.0223833 -0.0685094 0.0531037 -0.0181472 -0.0773323 0.123067 -0.0142106 0.176222 0.232066 0.0362303 internal_count=855956 855533 25187 4588 3763 2312 1451 1035 277 825 20599 19193 416 758 600 1406 1342 339 1003 479 323 720 17328 442 304 143 shrinkage=0.0381265 Tree=215 num_leaves=27 num_cat=0 split_feature=16 16 9 13 20 27 7 7 23 19 23 1 14 23 29 17 14 24 20 14 6 29 28 17 16 13 split_gain=2.32513 5.05584 5.29997 8.47573 4.13704 4.45313 4.81588 5.77656 4.26663 4.73435 3.84488 3.82162 3.18203 3.11873 3.06741 2.96479 3.78709 3.53254 6.85163 4.16627 3.47347 4.12957 3.45344 2.73406 6.73326 6.04203 threshold=145.34019175952321 101.72599055485661 0.95620809609466761 141.79862836209426 0.22071369975389668 3.5000000000000004 -52.290382385253899 -35.999879837036126 0.30656286900312862 1742.2500000000002 0.7439951923076924 9599.0000000000018 118.18719929176849 0.38099199746454326 0.55570959176054979 110.32522511990921 35.545498494927877 7.5000000000000009 0.95553071056399663 94.821174107765785 0.48571430345227978 0.95203875624767653 572.25000000000011 37.602529769253671 218.66925791109358 42.399518400435689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 11 -4 8 -7 -8 -6 -10 -9 13 14 -1 -5 16 -3 19 -19 20 21 -17 -20 24 25 -2 right_child=23 15 4 12 5 6 7 10 9 -11 -12 -13 -14 -15 -16 17 -18 18 22 -21 -22 -23 -24 -25 -26 -27 leaf_value=0.00039812331698453493 0.00062160711127298132 -0.00068015704075552095 -0.0021303312073253653 -0.0085077328271245915 0.0089680243829172081 0.0084185727757689257 -0.0045802584184934251 0.00054177133677645777 -0.0064522074849575305 0.0027198676153852813 0.0064544718228812439 0.013290403720037865 -0.0062675255937981898 -0.0024896297356028886 0.0057718522323559436 -0.0056813639515088075 -0.0031207647214794025 0.0015643895864979735 0.0042368185563466648 -0.0062894883885710054 0.0044628037209163912 0.0039311746311759092 -0.012831879839488853 -1.0810347415469387e-05 4.1716729744837222e-05 0.0027240619984174922 leaf_count=869 13137 14971 253 23 60 308 129 257 172 156 423 26 39 1452 444 127 985 230 21 77 639 133 96 762282 56306 2341 internal_value=0 -0.0101686 0.0192509 -0.00736229 0.0624407 0.0823303 0.11439 0.073875 -0.00996404 -0.0548144 0.110679 -0.0326702 0.110024 -0.0369411 0.132941 -0.0180193 -0.0217912 0.027471 -0.05919 0.0582819 0.077403 -0.0200433 -0.256207 0.000272058 0.006172 0.0246442 internal_count=855956 21890 4611 2853 1758 1505 1117 809 388 328 680 2347 506 2321 467 17279 15956 1323 347 976 899 260 117 834066 71784 15478 shrinkage=0.0381265 Tree=216 num_leaves=27 num_cat=0 split_feature=28 27 21 27 13 25 12 17 12 13 24 26 12 21 22 20 17 17 24 21 13 6 27 22 28 10 split_gain=2.05985 6.00169 6.14836 7.47608 7.80248 6.11996 4.96783 5.2641 4.63986 8.08354 7.97937 7.00932 7.88825 6.51853 6.12547 5.82689 5.44571 5.3619 4.92854 4.56202 4.53336 4.44629 4.15915 4.31811 4.13764 3.97723 threshold=491.25000000000006 3.5000000000000004 1.5000000000000002 8.5000000000000018 34.412599582641242 243.50000000000003 82.544678887547576 39.723767200780422 86.402543263816625 24.82307996617536 12.500000000000002 2.7273071906681148 184.19595949289337 10.500000000000002 755.25000000000011 1.4310872861351851 101.17837365743833 93.100922454495773 10.500000000000002 16.500000000000004 15.152403872599413 0.59090909309842587 4.5000000000000009 562.25000000000011 403.25000000000006 0.97014468783544017 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 4 6 -4 -3 -8 9 13 15 19 -13 14 16 17 21 18 -10 -12 -15 -7 -11 -24 -25 -1 right_child=-2 2 5 -5 -6 8 7 -9 10 22 11 12 -14 20 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 leaf_value=0.0016595774250899931 -2.24793512015705e-05 -0.0035328191717267123 -0.0019586048850831184 0.0017392824678580919 0.00034184944580139425 0.001189691007765182 0.0071209354408832007 -0.011770998071514997 -0.00055243814099532591 0.0036830582245116856 0.0010094212855443706 -0.015227248595625558 0.0046385337924499722 0.0040110329764767227 0.0067343035403346274 0.0010839763013735855 0.01271498625960008 -0.018957243992886962 -0.0021996469787355843 -0.0032418540326556696 -0.0045304481898436324 -0.00040340893745923503 0.00082930405856861426 0.004651864365980354 -0.001996169554971592 -0.0040067707739727416 leaf_count=4855 767927 1089 1943 691 719 3043 24 201 11771 709 8740 82 45 103 192 2365 48 24 3404 383 734 15612 29613 152 1300 187 internal_value=0 0.00451746 0.0024822 -0.0442406 -0.074783 0.0040679 -0.120609 -0.255881 0.00544326 0.0109968 -0.00522428 0.0185465 -0.214764 -0.00490049 -0.00107508 -0.0177431 -0.00289936 -0.0249279 -0.0241809 0.0217944 -0.091258 -0.00376491 0.0208691 0.0191407 -0.0341031 0.0380161 internal_count=855956 88029 82987 2724 2033 80263 1314 225 78320 51506 26814 9250 127 19732 18895 17564 18703 15199 15175 9123 837 18655 31774 31065 1452 5042 shrinkage=0.0381265 Tree=217 num_leaves=27 num_cat=0 split_feature=9 17 16 22 21 24 17 16 8 5 19 16 8 17 16 17 23 17 16 11 26 24 6 27 16 17 split_gain=2.14543 4.98936 5.99166 6.12367 5.33814 4.70577 4.59906 4.51217 5.1617 4.43396 4.17707 4.0331 4.74286 3.83252 4.54075 4.75114 3.60686 6.19019 6.491 16.7807 5.50696 4.89207 4.51804 5.64818 6.51437 5.51847 threshold=0.97425797979909923 49.729595109777648 220.09360397196266 955.25000000000011 3.5000000000000004 36.500000000000007 51.378114478079972 210.04880057143995 4101.0000000000009 96.262584686279311 294.75000000000006 221.82833130690628 547.50000000000011 47.088451935150019 230.53661915370648 45.053851130812554 0.79576413738263463 53.980596721845707 220.09360397196266 0.77759870129870146 3.672368973953605 26.500000000000004 0.51798558335833722 53.500000000000007 226.30457334421124 110.32522511990921 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 7 3 4 -3 6 -6 8 -2 -10 -5 12 -9 14 15 -13 17 -1 20 -20 21 -19 -18 25 -25 -24 right_child=1 2 -4 10 5 -7 -8 11 9 -11 -12 13 -14 -15 -16 -17 22 18 19 -21 -22 -23 23 24 -26 -27 leaf_value=-4.7229115698106062e-05 0.0004319835074934896 -0.00039935147529839688 0.00097616806980100137 0.0090752582740721184 -0.00047467410881380743 -0.013151391903504426 0.0004007693079474723 -0.00010677325720346559 -0.016671732890227199 0.0034700130243623681 0.0011482648131172957 -0.0015793187252214757 -0.0017956369115543116 0.00033899538915633295 -3.8424704093220891e-05 -0.00032470216127425768 -0.00019024703634281653 -0.00061817182615734494 0.00053033307134475738 -0.010269755660889078 0.010805184063908253 0.0032604024278041241 7.8351818037307227e-05 -0.0097240535786832106 -0.00044744329026731567 0.0029374202414142385 leaf_count=95951 23963 23988 15600 98 10266 38 58037 5021 47 24 6908 6391 4661 21815 47811 13997 118405 36042 511 354 62 479 364044 183 276 984 internal_value=0 0.00263998 0.00738392 0.00452266 0.00235984 0.00686471 0.00706043 -0.00176675 0.0105326 -0.258698 0.0330255 -0.00473179 -0.0241251 -0.00264582 -0.00633624 -0.0188317 -0.000890581 -0.00549439 -0.0163984 -0.102018 -0.0143739 -0.0148795 0.000378595 0.0021178 -0.108742 0.0022572 internal_count=855956 238665 114935 99335 92329 68341 68303 123730 24034 71 7006 99696 9682 90014 68199 20388 617291 133399 37448 865 36583 36521 483892 365487 459 365028 shrinkage=0.0381265 Tree=218 num_leaves=27 num_cat=0 split_feature=20 27 24 15 27 11 24 20 22 18 27 19 11 17 25 17 24 27 20 18 22 5 18 13 16 27 split_gain=2.19645 4.19644 5.71756 5.19052 8.20341 5.68278 5.56052 5.06426 4.88537 5.68529 5.91183 4.28242 4.13409 6.12601 4.51902 4.08673 4.06549 7.6711 12.1058 14.0343 9.11254 4.92075 4.11657 6.22588 8.70721 4.5264 threshold=1.0738858942505811 31.500000000000004 14.500000000000002 0.72939635056677765 44.500000000000007 0.81676715944450506 29.500000000000004 1.5541954674827199 758.25000000000011 3.5000000000000004 34.500000000000007 672.25000000000011 0.82052033987517869 58.036403668107567 1045.2500000000002 53.581844825980362 26.500000000000004 48.500000000000007 0.98215871219405815 2.5000000000000004 508.75000000000006 28.998843193054203 3.5000000000000004 23.741874369741847 186.43923283748867 42.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 2 -2 -3 7 -6 -7 8 -5 11 -11 -10 13 -4 15 -14 17 -1 19 -19 -21 -22 25 -24 -25 -18 right_child=1 3 12 4 5 6 -8 -9 9 10 -12 -13 14 -15 -16 -17 22 18 -20 20 21 -23 23 24 -26 -27 leaf_value=2.3604845512906603e-05 -0.00019141993761733497 -0.00033536240969915721 -0.00051418813621972729 -6.2615275365508942e-05 0.00029270844057213268 -0.012025213461591007 -0.0027933595873951109 -0.0068855161474116189 -0.01342793475908592 -0.025591299932382044 0.00013752735284345728 -0.0014910786005415987 0.0006077738011221733 0.0020055949668945873 -0.012708277649324258 0.0024849236915012425 -0.00049534337697740977 0.0061230163528217356 0.00085705886731435213 0.0031615698970471132 -0.0032879232591561578 -0.0200821856342027 -0.0050697497148190149 0.009410969094185111 -0.00015861110915222447 0.0022362467176688049 leaf_count=695990 108385 11109 9720 2323 141 255 151 214 49 34 21 403 15344 1639 36 1894 1161 63 324 37 30 164 343 147 2312 3667 internal_value=0 -0.00342308 -0.00170045 -0.0194796 -0.05253 -0.16528 -0.225347 -0.032269 -0.0210527 -0.109988 -0.413559 -0.0730494 0.0108676 -0.00395018 0.0206114 0.0213506 0.000771693 0.000520235 -0.110843 -0.25777 -0.37187 -0.458609 0.0237294 -0.00676044 0.0108445 0.0414246 internal_count=855956 151718 137018 14700 3591 547 406 3044 2830 507 55 452 28633 11359 17274 17238 704238 696608 618 294 231 194 7630 2802 2459 4828 shrinkage=0.0381265 Tree=219 num_leaves=27 num_cat=0 split_feature=21 21 14 23 29 1 10 11 12 19 10 24 5 1 20 20 21 6 11 23 20 25 4 30 22 5 split_gain=2.30426 3.62792 3.12756 3.70931 2.99261 2.14736 2.44466 1.94631 2.48407 20.858 23.4317 10.2159 3.8783 5.33686 8.43596 13.0337 3.63296 2.91554 3.86351 4.53447 5.24096 2.84247 2.55605 2.40536 4.14668 3.3224 threshold=18.500000000000004 17.500000000000004 14.42052716741315 0.89415950609644634 0.85464607176312468 354.50000000000006 0.74299252333106014 0.92652695486796877 342.39696961967007 7523.0000000000009 0.9628452332096884 2.5000000000000004 43.26701736450196 1000.5000000000001 0.96269192059787156 0.82685168635107453 12.500000000000002 0.7199999565258498 0.94737257967928679 1.1535470854051115 1.0217610412759941 6356.5000000000009 20.999998092651371 1.0000000180025095e-35 1096.2500000000002 31.999035835266117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -3 4 -4 6 -2 -1 12 10 11 21 13 23 15 -15 17 18 -16 20 -20 -10 -14 24 -9 -26 right_child=5 2 3 -5 -6 -7 -8 8 9 -11 -12 -13 22 14 16 -17 -18 -19 19 -21 -22 -23 -24 -25 25 -27 leaf_value=-1.0718445987286115e-05 -0.0069653776832138033 0.0041239893838481778 -0.0060942739588286231 -0.0017519424561784648 -0.019810548541535855 0.00079751139738121354 0.0071095828855785607 0.00027087912922772359 -0.025042077349349295 0.00074460911687376373 0.0022911472214629095 -0.0012156400480584524 0.0024892351642160468 0.0018876140562183623 -0.00063149538555511402 -0.022398166606293977 -0.016966237541859309 0.00048273043305537661 -0.0041653860317679607 -0.00062907298378754475 -0.024252301771748277 -0.010501395627767073 0.00072801920569086885 -0.00049900054205008633 0.0052894800096706714 0.00060926298229841834 leaf_count=809081 20 88 161 483 27 414 174 26566 130 1542 136 40 1415 58 211 72 21 688 35 55 41 23 7805 5788 437 445 internal_value=0 1.54066e-05 -0.0690905 -0.0923372 -0.211511 0.0615994 0.148415 7.67827e-05 0.00644004 -0.0292403 -0.257823 -0.481847 0.00796989 0.00309042 -0.0629692 -0.303279 -0.0332448 -0.0248498 -0.100311 -0.235202 -0.393473 -0.599484 0.0261843 0.00543777 0.00934433 0.0768008 internal_count=855956 855348 759 671 188 608 194 854589 45508 1871 329 193 43637 34417 1181 130 1051 1030 342 131 76 153 9220 33236 27448 882 shrinkage=0.0381265 Tree=220 num_leaves=27 num_cat=0 split_feature=28 27 21 27 13 25 16 12 5 18 27 26 26 12 5 21 27 21 16 14 8 17 22 12 17 23 split_gain=2.01968 5.23209 5.26843 7.01314 7.42135 5.32376 5.04305 4.68103 8.02049 8.58732 7.0835 5.09916 5.09748 6.16496 5.82656 5.16763 5.04359 6.27888 5.37766 4.8568 8.41893 4.79942 4.71448 4.67641 4.84099 4.48008 threshold=491.25000000000006 3.5000000000000004 1.5000000000000002 8.5000000000000018 34.412599582641242 243.50000000000003 101.72599055485661 86.402543263816625 21.59283542633057 2.5000000000000004 21.500000000000004 0.49070182117334021 2.7273071906681148 184.19595949289337 44.999996185302741 16.500000000000004 11.500000000000002 9.5000000000000018 215.14942518908632 18.230370431965724 352.50000000000006 86.561348902381752 717.25000000000011 82.544678887547576 39.723767200780422 0.76579436509489351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 23 -4 -7 8 9 22 21 -11 15 14 -14 -12 19 18 -18 -13 -21 -9 -8 -3 -25 -19 right_child=-2 2 5 -5 -6 6 7 10 -10 11 12 16 13 -15 -16 -17 17 25 -20 20 -22 -23 -24 24 -26 -27 leaf_value=0.0013673323172783331 -1.9863492679532018e-05 -0.0033341250614208899 -0.0018094713434886219 0.0017915732621427585 0.00041164351214898018 0.010508656818120391 0.0002263680864922313 -0.00054164865435120163 0.0007298044312819918 -8.1218724923066556e-05 0.0012662086754704862 -0.003304474282365378 0.002903899200440499 0.0040587426208170425 -0.021589648434846696 -0.0032529062324369151 -0.0022484415060318942 -0.0021811139705629192 0.001702880173381898 -0.01849323024849921 -0.0013220348760830231 -0.013443433104628057 0.0061222647946959485 0.0068444745467974759 -0.011262797266254862 -0.009282403387800401 leaf_count=5027 767950 1092 1953 687 735 69 10282 20102 35408 2158 6205 334 20 43 48 391 1557 266 738 98 72 42 201 24 203 251 internal_value=0 0.00453661 0.0026388 -0.0404726 -0.0697262 0.00411153 0.00539809 0.0051597 0.010753 -0.00786107 -0.00554012 -0.0399639 0.0226082 -0.189908 -0.377314 0.0261845 -0.0645855 -0.0480746 -0.0256467 -0.156706 -0.294303 -0.0149122 0.00890235 -0.114597 -0.245194 -0.147633 internal_count=855956 88006 82979 2741 2054 80238 78285 78216 51365 15957 26851 5474 6707 111 68 6596 3316 2812 2295 504 170 20144 10483 1319 227 517 shrinkage=0.0381265 Tree=221 num_leaves=27 num_cat=0 split_feature=18 33 20 18 30 8 21 25 19 10 9 24 16 30 26 20 4 23 9 4 22 8 22 24 26 29 split_gain=1.97959 1.91755 5.11116 5.0304 4.97728 7.27934 6.14452 6.68221 6.42045 5.8633 8.10997 5.31589 5.14551 4.8355 13.9174 7.92143 5.06465 8.20596 9.83603 5.56201 4.71383 9.25428 6.55913 6.47582 5.04886 4.607 threshold=6.5000000000000009 2.5000000000000004 0.89261414355142665 1.5000000000000002 2.5000000000000004 250.50000000000003 5.5000000000000009 3533.5000000000005 2879.5000000000005 0.70503197008297491 0.73266951228704968 4.5000000000000009 142.64460136674262 1.0000000180025095e-35 1.4377717215621721 0.99999189902950392 4.0124611854553232 0.29109039563897948 0.94863200838386119 6.0295119285583505 1982.2500000000002 864.50000000000011 3926.2500000000005 14.500000000000002 0.38494109309947744 0.08549018351737063 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 13 -6 7 11 -8 10 -9 -7 -13 16 -15 -16 -1 18 -18 -20 23 22 -22 24 -21 -19 right_child=-2 2 3 -5 5 6 8 9 -10 -11 -12 12 -14 14 15 -17 17 25 19 20 21 -23 -24 -25 -26 -27 leaf_value=-0.0024275049421595817 0.0026168163247867462 -0.00043385073194271618 0.0039561667682948649 6.3783217744716567e-05 0.01349756497168628 0.0018616624816371347 -0.00032060988362554515 -0.014096593083848915 -0.015439008744154673 -0.00015744531054211913 -0.0023238008397981035 -0.011057529213886358 0.00062243825405092137 -4.8221426485228553e-05 0.00011652030791030071 -0.0021968046090341175 -0.0014542052405884991 -0.0026828896382352272 -0.0011804065824588886 0.0023535927162873947 -0.00075650676785566837 0.0051388602555911761 -0.0092554123111756575 -0.00010027566054086049 0.0082883227258588963 8.0864400839394307e-06 leaf_count=1229 421 27809 777 1274 62 6509 10002 104 41 2332 467 55 17482 43220 2948 7966 2082 926 1100 6762 1100 363 150 1680 215 718880 internal_value=0 4.636e-05 -0.00782617 0.0403492 0.000331065 0.0116579 0.0110841 0.0189518 -0.0100279 -0.0263678 -0.11719 0.0244231 0.0153648 -0.000201135 -0.00932216 -0.0412298 0.000471113 0.000578619 0.0250496 0.0366207 0.0438592 -0.00577357 -0.0465916 0.0531069 0.0665279 0.000121297 internal_count=855956 855535 29860 2051 825675 37054 36992 26949 10043 2903 571 24046 17537 788621 54134 10914 734487 733258 13452 11370 10270 1613 1250 8657 6977 719806 shrinkage=0.0381265 Tree=222 num_leaves=27 num_cat=0 split_feature=0 28 21 9 4 17 21 17 1 13 16 22 20 21 17 14 27 22 27 4 20 25 28 4 28 27 split_gain=2.29468 3.87803 5.26769 5.09107 5.42022 4.37299 4.25852 4.12961 4.14464 5.23644 4.07331 4.26604 3.85719 3.8511 4.29163 3.80446 3.66882 3.63675 3.59448 6.20103 3.49185 3.37944 9.50506 7.86277 5.70852 8.44391 threshold=40.500000000000007 790.25000000000011 3.5000000000000004 0.96159640775355271 35.510179519653327 52.972000500472937 13.500000000000002 61.407752123860377 382.50000000000006 36.028951498016191 183.03324652226391 487.25000000000006 0.94340385290035245 6.5000000000000009 101.17837365743833 27.981662493817435 22.500000000000004 2791.5000000000005 25.500000000000004 31.999998092651371 0.9458436064838881 1189.2500000000002 1381.2500000000002 32.33324050903321 963.25000000000011 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 17 6 5 10 -4 8 9 -7 -5 16 -8 14 -9 -15 -12 -2 -3 -20 -16 23 24 -1 25 -23 right_child=1 18 3 4 -6 7 12 13 -10 -11 11 -13 -14 15 20 -17 -18 -19 19 -21 -22 22 -24 -25 -26 -27 leaf_value=4.5861179956794001e-05 -0.00064532985569179903 5.7578274706412799e-05 -0.00049613705532684045 0.00060193576035743159 -0.0041846866149145732 -0.00084667289596358146 0.00021991114067370751 0.00085480024668154137 0.00055914402648974814 0.010687505296905002 -0.00085078946127205605 -0.00021188486383480912 -0.0057405299853999624 -0.0031001573812152335 0.0010304519959372209 0.00098124548485911873 -0.0034651972332196139 0.0014831924697357572 0.0019455117920607595 -0.0043200319517553562 -0.012484495297997156 0.0001996485271068352 2.5971702410475279e-05 0.00080651797032579441 -0.001397282926615614 -0.014298618672186781 leaf_count=498447 39887 87078 22813 7895 439 4232 249 1650 38176 58 3170 36515 431 1402 48 435 1035 1202 2695 251 66 5681 68722 20569 12751 59 internal_value=0 -0.00257624 -0.0055349 -0.00215466 0.00110122 0.00161523 -0.0153374 0.00859667 0.0113538 -0.0181169 -0.00500031 -0.00903083 -0.0933198 -0.0239172 0.00945512 -0.0559633 -0.0391929 -0.0152929 0.00267244 0.0370264 -0.178196 0.0010257 -0.00473406 0.00199354 -0.0248599 0.0013278 internal_count=855956 249727 159703 118614 95121 94682 23493 46067 42466 4290 48615 40720 680 3601 1764 1837 4205 41089 90024 2946 114 606229 87213 519016 18491 5740 shrinkage=0.0381265 Tree=223 num_leaves=27 num_cat=0 split_feature=20 28 25 1 24 5 26 18 14 1 18 22 15 5 27 4 20 28 20 25 11 27 12 16 17 18 split_gain=2.00958 3.95846 5.41265 7.5591 3.94472 5.67923 6.08437 5.88192 4.09092 4.4918 4.40829 3.90813 6.11803 7.62882 7.54183 6.34806 4.56125 4.90544 4.17784 4.01425 3.89565 4.08529 6.9637 4.25112 5.60105 11.2713 threshold=1.0738858942505811 2133.2500000000005 1877.2500000000002 1429.5000000000002 23.500000000000004 27.651876449584964 1.1350923288631718 4.5000000000000009 34.483044881495324 942.50000000000011 2.5000000000000004 532.75000000000011 0.43488039387881239 35.460870742797859 37.500000000000007 20.823284149169925 1.1237580209633868 604.25000000000011 1.1167078404117781 776.25000000000011 0.85566829004329015 14.500000000000002 311.71424945612301 230.38497912240862 58.036403668107567 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 20 6 7 -6 9 10 -7 -12 18 14 -14 -16 17 -17 -13 -18 21 -2 23 24 -23 -26 right_child=1 2 -4 -5 5 8 -8 -9 -10 -11 11 12 13 -15 15 16 19 -19 -20 -21 -22 22 -24 -25 25 -27 leaf_value=2.5670351541289032e-05 7.5729857730407065e-05 -0.00098680836612941285 -0.0012041819839204281 -0.016798855371581916 -0.0004577171219420545 0.0014556968683635304 -0.015400492449045601 -0.011121695487053863 -0.010094500098259285 0.0020768515997421867 -0.00031109472607350681 0.0022872648539006054 0.0013422916397620604 0.00031009797274892282 -0.00066272665423351067 -0.010067219479664052 -0.0096358742134955416 0.0014074337282713473 -0.013733273167485457 -0.022347326098908684 0.00021918708720142279 -0.00075468045849930426 -0.0082640777978291793 0.00019446448248173402 -0.0018048494064225255 0.0017397579915973049 leaf_count=704212 42550 91 761 85 286 842 71 102 67 775 1868 30 248 947 211 104 303 113 112 41 45728 36994 164 13470 1987 3794 internal_value=0 -0.0033388 -0.0681349 -0.226176 -0.00293621 -0.0278039 -0.134786 -0.0855346 -0.0191298 -0.0161878 -0.0275515 -0.0414682 -0.0709706 -0.0564992 -0.116506 -0.165243 -0.220855 -0.107325 -0.271429 -0.292471 -0.00188435 -0.00541162 -0.0109919 -0.010392 -0.0152706 0.0136764 internal_count=855956 151744 937 176 150807 6120 459 388 5661 5594 4819 3977 2109 1967 1020 772 561 217 142 344 144687 98959 56409 56245 42775 5781 shrinkage=0.0381265 Tree=224 num_leaves=27 num_cat=0 split_feature=16 16 26 9 8 27 26 6 27 11 4 23 13 17 0 24 4 1 21 6 23 1 19 28 12 24 split_gain=2.06102 4.46176 4.99897 4.28855 4.48181 4.04783 3.9355 3.62832 3.52026 3.36144 2.94928 2.87086 3.31342 2.81276 3.47693 5.82965 3.54668 3.21597 2.97204 2.85614 2.6456 2.85388 3.70965 2.50362 2.45496 3.71715 threshold=145.34019175952321 101.72599055485661 1.0492995486315537 0.95620809609466761 11212.000000000002 3.5000000000000004 0.11995316159250587 0.84000000366389693 11.500000000000002 0.51955513014432475 122.0480308532715 0.48159117234722926 85.160685457261636 110.32522511990921 22.000000000000004 5.5000000000000009 83.002536773681655 1233.5000000000002 2.5000000000000004 0.41837317462559426 0.27319886352632744 1502.5000000000002 1694.2500000000002 4814.2500000000009 129.26650429449555 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 20 11 -7 24 9 -8 -6 -5 -13 17 -15 16 19 -3 -17 23 21 -1 -23 -16 -4 -26 right_child=-2 13 7 5 10 6 8 -9 -10 -11 -12 12 -14 14 15 18 -18 -19 -20 -21 -22 22 -24 -25 25 -27 leaf_value=-0.00041010830520622852 9.892883072164461e-06 -0.00061569600638931247 0.0099123752826410835 0.0023944246692278381 0.0080810892881767547 -0.0021003947737846095 -0.0063869975082686808 -0.0041369365585262824 -0.0003412271905343731 0.0061035723856498383 -0.006570128474514084 -0.006806109621864855 0.0030878008057022874 0.0033971414784086714 0.0021066347788364632 -0.017444828038721345 -0.0064503881258695019 -0.0025088532805938252 -0.0038657289351518602 0.0044765278822168188 -0.0022246275256219156 0.018342146825153262 0.0020790967325133511 -0.010527452578382782 0.0043517979146731637 -0.0051956143680813313 leaf_count=555 834085 14528 96 168 119 180 33 84 198 615 24 178 68 540 57 26 67 1433 237 364 1512 28 75 38 582 66 internal_value=0 -0.00957446 0.0181738 0.00265758 -0.0240146 0.0454998 0.0791786 0.0885028 0.107746 0.143404 0.14746 -0.037965 -0.106782 -0.0169264 0.027275 -0.0150399 0.045741 -0.0206068 -0.136602 0.0771135 -0.0353146 0.0176146 0.170488 -0.0772954 0.110746 0.0886359 internal_count=855956 21871 4581 3753 2313 1440 1026 828 846 648 143 414 246 17290 1329 789 526 15961 263 459 2170 658 103 95 744 648 shrinkage=0.0381265 Tree=225 num_leaves=27 num_cat=0 split_feature=0 25 17 14 16 25 17 26 19 22 21 29 14 16 16 22 11 9 22 19 9 17 15 14 18 26 split_gain=2.2444 2.1366 4.29231 3.09605 3.21795 3.02589 3.0065 2.6302 2.43843 4.76383 4.4079 2.46527 4.14197 2.31578 2.99371 3.30424 2.75157 2.40507 2.35479 3.7695 4.04042 2.24432 2.11967 3.31402 6.28694 6.54169 threshold=9.0000000000000018 840.25000000000011 42.225780194914499 26.361952995474244 220.09360397196266 1075.2500000000002 57.12659469018994 2.4748690437761849 8316.5000000000018 3119.5000000000005 2.5000000000000004 0.99910727520894904 86.158194362311917 190.94691712264782 151.7165898617512 1022.2500000000001 0.56458578431372552 0.93137581481626641 1257.7500000000002 1154.2500000000002 0.9508638180067116 70.576821846147681 0.71171743456492953 29.081411038716471 2.5000000000000004 0.46889444396139474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 -3 6 7 -6 -4 13 9 -7 11 -11 -13 14 -5 -16 17 -17 19 -15 -21 -1 -2 -24 25 -25 right_child=22 2 3 4 5 8 -8 -9 -10 10 -12 12 -14 18 15 16 -18 -19 -20 20 -22 -23 23 24 -26 -27 leaf_value=0.00028723443246430155 3.3282830964997614e-05 0.00031630333058299759 -0.0013048364473814689 0.0025760021181518711 0.00090784919317301585 -0.0015735047183606853 -0.0045455076011746455 -0.0081928156456165125 0.0015215215144645223 -0.012584294217008891 -0.018899955959255633 0.0006728816917412351 -0.013992795852387812 0.0023553373303745765 0.0094550402459523623 -0.0055289455180055225 -0.0076658587794261879 0.0073737671244834165 0.0044255888181151063 0.00093483435137601536 -0.020758808632109511 0.0018879164016847179 -0.00016726994521827 0.0020378013403693604 0.0007554204556047767 -0.00016660624964619667 leaf_count=52408 493130 9949 2457 261 679 792 501 41 207 51 42 115 37 180 27 42 153 42 513 26 24 1305 224124 2038 17661 49151 internal_value=0 0.00552215 -0.00456745 -0.0252427 -0.00384724 -0.0298808 -0.0486201 0.0343977 -0.0591872 -0.0789678 -0.20083 -0.139819 -0.0759853 0.0424581 -0.00838169 -0.083465 -0.121226 0.0241934 0.0783812 -0.00569557 -0.248597 0.00855375 -0.000392734 -0.00252313 0.003545 -0.0020679 internal_count=855956 69852 16139 6190 3232 1923 2958 1309 1244 1037 245 203 152 1268 525 264 237 84 743 230 50 53713 786104 292974 68850 51189 shrinkage=0.0381265 Tree=226 num_leaves=27 num_cat=0 split_feature=2 20 5 5 30 30 24 20 9 19 15 27 13 18 19 29 19 28 7 13 4 4 28 28 5 15 split_gain=1.92678 4.30229 5.16362 4.03014 4.54224 9.44171 5.66125 3.76762 3.85699 4.7163 3.62433 3.44611 12.5611 14.5768 7.94005 7.05999 4.62614 4.35707 3.82451 5.79837 3.76294 3.73783 7.39965 3.71431 3.65558 3.39408 threshold=23.535897435897443 0.69567209978878586 255.86087036132815 50.471469879150398 1.0000000180025095e-35 2.5000000000000004 7.5000000000000009 0.64490047857187827 0.93137581481626641 2302.5000000000005 0.70020021061504945 2.5000000000000004 31.653985766644904 1.5000000000000002 641.25000000000011 0.95203875624767653 209.25000000000003 954.75000000000011 -84.32442474365233 21.809119780259248 17.708752632141117 18.652830123901371 442.25000000000006 884.25000000000011 10.020458221435549 0.93369374964248386 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 11 7 6 -6 8 -5 -10 -7 12 15 14 -14 16 24 23 19 -17 -15 -20 25 -18 -1 -23 right_child=1 -3 -4 4 5 10 -8 -9 9 -11 -12 -13 13 20 -16 18 17 -19 21 -21 -22 22 -24 -25 -26 -27 leaf_value=0.018974302043762083 -0.00053460700277143216 0.00011285509147373897 0.0086202405025236541 0.00036198276447140177 -0.0011254584306071677 0.00085355512487453745 -0.0033478897651458787 -0.0001288452911560455 -0.0012799980494638656 -0.018501123508416522 -0.0030416895184271859 4.5061329135639116e-06 -0.0039235999757518359 -0.00050288800750173681 -0.00024740813659781657 -0.010229239968685966 -0.0017890124692384499 0.00025825950442834745 0.0055773167628485497 0.0027800316684115298 -0.009305805102948558 -0.0023351075800520245 0.004861102306051298 -0.0088954481852309628 0.0029184789659184381 -0.016040483969078517 leaf_count=22 18249 283897 90 81 6945 3917 2192 39269 41 53 381 490561 1241 83 2739 77 1240 2630 665 141 472 172 323 117 327 31 internal_value=0 0.00200109 -0.0128435 -0.00113814 -0.00944091 -0.0253215 -0.0435033 -0.00403185 -0.150434 -0.288245 0.0133308 -0.000261532 -0.0183818 -0.0577253 -0.0365541 0.0126753 -0.00730806 -0.016972 0.0741712 -0.0476043 -0.209548 0.0964609 0.0334709 -0.0629936 0.103094 -0.116141 internal_count=855956 302236 18339 553720 52879 13435 9137 39444 175 94 4298 500841 10280 4535 3980 5745 4336 3987 1409 218 555 1191 526 1357 349 203 shrinkage=0.0381265 Tree=227 num_leaves=27 num_cat=0 split_feature=26 0 17 26 16 19 11 28 24 30 22 23 19 29 26 16 11 15 24 24 8 22 17 25 22 15 split_gain=1.94301 1.97951 4.93443 6.62417 3.86885 4.01132 3.52432 3.53749 4.84461 3.40455 3.32153 3.40541 3.04151 3.10604 2.88619 2.79479 2.71179 3.71411 2.99021 2.56987 2.55395 3.09003 4.67465 2.53674 2.528 3.02146 threshold=7.1337613022535074 48.000000000000007 52.756143737304349 1.9483313995532017 185.66241278187888 371.75000000000006 0.86847510722395105 783.25000000000011 3.5000000000000004 1.0000000180025095e-35 495.25000000000006 1.4403418873400249 2221.5000000000005 1.6651554347092008 1.3628388541047258 217.20770006632037 0.83336442786069664 0.86561479852224921 5.5000000000000009 20.500000000000004 11212.000000000002 10635.500000000002 41.471240875897102 5737.7500000000009 1310.7500000000002 0.25262783148796092 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 12 -4 -6 7 8 14 15 11 -9 13 16 -7 -5 -3 18 -18 -19 -17 22 -22 -8 -11 -26 right_child=-2 2 4 9 5 6 23 10 -10 24 -12 -13 -14 -15 -16 20 17 19 -20 -21 21 -23 -24 -25 25 -27 leaf_value=2.4255908052139778e-05 0.0009722887343195253 -9.5189916183109589e-05 -0.00047211826181696995 -0.0036842092644561925 -0.0019757526991578014 -0.002859856291441587 0.0011978621115941778 -0.0092533447032658606 3.8778494922619638e-05 -0.005125780095100666 0.00067075223871310673 0.0063924290238052076 0.00030008170943009133 -0.002079378377443404 0.0015868583401772401 0.00037699081546001181 -0.0014100407608933002 -0.0017775595527010182 -0.00023072825196734914 -0.0076816056747559701 -0.02562700514268228 -0.0013394271619174833 -0.002488722932133698 -0.011771951953977554 -0.0068809688138538033 -0.00079646122427077387 leaf_count=726001 2998 25249 13939 432 1157 1315 6111 91 26458 674 16101 26 10466 1581 253 1332 4009 2484 14179 112 22 135 30 22 146 633 internal_value=0 -8.56138e-07 -0.00364382 -0.0100772 0.00239761 0.00639548 0.00773253 0.00461844 -0.00218359 -0.0529521 0.0163729 -0.151509 -0.00756437 -0.0109571 -0.0561911 -0.0256599 -0.00946033 -0.01792 -0.0128696 -0.0533036 -0.00547581 -0.114911 -0.322033 0.0301978 -0.0895985 -0.0507998 internal_count=855956 852958 126957 61484 65473 51534 50377 44244 28026 3404 16218 117 58080 47614 1568 1951 46033 20784 18188 2596 1519 187 52 6133 1453 779 shrinkage=0.0381265 end of trees feature importances: Column_16=568 Column_17=384 Column_27=332 Column_11=269 Column_20=250 Column_29=232 Column_0=229 Column_14=222 Column_28=212 Column_21=204 Column_9=193 Column_22=191 Column_26=185 Column_4=172 Column_24=169 Column_25=167 Column_7=162 Column_1=161 Column_13=154 Column_5=150 Column_18=147 Column_30=147 Column_19=146 Column_6=141 Column_12=136 Column_23=134 Column_32=116 Column_10=99 Column_15=89 Column_8=82 Column_2=29 Column_33=29 Column_31=27 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0381265] [num_leaves: 27] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 4582] [feature_fraction: 0.830715] [feature_fraction_seed: 9592] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 15113] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 97] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_19.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:328009] [0:40080.375] [0:1] [0:542] [0:900.39019775390625] [0:1] [-90:90] [1:386038] [0.24590163934426229:1] [0:1] [0.13157894736842105:1] [0:3840.8813844421311] [0:1059.5611181807872] [0:575.97755000235315] [0:1] [0:255] [0:127.5] [1:8] [50:328009] [9.2613459205314771e-06:26.420168067226889] [1:19] [58:328009] [9.2613459205314771e-06:39.357798165137616] [1:35] [64:328009] [9.2613459205314771e-06:188.28971962616822] [1:57] [76:328009] [9.2613459205314771e-06:188.28971962616822] [0:3] [1:14] [1:14] [0:3] tree_sizes=3230 3311 3323 3345 3310 3304 3351 3325 3325 3333 3342 3355 3336 3343 3338 3322 3372 3356 3353 3367 3352 3367 3357 3335 3347 3337 3354 3368 3353 3348 3340 3334 3303 3320 3353 3347 3321 3356 3352 3350 3303 3327 3314 3314 3328 3328 3341 3296 3317 3303 3346 3321 3312 3299 3279 3308 3336 3308 Tree=0 num_leaves=39 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 29 17 21 16 29 26 8 23 16 16 0 17 16 23 0 16 6 1 16 17 29 14 16 1 16 29 split_gain=22942.2 5914.29 2957.78 2790.51 1534.97 1197.21 776.528 406.905 429.483 375.166 367.742 298.292 162.728 129.046 125.504 116.815 113.898 100.273 94.1951 82.2576 70.5099 64.8434 61.3979 54.3291 50.6561 50.4047 49.6423 47.5146 41.4065 38.1493 36.8859 33.1419 32.6682 30.9487 30.0762 29.8695 28.6973 28.6913 threshold=214.52531327065836 1.5000000000000002 195.21782619162255 228.60888884317498 1.5000000000000002 0.66074148970504276 1.5000000000000002 89.97808782498322 165.23837311337314 223.20338040222512 235.02219410002968 203.5458196422052 0.59734931495391219 43.692417679991365 1.5000000000000002 179.30364808485922 0.53796423946192096 0.93319522729564641 471.50000000000006 0.6058844643384993 243.36686230884416 219.18585059686316 43.000000000000007 78.206764548236038 208.97854042257239 0.85546546743697494 35.000000000000007 231.29614733514555 0.12913151364764272 438.50000000000006 231.61463871961431 73.86127578073831 0.64368947416055755 19.658563172389083 227.31660510851455 424.50000000000006 189.32230727173319 0.64368947416055755 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 22 21 27 23 -6 -10 34 -15 -3 -9 -13 -8 -12 33 32 35 31 -16 29 -5 -22 -17 -27 -20 -1 -2 -7 -4 -28 -11 right_child=1 5 4 10 12 14 19 17 13 37 20 18 -14 15 25 26 -18 -19 24 -21 28 -23 -24 -25 -26 30 36 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=0.50724120276796136 0.53623443141252158 0.49368174500987716 0.52173662285960687 0.55355992944337673 0.49450862017765362 0.53309223264465766 0.4928730561342059 0.52286162547707771 0.52723492656489634 0.54386033821236146 0.56134238868023445 0.52902304052999838 0.51299975158332201 0.51159217764840637 0.51989711279790218 0.51799960477949691 0.50978695291646603 0.54273905390304678 0.53218894380804804 0.50694484940069851 0.52920079044448343 0.5442610972531623 0.50319890931569033 0.54163755066788866 0.53699191392472623 0.52777538663767543 0.51386606683327285 0.55693086592792818 0.56774587925207776 0.5246417295977851 0.54142475818207825 0.5464403614836153 0.51300619144681159 0.54127263200586839 0.55468812745558593 0.52659588341147756 0.51897773926668178 0.54971228064245126 leaf_count=18939 11283 13367 12963 55801 8949 650 14672 3439 8868 6894 97753 24368 6197 29272 3488 13928 4521 4517 35082 4086 217 68576 18695 1632 50493 3992 19118 75964 17996 12736 2463 1302 12589 55624 2096 39049 15142 99134 internal_value=0 0.133918 -0.195585 0.160585 -0.105467 -0.292749 -0.28777 -0.264828 -0.276571 0.0840951 0.235154 -0.0774816 -0.410129 -0.238381 -0.0578102 -0.249698 -0.459405 -0.044472 -0.047946 -0.480085 0.276223 0.0492284 -0.351901 -0.138731 -0.032535 -0.110075 -0.224753 0.199009 0.333349 -0.192396 -0.0577367 -0.0609811 -0.324977 0.02708 0.131435 -0.144369 -0.249935 0.128648 internal_count=875855 519819 356036 489242 180035 30577 176001 157243 149287 241511 247731 164889 15146 99064 12689 90196 17888 7956 111245 18758 115966 135483 50223 53644 86877 9943 60924 131765 18213 26664 6455 36384 31528 66907 2746 52012 34260 106028 shrinkage=1 Tree=1 num_leaves=39 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 17 29 16 26 16 1 26 16 16 14 17 16 21 17 16 11 28 1 10 2 16 28 17 29 1 split_gain=19114.5 4977.93 2420.94 2320.06 1211 1014.22 644.294 343.056 356.569 338.861 310.296 231.085 134.871 111.867 108.603 104.029 96.2399 95.9616 76.3206 71.3172 53.7492 49.2965 46.5616 44.1188 43.5838 42.6442 42.0383 40.1844 38.9504 38.1533 36.0744 35.4046 34.4877 34.3915 26.3229 25.541 25.1548 24.2697 threshold=214.0143190757129 1.5000000000000002 228.60888884317498 195.21782619162255 1.5000000000000002 0.6751214300726246 1.5000000000000002 83.086717077730086 165.23837311337314 222.0935282000215 235.94411664255003 203.5458196422052 0.72001850994909777 43.692417679991365 0.53796423946192096 231.93801512028207 0.7823491811719866 184.76121741170167 458.50000000000006 0.66397305297984432 231.93801512028207 246.02279675736798 18.959167124521318 78.206764548236038 224.88014084507043 1.5000000000000002 73.86127578073831 208.97854042257239 0.84731993655148374 301.25000000000006 2464.5000000000005 0.98770396994295717 20.121224489795924 218.58055246570265 1508.2500000000002 50.115103003904004 0.53796423946192096 424.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 14 7 8 28 22 20 23 36 -10 -3 32 -9 35 -13 -8 -4 -12 29 37 -11 -17 27 -20 -1 -2 -18 -23 -7 -24 -16 -15 -6 -5 right_child=1 5 10 4 12 15 19 16 13 24 21 18 -14 17 34 25 30 -19 26 -21 -22 31 33 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.029162599853447775 -0.025627174978213731 -0.040496742270502609 0.014489872263304377 -0.014904055992604802 -0.040664349375588993 -0.02095904587916975 -0.041144788172857175 -0.017327817915472967 -0.0097777527064559829 0.0077808628962426083 0.022015094960829099 -0.0084850118638819944 -0.018931017051980727 -0.019677084116082003 -0.02905677647358805 0.016563061707402914 -0.0037091259227183026 -0.017146719058507651 -0.0053756343933302007 -0.027693505823345083 0.017834605935922752 0.02961627588150554 0.0024065994169668202 0.0029204524615125261 0.011101830666339737 -0.00035955304321805119 0.0087167570926920211 -0.0013877091513629016 -0.021431112377587876 -0.00043325659621668662 0.010144946634489524 -0.0213929141507497 -0.0072902102536856915 0.0055600141864436308 -0.014339657609902415 -0.024240949261790878 -0.03122495535762208 -0.010517990853752114 leaf_count=44046 477 13682 69081 12924 7651 1904 14889 3312 8888 51263 90578 23440 3902 13329 3650 1756 4165 43432 34818 3808 79504 8441 55311 1659 74716 3296 2366 44013 5657 15160 2215 106 5588 51274 1257 32284 3033 38980 internal_value=0 0.12022 0.14457 -0.181553 -0.0992362 -0.267656 -0.262355 -0.241498 -0.253463 0.0747695 0.214509 -0.0738158 -0.374946 -0.218452 -0.415923 -0.0479375 -0.0592478 -0.22913 -0.0464711 -0.437853 0.185601 0.257842 0.0372564 -0.127234 0.111164 0.0629613 -0.0319604 -0.0359024 -0.322447 -0.0137014 0.0125491 0.330439 -0.122719 0.0447323 -0.288291 -0.261163 -0.433058 -0.132365 internal_count=875855 527044 495911 348811 172786 31133 176025 157328 147636 248201 247710 158200 14586 97933 18589 12544 9692 89045 104637 18697 148585 99125 122222 53563 125979 5052 81197 78831 49703 15637 6380 8547 7492 106585 4907 45613 10684 51904 shrinkage=0.0877126 Tree=2 num_leaves=39 num_cat=0 split_feature=26 17 32 14 11 0 17 2 20 17 0 0 11 19 32 20 0 11 12 1 1 9 12 0 11 30 14 1 11 17 32 20 1 1 1 0 17 1 split_gain=9327.73 4657.3 2374.14 907.755 700.56 584.17 508.691 328.977 296.252 266.752 241.758 241.053 227.016 213.571 181.654 170.819 143.829 137.478 136.347 131.784 125.922 117.503 115.031 108.946 95.647 85.7312 84.5541 77.2525 76.5184 73.8945 72.9207 68.67 67.5487 64.4986 63.7596 60.4703 60.3387 57.3954 threshold=0.73240321324934543 49.131704182007248 1.5000000000000002 20.26072595821147 0.858505907590558 46.500000000000007 44.760947000767295 15.188089622641511 0.65085540339096404 52.576035961943127 45.000000000000007 43.000000000000007 0.81655508284818645 1484.2500000000002 1.5000000000000002 0.58240048452445603 40.500000000000007 0.83537339296118895 75.716251762801377 802.50000000000011 558.50000000000011 0.9348635895160583 100.92640687119287 46.500000000000007 0.83088594675406835 1.0000000180025095e-35 19.739762066109829 3446.0000000000005 0.93015697040087297 39.939643865163539 1.5000000000000002 0.61767160954532074 372.50000000000006 621.50000000000011 666.50000000000011 33.000000000000007 53.848520494023703 462.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 7 9 8 16 -5 26 22 17 21 24 23 -4 18 -2 -1 28 -11 27 -10 -8 -12 29 -3 -7 -6 -24 -28 -22 -9 -23 -14 -33 -34 -18 right_child=1 5 15 6 19 12 14 32 10 20 13 -13 34 -15 -16 -17 37 -19 -20 -21 31 33 25 -25 -26 -27 30 -29 -30 -31 -32 35 36 -35 -36 -37 -38 -39 leaf_value=-0.018450431382112713 -0.0050790879150299853 -0.0033996355767504124 -0.036999072079333312 -0.018137928387551051 -0.0050940562594985377 -0.024621574123195634 0.010305649837466574 -0.013054152455750079 0.012852554338995225 -0.0074184058251059917 -0.022021852100936903 -0.021593324547942199 -0.0076765154185488944 0.013059604433322446 -0.010492150136337239 -0.021256772982086551 -0.025980369310979707 0.0062782374592170193 -0.0081976289594918091 0.01384357670772483 -0.028264755629397804 -0.015739556709800515 0.021181580476230019 0.0021817687472251409 0.0033609484021289104 0.011751706369106333 0.0042513133338420153 -0.007563684659829175 0.0061907153148982692 0.016942426049986171 -0.012949317783212318 0.0011011165420132406 -0.00080382301953132226 -0.0082222086469294579 -0.00084457234864029407 -0.0037537451689486248 -0.011025283599240789 -0.017394638901301652 leaf_count=35118 15205 14307 38388 1947 30240 8257 115243 11260 38790 38061 2514 4064 18395 8301 3627 6153 19793 17798 13940 3785 720 12056 60575 14273 2093 14073 85921 2714 5457 66219 1939 44446 12284 32325 24516 35507 6961 8590 internal_value=0 0.054753 -0.194705 0.13195 -0.133578 -0.0334634 0.14873 -0.175268 0.181329 -0.0049297 0.185253 -0.0163761 -0.097609 0.0530645 0.101105 -0.397028 -0.209916 0.0119223 -0.177136 -0.0195964 -0.0371643 -0.13993 0.194751 0.107287 -0.119598 0.208029 0.032532 -0.232598 -0.038409 0.216248 0.0441409 -0.0147957 -0.0873092 -0.117022 -0.0430186 -0.012027 -0.051315 -0.266574 internal_count=875855 683886 191969 364722 147428 319164 327655 107946 194512 220901 192565 37067 98263 12908 133143 44541 77441 33003 49058 39482 118734 55352 179657 129516 4607 140867 102167 10971 35697 126794 87860 80673 30505 44381 42911 79953 19245 28383 shrinkage=0.0877126 Tree=3 num_leaves=39 num_cat=0 split_feature=26 17 32 14 17 0 2 20 0 9 0 0 20 17 17 30 19 12 29 8 14 14 12 20 8 17 0 30 0 17 14 29 9 8 9 9 7 19 split_gain=7774.69 3817.56 2089.13 688.63 491.099 443.538 433.047 248.677 216.464 211.851 203.421 194.811 164.03 151.046 150.48 144.937 141.548 136.538 135.74 102.792 95.0058 91.6291 90.8834 83.5642 80.6241 75.0428 73.8112 70.131 65.2103 63.6007 60.1082 59.9568 54.5358 53.2123 50.6949 50.2238 47.3987 47.0727 threshold=0.75596582675399315 49.48820373693804 1.5000000000000002 20.331114034424587 45.293429726805861 45.000000000000007 15.960769230769232 0.69301365305572415 31.000000000000004 0.94766699975702118 40.500000000000007 40.500000000000007 0.57266797736096486 51.861837488062918 52.506229304937399 1.0000000180025095e-35 1442.2500000000002 75.716251762801377 0.58174871185608956 614.50000000000011 20.466007817977204 20.037383669513186 100.92640687119287 0.7314640156871034 369.50000000000006 53.922487808409379 51.000000000000007 1.0000000180025095e-35 46.500000000000007 37.941381276419833 20.788929225716057 0.97765979808797754 0.97691407233478933 4048.0000000000005 0.91408687673033018 0.93164853144096205 -87.38552093505858 654.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 7 14 8 -5 17 33 24 22 -4 21 30 28 26 32 36 -11 -16 -8 -9 -17 -2 -21 37 29 -6 -24 -3 -22 -1 34 -7 -26 -10 -13 right_child=1 5 12 4 15 9 13 11 18 19 -12 16 -14 -15 20 23 -18 -19 -20 25 31 -23 27 -25 35 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.014129088448409649 -0.0087309156297485542 -0.0018015261901078489 -0.033814370536564275 -0.013027666988445033 0.0092269255145122648 -0.024790563712911877 -0.0036630475594725668 0.012021172434405097 -0.011902291789961732 -0.010331226696599296 -0.017227987594925026 -0.0084096788300739734 -0.019350760545776061 -0.0095126423015006022 -0.0077945953376371991 -0.021469412481839815 0.01289462873181949 -0.0020080520965538137 -0.012421340280354923 -0.00061827768065108929 -0.0044646009129408791 0.0063697545060197426 0.020299000358644133 0.0011370426766627547 -0.0091639212605863444 -0.0064655931951424226 -0.018808760429720562 0.010811455998357257 0.0027576605112063337 0.016053239466949247 0.0038921872643268153 0.00049899148807969163 -0.0072191065802086158 -0.0059860190684945672 -0.014114084571601538 0.0046531774755287324 -0.022113533464872558 0.00663444730012633 leaf_count=26175 4801 18434 38307 2516 101273 5713 15058 41113 4022 25380 4995 2277 7160 16768 20370 1412 12759 15135 28995 31127 27831 13093 39065 11534 2196 36907 1553 14006 13597 88951 63072 57209 13228 3268 8531 25833 26808 5383 internal_value=0 0.0521308 -0.170483 0.119503 0.133927 -0.0323023 -0.116515 0.163948 -0.149193 -0.0823955 -0.00840616 0.167781 -0.359546 -0.0333168 -0.00257426 0.0851599 0.0788062 -0.103627 -0.190732 -0.0634737 -0.0275243 0.0114373 0.178456 -0.0151473 0.0201988 -0.043213 -0.0156487 0.190442 0.0964647 0.197792 0.0296931 -0.012831 -0.134637 -0.183329 -0.209733 0.0407085 -0.236926 0.0246539 internal_count=875855 671106 204749 373264 335439 297842 159282 207623 114363 110926 37825 205107 45467 44919 186916 127816 21972 54538 59825 93414 105410 28151 183135 12946 32830 68034 9213 142022 114870 128016 81506 85040 39403 17512 14244 28029 30830 7660 shrinkage=0.0877126 Tree=4 num_leaves=39 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 20 2 17 20 1 16 16 17 26 12 16 17 17 16 9 5 6 16 17 12 0 16 17 29 8 17 split_gain=12652.8 3236.04 1692.15 1349.59 757.008 611.966 265.567 246.475 223.171 197.602 188.676 187.202 130.506 82.7795 77.1027 76.8342 62.5736 49.7588 41.3477 40.4182 39.8643 39.1633 37.8085 36.1769 35.7666 32.621 32.0159 42.0341 27.1133 26.707 24.585 23.2757 22.8054 21.9004 21.5864 21.8143 21.5115 21.1523 threshold=211.6526516673363 1.5000000000000002 227.00555984555987 190.76570359192854 0.62608911792832334 1.5000000000000002 89.97808782498322 234.3382518382239 1.5000000000000002 220.97420544403897 165.23837311337314 202.27067031621507 0.64287441282122149 44.849002849002858 44.188176980850621 0.71881276304198904 624.50000000000011 240.52059681070122 178.238466864776 78.206764548236038 0.93319522729564641 79.316756826189717 216.15763815740675 50.180831502991616 78.206764548236038 230.49436416592951 0.9513696761136673 75.519924163818374 0.17651693829502935 229.57624338924305 47.558931184472122 90.645183950935916 35.000000000000007 224.05974566013896 46.513617394823044 2.0145490021012451 563.50000000000011 45.025076670314263 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 11 8 25 10 22 26 19 -8 31 -12 -7 -3 -9 -16 34 -14 -13 -2 -24 -23 37 -1 -28 -19 -15 -11 -6 -20 -32 -5 -36 -21 -4 right_child=1 4 7 5 13 15 12 17 -10 30 14 21 20 29 18 -17 -18 28 32 36 -22 24 23 -25 -26 -27 27 -29 -30 -31 33 -33 -34 -35 35 -37 -38 -39 leaf_value=-0.027337463538308879 0.00030115514863205843 -0.031251181752380931 0.0075533656718668098 -0.0028753735641099871 -0.017098055202474028 -0.029023056072735046 -0.024504887379655234 0.016014319713260405 -0.030986604074749412 0.004592343200526581 -0.0093699597586449079 -0.0078907808403312248 -0.0081141235612673373 -0.0019021826389007653 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-0.0366716 0.135563 -0.272087 -0.255998 0.225941 0.0617975 0.0798156 -0.101721 -0.185681 0.0877666 -0.123015 -0.126781 0.0128712 0.120198 internal_count=875855 558184 524490 317671 33694 165788 151883 280666 142777 243824 127767 151489 9106 12452 77495 14299 21242 129374 68418 65797 6990 85692 131217 73917 68420 151292 50272 35744 37102 6687 112607 5765 42441 87322 63530 60985 2267 72218 shrinkage=0.0877126 Tree=5 num_leaves=39 num_cat=0 split_feature=16 32 16 16 20 32 32 16 16 16 16 2 16 20 0 0 1 16 29 11 1 28 20 16 10 20 16 8 16 23 9 1 1 29 2 14 19 29 split_gain=10530.6 2635.92 1323.41 1228.79 635.991 534.759 234.332 206.107 148.56 147.59 143.422 83.243 81.9103 67.0164 51.3001 50.5771 41.3447 41.0283 34.0294 31.5507 30.187 29.1788 28.9588 28.6882 28.0939 27.6533 26.4666 24.2447 24.0717 23.9028 22.5061 22.3256 25.4298 21.6587 19.5479 19.0587 19.0133 17.4378 threshold=212.49078788564535 1.5000000000000002 227.00555984555987 192.7304764919061 0.60035568864923616 1.5000000000000002 1.5000000000000002 234.3382518382239 203.11838714749504 173.95505330766369 219.9898862038103 38.949874686716797 228.29881778569143 0.73746777520878137 40.500000000000007 43.000000000000007 684.50000000000011 242.21121156790278 0.87197312990320641 0.87990454729802436 564.50000000000011 301.25000000000006 0.76279695520141899 100.55952308100281 0.98770396994295717 0.65815010325326251 230.05068697333792 824.50000000000011 223.39520528280221 0.82701312195571075 0.92787175995696913 9795.5000000000018 30372.500000000004 0.80359278683244162 14.802173913043481 12.788664319736816 10727.500000000002 0.51871703737674857 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 16 8 9 26 34 11 21 15 22 -7 20 19 -3 -9 -10 33 -11 -2 -6 29 -19 -8 -4 -14 -12 -13 -17 -26 -33 -1 -5 -20 -18 -23 right_child=1 4 7 5 12 13 25 17 18 14 28 23 27 -15 -16 30 36 24 35 -21 -22 37 -24 -25 31 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 leaf_value=-0.020143421854737831 -0.020535975445559525 -0.028707783905470095 0.0094640211186296074 -0.010038632229504005 -0.015258139855238625 -0.026290596109026631 -0.028899259781152459 0.014858286337946384 -0.0055711277116383753 -0.013062055317372385 0.0047659870276910918 -0.022388333724506316 -0.0032892466322253216 -0.010734306260790735 -0.016327125350026006 -0.029025754404983208 -0.022082845713021066 0.019229157195526987 -0.02959505692892736 -0.0091774972869085852 -0.0074509246573430899 -0.0027836807239520387 -0.0034353720921160283 -0.012728855073404861 0.013359714850639538 -0.019111714031302452 0.011819864017517827 0.0087204503903984057 0.0071718513911053433 0.00816778002352519 -0.022103656458703616 -0.049537138853972755 0.025825739976978981 -0.015413115989030035 -0.0068358686362198062 -0.0019132918899587984 -0.0081164676376724379 0.0020780498691502676 leaf_count=30156 452 15242 62585 39978 2790 11559 14896 104815 32375 26477 59070 246 1783 2612 31426 4295 3693 24123 192 2699 10225 6023 3718 5472 238 2610 88666 4708 69806 988 22780 122 48 9889 23152 56521 941 98484 internal_value=0 0.0848608 0.102404 -0.141618 -0.189664 -0.081244 -0.203566 0.148706 -0.0639465 -0.190342 0.0468434 -0.220481 -0.0176743 -0.267046 -0.156489 -0.230702 -0.302146 0.178014 -0.0376483 -0.209281 -0.131097 0.0194006 -0.0969511 -0.11406 0.214828 -0.31284 0.123643 0.0618102 0.0691934 0.0236724 -0.26452 -0.0453879 -0.322168 -0.216335 -0.101058 -0.0228816 -0.21943 0.0204971 internal_count=875855 547307 514432 328548 32875 166389 162159 280597 152218 144653 233835 76525 12999 14171 68128 69819 19876 129346 89088 42744 36702 104959 6508 6706 24531 17506 151251 6491 128876 1234 27075 408 170 40045 63130 56713 4634 104507 shrinkage=0.0877126 Tree=6 num_leaves=39 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 16 16 30 20 30 17 17 30 30 33 9 30 20 12 26 16 28 17 30 16 5 17 16 16 16 0 10 29 20 split_gain=8750.51 2145.76 1212.01 910.815 556.861 338.193 213.309 162.023 155.147 132.699 132.373 126.722 100.343 62.3309 62.5459 45.4319 45.1067 44.9652 44.4844 40.9596 39.3382 37.8036 36.4626 34.4664 34.3601 34.1646 32.0126 31.1999 29.3306 26.8746 24.639 29.7185 24.1104 23.564 23.4438 23.3221 22.014 21.2031 threshold=211.35392349585899 0.62608911792832334 227.49242783316006 189.32230727173319 1.0000000180025095e-35 0.61767160954532074 89.97808782498322 234.68234340737919 220.79317664421271 165.23837311337314 202.27067031621507 1.0000000180025095e-35 0.64287441282122149 1.0000000180025095e-35 40.095776905855736 78.206764548236038 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 0.92363903350687504 1.0000000180025095e-35 0.65815010325326251 115.95889244992067 0.90003182686187155 246.02279675736798 301.25000000000006 73.86127578073831 1.0000000180025095e-35 219.78764485712233 75.519924163818374 51.58174173635495 215.70849737532811 146.48184100418413 100.55952308100281 40.500000000000007 0.98770396994295717 0.44455239944212788 0.76279695520141899 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 22 11 9 17 16 19 15 -5 -8 14 -11 -7 25 -4 36 -1 -10 -15 28 -14 27 -3 -12 -9 -2 32 -27 -32 -21 -31 -16 -26 -6 -18 right_child=1 2 7 5 18 10 12 24 20 13 26 -13 23 21 34 -17 37 -19 -20 29 -22 -23 -24 -25 35 30 -28 -29 -30 33 31 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.025925070854066527 -0.0035288788768944013 -0.019090631593246907 0.010401872275842647 -0.010530268592426086 -0.023698342104318582 -0.0091947899778560063 -0.020541848160752028 0.014263834097479977 0.0062417213635669391 -0.0039237801793107312 -0.0038143408182859124 -0.024684042686079724 -0.0070402195962226315 -0.025803799161143157 -0.013424895934271663 0.0027568659108046277 -0.012551180420414875 0.0046112808791384744 -0.025989999530826067 -0.022987126735753222 0.0010138690106307048 -0.015675714139448765 -0.037085102982293679 0.0059720327006457805 0.019998212689405125 0.00047045831022784237 0.0066164257478800569 0.0089391049648427784 0.0064824383155974077 0.012185280386613021 0.0013794263026775464 0.0049766885728263254 -0.018693072162350007 -0.019211112744586561 -0.016806785310421575 -0.019255844800204529 -0.012760787328337899 -0.0019039341676236321 leaf_count=10230 3707 587 138254 9007 2338 66124 2090 107201 113233 4168 78363 10587 2413 6404 33505 2541 1601 11149 15750 14784 12274 5088 182 4462 8839 43060 2331 9192 5734 376 36271 34451 31482 360 29793 118 3589 14217 internal_value=0 0.0747814 0.0897945 -0.133631 -0.179649 -0.0837183 -0.191726 0.135907 0.0402445 -0.201562 -0.0675135 -0.207243 -0.042314 -0.174986 -0.16339 -0.0997863 0.0160586 0.113664 -0.268519 -0.238226 0.0653323 -0.243063 0.0205427 0.0160179 0.162419 0.0229811 -0.0400516 0.157826 0.0290894 -0.225745 0.0242225 0.0357049 -0.228761 -0.0361596 -0.171203 0.222101 -0.194673 -0.0339926 internal_count=875855 561747 530447 314108 31300 168953 145155 274753 255694 136190 149359 19594 8965 78958 67466 68665 130187 149403 21677 57232 125507 11492 9623 6875 125350 114369 80694 116393 9441 47002 113782 70722 46266 736 63298 8957 5927 15818 shrinkage=0.0877126 Tree=7 num_leaves=39 num_cat=0 split_feature=16 32 16 16 32 29 32 17 16 16 16 16 17 2 12 26 16 0 17 12 28 10 9 23 1 23 17 16 17 27 5 17 16 13 16 17 16 1 split_gain=7291.18 1798.63 931.754 861.789 397.265 336.568 191.248 188.082 163.475 147.25 91.1782 87.2265 54.5598 53.7954 45.4231 44.609 39.0854 35.822 31.6564 30.8578 30.1017 26.1106 25.9074 24.8278 24.1688 23.9509 23.8991 25.9087 23.5007 22.3528 22.0648 21.3981 20.9368 20.8568 19.605 21.8302 19.4648 18.4051 threshold=213.27720138605792 1.5000000000000002 195.21782619162255 227.00555984555987 1.5000000000000002 0.65047425614906784 1.5000000000000002 83.086717077730086 172.87193077803207 233.52024892154836 207.00204145206848 221.71252420444998 46.513617394823044 75.506410256410263 91.512193308819775 0.7823491811719866 238.46402937707566 29.500000000000004 70.135706997491084 79.316756826189717 301.25000000000006 0.93271792628485362 0.9348635895160583 0.80515159682914872 2464.5000000000005 0.51101624980279381 50.180831502991616 217.07443878275924 54.937733761904219 37.500000000000007 57.134206771850593 47.077056467237234 189.32230727173319 24.818252107949025 148.60105087786752 36.490110183145568 199.46695778748185 546.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 19 7 8 17 -5 18 20 -10 -7 -6 -9 -11 34 36 -3 -2 29 -19 -15 30 -8 -22 -28 -12 32 -17 -13 -14 -24 -1 -36 -4 -20 right_child=1 5 4 9 14 13 25 15 12 16 28 31 21 23 -16 24 -18 22 37 -21 26 -23 33 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 leaf_value=-0.018773460943306695 -0.018426398079910398 -0.024414785480745257 -0.0084038795298066304 0.0087753314489036095 -0.023592744950078012 -0.0084796485205795719 -0.024865426060608264 -0.0099421645812065845 -0.0050711844514992827 0.011595493160711373 -0.0028001649413839625 0.002686404621132751 -0.013395011210258122 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0.65815010325326251 1.5000000000000002 233.03170079384918 83.086717077730086 1.5000000000000002 162.53274350751431 202.27067031621507 0.6090344703591305 218.58055246570265 40.7185486409455 235.02219410002968 0.74746869831462981 0.53385277710405055 239.82965721053094 1.5000000000000002 178.238466864776 0.95221769543032364 52.006960311135337 70.135706997491084 -81.835914611816392 471.50000000000006 96.630465325174484 48.315960818783985 233.19700027168059 78.206764548236038 48.635627217191121 49.833200212686911 75.716251762801377 0.90400875409062076 48.315960818783985 0.33418414359037685 37.500000000000007 229.57624338924305 45.025076670314263 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 7 16 10 36 8 9 32 22 -9 21 -11 25 -7 29 -8 23 -15 -20 -2 33 -13 -12 -6 -14 -18 -26 -3 -21 -23 -1 -5 -35 -22 37 -4 right_child=1 4 6 5 14 15 17 11 -10 13 24 18 26 19 -16 -17 27 -19 20 30 35 31 -24 -25 28 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 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2710 8112 2537 5697 3370 1674 61722 6174 97331 772 1476 770 35194 53683 39458 1689 56838 1414 72278 69039 internal_value=0 0.0623446 0.0758197 -0.111473 -0.146798 -0.0681653 0.109602 -0.157703 -0.166456 -0.156896 -0.0550746 -0.0432587 0.0290435 -0.137136 0.00192368 -0.207298 -0.223587 0.131668 0.00118432 -0.144455 -0.0295119 0.00808872 -0.0818202 0.115157 -0.0336851 -0.0370333 0.0450511 -0.137332 -0.0241442 -0.242746 -0.127635 0.0208597 -0.193854 -0.0863386 -0.090912 0.022248 0.0867618 0.0764568 internal_count=875855 561637 527641 314218 33996 162238 306374 151980 141182 126454 148286 10798 221267 82399 11576 13952 22420 155829 8455 76117 6661 95826 65893 1794 82393 8325 125441 4075 63198 18345 43306 59380 44055 62523 58527 3951 150545 78267 shrinkage=0.0877126 Tree=9 num_leaves=39 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 16 16 16 17 20 26 28 16 0 14 0 18 17 29 16 16 17 17 29 14 17 0 9 6 20 7 6 9 split_gain=5052.54 1245.47 652.341 602.554 317.657 271.509 136.093 133.558 117.279 96.0868 80.1086 58.0181 55.6131 47.157 37.6086 33.4603 27.8878 27.2516 23.6746 22.344 21.7111 21.3665 21.0687 20.4636 19.263 19.0297 25.4502 19.2312 18.5643 18.5138 20.1914 18.4612 18.2973 17.9829 17.9173 17.7167 27.55 17.5428 threshold=213.27720138605792 1.5000000000000002 195.77213142662586 228.60888884317498 0.57266797736096486 1.5000000000000002 1.5000000000000002 83.086717077730086 167.98896533888529 223.20338040222512 236.49650907761671 207.00204145206848 227.31660510851455 40.569579784869013 0.77597199421354623 0.962794158361019 301.25000000000006 182.10875654925562 24.000000000000004 52.895262078167868 29.500000000000004 1.5000000000000002 70.135706997491084 0.50929784204944595 246.02279675736798 216.62919236531317 50.180831502991616 51.934186891575727 0.57357299117921867 19.890800337369168 70.135706997491084 37.500000000000007 0.93382745307301163 0.12913151364764272 0.74746869831462981 -56.309932708740227 0.47826088613713674 0.96442066540077775 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 19 11 7 8 18 16 20 22 34 -10 -7 37 -2 -15 -1 -3 -5 -14 -4 -8 -12 27 -27 -18 -28 -13 -31 -19 -20 -26 -6 36 -17 -9 right_child=1 4 5 10 12 14 23 15 13 -11 24 29 21 17 -16 35 25 31 32 -21 -22 -23 -24 -25 33 26 28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.012326786645049624 -0.016476776132657731 -0.019630074478604747 -0.0051061273091690777 0.0089176032600423016 -0.012632329952429995 -0.018228778771919984 -0.020959021314665104 -0.011228076351954224 -0.00078389656803569115 0.0054106435423368904 0.011125413132054153 -0.0040449113772483185 0.0073156777970027342 -0.012284318080958175 -0.0055644996641311716 -0.029018281491396521 -0.0020296720436174158 -0.0074836733325914064 -0.020478178395083389 -0.0040925856824511036 0.006653593898349376 -0.0026427593442699682 0.0017808424306161009 -0.014768427580438977 -0.022443287748672894 0.00092309602028562527 -0.0023087993513500726 0.0018265020130795613 0.0040832124783606975 -0.00083982312947979089 0.0084221545518296977 -0.010675237076590306 -0.015368133934894154 0.015932750147670795 -0.0031947398641618639 0.0062525665972256797 0.0022470395387428599 -0.00028816462687392521 leaf_count=17338 628 17654 75724 112063 2784 11322 13076 2703 4132 106118 80999 14550 4789 34999 2146 299 15044 26491 6488 742 45949 2535 3579 5990 95 39677 3701 29384 62998 49929 1879 29439 31881 8443 3485 4078 789 1935 internal_value=0 0.0603555 -0.0955989 0.0724742 -0.130996 -0.0489747 -0.1369 -0.127416 -0.13477 0.0386125 0.107704 -0.0364145 -0.0150692 -0.113419 -0.184818 -0.0143182 0.0224433 -0.118167 -0.171204 -0.216655 0.0941626 0.0441082 -0.0546708 -0.216777 0.131602 0.023319 0.0305787 0.00593692 0.0425085 -0.0145968 -0.00574495 -0.104473 -0.185061 0.176779 -0.0842055 0.0410361 -0.0723405 -0.0759741 internal_count=875855 537088 338767 505099 31989 159129 179638 160572 150768 257550 247549 145661 13593 95061 13468 9804 151432 90929 55707 18396 158012 7324 79303 19066 89537 150804 106376 44428 66699 66358 51808 55930 38369 8538 6269 5166 1088 4638 shrinkage=0.0877126 Tree=10 num_leaves=39 num_cat=0 split_feature=16 32 16 16 20 32 29 17 16 9 32 16 16 16 16 21 20 20 18 17 26 0 28 0 16 14 17 16 30 17 14 9 29 0 28 17 17 0 split_gain=4230.58 1010.71 578.184 472.284 265.615 228.628 137.448 97.6197 86.9142 69.4304 68.72 55.7469 39.9387 39.3683 38.0218 37.861 34.5146 33.2301 28.8515 27.8373 25.2294 24.5236 20.9974 19.9394 19.2512 18.6851 18.6216 23.0273 17.6444 17.2587 19.319 17.2462 17.2049 16.0911 15.9866 15.9137 15.3386 15.2461 threshold=214.0143190757129 1.5000000000000002 198.49212151359396 229.57624338924305 0.69301365305572415 1.5000000000000002 0.63686808731915423 78.206764548236038 223.56074245258796 0.91638494272184579 1.5000000000000002 237.52786993154294 207.66826571019115 176.14817895465754 159.55132019787851 1.5000000000000002 0.53385277710405055 0.73746777520878137 1.5000000000000002 39.446830850952942 0.77715081575805822 33.000000000000007 301.25000000000006 29.500000000000004 233.19700027168059 19.890800337369168 49.559470646937534 219.9898862038103 1.5000000000000002 56.690033172802764 19.739762066109829 0.94238987058616153 0.15328990023633743 26.000000000000004 1160.7500000000002 54.845150202594645 51.786255203277996 31.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 16 12 10 9 22 33 14 23 29 -11 -1 -9 28 -7 -6 -16 34 -15 -2 -5 -18 -14 -24 36 -3 -4 -31 -22 -10 -8 -17 -27 -28 -21 right_child=1 4 5 11 18 17 7 15 32 13 -12 -13 25 21 19 20 24 -19 -20 37 31 -23 26 -25 -26 35 27 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.015056347466706116 -0.014687904260810561 -0.010184424945307401 -0.0048112271214400442 0.0085096818512017114 0.0056438407310363085 -0.016823129692759939 -0.010615359164924312 0.011875344442311961 -0.025229617853716389 -0.011136010317486003 -0.018687213838444766 0.010845108366306325 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0.0169353 -0.120868 -0.0310735 -0.0840265 0.0227712 0.0901372 -0.104854 -0.0105406 0.0235157 0.0297177 -0.2025 -0.0443828 -0.0208487 -0.00508007 0.0590157 -0.177801 -0.157093 -0.00195337 0.019509 -0.128241 internal_count=875855 526986 348869 495810 31176 152249 196620 116744 267742 107381 79876 228068 139491 94797 64363 9363 21258 12758 9918 41504 7702 62298 148264 155010 4627 69444 147686 113164 16631 70047 21567 6385 119478 12584 1317 54506 74836 38392 shrinkage=0.0877126 Tree=11 num_leaves=39 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 30 16 30 20 16 0 20 0 30 26 16 30 17 30 11 17 17 17 10 1 1 30 26 27 10 13 1 26 33 split_gain=3515.6 903.193 503.479 368.675 197.502 157.788 107.262 90.1013 62.1859 56.9976 53.2401 52.7295 39.2696 38.2 33.7116 29.2933 30.4995 27.046 25.3744 24.6911 22.8827 21.2433 19.8051 20.6228 19.6918 19.4803 18.0263 17.97 18.4771 17.8498 17.2278 17.1618 16.1508 15.916 15.775 15.4753 15.0983 14.8672 threshold=211.35392349585899 0.60035568864923616 226.03639437208818 189.32230727173319 1.5000000000000002 0.66524267182161934 100.40863935082247 233.03170079384918 165.23837311337314 1.5000000000000002 203.11838714749504 1.0000000180025095e-35 0.63484845855244521 218.99493861635651 35.000000000000007 0.69929447776422882 40.500000000000007 1.0000000180025095e-35 0.15095334289419099 243.36686230884416 1.0000000180025095e-35 78.206764548236038 1.0000000180025095e-35 0.83537339296118895 48.021403000588627 52.432189718122579 54.760071843043193 0.98770396994295717 9795.5000000000018 30372.500000000004 1.0000000180025095e-35 2.0884128128915704 37.500000000000007 0.92978279269633235 31.667766260498812 7948.5000000000009 0.93319522729564641 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 18 9 8 17 22 -5 21 13 -8 25 37 30 -17 -4 -2 20 -9 31 23 -1 -15 -3 -12 -21 -29 -30 -10 32 -7 -18 -28 -6 -14 -13 right_child=1 2 7 5 35 10 12 19 15 -11 26 14 36 24 -16 16 33 -19 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68255 1358 129766 12404 8447 37697 14768 1830 22120 9378 31278 28178 11644 10294 18736 10236 2566 8848 7677 90918 47959 11067 176 118 38 6767 1291 1032 1675 24236 241 3232 1819 internal_value=0 0.0473993 0.056774 -0.0847211 -0.124045 -0.0529741 -0.121717 0.08338 -0.127572 -0.130368 -0.0409057 0.0212582 0.00464595 0.0267049 -0.0211649 -0.109529 -0.0988333 0.0654006 -0.0184599 0.0998312 0.0952333 -0.0599735 -0.152449 -0.144644 0.0389136 0.0112333 -0.0218002 0.13359 -0.0970262 -0.347604 -0.143635 -0.063223 -0.0610944 -0.121697 -0.00556197 -0.188248 0.0451548 0.00592867 internal_count=875855 561956 532821 313899 29135 168933 144966 304620 138546 22789 146144 228201 6420 202236 25965 80302 61131 145550 11017 159070 140002 73144 58244 49396 113038 89198 73000 19068 332 156 19171 70578 69287 29853 35303 18118 5062 16587 shrinkage=0.0877126 Tree=12 num_leaves=39 num_cat=0 split_feature=16 32 16 16 32 20 20 17 16 16 16 16 17 32 12 20 11 18 5 5 29 17 27 17 16 25 27 26 17 9 7 10 9 22 29 14 24 17 split_gain=2952.09 687.417 437.679 304.788 195.232 185.701 85.5578 90.5385 53.5451 51.5687 45.7715 39.7 34.0462 31.3557 28.0101 26.1053 25.0424 21.9496 20.6312 19.9115 21.8659 24.2013 19.269 19.0976 18.8091 16.5079 16.2629 15.4146 15.2802 15.2743 15.0426 18.6667 17.2966 16.1003 14.7292 14.0704 13.8801 13.8215 threshold=214.76045977011498 1.5000000000000002 195.21782619162255 229.57624338924305 1.5000000000000002 0.69929447776422882 0.73746777520878137 78.206764548236038 223.39520528280221 170.38356342959307 208.63058474339371 237.52786993154294 38.354713315474733 1.5000000000000002 95.917261889578057 0.53385277710405055 0.83537339296118895 1.5000000000000002 51.001586914062507 28.174456596374515 2.0145490021012451 73.86127578073831 37.500000000000007 50.115103003904004 146.48184100418413 243.50000000000003 33.500000000000007 0.86660256759238163 46.845918579493535 0.85574523545989423 -56.309932708740227 0.85014753466066839 0.94550118190868393 2667.7500000000005 0.48830643055159989 52.895262078167868 5.5000000000000009 54.670568811555171 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 10 15 13 9 23 16 19 -5 -11 24 -6 35 29 -7 22 -4 21 26 -14 -2 -1 -12 -21 -9 -10 -8 31 -29 -33 -32 -25 -3 -20 -27 right_child=1 5 4 11 14 17 7 27 28 12 25 -13 18 -15 -16 -17 -18 -19 36 20 -22 -23 -24 34 -26 37 -28 30 -30 -31 33 32 -34 -35 -36 -37 -38 -39 leaf_value=-0.015412783117982096 0.0002904867207696902 -0.015389705743220182 -0.0050473971942150524 0.006594085746489434 -0.015291344292237781 0.0052408630181126807 -0.018296064621277933 -0.0050839674649289686 0.002939645604215415 0.0042037334323306507 -0.019656775418046585 0.0090734776066837605 -0.0072251726365152322 -0.015401280824839549 -0.0074079672225123329 -0.0074311453372247092 -0.0060597695569428664 -0.0032499061180904466 -0.0087495623346218188 -0.0027989572826647336 -0.011110027296080346 0.0060370182532088375 0.006620281814849101 -0.0028844586181330277 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258172 116239 167838 228013 71457 50560 15339 20796 44782 9546 69498 97918 60537 58363 63439 135588 34027 69920 55712 9352 122584 38062 6512 1356 546 5156 91405 16124 6059 69575 shrinkage=0.0877126 Tree=13 num_leaves=39 num_cat=0 split_feature=26 17 32 0 11 1 9 0 0 0 20 11 1 8 20 1 17 9 22 12 22 1 0 11 5 22 9 4 15 27 9 11 17 29 25 7 20 0 split_gain=1465.53 609.683 280.975 165.536 144.097 140.42 96.6265 86.424 84.7844 70.6342 65.1284 61.6461 51.933 50.5107 42.2687 37.7921 37.6637 33.3718 31.1507 30.4437 29.9116 29.7673 30.7357 25.7499 25.5922 24.4011 27.0746 23.0998 23.5984 22.263 22.1595 22.07 21.7578 20.1743 18.9782 18.9531 18.9042 18.537 threshold=0.70864970476574796 48.386714602515092 1.5000000000000002 37.500000000000007 0.84635767632524717 585.50000000000011 0.9348635895160583 46.500000000000007 28.000000000000004 33.000000000000007 0.57266797736096486 0.86805805896018595 474.50000000000006 724.50000000000011 0.59142199109439686 372.50000000000006 40.854483048512982 0.90681298631100549 186.75000000000003 74.805086527633236 186.75000000000003 770.50000000000011 29.500000000000004 0.65395350499714844 25.811146736145023 1676.5000000000002 0.95660563432696966 36.537570953369148 0.39865270765418792 9.5000000000000018 0.94819890958551734 0.82117729560267316 54.937733761904219 1.5520322088949541 1812.5000000000002 -88.016490936279283 0.28376175576474466 49.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 12 9 8 27 10 18 15 -7 13 20 29 -14 35 -12 -16 -2 -4 -3 22 32 30 -11 26 -9 28 -5 -8 -19 -10 -6 -15 -32 36 -1 -35 right_child=1 3 19 6 21 7 11 25 31 24 16 -13 14 33 17 -17 -18 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 34 -33 -34 37 -36 -37 -38 -39 leaf_value=-0.020470910375150898 -0.018420969022658544 -0.022256231649159158 -0.014886300455157299 -0.016799535844476667 0.0010228828310615324 -0.01229218817117218 -0.0079436231829322999 -0.0098605336236807679 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12.7893 12.6599 12.5593 12.1394 14.0694 11.8974 threshold=208.63058474339371 1.5000000000000002 225.71920233522349 189.32230727173319 0.67896841390721463 1.5000000000000002 100.40863935082247 233.52024892154836 157.95889682975999 217.72710075547292 0.6090344703591305 1.5000000000000002 40.411705382196423 199.46695778748185 29.670068027210888 0.35789765374952126 48.834057872390524 782.50000000000011 16.752358490566042 246.02279675736798 178.238466864776 100.55952308100281 1711.5000000000002 0.94350622012168628 301.25000000000006 52.289048207428948 1.7841012396270035 146.48184100418413 1.0000000180025095e-35 1.0000000180025095e-35 339.75000000000006 -50.194429397583001 48.759195564425646 0.8297376632993072 0.67172196346769419 1.5000000000000002 -81.835914611816392 0.96845924242747394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 17 13 8 28 21 18 -8 12 -10 32 -6 -14 -11 -3 24 29 -17 22 -1 -24 -2 26 -26 -23 -4 -9 -18 -25 -5 -7 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0.012838088592083076 -0.0075217829314307436 leaf_count=2191 517 19556 151199 4210 3665 10522 1289 129885 8437 39923 86 9200 3960 73088 7927 38395 2628 5454 44393 8535 36792 18164 323 296 22598 43058 793 20047 9334 7223 95212 472 48870 1502 270 3804 1246 791 internal_value=0 0.0345476 0.0426087 -0.0724026 -0.0879223 -0.0465246 -0.0970703 0.065035 -0.101879 0.0151335 0.00662977 -0.0904532 -0.0854302 -0.0391027 0.00268956 -0.0922064 0.0267113 -0.12992 0.000728208 0.0790937 -0.088457 -0.128359 -0.0662153 0.0449092 -0.00967586 -0.00835971 -0.0289607 -0.134135 0.0522803 0.076395 0.0344643 0.105607 -0.0547938 -0.124403 0.175952 0.0372057 0.119365 0.0363804 internal_count=875855 592691 556089 283164 36602 138192 144972 306176 138547 249913 6425 96784 87584 126168 11592 79147 138554 25010 111359 145643 75187 41763 3552 1361 66966 66449 23391 38211 160533 137108 98631 1038 53080 12024 742 5136 1332 96003 shrinkage=0.0877126 Tree=15 num_leaves=39 num_cat=0 split_feature=16 32 16 16 20 32 17 16 9 13 16 0 2 26 15 30 18 16 13 17 17 10 8 1 0 17 29 9 16 27 25 5 19 1 8 17 11 20 split_gain=1821.39 491.73 287.937 150.048 114.64 67.3107 63.3552 56.1974 45.0785 32.845 27.5509 22.1102 21.98 21.49 20.8333 18.6489 18.5643 18.3946 17.8802 17.4243 17.0825 16.1696 15.3356 21.8443 14.891 14.1298 13.586 13.4537 13.3544 13.3267 13.1646 12.1647 14.801 12.0205 12.0034 11.4854 13.1284 11.3961 threshold=208.63058474339371 1.5000000000000002 224.55394445770671 188.62822249589496 0.71239887481192365 1.5000000000000002 100.40863935082247 231.29614733514555 0.95569791217884281 24.617385584096159 216.62919236531317 40.500000000000007 14.802173913043481 0.93319522729564641 0.28617721684053166 2.5000000000000004 1.5000000000000002 240.88800885450951 66.497878387787352 45.025076670314263 49.833200212686911 0.98770396994295717 10005.000000000002 30372.500000000004 29.500000000000004 54.329127091653419 0.58174871185608956 0.88988945725219193 199.46695778748185 1.5000000000000002 243.50000000000003 133.01219177246097 769.25000000000011 594.50000000000011 417.50000000000006 78.206764548236038 0.67440736995843176 0.54405428747686624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 15 12 8 19 27 -10 25 18 14 31 -5 33 -6 24 -11 -4 -12 -19 29 -24 -9 -2 -22 -1 -16 -23 -28 32 -8 -3 -7 -14 -37 -17 right_child=1 4 7 5 16 34 13 17 9 11 20 -13 35 -15 28 37 -18 21 -20 -21 26 22 23 -25 -26 -27 30 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 leaf_value=-0.013197736490760089 -0.00088402772550547103 -0.010352469012634645 0.0016265824393175605 -0.013969919923295904 0.004068934971656283 -0.012676712891313405 0.002582347186016081 0.0061125891571752909 -0.0091629498522900303 -0.0042688523811402973 0.00054944621455136754 -0.0074484199053550396 -0.0020392290847076962 0.0056404525451588874 -0.0051344001842973091 -0.012722695783203734 -0.0033751828242503412 0.0081255951167995676 0.01148924865063753 0.0041787125194270806 -0.0019575866659889305 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internal_count=875855 592630 556004 283225 36626 141432 141793 328668 135396 90951 227336 55154 129062 6397 80122 26221 10405 191865 26637 136803 132008 33946 519 198 157919 95328 81976 44445 78518 321 77247 3094 2953 7524 12370 48940 2693 18697 shrinkage=0.0877126 Tree=16 num_leaves=39 num_cat=0 split_feature=16 33 16 16 17 29 16 9 1 30 30 29 2 30 8 13 0 29 5 29 27 29 0 26 17 25 0 30 14 17 11 17 14 28 17 30 16 16 split_gain=1530.73 387.52 228.684 154.048 51.5746 48.1381 45.4136 38.4397 36.1384 29.9378 33.351 29.4237 27.9594 27.1181 22.6015 22.4016 22.3336 27.2613 22.1625 21.3303 19.6586 18.612 18.1425 16.477 16.4607 16.1328 17.2884 15.8543 15.5524 14.9882 17.4018 14.5936 14.3241 16.5992 16.6006 14.308 13.9947 13.138 threshold=210.49202381288993 2.5000000000000004 224.88014084507043 190.76570359192854 100.40863935082247 0.50929784204944595 232.72303671234434 0.93382745307301163 131.50000000000003 1.0000000180025095e-35 2.5000000000000004 0.76357386599104737 23.304951690821259 1.0000000180025095e-35 137.50000000000003 31.981116881838776 29.500000000000004 2.0145490021012451 78.003135681152358 1.4711129192658894 8.5000000000000018 0.15328990023633743 35.000000000000007 0.93319522729564641 55.842713750086972 882.25000000000011 35.000000000000007 1.0000000180025095e-35 79.931810717037862 47.004323271624223 0.78333477085849013 64.971182514373112 19.961575651073201 2148.5000000000005 60.401936648628755 1.0000000180025095e-35 146.48184100418413 202.72494204018548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 7 13 21 -1 -2 15 19 18 -3 -5 -8 25 31 24 20 -11 -9 -4 -13 -6 37 26 -10 28 29 -16 -31 -7 33 34 -17 -23 -22 -18 right_child=1 12 6 5 23 16 14 11 9 10 -12 22 -14 -15 27 32 17 -19 -20 -21 36 35 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.010487072624145451 -0.01251873632205869 -0.011121374219205721 -0.015169360832844377 -0.0047246104225639055 -0.0039287297326654376 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18.3639 17.3514 17.2534 43.4625 19.1746 16.4719 15.585 15.2432 14.5308 13.7851 13.1409 13.1381 12.8133 12.5625 12.475 13.4045 threshold=214.76045977011498 2.5000000000000004 198.49212151359396 228.60888884317498 0.67201686774534808 173.95505330766369 0.56308032375695738 100.40863935082247 0.17686096724815017 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 46.513617394823044 1.5000000000000002 237.99932585992673 78.206764548236038 17.168238993710698 0.9513696761136673 71.000297546386733 36.500000000000007 2.0034195843081513 0.69232387982387988 301.25000000000006 2.5000000000000004 0.74786777706134111 56.423250018779385 0.81716294621232699 1.3619517946741038 0.52262908962255372 101.75483399593905 33.000000000000007 0.56308032375695738 100.55952308100281 0.96413338172944141 3.5328133002845044 23.304951690821259 54.589292305429673 0.53682818030028046 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 13 7 -3 17 -2 14 24 12 -7 -4 -5 19 20 34 -19 27 22 33 -6 -12 36 29 -27 -14 -11 30 -26 -9 -20 -17 -1 -8 37 -10 right_child=1 6 4 9 16 11 35 31 10 28 23 -13 15 -15 -16 21 -18 18 32 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.010119562890151148 -0.012434557748592253 -0.010538844778527928 -0.0044035189456691033 0.0043204327413966731 -0.016145098269518231 0.00043843276236056502 -0.0079359743316430673 -0.0097772959760249432 -0.0065702219738084594 -0.0063732947387447718 -0.0037373136801247819 -0.0088490629542884898 -0.0048223501746173774 -0.010633740685113344 0.0063004833100175541 0.0063719342108483424 0.00042086753040781598 -0.0071123081792782775 0.02233571937251002 0.0051862806952240751 -0.011800403617021109 -0.0059935682007944404 -0.0015371176891026037 0.0010020169318282822 0.0019647341633194232 -0.022394641271901793 -0.0050941086954931864 -0.0094223862455164696 0.0022502611440963047 0.0028661396998682608 -0.00024445639714870833 0.0016086927128453263 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39480 shrinkage=0.0877126 Tree=18 num_leaves=39 num_cat=0 split_feature=16 20 16 16 20 30 20 17 16 16 11 17 30 17 17 17 28 26 0 25 16 10 0 21 9 4 11 7 26 19 17 0 0 7 12 4 26 25 split_gain=1069.05 242.923 163.6 113.482 64.8637 62.0083 43.9452 40.5504 33.4347 25.7507 22.7613 20.0952 19.2671 18.3744 15.8992 15.4491 15.0929 15.3582 16.6021 15.0781 14.8741 17.1228 15.2032 14.6115 16.0114 14.8262 14.6071 14.0354 13.6993 13.963 13.3087 13.1451 12.0474 11.8443 14.8611 13.4338 11.8405 11.7727 threshold=214.76045977011498 0.64287441282122149 199.46695778748185 230.64820331681318 0.67201686774534808 1.5000000000000002 0.69929447776422882 78.206764548236038 178.238466864776 222.0935282000215 0.86805805896018595 49.833200212686911 1.5000000000000002 70.135706997491084 51.162146980576132 45.025076670314263 301.25000000000006 2.0034195843081513 49.500000000000007 875.75000000000011 244.93289933735142 0.98770396994295717 29.500000000000004 1.5000000000000002 0.92787175995696913 26.999998092651371 0.65686609572058507 -17.102727890014645 1.5482716646096963 477.75000000000006 46.596416630247013 43.000000000000007 45.000000000000007 -47.099136352539055 579.77312395916874 119.85097122192384 0.49694685607918393 243.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 12 -2 19 8 10 14 32 -10 -4 16 -3 -11 -6 30 -19 -1 22 -22 -5 25 27 -9 -15 -25 29 -13 -18 -26 -8 34 -27 -36 -32 -17 right_child=1 3 4 20 13 -7 7 23 11 15 -12 28 -14 26 -16 37 17 18 -20 -21 21 -23 -24 24 31 33 -28 -29 -30 -31 36 -33 -34 -35 35 -37 -38 -39 leaf_value=-0.0066721957086593071 -0.00034949198308567342 -0.00032776588058392803 -0.0039453049767317876 0.0048193171102026301 -0.013520595400818276 -0.0086945722248200404 -0.0059044600021785475 -0.016929692903419009 -0.00045945131103572679 0.00022185069950638256 -0.0001263159671863327 -0.0059471691880632407 -0.0096341368565997631 0.0093158845683784953 0.0017775512120927245 -0.015348646412171948 0.0051883398193118277 -0.002184783237466523 -0.016261270578634517 -0.01015257743313225 0.0079254207589644285 -0.018339583331677865 0.0030214274672518623 -0.0037251639130830854 0.0036107650186234259 0.010954757941295549 -0.00036150012891105404 -0.021881686414025939 -0.0093718556190882114 -0.0031475080940683315 -0.0053835598512573732 -0.0048265528642288417 -0.0084740632110364943 0.015015646561878072 -0.038382875006759964 0.00026684953065707784 -0.00082962131636302346 0.0028826389542677962 leaf_count=37630 11494 50311 10683 147861 745 16956 36238 178 12048 19467 4080 20090 8018 2388 61127 273 2737 1709 1035 12846 12189 194 47910 1211 4582 443 2412 449 3934 43126 4557 2059 22913 1172 112 181 121750 148747 internal_value=0 0.0291358 -0.0418912 0.0343716 -0.0175357 -0.060688 -0.060585 -0.052135 -0.0565341 0.0212227 -0.0736812 -0.042844 -0.0727875 -0.0100119 0.00942923 0.0290229 -0.0122132 -0.0114108 -0.0854409 -0.0861671 0.0520542 0.0856654 0.0499282 0.00818579 -0.0106158 0.0830046 0.0507681 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24.000000000000004 33.000000000000007 1.0000000180025095e-35 1.5520322088949541 1.6164894006852453 30.547047604053478 29.500000000000004 301.25000000000006 0.15328990023633743 1.5000000000000002 0.98579879667910331 301.25000000000006 696.50000000000011 29.500000000000004 18.464612643277714 2.5000000000000004 0.95569791217884281 31.452870309128894 23.022767245766406 1.0000000180025095e-35 2.5000000000000004 0.2153144619299168 0.96238388312099177 21.092415858075125 52.500000000000007 0.79542270352239208 0.858505907590558 0.17686096724815017 33.500000000000007 1.5000000000000002 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 7 15 16 13 32 17 14 -11 12 -10 18 27 -2 -5 -7 -4 20 28 -21 -12 -9 25 -25 30 -3 -16 -17 -15 37 -1 -34 -20 -14 -19 -13 right_child=1 2 6 5 -6 8 -8 23 11 10 22 31 35 26 19 29 -18 36 34 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 leaf_value=-0.0053007908188799626 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1632 30089 6321 389 50272 10199 72418 2019 10872 1383 158789 1298 18434 2698 internal_value=0 0.0219538 0.0272477 -0.0463529 -0.0575486 -0.0340341 0.0399044 -0.0687352 -0.0270414 0.00671383 -0.0214059 -0.0375153 -0.0332632 0.0338102 0.0104263 -0.0117328 -0.065459 -0.0113012 0.0404183 0.0111186 0.00306193 0.0208569 -0.0827357 -0.0796939 -0.0692925 -0.0734555 0.0215747 -0.135316 0.0158994 -0.00410984 0.0252025 -0.0951832 -0.0444253 -0.0196349 0.040901 -0.0218512 0.0107284 -0.0635855 internal_count=875855 592702 555699 283153 37003 182635 343792 100518 149392 211907 24714 89702 83542 245480 187193 15930 33243 59690 159395 186308 101957 84351 5191 69285 45484 43852 86085 885 50785 15048 79764 6160 31233 12255 159011 57543 20743 4141 shrinkage=0.0877126 Tree=20 num_leaves=39 num_cat=0 split_feature=16 33 16 16 20 29 0 17 9 13 29 20 0 30 1 0 17 17 26 7 17 28 9 30 27 5 16 17 13 30 8 12 16 14 7 18 28 11 split_gain=748.279 172.899 121.625 75.5196 51.8227 32.2386 30.3428 27.4925 23.4159 23.6396 22.9467 20.3959 19.6588 18.7672 17.4791 17.3433 23.5025 17.7964 17.742 16.3704 21.6341 21.9221 16.2322 15.1441 15.1273 14.876 13.872 18.6399 13.218 13.1657 12.9677 12.8609 12.8381 12.4905 11.6698 10.8575 10.8221 10.6277 threshold=215.48861769017398 2.5000000000000004 198.49212151359396 230.05068697333792 0.67201686774534808 0.12302291592011882 29.500000000000004 89.97808782498322 0.95600078196272653 30.220937268227328 0.17686096724815017 0.56308032375695738 33.000000000000007 1.0000000180025095e-35 145.50000000000003 33.000000000000007 53.014479675607809 70.135706997491084 1.8563495886399108 -16.699242591857907 59.0354144275884 301.25000000000006 0.96258124867980333 1.5000000000000002 37.500000000000007 28.00000095367432 156.37155937515374 36.490110183145568 126.50000443140078 1.0000000180025095e-35 1518.5000000000002 75.269552621700484 239.551934758687 15.945524750029037 -76.425609588623033 1.5000000000000002 1187.2500000000002 0.81272810522810535 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 23 -1 7 24 -8 37 -2 -3 19 25 -5 17 18 -6 -17 34 21 33 28 -4 26 -14 -7 -28 -9 32 -22 -18 -16 -21 36 -13 -12 -10 right_child=1 11 4 14 15 6 8 22 9 -11 12 35 13 -15 29 16 31 -19 -20 20 30 -23 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0095980754975759485 -0.010693540853813405 -0.0081728929484853573 -0.0033709701315319546 -0.011111535089685572 -7.7737591626352608e-07 -0.0059735084301435811 -0.0071070932853073603 -0.0032206103379802831 -0.0069115820914219589 -0.002751641130752555 0.0022605654518862935 0.0019245127130489417 -0.0013260409101538816 -0.0031959484294353515 0.0035628785088359645 -0.003445979492216907 -0.0058940397211726123 0.0066767474824909025 -0.01492261325707836 -0.025327997796620361 -0.017412337085358085 0.0017938746491273881 0.0097821628071568783 -0.00816412929044367 0.0073591204300406284 0.0015039043573553969 0.0037437099319495384 -0.0032423736638283909 0.010700809174525233 0.0013251715177741805 0.0027582546946771226 -0.00041613440148675381 0.0052561270838111743 0.010523158024925377 0.0044704490405093281 -0.0055029520099796579 -0.005830337130963756 -0.0041678152680961348 leaf_count=9087 1182 12421 11824 612 62229 13550 32901 2606 25090 38506 12898 2888 17524 9062 162856 21427 3485 3230 1089 351 731 110594 1899 8880 1007 77454 3126 48943 657 16211 369 61244 43692 95 32390 3183 1411 19151 internal_value=0 0.0249518 -0.0342241 0.0285525 -0.0149212 -0.0512566 -0.0484365 -0.0322875 -0.0584609 -0.0494883 0.0171044 -0.0699598 0.0177295 0.00704437 0.0420861 -0.00855578 -0.0177869 0.00374767 -0.0456155 0.0247283 0.018177 0.0195595 0.0380188 -0.0618699 -0.0377347 0.011193 -0.0396013 -0.0321842 -0.00476048 0.0425497 -0.121374 -0.00810675 0.0447035 -0.201699 0.0404601 -0.022456 0.0166764 -0.065257 internal_count=875855 505924 369931 487432 173408 196523 187436 71788 115648 82747 264061 18492 262879 104040 223371 152704 87245 65459 22516 158839 112140 111040 5162 20704 66626 94978 65619 52069 3263 222759 1100 64729 206548 446 46699 6071 14309 44241 shrinkage=0.0877126 Tree=21 num_leaves=39 num_cat=0 split_feature=16 20 16 29 30 9 0 29 17 0 16 30 29 11 0 14 25 6 21 32 11 17 23 28 27 11 19 30 29 16 28 7 17 26 5 1 12 20 split_gain=620.285 177.137 100.364 57.7373 40.6423 27.1602 23.4449 23.3179 22.6496 19.2901 18.1246 17.2232 20.3597 16.5994 14.6112 14.6056 16.6028 14.2448 13.4311 13.221 12.6537 13.5759 13.9367 12.2426 12.2052 12.0857 11.9894 12.7503 11.7033 11.5437 11.432 15.0438 11.4066 11.1842 11.1541 12.3644 14.2916 11.1132 threshold=208.63058474339371 0.65085540339096404 224.23159591550007 0.67723057608354509 1.5000000000000002 0.91638494272184579 29.500000000000004 0.087103059455460888 70.135706997491084 29.500000000000004 185.56543617757214 1.0000000180025095e-35 1.4711129192658894 0.7024766485881544 49.500000000000007 19.820262106366989 2397.7500000000005 0.44186046777454041 1.5000000000000002 1.5000000000000002 0.73272308336824488 64.971182514373112 0.53192503498772903 301.25000000000006 53.500000000000007 0.84914234094721908 657.25000000000011 1.0000000180025095e-35 0.15328990023633743 236.49650907761671 301.25000000000006 -1.0000000180025095e-35 58.478246896878254 0.84602508936475396 109.00135803222658 1152.5000000000002 195.95331880577405 0.9193110191053947 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 7 28 17 23 -1 10 19 -7 15 -13 34 -14 16 30 -5 -19 25 21 22 -17 -4 32 -9 -8 -28 -2 -25 31 -3 -22 -34 35 -10 -37 -12 right_child=1 2 6 5 -6 8 26 9 13 -11 37 12 14 -15 -16 20 -18 18 -20 -21 24 -23 -24 29 -26 -27 27 -29 -30 -31 -32 -33 33 -35 -36 36 -38 -39 leaf_value=-0.0095636523624825828 -0.010777157451321082 0.0054198299075741765 -0.010997876324380582 -0.0094644103253941087 -0.0067820272065273546 -0.0037652524910538033 0.00012097948395284982 -0.0036199418103371032 0.0050946389511867087 -0.0057941750097657745 -0.0033904457051770242 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2.5000000000000004 195.77213142662586 0.69301365305572415 230.81536865624005 78.206764548236038 152.71601906158361 0.17686096724815017 33.000000000000007 53.014479675607809 1.7797109266567586 0.96276826010868566 3.5328133002845044 33.000000000000007 45.114298581087503 0.15328990023633743 0.52262908962255372 178.238466864776 70.135706997491084 18.257894777054098 1.5000000000000002 1.0000000180025095e-35 145.50000000000003 43.583253639126262 204.36628126139379 -16.699242591857907 243.50000000000003 56.423250018779385 1.5000000000000002 6.5000000000000009 238.75000000000003 56.690033172802764 22012.750000000004 247.39574650238683 451.25000000000006 -71.565052032470689 1059.2500000000002 0.46923103427633617 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 20 7 6 -1 -2 18 10 -10 12 32 25 15 -8 -3 -16 23 29 -4 -21 -6 -5 31 35 28 -28 -27 -15 -25 -11 -7 -24 -20 36 -9 -38 right_child=1 16 3 8 22 11 14 13 9 24 -12 -13 -14 19 17 -17 -18 -19 34 21 -22 -23 33 30 -26 26 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 leaf_value=-0.0065560131655123654 -0.0097734711830912528 -0.00702802205083616 -0.0029209766751170105 0.0084112685642338796 -0.0099894772301200568 -0.0042846039212329767 -0.0070669966320301945 0.002366214519239625 -0.0028833717333227888 -0.0037472711565510481 -0.012232947068531279 0.0037065860547473317 0.01399362949555615 -0.011333893510718137 -0.0055286799369592705 -0.0010804352206153921 -0.0017066792546996125 -0.0034143223744207288 -0.024558748341118902 0.0011032627246145546 -0.0069607050010005896 -0.0025856543973463149 0.0031000307587063444 -0.0085274498852032053 0.00025658778275251012 0.021408734437875696 0.0016905407124502177 -0.0074427527833208001 -0.024608872652436824 -0.0010394813237829313 9.9976213917945349e-05 -0.00021172571504445093 0.011430235187882913 0.0069705755389646131 0.0062845186106930398 0.004119777606235663 -0.036949406616889044 -0.0035410832103953439 leaf_count=29958 1119 10982 15994 1384 565 7541 4033 15248 26702 14407 1583 4888 421 1293 37934 25268 6642 68942 83 88837 10850 8192 200215 1181 47384 68 113784 1602 332 2239 71408 12920 349 5570 3658 30269 96 1914 internal_value=0 0.0218805 -0.0275567 -0.0128262 0.0248397 -0.0446052 -0.0478531 0.0160514 -0.00701939 -0.0155989 -0.0388386 -0.00372451 -0.0307687 0.016592 -0.0419372 -0.0217121 -0.0572615 -0.0474821 0.00435118 0.00678499 -0.0519171 0.00902736 0.0361256 0.00134231 -0.00680049 0.0226307 0.0171052 0.017828 -0.191374 -0.0548163 -0.000460473 -0.0236647 -0.0409233 0.0365375 0.0638473 0.0360919 0.0170143 -0.0585629 internal_count=875855 488967 386888 207554 471343 179334 166135 264993 180710 102996 28285 13199 8311 263874 136177 29301 17624 106876 77714 100561 26844 97029 206350 73973 74711 163313 115786 115386 400 3532 72589 27327 7890 205785 3741 47527 17258 2010 shrinkage=0.0877126 Tree=23 num_leaves=39 num_cat=0 split_feature=16 33 16 16 32 20 0 16 0 14 23 11 12 30 20 9 22 2 13 13 9 7 28 4 27 22 7 6 4 12 16 24 24 9 24 13 23 14 split_gain=435.38 95.6755 79.8464 39.773 36.7742 24.785 23.6445 16.476 15.0442 13.6723 13.4602 13.0658 13.0578 12.9853 12.9329 12.2786 11.8364 11.527 11.5207 11.3414 11.2027 11.0655 12.2964 11.487 10.3059 9.92096 10.8516 9.88136 15.2191 26.8314 10.8944 9.81734 9.78593 9.77505 9.38504 9.36887 9.20227 9.17898 threshold=216.38639545855784 2.5000000000000004 199.46695778748185 231.29614733514555 1.5000000000000002 0.7525697725317354 40.500000000000007 100.55952308100281 33.000000000000007 18.257894777054098 0.11432636913213608 0.86377957053266663 42.778174593052036 1.0000000180025095e-35 0.53385277710405055 0.93382745307301163 798.25000000000011 17.168238993710698 30.220937268227328 24.617385584096159 0.86938760799673698 -16.699242591857907 301.25000000000006 14.00000047683716 34.500000000000007 238.75000000000003 -32.718765258789055 0.24591380811063152 52.292358398437507 759.00923471598958 241.28336188161583 15.500000000000002 6.5000000000000009 0.9496694205844427 7.5000000000000009 151.8715685299276 1.7845617667356801 119.26733146462318 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 10 33 7 20 12 32 -4 19 -2 -11 -3 -8 -13 25 34 24 35 -14 23 -23 -9 26 -12 28 29 -5 -29 -20 -10 -1 -17 -7 -27 -21 right_child=1 14 4 27 -6 6 15 11 9 13 17 16 21 -15 -16 18 -18 -19 31 37 -22 22 -24 -25 -26 36 -28 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0068211076524707422 -0.010853950863763465 -0.0063677675593991215 -0.027393288561006427 -0.0016902908610385249 -0.0050573194813964698 -0.019855981973635146 -0.0067429466444992097 -0.0049714573347444096 -0.010221874601142152 0.0009598698347033671 0.0021574955678890398 6.7393385949844683e-06 0.0029341518937366358 -0.0026054742858035306 -0.0014514320772494116 -0.0072164172195994152 0.0095045397128662359 0.00052190184708007759 -0.0030016498928683152 -0.001864818404260671 0.0088286264729787421 -0.022076531765951892 0.0014386863342094221 0.011214338053860469 0.011337081458385601 -0.00081230023860756227 -0.014273090713004578 0.0027353014956813903 0.0098204091681070305 -0.040455249657662729 0.0045539350258533692 0.0018134652767598015 -0.0011835578793089731 -0.004250276852429972 -0.003542422071053368 0.012233042647755019 -0.0073562617046512213 0.010370826179759344 leaf_count=15595 626 11351 143 4212 14808 210 10397 13202 1490 92595 478 6415 50158 8588 6459 9137 1198 58203 33722 52198 1725 313 121851 107 305 103812 876 161342 859 142 30064 3606 2416 42088 12903 105 1680 476 internal_value=0 0.019686 -0.0252564 0.0223853 -0.00991792 -0.0388381 -0.031888 -0.0196652 0.0146899 0.00525225 -0.00563846 -0.0221159 0.020421 0.00749331 -0.0522707 -0.0451742 0.0171165 -0.00537276 -0.0396224 -0.026629 0.068987 0.0209444 0.0158135 -0.154998 -0.0524805 -0.0115408 -0.0965954 0.0332716 -0.00968499 -0.0336846 0.0344415 -0.0289183 -0.0528015 -0.056381 -0.0577515 -0.104428 -0.0104491 -0.02 internal_count=875855 492573 383282 474763 180000 203282 145599 75834 278144 105089 165192 73794 173055 101183 17810 69765 7613 165049 59368 66181 2040 172429 122271 420 13507 106846 1354 196619 5213 4354 191406 37328 3906 57683 22040 315 105492 52674 shrinkage=0.0877126 Tree=24 num_leaves=39 num_cat=0 split_feature=16 20 16 29 30 0 29 8 0 30 22 29 29 24 17 17 11 7 9 28 24 17 0 17 1 7 4 5 9 14 9 26 25 29 30 26 29 17 split_gain=370.792 110.157 64.9994 33.648 24.7254 20.8661 22.5603 15.6542 15.5216 17.6932 16.0337 15.2564 14.9301 14.8438 13.908 13.791 13.4526 12.7963 15.4487 14.205 12.5241 11.9556 11.7306 11.1797 14.2289 11.1721 10.6926 10.6924 10.6696 10.6123 10.4221 10.3819 10.1884 9.92094 9.75352 9.63108 9.21006 9.48313 threshold=207.00204145206848 0.65085540339096404 226.84120287824763 0.64368947416055755 1.5000000000000002 33.000000000000007 1.6164894006852453 82.500000000000014 33.000000000000007 1.0000000180025095e-35 573.25000000000011 0.087103059455460888 1.4113259148453536 21.500000000000004 55.842713750086972 70.135706997491084 0.80044469493037906 -16.699242591857907 0.94872028822758758 301.25000000000006 5.5000000000000009 61.092435092935759 29.500000000000004 58.478246896878254 1438.5000000000002 -56.309932708740227 11.999999046325685 241.02397155761722 0.94550118190868393 19.658563172389083 0.9513696761136673 0.75596582675399315 6014.7500000000009 5.1778656126482216 2.5000000000000004 0.80170248306500358 0.15328990023633743 53.922487808409379 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 11 30 15 13 -3 17 10 -10 -1 -11 14 -7 -5 -13 18 -9 26 -8 -20 -4 32 35 28 -19 -6 33 -16 -2 -27 -21 -17 -14 -25 -32 -38 right_child=1 2 22 5 27 6 20 8 9 12 -12 16 34 -15 29 25 -18 19 21 23 -22 -23 -24 24 -26 31 -28 -29 -30 -31 36 -33 -34 -35 -36 -37 37 -39 leaf_value=-0.0077778476012222344 -0.0055731110524844642 -0.035819487571989446 0.0027789381840070569 -0.0012137302757772566 -0.0053849144499952956 -0.0034470620716651156 -0.0028833804139480682 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0.00645146 -0.00141515 0.00241633 -0.0461511 -0.0361015 -0.0272753 -0.0287443 -0.00864969 -0.042416 0.0134055 0.0273176 0.00729806 -0.0828987 0.0389531 0.0276615 0.00818346 -0.0581664 0.0322687 -0.145999 -0.0602052 -0.0434969 -0.0150201 -0.00929794 0.0524405 0.00980272 -0.122122 -0.0827383 -0.10206 0.00206291 0.00789625 internal_count=875855 609584 570783 266271 38801 170216 105250 283826 283735 133132 119889 96055 13243 97368 96009 64966 88299 150603 45945 104658 7882 32756 286957 104057 2479 7310 601 21888 1537 41739 16913 5773 101578 813 4521 1856 13984 13297 shrinkage=0.0877126 Tree=25 num_leaves=39 num_cat=0 split_feature=16 29 30 16 20 16 0 17 29 0 15 0 26 5 29 0 19 27 32 17 28 17 27 12 7 23 26 14 17 20 5 22 15 7 30 6 21 19 split_gain=305.482 64.6347 62.1994 34.4926 34.1204 22.2694 19.0989 17.3844 16.7563 15.9298 15.232 12.3021 12.5651 16.4188 11.8049 17.7621 11.342 12.6988 11.3106 11.2703 11.2354 11.2239 10.7215 10.1092 9.52575 10.0502 9.49386 9.40181 12.4805 12.0072 9.29931 9.15385 8.84114 10.8588 12.7875 8.80668 8.80603 8.30654 threshold=217.935103046595 0.63686808731915423 1.0000000180025095e-35 203.11838714749504 0.52262908962255372 232.41072436983418 33.000000000000007 54.329127091653419 0.12302291592011882 29.500000000000004 0.38591318454444518 22.000000000000004 1.4047098770236615 493.05119323730474 1.594265515719735 52.500000000000007 339.75000000000006 9.5000000000000018 1.5000000000000002 89.97808782498322 19321.000000000004 56.82331857482685 52.500000000000007 50.745689014324235 -55.304843902587884 0.52097522512227468 1.2358555627846457 79.931810717037862 47.004323271624223 0.9726065682978936 84.000030517578139 654.75000000000011 0.52995478358757853 -88.750091552734361 1.0000000180025095e-35 0.52631579123485595 4.5000000000000009 741.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 5 6 -4 16 19 14 -1 18 20 -6 -13 36 22 -16 17 31 -10 30 -8 26 23 -5 32 -26 -12 28 -7 -30 -3 -2 33 -21 -35 -11 -14 -18 right_child=2 3 4 7 11 27 10 -9 9 35 21 12 13 -15 15 -17 37 -19 -20 24 -22 -23 -24 -25 25 -27 -28 -29 29 -31 -32 -33 -34 34 -36 -37 -38 -39 leaf_value=-0.0066869346962423522 -0.0058296619247312992 -0.00087697352587631392 -0.0050453699296237062 -0.025112667028574408 0.0015830747060922494 0.0025942368392533298 -0.0076499266412116866 0.0010817849177095276 -0.001547484233034607 -0.0019169224442185456 -0.0028276886516882061 9.5062753087313602e-06 -0.0022754347182387035 -0.058577091591447132 -0.0025125888960667734 -0.015338416289312373 0.0010803689887044622 0.00073080874883016617 -0.0051285269322752904 0.020350199833584878 0.033313192692346498 -0.0011431547227479884 -0.036213794231654314 -0.00053990194508253563 -0.016062057912794948 0.0068096559409485339 -0.0062857276127927277 0.0050864206142760852 -0.027703120847125489 -0.0027479530866528065 -0.0072219495288645815 -0.027602884029339286 0.0027654519658548166 -0.032261291385025842 0.0091503028234822623 -0.0048230073007791523 -0.00937041376336205 0.00212773852607588 leaf_count=11500 2261 48992 13646 129 19905 147026 5515 56926 44828 9953 46799 14573 4946 43 5109 992 152007 4160 7996 56 52 29196 65 85144 155 3186 7025 11836 170 1164 1844 159 523 225 77 41366 1849 94457 internal_value=0 -0.0200039 0.017437 -0.0120799 -0.0141673 0.0216405 -0.0231253 -0.00138577 -0.040013 -0.036013 -0.0322158 0.000151942 -0.0164858 -0.0518508 -0.00992667 -0.0524215 0.0157996 -0.0251747 -0.0238227 -0.00849905 -0.0828536 -0.0288202 -0.00688862 -0.00657916 0.041147 0.0655386 -0.0373837 0.0308667 0.0287029 -0.067586 -0.0126222 -0.0827728 -0.0513528 -0.172434 -0.24743 -0.0485608 -0.0479528 0.0168935 internal_count=875855 407653 468202 292010 54962 413240 143645 148365 115643 104143 88587 41316 21411 6838 91439 6101 253044 6580 52824 55058 5567 83020 85338 85273 4222 3341 53824 160196 148360 1334 50836 2420 881 358 302 51319 6795 246464 shrinkage=0.0877126 Tree=26 num_leaves=39 num_cat=0 split_feature=16 33 16 16 20 17 29 17 27 17 11 29 0 0 17 29 11 16 17 19 6 22 17 21 32 28 27 28 1 13 10 5 20 27 19 21 28 13 split_gain=257.885 73.6401 40.9239 36.0807 19.6902 20.0047 16.156 17.6337 15.3168 14.3276 13.9848 13.8176 13.6759 13.4467 12.9225 12.2074 11.4113 10.8843 13.5812 10.5328 11.017 9.69977 9.67126 9.55804 9.44133 9.18562 9.17784 8.97803 8.92273 8.86284 14.0046 12.3966 8.50603 8.47614 8.25784 8.24916 41.5807 35.7295 threshold=210.20851835755187 2.5000000000000004 223.9063827903683 178.238466864776 0.9193110191053947 46.596416630247013 1.5343607886278468 78.206764548236038 33.500000000000007 100.40863935082247 0.80044469493037906 0.15328990023633743 51.000000000000007 29.500000000000004 49.833200212686911 0.63686808731915423 0.67968901112185698 220.79317664421271 52.942173801633402 492.25000000000006 0.38948264184642095 186.75000000000003 52.867627561676557 3.5000000000000004 1.5000000000000002 590.25000000000011 5.5000000000000009 4294.0000000000009 7055.5000000000009 68.253062689466518 0.52997516875035167 57.134206771850593 0.78088982488323555 52.500000000000007 657.25000000000011 6.5000000000000009 979.25000000000011 45.055168131697734 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 14 9 24 -6 7 8 19 10 -1 -4 26 21 -2 25 -9 18 33 27 -21 23 -14 -13 -5 -16 -8 -7 -3 31 -31 -11 -12 -17 -15 -23 -37 -38 right_child=1 28 11 4 5 6 12 16 -10 29 32 13 22 34 15 17 -18 -19 -20 20 -22 35 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 36 37 -39 leaf_value=-0.004474110145796989 -0.00089879815833693658 -0.0041797272494557757 -0.0082226969584032038 -0.0020298600368552308 0.004081394769805677 -0.0022446726789096183 0.004950470889326878 0.0085986798800198379 0.0054297882109080728 -0.0004439423251758691 -0.0038582721618873089 0.0042572905332421583 -0.017890559445627865 -0.00031262853413289413 0.0018696966156830381 -0.00027443451629032407 -0.0013855663184895979 0.0025676375323570766 0.0016186143801451122 -0.0060605478674291375 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0.0260416 0.0166066 -0.216741 internal_count=875855 575202 553284 300653 200301 132161 125938 115616 111745 100352 94668 348652 10322 347611 204632 153252 3871 139343 113163 108895 73629 239430 3358 297 68140 13909 6964 35266 21918 5684 2272 3412 33118 60807 108181 239133 66787 755 shrinkage=0.0877126 Tree=27 num_leaves=39 num_cat=0 split_feature=16 30 16 20 20 16 0 20 27 0 26 19 29 29 16 9 5 30 14 0 27 28 22 26 5 21 14 9 22 14 30 5 10 9 14 27 18 28 split_gain=214.981 51.4101 43.5773 26.4416 24.7228 19.0122 16.1001 12.6758 11.0814 11.4515 13.5608 14.2069 10.5786 10.5614 10.7858 10.6037 18.5641 9.89186 11.0143 9.65757 8.94727 9.49712 8.63231 8.39679 10.6346 10.1625 8.33911 10.0955 9.97141 7.95362 7.84578 7.77599 7.69709 7.52643 7.48042 7.45604 10.1678 10.4315 threshold=216.15763815740675 1.0000000180025095e-35 188.62822249589496 0.82585083357706945 0.72531984805760763 229.73854051182244 43.000000000000007 1.1605798999280583 33.500000000000007 33.000000000000007 2.3212572798192199 474.75000000000006 0.17686096724815017 0.76357386599104737 100.55952308100281 0.95600078196272653 78.003135681152358 1.5000000000000002 7.2597377223274622 26.000000000000004 52.500000000000007 515.75000000000011 272.25000000000006 1.6365843237077697 493.05119323730474 7.5000000000000009 14.61523210032524 0.96732964858032933 515.25000000000011 79.931810717037862 1.0000000180025095e-35 241.02397155761722 0.58192203668235953 0.96296738688043038 18.150171284935521 6.5000000000000009 1.5000000000000002 1093.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 17 31 12 13 19 9 22 11 -11 -2 15 -15 -1 -17 18 -4 -6 21 -10 -5 -21 25 -25 27 -20 -28 -7 -12 -3 -14 -31 -13 -34 -37 -38 right_child=1 4 3 8 7 29 -8 -9 20 10 30 34 32 14 -16 16 -18 -19 26 23 -22 -23 -24 24 -26 -27 28 -29 -30 33 -32 -33 35 -35 -36 36 37 -39 leaf_value=-0.004514265908499601 -0.011164991732534508 -0.0037760799396596759 -0.0099366072295420157 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1463 internal_value=0 0.0137799 -0.0178327 -0.00957375 -0.0137648 0.0175432 -0.0317217 0.00106016 -0.0039896 -0.00535217 -0.0120343 -0.0104888 0.0110985 -0.0232454 -0.00784632 -0.0311474 -0.0220494 -0.0294498 -0.0209087 0.00861962 0.039739 0.0438489 0.0041496 -0.0104272 -0.0522926 -0.0468559 -0.0177475 0.0127859 -0.0252364 0.024304 -0.0948936 -0.0417384 0.0114407 0.0488924 -0.00557409 0.0143081 0.0166048 0.0125353 internal_count=875855 495960 379895 238232 59615 436345 141663 38965 185981 180361 105892 103953 223396 86794 29434 57360 39620 52251 37717 33143 5620 5561 74469 14763 3617 3581 36469 7183 29286 212949 1939 20650 222845 12390 88340 179998 159665 126713 shrinkage=0.0877126 Tree=28 num_leaves=39 num_cat=0 split_feature=16 30 16 16 5 13 17 17 29 0 17 16 17 27 26 5 11 1 0 28 0 18 17 17 10 14 21 15 26 24 14 17 27 30 7 29 1 17 split_gain=180.94 48.7788 31.1745 20.7039 19.643 18.2273 14.5087 13.3259 13.1224 15.4508 12.2138 13.1196 13.5833 12.1677 12.0486 17.6127 11.5465 11.3086 10.6669 10.0815 9.83525 9.52319 9.47134 9.40103 9.14775 9.06558 8.94482 8.29831 7.9172 7.8213 7.81773 11.6362 7.79076 7.77484 7.76779 7.48556 13.029 7.48368 threshold=213.27720138605792 1.0000000180025095e-35 173.95505330766369 228.60888884317498 26.00000095367432 26.368070330837579 73.86127578073831 35.242366769523933 1.5343607886278468 49.500000000000007 47.63659070085675 220.79317664421271 51.934186891575727 2.5000000000000004 1.4047098770236615 493.05119323730474 0.71515327133988404 1317.5000000000002 24.000000000000004 726.25000000000011 43.000000000000007 1.5000000000000002 89.97808782498322 49.765170742489033 0.96845924242747394 16.313334528313984 9.5000000000000018 0.71979799729905325 0.31206978527278884 3.5000000000000004 19.409441350527928 60.401936648628755 8.5000000000000018 1.0000000180025095e-35 -89.940933227539048 2.0145490021012451 2464.5000000000005 31.610642452066049 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 18 10 -3 19 7 -7 13 29 -2 12 -12 17 27 20 24 21 22 23 25 -9 -1 -4 35 -16 28 -6 32 -10 31 -14 -15 -11 -27 -8 -37 -5 right_child=1 4 5 37 14 6 16 8 9 33 11 -13 30 26 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 34 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 leaf_value=-0.0021344844371496449 -0.00051557230036958224 -0.0038672286712325898 0.00064042566816794808 0.0039989298300238283 0.0011496251544691016 0.008719862596029658 0.0060054081262502839 -0.0066413417238951897 0.0051713974843959907 -0.0044144281930485838 -0.0007950738964854141 0.0017936891913183782 -0.00084619623850961333 -0.0019227594107853159 -0.039549440897756194 -0.054456223190785337 -0.0021690568395184738 0.00071642376461392436 -0.0036771288620946869 -0.0048949047199763375 -0.0066431673911853404 -0.022194408278915966 0.0032539357135344094 -0.0025149977187392562 -0.024392807878298776 -0.016592649099624202 0.0020350423696702418 -0.0022493758195397183 -0.00066525216471552699 -0.0022950437895955453 0.0017338940068192931 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2234 5456 11329 6407 546 234508 shrinkage=0.0877126 Tree=29 num_leaves=39 num_cat=0 split_feature=16 20 16 9 13 12 6 30 11 6 14 25 24 24 23 26 26 23 8 27 9 7 11 9 26 9 21 1 25 8 28 27 28 28 11 7 15 7 split_gain=153.092 51.8486 29.7421 18.7514 20.3405 15.5972 21.8395 14.4804 13.981 11.5383 11.1914 13.8511 13.0741 14.1311 19.0949 18.492 12.771 11.1603 10.6584 10.4546 10.3457 9.8986 15.5986 13.6964 9.85205 9.51455 14.0275 11.4805 9.40845 9.8707 8.73737 8.95425 11.7464 8.82013 8.70921 14.4755 17.127 14.7328 threshold=204.73801289314784 0.69301365305572415 223.73985113161947 0.93382745307301163 26.368070330837579 195.95331880577405 0.86369483083389176 1.5000000000000002 0.65686609572058507 0.41192724605460423 19.055093572283806 3575.5000000000005 21.500000000000004 23.500000000000004 0.99814297537761232 0.68992062874772697 1.4400188857412657 0.11432636913213608 82.500000000000014 36.500000000000007 0.96238388312099177 -14.912445068359373 0.87144123606889579 0.93164853144096205 3.7396267904324856 0.96545508690237714 2.5000000000000004 648.50000000000011 22012.750000000004 2917.5000000000005 732.25000000000011 3.5000000000000004 301.25000000000006 552.25000000000011 0.90890789575000108 -1.0000000180025095e-35 0.2427911700766299 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 17 9 30 19 8 20 -7 -1 11 12 16 14 -14 -15 -4 -3 -19 25 -2 23 -23 -20 -11 -6 27 -27 29 -10 31 33 -33 -5 35 37 -37 -12 right_child=1 2 10 4 5 6 -8 -9 28 24 34 -13 13 15 -16 -17 -18 18 21 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 -32 32 -34 -35 -36 36 -38 -39 leaf_value=-0.006491346526519684 -0.0032507016306391008 -0.030353843066966858 0.0003014092186464075 0.0058605732036702551 -0.0021005161162198187 0.012356902974712758 -0.016676859966522684 -0.0035672162231322789 0.0071757521676569175 -0.0030362284574925744 -0.0029990553424500879 -0.050590884871766245 -0.011200341954123257 -0.040267667249114632 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0.0126601 -0.0322981 -0.0131918 -0.00626666 -0.0328374 0.0160438 -0.00267734 -0.0308746 -0.0256257 -0.0280661 0.0355205 0.0179012 0.0157013 0.00825542 0.0226809 internal_count=875855 630752 583364 245103 207603 133592 3943 47388 3602 37500 344533 14987 14944 1085 498 587 13859 238831 238739 129649 23055 238666 171061 67605 28891 127736 77706 15823 1911 1784 74011 60007 57704 2303 329546 278539 134768 143771 shrinkage=0.0877126 Tree=30 num_leaves=39 num_cat=0 split_feature=16 30 8 20 27 27 0 20 9 5 11 22 0 14 13 25 18 10 11 6 29 27 19 27 29 10 13 5 27 29 7 7 0 25 16 0 22 13 split_gain=129.308 44.0397 25.5236 24.8528 24.7749 21.4751 20.4517 18.5108 15.7501 20.0677 18.7648 15.2548 14.9986 14.6607 13.7802 13.2874 22.6471 12.9555 11.6908 11.4826 10.889 12.2203 10.6237 10.8838 10.5587 9.14577 9.02556 32.6002 15.1498 8.77163 8.68856 11.095 8.64151 8.38332 8.26578 8.10111 8.09981 7.87276 threshold=204.73801289314784 1.0000000180025095e-35 724.50000000000011 0.69929447776422882 13.500000000000002 2.5000000000000004 29.500000000000004 0.53385277710405055 0.94100437628021893 70.000457763671889 0.65686609572058507 186.75000000000003 26.000000000000004 12.788664319736816 26.505535083023805 902.25000000000011 2.5000000000000004 0.79500220454368287 0.87615805112676648 0.24591380811063152 1.8230591988656506 13.500000000000002 1177.7500000000002 4.5000000000000009 0.048206326586302944 0.92412061268591372 175.23153821335356 162.33672332763675 1.5000000000000002 3.5328133002845044 -1.0000000180025095e-35 -78.647918701171861 37.500000000000007 969.25000000000011 148.60105087786752 46.500000000000007 834.75000000000011 49.671017311400668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 5 4 22 -2 11 -3 25 14 -11 -7 -9 -5 35 -13 -17 -12 19 26 -14 -22 -4 -24 -21 29 27 28 -15 34 31 -26 -16 -18 -1 -10 -30 -20 right_child=1 7 3 13 -6 6 -8 12 9 10 17 15 20 18 32 16 33 -19 37 24 21 -23 23 -25 30 -27 -28 -29 36 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0054333669474952179 -0.0084999099767873142 -0.0033939761972645172 0.0012369858510002992 -0.025665707840030711 0.0040448928209790248 -0.01027072151010726 -0.00059720308532870713 0.00097357088552459743 -0.0019794057869282175 0.012682050459834199 -0.015898584897115851 0.0011874945653138412 -0.00089607311230327502 -0.039203341834274971 -5.4719162041043197e-05 -0.0021466705533127232 -0.0066493936264369682 0.0030129632467296025 0.0017806805263532717 -0.059434472740798917 -0.0023851756348044107 -0.010365710536316994 -0.0027341877508783529 -0.045594799081645321 5.9847147133106159e-05 -0.0055467081002237417 0.0018465153673925497 -0.071740254732712297 -0.032895470123757493 0.0065729370870717648 0.00064320520406835899 0.0022003793766709558 -0.0015423764518569341 -0.037701968046349607 -0.0020424610019512328 -0.0042990846975309001 -0.0026960717979243342 0.0036015558263695789 leaf_count=6953 2102 21950 66 152 279 917 98001 30042 59425 1495 345 156877 24251 98 51882 2820 100 1450 45294 22 4804 2131 56 245 22884 9881 1306 59 71 797 83474 100211 71358 202 27036 14387 1816 30616 internal_value=0 0.00766054 0.0109167 0.0174311 -0.17849 0.00376266 0.00457993 -0.013779 -0.0194087 -0.0156229 0.0618331 0.0115158 -0.00484695 0.0178736 -0.0169161 0.0122529 -0.052346 -0.0070896 0.0180387 0.0141932 -0.0202085 -0.0551511 -0.349239 -0.428909 0.015135 -0.0363889 -0.0438838 -0.0853741 -0.0636012 -0.0287626 0.0152087 0.0205494 -0.0104443 -0.312608 -0.0311942 -0.0277217 -0.0436921 0.0286741 internal_count=875855 630846 547668 286649 646 261019 258917 83178 245009 200342 3290 160916 61228 286003 197052 159999 3122 1795 285851 209941 31186 6935 367 301 206591 44667 3350 2044 1985 34786 206569 123095 123240 302 33989 73812 1887 75910 shrinkage=0.0877126 Tree=31 num_leaves=39 num_cat=0 split_feature=16 20 33 0 17 11 26 0 29 17 9 11 12 28 11 13 15 25 25 4 4 32 17 16 21 26 19 11 29 4 21 20 19 5 24 29 21 4 split_gain=108.111 32.3702 21.7149 20.4364 15.7785 15.1596 13.0043 12.9596 10.8017 10.4004 15.2328 11.441 9.66313 9.4279 8.64426 8.61815 9.9647 8.6798 8.36065 9.21594 9.08079 14.3631 8.22894 14.288 8.16688 12.6262 9.18506 7.98098 7.16438 8.55778 7.15905 7.138 6.979 6.83915 8.6595 12.8229 10.1572 9.63549 threshold=219.18585059686316 0.77146775617391572 2.5000000000000004 33.000000000000007 52.942173801633402 0.84391774455295343 1.8563495886399108 33.000000000000007 0.048206326586302944 67.310169502305953 0.94715563898890009 0.61761810565943698 76.201533137039945 301.25000000000006 0.85278146183318604 28.405740569679228 0.47308748229680203 4446.2500000000009 875.75000000000011 5.0068869590759286 12.00056314468384 1.5000000000000002 33.780743709619493 156.37155937515374 8.5000000000000018 0.962794158361019 422.75000000000006 0.92043537200089498 0.99076095981723689 15.00030040740967 1.5000000000000002 1.4331098053287883 203.75000000000003 84.000030517578139 7.5000000000000009 0.99541844795376477 1.5000000000000002 37.000892639160163 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 7 8 6 15 -5 13 14 22 11 -11 -9 28 -3 -6 17 -17 19 -1 21 32 -10 -24 31 26 -26 -15 -2 -30 -13 -12 -21 34 35 -25 37 -37 right_child=2 3 -4 4 5 -7 -8 12 9 10 24 30 -14 27 -16 16 -18 -19 -20 20 -22 -23 23 33 25 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 36 -38 -39 leaf_value=-0.0065400506512681179 0.0014047188333813927 -0.022014388466328579 -0.0022552267987572118 -0.0020091929509071312 -0.0033002078928759731 0.001287732689535041 -0.0084972150601572236 -0.0044244340521536769 0.0039115588906301242 0.0023670912008827505 0.0072310101538659603 0.0046913465957644602 0.00042131828037308408 0.0012351898013863031 0.0098310189743968015 -0.0040040918041596299 -0.00038465375231016901 0.0047923461606286851 -0.004015604553220223 -0.0093085950840816022 -0.0023564395085016467 -0.0041865037332789509 -0.003983415856323275 -9.2543560063764627e-06 0.026247374280184185 0.0056486303366616994 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372 91288 79299 10893 95723 75650 72357 17787 133623 129577 6586 1022 372 310681 774 441 1631 5564 13008 122658 120464 42512 16579 3009 shrinkage=0.0877126 Tree=32 num_leaves=39 num_cat=0 split_feature=16 20 0 32 28 14 27 27 12 29 12 11 9 12 21 7 21 16 7 29 29 22 29 19 25 18 5 25 27 15 24 16 24 7 29 11 4 9 split_gain=91.8257 33.6111 19.1857 15.1328 14.9952 14.8943 14.3576 14.2286 13.9675 12.1841 12.0505 11.7539 11.6534 17.2544 11.3752 11.097 10.956 10.8312 10.4007 10.3906 10.3486 10.1899 9.70891 9.57244 11.4539 39.1961 41.4276 17.8404 24.9129 17.6027 13.0887 12.9089 12.89 18.3156 12.1816 12.2169 12.0783 12.0182 threshold=204.73801289314784 0.88809941670380466 33.000000000000007 1.5000000000000002 917.75000000000011 13.146913316820678 10.500000000000002 36.500000000000007 85.855339059327392 1.288242752722391 74.302038200428285 0.60394176951462841 0.95507366948805139 106.34062043356596 1.5000000000000002 -89.940933227539048 2.5000000000000004 100.55952308100281 -87.597270965576158 0.2153144619299168 0.048206326586302944 2431.5000000000005 1.0174469337229597 720.25000000000011 1084.2500000000002 1.5000000000000002 40.420465469360359 1162.7500000000002 8.5000000000000018 0.42473982006678629 14.500000000000002 227.65838983299582 1.5000000000000002 -89.940933227539048 1.3518638301950077 0.94616304747883706 28.144269943237308 0.95660563432696966 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 5 4 18 6 21 12 -6 11 -4 -10 -1 14 -14 -12 -11 -15 -2 -8 -7 22 -3 -22 -25 32 27 36 -29 -28 -31 -30 -26 34 -34 -36 -27 -35 right_child=1 2 10 -5 8 20 19 -9 9 16 15 -13 13 17 -16 -17 -18 -19 -20 -21 23 -23 -24 24 25 26 29 28 31 30 -32 -33 33 37 35 -37 -38 -39 leaf_value=-0.0024698083716628112 0.004121247347001521 -0.0054764844449277086 -0.0052370570682477371 -0.0024022316293282201 -0.016445816226442676 -0.038209934247943042 -0.015903895130174667 0.0041915835445127782 -0.041229885566307301 -0.058222890471897576 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-0.405434 0.0119005 0.00170329 0.0374344 0.0147996 -0.094762 -0.0833706 0.0148679 0.020594 0.00886334 -0.078417 -0.298971 -0.416394 -0.0384523 -0.104981 -0.527975 0.0171325 0.00846507 -0.125375 -0.261504 -0.0882462 0.0120212 internal_count=875855 631036 527109 103927 70030 339938 3647 244819 3490 2750 187171 2665 241416 171022 146874 184009 85 24148 66540 1250 336291 2397 2326 336240 156266 54308 4700 721 463 3979 1989 376 49608 38482 996 396 258 37486 shrinkage=0.0877126 Tree=33 num_leaves=39 num_cat=0 split_feature=16 20 0 29 32 29 16 17 11 27 13 11 15 9 8 12 25 16 28 18 13 27 1 22 28 20 27 14 20 11 17 1 6 24 4 6 16 17 split_gain=78.4682 23.4951 19.1601 20.7076 17.3091 13.4006 13.2624 12.4029 12.0698 11.3199 10.4167 10.3535 11.2173 14.2479 13.9802 30.6773 14.1472 12.4748 12.4307 27.7248 35.4863 15.0329 12.3349 12.2421 15.7615 13.18 12.0816 12.2647 11.5924 11.2841 24.2654 14.4696 10.7266 10.4376 11.285 11.2008 9.87088 14.8831 threshold=219.9898862038103 0.82204276911067231 49.500000000000007 1.4113259148453536 2.5000000000000004 0.087103059455460888 186.31660671462831 70.135706997491084 0.83537339296118895 35.500000000000007 35.301580213588835 0.46490862146318568 0.2427911700766299 0.95258042020965505 5094.0000000000009 371.63455967290599 769.25000000000011 238.46402937707566 1113.2500000000002 1.5000000000000002 48.931958226611421 8.5000000000000018 5640.0000000000009 1497.7500000000002 1187.2500000000002 1.3791707596594633 2.5000000000000004 21.807225538831108 1.1769839215861262 0.74786777706134111 55.842713750086972 1227.5000000000002 0.33886592678601729 1.5000000000000002 48.45215034484864 0.95000000355413483 150.67592196800499 37.480890018906145 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 6 11 8 -4 9 -3 36 -8 -2 13 14 15 -13 -17 18 26 22 21 -21 -20 24 -23 -26 27 -14 -29 -28 -31 -32 -22 34 -24 -35 -7 -38 right_child=4 2 3 -5 -6 7 10 -9 -10 -11 -12 12 17 -15 -16 16 -18 -19 19 20 32 23 33 -25 25 -27 29 28 -30 30 31 -33 -34 35 -36 -37 37 -39 leaf_value=-0.0019128620311358628 0.0046997890352166354 -0.015682566058763184 -0.0031354125572765185 -0.0053641191722097557 -0.0031374265335350894 -0.0029196487630940566 -0.0018928115482890727 0.0024491430048513129 0.0036048255184015733 0.003607136814805722 0.00097226863239773605 -0.0068518653829003889 -0.018082837299223675 0.0023855624425442633 0.00079337342098854372 0.013911513613404255 -0.053703150778635772 0.0021236234577449225 0.00091194739868801259 -0.0082857529952796993 0.0073678067584756809 -0.013232229760396813 -0.064113933247566618 -0.0025882973687543116 -0.043830253480484679 0.0041879785165772412 0.0019781501745467257 0.0011029156510818053 -0.025627769484161136 0.0007444210622509262 -0.016873810608576276 0.011157796079029263 -0.0044770391241330688 -0.0046645247452341727 0.00205104649684038 -0.024488282164837314 0.0042754882025639379 -0.00029427243439454539 leaf_count=113101 5490 785 17341 10391 8265 10603 16841 14275 366 5834 23229 2720 491 2834 1703 28 159 57643 28771 838 828 299 20 163 429 49 65995 1151 140 245846 904 168 2031 4322 2362 231 5621 223588 internal_value=0 -0.00937542 -0.0050997 -0.0200773 0.00955584 -0.00120991 -0.0126425 -0.000733156 -0.108872 -0.00239839 -0.0026438 0.010436 0.0098722 -0.028601 -0.0629032 -0.105053 -0.496839 0.0105662 0.00835082 -0.0081753 -0.0809201 -0.191851 0.00127179 -0.27867 -0.330939 -0.443584 0.0104694 -0.0716368 -0.0204742 0.010937 0.00783244 -0.142292 -0.0119325 -0.0365857 0.0170501 -0.0646464 -0.00345719 -0.00207731 internal_count=875855 441975 328874 67802 433880 261072 57411 259921 1151 245646 40070 425615 420125 7444 4610 2907 187 412681 355038 40343 4637 1778 35706 940 777 478 314695 1782 1291 312913 246918 1072 2859 6935 2382 4553 239812 229209 shrinkage=0.0877126 Tree=34 num_leaves=39 num_cat=0 split_feature=16 14 30 10 12 0 1 9 0 9 26 5 2 0 19 5 15 9 16 17 17 10 11 7 10 13 24 17 11 6 32 22 17 19 28 0 7 26 split_gain=67.6894 28.6927 17.0211 14.7482 13.147 12.8553 15.0686 13.079 11.5739 11.5046 11.3569 14.7072 12.4331 11.5411 10.4399 10.2163 10.2071 21.2281 8.85574 11.255 9.13842 8.23845 8.08578 9.9737 10.2664 8.54655 19.1089 7.88219 10.6151 7.85445 7.69219 8.04444 8.93418 10.2904 8.55205 8.15335 7.64337 9.64711 threshold=202.27067031621507 19.890800337369168 1.0000000180025095e-35 0.68490856940804778 269.45636713297898 29.500000000000004 145.50000000000003 0.97353833114910404 48.000000000000007 0.89410469193862707 1.4047098770236615 493.05119323730474 74.112500000000011 49.500000000000007 618.25000000000011 109.00135803222658 0.70471341123449405 0.73537216698347108 161.07319954739089 49.976827581705315 58.02169755813906 0.57866581915213289 0.8997894400879477 -1.0000000180025095e-35 0.96845924242747394 161.94783072939077 1.5000000000000002 64.971182514373112 0.74133459357277898 0.27692309798138265 1.5000000000000002 712.25000000000011 36.490110183145568 3965.5000000000005 777.25000000000011 51.000000000000007 -89.940933227539048 0.49694685607918393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 4 3 8 5 6 -2 -8 14 -1 16 12 13 -12 -3 18 -4 21 -11 30 -21 -18 23 27 -25 26 -26 36 -29 -22 31 -20 33 -33 35 -34 37 -5 right_child=1 2 10 22 -6 -7 7 -9 -10 15 11 -13 -14 -15 -16 -17 17 -19 19 20 29 -23 -24 24 25 -27 -28 28 -30 -31 -32 32 34 -35 -36 -37 -38 -39 leaf_value=-0.003559617922241107 -0.0040723640561313064 -0.00028796035505854715 0.00098768291595610039 -0.027556893372974518 -0.023121045817147499 -0.0023656371087003476 -0.00063478634542038959 0.0021557333207523153 -0.0018026398374874496 -0.0022861822770219036 -0.0028805547927452887 -0.049615425075774752 0.00087591784463875578 -0.010393381840926917 0.0011496641578900852 0.0046050394585137348 -0.048363702625648847 -0.0014266426612523336 0.00011266997830366848 -0.0017982545255565495 -0.010690720141283801 -0.01369432678336816 0.0022115434960057355 0.00054161565150046183 -0.055615784834271854 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62137 17237 17186 11418 156080 207906 44900 14687 205549 160292 118281 213 316561 263020 126774 1062 338 136246 3782 31397 42011 36346 7985 1123 6862 3108 132464 3130 shrinkage=0.0877126 Tree=35 num_leaves=39 num_cat=0 split_feature=16 14 0 28 7 29 0 20 30 26 11 9 26 19 25 27 7 9 27 5 18 29 14 24 25 18 13 16 20 22 9 7 11 17 29 30 1 27 split_gain=55.9025 23.2765 15.3733 12.0989 14.4691 12.5857 11.8796 11.369 10.1788 12.8856 10.1042 10.0912 9.99647 9.87878 9.73799 10.2727 9.69833 12.4856 11.6498 12.7258 9.49444 10.059 10.3676 9.11997 14.5371 26.7879 47.3387 26.2502 21.8806 16.0748 15.8372 14.046 10.3043 10.0019 9.04548 8.84467 9.32719 8.81449 threshold=202.27067031621507 19.890800337369168 35.000000000000007 301.25000000000006 -1.0000000180025095e-35 0.23282166038525967 29.500000000000004 0.57266797736096486 1.0000000180025095e-35 1.8563495886399108 0.84309925042659806 0.97353833114910404 3.7396267904324856 10727.500000000002 763.25000000000011 2.5000000000000004 -16.699242591857907 0.96793987255391056 9.5000000000000018 47.926694869995124 2.5000000000000004 1.0790251720644239 16.640565990869248 1.5000000000000002 1184.7500000000002 1.5000000000000002 51.945783252327708 227.65838983299582 1.2123687466030006 1373.2500000000002 0.92519882680327614 -89.940933227539048 0.73958758503401378 59.397144671056175 0.048206326586302944 1.0000000180025095e-35 806.50000000000011 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 3 7 4 -2 -5 11 13 14 -10 16 -7 -11 -3 15 -4 17 -1 -18 -20 21 -6 -23 34 32 30 27 37 29 -29 31 -26 33 -25 -9 36 -12 -27 right_child=1 2 8 5 20 6 -8 23 9 12 35 -13 -14 -15 -16 -17 18 -19 19 -21 -22 22 -24 24 25 26 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0014100080257028413 0.0027928902071004541 -0.00447100780490011 -0.013668076537168516 -0.0034645946392541428 0.0011086038597324756 -0.00042768300443837593 -0.0018794005316218757 -0.048433371399143534 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16.7841 6.65797 7.38224 threshold=219.9898862038103 0.88501925932460057 9.5000000000000018 33.000000000000007 2.5000000000000004 20.909213631206999 52.500000000000007 1.5343607886278468 4.5000000000000009 760.25000000000011 51.000000000000007 1.5000000000000002 0.28153499653499658 296.96063621051115 17295.500000000004 759.00923471598958 56.65660476684571 243.50000000000003 1.3025559932953228 0.048206326586302944 0.9670448693942516 30372.500000000004 0.91579339556043615 -1.0000000180025095e-35 301.25000000000006 296.96063621051115 1.9285213384091366 3.5000000000000004 0.96389947391109188 0.2427911700766299 191.36143571373728 5094.0000000000009 0.92018966686525117 7.5000000000000009 2.5000000000000004 161.94783072939077 322.75000000000006 19.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 13 14 11 12 9 -9 -7 -10 -5 -4 19 15 22 -17 -1 27 -3 -19 -21 23 -2 -25 26 -18 -13 -11 30 -26 32 33 -32 35 -34 37 -24 right_child=4 2 6 5 -6 7 -8 8 10 28 -12 18 -14 -15 -16 16 25 20 -20 21 -22 -23 36 24 29 -27 -28 -29 -30 -31 31 -33 34 -35 -36 -37 -38 -39 leaf_value=-0.012314766216230665 0.0010802767772642619 -0.012572266222836257 -0.017616467416594481 -0.0063612938937569995 -0.001895231749117218 -0.00095212248131218533 -0.028576433213517053 0.0036988431408010117 -0.0016497900114074194 -0.00040149151572506077 -0.0068052547690228213 -0.001790917031356198 0.0027359559516911425 0.01313594424662597 0.0039011810822359052 -0.041039290583135268 -0.0066349272219427746 -0.0021042241720503068 -0.010246067508396794 0.00028987460570976037 -0.00078456344164855578 -0.033474895177864852 -0.003306235390300736 -0.013748232523875619 0.0026742033309181301 0.0049030650226414667 -0.060788481681602481 0.0060182167913234424 0.0018498175525230305 0.00021257474357691371 -0.041957788202825454 0.0043165779550176737 -0.04616424094897853 -0.007040649912628468 0.001301719646574391 0.0078711539224676427 0.001865784708867454 -0.049604141555802457 leaf_count=538 171015 369 176 4054 13447 71211 84 1998 8738 18748 5107 30114 15615 419 6666 137 580 66561 861 123888 69046 48 1421 389 551 481 30 914 23490 189237 192 352 96 68 318 82 48787 27 internal_value=0 -0.00735579 -0.0031428 -0.00477835 0.00754883 -0.0108118 0.0267309 -0.00649498 -0.0300656 -0.00320338 -0.04049 -0.0263402 0.0286061 0.00321485 0.00848136 0.00790145 -0.082962 -0.0168198 -0.0204689 0.00272088 -0.0163295 0.00315573 0.00817192 0.00663058 0.00154754 -0.0346262 -0.106008 -0.0177954 0.00969688 0.0018701 -0.0612591 -0.106884 -0.179564 -0.374241 -0.0775164 -0.242514 0.0192882 -0.0475362 internal_count=875855 441979 305834 289959 433876 165235 15875 129292 15843 113449 13845 35943 15791 124724 420429 413763 1228 136145 31889 124305 135607 123936 412535 362300 191285 1091 610 31028 42238 190896 1659 1108 756 260 496 178 50235 1448 shrinkage=0.0877126 Tree=37 num_leaves=39 num_cat=0 split_feature=16 9 8 21 28 11 21 13 4 23 28 32 7 18 15 2 30 20 13 27 11 14 9 26 17 25 22 22 16 16 7 27 14 8 7 27 13 21 split_gain=39.5853 17.6734 24.434 15.9118 13.1775 12.9677 11.6843 17.4305 13.9654 12.4227 10.1365 9.40295 13.2045 9.18645 9.13663 9.0748 10.7157 8.82291 12.379 8.38925 8.28715 7.9706 7.62886 9.06342 8.21097 7.60662 7.59814 7.39913 11.5621 8.23392 7.73051 7.29053 7.86648 7.20377 6.77667 8.2903 8.38779 6.64725 threshold=221.90305335539742 0.96139142278430711 739.50000000000011 2.5000000000000004 301.25000000000006 0.62585849758732259 1.5000000000000002 49.671017311400668 27.00000095367432 0.79542270352239208 419.25000000000006 1.5000000000000002 -69.972682952880845 1.5000000000000002 0.2427911700766299 30.948043184885293 1.0000000180025095e-35 0.39541077166450028 26.505535083023805 5.5000000000000009 0.83000229568411388 23.272102304129046 0.93849798406867901 3.7396267904324856 73.86127578073831 959.25000000000011 438.25000000000006 5620.7500000000009 100.55952308100281 196.35684387379931 -41.975397109985344 15.500000000000002 36.689982295141895 103.50000000000001 -21.733683586120602 2.5000000000000004 33.416136306298334 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 10 -5 -4 8 9 14 -8 13 12 26 -3 -1 16 33 19 20 -14 37 -20 23 -9 -25 -23 -6 29 30 -10 -29 32 -24 -2 35 36 -12 -19 right_child=15 2 5 4 11 -7 7 22 27 -11 34 -13 17 -15 -16 -17 -18 18 21 -21 -22 25 31 24 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0084752976981294689 -0.023657492788556837 -0.00061647546157140491 0.0066787559457775749 -0.010366789715862018 0.0067906711940638499 0.0010192137377138836 -0.0021020820102934596 -0.004741474201457512 0.0013136935767599873 -0.0002344330227122593 -0.0027604711134744638 -0.0032438159385092175 -0.020639800707973908 0.0095789981817706767 -0.00062089183757821288 0.0011339742663434966 -0.0014953333405597392 -0.0029041091958107862 0.00058117777226493841 0.0033747409248825605 -0.00030970982942659828 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-0.0290506 internal_count=875855 476885 312455 241067 206251 71388 164430 144778 19652 112240 34816 205260 197603 3331 9179 398970 228638 184079 177838 6241 51643 126195 32538 20808 959 46475 13524 10473 5344 5129 460 11730 8966 205361 31485 9596 1427 28919 shrinkage=0.0877126 Tree=38 num_leaves=39 num_cat=0 split_feature=14 11 2 21 25 9 20 10 21 7 25 20 21 26 7 17 17 22 9 13 13 7 17 7 15 13 12 15 8 29 25 17 30 30 30 21 24 28 split_gain=35.4768 17.6067 14.405 12.8608 24.5491 12.1294 11.2237 11.0563 10.5556 13.2608 27.4937 20.6134 15.1044 9.92228 9.08057 8.61574 8.44275 8.12429 7.73134 9.76931 11.7233 7.66921 8.58247 7.9136 7.85449 12.8241 7.61404 7.54811 8.48227 11.1937 7.9591 7.42058 7.35858 12.3483 7.13279 7.19641 11.5189 9.80306 threshold=19.890800337369168 0.87990454729802436 21.097619047619052 1.5000000000000002 1184.7500000000002 0.91638494272184579 0.55410026824757186 0.68490856940804778 1.5000000000000002 -88.482517242431626 243.50000000000003 0.31937015283396519 3.5000000000000004 1.5892049369106911 -15.255119323730467 46.345618997675579 67.310169502305953 5620.7500000000009 0.93934796212281568 63.458294892699136 54.191736883652688 -68.198589324951158 58.478246896878254 -1.0000000180025095e-35 0.25955126115673416 175.23153821335356 171.57159082212877 0.28617721684053166 5094.0000000000009 0.96916647803451106 1631.2500000000002 83.086717077730086 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 12.500000000000002 23.500000000000004 602.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 7 21 6 17 -5 -2 15 11 12 -10 -11 -9 16 -1 -8 -6 -12 20 -20 27 23 -23 25 -25 -17 28 29 -4 -31 34 -15 -34 35 36 -3 -38 right_child=1 31 3 4 5 -7 14 13 9 10 18 -13 -14 32 -16 26 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 37 -39 leaf_value=-0.0014498885113467949 -0.00094330700330686672 0.0012480023598214715 0.007359103440204331 -0.006520913718910548 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0.000773872 0.0066582 0.00352022 -0.0223986 0.00828351 -0.00377871 -0.0117597 -0.00973182 -0.012444 0.0163574 -0.140314 0.00144926 0.00909217 -0.0375054 0.0185743 -0.05511 -0.0111774 -0.00852637 -0.00910657 0.0241315 0.0315697 0.0253031 0.00285386 -0.100935 -0.0653305 -0.00474166 -0.114102 -0.273511 -0.421241 0.0135114 -0.0205836 -0.0497831 0.0130716 0.0143926 0.0129272 -0.0572247 internal_count=875855 673681 537723 234555 198845 30870 167975 303168 202174 187412 169764 17648 1665 173294 166347 14762 62842 8291 168099 145817 145088 35710 28395 25130 9664 678 6345 7315 581 212 150 135958 18283 5863 135478 131132 126194 2298 shrinkage=0.0877126 Tree=39 num_leaves=39 num_cat=0 split_feature=16 0 1 14 27 30 26 27 15 0 29 9 13 26 25 16 14 27 0 14 17 29 17 17 28 25 18 21 26 10 5 27 4 29 23 25 24 27 split_gain=32.7067 14.8658 13.196 13.1131 11.0558 10.5467 10.5401 10.2592 8.31528 7.59909 7.36282 7.19069 7.44239 7.17832 7.9482 6.72616 6.44723 6.43817 6.44541 6.51155 9.35546 6.43601 6.62852 6.5496 7.96381 7.30945 6.42974 6.38995 6.38326 6.26215 9.92209 10.8333 6.88286 6.82395 6.42028 6.25019 6.19696 6.83404 threshold=199.46695778748185 29.500000000000004 145.50000000000003 21.595912425949933 2.5000000000000004 1.0000000180025095e-35 1.4047098770236615 36.500000000000007 0.70843460856327833 22.000000000000004 1.3707448911428302 0.95221769543032364 66.497878387787352 4.7468426932149344 567.25000000000011 146.48184100418413 19.575987507236821 49.500000000000007 51.000000000000007 28.344379436866348 61.092435092935759 1.1288212688697707 36.490110183145568 89.97808782498322 562.25000000000011 969.25000000000011 6.5000000000000009 2.5000000000000004 0.38185201589390477 0.96845924242747394 141.22974395751956 1.5000000000000002 21.913465499877933 0.89489708042475991 2.9333716035208579 339.25000000000006 13.500000000000002 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 35 4 -3 8 -7 9 29 21 -6 27 15 14 -8 -13 -9 18 19 20 28 22 -1 25 -25 36 -4 -11 -10 -5 31 -31 -33 -34 -35 -2 37 -24 right_child=1 3 26 5 10 6 13 16 17 11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 30 -32 32 33 34 -36 -37 -38 -39 leaf_value=0.0020210798069181159 -0.012178777808387008 -0.0093949947907376145 0.0007188464863229243 0.00091303165367921126 -0.0010183742224278362 -0.00032953469299582856 0.0020771783605982946 0.00086026087247227298 0.014637968758350779 -0.00095698334575284802 -0.0082618990774463597 -0.0033778088230711233 0.0043661296454173739 0.0030975366906598883 -0.0059805143324957741 -0.00090397464853951461 0.0096164984873473233 -0.020523615683282686 -0.0022521292416677035 0.0010690493131360838 -0.0097296838145075025 0.0031625595632716608 -0.0021351073647608333 0.018228746214539442 0.0017524923713305421 -0.0049830745895387326 0.015550853193432211 -0.0033145045254614684 -0.00050911285369135539 -0.04675579718074601 0.0011216136286975277 0.0077792606092250772 -0.041586077376615016 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shrinkage=0.0877126 Tree=40 num_leaves=39 num_cat=0 split_feature=14 0 20 27 0 21 6 21 21 25 6 18 25 20 16 9 7 28 10 7 9 12 23 27 16 23 25 7 27 19 17 27 23 28 24 26 7 26 split_gain=26.1342 18.7008 16.1989 14.1875 10.288 9.99192 9.3673 10.7775 8.98041 19.6214 21.8327 32.3843 27.9811 26.1783 19.4782 17.1626 14.6696 12.0711 11.3526 17.814 11.7544 10.7901 17.5008 15.4989 13.8567 11.4825 9.65173 9.3751 9.28601 9.11232 8.95584 8.94959 8.92422 8.5704 8.3649 8.33965 8.2106 10.6833 threshold=19.890800337369168 35.000000000000007 0.57266797736096486 9.5000000000000018 22.000000000000004 5.5000000000000009 0.87878797800163111 9.5000000000000018 1.5000000000000002 1184.7500000000002 0.37611899406583527 1.5000000000000002 1358.2500000000002 1.1190746286620057 227.65838983299582 0.92653590967674071 -68.198589324951158 798.25000000000011 0.60419355084009063 -74.226032257080064 0.73537216698347108 250.55992052357229 1.4571852034016282 6.5000000000000009 223.56074245258796 1.0290985034476614 2164.0000000000005 -31.948086738586422 11.500000000000002 3965.5000000000005 59.397144671056175 14.500000000000002 1.2059892124281271 6122.0000000000009 7.5000000000000009 0.72102582696020989 -88.255447387695298 0.23340129579999921 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 34 -1 7 32 16 31 17 15 13 14 -13 21 18 28 19 20 -4 -12 23 24 -23 -26 -21 -14 -11 -27 -18 35 -3 -19 -5 -10 37 -6 right_child=1 6 8 4 36 -7 -8 -9 9 10 11 12 27 -15 -16 -17 30 33 -20 26 -22 22 -24 -25 25 29 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0018774282817998452 -0.003448795517581601 6.6088969256439318e-05 -0.043296739784943479 0.0028386907208790275 -0.003634844154806706 -0.0093265321108088779 -0.0014852707744960544 0.00242608996023353 -0.0015506573928660385 -0.0043416475360847414 -0.0014174021888808072 -0.017089200340105099 -0.013736581935356373 -0.005308168045932214 -0.046578359857976717 0.00017201144459414729 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-0.205667 -0.270419 0.0314126 0.00869859 -0.00277833 0.0350273 0.00437293 0.0152187 -0.0125213 0.0223011 internal_count=875855 673672 412452 202183 145516 56667 261220 216445 405052 366120 33958 25836 4007 1151 690 21829 38932 8122 6989 787 640 6143 3237 1414 942 439 147 2856 214 288 31943 332162 204109 7908 65793 128853 79723 6241 shrinkage=0.0877126 Tree=41 num_leaves=39 num_cat=0 split_feature=16 13 28 21 6 32 8 11 23 6 22 19 25 22 17 20 7 29 20 14 14 27 28 25 19 4 9 4 29 27 13 24 29 23 19 32 18 28 split_gain=22.9414 14.5554 10.2511 11.5647 9.61051 9.56566 11.6741 9.07538 8.68964 23.5058 12.6241 11.0811 9.35048 8.67145 8.60208 8.10398 11.8526 11.6097 10.1709 11.6716 9.76148 8.91473 22.1503 13.3846 13.6374 12.0283 11.641 9.04079 8.20003 7.8399 7.83356 7.74284 9.23967 7.66673 7.37365 7.34675 6.98985 6.95772 threshold=184.76121741170167 31.881692817346373 853.25000000000011 7.5000000000000009 0.88235297177916816 1.5000000000000002 82.500000000000014 0.82576445031072987 0.31975582515160939 0.31173066429014212 701.25000000000011 623.25000000000011 635.25000000000011 596.25000000000011 62.030434290905085 0.90240120120120138 -89.940933227539048 0.15328990023633743 1.0661624249356594 36.689982295141895 19.323673340394951 2.5000000000000004 4294.0000000000009 3575.5000000000005 935.25000000000011 16.999998092651371 0.97691407233478933 136.90820312500003 0.81716294621232699 52.500000000000007 133.8908444695538 13.500000000000002 0.92391802494719655 1.395667813575227 901.25000000000011 1.5000000000000002 5.5000000000000009 588.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 4 -4 5 6 -2 -1 9 12 11 -11 -8 37 29 -3 17 -17 35 20 -20 22 23 24 25 -19 -25 -23 -21 -10 -26 32 34 -24 -22 36 -18 -6 right_child=1 15 3 -5 13 -7 8 -9 14 10 -12 -13 -14 -15 -16 16 18 21 19 28 31 27 33 26 30 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 leaf_value=-0.0015029993072864748 -0.014860790145794488 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70891 55 217 4325 261 8827 internal_value=0 0.00211821 -0.00469668 -0.0312107 -0.00294827 0.00151607 0.00444543 -0.0125243 0.00496855 0.0469341 0.0760996 0.0291087 -0.122703 -0.0133252 0.00335039 0.00496189 0.00630075 -0.0295238 0.00699824 -0.000666698 0.00128214 -0.0261023 -0.0829172 -0.185716 -0.13225 -0.273714 -0.42368 -0.00862336 -0.0481332 0.00438455 -0.0200245 0.00297096 -0.00319039 0.0191059 -0.0534978 0.00985014 0.0093211 -0.0223138 internal_count=875855 751078 221133 13680 207453 145050 128349 124777 127964 4751 4054 2372 697 62403 123213 529945 474343 9059 465284 126173 121197 8977 2112 1052 859 380 193 6865 4976 121354 479 117052 74371 1060 3480 339111 334786 39460 shrinkage=0.0877126 Tree=42 num_leaves=39 num_cat=0 split_feature=0 14 29 11 22 11 20 25 27 12 8 25 21 13 13 25 22 22 6 18 1 19 27 25 10 21 15 27 25 10 28 4 12 6 4 8 20 26 split_gain=20.6336 14.366 14.3326 10.6502 10.0541 9.19359 10.5309 8.58274 7.97087 9.7057 7.52409 7.10109 7.61436 7.31505 6.86369 6.81653 6.56224 7.09729 8.87843 7.40154 9.59934 7.11945 6.86921 7.15744 7.47256 6.81432 6.36303 8.09806 6.39936 6.25229 5.94065 5.86929 5.78521 5.55383 8.78871 10.6705 6.90238 6.8041 threshold=35.000000000000007 18.565850188942392 0.17686096724815017 0.87144123606889579 298.25000000000006 0.90404419002619918 0.88809941670380466 772.25000000000011 6.5000000000000009 133.02691193458119 3448.5000000000005 804.25000000000011 1.5000000000000002 18.04757465330766 133.8908444695538 339.25000000000006 865.75000000000011 629.25000000000011 0.44653513747540291 4.5000000000000009 543.50000000000011 302.25000000000006 3.5000000000000004 478.25000000000006 0.50217048066320824 1.5000000000000002 0.42473982006678629 3.5000000000000004 466.25000000000006 0.39481562161739608 600.25000000000011 6.0100460052490243 85.269552621700484 0.27692309798138265 48.45215034484864 11380.500000000002 1.2123687466030006 0.93626540379195922 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 7 11 6 16 8 -3 -10 14 13 -13 15 -11 -4 17 18 21 22 29 -6 23 24 -20 -18 28 -28 30 -21 -15 -19 -24 34 35 36 -9 -35 right_child=1 3 4 -5 5 -7 -8 33 9 10 -12 12 -14 26 -16 -17 25 31 19 20 -22 -23 32 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 37 -36 -37 -38 -39 leaf_value=-0.0023393406710248308 -0.0020504754279351595 -0.0034232818919545348 -0.011795919869612849 0.00073392190553005882 0.016613964278742534 0.0014415264675004681 0.00053578958817970107 -0.00625347682260747 -0.0006458126047557579 -0.004320996250710067 0.0051999358094042929 -0.021874229659568187 0.0099750749954702136 -0.0063949267228982157 -0.033863179234224557 -0.0010119185939651378 0.001945553633973494 -0.018600079632998034 0.038897481728885762 -0.033961673833086237 -0.056450286882351382 0.0023017285316071908 -0.0014973049860934834 -0.0024437009174256264 0.0070778945002107994 -0.0030538460476117516 0.0095603916591741941 -0.00051909609913210805 0.0052778754814304246 -0.0051620898845456302 -0.03124438474824438 0.00091586373604532858 0.0011125278243716112 -0.00089718724839421842 0.0068190015136362289 -0.043706990988369707 0.01239267114510386 0.00075003829162685783 leaf_count=15079 42857 10077 999 57848 293 63811 366520 2224 113476 7467 661 263 74 1449 61 822 2534 119 98 63 32 3060 39962 191 135 12178 696 5157 364 730 78 31905 7812 29210 508 56 164 56822 internal_value=0 -0.00633274 0.00373747 -0.00371055 0.00458762 0.00517808 0.00363545 -0.00687593 -0.0120008 -0.00976218 -0.0430103 -0.0269833 -0.169652 -0.0219567 -0.0519923 -0.0789855 -0.00550985 -0.0021126 -0.00928305 -0.0126881 -0.106606 0.0405004 -0.0110805 0.115641 0.233276 -0.0249992 -0.0085464 0.00774678 -0.0589768 -0.0849374 -0.0873791 0.00961485 -0.0122052 0.000711461 -0.0419379 -0.0668142 -0.0566956 0.00217488 internal_count=875855 321431 554424 278574 539345 529443 465632 220726 131742 121665 8189 9902 337 9565 7528 1821 99112 84400 52376 49023 825 3353 48198 424 233 14712 7744 5853 1891 793 1527 32024 47774 88984 2952 2444 2388 86032 shrinkage=0.0877126 Tree=43 num_leaves=39 num_cat=0 split_feature=16 18 2 30 29 1 24 9 6 12 26 11 11 8 11 11 14 22 11 8 22 21 4 5 24 21 1 10 26 12 28 16 29 28 14 21 8 12 split_gain=17.5241 10.7141 9.32819 10.0947 7.09392 7.06107 6.52617 6.22246 7.36028 9.38951 10.8326 8.63775 6.78793 6.5019 7.48996 6.47756 7.63518 6.46453 5.704 5.94957 5.68463 11.1675 8.21068 6.30014 10.4453 6.23636 5.91839 9.55121 11.9386 7.03166 5.90185 5.83266 5.66505 5.60948 8.89314 5.56603 5.47895 6.02308 threshold=201.81478445658777 6.5000000000000009 19.669871794871799 1.0000000180025095e-35 1.8645413984443338 75.500000000000014 10.500000000000002 0.89410469193862707 0.77499988973543166 195.95331880577405 0.19569691238418965 0.86887683395036353 0.62173750230651514 2208.5000000000005 0.61761810565943698 0.822118536787105 34.458628949942913 567.25000000000011 0.46490862146318568 2399.5000000000005 620.25000000000011 1.5000000000000002 5.0068869590759286 19.845557212829593 22.500000000000004 10.500000000000002 191.50000000000003 0.83492920209035926 0.66397305297984432 69.088834764831859 504.25000000000006 217.935103046595 1.1597956780046368 979.25000000000011 31.452870309128894 4.5000000000000009 2512.5000000000005 452.93250352560273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 3 5 -5 -2 -6 -1 9 13 -11 17 32 33 -15 -14 -17 -10 19 -4 21 26 -22 24 -24 -26 30 -28 31 -30 -7 -29 -12 -9 -35 -19 -34 -38 right_child=1 -3 18 4 6 20 -8 8 11 10 12 -13 15 14 -16 16 -18 35 -20 -21 22 -23 23 -25 25 -27 27 28 29 -31 -32 -33 36 34 -36 -37 37 -39 leaf_value=-0.0023429645172641867 -0.018938404392026445 0.014850136528514945 -0.0022726026843589322 -0.00092960759777074051 -0.0027700377390636887 -0.0086252909866013361 -0.010523613287760891 -6.2197287791361774e-05 -0.0024425159070361651 0.023738822186223911 0.0099552334560935405 0.0019297423608167952 -0.0025915140548551309 -0.045676129447230922 -0.0051251459224171706 0.020306434746761904 0.0014832493924569563 -0.0017277648176458966 0.00051798975481915786 0.00539927323241124 -0.021103613398179628 -0.00020180940366483179 0.0059742299503452116 0.0003904501486893534 -0.042041523864880692 0.0049966018097435585 -0.0033069002710560185 -0.015107181806227953 0.019833441842291751 -0.010176625324820224 0.016975833308472667 -0.039108372482966343 -0.013376765076048331 -0.0026147660041765598 0.0040087245100777647 0.00042970772770242125 0.0092325237225095256 -0.01019704382045885 leaf_count=16077 150 385 1003 41579 3844 116 1067 108971 31724 195 1336 6064 2146 51 112 225 630 20024 304796 3462 136 129574 2379 163334 57 35 2138 146 68 515 172 167 169 13575 1762 17019 488 164 internal_value=0 0.00253396 0.00243589 -0.00113534 -0.0148437 0.00099619 -0.0507867 -0.00776848 -0.00628035 -0.00172734 0.0392817 -0.0141794 0.030535 -0.00349097 -0.203082 -0.000220321 0.0733842 -0.0173698 0.00642533 0.0419084 0.00110507 -0.00376859 0.0050082 0.00520966 0.0553259 -0.275292 -0.0610193 -0.0740237 -0.160694 -0.0761157 0.0759785 -0.318232 0.0733243 -0.00322925 -0.0211352 -0.00839717 0.00794983 0.0495406 internal_count=875855 655123 654738 345477 46490 298987 4911 220732 204655 129824 5353 74831 5158 124471 163 3001 855 68767 309261 4465 298837 132896 165941 165805 2471 92 3322 3034 896 583 288 313 2157 124308 15337 37043 821 652 shrinkage=0.0877126 Tree=44 num_leaves=39 num_cat=0 split_feature=0 13 9 29 7 11 13 23 25 18 28 26 27 22 19 17 1 27 21 25 29 6 4 28 28 7 23 25 15 27 28 9 17 4 22 27 17 27 split_gain=16.6817 12.575 12.158 9.36182 8.90974 10.7286 9.73168 9.67723 8.69828 19.3186 21.3264 16.2883 10.438 9.92085 9.85325 9.43996 8.59424 13.8827 8.40305 12.1266 12.1333 8.96368 11.7109 8.16336 8.0274 7.86201 10.219 9.04453 9.97037 9.70105 10.2714 10.3062 8.42363 7.97219 11.6013 9.39788 7.72848 7.57823 threshold=29.500000000000004 30.220937268227328 0.9574985242030698 0.17686096724815017 -18.434947013854977 0.85705794029323445 50.967203909714783 0.30348824412154657 858.25000000000011 1.5000000000000002 1135.7500000000002 0.49694685607918393 14.500000000000002 877.25000000000011 322.75000000000006 55.842713750086972 806.50000000000011 2.5000000000000004 1.5000000000000002 3322.5000000000005 1.4113259148453536 0.24591380811063152 48.45215034484864 351.25000000000006 519.75000000000011 -71.565052032470689 0.78523932054717005 1139.2500000000002 0.80438669627827031 10.500000000000002 529.75000000000011 0.73537216698347108 59.820568880086931 33.669271469116218 2978.2500000000005 4.5000000000000009 50.87305853044824 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 24 18 -1 25 23 7 -7 -9 14 15 -12 13 -13 -10 -11 17 -4 21 20 -20 22 -3 -6 -2 27 33 -5 -29 30 -30 -32 -28 35 36 -27 -35 -16 right_child=1 2 16 4 5 6 -8 8 9 10 11 12 -14 -15 37 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 26 32 28 29 -31 31 -33 -34 34 -36 -37 -38 -39 leaf_value=-0.0019994611917084665 1.6061285595612989e-05 -0.0095515198647109674 -0.0080705360761205193 0.00076010488290331095 -0.0057352273593939598 0.0055443670553003473 0.0026066920252103983 0.0005617895103231553 -0.026226385606749881 -0.0026820600125288586 -0.0017229839519983558 0.00041629184261229125 -0.0020363588585031369 -0.040613190641078031 0.0032729832765438405 -0.026390049042549026 0.00092992162637012613 -9.0887062192739944e-05 -0.00030505390645790782 -0.0060436313649024241 -0.0028237593144769405 0.0010582898096434847 0.0088016772767836593 -0.00018713406842621038 -0.0016664225981305872 0.0089814353195010813 0.0016689514673620511 -0.0012562559223748583 -0.059101018240804964 -0.026646191206766593 -0.041020922576327896 -0.0012890529066522842 0.0046043709803988021 -0.043422131130283682 -0.0026075707729162328 -0.00062215852654731404 -0.0086197902871633838 -0.024190138071072939 leaf_count=12404 30172 1282 1699 40951 2064 2826 19391 100701 93 3014 244 52 88 354 3597 135 86505 131765 45080 4096 21845 20242 338 178079 78788 834 57147 8534 27 222 54 719 8661 108 513 13062 90 79 internal_value=0 -0.00443519 -0.00121294 0.00429911 0.0050601 0.00214454 0.00904646 0.00544112 0.00393446 -0.0285596 -0.078024 -0.23103 -0.33544 -0.403114 0.0224534 -0.0421654 0.00283794 -0.00219431 -0.0108064 -0.0160836 -0.0128509 0.00633709 -0.0652389 -0.00285822 -0.0136871 0.0119796 0.018121 0.00220154 -0.0255005 -0.118841 -0.0675172 -0.0463403 0.023432 -0.00580633 -0.109087 -0.000521898 -0.314697 0.030586 internal_count=875855 421812 312852 454043 441639 310717 130574 111183 108357 7656 3887 738 494 406 3769 3149 219969 133464 92883 71021 66925 21862 1620 180143 108960 130922 80415 50507 9556 1022 800 773 65808 14607 711 13896 198 3676 shrinkage=0.0877126 Tree=45 num_leaves=39 num_cat=0 split_feature=0 13 29 9 7 28 21 15 9 17 21 1 16 17 6 5 8 29 17 21 16 27 12 7 17 28 24 28 21 27 21 28 27 15 21 20 28 5 split_gain=14.6019 10.159 8.84521 8.36412 7.85772 11.6052 10.4728 10.7617 8.49876 9.12803 11.0135 8.47157 8.03235 11.3456 11.5796 8.56399 10.56 7.99824 7.13203 9.77354 10.9104 7.69609 7.21957 7.03602 7.33583 6.93011 10.947 6.80903 6.59035 6.34082 6.0614 11.1394 7.0312 8.99627 10.5089 7.21773 7.0436 13.7788 threshold=35.000000000000007 28.525392185614695 0.17686096724815017 0.95600078196272653 -18.434947013854977 301.25000000000006 3.5000000000000004 0.2427911700766299 0.95442929133515475 63.221793548280495 8.5000000000000018 621.50000000000011 236.31585917093747 45.905960509430251 0.51612903374594643 284.55766296386724 34436.500000000007 6.9955854443435941 58.478246896878254 1.5000000000000002 217.72710075547292 2.5000000000000004 200.17514421272207 -57.956214904785149 55.960198493115833 742.75000000000011 8.5000000000000018 586.25000000000011 1.5000000000000002 14.500000000000002 11.500000000000002 943.25000000000011 31.500000000000004 0.78618169857808506 7.5000000000000009 1.2859396840971231 626.25000000000011 49.002887725830085 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 28 8 6 7 -6 23 29 17 27 15 -14 -15 16 18 -11 30 22 21 -21 -20 24 -4 26 -5 -12 -3 -10 32 -32 -7 36 35 -35 37 -34 right_child=1 3 4 25 5 12 -8 -9 9 10 11 -13 13 14 -16 -17 -18 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 33 34 -36 -37 -38 -39 leaf_value=-0.0018238754820462 -0.0014773099196057702 0.00043651630549817506 -0.0001924005105686193 -0.0015886151498087431 -0.027412910750501514 6.5276508175537772e-05 -0.014431639145206102 0.0026752839604711393 0.0018181681276983463 0.0060684824482034189 0.0051908935021457341 0.0034387612325303268 0.0011146466115381545 -0.050657266106705678 -0.0036356943132012142 0.012666908998068866 -0.027860762160194931 -0.036590033989099387 -0.0055117407839346275 -0.0242219577462356 -0.011688162372549103 -0.0017810384646448163 0.010269664746033727 0.0011559222402254979 -0.0037423269297577008 0.00072444472970331457 0.00022243958566822291 -0.016798417459854057 -0.0015840951462978952 0.00028008004875033834 0.0021052282046766986 -0.030131266624542571 -0.0026011555334199223 -0.012788087355664281 -0.003227382942384407 -0.051522086074690464 0.00092533450617043108 -0.032830442438043533 leaf_count=15075 62273 16551 33781 37703 103 274819 798 816 46703 6208 146 672 62652 65 106 408 105 34 312 119 994 9814 782 28214 5163 74612 80507 420 49736 36924 12880 83 4610 726 2953 39 7830 119 internal_value=0 -0.00537416 0.00309753 -0.00261789 0.00376524 0.00130574 -0.0807221 -0.00794585 0.00968821 0.0159798 0.0494482 -0.0367132 0.00167695 0.0120059 -0.245226 -0.000372669 -0.000559499 0.0665369 -0.000454168 -0.0243442 -0.0333664 -0.0233705 0.0657709 0.00115304 -0.00755914 0.00071334 -0.00404953 -0.126849 -0.0123081 0.0129862 0.000490327 0.0216482 -0.000451871 -0.0206464 -0.0638546 -0.168308 -0.00785487 -0.0383279 internal_count=875855 321382 554473 259109 539398 381133 1717 919 158265 91107 7480 1238 379416 62823 171 316593 316185 6242 316080 12021 10927 9933 1094 67158 38944 192822 118210 566 66287 83627 304059 12963 291096 16277 3718 765 12559 4729 shrinkage=0.0877126 Tree=46 num_leaves=39 num_cat=0 split_feature=0 1 25 21 25 6 18 13 25 9 22 6 4 25 20 29 13 22 18 4 0 7 22 6 17 7 14 23 13 24 19 7 22 15 21 21 13 21 split_gain=13.1975 11.6827 12.3328 10.1984 23.085 23.6742 23.3262 25.1941 27.6519 16.1018 15.3985 12.6636 14.5425 14.1053 11.8878 9.49167 10.3308 9.4671 9.41013 9.26541 9.20758 9.05446 8.96586 9.74933 8.75677 12.0716 8.59276 18.3205 12.6534 9.47891 9.02339 13.8738 8.55723 12.6613 9.30099 8.52936 8.51218 8.45018 threshold=48.000000000000007 726.50000000000011 858.25000000000011 1.5000000000000002 1184.7500000000002 0.34616666130251589 1.5000000000000002 44.390226100684295 1397.7500000000002 0.92653590967674071 2431.5000000000005 0.24591380811063152 41.000530242919929 969.25000000000011 0.71239887481192365 1.4113259148453536 35.523497830038536 4619.2500000000009 6.5000000000000009 45.000905990600593 22.000000000000004 -3.8611309528350826 5052.7500000000009 0.80737707720603458 57.819831114269412 -42.273687362670891 39.9684854725243 1.336672092620786 85.780903287950238 7.5000000000000009 3965.5000000000005 -66.757671356201158 768.25000000000011 0.39247528341664456 5.5000000000000009 10.500000000000002 296.96063621051115 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 18 11 14 -6 9 8 -8 10 -7 12 13 -3 21 16 -2 -11 20 -17 -1 -5 -13 24 -24 36 -12 28 -28 -29 -30 -32 33 -16 -34 -4 -26 -22 right_child=15 3 35 4 5 6 7 -9 -10 17 26 22 -14 -15 32 19 -18 -19 -20 -21 37 -23 23 -25 25 -27 27 29 30 -31 31 -33 34 -35 -36 -37 -38 -39 leaf_value=0.00043633004634602198 -0.0013448634343777544 0.0073739156783777828 -0.0017379200578688386 0.000342589401157085 0.0024670207161551008 -0.00074187930861602117 -0.033427450872612396 -0.0046936265522719749 -0.0055882873938751737 -0.00082787912924629629 -9.2527545618036893e-05 0.0032266239799096791 0.0039190284824813732 -0.012863253814239452 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0.0232931 0.00944966 0.0191388 0.0751553 -0.0908981 -0.110485 -0.184399 -0.0486584 -0.235234 -0.180732 0.00943288 0.00271024 0.0158256 -0.021451 0.00261981 -0.00448806 internal_count=875855 745585 445613 299972 249159 47786 38035 5460 1098 32575 9110 50813 2814 1724 201373 130270 109939 23465 416608 20331 416221 2256 47999 23692 19291 2438 4883 4009 1826 2183 1330 925 199117 97054 102063 29005 1182 230684 shrinkage=0.0877126 Tree=47 num_leaves=39 num_cat=0 split_feature=11 7 27 28 9 15 26 4 5 5 12 16 0 14 28 21 21 17 15 15 12 26 29 16 27 23 28 5 12 24 18 11 24 28 7 27 27 16 split_gain=11.5785 14.2486 16.1392 14.0164 11.918 9.72357 10.2135 14.2394 9.30985 8.95796 9.41501 8.1987 7.89107 8.18302 11.6512 6.84491 6.81639 9.92181 6.64418 7.541 17.9158 6.93754 6.71798 6.62424 6.53366 7.53841 7.50198 7.28718 15.9716 10.1365 8.58595 7.22568 6.60466 12.9938 8.93537 8.30702 7.10152 6.24939 threshold=0.87144123606889579 -1.0000000180025095e-35 7.5000000000000009 301.25000000000006 0.95442929133515475 0.25955126115673416 0.61272711247856682 44.385871887207038 102.17850494384767 40.000139236450202 124.71930009000631 228.45395926978259 49.500000000000007 73.960297420389068 777.25000000000011 1.5000000000000002 6.5000000000000009 64.971182514373112 0.20261760203723914 0.69900751327956501 486.29141392239836 1.529030417918962 0.35037192345271562 244.93289933735142 16.500000000000004 0.4286354900704677 1135.7500000000002 70.000457763671889 157.02996026178616 2.5000000000000004 1.5000000000000002 0.70002413127413143 5.5000000000000009 1027.2500000000002 -76.425609588623033 11.500000000000002 3.5000000000000004 209.29636243386247 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 11 6 -3 -8 12 10 -2 15 13 16 -15 18 17 -6 21 -20 -21 22 -1 -7 25 26 -19 28 32 -30 -31 -26 34 35 -27 -34 -36 -22 right_child=9 2 3 -5 8 23 7 -9 -10 -11 -12 -13 -14 14 -16 -17 -18 24 19 20 37 -23 -24 -25 31 27 -28 -29 29 30 -32 -33 33 -35 36 -37 -38 -39 leaf_value=-0.001835888031923814 0.00033046758987414208 -0.00056615777800895356 -0.014794276889322213 -0.00028219120341092352 0.00095422551779870979 -0.0018600555149041827 -0.0155435374000237 0.0037599008752527492 0.0048073176847172753 0.0016065954420357905 -0.0056180080944289064 0.00047311200023618242 -0.0010287883796957042 -0.052633675315473874 -0.0052545401698335182 -0.0011380327698079684 -0.00026786613765493971 -0.0024506056548311496 0.0024715259497095896 0.00090668641074082121 -0.0043469821352946202 0.0075356127074348691 -0.02065487839498048 0.0035933320042052805 0.011165323241921564 -0.02087462949594018 0.018117798753992598 0.011705007342945739 0.01246068425843014 -0.033479036026141731 -0.0050846971963925802 0.00047272956631748723 0.010556487327928011 -0.02350296741554499 -0.011378662435680809 -0.0033182761627381947 0.011384126992027465 -0.023682935011442086 leaf_count=279 157667 1155 513 272093 117183 51211 1323 378 4161 49222 2074 59485 20052 51 184 83001 33464 203 10591 2167 201 192 306 1773 1700 83 416 428 77 216 132 681 484 186 118 1057 991 357 internal_value=0 -0.00200902 -0.00670116 -0.00352858 0.00254448 -0.0221895 -0.0790268 -0.128304 0.00805063 0.00652158 0.00288711 -0.00385092 0.00695581 0.00933234 -0.177133 -0.00951479 0.0096107 0.0130298 0.0108616 0.0161066 -0.0308086 -0.079025 -0.133158 -0.0191258 0.0502464 0.0273737 0.129656 0.0105888 -0.0051359 -0.186255 -0.2589 0.0924279 0.0212346 -0.0182838 0.07849 0.0118516 0.102176 -0.190598 internal_count=875855 666892 328446 272606 338446 55840 2856 1701 181867 208963 159741 156579 177706 157654 235 97094 157419 123955 14093 13316 2725 777 585 52984 6772 4391 619 3772 3344 425 348 2381 2919 1727 1192 1541 1109 558 shrinkage=0.0877126 Tree=48 num_leaves=39 num_cat=0 split_feature=16 18 8 6 27 28 22 21 28 13 21 14 23 27 25 11 28 27 27 28 22 6 5 28 22 14 28 11 21 17 21 29 26 20 17 10 5 4 split_gain=11.3381 8.63065 7.30175 8.74095 9.48804 10.323 11.0728 8.43949 10.0917 8.89277 8.08508 19.3157 17.1331 24.8245 17.0103 14.7605 12.119 16.0708 11.8992 11.8417 12.3017 10.6224 15.1055 17.0137 9.65245 9.49284 9.44802 9.30937 9.2395 10.3332 10.1342 9.15384 8.33645 8.24425 8.12433 12.5634 10.6336 34.3451 threshold=172.87193077803207 6.5000000000000009 690.50000000000011 0.88235297177916816 9.5000000000000018 917.75000000000011 470.75000000000006 4.5000000000000009 301.25000000000006 38.14589326241552 1.5000000000000002 36.689982295141895 1.4719403333264722 5.5000000000000009 2819.7500000000005 0.67172196346769419 7677.5000000000009 2.5000000000000004 15.500000000000002 2041.5000000000002 4250.5000000000009 0.24591380811063152 141.22974395751956 1508.2500000000002 2541.5000000000005 59.680274583987845 5057.0000000000009 0.65395350499714844 3.5000000000000004 47.318291303980473 2.5000000000000004 0.60574135065468393 0.73240321324934543 0.71239887481192365 58.478246896878254 0.73224146919090949 141.22974395751956 43.999996185302741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 7 -6 -7 -2 -9 -10 21 19 13 14 -13 31 17 25 -14 20 33 22 23 -4 32 27 28 -16 29 -19 -31 -15 -17 -12 36 -36 -23 -38 right_child=1 -3 10 -5 5 6 -8 8 9 -11 11 12 18 15 16 24 -18 26 -20 -21 -22 34 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 35 -37 37 -39 leaf_value=-0.00097655441316294063 -0.0006605470724694375 0.013060249791940188 0.00017788076732140108 -0.0010687759920985699 0.00032563331734865401 0.01986534988413266 -0.0050785365181012163 -0.017057848529963959 -0.0019928598092356022 -0.015636587542051689 -0.0029175757513945611 -0.0030562126705142943 0.0016216320407151377 -0.03955085386061951 -0.0038196424758365046 -0.013662554957186348 0.00011460711220794833 -0.00098717399669321477 -0.0040485127147346176 0.0040240568225947473 -0.018045260727823191 0.0020843698542722003 0.00024184468400411757 -0.023174941589367497 0.0039773680465086661 -0.0048854942613642694 -0.019893503323287553 -0.043702133934949018 -0.045010193268670382 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846 3304 7510 307071 57305 3754 53551 15753 shrinkage=0.0877126 Tree=49 num_leaves=39 num_cat=0 split_feature=0 14 11 22 28 18 6 24 24 28 8 20 20 13 16 22 7 1 14 9 25 22 26 24 19 25 12 11 26 26 8 11 4 14 26 27 30 28 split_gain=9.51578 9.37397 7.81463 7.00197 6.62029 21.0058 16.4045 12.336 11.8848 9.02419 11.084 12.5485 15.0649 20.281 10.827 9.48987 6.3981 6.09294 6.27262 6.04808 5.97247 6.24355 7.65994 7.55524 10.0827 5.70666 6.93382 14.3549 6.85287 8.55099 5.98219 5.67629 14.0582 7.23525 5.59329 5.5411 5.98433 5.67238 threshold=29.500000000000004 18.565850188942392 0.87990454729802436 298.25000000000006 959.75000000000011 1.5000000000000002 0.33886592678601729 16.500000000000004 7.5000000000000009 1135.7500000000002 432.50000000000006 1.1331952479176406 0.87603881304818254 56.112869104372365 235.57144373372583 1272.2500000000002 -3.270487785339355 1343.5000000000002 25.196159230825597 0.92787175995696913 617.25000000000011 539.25000000000011 0.49694685607918393 21.500000000000004 615.25000000000011 17295.500000000004 759.00923471598958 0.73272308336824488 1.8989977020213289 1.9472100829691559 19091.500000000004 0.81833474816072449 130.28132629394534 27.305585024108982 0.49694685607918393 17.500000000000004 1.0000000180025095e-35 817.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 8 25 -7 9 -5 15 -11 12 16 14 -14 -8 -12 18 -15 -13 -10 22 -22 -24 -25 26 31 30 -27 -30 -28 33 -33 -6 -18 37 -37 -4 right_child=1 2 35 4 5 6 7 -9 20 10 11 19 13 17 -16 -17 34 -19 -20 -21 21 -23 23 24 -26 28 27 -29 29 -31 -32 32 -34 -35 -36 36 -38 -39 leaf_value=-0.002096322050620561 -0.0013154510857175735 -0.00031666267435641213 -0.00093726491089054912 0.0013307628885262138 -0.0026553043079388708 0.003097893138761498 -0.00067224481336833396 -0.029807526327173726 -0.00019636178230431593 0.0031030109698157752 -0.0010206280563882023 -0.010565749023698109 -0.021287507292425498 0.0019333850238516667 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0.00211392 -0.00065146 -0.0916109 0.0353112 -0.227775 -0.0372611 0.000677002 0.0139015 -0.00691237 -0.14594 0.00860361 0.0191594 0.000341695 internal_count=875855 421615 361980 454240 444913 72865 10703 8683 372048 8523 5003 4357 2732 1309 891 3520 1423 418 101 1625 277454 132341 6791 5358 206 62162 57382 826 4780 97 706 56556 20622 35934 673 63537 27896 35641 shrinkage=0.0877126 Tree=50 num_leaves=39 num_cat=0 split_feature=0 7 25 21 11 9 28 26 9 15 14 20 29 28 20 21 5 17 11 29 28 16 12 26 9 15 6 4 6 8 21 14 30 12 22 29 19 6 split_gain=9.02997 9.28566 14.0385 11.8764 10.1327 9.75184 9.36812 8.79625 8.65564 8.63335 8.49234 7.99351 9.1248 8.88242 8.35171 7.52155 18.0941 9.6645 7.41877 11.5646 9.9775 10.6816 7.3223 7.05621 6.76521 7.85964 8.69605 8.18472 7.99718 6.59166 6.44812 8.87419 5.70544 7.03671 11.7241 10.8085 6.73595 5.7825 threshold=48.000000000000007 -1.0000000180025095e-35 243.50000000000003 3.5000000000000004 0.84635767632524717 0.95442929133515475 959.75000000000011 1.5892049369106911 0.94819890958551734 0.64895361151105913 23.579937051673372 1.0637436545797621 0.98311630965977381 813.25000000000011 0.6090344703591305 1.5000000000000002 52.61436843872071 59.397144671056175 0.69232387982387988 1.0433493793032251 2267.2500000000005 196.87219251336901 649.17009357883887 0.95133833089250175 0.93934796212281568 0.71782569336932533 0.88461539565633507 33.669271469116218 0.4230769390163443 3448.5000000000005 1.5000000000000002 22.222335322591039 1.0000000180025095e-35 59.816756826189703 704.25000000000011 0.19706684948448069 717.25000000000011 0.31173066429014212 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -3 6 11 8 9 10 -2 -4 14 13 -13 -1 17 23 24 19 20 21 -18 -20 -17 -8 26 27 28 -26 -9 31 -10 33 34 36 37 -6 -36 right_child=7 2 4 -5 32 -7 15 29 30 -11 -12 12 -14 -15 -16 16 18 -19 22 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 leaf_value=-0.0016795560873992246 0.00037786317236107841 -0.00124583648809248 -0.00058710948945767637 -0.015079772035032411 0.0016077382952264868 0.00089359293238322306 0.00061619160087397903 -0.0042384218606479861 -0.0073482186193585698 -0.0011286025587023392 0.0020892400138613132 -0.0033281822218248201 -0.00097056906737929887 -0.015045510287658295 0.00051114600085502653 -0.0032342479952721542 -0.0083002998645503433 0.0090168733518307814 -0.0051185572498963459 -0.0057020894280532955 -0.010469647962610348 -0.04095606401895463 -0.042473912386521442 0.0016566818281529266 -0.020785362354161972 0.002815428124997786 -0.037799977731561164 -0.00073069153764254377 -0.0055501949495409108 0.00024418856897556962 -0.00055958575480246047 0.00072588977882945748 -0.0014139649300551308 0.00028826321243858639 -0.022771621753117286 0.013843367279888358 -0.0160311275792244 0.0028425409458154621 leaf_count=15477 53653 1034 17012 887 8241 182497 5794 8589 2528 64394 19666 1773 20590 692 99218 6326 109 782 2630 718 332 263 41 3539 432 835 69 1080 686 3574 135794 1788 14183 198604 77 1210 170 568 internal_value=0 0.00132631 -0.00173555 -0.0870286 -0.00134864 0.00539351 -0.00650897 -0.00769918 -0.00400913 -0.00506091 0.00966674 -0.000958086 -0.0179488 -0.0754463 0.00245725 -0.0252068 -0.0400609 -0.00378352 -0.0959574 -0.154306 -0.24538 -0.357846 -0.0648934 -0.0168694 -0.0131527 -0.0508415 -0.0813905 -0.070417 -0.130393 -0.0333047 -0.0075892 -0.0456415 0.00328817 0.00460609 0.0301355 0.102095 0.0142651 -0.00245431 internal_count=875855 745645 425398 1921 423477 320247 200424 130210 176788 118047 36678 137750 23055 2465 114695 23636 13958 9678 4093 1422 704 372 2671 9865 8896 3102 2267 2198 1118 12163 140110 4316 223053 208870 10266 1855 8411 645 shrinkage=0.0877126 Tree=51 num_leaves=39 num_cat=0 split_feature=20 21 28 27 10 17 26 1 23 19 17 28 10 27 6 9 13 27 12 8 1 23 26 11 17 25 21 25 17 25 13 6 11 16 26 25 28 24 split_gain=8.21835 9.67298 16.3349 11.4626 10.474 7.98212 8.06127 6.63712 9.06851 6.49999 8.33452 6.45925 6.42938 11.7324 10.0659 11.3065 14.1713 11.7387 9.32509 11.6929 8.99021 10.8858 7.57056 7.4502 7.41398 8.63983 7.06406 14.0965 6.38361 6.71205 15.8505 16.3491 13.0357 10.6853 9.65611 9.14527 12.7404 8.49188 threshold=0.88809941670380466 9.5000000000000018 979.25000000000011 46.500000000000007 0.96845924242747394 33.780743709619493 0.043929241490217104 180.50000000000003 0.6751214300726246 729.25000000000011 89.97808782498322 684.25000000000011 0.69097643238999529 30.500000000000004 0.51908393111751017 0.94603285370905754 70.117297813771543 8.5000000000000018 486.29141392239836 10005.000000000002 450.50000000000006 0.36328749168542313 1.0000954745083066 0.72130155723905742 59.397144671056175 4879.5000000000009 4.5000000000000009 440.25000000000006 70.135706997491084 3844.5000000000005 95.084523097420302 0.93103449216741307 0.53361950292061633 227.82041840427368 0.84602508936475396 4879.5000000000009 4294.0000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 7 5 -4 -2 -7 -3 -9 10 -10 -12 13 18 15 -14 17 22 -8 -20 -19 -22 23 -17 -18 -26 27 -23 29 -16 34 37 -33 -34 35 -31 -37 -32 right_child=1 2 4 -5 -6 6 12 8 9 -11 11 -13 14 -15 28 16 24 20 19 -21 21 26 -24 -25 25 -27 -28 -29 -30 30 31 32 33 -35 -36 36 -38 -39 leaf_value=-0.00049500240825930031 0.001516566213773745 -0.014068817808352282 -0.034389572149621933 -0.037349464568387482 0.023194230140814693 -0.015181048594865318 -0.00022826958307710425 0.0084444023149321274 0.0008428706358356167 0.003262703454976501 -0.032241633803129881 0.0030054251634516198 -0.0015911946411954431 -0.0045992287559125013 0.00052028603177920526 -0.0079602313118912037 0.0017539621831316971 0.0036101356394638504 -0.039097885931296122 -0.0048747050165193363 -0.039913072765835202 -0.020769375426539775 0.00018486152226455517 -0.0025450934658557858 0.0024296303035699247 0.015458256615724066 -0.0010757876219507866 0.0015851490317253349 0.0032435581618551904 0.0021986829167245916 0.0035227603730841701 0.0061886431443648601 -0.010379743547570723 -0.053902528460582452 -0.029700069573106832 -0.034521780979663332 -0.0048724961256786208 -0.0024426798197051134 leaf_count=194731 27914 210 150 63 29 269 198343 1426 33352 10311 104 65 43190 4978 261834 2518 16999 5435 80 1925 53 220 5622 8737 916 684 24513 16030 6398 374 3278 85 75 103 195 180 293 4173 internal_value=0 0.00172332 0.0157842 0.000713318 -0.28571 0.000755607 -4.13911e-06 0.0169711 0.0177941 0.0152409 0.00848702 -0.213026 7.25313e-05 -0.00447994 0.00239831 -0.0050539 0.0018622 -0.00528532 -0.00328841 -0.0711439 0.00295198 -0.00213557 -0.0278595 -0.0428283 0.026122 0.0911998 -0.0015467 0.0146217 0.00575913 0.00502094 -0.0222143 -0.00657701 -0.251617 -0.405464 -0.137979 -0.0917892 -0.184187 0.00207224 internal_count=875855 681124 45647 635477 179 635414 607500 45468 45258 43832 33521 169 607231 205326 401905 124917 81727 63128 200348 2005 46251 40816 16877 11255 18599 1600 40763 16250 276988 270590 8756 7714 263 178 1042 847 473 7451 shrinkage=0.0877126 Tree=52 num_leaves=39 num_cat=0 split_feature=11 7 0 30 7 16 25 27 23 23 15 25 23 14 11 9 27 18 18 25 20 27 29 28 9 25 17 21 1 5 11 9 1 13 28 7 26 11 split_gain=7.41455 9.91043 7.67121 7.28495 6.93755 8.57248 8.35523 8.32989 9.94646 11.8845 16.5536 15.2979 12.7291 12.8251 7.71842 8.90299 8.12225 7.63002 7.34167 7.33697 9.22349 8.00897 7.36466 8.79059 7.33421 6.87758 6.71156 14.7258 7.46322 7.18153 7.10136 7.5184 14.2779 8.89503 7.18677 8.82123 6.70762 6.59299 threshold=0.86805805896018595 -16.699242591857907 48.000000000000007 1.0000000180025095e-35 -43.24641036987304 100.55952308100281 1139.2500000000002 5.5000000000000009 1.2480165004061787 0.68857018836457529 0.72366929669600344 1680.7500000000002 0.72001850994909777 36.689982295141895 0.70002413127413143 0.98596715001790203 21.500000000000004 1.5000000000000002 1.5000000000000002 647.25000000000011 0.56308032375695738 14.500000000000002 0.12302291592011882 1631.7500000000002 0.96353244757463685 306.25000000000006 63.221793548280495 1.5000000000000002 1479.5000000000002 16.000240325927738 0.63363925998334614 0.93164853144096205 2885.5000000000005 175.23153821335356 513.25000000000011 -12.484721183776854 0.94506382147739187 0.56892717497556222 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -2 6 36 19 24 9 -9 12 18 13 -11 16 -16 17 -14 -12 21 -21 -1 -22 -24 -8 -3 30 28 -28 -29 31 -27 34 -34 -33 -36 -6 -13 right_child=3 25 -4 -5 5 -7 7 8 -10 10 11 37 14 -15 15 -17 -18 -19 -20 20 22 -23 23 -25 -26 26 27 29 -30 -31 -32 32 33 -35 35 -37 -38 -39 leaf_value=0.00086310966705767345 0.00057946480410504592 -0.0045865488278062682 -0.00090839848321287503 -0.001281346170719157 -0.00053417240964168881 0.0013107395603754182 -0.00085680522433926741 0.00070087892946486818 0.0020041879306678654 -0.0025204928446988118 -0.00036787263572135299 0.0027140424951382657 -0.0042685893231644246 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0.0179377 0.00068138 -0.00467803 -0.00433291 -0.0300821 0.0603898 -0.0465531 -0.00370564 -0.0272338 -0.0918954 0.0198157 -0.173252 -0.20327 0.135648 -0.33163 internal_count=875855 653710 235167 222145 200740 46640 154100 28644 11061 8676 6169 994 5175 170 5005 1902 3103 3080 556 125456 61743 63713 56665 56586 17583 418543 415531 9882 1522 8360 405649 12435 1571 662 909 816 596 438 shrinkage=0.0877126 Tree=53 num_leaves=39 num_cat=0 split_feature=16 16 26 9 8 27 21 27 20 25 22 27 14 26 19 25 22 10 20 24 13 0 25 20 9 21 19 16 22 26 19 26 27 20 27 22 4 6 split_gain=7.25029 5.65276 8.95751 9.24315 10.0146 6.97247 5.56006 10.3777 10.1598 9.77002 8.52009 7.96072 7.01784 9.16755 6.79662 9.83219 11.0377 7.71665 8.71404 11.888 9.8615 6.69918 7.14611 6.68119 6.32846 6.47661 6.06281 5.95203 5.73074 5.64033 5.48832 5.48547 5.66214 5.34953 5.68962 6.80667 6.47283 5.3385 threshold=165.23837311337314 100.55952308100281 3.1861946457117947 0.94925076813538389 7991.5000000000009 11.500000000000002 9.5000000000000018 45.500000000000007 0.99999189902950392 1012.2500000000001 614.25000000000011 29.500000000000004 19.055093572283806 0.75596582675399315 390.75000000000006 669.25000000000011 494.25000000000006 0.85605964587466066 1.0298978492220752 21.500000000000004 41.576146943485817 29.500000000000004 775.25000000000011 0.22327619572419136 0.95442929133515475 2.5000000000000004 708.25000000000011 233.52024892154836 826.25000000000011 1.6915915157636536 174.25000000000003 0.93626540379195922 26.500000000000004 0.2023329996890306 3.5000000000000004 1627.2500000000002 49.386671066284187 0.65517243541926973 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 33 7 11 -9 12 -10 21 14 -14 15 16 30 23 28 -20 -21 -2 24 -16 -23 26 -26 -11 -19 31 -8 32 -24 -5 35 -35 -36 -15 right_child=6 -3 -4 5 -6 -7 9 8 10 27 -12 -13 13 37 17 -17 -18 18 19 20 -22 22 29 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 34 36 -37 -38 -39 leaf_value=-0.0044896928507551486 0.00033094211589481596 -0.0011326815164935842 0.022140925334081421 -0.0045977259479460381 0.012096037924074628 -0.0047215473387705034 -0.020424380455125936 0.0035896502275826409 0.0077676715313680532 -0.0091141661881976206 -0.055829683222294403 -0.0014346972588231072 0.0057308949887764898 0.0019922822931245582 0.0069304055968167268 -0.014040744158541006 0.011789879677669075 0.0031796681837770609 0.00087780265410345695 -0.0078265365572398934 -0.043536565105090623 -0.0017264579729347679 -0.0003831456943835262 -0.0057286731342575531 -0.0027247495228389963 -0.00014799112524130543 0.00067826435255275341 -0.042158315170149063 -0.025143217618880716 -0.0014248883286191066 0.0010258697324328821 0.00096672327104049111 0.0070884832356407322 -0.010945766877338729 0.016367105010262784 0.011116045631924969 -0.014422301471771558 2.9342370580412193e-05 leaf_count=2108 377950 58291 165 210 323 387 100 67 21 167 71 27905 3548 23234 348 235 975 2964 381 131 109 28626 45298 4097 14871 168307 5524 56 56 13055 1115 73317 794 178 848 272 56 19695 internal_value=0 -0.0102646 0.0236946 0.015082 -0.0260623 0.0663489 0.000884353 0.000164863 -0.255285 0.0103894 -0.471003 0.000218614 0.0112069 0.0164842 -0.0121281 0.0343059 0.0551643 -0.0260537 0.00807924 -0.0998048 -0.274132 0.000854192 -0.00229961 -0.0540127 -0.00582836 -0.0037266 -0.0205562 -0.198515 0.0302633 0.00348986 -0.00843189 0.00564747 -0.0029008 0.0960863 0.119119 0.0272409 0.164854 0.0124466 internal_count=875855 62838 4547 4382 2431 1951 813017 755806 159 57211 92 755647 56988 46477 10511 2425 2190 8086 3641 621 240 727742 349792 4445 217328 188702 20395 223 3020 132464 1215 119409 46092 1564 1354 450 904 42929 shrinkage=0.0877126 Tree=54 num_leaves=39 num_cat=0 split_feature=18 16 16 26 9 22 17 16 32 22 23 20 0 14 24 16 7 25 21 5 7 8 14 17 21 16 9 25 26 1 6 21 24 22 25 28 24 22 split_gain=6.48709 6.42973 7.78305 7.6448 7.869 8.07284 6.81219 5.22584 5.78032 5.98202 5.89549 5.16926 5.23396 9.14553 5.33247 5.09568 5.5383 9.17763 10.8147 7.39608 6.95908 7.58256 8.03983 6.88185 13.5461 9.08427 9.00262 5.76997 8.18195 5.61202 7.6147 5.67941 11.0822 6.74909 7.36906 6.51752 5.48426 5.41238 threshold=6.5000000000000009 146.48184100418413 100.55952308100281 3.1861946457117947 0.94872028822758758 6965.7500000000009 36.490110183145568 190.76570359192854 1.5000000000000002 806.25000000000011 1.2746984925202181 0.43807115061786994 24.000000000000004 28.927069581631553 4.5000000000000009 178.238466864776 -16.699242591857907 243.50000000000003 3.5000000000000004 16.999626159667972 -79.196342468261705 475.50000000000006 13.471689431785725 63.221793548280495 1.5000000000000002 216.38639545855784 0.97691407233478933 339.25000000000006 1.0095288539144474 145.50000000000003 0.59090909879069831 1.5000000000000002 5.5000000000000009 467.25000000000006 1812.5000000000002 708.25000000000011 7.5000000000000009 631.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 7 8 9 10 -3 -6 -13 -14 -15 -8 20 18 19 -18 21 29 36 -19 -25 -26 -27 28 -22 -17 31 32 -31 -33 35 37 -23 -35 right_child=-2 6 -4 -5 11 -7 15 -9 -10 -11 -12 12 13 14 -16 16 17 23 -20 -21 27 22 -24 24 25 26 -28 -29 -30 30 -32 33 -34 34 -36 -37 -38 -39 leaf_value=-0.0050888835143502896 0.011209966288126523 0.0031156786707540844 -0.0021377697618196159 0.020521172584526664 -0.0029982221121381825 0.0066195309389181492 -0.00077214351283680252 0.00053582223075324641 -0.00055864163779967421 0.0084214800252934898 -0.011419283100341206 0.013968443818750989 -0.0054911176022453927 0.014782026109892309 -0.017932571611752855 -0.0017134597760939633 -0.014275243955315072 -5.7938674889177699e-05 -0.01355170353944524 0.0064830134824793795 0.020951557197512849 -0.027223155751824109 -0.00086382472001793711 0.0077428065961265419 -0.0029894835476606189 -0.017380018221230958 0.010258298926996754 0.00073077279429188582 0.00064691061274648647 -0.0005961234145618826 3.7777749014131975e-05 0.0083741499213215356 -0.047574568980130794 0.002810598037878166 -0.022444450282604451 0.0079297187804318551 0.011995589138074993 -0.0071926658889844598 leaf_count=1822 397 6522 20200 163 451 603 65434 45260 3200 1728 222 613 448 439 42 4006 177 515285 844 520 263 142 45650 826 5511 627 106 139848 364 669 7297 2592 41 1520 89 1327 34 573 internal_value=0 -5.46576e-05 -0.0159329 0.0212815 0.0134349 -0.0248251 0.000407889 0.0109742 0.0298404 0.0435172 0.0300665 0.059988 0.0875307 0.0402052 0.135961 -0.000349988 0.00040947 -0.00131305 -0.0783722 0.0138127 0.00482412 -0.00382423 -0.0106708 -0.00108571 -0.032073 -0.0479935 -0.15258 0.00876058 0.104476 0.0134967 0.0228761 0.0469231 -0.0377251 0.0567739 0.0281883 0.0355809 -0.223991 0.000820947 internal_count=875855 875458 24781 4581 4418 2425 850677 56932 11672 8472 6744 1993 1542 929 481 793745 728311 523896 1541 697 204415 63940 45826 522355 7070 6244 733 140475 627 18114 14108 6811 710 6101 3509 3420 176 2093 shrinkage=0.0877126 Tree=55 num_leaves=39 num_cat=0 split_feature=11 7 27 20 28 4 1 11 9 14 5 21 21 23 5 4 5 22 16 11 13 26 23 7 25 27 4 22 29 29 19 27 16 19 18 9 28 23 split_gain=5.91204 7.55712 12.352 8.98719 7.38545 6.7804 21.6602 9.65009 10.2794 8.05664 12.4061 7.69137 7.0051 9.42497 8.85796 8.73931 8.34299 8.45264 7.3601 6.77186 6.60597 6.45988 6.31621 9.77501 11.399 7.34116 11.37 8.78573 8.45025 8.25216 10.4212 9.9891 7.96023 6.41473 11.6274 12.1717 9.62974 6.0371 threshold=0.87063628071533217 -1.0000000180025095e-35 7.5000000000000009 1.1121825869166297 301.25000000000006 45.000905990600593 3031.5000000000005 0.67968901112185698 0.89760720367024327 38.174429513095532 66.000278472900405 3.5000000000000004 1.5000000000000002 1.4863548962589583 91.877048492431655 136.90820312500003 261.47535705566412 25966.500000000004 230.34318433725193 0.61761810565943698 126.50000443140078 0.99971358331521654 0.79542270352239208 -79.196342468261705 1247.2500000000002 22.500000000000004 58.000383377075202 1243.2500000000002 0.89861889373277426 1.3185846816066966 58736.500000000007 3.5000000000000004 100.55952308100281 1371.5000000000002 1.5000000000000002 0.9824126965104979 2394.5000000000005 0.94639711186864706 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 22 -4 6 7 8 -3 10 -10 19 15 14 -14 21 17 -17 -16 -8 -20 -7 -1 24 -24 29 28 -28 37 -25 31 -31 -33 34 35 36 -26 -27 right_child=-2 2 4 -5 -6 12 11 -9 9 -11 -12 -13 13 -15 18 16 -18 -19 20 -21 -22 -23 23 25 33 26 27 -29 -30 30 -32 32 -34 -35 -36 -37 -38 -39 leaf_value=-0.00042728007444564902 0.00038685818655373645 -0.0015954777857324907 -0.010767422182556939 -0.00093422557768424485 -0.00018153987142153282 0.0082794887245569212 -0.045074862727015184 -0.0014552320922566015 -0.0087466741178757711 0.010446970622540904 -0.02767208044593418 -0.055479631668037467 -0.0027086626614944722 0.0017099582734773858 -0.012791037182444922 -0.0056837746284755823 7.4299926760467672e-05 -0.031435055653675714 -0.061877620318571816 -0.012278519601397695 -0.018940686105506532 0.0015272068529220584 0.00018263840649053678 0.0013795770824626982 0.0024768182635041668 -0.0019537609383939989 -3.3737397844703578e-05 -0.055748317314804806 0.00030539879759634695 0.0035074088632617035 -0.023787875135310992 0.012801716110365546 -0.00066608189297394415 -0.0024679589615437683 -0.030293554716322037 -0.043386634159250127 -0.016913962088260421 -0.0091538854200049358 leaf_count=64767 212087 1821 508 50447 269758 1386 52 41391 1288 125 336 37 579 1088 355 270 834 154 51 707 60 5105 27425 122731 665 3202 38 51 17848 5447 142 341 34283 8716 174 62 280 1244 internal_value=0 -0.00165432 -0.00508986 0.00165962 -0.00229656 -0.0186583 -0.0237884 -0.0208935 -0.0707781 -0.125531 -0.144361 -0.187306 0.00509614 -0.0456511 -0.113478 0.0190649 -0.0572187 -0.171433 -0.216103 -0.165603 -0.440854 0.0338492 0.00382037 0.00634873 -0.00841632 0.00932219 -0.00765919 -0.364373 -0.00623515 0.0116549 -0.000777652 0.000180656 -0.00608171 -0.0375083 -0.106671 -0.0654253 -0.0372649 -0.0452429 internal_count=875855 663768 325905 337863 270266 55639 45757 44961 3570 1749 1624 796 9882 2133 1045 7749 1258 424 466 759 111 6491 287416 222649 37322 185327 22383 89 22294 162944 40213 40071 34624 9897 1181 1007 945 4446 shrinkage=0.0877126 Tree=56 num_leaves=39 num_cat=0 split_feature=18 20 29 11 21 18 27 22 17 19 19 14 29 26 18 23 12 12 14 0 29 21 19 23 21 25 27 18 16 6 26 29 27 11 18 5 20 9 split_gain=5.62674 5.31808 8.42752 7.32108 6.15698 11.9728 8.20382 6.88134 6.45857 6.44109 7.7923 6.88738 6.02746 8.34302 5.94714 7.58497 9.04229 7.95498 7.00872 5.54129 8.63176 5.97047 7.2763 9.21073 8.83357 7.6163 10.1664 7.59287 7.12628 14.0779 6.8813 8.19349 6.91619 6.85877 6.77218 23.7902 20.2158 10.0119 threshold=6.5000000000000009 0.89095436145529949 0.048206326586302944 0.8509752048967737 9.5000000000000018 3.5000000000000004 46.500000000000007 1217.2500000000002 33.780743709619493 732.25000000000011 600.25000000000011 27.141723431274915 0.29414115766210563 0.683789125093473 4.5000000000000009 0.99004750005627984 67.713203435596441 86.387824638055193 17.100137966577886 51.000000000000007 1.2097997370476936 6.5000000000000009 586.25000000000011 0.17186296908726004 1.5000000000000002 1184.7500000000002 21.500000000000004 3.5000000000000004 220.97420544403897 0.52402957166213304 0.23340129579999921 0.17686096724815017 16.500000000000004 0.95001467997651212 1.5000000000000002 46.000003814697273 1.1086324707692825 0.93045326995392474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 -3 6 7 8 12 -4 10 -7 -11 -6 -14 -1 16 18 -18 -16 21 -21 22 24 -24 28 -25 30 -26 -10 33 31 -27 34 -30 -32 36 -36 -37 right_child=-2 2 4 -5 5 9 -8 -9 19 11 -12 -13 13 -15 15 -17 17 -19 -20 20 -22 -23 23 25 27 26 -28 -29 29 -31 32 -33 -34 -35 35 37 -38 -39 leaf_value=-0.0003492120492627529 0.010369884880769592 -0.014818750453020502 0.0013717920210707742 0.0073498676542864613 -0.012123466563339146 -0.00023779460894748173 -0.032927895724434303 -0.033055221156668653 -0.0017808979606168153 0.0053592128024853442 -0.0051619712880631285 -0.011226907023361635 0.0083236815402504567 0.0018342716127490205 -0.0063404358370222061 -0.047487064430266818 0.006658685281253328 -0.010438661873723044 -0.023830291805385435 -9.7693561429897582e-05 -0.0025211261549075844 -0.00049931098090080968 -0.022866956260289707 0.00073620199009364327 -1.1219396184676415e-05 -0.0053001999636787585 -0.033952518551650712 -0.0048984088601890909 -0.016311530609488391 -0.0025667621060778837 -0.00024140223262444549 0.010383952430095125 0.006237740991780762 -0.046800864269699489 -0.025865230380557488 -0.0068695846788263421 -0.00023335289062372856 0.001977837225547343 leaf_count=194549 403 508 27681 148 229 6881 58 43 7938 1714 3859 217 1604 30629 777 32 693 300 228 35949 16496 108672 130 225455 134630 353 69 2491 448 1095 63795 935 1193 65 600 1427 391 3170 internal_value=0 3.70584e-05 0.00136334 -0.111926 0.00147292 0.0127517 0.000668026 0.0229159 0.000702486 -0.0133226 -0.0228828 0.0398496 0.0234454 0.024594 -0.00454317 -0.058389 -0.0506532 0.0170252 -0.117523 1.93972e-05 -0.00980427 0.000951288 0.00257674 0.00541847 -0.00318779 0.0055348 -0.00342454 -0.00114011 -0.032601 -0.0933073 -0.00305616 0.0693791 -0.00437809 -0.230009 -0.00567616 -0.0390574 -0.179588 -0.00876246 internal_count=875855 875452 678873 656 678217 45176 633041 32505 632983 12671 10740 1931 32462 32233 196579 2030 1998 993 1005 605302 52445 552857 444185 297518 146667 297388 71933 137121 9546 1608 71864 1288 70576 513 69383 5588 991 4597 shrinkage=0.0877126 Tree=57 num_leaves=39 num_cat=0 split_feature=0 25 27 8 18 21 27 17 9 20 21 25 22 19 27 20 4 20 24 24 16 10 28 12 14 11 27 25 20 5 4 14 20 12 20 19 32 19 split_gain=5.33287 5.79208 6.84147 7.77173 4.89726 6.01349 6.89523 6.27822 8.9887 7.25548 5.32214 6.9496 6.51415 8.57007 9.31499 6.19468 7.39268 6.32048 8.02925 6.01024 5.82766 5.74203 5.49102 6.02565 6.14339 5.48528 5.32825 5.26947 5.18002 5.00633 4.91504 6.97335 8.46284 5.93442 5.28903 4.88828 4.86555 5.26986 threshold=35.000000000000007 772.25000000000011 10.500000000000002 1176.5000000000002 3.5000000000000004 9.5000000000000018 46.500000000000007 78.206764548236038 0.96838689995073202 1.4184902317563688 6.5000000000000009 979.25000000000011 633.25000000000011 542.25000000000011 36.500000000000007 0.73746777520878137 15.00030040740967 0.26492896725853793 13.500000000000002 7.5000000000000009 210.49202381288993 0.52536319598624781 682.25000000000011 135.84366876077092 28.927069581631553 0.74786777706134111 39.500000000000007 243.50000000000003 0.93729500263472032 241.02397155761722 15.00030040740967 15.945524750029037 1.0827188453060363 85.855339059327392 0.70640285344555742 203.75000000000003 1.5000000000000002 1110.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 6 7 10 9 -9 15 12 20 14 -14 16 17 -1 35 -13 26 -16 -21 24 -24 -26 -12 -6 -27 -18 31 33 34 -7 -33 -19 37 -37 right_child=1 -3 3 -5 27 30 -8 8 -10 -11 11 19 13 -15 21 -17 29 18 -20 22 -22 -23 23 -25 25 28 -28 -29 -30 -31 -32 32 -34 -35 -36 36 -38 -39 leaf_value=-0.0012799886225966475 -0.0015032315775108181 0.00019363263783340852 -0.00016976191305056334 -0.0034037607793588678 -0.017343078515033975 -0.00049840113174536634 -0.039943048147498932 0.0012442878188551362 0.0071804226146519609 -0.019589487920406871 -0.00270491940383971 -0.037445936224552868 0.005500966095734282 4.039169699987346e-05 -0.039534234321827892 0.00038466344666526883 -0.0018187421609450842 -0.0073400800944090037 -0.0052430516296653558 -0.030380158338097613 -0.00048233353313090172 -0.0046392924016946616 -0.0050000634241268768 0.0015438253733947676 0.00089345489745639448 0.0034759212906896784 0.021218171098108484 -0.00086077827889287448 -0.04475539265176838 0.020023385002186797 0.0018448350705406959 -0.017298771975917882 -0.039694096514781743 0.01818195250570909 -0.0013247218018756291 0.0031269659220309683 -0.00091641402428527155 -0.017191428046480248 leaf_count=11340 46982 119877 148385 5946 150 2228 33 7031 2286 131 13810 48 3463 34158 53 342581 24534 426 1299 66 38190 115 359 611 43 21 72 29056 93 81 25959 230 63 139 520 12266 3111 99 internal_value=0 -0.00329548 -0.00657242 -0.00335596 0.00182488 0.00252541 0.00170572 0.00173611 0.0272675 0.00984143 0.00124063 -0.00565049 -0.00462409 0.00537044 0.0515599 0.00282702 -0.0072171 0.00373483 0.0158177 -0.0799722 -0.0118772 -0.178399 -0.066013 -0.0495952 -0.129163 -0.29416 -0.0294238 -0.0107787 -0.408957 -0.0199158 0.0164871 -0.02062 -0.100523 0.00682441 -0.0709525 0.0219927 0.0249016 0.0337955 internal_count=875855 321190 201313 154331 554665 525459 496320 496287 9448 7162 486839 91102 89861 37789 3631 395737 53156 28541 17201 1241 52072 168 1193 1127 516 157 13882 29206 114 24615 29139 3180 813 2367 750 15902 15476 12365 shrinkage=0.0877126 end of trees feature importances: Column_16=255 Column_17=181 Column_20=112 Column_0=109 Column_29=108 Column_27=97 Column_9=90 Column_28=84 Column_11=82 Column_26=77 Column_21=73 Column_14=71 Column_25=70 Column_30=70 Column_7=65 Column_1=58 Column_22=53 Column_13=52 Column_32=51 Column_12=48 Column_5=44 Column_19=44 Column_23=40 Column_24=38 Column_6=37 Column_8=37 Column_18=37 Column_4=34 Column_10=31 Column_15=28 Column_2=18 Column_33=9 Column_31=1 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0877126] [num_leaves: 39] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 15331] [feature_fraction: 0.892456] [feature_fraction_seed: 888] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 209] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 100] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_2.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:220003] [0:19165.285714285714] [0:1] [0:497.14962768554688] [0:900.39019775390625] [0:1] [-90:90] [1:260258] [0.20987654320987653:1] [0:1] [0.1111111111111111:1] [0:3741.0144648186224] [0:1059.5611181807872] [0:526.92406768985688] [0:1] [0:255] [0:125.18925374192781] [1:8] [50:221674] [1.1317402203498209e-05:17.378234903782349] [1:22] [54:221674] [1.1317402203498209e-05:49.859999999999999] [1:39] [54.5:221674] [1.4177760764464861e-05:123.60573476702508] [1:67] [76:221674] [1.4177760764464861e-05:169.26404494382024] [0:3] [1:18] [1:18] [0:3] tree_sizes=826 851 854 852 853 853 858 857 853 860 867 856 857 865 857 862 867 868 865 868 868 860 858 864 856 868 863 871 854 874 866 861 855 859 868 858 871 859 866 868 865 864 868 852 861 876 861 841 870 862 834 875 864 859 828 869 868 836 859 859 858 870 849 829 861 861 857 842 856 831 847 819 836 847 842 852 849 852 835 859 832 848 851 852 847 857 858 846 855 871 839 842 843 835 845 858 837 821 869 827 860 856 847 838 826 840 834 820 839 830 867 872 859 844 844 847 857 863 828 834 827 839 848 854 850 852 823 842 853 833 830 842 826 812 827 840 858 847 850 859 856 855 858 847 843 849 852 846 851 844 855 825 833 842 830 853 844 826 828 847 856 845 852 844 824 842 845 845 823 842 843 850 852 829 854 843 830 860 854 856 849 837 863 844 846 827 826 831 827 855 854 852 854 849 849 840 845 867 835 849 842 824 851 841 837 825 822 849 846 844 Tree=0 num_leaves=9 num_cat=0 split_feature=16 32 16 16 32 20 32 17 split_gain=22497.1 5921.76 2929.56 2760.49 1643.58 1417.91 672.223 501.816 threshold=215.00813799933977 1.5000000000000002 193.59407779720283 228.56967142942756 1.5000000000000002 0.6112480043377414 1.5000000000000002 89.662319375954809 decision_type=2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 7 -1 right_child=1 5 4 -5 -6 -7 -8 -9 leaf_value=0.50263041057644298 0.54452679803130721 0.48154687187969059 0.52564567985371646 0.56177137374388919 0.4878588675938062 0.53228729464836466 0.48014524735140102 0.53235372966538552 leaf_count=140932 240846 18908 183738 255836 16789 12051 17282 8023 internal_value=0 0.132242 -0.190212 0.158691 -0.108838 -0.292086 -0.288371 -0.266711 internal_count=894405 527641 366764 496682 200527 30959 166237 148955 shrinkage=1 Tree=1 num_leaves=9 num_cat=0 split_feature=16 32 16 16 32 20 16 32 split_gain=17609.8 4907.04 2507.54 1943.53 1162.74 1135.99 483.486 428.327 threshold=213.27798362313771 1.5000000000000002 227.47675663682671 189.53727997614189 1.5000000000000002 0.64518165526230054 234.76307834277353 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 7 -5 -3 -4 -1 right_child=1 5 6 4 -6 -7 -8 -9 leaf_value=-0.028603241101814603 0.0068644092302560774 -0.046398144336200042 0.01865456369989027 -0.010409459759321888 -0.042176751908543093 -0.0014369523030618413 0.02833710731233206 -0.049057506404912285 leaf_count=129808 240568 21283 154591 180053 16838 11605 124365 15294 internal_value=0 0.110477 0.134191 -0.178261 -0.113545 -0.264118 0.198707 -0.266075 internal_count=894405 552412 519524 341993 196891 32888 278956 145102 shrinkage=0.115603 Tree=2 num_leaves=9 num_cat=0 split_feature=16 32 16 16 32 20 29 17 split_gain=13949.1 3392.32 2212.13 1504.64 1093.93 884.413 536.85 386.226 threshold=216.63530086899496 1.5000000000000002 199.14707294963688 230.91626136229493 1.5000000000000002 0.57468206067791139 0.63467377082411924 83.293633218288605 decision_type=2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 -1 -8 right_child=1 5 4 -5 -6 -7 7 -9 leaf_value=-0.032151938422286565 0.0094001748757973711 -0.043160008227065449 -0.0047821979104014601 0.022547597717556888 -0.036594825264463719 -0.0023509328042405028 -0.021777434438476389 0.0033568360115130559 leaf_count=79982 268568 16544 174535 205222 15749 12429 112566 8810 internal_value=0 0.110263 -0.141455 0.130576 -0.0641434 -0.22191 -0.214515 -0.172599 internal_count=894405 502763 391642 473790 190284 28973 201358 121376 shrinkage=0.115603 Tree=3 num_leaves=9 num_cat=0 split_feature=16 20 16 16 32 32 32 16 split_gain=10982.4 2427.24 2137.59 1012.75 984.496 556.234 494.473 447.714 threshold=218.78006585129762 0.56543306539131266 202.06342639680929 232.18544626671181 1.5000000000000002 1.5000000000000002 1.5000000000000002 173.86612638319761 decision_type=2 2 2 2 2 2 2 2 left_child=2 6 5 -3 -4 7 -2 -1 right_child=1 3 4 -5 -6 -7 -8 -9 leaf_value=-0.026327901064848579 0.0054556935680831215 0.0094186523172188463 -0.0024568823469866587 0.020599313317631932 -0.031959972378517797 -0.038635872083838771 -0.038273497142956657 -0.01506497970992305 leaf_count=75712 4518 266289 187087 182455 16444 22096 14698 125106 internal_value=0 0.105894 -0.115966 0.120797 -0.041872 -0.183618 -0.242138 -0.167048 internal_count=894405 467960 426445 448744 203531 222914 19216 200818 shrinkage=0.115603 Tree=4 num_leaves=9 num_cat=0 split_feature=16 32 16 29 20 16 32 16 split_gain=8700.74 2590.04 1528.47 937.505 607.489 400.077 399.285 364.907 threshold=211.38650172229652 1.5000000000000002 224.87997175141246 0.64171419826938603 0.70143939092710761 197.6342517293991 1.5000000000000002 236.61383460918617 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -3 -5 -1 -4 right_child=1 4 7 5 -6 -7 -8 -9 leaf_value=-0.020737690313592624 0.0027034846733238293 -0.031921101219807818 0.012957578105844464 -0.015768009356394757 0.0014043826611017573 -0.005747796357795305 -0.038461722191584648 0.021559661038031801 leaf_count=82212 209973 24605 241694 111875 10400 101623 21410 90613 internal_value=0 0.0731568 0.0901749 -0.133019 -0.19048 -0.0951398 -0.211064 0.132377 internal_count=894405 577285 542280 317120 35005 213498 103622 332307 shrinkage=0.115603 Tree=5 num_leaves=9 num_cat=0 split_feature=16 20 16 23 30 17 16 16 split_gain=6844.36 2189.7 1349.05 613.379 495.042 365.745 363.777 284.202 threshold=209.0468423335806 0.65334598046766901 225.70891105673718 0.65752966509369137 1.5000000000000002 78.541539685279659 181.2437776525052 237.63904696609782 decision_type=2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 6 -5 -4 right_child=1 2 7 5 -6 -7 -8 -9 leaf_value=-0.022953401374646677 -0.0045556913835580999 0.0024016528217642784 0.011838203140810943 -0.020156344538139959 -0.031292618215731483 0.0079817057353055929 -0.0091936439407633505 0.019954064035195618 leaf_count=83953 16096 248592 242681 57655 21774 12445 135574 75635 internal_value=0 0.0604235 0.0759754 -0.126522 -0.172387 -0.0971207 -0.107823 0.119085 internal_count=894405 604778 566908 289627 37870 205674 193229 318316 shrinkage=0.115603 Tree=6 num_leaves=9 num_cat=0 split_feature=16 16 33 32 16 32 16 0 split_gain=5478.69 1227.98 1170.92 618.608 386.482 336.328 315.031 198.083 threshold=220.74535721151207 203.33042121449679 2.5000000000000004 1.5000000000000002 233.1213982172471 1.5000000000000002 166.25732596232601 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 4 -3 -2 6 -1 -8 right_child=2 3 -4 -5 -6 -7 7 -9 leaf_value=-0.020563138384732785 0.0076749291957346477 -0.00097674099300379901 -0.022252900785749746 -0.023342909534831369 0.014890934261199151 -0.027916947425628263 -0.0057562595325726888 -0.014125414771156912 leaf_count=56842 255232 210118 15135 17937 162247 23051 66795 87048 internal_value=0 -0.0758716 0.0807432 -0.0236661 0.0906489 -0.126808 -0.114261 -0.0907562 internal_count=894405 461791 432614 228055 417479 233736 210685 153843 shrinkage=0.115603 Tree=7 num_leaves=9 num_cat=0 split_feature=16 29 20 16 32 16 17 16 split_gain=4274.25 1067.14 947.01 570.101 357.664 318.283 279.257 189.716 threshold=221.12994378819914 0.64171419826938603 0.53517822723707975 203.72138299770913 1.5000000000000002 234.079524095442 78.541539685279659 163.50550487690234 decision_type=2 2 2 2 2 2 2 2 left_child=1 4 -2 6 7 -4 -3 -1 right_child=2 3 5 -5 -6 -7 -8 -9 leaf_value=-0.02161209155602067 -0.019882754830651776 -0.011148864994578631 0.0070936138047119745 -0.00023403411627919392 -0.028204984326308302 0.013863490882396896 0.0080348168591252277 -0.010192424901316744 leaf_count=27139 15272 137109 268293 196797 28399 141895 10951 68550 internal_value=0 -0.0659064 0.0725161 -0.0372913 -0.145432 0.0816195 -0.0841669 -0.116184 internal_count=894405 468945 425460 344857 124088 410188 148060 95689 shrinkage=0.115603 Tree=8 num_leaves=9 num_cat=0 split_feature=16 32 16 20 12 16 17 16 split_gain=3365.85 1145.54 592.538 452.774 309.694 309.632 225.32 172.045 threshold=211.68496953708942 1.5000000000000002 223.66689782709201 0.69483003261305964 92.683766184073576 179.26231646644825 98.811948628365982 238.29662074473399 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -3 6 -5 -4 right_child=1 4 7 5 -6 -7 -8 -9 leaf_value=-0.018049666235123076 0.0012761600677685019 -0.025585844984543533 0.0081739271046320418 -0.015341530168729019 -0.0037235642042441792 -0.0047497544756123118 0.011482982889518198 0.014787591620285789 leaf_count=65591 183356 17986 291433 67827 16699 182920 4460 64133 internal_value=0 0.045877 0.0572142 -0.0820291 -0.130276 -0.0629832 -0.118392 0.0810255 internal_count=894405 573607 538922 320798 34685 255207 72287 355566 shrinkage=0.115603 Tree=9 num_leaves=9 num_cat=0 split_feature=16 20 16 26 0 30 17 32 split_gain=2688.21 968.685 548.659 282.53 233.102 228.794 163.174 158.754 threshold=208.71194556741881 0.65334598046766901 226.01892148784228 0.72902471020653969 37.500000000000007 1.0000000180025095e-35 78.541539685279659 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=3 5 -3 7 6 -2 -5 -1 right_child=1 2 -4 4 -6 -7 -8 -9 leaf_value=-0.011603931816749204 -0.00090652956813304028 0.0015868413852029631 0.0087914047130210147 -0.003140192745497674 -0.0099888781496285019 -0.019822707360668296 0.015114042686460332 -0.022594166694148841 leaf_count=95167 12871 258215 311891 66057 95974 25425 7264 21541 internal_value=0 0.0374793 0.0478211 -0.0800694 -0.0539733 -0.116477 -0.0115198 -0.117924 internal_count=894405 608402 570106 286003 169295 38296 73321 116708 shrinkage=0.115603 Tree=10 num_leaves=9 num_cat=0 split_feature=16 26 32 16 32 17 29 16 split_gain=2109.14 542.834 534.582 260.694 198.568 188.909 181.155 180.232 threshold=220.16904810505548 0.71182367304973659 1.5000000000000002 202.49426180979688 1.5000000000000002 83.293633218288605 0.66876623450229034 236.02749607551405 decision_type=2 2 2 2 2 2 2 2 left_child=1 4 7 5 -1 -3 -4 -2 right_child=2 3 6 -5 -6 -7 -8 -9 leaf_value=-0.0092434069302617418 0.0052936168718688689 -0.0080216876349152866 -0.020548276745709013 -2.2664136198691741e-05 -0.019829810782765536 0.0095554991286464584 -0.0007785423271172478 0.010905632855950729 leaf_count=111428 317474 120089 12599 181047 30068 8768 12185 100747 internal_value=0 -0.0480968 0.0490291 -0.0246647 -0.0994177 -0.0590437 -0.0936696 0.0574855 internal_count=894405 451400 443005 309904 141496 128857 24784 418221 shrinkage=0.115603 Tree=11 num_leaves=9 num_cat=0 split_feature=16 16 33 32 2 17 16 14 split_gain=1679.97 502.661 376.925 307.79 149.16 142.296 130.268 98.1726 threshold=222.04179029459931 184.74206006131345 2.5000000000000004 1.5000000000000002 16.413418290854576 98.811948628365982 239.32207201926113 20.177358748644885 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 6 4 -3 -1 7 -2 right_child=2 3 -4 -5 -6 -7 -8 -9 leaf_value=-0.011869477044478332 4.9230975611424318e-05 -0.0033142730940809765 -0.01317092208227226 -0.013747513900714357 0.0017338084797403615 0.0057385035299973731 0.011466603249063519 0.0060383777440278993 leaf_count=117298 41673 208109 13995 29442 125335 6472 53004 299077 internal_value=0 -0.039679 0.0473393 -0.0209096 -0.0122557 -0.0947095 0.0530713 0.0458976 internal_count=894405 486656 407749 362886 333444 123770 393754 340750 shrinkage=0.115603 Tree=12 num_leaves=9 num_cat=0 split_feature=16 20 16 16 30 0 13 17 split_gain=1347.38 520.829 283.173 207.743 156.212 121.216 100.284 93.745 threshold=208.71194556741881 0.71394587787509678 229.50783804971658 164.91661834185888 1.5000000000000002 33.000000000000007 26.281774845942547 89.662319375954809 decision_type=2 2 2 2 2 2 2 2 left_child=3 4 -3 7 -2 6 -5 -1 right_child=1 2 -4 5 -6 -7 -8 -9 leaf_value=-0.013944521340692588 -0.0018676922444302144 0.0018324935489127002 0.0070906144336208695 -0.006748807706224394 -0.01519965315847486 -0.0072796088162376251 0.00094621693956588565 0.0021118156247276624 leaf_count=55597 23181 325002 236468 35667 23809 127417 61939 5325 internal_value=0 0.0265437 0.0350076 -0.0566815 -0.0745891 -0.0426567 -0.0161387 -0.108484 internal_count=894405 608460 561470 285945 46990 225023 97606 60922 shrinkage=0.115603 Tree=13 num_leaves=9 num_cat=0 split_feature=16 1 0 32 0 23 16 30 split_gain=1053.79 459.336 213.202 208.731 147.382 146.492 121.857 91.0674 threshold=206.75415435139575 448.50000000000006 33.000000000000007 1.5000000000000002 40.500000000000007 0.81538776409836589 179.26231646644825 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 5 -1 -6 -4 right_child=1 2 7 -5 6 -7 -8 -9 leaf_value=-0.0071801832432912722 -0.0022461121439159657 0.0055208824025235635 0.001661935589254513 -0.015978043508947413 -0.014107766918694802 0.00015205760404086909 -0.0063863076300758968 -0.0061020738916994924 leaf_count=75504 64864 348618 173654 19164 42294 70339 77122 22846 internal_value=0 0.0223009 0.0329095 -0.0465203 -0.0528499 -0.0315207 -0.0788994 0.00656776 internal_count=894405 629146 545118 84028 265259 145843 119416 196500 shrinkage=0.115603 Tree=14 num_leaves=9 num_cat=0 split_feature=16 1 20 0 16 32 16 20 split_gain=880.92 324.21 205.476 194.438 152.908 106.362 96.1026 84.6288 threshold=223.1300377115403 371.50000000000006 0.37791627557153185 40.500000000000007 188.80605688859319 1.5000000000000002 240.52016562273087 0.60316458865354772 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 -2 7 -5 -1 -4 -3 right_child=2 3 6 4 -6 -7 -8 -9 leaf_value=-0.0068136601665776432 -0.013789239601646143 -0.011571915716242479 0.0039130274671100316 -0.010376663169668465 -0.0025122404589307504 -0.015542024858946084 0.0099054194745425428 0.0011898400540086721 leaf_count=89181 8348 7187 338294 43377 138644 23594 39995 205785 internal_value=0 -0.0274461 0.0359045 -0.0139443 -0.0379434 -0.0747361 0.0393291 0.0065671 internal_count=894405 507768 386637 394993 182021 112775 378289 212972 shrinkage=0.115603 Tree=15 num_leaves=9 num_cat=0 split_feature=1 0 0 32 16 20 1 9 split_gain=709.317 364.399 187.015 162.855 159.983 100.145 91.2429 79.8484 threshold=468.50000000000006 35.000000000000007 29.500000000000004 1.5000000000000002 196.54434816041643 0.60316458865354772 665.50000000000011 0.93921270635913945 decision_type=2 2 2 2 2 2 2 2 left_child=2 5 3 -1 7 -2 -7 -3 right_child=1 4 -4 -5 -6 6 -8 -9 leaf_value=-0.0010752925508289368 -0.0092426659714216208 -0.015052049959142636 -0.0095840965775373776 -0.012601123509438645 -4.3381507880411945e-05 0.0021006708455314658 0.0056569841277467441 -0.0046236605808341463 leaf_count=109683 7475 12888 93665 19260 205968 158705 245644 41117 internal_value=0 0.0162353 -0.0488972 -0.0241938 -0.0130778 0.0347398 0.0368601 -0.0615236 internal_count=894405 671797 222608 128943 259973 411824 404349 54005 shrinkage=0.115603 Tree=16 num_leaves=9 num_cat=0 split_feature=16 13 30 9 11 17 20 8 split_gain=579.666 219.617 164.247 141.226 126.607 74.1377 69.0472 68.2352 threshold=223.31186532281626 24.798494036653086 1.0000000180025095e-35 0.94146526870057767 0.68225498645653793 65.234017342921021 0.51143859417508697 688.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -2 -3 5 -5 -4 -6 right_child=2 3 6 4 7 -7 -8 -9 leaf_value=-0.0076432681728470344 0.0042456511230911697 -0.006208316607390337 -0.011690207723675876 0.0026159835689985706 -0.0024723536131894238 0.014164580150912343 -0.00076039154452691685 0.0010867808689918792 leaf_count=92400 341036 68724 10206 24761 203506 10613 31767 111392 internal_value=0 -0.0219874 0.0294611 -0.0122558 -0.00412364 0.0526007 -0.029567 -0.0104958 internal_count=894405 511396 383009 418996 350272 35374 41973 314898 shrinkage=0.115603 Tree=17 num_leaves=9 num_cat=0 split_feature=14 0 0 1 32 16 30 0 split_gain=482.992 277.279 140.114 112.278 109.48 89.6045 78.4228 53.4195 threshold=19.846834540112159 45.000000000000007 29.500000000000004 704.50000000000011 1.5000000000000002 192.30190926945491 1.0000000180025095e-35 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=2 3 4 7 -1 -3 -5 -2 right_child=1 5 -4 6 -6 -7 -8 -9 leaf_value=-0.00092817952601942258 0.0022381740952767066 -0.0077923180025713922 -0.0083378014391860978 0.0051974568751539853 -0.010603386245342281 -0.0012318058442977807 -0.00033424184897698446 -0.0013590159509832217 leaf_count=108199 159245 35849 87755 236350 18269 124264 40055 84419 internal_value=0 0.0130267 -0.0414225 0.0242295 -0.0201189 -0.0233617 0.0380251 0.00858023 internal_count=894405 680182 214223 520069 126468 160113 276405 243664 shrinkage=0.115603 Tree=18 num_leaves=9 num_cat=0 split_feature=16 30 8 16 17 32 17 20 split_gain=393.047 196.669 139.321 97.6727 79.2783 85.5836 76.1503 72.2491 threshold=206.75415435139575 1.0000000180025095e-35 681.50000000000011 161.99869791666671 46.482564151054099 1.5000000000000002 74.303573809456722 0.75901179960361742 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 5 -5 -6 -3 right_child=1 7 -4 4 6 -7 -8 -9 leaf_value=-0.0081217941697517924 0.00027019739916738568 -0.008095037529137785 0.0039913435995509398 0.0067671987650404948 -0.0040434738367849934 -0.0099200595192602548 0.005654692465868953 -0.0010285515998398412 leaf_count=53914 238359 31022 308487 20476 174142 5138 11537 51330 internal_value=0 0.0136348 0.0204957 -0.0322642 -0.0225702 0.0295826 -0.0297646 -0.0319238 internal_count=894405 629198 546846 265207 211293 25614 185679 82352 shrinkage=0.115603 Tree=19 num_leaves=9 num_cat=0 split_feature=26 16 17 32 11 16 16 16 split_gain=321.665 167.398 96.1358 95.4869 88.7814 65.3787 65.2814 62.7953 threshold=0.76729974336969287 223.83289432165839 70.528956778714772 1.5000000000000002 0.84659637868869686 169.01856314913644 159.00921162985745 244.84782875218673 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 5 4 6 -2 -1 -3 right_child=1 7 -4 -5 -6 -7 -8 -9 leaf_value=-0.0099713732646406986 -0.0071644612479930389 0.0027789041908631829 0.0080065497707487651 -0.0085493787076479245 0.0011915033837395957 -0.00055094518526869877 -0.0030738344115583327 0.011291751675247133 leaf_count=22928 21363 320764 16716 46173 55134 307721 91592 12014 internal_value=0 0.010686 -0.00472173 -0.0336356 -0.0226625 -0.00847961 -0.0385351 0.0266968 internal_count=894405 678578 345800 215827 169654 329084 114520 332778 shrinkage=0.115603 Tree=20 num_leaves=9 num_cat=0 split_feature=14 0 0 16 32 30 26 8 split_gain=266.721 191.789 100.235 69.0616 60.1404 51.7844 55.7505 48.7907 threshold=19.915567273725337 35.000000000000007 29.500000000000004 196.03132341638641 1.5000000000000002 1.0000000180025095e-35 1.7593712920751889 723.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 4 -3 -1 7 -7 -5 right_child=1 3 -4 5 -6 6 -8 -9 leaf_value=-0.00042410898943195447 0.0026881725832545765 -0.0049538792458521125 -0.0064883858236714533 -0.0019256348593460738 -0.0075710249371182172 -0.0025386141308922946 -0.016023418349545938 0.0019250705302074598 leaf_count=109990 413398 54844 89401 74367 18362 21375 5069 107599 internal_value=0 0.00981857 -0.0304189 -0.0112787 -0.012513 -0.0029699 -0.0443195 0.00303919 internal_count=894405 676652 217753 263254 128352 208410 26444 181966 shrinkage=0.115603 Tree=21 num_leaves=9 num_cat=0 split_feature=13 0 9 1 1 20 0 16 split_gain=224.062 158.731 78.5402 71.2664 63.081 57.2997 51.4229 50.1393 threshold=26.42345504351179 29.500000000000004 0.95428086156556913 3730.5000000000005 715.50000000000011 0.46222506757718029 35.000000000000007 179.26231646644825 decision_type=2 2 2 2 2 2 2 2 left_child=6 5 3 7 -4 -2 -1 -3 right_child=1 2 4 -5 -6 -7 -8 -9 leaf_value=-0.0027015556884938475 -0.0099570771218687789 -0.011608846920609378 -0.0015097446535860099 0.0026987645911332875 0.0019809038661642753 0.0026133412175284431 -0.0074238060910900424 -0.0039859842135561672 leaf_count=97623 4909 14506 155972 17455 124346 378325 45034 56235 internal_value=0 0.00696407 -0.00785426 -0.033881 0.000334496 0.0212132 -0.0362643 -0.0480013 internal_count=894405 751748 368514 88196 280318 383234 142657 70741 shrinkage=0.115603 Tree=22 num_leaves=9 num_cat=0 split_feature=1 0 0 32 29 16 20 6 split_gain=192.129 119.651 93.4093 77.5209 70.7228 51.3812 50.6546 47.792 threshold=575.50000000000011 49.500000000000007 40.500000000000007 1.5000000000000002 1.5401326599542691 243.32370140061172 0.73219785380084812 0.17133072407045011 decision_type=2 2 2 2 2 2 2 2 left_child=2 5 3 -1 -3 6 -2 -7 right_child=1 4 -4 -5 -6 7 -8 -9 leaf_value=-0.00033715925150917575 -0.0051588614396269501 -0.0013376175585260756 -0.0053577245677367972 -0.0066536507910501547 -0.010863994769429439 -0.034657163713306426 0.0020246685875668449 0.0087695121924445067 leaf_count=241739 13529 58550 87637 29091 12668 345 432372 18474 internal_value=0 0.0119395 -0.0179682 -0.00878556 -0.0262288 0.0177887 0.0156286 0.0689719 internal_count=894405 535938 358467 270830 71218 464720 445901 18819 shrinkage=0.115603 Tree=23 num_leaves=9 num_cat=0 split_feature=16 30 8 9 17 11 0 2 split_gain=152.37 93.7867 66.3654 64.1038 56.6524 46.2971 38.8332 38.6782 threshold=204.12232428612995 1.0000000180025095e-35 723.50000000000011 0.93642426531579581 74.303573809456722 0.84659637868869686 33.000000000000007 49.509615384615394 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 6 -1 5 -5 -2 -3 right_child=1 7 -4 4 -6 -7 -8 -9 leaf_value=-0.0068182985330672748 0.0011186445465470748 -0.0040180594928033286 0.0027205362501221231 -0.003095076201026668 0.005850838781863244 0.0013411644993013259 -0.0017928724845852695 0.0016479531367076517 leaf_count=38410 198097 65471 280231 149891 12565 39783 88605 21352 internal_value=0 0.00790249 0.0125897 -0.0215294 -0.0144166 -0.0187244 0.00189305 -0.0227038 internal_count=894405 653756 566933 240649 202239 189674 286702 86823 shrinkage=0.115603 Tree=24 num_leaves=9 num_cat=0 split_feature=14 0 26 0 13 21 17 25 split_gain=133.917 109.134 47.094 46.6155 45.7755 43.3967 44.2544 35.9566 threshold=19.147332873772775 46.500000000000007 1.420977360999619 26.000000000000004 31.841765802787616 1.5000000000000002 89.662319375954809 1122.7500000000002 decision_type=2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 -2 6 -6 -7 right_child=1 2 -4 -5 5 7 -8 -9 leaf_value=-0.0010210236317420294 -0.00033919304410202125 -0.0012786013568250789 -0.0072150632944976084 -0.0047249508426076827 0.0046065025189440381 0.00207088741351365 0.024223308390842555 -0.0011536962087869652 leaf_count=95155 145501 118716 21021 86861 48668 322965 1587 53931 internal_value=0 0.00627074 -0.0187852 -0.0241221 0.0123848 0.017603 0.0452061 0.0139224 internal_count=894405 712389 139737 182016 572652 427151 50255 376896 shrinkage=0.115603 Tree=25 num_leaves=9 num_cat=0 split_feature=13 0 9 1 28 11 32 20 split_gain=114.484 83.1282 58.2397 51.9912 38.6086 38.0312 41.6433 36.5551 threshold=26.281774845942547 29.500000000000004 0.93451772222735585 3730.5000000000005 729.25000000000011 0.83541777129727823 1.5000000000000002 0.46222506757718029 decision_type=2 2 2 2 2 2 2 2 left_child=5 7 3 -3 -4 -1 -7 -2 right_child=1 2 4 -5 -6 6 -8 -9 leaf_value=-0.0046108818420748793 -0.0081026382771422056 -0.0068360913691786866 -0.0010858083332742107 0.0014880108199102321 0.0015351170782430357 0.00088243306104293076 -0.0069995641367841142 0.0018793231799716073 leaf_count=83348 4967 34378 202169 14157 119519 44404 11222 380241 internal_value=0 0.00485929 -0.00584094 -0.0381309 -0.000969154 -0.026371 -0.00612164 0.0151433 internal_count=894405 755431 370223 48535 321688 138974 55626 385208 shrinkage=0.115603 Tree=26 num_leaves=9 num_cat=0 split_feature=16 30 8 11 2 17 29 0 split_gain=96.7152 75.904 60.7866 38.0986 36.3508 35.7451 35.6187 35.5485 threshold=173.86612638319761 1.0000000180025095e-35 681.50000000000011 0.82526362120088959 12.551372273047152 29.079846080871079 1.8325179006140757 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 7 -1 6 -4 -3 -2 right_child=1 4 5 -5 -6 -7 -8 -9 leaf_value=-0.0049759403699971456 0.00063356208021521539 -0.003546290377513966 0.01005606534627179 0.00095865949671066007 -0.00050785789823608611 0.0017494109093230197 -0.012910096816260439 -0.0018134617034353082 leaf_count=66897 221479 44309 7065 18442 61495 344907 6187 123624 internal_value=0 0.0034462 0.00732852 -0.0319494 -0.0207189 0.0165752 -0.0406008 -0.00210218 internal_count=894405 809066 697075 85339 111991 351972 50496 345103 shrinkage=0.115603 Tree=27 num_leaves=9 num_cat=0 split_feature=2 16 30 17 22 26 23 14 split_gain=84.8272 64.7073 58.0766 40.4945 35.5179 33.0413 34.0082 30.8108 threshold=25.364184397163125 151.83811058921921 1.0000000180025095e-35 36.537473303979191 303.25000000000006 1.4094668754209081 0.5078125235475851 83.544633421287358 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 6 -4 -2 right_child=7 2 5 4 -6 -7 -8 -9 leaf_value=-0.0063277003960801421 0.0013565132449473364 0.0052324641266357323 -0.0056436503536762446 -0.0071730226974805588 -0.000136216923404572 -0.0095924530579814069 -0.00035806339452083813 0.0070059991568050192 leaf_count=26920 274632 18500 27749 9784 473714 10249 39320 13537 internal_value=0 -0.00680975 -0.00458267 -0.00065322 -0.00241007 -0.0300952 -0.0220142 0.0140299 internal_count=894405 606236 579316 501998 483498 77318 67069 288169 shrinkage=0.115603 Tree=28 num_leaves=9 num_cat=0 split_feature=0 29 1 21 17 9 13 4 split_gain=77.1788 66.5535 46.445 33.4855 38.6482 30.1803 35.8265 31.9761 threshold=46.500000000000007 0.18304001513900361 653.50000000000011 1.5000000000000002 89.662319375954809 0.95586974079411624 31.232140642825019 47.002330780029304 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 7 -7 -2 right_child=5 2 3 -5 -6 6 -8 -9 leaf_value=-0.00624911833390095 -0.0065450608165168768 -0.00021217804592198083 0.0039158664862964541 0.0011955485486125953 0.023045333677133649 -0.0042344755959550272 1.3278614266340174e-05 0.001540825137579365 leaf_count=19001 33471 370986 46129 293848 1456 39183 82209 8122 internal_value=0 0.00435273 0.00591057 0.014327 0.0389365 -0.0197108 -0.0117455 -0.0429581 internal_count=894405 731420 712419 341433 47585 162985 121392 41593 shrinkage=0.115603 Tree=29 num_leaves=9 num_cat=0 split_feature=16 9 11 17 11 10 30 7 split_gain=63.2013 57.5585 79.3781 51.5746 33.9967 32.3681 29.8187 28.9678 threshold=230.44143372932686 0.95209646931302971 0.71684685211157873 67.711303600023442 0.86871970495258177 0.91958174066328435 1.0000000180025095e-35 -3.0127874612808223 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 3 -3 7 -1 -6 -4 right_child=-2 2 4 -5 6 -7 -8 -9 leaf_value=-0.0017596483913688563 0.0016602631671766837 0.002311503212069983 0.00054645253626590755 0.011022650922981816 0.0015626742400940586 -0.0061457284193046548 -0.0044548802018134917 -0.0018908370497320915 leaf_count=120960 228067 55930 91384 10844 120310 27620 12113 227177 internal_value=0 -0.0049247 5.40928e-05 0.0322324 -0.00471033 -0.0222743 0.00875611 -0.0103082 internal_count=894405 666338 517758 66774 450984 148580 132423 318561 shrinkage=0.115603 Tree=30 num_leaves=9 num_cat=0 split_feature=0 29 13 26 7 11 4 30 split_gain=56.3861 46.4114 32.3466 33.32 31.0269 39.4938 28.9468 30.9104 threshold=40.500000000000007 0.15874464140887501 28.352463102964823 1.597242767915845 -16.699242591857907 0.9055972027972029 45.538097381591804 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -2 -4 -3 -6 7 -5 right_child=2 4 3 6 5 -7 -8 -9 leaf_value=-0.0059290120599806472 -0.0041171763126593057 0.0020176833567531727 -0.00031456455587841164 -0.0044782188456574806 -0.00024891287461984877 0.0027941430934278859 0.002001652265816156 -0.015772105249095725 leaf_count=14275 48767 179826 188711 12072 373285 67268 5775 4426 internal_value=0 0.00508717 -0.0124035 -0.00703843 0.00638436 0.00186613 -0.0436179 -0.0649469 internal_count=894405 634654 259751 210984 620379 440553 22273 16498 shrinkage=0.115603 Tree=31 num_leaves=9 num_cat=0 split_feature=16 30 17 1 22 0 16 26 split_gain=52.4837 37.6323 38.6991 35.8237 32.5169 28.142 27.0568 26.8334 threshold=164.91661834185888 1.0000000180025095e-35 33.909364530394747 2384.5000000000005 303.25000000000006 33.000000000000007 201.58345687211059 1.4333685694150813 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 6 -1 -4 -6 -2 -3 right_child=1 7 4 -5 5 -7 -8 -9 leaf_value=-0.0039685067449647601 0.019440433809365026 -0.0008799395646126915 -0.0061189747722442088 0.0081468926765585273 0.0011013571505947178 -0.00040704428045086442 0.0041414890675754148 -0.005479196148007231 leaf_count=57441 1670 94624 10095 3458 407946 277898 20620 20653 internal_value=0 0.0020325 0.00472445 -0.0283777 0.00341077 0.00424007 0.0457401 -0.0147395 internal_count=894405 833506 718229 60899 695939 685844 22290 115277 shrinkage=0.115603 Tree=32 num_leaves=9 num_cat=0 split_feature=23 17 9 28 6 16 29 7 split_gain=46.9148 36.4372 31.8608 31.322 30.5712 37.2972 30.0919 28.6822 threshold=0.80184495444072068 78.541539685279659 0.96069931629199279 690.25000000000011 0.17133072407045011 243.99960794563518 0.092672586485264885 -71.565052032470689 decision_type=2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 5 -5 -6 -3 right_child=1 7 -4 4 6 -7 -8 -9 leaf_value=-0.0034090432116414254 -0.00028998580178571441 -0.014147642786195408 -0.00043656351236315635 -0.0071824578669080451 -0.019208802394775411 -0.057022503404619958 0.001500213395179721 0.0083634619820351815 leaf_count=75315 401338 812 133807 2003 941 223 268916 11050 internal_value=0 0.00407467 -0.0130368 0.0031069 0.0113899 -0.105321 0.0123526 0.0590163 internal_count=894405 685283 209122 673421 272083 2226 269857 11862 shrinkage=0.115603 Tree=33 num_leaves=9 num_cat=0 split_feature=0 23 17 7 29 14 27 22 split_gain=43.633 36.8228 33.3822 29.564 26.6567 32.2862 25.6005 24.2786 threshold=48.000000000000007 0.88664133491546204 78.541539685279659 -56.794887542724602 1.5401326599542691 48.359810876523873 22.500000000000004 2929.2500000000005 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 6 -4 -2 -6 -3 -8 right_child=4 2 3 -5 5 -7 7 -9 leaf_value=-0.00088207755481400571 -0.0013289920551524796 0.0012036497762169069 -0.0047232441476728034 0.011282668026603647 -0.0094629644277592767 0.0022795202280740403 -0.00065166873132116812 -0.078910806571783954 leaf_count=231348 116327 394768 1969 7115 11812 4257 126756 53 internal_value=0 0.00289799 0.00748788 0.0675872 -0.0167699 -0.0549477 0.00644117 -0.00592004 internal_count=894405 762009 530661 9084 132396 16069 521577 126809 shrinkage=0.115603 Tree=34 num_leaves=9 num_cat=0 split_feature=0 14 9 16 30 26 30 32 split_gain=40.345 38.4362 24.4898 22.6113 20.5024 32.9578 19.0215 27.0546 threshold=22.000000000000004 20.896296977890028 0.95428086156556913 186.41387362637366 1.0000000180025095e-35 1.4094668754209081 2.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 -2 -3 -5 -6 7 -7 right_child=1 3 -4 4 5 6 -8 -9 leaf_value=0.001016640089615925 -0.0050074423786369317 -0.002666764293139058 -0.0014102367574310426 0.00058697605404270316 -1.0136026446768801e-06 -0.015289992407258471 -0.0020024361089114422 -0.00013413193765803353 leaf_count=324976 31606 38735 126624 327195 31736 5218 6061 2254 internal_value=0 -0.00517001 -0.0184144 -7.35428e-05 0.00231783 -0.0176285 -0.0589483 -0.0927142 internal_count=894405 569429 158230 411199 372464 45269 13533 7472 shrinkage=0.115603 Tree=35 num_leaves=9 num_cat=0 split_feature=16 17 16 7 25 21 1 7 split_gain=33.908 37.0963 28.3741 29.0591 40.861 51.3695 27.3293 26.6667 threshold=151.83811058921921 39.954735354330388 176.10568338523996 -16.699242591857907 252.75000000000003 3.5000000000000004 2282.5000000000005 -76.033290863037095 decision_type=2 2 2 2 2 2 2 2 left_child=6 -2 -3 7 5 -5 -1 -4 right_child=1 2 3 4 -6 -7 -8 -9 leaf_value=-0.0046637186162126736 0.0021316131826554694 -0.0028837286438046649 -0.00074231192386618912 0.0010948764046402476 -0.00036524879936942421 -0.04137134884902046 0.0071933091156816936 0.0021489876033169006 leaf_count=30019 109721 47333 62420 792 506074 733 2844 134469 internal_value=0 0.00126232 -0.00124445 0.000347933 -0.00365202 -0.167095 -0.0314662 0.0106602 internal_count=894405 861542 751821 704488 507599 1525 32863 196889 shrinkage=0.115603 Tree=36 num_leaves=9 num_cat=0 split_feature=29 17 0 7 11 9 17 29 split_gain=31.4006 32.2525 25.8343 24.7085 35.1846 26.2246 33.6543 24.6705 threshold=0.15874464140887501 31.079593414242357 49.500000000000007 -18.434947013854977 0.86207736774887411 0.95461979342180581 65.234017342921021 1.4150297566850238 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 5 -5 -3 -7 -4 right_child=1 2 7 4 -6 6 -8 -9 leaf_value=-0.0045453980422350731 0.005071344539680632 -0.00031987004958139838 -0.00095721486928027522 -0.0009155357185109623 0.00099351072487398285 0.0017308320046095676 0.008285894572973471 -0.0059088504280020802 leaf_count=19928 17069 82995 82671 337558 208846 117791 11488 16059 internal_value=0 0.000825977 -3.08984e-05 0.00194926 -0.00160775 0.0111052 0.0200109 -0.0152472 internal_count=894405 874477 857408 758678 546404 212274 129279 98730 shrinkage=0.115603 Tree=37 num_leaves=9 num_cat=0 split_feature=10 16 16 10 21 16 9 12 split_gain=28.0136 31.0479 23.4825 22.2591 30.7625 21.5208 26.1615 28.1442 threshold=0.96627954371202152 242.20856889302249 149.876458307749 0.69243546728200844 14.500000000000002 106.04574822529212 0.95322421537118973 428.38329701443519 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 5 4 -4 6 7 -1 right_child=-2 -3 3 -5 -6 -7 -8 -9 leaf_value=-0.0091868381332563774 -0.0038284027313220258 0.0041519039510201907 -0.00057465690286009278 0.00056695292601256699 -0.013097274058409006 -0.004650404287282606 0.014514559772124524 0.027162857065884161 leaf_count=1961 24780 24719 296868 517521 2645 23709 1869 333 internal_value=0 0.000981806 -4.02192e-05 0.000933496 -0.00592754 -0.0285835 0.0377294 -0.0338249 internal_count=894405 869625 844906 817034 299513 27872 4163 2294 shrinkage=0.115603 Tree=38 num_leaves=9 num_cat=0 split_feature=0 9 8 21 6 6 16 21 split_gain=24.9227 26.2463 28.9144 22.5913 27.1389 19.5484 18.4493 17.1293 threshold=22.000000000000004 0.96069931629199279 739.50000000000011 1.5000000000000002 0.24006370513512662 0.77500001348699166 177.17849493456706 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 5 4 -2 7 -5 -3 right_child=1 2 -4 6 -6 -7 -8 -9 leaf_value=0.00080601334379131048 -0.011176097280184566 -0.005616596076366504 0.0014436148335590967 -0.0051715406054163894 0.0020728671004143417 -0.0018792949781683361 -0.001660329324888568 0.00043381543500105421 leaf_count=325019 2220 6531 134053 23907 29822 103425 122343 147085 internal_value=0 -0.00400284 0.000581277 -0.0140584 0.0099904 -0.00562818 -0.0193272 0.00152748 internal_count=894405 569386 391094 178292 32042 257041 146250 153616 shrinkage=0.115603 Tree=39 num_leaves=9 num_cat=0 split_feature=2 9 7 11 21 17 20 18 split_gain=22.9859 26.7445 22.3853 25.8742 15.7249 19.6127 16.001 15.2557 threshold=34.669871794871803 0.95209646931302971 -0.97102189064025868 0.84659637868869686 1.5000000000000002 89.662319375954809 0.5561868890682452 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -2 -6 -5 right_child=4 2 3 7 6 -7 -8 -9 leaf_value=-0.0017828455895561892 0.0026695107015456284 0.0011112219494012583 -0.0015599509515073142 0.00075133557401464159 -0.0065268943046359893 0.016856418790571096 0.00075429516980754735 -0.0023408392619931949 leaf_count=135220 36838 174878 163861 181300 4130 1350 172663 24165 internal_value=0 -0.00283552 0.000291899 -0.00412139 0.00902839 0.0274303 0.0050535 0.00335337 internal_count=894405 679424 544204 369326 214981 38188 176793 205465 shrinkage=0.115603 Tree=40 num_leaves=9 num_cat=0 split_feature=29 11 10 17 22 18 25 27 split_gain=21.7782 23.1182 20.4062 24.8462 20.2356 21.642 25.0126 18.3974 threshold=0.15874464140887501 0.92709665387894302 0.96627954371202152 33.909364530394747 280.25000000000006 2.5000000000000004 252.75000000000003 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -7 -6 right_child=1 -3 -4 4 7 6 -8 -9 leaf_value=-0.0037773594789672705 0.003521405366129229 0.0027674612241019919 -0.0040079811312678645 -0.0028679059564562853 0.00030128919701495919 -0.03449021479498679 -0.0052720156564435962 -0.001001327302799931 leaf_count=19927 26483 41005 17003 6527 589771 689 907 192093 internal_value=0 0.000758401 -0.000382045 0.000332004 -0.000678023 -0.0503322 -0.154715 -0.000162152 internal_count=894405 874478 833473 816470 789987 8123 1596 781864 shrinkage=0.115603 Tree=41 num_leaves=9 num_cat=0 split_feature=0 26 26 28 27 29 25 18 split_gain=20.1258 18.4516 18.2696 22.768 22.3504 21.1352 18.6275 24.3143 threshold=49.500000000000007 1.420977360999619 0.86700231284588647 684.25000000000011 31.500000000000004 0.092672586485264885 903.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 6 4 -4 -5 -1 -8 right_child=1 -3 3 5 -6 -7 7 -9 leaf_value=-0.0001056076031934366 -0.00090600238709281054 -0.0054530190969554852 0.000320988161541902 -0.023687252219207013 -0.0026836201418314345 0.001561060094167547 -0.0019773217545847334 -0.013240315451296772 leaf_count=203072 88519 13784 285589 444 37422 214264 48607 2704 internal_value=0 -0.0131368 0.00176747 0.00507071 -0.00023448 0.0130519 -0.00521497 -0.0222386 internal_count=894405 102303 792102 537719 323011 214708 254383 51311 shrinkage=0.115603 Tree=42 num_leaves=9 num_cat=0 split_feature=0 22 9 27 21 13 17 17 split_gain=17.3135 17.2026 16.763 14.6462 13.7449 14.9236 13.4535 24.4173 threshold=29.500000000000004 516.25000000000011 0.92435812923617811 22.500000000000004 1.5000000000000002 49.600205599693155 53.755707184930507 74.303573809456722 decision_type=2 2 2 2 2 2 2 2 left_child=6 3 4 -2 -3 -6 -1 -8 right_child=1 2 -4 -5 5 -7 7 -9 leaf_value=0.00073474378560041604 -0.0013230687316803937 0.00052828848087311468 8.5573316919638755e-05 -0.0053711639732909157 -0.00062124827352566243 -0.0062258580020590603 -0.0020557448495609355 0.0038993492384958028 leaf_count=398310 60727 13857 314615 14869 10633 15760 54566 11068 internal_value=0 -0.00463583 -0.00171809 -0.0183324 -0.0209336 -0.0343235 0.00416978 -0.00909597 internal_count=894405 430461 354865 75596 40250 26393 463944 65634 shrinkage=0.115603 Tree=43 num_leaves=9 num_cat=0 split_feature=16 11 18 17 16 32 4 8 split_gain=17.5077 17.1805 16.7683 16.6585 26.5824 22.2409 18.8098 64.2298 threshold=155.54906857257672 0.84315848018265915 6.5000000000000009 38.399084730110943 191.63595806277803 1.5000000000000002 43.323163986206062 10666.000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -2 7 -6 right_child=2 -3 -4 -5 6 -7 -8 -9 leaf_value=-0.0032910650926203334 0.010533563471058755 0.0038911264871277934 0.023311831288760927 -6.6380131387429295e-05 -0.00024067209464531249 -0.0018176445414707263 0.0035629241649731891 -0.080694445173441195 leaf_count=34747 7359 5105 416 775179 45542 2650 23274 133 internal_value=0 -0.0205101 0.000933011 0.000835251 0.0146728 0.0628306 0.0076819 -0.00410839 internal_count=894405 39852 854553 854137 78958 10009 68949 45675 shrinkage=0.115603 Tree=44 num_leaves=9 num_cat=0 split_feature=13 21 23 20 29 27 0 17 split_gain=16.0384 16.223 24.3364 15.4568 21.0849 18.4591 21.7247 21.2941 threshold=24.600919043072739 14.500000000000002 0.72192332462570474 0.47542695112071298 0.092672586485264885 14.500000000000002 51.000000000000007 70.528956778714772 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 -2 -5 6 -6 -7 right_child=3 2 -4 4 5 7 -8 -9 leaf_value=-0.0011901675992101461 -0.003353659802831531 -0.0047119416354270693 -0.041271928570115815 -0.01573283427623625 0.0011415957378384037 -0.00041685885388841271 -0.0017341479305233865 0.0051175056358027547 leaf_count=102427 16206 911 332 1101 343315 381484 39106 9523 internal_value=0 -0.0116733 -0.125229 0.00155504 0.00219458 0.00239143 0.00733131 -0.00243997 internal_count=894405 103670 1243 790735 774529 773428 382421 391007 shrinkage=0.115603 Tree=45 num_leaves=9 num_cat=0 split_feature=11 7 10 9 5 17 30 16 split_gain=14.8282 20.9231 24.5412 21.4602 18.5542 18.4627 16.9243 24.5934 threshold=0.87048323862384935 -1.0000000180025095e-35 0.96273010034351048 0.95677326392116779 80.007698059082045 70.528956778714772 1.0000000180025095e-35 187.21667687283121 decision_type=2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -4 -5 7 -2 right_child=6 2 4 5 -6 -7 -8 -9 leaf_value=-0.00053099257911863791 0.0074959695473135503 -0.0007901429386729269 -0.0026433302210879016 0.00098878980337605742 -0.016665709432002396 0.0060053884271569179 -0.0026497049115309732 0.00087336406333236557 leaf_count=173239 7789 323053 2842 159839 2267 10445 17209 197722 internal_value=0 -0.00221209 -0.00792246 0.00324293 -0.0766883 0.0112151 0.00720353 0.00972605 internal_count=894405 671685 328162 343523 5109 170284 222720 205511 shrinkage=0.115603 Tree=46 num_leaves=9 num_cat=0 split_feature=22 18 28 0 28 26 9 4 split_gain=14.4771 20.9398 20.6037 14.9555 14.211 18.7138 14.767 14.4416 threshold=303.25000000000006 2.5000000000000004 312.25000000000006 17.500000000000004 684.25000000000011 0.67571067429359222 0.91528113549891688 194.17822265625003 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 -2 -5 -6 7 -7 right_child=3 2 -4 4 5 6 -8 -9 leaf_value=-0.0015547940094013636 0.00082643978588481295 -0.029551733859782086 -0.0066085970467848953 -0.00072845208865466378 -0.0015030739862471538 -0.00091460295605928278 0.0012189587389183113 -0.012579973775964716 leaf_count=11371 247612 729 1852 348283 56869 30685 195517 1487 internal_value=0 -0.0319065 -0.113222 0.000560079 -0.00201794 0.00322465 0.00727752 -0.0125756 internal_count=894405 13952 2581 880453 632841 284558 227689 32172 shrinkage=0.115603 Tree=47 num_leaves=9 num_cat=0 split_feature=18 25 4 25 13 10 16 17 split_gain=13.296 12.4084 15.9087 19.9399 14.8378 14.4661 14.1768 14.2442 threshold=6.5000000000000009 16389.500000000004 194.17822265625003 52519.000000000007 80.260437896717534 0.93236106251123296 147.60652398235129 109.11743678271326 decision_type=2 2 2 2 2 2 2 2 left_child=1 6 4 5 -3 -4 7 -1 right_child=-2 2 3 -5 -6 -7 -8 -9 leaf_value=-0.0035730307598684737 0.020494062074680703 -0.0027842421823898117 -0.012561425250843925 0.0055658723037865605 0.0088633088281165114 -0.076734677507470608 2.456864785139356e-05 0.0068426636000538136 leaf_count=22946 423 1882 1119 1298 6544 49 858244 1900 internal_value=0 -5.5444e-05 0.0334906 -0.0371538 0.0541658 -0.131948 -0.0004692 -0.0240177 internal_count=894405 893982 10892 2466 8426 1168 883090 24846 shrinkage=0.115603 Tree=48 num_leaves=9 num_cat=0 split_feature=15 16 10 21 9 21 5 17 split_gain=12.5654 13.7771 12.9944 19.0954 12.643 23.2877 21.5519 14.0126 threshold=0.26513746283974099 245.86240073940451 0.69243546728200844 14.500000000000002 0.94598072708734726 1.5000000000000002 51.001586914062507 58.505796737422152 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -4 -7 -8 right_child=1 -3 4 -5 -6 6 7 -9 leaf_value=-0.0024329569304605641 -0.00048142770567972324 0.0046256536976561763 0.0025375645692263353 -0.010263663718023204 0.00067221198475610157 -0.00024040838159103972 -0.0028624255376445548 -0.0095977670845871412 leaf_count=27527 309493 8804 24560 2690 421113 66985 28403 4830 internal_value=0 0.000656134 0.000252324 -0.00489362 0.00319517 -0.00564584 -0.0124088 -0.0332285 internal_count=894405 866878 858074 312183 545891 124778 100218 33233 shrinkage=0.115603 Tree=49 num_leaves=9 num_cat=0 split_feature=22 18 28 0 9 6 28 18 split_gain=12.2235 16.1887 14.6445 12.2778 13.6824 13.847 13.0485 28.0519 threshold=303.25000000000006 2.5000000000000004 312.25000000000006 22.000000000000004 0.96334394829572767 0.83294662737843661 996.75000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 6 -5 -6 -2 -8 right_child=3 2 -4 4 5 -7 7 -9 leaf_value=-0.0015182504725789222 0.00093259947405258125 -0.025520605955873962 -0.0062049728553026243 -0.0010318719098457686 0.00057836331480329891 -0.0010616333989363345 2.1251114979843674e-05 -0.0079241272285946046 leaf_count=11350 270486 730 1864 204010 265847 92828 40326 6964 internal_value=0 -0.0294225 -0.100696 0.000418759 -0.00238754 0.00133144 0.00538786 -0.0099374 internal_count=894405 13944 2594 880461 562685 358675 317776 47290 shrinkage=0.115603 Tree=50 num_leaves=9 num_cat=0 split_feature=18 21 25 14 19 0 19 16 split_gain=9.9491 10.071 23.2424 11.9954 11.5257 12.0588 11.5054 11.2938 threshold=6.5000000000000009 14.500000000000002 420.25000000000006 30.485545179707081 540.25000000000011 40.500000000000007 377.25000000000006 206.41875946014127 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 6 4 5 7 -3 -4 right_child=-2 2 3 -5 -6 -7 -8 -9 leaf_value=3.7226458241271425e-05 0.017704486476496605 -0.039061216241703521 0.0081884608560373103 -0.04962532366548307 0.0021624284103545464 -0.017999111951252079 -0.0018494190910199209 -0.0056278766940897011 leaf_count=881930 424 353 955 71 5060 855 162 4595 internal_value=0 -7.03255e-05 -0.0287833 -0.0195042 -0.0169666 -0.045148 -0.236634 -0.0281174 internal_count=894405 893981 12051 11536 11465 6405 515 5550 shrinkage=0.115603 Tree=51 num_leaves=9 num_cat=0 split_feature=29 11 7 9 17 17 16 25 split_gain=10.3033 13.2109 12.6172 18.0981 17.2887 16.3563 16.2876 15.2706 threshold=0.12769897171823261 0.92709665387894302 -1.0000000180025095e-35 0.96542248265429287 70.528956778714772 49.59094726913046 145.31174655682437 312.50000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 5 -5 6 -2 -4 right_child=1 -3 7 4 -6 -7 -8 -9 leaf_value=-0.002864838895776464 -0.005803881766427957 0.0020850508607643077 -0.0075437831479046279 0.001315927725862087 0.0072842327540468032 -0.0011919112985478428 0.00094070117439392557 -0.00037060384761630614 leaf_count=16380 4954 41096 4000 107954 6901 103333 140325 469462 internal_value=0 0.000531449 -0.000328094 0.00410338 0.0144851 -0.000692833 0.00614784 -0.00373004 internal_count=894405 878025 836929 363467 114855 248612 145279 473462 shrinkage=0.115603 Tree=52 num_leaves=9 num_cat=0 split_feature=0 29 14 4 25 21 17 7 split_gain=9.38416 14.2557 20.6497 10.5368 18.5766 20.1368 17.9074 14.3993 threshold=49.500000000000007 1.5401326599542691 48.359810876523873 28.00000095367432 983.25000000000011 10.500000000000002 50.850204330292122 -16.699242591857907 decision_type=2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 7 6 -6 -1 right_child=1 2 -4 -5 5 -7 -8 -9 leaf_value=0.0011037953114323127 -0.00052082879933341476 -0.0074674239963683038 0.0030664160507944834 0.0010608486185487078 -0.00074246267779139597 -0.045754262337496285 -0.0055790295303335784 -0.00019786065449488028 leaf_count=152010 89704 9322 3392 137687 39076 141 13859 449214 internal_value=0 -0.00894693 -0.0402849 0.00122534 -0.000447881 -0.0183813 -0.0173761 0.00113528 internal_count=894405 102418 12714 791987 654300 53076 52935 601224 shrinkage=0.115603 Tree=53 num_leaves=9 num_cat=0 split_feature=11 16 13 19 24 7 15 5 split_gain=9.37084 14.0208 17.4992 11.454 15.6272 11.4289 18.2752 18.549 threshold=0.87395125581145916 193.59407779720283 63.531604069064748 339.25000000000006 20.500000000000004 -1.0000000180025095e-35 0.25107144038909618 80.007698059082045 decision_type=2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -3 -1 7 -7 right_child=1 3 -4 -5 -6 6 -8 -9 leaf_value=0.00024330692943229078 0.0034588097374830002 -0.0027552494840623219 0.024187483513123362 0.00059092866526096448 -0.025304000490119574 -0.0011869454684000679 -0.00060390645226624407 -0.016328045522566611 leaf_count=346317 12059 6602 570 188914 438 2354 335151 2000 internal_value=0 0.00571719 0.0380126 0.00363579 -0.035969 -0.00193721 -0.00606019 -0.0704302 internal_count=894405 208583 12629 195954 7040 685822 339505 4354 shrinkage=0.115603 Tree=54 num_leaves=9 num_cat=0 split_feature=17 5 16 16 12 9 4 26 split_gain=8.77315 19.2189 13.9931 13.1291 14.2838 20.5347 17.5451 11.981 threshold=109.11743678271326 120.00830078125001 145.31174655682437 106.04574822529212 403.30256121069158 0.95246329419641806 39.000553131103523 2.7907538079807139 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 3 4 5 7 -7 -1 right_child=1 -3 -4 -5 -6 6 -8 -9 leaf_value=-0.0093812814431965905 0.001290175935825691 0.021966433054519521 5.1398907129580245e-05 -0.0044589391765105651 0.024426888919533516 0.004421273526481106 0.034760298531555378 0.034037351138155952 leaf_count=1859 2799 765 870402 16417 374 1388 312 89 internal_value=0 0.049551 -0.00016272 -0.0260262 0.0251789 0.00609754 0.0864107 -0.063991 internal_count=894405 3564 890841 20439 4022 3648 1700 1948 shrinkage=0.115603 Tree=55 num_leaves=9 num_cat=0 split_feature=33 14 29 28 27 22 26 21 split_gain=8.69956 13.4797 9.44673 10.5985 13.2904 16.8161 15.3273 12.645 threshold=2.5000000000000004 59.939329066830489 0.12769897171823261 684.25000000000011 22.500000000000004 455.25000000000006 0.63565248807493824 8.5000000000000018 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 7 -6 -7 -4 right_child=1 -3 3 -5 5 6 -8 -9 leaf_value=-0.0033231592510550028 -0.002306655147129424 0.012040762594523852 2.0780552163558878e-05 0.00059415968668519127 -0.0044755982652749425 0.0030216566453947873 -0.001098950882901315 0.0036102247310226925 leaf_count=10862 30485 901 333530 351617 17756 13385 122216 13653 internal_value=0 -0.0163904 0.000558382 0.000931912 -0.00202391 -0.00977704 -0.00598781 0.00140079 internal_count=894405 31386 863019 852157 500540 153357 135601 347183 shrinkage=0.115603 Tree=56 num_leaves=9 num_cat=0 split_feature=0 27 28 10 24 25 18 6 split_gain=8.65926 14.5923 12.5336 17.7437 11.0431 10.3822 20.3763 19.7984 threshold=33.000000000000007 52.500000000000007 740.75000000000011 0.91958174066328435 18.500000000000004 1082.7500000000002 1.5000000000000002 0.44330406351781287 decision_type=2 2 2 2 2 2 2 2 left_child=5 2 3 -2 -4 -1 -7 -8 right_child=1 -3 4 -5 -6 6 7 -9 leaf_value=0.00051232651361978842 -0.00071460526862128417 -0.019511151121476746 0.00029149716425553663 -0.0057869160156800072 0.0063756643355139288 -0.00020659044537211561 0.00085656893778021702 -0.0096553671818898536 leaf_count=453256 217259 535 130978 9625 4112 68400 3818 6422 internal_value=0 -0.00374626 -0.00350234 -0.00804289 0.00412352 0.00259149 -0.00801526 -0.0496177 internal_count=894405 362509 361974 226884 135090 531896 78640 10240 shrinkage=0.115603 Tree=57 num_leaves=9 num_cat=0 split_feature=18 25 12 4 29 4 25 10 split_gain=8.43082 7.93205 14.2387 27.8949 26.1205 13.4494 13.8892 10.9018 threshold=6.5000000000000009 16389.500000000004 722.24978336205584 76.43418121337892 0.8920602592700354 194.17822265625003 52519.000000000007 0.93236106251123296 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 -3 7 -7 right_child=-2 5 3 -5 -6 6 -8 -9 leaf_value=-7.6484032694291283e-06 0.016370560460133472 0.0053039566327808315 0.013765035711218869 -0.0044053647558331037 -0.065960481125592704 -0.011324807972015828 0.0038352771967304256 -0.068168624041946527 leaf_count=880944 421 8416 76 1911 198 1109 1283 47 internal_value=0 6.41052e-05 -0.000266135 -0.0808916 -0.379287 0.0269315 -0.0384544 -0.117954 internal_count=894405 893984 883129 2185 274 10855 2439 1156 shrinkage=0.115603 Tree=58 num_leaves=9 num_cat=0 split_feature=11 16 17 16 13 22 6 15 split_gain=8.07116 13.7459 21.9248 20.4433 16.7759 12.4813 14.8295 13.7377 threshold=0.85098280691586992 205.32330804431601 59.08609226211712 218.15190361445784 65.083177959513961 520.25000000000011 0.86956523150034459 0.44885630566320972 decision_type=2 2 2 2 2 2 2 2 left_child=5 4 -3 -4 -2 6 -1 -7 right_child=1 2 3 -5 -6 7 -8 -9 leaf_value=-0.00056161850092112625 0.0020880005862712256 0.00027781353599014963 -0.0034433452528115031 -0.030875096646984797 0.016098678602827189 -0.0014421351505155672 -0.0034856562026086522 0.00031829701668065365 leaf_count=102093 38533 262565 997 571 1177 69896 29988 388585 internal_value=0 0.00430705 0.0016991 -0.116198 0.021654 -0.0020357 -0.0106009 0.000431795 internal_count=894405 303843 264133 1568 39710 590562 132081 458481 shrinkage=0.115603 Tree=59 num_leaves=9 num_cat=0 split_feature=10 21 6 9 4 17 12 28 split_gain=7.53495 11.9695 11.2322 16.5537 12.388 14.5176 13.2691 10.5797 threshold=0.69243546728200844 14.500000000000002 0.51851846870054774 0.94598072708734726 44.956785202026374 59.08609226211712 864.61931803688128 797.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 7 6 -6 -5 -2 right_child=2 -3 -4 4 5 -7 -8 -9 leaf_value=-0.00038747859638048159 -0.0037720521452760747 -0.0081291567811811304 0.00061210330754593177 8.0588816651681238e-05 0.0036611156982819869 0.023106895898855825 -0.06270548218126297 -0.00076338406245246289 leaf_count=312282 26104 2692 383891 125356 4568 578 45 38889 internal_value=0 -0.00392415 0.00215257 -0.00401647 0.00247556 0.0505631 0.000502218 -0.0170565 internal_count=894405 314974 579431 195540 130547 5146 125401 64993 shrinkage=0.115603 Tree=60 num_leaves=9 num_cat=0 split_feature=20 28 27 10 24 20 32 29 split_gain=7.08316 10.467 10.2181 27.4016 14.4627 10.1056 20.6029 13.945 threshold=1.0837816602227215 1936.5000000000002 45.500000000000007 0.70259001712880187 28.500000000000004 0.88478148661143663 1.5000000000000002 0.053201286819936661 decision_type=2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 -1 7 -7 right_child=1 -3 3 -5 -6 6 -8 -9 leaf_value=-0.00055854672464892815 -0.00051190859166434473 -0.011772270844681179 -0.049832604875125371 -0.0010879123675468375 -0.013197024295249802 -0.016250246061809262 0.0071077217062497991 0.00035172710479954901 leaf_count=197985 151418 1135 266 1791 314 677 6063 534756 internal_value=0 -0.00615427 -0.00544814 -0.0705877 -0.259498 0.00128204 0.00351733 0.00286095 internal_count=894405 154924 153789 2371 580 739481 541496 535433 shrinkage=0.115603 Tree=61 num_leaves=9 num_cat=0 split_feature=25 18 27 30 29 26 10 29 split_gain=6.97544 20.3449 7.45361 14.9502 27.8154 14.4893 15.0748 12.4121 threshold=252.75000000000003 2.5000000000000004 14.500000000000002 1.0000000180025095e-35 1.8325179006140757 0.7344596247478109 0.79750064570944945 0.092672586485264885 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 5 -4 -5 6 -2 -7 right_child=2 -3 3 4 -6 7 -8 -9 leaf_value=-0.00012846735533080572 -0.0019236326708339303 -0.02059435273956094 -7.7716028803244389e-05 -0.0013120056847383689 -0.010651461224579269 -0.018658733031640375 0.00081481277503187434 0.00077037792193021927 leaf_count=2657 64443 859 400528 40710 4760 440 46071 333937 internal_value=0 -0.0443631 0.000265874 -0.00262302 -0.0198065 0.00316196 -0.00676478 0.00644282 internal_count=894405 3516 890889 445998 45470 444891 110514 334377 shrinkage=0.115603 Tree=62 num_leaves=9 num_cat=0 split_feature=0 25 17 24 24 7 16 17 split_gain=7.26897 11.1496 16.419 13.0617 11.6643 9.32554 9.25261 8.35279 threshold=17.500000000000004 880.25000000000011 45.971417816666609 4.5000000000000009 8.5000000000000018 -71.492889404296861 106.04574822529212 60.48736477470532 decision_type=2 2 2 2 2 2 2 2 left_child=1 4 -3 5 6 -4 -1 -7 right_child=-2 2 3 -5 -6 7 -8 -9 leaf_value=0.029551427184264747 -0.0002192394221895029 0.0002309840764107003 -0.010343343564723632 -0.0084832031953281078 0.00031244496417249726 -0.0025712212176362799 0.0021393480413798125 0.0065295278928155249 leaf_count=165 640737 35294 1222 6081 143519 3673 61585 2129 internal_value=0 0.00442809 -0.00922529 -0.0394517 0.00764733 -0.0100767 0.0191395 0.00664539 internal_count=894405 253668 48399 13105 205269 7024 61750 5802 shrinkage=0.115603 Tree=63 num_leaves=9 num_cat=0 split_feature=17 5 1 6 26 16 16 9 split_gain=6.41576 13.0216 11.2672 12.463 9.76012 9.47088 9.92168 10.2049 threshold=109.11743678271326 120.00830078125001 7497.5000000000009 0.499999952487165 1.2044176307693701 145.31174655682437 106.04574822529212 0.95246329419641806 decision_type=2 2 2 2 2 2 2 2 left_child=5 2 3 4 -2 6 7 -1 right_child=1 -3 -4 -5 -6 -7 -8 -9 leaf_value=-0.0024247301669036146 -0.017146331740799232 0.018299036311780984 -0.042357566977288409 0.007054207618616414 0.019493421717903046 4.123135491644002e-05 -0.0037312457011315328 0.0093288221645746704 leaf_count=2275 573 762 77 2027 117 870370 16460 1744 internal_value=0 0.0424172 0.0108151 0.0215055 -0.0945777 -0.000143482 -0.0213999 0.0231446 internal_count=894405 3556 2794 2717 690 890849 20479 4019 shrinkage=0.115603 Tree=64 num_leaves=9 num_cat=0 split_feature=18 25 27 28 16 18 21 25 split_gain=6.29211 6.33586 13.5604 35.5168 15.9888 18.3897 13.3135 13.2068 threshold=6.5000000000000009 661.25000000000011 31.500000000000004 449.25000000000006 214.03991106482263 3.5000000000000004 1.5000000000000002 414.75000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 6 -4 -5 -6 -1 -7 right_child=-2 -3 3 4 5 7 -8 -9 leaf_value=-0.0036619368446554165 0.014106129503355741 0.00032480415849780086 -0.017629073787722459 0.0016674347426348689 -0.00075251699700059119 -0.046577088378512328 4.5054333032442782e-05 -0.0059797795021792159 leaf_count=13378 423 427684 1890 14959 20775 108 402490 12698 internal_value=0 2.98718e-05 -0.00251971 -0.0180057 -0.012769 -0.0248823 -0.000641809 -0.0546883 internal_count=894405 893982 466298 50430 48540 33581 415868 12806 shrinkage=0.115603 Tree=65 num_leaves=9 num_cat=0 split_feature=11 16 17 16 32 7 5 7 split_gain=7.01932 12.0895 12.8659 14.0514 11.7471 9.88044 15.1623 12.612 threshold=0.85694725596041399 198.17114693894027 59.900043326605065 218.78006585129762 1.5000000000000002 -7.5946431159973136 50.470487594604499 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 left_child=5 4 -3 -4 -2 6 -1 -8 right_child=1 2 3 -5 -6 -7 7 -9 leaf_value=0.00076089841654776533 0.0041762060113273748 0.00030669394159251514 -0.0035929508048000479 -0.028056817096742237 -0.002413074670673203 -0.00063549468549219915 -0.0080662420163317983 -0.00090318257976993636 leaf_count=210546 19534 253389 1191 426 4437 344437 3486 56959 internal_value=0 0.00410387 0.00208556 -0.0868311 0.0255748 -0.00194316 0.00257412 -0.0113863 internal_count=894405 278977 255006 1617 23971 615428 270991 60445 shrinkage=0.115603 Tree=66 num_leaves=9 num_cat=0 split_feature=26 0 26 10 2 9 17 20 split_gain=6.57948 6.49359 13.163 9.10641 8.7261 7.12267 7.08194 7.21064 threshold=7.0117581441076942 48.000000000000007 1.961861757370656 0.75770603668929237 39.505319148936174 0.93451772222735585 55.713896383302419 1.091736393915403 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 6 -4 -5 7 -3 right_child=-2 2 4 5 -6 -7 -8 -9 leaf_value=0.00011158855290755794 0.0052231079621610377 -0.001637889169589804 -0.0090935340052552879 -0.0019795656362515137 0.00033785677646144184 0.0011548507965113287 0.00037907205423677614 -0.0057280539770469324 leaf_count=759341 3212 39484 4070 12160 1934 47676 19784 6744 internal_value=0 -0.000159546 -0.00663741 -0.00445502 -0.0523817 0.00447969 -0.0125538 -0.0193298 internal_count=894405 891193 131852 125848 6004 59836 66012 46228 shrinkage=0.115603 Tree=67 num_leaves=9 num_cat=0 split_feature=22 18 28 12 21 16 13 27 split_gain=6.18383 8.6233 10.6432 7.93639 8.65821 11.4275 7.06834 6.21992 threshold=280.25000000000006 2.5000000000000004 312.25000000000006 62.059397513308987 1.5000000000000002 217.49781411042559 20.368281560041677 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 -5 -4 -2 right_child=7 2 6 4 -6 -7 -8 -9 leaf_value=0.0011684247968977075 0.00034492132471043637 -0.021383658705392477 -0.012893492777341043 -0.0091632621458313523 -0.0028488831807627841 -0.045144753736747686 0.0047475756253016321 -0.00026839809924865019 leaf_count=5848 439230 683 562 457 2082 159 660 444724 internal_value=0 -0.0241537 -0.0849941 -0.0105917 -0.0554572 -0.159603 -0.0291132 0.000314486 internal_count=894405 10451 1905 8546 2698 616 1222 883954 shrinkage=0.115603 Tree=68 num_leaves=9 num_cat=0 split_feature=16 11 29 17 4 25 16 14 split_gain=6.05546 12.9375 7.53819 7.98628 11.6486 11.3161 11.2374 10.8667 threshold=169.01856314913644 0.80003429355281219 0.18304001513900361 29.079846080871079 194.17822265625003 16389.500000000004 192.30190926945491 48.359810876523873 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -2 6 5 -5 -4 -8 right_child=2 -3 3 4 -6 -7 7 -9 leaf_value=-0.0021055100007242732 -0.0024085814933050807 0.0012178439657057195 0.020975367078823554 8.1203430032862308e-05 -0.0095269319327176537 0.006227934778067129 -0.0071043800346283423 0.0044639912951692342 leaf_count=48318 15945 23157 472 792687 1679 4023 1290 6834 internal_value=0 -0.00889926 0.000696558 0.00112199 0.000795568 0.000970918 0.0314399 0.0227248 internal_count=894405 71475 822930 806985 798389 796710 8596 8124 shrinkage=0.115603 Tree=69 num_leaves=9 num_cat=0 split_feature=11 10 16 4 22 13 1 8 split_gain=6.0429 6.53857 10.084 18.0284 21.7422 15.1419 23.093 12.95 threshold=0.92709665387894302 0.96627954371202152 243.99960794563518 47.002330780029304 2174.2500000000005 171.29831261393329 9421.0000000000018 5077.5000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 7 4 -4 -6 -7 -3 right_child=-2 2 3 -5 5 6 -8 -9 leaf_value=-2.8844651692213757e-05 0.0012803168536736239 -0.0026858293898842276 0.0042625720099281929 0.0041539990546869401 -0.059598705394521431 0.0041924905439315145 -0.059910840179743949 0.0059043476237533362 leaf_count=828075 46078 16143 265 562 219 198 121 2744 internal_value=0 -0.000683683 -0.0184362 -0.10144 -0.197584 -0.313069 -0.174065 -0.0124374 internal_count=894405 848327 20252 1365 803 538 319 18887 shrinkage=0.115603 Tree=70 num_leaves=9 num_cat=0 split_feature=17 16 11 19 17 13 25 17 split_gain=5.78388 10.1999 13.7115 10.9981 14.249 12.2592 14.4673 14.1682 threshold=36.537473303979191 178.1921689767789 0.78278924085375712 2487.7500000000005 109.11743678271326 54.464449361623103 10966.500000000002 74.303573809456722 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 5 -5 -2 7 -7 right_child=1 -3 -4 4 -6 6 -8 -9 leaf_value=0.0010143569645167216 -0.0025029887822393643 4.2715444149718747e-05 0.00050919071902577856 -0.0013553511712247742 0.013583170831220306 -0.0068214672669427052 0.031878106391380293 -0.023915845931338369 leaf_count=68767 38590 747001 31840 2823 1223 3239 112 810 internal_value=0 -0.000770896 -0.0116039 -0.0224959 0.0273363 -0.0272121 -0.0787821 -0.088589 internal_count=894405 825638 78637 46797 4046 42751 4161 4049 shrinkage=0.115603 Tree=71 num_leaves=9 num_cat=0 split_feature=17 5 11 15 4 28 0 4 split_gain=5.73266 10.1643 16.19 12.2677 13.5225 11.0242 8.92509 7.28891 threshold=98.811948628365982 109.48708343505861 0.63745680546446837 0.5728087040806723 81.58099746704103 25253.750000000004 43.000000000000007 39.696432113647468 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 7 -5 6 -4 -2 right_child=1 2 5 4 -6 -7 -8 -9 leaf_value=-2.8507385032877804e-05 -0.0090737072080700285 0.018006525432440624 -0.051915300802997992 0.0063765905970362465 -0.035520225190828918 0.019872841095301495 0.0085208163674947157 0.0085909825899896184 leaf_count=887253 1728 1124 107 3581 106 78 47 381 internal_value=0 0.0281789 0.106119 0.00994456 0.0447398 -0.134391 -0.289529 -0.0508852 internal_count=894405 7152 1356 5796 3687 232 154 2109 shrinkage=0.115603 Tree=72 num_leaves=9 num_cat=0 split_feature=18 16 29 16 9 5 10 19 split_gain=5.15157 5.12187 12.4008 10.3206 8.41281 12.8483 11.6743 7.41107 threshold=6.5000000000000009 106.04574822529212 0.97561849812046519 145.31174655682437 0.9435787979714364 78.164913177490249 0.89460491622088256 8039.5000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 4 -3 -1 -6 7 -7 right_child=-2 3 -4 -5 5 6 -8 -9 leaf_value=-0.0067829790186808604 0.012681957847213902 -0.0027994422262641017 0.012539482507819454 1.7448433348207348e-05 0.00079365969650598011 0.055517348999858607 -0.011074815252735997 0.0041253542040314839 leaf_count=1442 427 17736 1481 871637 1408 150 74 50 internal_value=0 -0.000162757 0.0331015 -0.000334993 -0.00262844 0.0454206 0.243544 0.369101 internal_count=894405 893978 4605 889373 3124 1682 274 200 shrinkage=0.115603 Tree=73 num_leaves=9 num_cat=0 split_feature=0 28 18 21 8 16 25 21 split_gain=5.5085 7.79121 13.1158 8.9532 13.0413 10.1275 6.81845 10.5889 threshold=13.500000000000002 996.75000000000011 1.5000000000000002 6.5000000000000009 1390.5000000000002 232.80337970139516 669.25000000000011 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 -2 -8 right_child=6 2 3 4 -6 -7 7 -9 leaf_value=0.00086528341048090166 -0.00050149673769871118 -0.00019692492852917582 -0.0055214883843718076 -0.018421300190382385 0.0062512687986816494 -0.062640068814884417 7.2655843009933061e-05 0.003147903248256219 leaf_count=155448 372342 22497 3570 160 134 122 324445 15687 internal_value=0 0.00478383 -0.0110709 -0.0639406 -0.202779 -0.32483 -0.00138135 0.00185537 internal_count=894405 181931 26483 3986 416 282 712474 340132 shrinkage=0.115603 Tree=74 num_leaves=9 num_cat=0 split_feature=33 20 18 16 29 4 4 1 split_gain=5.29605 10.6183 13.3163 10.591 6.74948 6.70214 8.43426 13.5619 threshold=2.5000000000000004 0.82013946853566877 1.5000000000000002 214.77650472169535 0.70546527751595056 5.0373446941375741 9.0106711387634295 662.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=5 -2 -3 -4 -5 -1 7 -7 right_child=1 2 3 4 -6 6 -8 -9 leaf_value=-0.0033849461325278422 -0.0021737054113994364 0.014293982612222082 0.010667840892709736 -0.032734101819852188 -0.0045270969416750049 0.0032021232188692368 5.1648666590424146e-05 -0.045138344544764272 leaf_count=7447 28182 1230 667 126 1131 13755 841789 78 internal_value=0 -0.012645 0.0423803 -0.00957281 -0.0636186 0.000589273 0.00084925 0.0253413 internal_count=894405 31336 3154 1924 1257 863069 855622 13833 shrinkage=0.115603 Tree=75 num_leaves=9 num_cat=0 split_feature=21 4 28 12 0 28 7 17 split_gain=4.96422 15.9942 11.2733 9.72084 8.72059 8.36664 12.3478 7.8326 threshold=5.5000000000000009 32.927673339843757 402.75000000000006 266.9802307403553 40.500000000000007 312.25000000000006 -1.0000000180025095e-35 50.782482941930809 decision_type=2 2 2 2 2 2 2 2 left_child=7 3 -3 5 -4 6 -2 -1 right_child=1 2 4 -5 -6 -7 -8 -9 leaf_value=0.00055281108264757764 0.0079455135625152492 -0.073321437330563483 -0.0023143296987337752 -0.031982553652849265 -0.012366295027334648 -0.00021650249620671727 -0.024802512088293826 -0.00034351373980274466 leaf_count=342620 239 34 2759 129 1982 335967 432 210243 internal_value=0 -0.00301563 -0.0604851 -0.00220077 -0.0563704 -0.0020956 -0.113649 0.00183348 internal_count=894405 341542 4775 336767 4741 336638 671 552863 shrinkage=0.115603 Tree=76 num_leaves=9 num_cat=0 split_feature=9 17 11 29 27 17 16 27 split_gain=5.34009 13.8038 13.1887 11.797 13.4889 11.1402 10.6657 10.3352 threshold=0.96215512866738784 70.528956778714772 0.72116515837104089 1.9676979418063087 5.5000000000000009 48.422327543787723 185.58337152362284 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=5 -2 3 -3 -5 -1 -7 -4 right_child=1 2 7 4 -6 6 -8 -9 leaf_value=0.00024982281425706512 0.00014652753937614718 0.0079874145283213172 0.0055758556768878203 0.012703460447670688 -0.047643646284954155 -0.0030032000707846018 -0.000601800464743257 -0.0065287168683461193 leaf_count=192408 527768 6996 1683 90 110 30368 132839 2143 internal_value=0 0.00199898 0.0370242 0.0622473 -0.177222 -0.00299379 -0.00907092 -0.0104158 internal_count=894405 538790 11022 7196 200 355615 163207 3826 shrinkage=0.115603 Tree=77 num_leaves=9 num_cat=0 split_feature=20 27 10 24 14 16 0 9 split_gain=4.63794 7.73482 19.6135 16.5541 7.82002 7.27927 6.94669 6.85157 threshold=1.0656674205294034 45.500000000000007 0.66891669833396239 28.500000000000004 36.988859262834744 224.53503934239183 43.000000000000007 0.84833254384248635 decision_type=2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 7 -6 -5 -2 right_child=1 2 -4 6 5 -7 -8 -9 leaf_value=0.00012898496384259811 -0.0084745108778034369 -0.049825517850775602 -0.0017379130477091001 -0.00013803642599152051 -0.0096907120626217955 -0.00090581587395306435 -0.043736629966886625 -0.00023442897495559145 leaf_count=725063 1360 231 2126 245 2316 2766 61 160237 internal_value=0 -0.0046967 -0.0581651 -0.228925 -0.00384244 -0.0424669 -0.0763754 -0.00262776 internal_count=894405 169342 2663 537 166679 5082 306 161597 shrinkage=0.115603 Tree=78 num_leaves=9 num_cat=0 split_feature=22 21 25 7 29 18 13 12 split_gain=4.44463 5.60991 11.5305 17.5871 9.18308 7.63959 7.1127 7.08014 threshold=280.25000000000006 3.5000000000000004 252.75000000000003 -2.6324349641799922 0.84437341197359161 1.5000000000000002 19.104991903970632 62.059397513308987 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 3 -3 6 7 -5 -1 right_child=-2 2 -4 4 -6 -7 -8 -9 leaf_value=-0.00060213506980200929 2.3290093674082968e-05 0.0063667123536739227 -0.0011498195579744644 -0.025319831446127913 -0.035149668397336929 0.004301196740169144 0.007122676792567356 -0.010765128566228913 leaf_count=3235 883940 349 2073 201 473 2692 164 1278 internal_value=0 -0.0205287 -0.0549492 -0.133543 -0.212096 -0.00495475 -0.0929291 -0.0301039 internal_count=894405 10465 3260 1187 838 7205 365 4513 shrinkage=0.115603 Tree=79 num_leaves=9 num_cat=0 split_feature=10 24 28 16 20 11 16 26 split_gain=4.80142 13.5214 12.1696 8.02297 8.08351 8.00203 9.76763 8.69233 threshold=0.70259001712880187 23.500000000000004 457.25000000000006 209.65677492387729 0.39320705211988921 0.86713445069423345 192.98113877424225 0.93120402684563774 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 -3 4 -4 7 -7 -1 right_child=-2 2 3 -5 -6 6 -8 -9 leaf_value=-0.0012917601360681217 0.00020450859080025814 -0.021401648632385865 -0.016517709818222613 -0.0064736518926318334 0.0046518099935444158 0.0054781900935275615 0.00043183358508971145 7.9572581619723835e-05 leaf_count=115074 561716 571 276 4843 1904 5524 71137 133360 internal_value=0 -0.00302469 -0.0447368 -0.0333222 0.0170551 -0.00205032 0.00688095 -0.0048063 internal_count=894405 332689 7594 7023 2180 325095 76661 248434 shrinkage=0.115603 Tree=80 num_leaves=9 num_cat=0 split_feature=17 21 23 25 24 7 15 10 split_gain=4.37549 11.4085 11.4398 14.3729 20.4019 15.437 10.5691 10.8597 threshold=89.662319375954809 1.5000000000000002 0.34098738092727338 1045.2500000000002 4.5000000000000009 -36.869894027709954 0.29883737040729857 0.49579563499519713 decision_type=2 2 2 2 2 2 2 2 left_child=-1 6 -3 -4 5 -5 -2 -8 right_child=1 2 3 4 -6 -7 7 -9 leaf_value=-2.772562454873557e-05 -0.043284615734167836 0.011618550310777676 0.0026417468113515844 0.0084999107092006039 -0.020262411574351387 -0.014967327477662199 -0.044479717389597578 0.01299083206460438 leaf_count=883623 48 1092 5019 1068 1066 577 45 1867 internal_value=0 0.0200275 0.00469519 -0.00883943 -0.0675109 0.00232299 0.0890387 0.100674 internal_count=894405 10782 8822 7730 2711 1645 1960 1912 shrinkage=0.115603 Tree=81 num_leaves=9 num_cat=0 split_feature=26 16 29 30 27 14 0 7 split_gain=4.85623 9.50415 8.24316 12.4049 13.6019 14.9599 8.52124 7.10178 threshold=3.7376011494581536 106.04574822529212 2.1839499837374876 1.0000000180025095e-35 14.500000000000002 27.421704398090558 51.000000000000007 -68.198589324951158 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 7 5 -5 -7 -4 right_child=1 -3 3 4 -6 6 -8 -9 leaf_value=3.2494888782901311e-05 0.033502303295189183 0.0021509790479706174 -0.0055358112460116952 -0.019550620822540127 -0.013852791656955023 0.0010991859059958958 -0.011104225531455425 0.00060260876645599278 leaf_count=858022 131 9531 3003 652 2085 4435 924 15622 internal_value=0 0.0222835 -0.000257572 -0.0175542 -0.0502342 -0.0260939 -0.0086929 -0.00334868 internal_count=894405 9662 884743 26721 8096 6011 5359 18625 shrinkage=0.115603 Tree=82 num_leaves=9 num_cat=0 split_feature=25 28 22 27 16 28 7 6 split_gain=4.30024 15.9553 13.0527 11.736 12.2743 10.7391 10.528 12.2437 threshold=1122.7500000000002 1363.2500000000002 777.25000000000011 20.500000000000004 235.29510545352062 11087.000000000002 -51.84277153015136 0.27046405789835865 decision_type=2 2 2 2 2 2 2 2 left_child=2 3 -1 -2 -5 -4 -3 -8 right_child=1 6 5 4 -6 -7 7 -9 leaf_value=-0.00014150679966638772 -0.0025048467417668465 -0.0019091748205797246 0.0010883114111524094 -0.011485603964458791 -0.058451832527185082 -0.030830491388750235 -0.0034745674196139933 0.001291272240751287 leaf_count=605567 34223 25660 151259 356 94 141 8043 69062 internal_value=0 -0.00522801 0.000852242 -0.0237772 -0.184219 0.00915704 0.00103051 0.00686949 internal_count=894405 137438 756967 34673 450 151400 102765 77105 shrinkage=0.115603 Tree=83 num_leaves=9 num_cat=0 split_feature=33 20 16 2 4 20 10 30 split_gain=4.28377 8.92122 7.11497 8.94535 5.19795 7.48001 11.3749 11.4993 threshold=2.5000000000000004 0.85936491935483883 213.02383448318599 95.045183714001993 5.0373446941375741 0.40881178139465441 0.92716252873503391 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 6 7 -6 right_child=1 2 3 -5 5 -7 -8 -9 leaf_value=-0.0029887770460260785 -0.0019085075958815061 0.01455273549198011 -0.0041503113045137019 0.013672756412487545 0.0053701823983050949 1.6807779057518044e-05 -0.0066865732722731887 1.0549156299712919e-05 leaf_count=7470 28801 765 1247 539 11416 832290 1809 10068 internal_value=0 -0.0114888 0.045191 0.0106272 0.000410727 0.000640039 0.0183144 0.0247269 internal_count=894405 31352 2551 1786 863053 855583 23293 21484 shrinkage=0.115603 Tree=84 num_leaves=9 num_cat=0 split_feature=17 4 25 28 7 16 7 4 split_gain=4.09764 9.04286 6.73759 8.68504 10.1519 7.1361 6.63304 8.74676 threshold=33.909364530394747 194.17822265625003 16389.500000000004 13277.500000000002 -12.511569499969481 164.91661834185888 -51.340192794799798 125.95090103149415 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 5 6 -2 -5 -8 right_child=1 -3 -4 4 -6 -7 7 -9 leaf_value=0.0011210091152630212 -0.001400475698289994 -0.0092112412269782073 0.0047531430739830155 -0.011177150177452156 -0.00076891846436390383 2.9054990817868557e-05 -0.046269426941941624 0.01161231705044182 leaf_count=40839 49570 1442 3887 453 948 797038 185 43 internal_value=0 -0.000556609 -0.000422714 -0.000613062 -0.0735601 -0.000472701 -0.166702 -0.305814 internal_count=894405 853566 852124 848237 1629 846608 681 228 shrinkage=0.115603 Tree=85 num_leaves=9 num_cat=0 split_feature=11 9 11 5 16 5 19 24 split_gain=4.02517 9.60354 6.83739 11.268 10.4316 12.478 11.5595 14.8169 threshold=0.67723857583403435 0.9611313749652689 0.83137542406992138 50.001810073852546 210.54800307219665 62.00000190734864 303.25000000000006 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 -2 5 -4 7 -6 right_child=2 -3 4 -5 6 -7 -8 -9 leaf_value=2.3228764143351959e-05 -0.00022132658807596516 0.0022702328800671 0.0011872072607619422 -0.0021663600768029572 -0.0038600693755513824 0.011210190605789795 2.2809181804382263e-05 -0.03050957066481556 leaf_count=103441 328870 33701 80244 45286 5399 1695 295475 294 internal_value=0 0.00497739 -0.000910381 -0.00395095 0.00205915 0.0120632 -0.000662648 -0.0452955 internal_count=894405 137142 757263 374156 383107 81939 301168 5693 shrinkage=0.115603 Tree=86 num_leaves=9 num_cat=0 split_feature=10 24 16 19 11 22 21 4 split_gain=4.28776 8.66257 11.8636 11.8701 7.55222 8.9554 10.3984 8.61248 threshold=0.69243546728200844 22.500000000000004 209.65677492387729 353.25000000000006 0.86957828177257535 513.75000000000011 9.5000000000000018 23.400427818298343 decision_type=2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 5 -1 -7 -8 right_child=-2 2 3 -5 -6 6 7 -9 leaf_value=-0.0017259319227015317 0.00017970864123406866 0.0025288846386117359 -0.029514127068171789 -0.00543526517077273 0.0008283952180029809 -0.00032471026106028973 0.0067991026335837163 -0.00075857233952230296 leaf_count=63586 579496 2776 286 6313 68175 165322 5134 3317 internal_value=0 -0.00302968 -0.0329713 -0.0560437 -0.00211096 -0.00477547 -0.00105986 0.0331541 internal_count=894405 314909 9375 6599 305534 237359 173773 8451 shrinkage=0.115603 Tree=87 num_leaves=9 num_cat=0 split_feature=18 18 21 24 25 28 16 14 split_gain=3.94736 4.5522 15.9485 11.6011 19.4737 13.749 14.68 9.77924 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 20.500000000000004 420.25000000000006 684.25000000000011 214.03991106482263 30.905528719616687 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 6 -6 -4 right_child=-2 3 7 4 5 -7 -8 -9 leaf_value=-9.1762144664062413e-06 0.011112551053563497 0.00032144884549947968 0.0033472460578980881 -0.021277538108960839 0.0019438536098391359 0.0049024083657045131 -0.0054984323198143809 -0.01669620568060454 leaf_count=813458 428 35045 22904 757 4771 2961 13751 330 internal_value=0 6.80273e-05 0.00065848 -0.00855599 -0.0264198 -0.0208652 -0.0309801 0.026492 internal_count=894405 893977 836692 57285 22240 21483 18522 23234 shrinkage=0.115603 Tree=88 num_leaves=9 num_cat=0 split_feature=27 22 4 22 28 26 15 18 split_gain=3.95313 18.9701 18.7916 12.4231 10.7816 9.40415 12.1474 10.6762 threshold=22.500000000000004 1149.2500000000002 61.006769180297859 464.25000000000006 832.25000000000011 0.74028449204043745 0.73605082033983449 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 6 -5 -8 right_child=1 2 -4 4 -6 -7 7 -9 leaf_value=0.00013708215783132962 -0.0029803508815329492 -0.01206438951851688 -0.068832065654426344 -0.00056112510377164871 0.0051935805783236031 -0.00060293057891244836 0.0045020027218620742 -0.011013815799131646 leaf_count=685207 21818 681 88 17208 5069 148692 15025 617 internal_value=0 -0.00378067 -0.160554 -0.00320226 -0.000562441 -0.00183256 0.01348 0.0336493 internal_count=894405 209198 769 208429 186611 181542 32850 15642 shrinkage=0.115603 Tree=89 num_leaves=9 num_cat=0 split_feature=0 28 23 24 25 24 28 4 split_gain=4.39394 10.1634 10.8136 9.40047 8.66593 12.9491 10.9256 9.9194 threshold=43.000000000000007 817.75000000000011 1.6534522499869035 6.5000000000000009 1082.7500000000002 8.5000000000000018 1363.2500000000002 28.382573127746586 decision_type=2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 7 -6 -1 right_child=1 -3 -4 -5 6 -7 -8 -9 leaf_value=0.00080509765484453163 -0.0025028133569462508 0.00074371300808620555 -0.0052340000846223577 -0.0002510070382001474 -0.0027388529756866911 -4.8455317738501176e-05 -6.0009448672076293e-05 0.0033297282005234382 leaf_count=165592 31334 69367 7453 118376 28522 378991 70984 23786 internal_value=0 -0.0036489 -0.00809889 -0.00624813 0.00144773 0.00295492 -0.00716123 0.00970726 internal_count=894405 226530 157163 149710 667875 568369 99506 189378 shrinkage=0.115603 Tree=90 num_leaves=9 num_cat=0 split_feature=7 9 27 7 26 15 19 1 split_gain=3.66907 7.77795 9.35579 17.7888 21.58 14.1339 11.9502 11.0422 threshold=-1.0000000180025095e-35 0.96575608976067384 2.5000000000000004 -89.940933227539048 1.7593712920751889 0.46628959326549108 5177.5000000000009 3730.5000000000005 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 -3 7 -7 right_child=-2 2 -4 -5 -6 6 -8 -9 leaf_value=-8.3560922153529474e-05 -0.00019818153179269551 0.00096682682785933702 0.0012678040351124522 0.0013263525139091232 -0.10075319985158797 -0.021454212535364059 0.001935376870571853 -0.070543032765351843 leaf_count=257453 515941 848 115231 3691 36 849 290 66 internal_value=0 0.0023852 0.00899756 -0.0302623 -0.104004 -0.0905448 -0.16015 -0.216214 internal_count=894405 378464 121011 5780 2089 2053 1205 915 shrinkage=0.115603 Tree=91 num_leaves=9 num_cat=0 split_feature=17 16 11 16 11 19 13 7 split_gain=3.74452 7.86223 8.68672 7.25303 10.4733 10.8544 8.32826 7.55129 threshold=38.198960791027993 176.10568338523996 0.79100943756116182 106.04574822529212 0.61891240958226612 1716.7500000000002 50.497581015426711 -59.036245346069329 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 -2 7 -6 right_child=1 -3 -4 -5 6 -7 -8 -9 leaf_value=0.00067530779729581226 -0.0046491691311863863 1.15104282804519e-05 0.00049250271339323372 -0.0026229280568556682 0.018672087316888367 0.016908807267442687 -0.017894944669502172 -0.0075742407172169537 leaf_count=93391 455 733694 23617 41243 253 994 410 348 internal_value=0 -0.000849434 -0.0111922 -0.0195427 0.033206 0.0877084 -0.0449089 0.0300557 internal_count=894405 801014 67320 43703 2460 1449 1011 601 shrinkage=0.115603 Tree=92 num_leaves=9 num_cat=0 split_feature=6 22 20 0 22 7 19 17 split_gain=3.59471 10.9277 10.1611 7.09721 8.97148 15.4078 15.796 16.2441 threshold=0.86956523150034459 554.25000000000011 1.55095930587804 43.000000000000007 3091.7500000000005 -51.340192794799798 8879.0000000000018 37.537355924111516 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 6 7 -6 right_child=1 3 -4 -5 5 -7 -8 -9 leaf_value=0.00010151616968493419 -0.0020923811830811361 0.0012696097427458491 0.0071189888577999384 -0.0013023877010425108 -0.006101908198608951 0.00010229294116970452 -0.00084610537337055235 -0.042470360121898844 leaf_count=746432 53257 60699 1650 27890 285 3238 567 387 internal_value=0 -0.00451712 -0.0157052 0.00208359 0.00779613 -0.035404 -0.130241 -0.233957 internal_count=894405 147973 54907 93066 65176 4477 1239 672 shrinkage=0.115603 Tree=93 num_leaves=9 num_cat=0 split_feature=27 0 19 24 19 21 26 29 split_gain=3.71549 7.54891 5.18783 4.7359 9.9831 4.15831 3.68641 7.88205 threshold=55.500000000000007 29.500000000000004 564.75000000000011 31.500000000000004 483.25000000000006 18.500000000000004 0.51788622615169866 0.092672586485264885 decision_type=2 2 2 2 2 2 2 2 left_child=5 3 -3 4 -2 6 -1 -8 right_child=1 2 -4 -5 -6 -7 7 -9 leaf_value=-0.00065340754757581309 -0.05911903189889036 -0.03381574368273095 0.00034963637032236306 0.0073503678925410324 -0.0015887309806056 0.0093425707767311721 -0.013989897064253822 9.9373243971977832e-05 leaf_count=100465 50 192 86 400 208 638 531 791835 internal_value=0 -0.0629252 -0.201089 -0.00455204 -0.110187 0.000112061 5.43916e-05 0.00077793 internal_count=894405 936 278 658 258 893469 892831 792366 shrinkage=0.115603 Tree=94 num_leaves=9 num_cat=0 split_feature=26 27 8 5 21 5 11 23 split_gain=3.60884 4.50845 5.8551 3.90394 13.3907 23.3155 18.5885 20.05 threshold=7.0117581441076942 4.5000000000000009 10666.000000000002 50.470487594604499 1.5000000000000002 278.03120422363287 0.80244826601969466 1.0959872885381821 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -5 6 7 -6 right_child=1 -3 -4 4 5 -7 -8 -9 leaf_value=8.9294511849685902e-05 0.017609257682478133 0.0052013218568152525 -0.020375895810894711 0.00091364847673508639 -0.0057339007948253992 -0.041259350774803923 0.00061335802880774757 -0.0010115631532688382 leaf_count=750848 74 2931 203 51262 19155 196 37499 32237 internal_value=0 0.0334681 -0.0884769 -0.000132463 -0.00497347 -0.012383 -0.0116233 -0.0239758 internal_count=894405 3208 277 891197 140349 89087 88891 51392 shrinkage=0.115603 Tree=95 num_leaves=9 num_cat=0 split_feature=0 6 1 27 11 22 21 18 split_gain=3.53952 3.52992 7.69239 8.61684 6.37852 6.30578 6.31948 5.98103 threshold=9.0000000000000018 0.87951808754826732 596.50000000000011 35.500000000000007 0.83048543646369744 498.75000000000006 8.5000000000000018 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 4 7 5 -3 -7 -4 right_child=1 2 3 -5 -6 6 -8 -9 leaf_value=0.000769835200717683 3.2633176529498732e-05 -0.0042667830048668176 -0.00033169028558783739 -0.010605021136433855 -0.00014571987260244242 -0.0020095872895838185 0.003195760827980712 0.002174736077473234 leaf_count=73056 694368 14904 35662 939 29722 22351 3622 19781 internal_value=0 -0.000604244 -0.00545204 0.0032574 -0.0124076 -0.0205127 -0.0111042 0.00486625 internal_count=894405 821349 126981 56382 70599 40877 25973 55443 shrinkage=0.115603 Tree=96 num_leaves=9 num_cat=0 split_feature=20 14 16 21 29 27 6 24 split_gain=3.5735 5.94183 6.31326 6.41 7.9423 5.82632 12.976 13.4507 threshold=1.0656674205294034 36.988859262834744 228.09580744949497 5.5000000000000009 1.0869711806268143 45.500000000000007 0.70833333580274116 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 3 4 -3 -2 -7 -8 right_child=1 2 -4 -5 -6 6 7 -9 leaf_value=0.00011432392993101599 -0.00026644558855478398 -0.020474376288904805 -3.5178261890049775e-05 -0.01882441686799215 -0.0019777525613633665 -0.0008040715836176006 -0.033976700716669944 -0.002054719662329263 leaf_count=724950 161679 376 2419 589 1774 1909 379 330 internal_value=0 -0.0041118 -0.0375318 -0.07041 -0.0450896 -0.0030626 -0.0498603 -0.165383 internal_count=894405 169455 5158 2739 2150 164297 2618 709 shrinkage=0.115603 Tree=97 num_leaves=9 num_cat=0 split_feature=17 24 19 9 5 11 25 15 split_gain=3.37462 7.11691 5.78624 5.7374 6.7942 12.4006 8.36186 6.81909 threshold=98.811948628365982 19.500000000000004 516.25000000000011 0.97519481045196044 111.76559066772462 0.64451188346537192 20702.500000000004 0.5728087040806723 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 7 -6 -7 -2 right_child=1 2 -4 -5 5 6 -8 -9 leaf_value=-1.0217187424877107e-05 -0.0055247408096266827 -0.049163661693431324 0.0033226940403501778 0.011838631996332781 0.014482190003222335 -0.036058977159420968 0.01211165980108702 0.0032700392363538837 leaf_count=887248 1936 64 50 857 1039 121 80 3010 internal_value=0 0.0217134 -0.226147 0.0257253 0.0151019 0.0812901 -0.146073 -0.00149199 internal_count=894405 7157 114 7043 6186 1240 201 4946 shrinkage=0.115603 Tree=98 num_leaves=9 num_cat=0 split_feature=27 28 30 23 27 28 23 6 split_gain=3.5067 8.44096 7.67053 15.1619 7.56724 15.2667 13.0582 13.4781 threshold=14.500000000000002 1429.5000000000002 1.0000000180025095e-35 1.4442930932029074 6.5000000000000009 312.25000000000006 0.80184495444072068 0.56263284759652077 decision_type=2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 -1 -6 7 -7 right_child=1 -3 3 -5 5 6 -8 -9 leaf_value=-0.00043808556011442934 -0.00010425191571887824 0.0071783616122238708 -0.00085626476025337428 -0.0070508770727768519 -0.011534119039636909 0.0016419038907771 0.0010641091453197256 -0.0017622150637167599 leaf_count=151656 399132 2045 39052 6106 1387 22426 221950 50651 internal_value=0 -0.00200439 -0.00229942 -0.0146524 0.00195578 0.0048953 0.00538737 -0.00620702 internal_count=894405 446335 444290 45158 448070 296414 295027 73077 shrinkage=0.115603 Tree=99 num_leaves=9 num_cat=0 split_feature=16 12 9 16 13 5 26 27 split_gain=3.37839 7.34658 11.205 7.07353 6.7513 6.75671 7.82982 7.36283 threshold=106.04574822529212 428.38329701443519 0.95246329419641806 145.31174655682437 66.694975916581299 51.548101425170906 0.25691682301438407 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -2 5 6 -4 -8 right_child=3 -3 4 -5 -6 -7 7 -9 leaf_value=-0.0040517231349057074 -0.0022982436186608263 0.017499022519097129 -0.0050952445204796304 3.0886916711814581e-05 0.02019094843055004 -0.017701282993221268 -0.012305308151437776 0.017943559345492556 leaf_count=2184 17781 431 466 872053 463 167 126 734 internal_value=0 0.0271206 0.0141853 -0.000135417 0.0691579 0.0364412 0.0603152 0.11688 internal_count=894405 4571 4140 889834 1956 1493 1326 860 shrinkage=0.115603 Tree=100 num_leaves=9 num_cat=0 split_feature=11 20 20 6 16 8 7 12 split_gain=3.54502 5.20751 7.48295 6.5228 4.67113 6.14747 4.22412 6.64015 threshold=0.92709665387894302 0.27435283826030593 0.78227794268256712 0.22222222881410197 192.30190926945491 82.500000000000014 -1.0000000180025095e-35 864.61931803688128 decision_type=2 2 2 2 2 2 2 2 left_child=6 -2 -3 -4 -5 -6 -1 -8 right_child=1 2 3 4 5 -7 7 -9 leaf_value=0.00022744048181833971 -0.0023876467012727874 0.0059088860581562267 0.010528609403470522 0.0094439988777976196 -0.056879441229924652 0.00046702583916612692 -0.00027012920341962953 -0.0084993573051978522 leaf_count=369983 5426 4432 912 785 25 34437 477091 1314 internal_value=0 0.00844206 0.0123314 0.00757795 0.00541749 0.00368003 -0.000569915 -0.00253221 internal_count=894405 46017 40591 36159 35247 34462 848388 478405 shrinkage=0.115603 Tree=101 num_leaves=9 num_cat=0 split_feature=6 29 28 25 20 18 11 7 split_gain=3.34861 9.04115 12.5312 11.6058 11.3678 9.7074 13.1031 9.64356 threshold=0.51851846870054774 0.71115641708452959 604.75000000000011 439.25000000000006 0.34422417079679762 1.5000000000000002 0.96141264152016859 -82.377357482910142 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 4 7 -1 6 -6 -3 right_child=-2 3 -4 -5 5 -7 -8 -9 leaf_value=-0.0016782106387286174 0.00011270431430806864 0.0056585936433519437 -0.000300020985911584 -0.00067399922753875552 0.00085591660839497076 0.0076792261322385291 -0.050589748822010318 -0.0085564041359783762 leaf_count=3725 698176 753 31404 145514 2450 8146 68 4169 internal_value=0 -0.00370065 0.00860222 -0.00744567 0.0330407 0.0496529 -0.00461407 -0.0552034 internal_count=894405 196229 45793 150436 14389 10664 2518 4922 shrinkage=0.115603 Tree=102 num_leaves=9 num_cat=0 split_feature=18 17 16 16 20 16 15 7 split_gain=3.26077 3.16583 7.27881 17.9263 18.9586 12.3023 7.9894 7.0447 threshold=6.5000000000000009 37.975722885266919 220.74535721151207 155.54906857257672 0.31170001170001177 170.27106352591508 0.47851329616222177 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -6 -7 -4 right_child=-2 -3 7 4 5 6 -8 -9 leaf_value=-0.00014307902969079174 0.010165860321747554 -7.1082954583488137e-05 -0.0047416688841599355 -0.0013826719243559607 0.0055268522154206315 0.024292992782563895 0.010947128269540134 0.00027543243432834883 leaf_count=17122 422 804291 4000 3366 4847 879 1885 57593 internal_value=0 1.35328e-05 0.00564873 0.0189862 0.0505315 0.0781689 0.131409 -0.00043589 internal_count=894405 893983 89692 28099 10977 7611 2764 61593 shrinkage=0.115603 Tree=103 num_leaves=9 num_cat=0 split_feature=26 25 17 29 4 0 6 28 split_gain=2.97129 6.23575 5.92574 4.25878 8.77988 8.37563 5.50309 18.6438 threshold=3.7376011494581536 1254.2500000000002 70.528956778714772 2.1839499837374876 15.942925453186037 52.500000000000007 0.17133072407045011 1303.2500000000002 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -5 6 7 -6 right_child=1 -3 -4 4 5 -7 -8 -9 leaf_value=2.8844140770963009e-05 0.0031002614376167562 -0.0034130673447499943 0.024275848579819154 -0.05364819443788129 -0.042571003047124759 -0.0081879058820644463 -0.00054832246856932078 0.01165024291468169 leaf_count=858033 7280 2181 181 43 169 2208 24140 170 internal_value=0 0.0175122 0.0312618 -0.000137728 -0.012568 -0.0118405 -0.00651993 -0.133045 internal_count=894405 9642 7461 884763 26730 26687 24479 339 shrinkage=0.115603 Tree=104 num_leaves=9 num_cat=0 split_feature=2 26 4 17 7 28 16 9 split_gain=3.00593 7.14868 6.66838 5.95505 5.65421 7.99296 7.65158 6.89772 threshold=1764.3447204968945 0.65595159221731236 194.17822265625003 31.079593414242357 -69.417133331298814 3844.7500000000005 204.9047473659349 0.91322532686169067 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 -5 -6 -7 -8 right_child=1 -3 3 4 5 6 7 -9 leaf_value=1.5510869443695525e-05 0.058476844445682415 0.003445604314668426 0.003825213835463916 0.0053354866977665758 0.0033744053312361475 0.0082601000560123001 -0.030729584318965757 -4.839562164186409e-05 leaf_count=890437 32 2225 473 221 240 105 553 119 internal_value=0 0.0365547 1.43294e-05 -0.0623546 -0.0988206 -0.130324 -0.179595 -0.218821 internal_count=894405 2257 892148 1711 1238 1017 777 672 shrinkage=0.115603 Tree=105 num_leaves=9 num_cat=0 split_feature=11 17 19 7 23 5 5 27 split_gain=3.10074 8.09114 12.1955 12.4422 10.258 11.6003 20.1223 8.44876 threshold=0.68225498645653793 67.711303600023442 468.25000000000006 -61.150838851928704 0.35794842358343654 131.48671722412112 95.857772827148452 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -4 6 -6 -5 right_child=-2 2 3 7 5 -7 -8 -9 leaf_value=0.00019020753858872314 -8.3528572098939461e-05 -0.015777427562764328 0.01595222867364221 0.0024466536554229165 -0.0059642486018910493 0.010477802585103382 -0.042526560232666696 0.0083392209470383762 leaf_count=127777 750091 454 309 7949 1655 438 229 5503 internal_value=0 0.00433907 0.0251527 0.0297154 -0.0331771 -0.0559553 -0.0900353 0.0420161 internal_count=894405 144314 16537 16083 2631 2322 1884 13452 shrinkage=0.115603 Tree=106 num_leaves=9 num_cat=0 split_feature=21 14 29 28 9 16 5 11 split_gain=2.84354 8.18022 7.333 6.78235 7.07532 6.18569 5.73143 5.22807 threshold=5.5000000000000009 37.840167730675027 1.2596528875837665 1026.2500000000002 0.97773741685175874 230.13472931231357 114.01394653320314 0.67159867562372044 decision_type=2 2 2 2 2 2 2 2 left_child=-1 6 -3 5 -5 -4 -2 -8 right_child=1 2 3 4 -6 -7 7 -9 leaf_value=0.00016002936769056241 -0.00021306625408683887 0.0109256109689216 -0.015306409508734803 -0.022986905282769018 -0.093627176303917717 0.00016967372185352087 -0.051840832868952962 -0.0057362250144313495 leaf_count=552820 339611 239 713 194 21 669 54 84 internal_value=0 -0.00228561 -0.0688552 -0.0933036 -0.258527 -0.0675995 -0.00192587 -0.205679 internal_count=894405 341585 1836 1597 215 1382 339749 138 shrinkage=0.115603 Tree=107 num_leaves=9 num_cat=0 split_feature=21 19 14 23 17 19 24 26 split_gain=3.01377 8.66326 11.629 7.29256 6.2118 4.3017 4.25671 7.18454 threshold=16.500000000000004 571.25000000000011 15.335914509283516 0.80184495444072068 52.926146835705296 292.75000000000006 30.500000000000004 1.0192661355361416 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 7 -5 right_child=1 -3 3 6 -6 -7 -8 -9 leaf_value=1.143705290369855e-05 -0.028434045113517856 0.006737680395073482 -0.03770019383031304 -0.0034812938563750016 -0.0020148485329111324 0.01038447083276087 -0.0014383046702175352 -0.023272102987513827 leaf_count=890887 41 856 218 516 93 549 778 467 internal_value=0 -0.0292277 -0.0573678 -0.0926373 -0.233808 0.0664938 -0.067706 -0.111445 internal_count=894405 3518 2662 2072 311 590 1761 983 shrinkage=0.115603 Tree=108 num_leaves=9 num_cat=0 split_feature=7 19 27 19 4 7 1 10 split_gain=2.88055 11.2802 8.52744 20.1531 14.3906 10.5015 12.6164 7.33766 threshold=-79.028640747070298 406.75000000000006 2.5000000000000004 937.25000000000011 138.02632141113284 -88.302749633789048 479.50000000000006 0.9880250345158178 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 5 -4 6 -3 -5 right_child=-2 2 4 7 -6 -7 -8 -9 leaf_value=0.002644166308635551 5.579089856173843e-05 -0.0050985353040872896 -0.00072901279843198493 -0.0012647086216795692 -0.030215935300282035 0.0035949914635501757 -0.034460184975959603 -0.021270611510600768 leaf_count=11639 815885 289 60428 4866 222 213 605 258 internal_value=0 -0.00585901 -0.0108591 -0.0460876 -0.0072398 -0.168443 -0.215985 -0.0196537 internal_count=894405 78520 66881 6231 60650 1107 894 5124 shrinkage=0.115603 Tree=109 num_leaves=9 num_cat=0 split_feature=22 21 12 5 27 27 7 13 split_gain=3.04238 5.26546 4.34245 6.73261 5.62859 4.83227 7.974 7.04707 threshold=303.25000000000006 10.500000000000002 99.305086527633236 28.00000095367432 9.5000000000000018 1.5000000000000002 -53.130102157592766 22.842042052692964 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 5 -5 6 7 -1 right_child=-2 -3 -4 4 -6 -7 -8 -9 leaf_value=-0.031415815770738341 3.0067751532418293e-05 -0.02173543379996724 0.0077155866503457998 -0.017340150934010593 -0.0014228773427214564 -0.0015006230239426061 0.024207100460624416 0.019838248995488951 leaf_count=85 880496 173 659 658 541 11484 247 62 internal_value=0 -0.0146459 -0.0124624 -0.0164538 -0.0878705 -0.00924479 0.0996488 -0.0847592 internal_count=894405 13909 13736 13077 1199 11878 394 147 shrinkage=0.115603 Tree=110 num_leaves=9 num_cat=0 split_feature=6 29 25 9 10 25 23 24 split_gain=2.80238 7.59251 8.74303 9.13835 12.9743 9.98291 8.09109 7.92534 threshold=0.51851846870054774 0.82241115186851632 439.25000000000006 0.92435812923617811 0.9956485128365814 8127.2500000000009 1.0865289012529289 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 7 -4 5 6 -5 -3 right_child=-2 2 3 4 -6 -7 -8 -9 leaf_value=0.00073516549009591131 9.9704956391606474e-05 0.0062595734548449734 -0.0026244604508005912 -0.0012544801715355437 -0.039729213702763645 0.0064544692649254626 0.00078064632897932281 -0.0081451313471488686 leaf_count=56589 698013 596 26350 60068 111 2944 46178 3556 internal_value=0 -0.00341352 -0.00736935 -0.00598582 -0.00195586 -0.00160848 -0.00320014 -0.0525711 internal_count=894405 196392 139803 135651 109301 109190 106246 4152 shrinkage=0.115603 Tree=111 num_leaves=9 num_cat=0 split_feature=10 6 9 21 28 7 25 5 split_gain=3.46281 5.23778 6.63777 7.85055 7.00658 9.40795 9.07534 13.7609 threshold=0.70259001712880187 0.51851846870054774 0.97238457491870045 2.5000000000000004 1363.2500000000002 -1.0000000180025095e-35 1122.7500000000002 144.94432067871097 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 6 -6 -2 -8 right_child=1 -3 3 -5 5 -7 7 -9 leaf_value=-0.00029049375225909536 -0.00079737955797913173 0.00043818020933897707 -0.0018349148549823713 0.0016885788726960643 0.0015631482277899968 -0.0023902408077657532 -0.0028579163619076369 -0.015813090409076015 leaf_count=332740 92622 366055 10964 36866 31849 10763 11333 1213 internal_value=0 0.00155805 -0.00261941 0.00761996 -0.00593345 0.0048839 -0.0103164 -0.0355567 internal_count=894405 561665 195610 47830 147780 42612 105168 12546 shrinkage=0.115603 Tree=112 num_leaves=9 num_cat=0 split_feature=33 13 9 30 27 25 30 10 split_gain=3.2035 7.57903 6.17072 5.17386 7.06515 5.81367 5.55535 5.55419 threshold=2.5000000000000004 82.853104237428951 0.91073788216791896 2.5000000000000004 15.500000000000002 3443.7500000000005 1.5000000000000002 0.70643388144780994 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 6 5 -5 -1 -7 right_child=1 -3 -4 4 -6 7 -8 -9 leaf_value=3.7128595796059943e-05 0.00094325781274854834 0.0060216138680313494 -0.0026985656046895662 0.0032035778217568648 -0.00066749346074737776 -0.013980158023932371 -0.001681688559700689 -0.00011661205899546428 leaf_count=798156 8915 1855 20552 21507 14579 459 25947 2435 internal_value=0 -0.00990952 -0.0138124 0.000385534 0.0116433 0.0220496 -0.000146956 -0.020029 internal_count=894405 31322 29467 863083 38980 24401 824103 2894 shrinkage=0.115603 Tree=113 num_leaves=9 num_cat=0 split_feature=26 27 16 9 0 25 17 16 split_gain=2.90407 3.43624 3.82719 2.84149 2.64876 8.54763 11.244 7.75801 threshold=7.0117581441076942 4.5000000000000009 222.95403914820227 0.86406403178070212 17.500000000000004 866.75000000000011 45.714637913592846 229.98351084812626 decision_type=2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 -1 -7 -8 right_child=1 -3 -4 -5 -6 6 7 -9 leaf_value=0.00063389219331441368 0.020892247566604242 0.0046221561295238306 -0.021814173226964564 -0.013018588470012976 -0.00014027968790737423 2.9830664070102094e-05 -0.0028992840675293413 -0.011723554049705386 leaf_count=203180 72 2944 145 61 638452 35615 12445 1491 internal_value=0 0.0299475 -0.076326 0.0461851 -0.000128772 0.00261137 -0.0091649 -0.0332463 internal_count=894405 3222 278 133 891183 252731 49551 13936 shrinkage=0.115603 Tree=114 num_leaves=9 num_cat=0 split_feature=28 27 4 26 17 5 15 16 split_gain=2.97494 7.23049 9.2193 14.8031 10.3004 7.13758 7.03027 6.69499 threshold=696.25000000000011 28.500000000000004 22.999998092651371 0.55565315462695308 57.620413366391297 18.997112274169925 0.66516632846142099 212.23799956428073 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 5 6 -3 -4 -5 right_child=1 2 4 7 -6 -7 -8 -9 leaf_value=-0.00017439077609754394 0.00012404719127523731 0.0020679431527946173 0.0015377975219547637 0.011255522667222715 0.010323507905153231 -0.012253570494817569 -0.0054042346096564381 0.0043820071010923552 leaf_count=537919 334898 912 3828 2440 1026 949 3973 8460 internal_value=0 0.00221648 0.0199548 0.0371421 -0.00489246 -0.0452857 -0.0172809 0.0512153 internal_count=894405 356486 21588 12761 8827 1861 7801 10900 shrinkage=0.115603 Tree=115 num_leaves=9 num_cat=0 split_feature=27 28 26 29 16 21 23 26 split_gain=2.97669 6.698 6.18099 6.35249 7.41225 6.1658 6.063 7.17589 threshold=14.500000000000002 1429.5000000000002 0.52737069882505982 0.053201286819936661 201.12814577397913 2.5000000000000004 1.1898831100858744 1.420977360999619 decision_type=2 2 2 2 2 2 2 2 left_child=2 5 -1 4 -4 6 -2 -8 right_child=1 -3 3 -5 -6 -7 7 -9 leaf_value=-0.00082840425602348652 -0.0018974437547651366 0.00641288596780291 -0.0067800068819245862 0.00040359533049010623 -0.05204146044828005 -0.00018370235060117989 -0.023438823594753081 -0.0052759699843178019 leaf_count=64963 5447 2033 208 382908 63 437331 402 1050 internal_value=0 -0.00179492 0.00185372 0.00338289 -0.149667 -0.002057 -0.0317192 -0.0891369 internal_count=894405 446263 448142 383179 271 444230 6899 1452 shrinkage=0.115603 Tree=116 num_leaves=9 num_cat=0 split_feature=20 28 13 10 9 7 17 12 split_gain=2.82213 6.38599 6.40551 10.0824 8.20625 7.9571 5.98117 5.50062 threshold=1.0656674205294034 1936.5000000000002 72.298518853720239 0.91958174066328435 0.93921270635913945 -5.4403316974639884 70.528956778714772 159.85838738653234 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 7 6 -6 -5 -2 right_child=1 -3 -4 4 5 -7 -8 -9 leaf_value=9.8539271038649233e-05 -0.00022964602990306355 -0.0087938356590745049 0.0037474218251927899 -0.011394603087190699 0.0058211613205653625 -0.0061609655217590327 -0.053724245121840285 -0.0050807098426272979 leaf_count=725029 155049 1210 4913 1477 1066 2427 46 3188 internal_value=0 -0.00368131 -0.00316046 -0.00423111 -0.0483705 -0.0216623 -0.109626 -0.00283193 internal_count=894405 169376 168166 163253 5016 3493 1523 158237 shrinkage=0.115603 Tree=117 num_leaves=9 num_cat=0 split_feature=11 17 16 23 5 23 27 27 split_gain=2.76276 11.778 11.7981 10.154 7.91258 15.2123 15.2731 11.5628 threshold=0.72514916432392684 62.13738347043995 212.76921108589747 0.80184495444072068 49.539457321166999 0.93067128827267487 15.500000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 7 -6 -7 -1 right_child=1 2 3 -5 5 6 -8 -9 leaf_value=-0.0059872677047154285 -4.6019943883913311e-05 -0.0022090030242243042 -0.028525396653705234 -0.0075927159837672386 -0.0052102177058870837 0.00061298701161380199 -0.0054629686085778196 0.0010189398433614184 leaf_count=3221 670532 10744 405 1316 8556 54512 6153 138966 internal_value=0 -0.000964276 -0.0314215 -0.108291 0.00317257 -0.00559561 -2.83039e-05 0.00744118 internal_count=894405 682997 12465 1721 211408 69221 60665 142187 shrinkage=0.115603 Tree=118 num_leaves=9 num_cat=0 split_feature=17 4 5 27 4 9 10 28 split_gain=2.56773 5.113 5.60493 10.7713 7.32446 6.79932 6.04486 5.96128 threshold=33.909364530394747 194.17822265625003 278.03120422363287 2.5000000000000004 230.16288757324222 0.87669931805567758 0.77738558324284157 45692.500000000007 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 6 -4 7 -3 -6 right_child=1 2 4 -5 5 -7 -8 -9 leaf_value=0.00090726296594690486 -1.8015830068722792e-05 -0.024044746674453284 0.011311742892434393 0.00058704863938651645 -0.030973858437688774 0.009807503588584612 -0.067454345030691601 -0.0030989087201168013 leaf_count=40964 851987 208 362 249 215 170 54 196 internal_value=0 -0.000256957 -0.0595066 -0.143849 -0.0138023 -0.0833684 -0.285387 -0.152943 internal_count=894405 853441 1454 511 943 581 262 411 shrinkage=0.115603 Tree=119 num_leaves=9 num_cat=0 split_feature=16 26 11 9 11 22 16 1 split_gain=2.80339 5.6559 7.18897 9.46709 7.55426 5.95209 4.88586 4.27604 threshold=106.04574822529212 0.97428764739996143 0.61891240958226612 0.82679955457442411 0.8381154403964669 1733.2500000000002 145.31174655682437 614.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -5 7 -2 right_child=6 2 4 5 -6 -7 -8 -9 leaf_value=-0.00015168301571895902 -0.00088507331623038921 -0.018405417364625087 -0.0072061450828556136 -0.0020303215536390164 0.015335486309669731 0.026153071625026954 2.352476683221421e-05 -0.0050444459636387259 leaf_count=2980 13342 92 544 122 313 559 872063 4390 internal_value=0 0.024593 0.0719534 0.14188 0.00888105 0.182556 -0.000130646 -0.0165638 internal_count=894405 4610 1630 773 857 681 889795 17732 shrinkage=0.115603 Tree=120 num_leaves=9 num_cat=0 split_feature=11 1 17 28 4 27 23 26 split_gain=2.65527 15.6504 8.6888 6.55659 10.7857 8.86418 6.98125 5.2625 threshold=0.46563260663313505 2196.5000000000005 59.455458198356169 6331.0000000000009 76.43418121337892 1.5000000000000002 0.98115077509957571 1.286572578461983 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 5 6 -3 -5 -6 right_child=-2 3 -4 4 7 -7 -8 -9 leaf_value=-0.0013932111238460778 -1.5215567473997298e-05 0.048058957133459465 -0.015591539576856628 -0.0055610824017625991 0.0060543710413355333 0.0069070398897664101 -0.049253420365169359 -0.010045610661666211 leaf_count=3341 883794 71 696 103 1219 4739 93 349 internal_value=0 0.015782 -0.0332263 0.0458772 -0.00627193 0.0650022 -0.227438 0.0213739 internal_count=894405 10611 4037 6574 1764 4810 196 1568 shrinkage=0.115603 Tree=121 num_leaves=9 num_cat=0 split_feature=18 18 21 11 22 14 25 19 split_gain=2.68669 2.52062 14.2756 8.403 8.66822 8.37986 8.19222 7.4242 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 0.75349895202836392 336.25000000000006 12.115128907507575 997.25000000000011 339.25000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 -5 -4 -7 right_child=-2 3 6 4 -6 7 -8 -9 leaf_value=-2.634057015130842e-05 0.0091649581511274447 0.0031355089755903441 0.0029717445939105116 0.0097554773448372181 -0.0010439167504722241 -0.024857707967108376 -0.048748818982102114 0.0034386131911512559 leaf_count=813490 428 6618 23183 178 49768 538 41 161 internal_value=0 3.07823e-05 0.00047006 -0.00638784 -0.0107668 -0.10932 0.0249165 -0.158648 internal_count=894405 893977 836714 57263 50645 877 23224 699 shrinkage=0.115603 Tree=122 num_leaves=9 num_cat=0 split_feature=27 14 16 26 17 20 25 16 split_gain=2.4364 9.22144 15.2761 14.3925 14.1004 12.4933 11.8398 11.386 threshold=6.5000000000000009 27.699038195187196 219.97598980587338 2.3365511107396335 42.596698879760865 0.89923320483425317 8127.2500000000009 220.16904810505548 decision_type=2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -6 -7 -5 right_child=-2 2 -4 7 5 6 -8 -9 leaf_value=0.0013710210352594898 7.4239733282687031e-05 0.0028429139049457471 -0.00063090920875277291 -0.0020189877073473221 0.00085063614084337146 -0.0031442392940822339 -0.026511216363210705 -0.04436871237325421 leaf_count=19459 742807 24190 56272 156 12770 38273 292 186 internal_value=0 -0.00375683 0.00357651 -0.0120516 -0.0110629 -0.019752 -0.028729 -0.2167 internal_count=894405 151598 80462 71136 70794 51335 38565 342 shrinkage=0.115603 Tree=123 num_leaves=9 num_cat=0 split_feature=27 22 4 13 26 14 18 24 split_gain=2.54684 14.3845 14.4394 10.9327 11.4406 10.0624 8.59113 8.35717 threshold=22.500000000000004 1149.2500000000002 61.006769180297859 41.373254117105454 0.68802366216159327 19.147332873772775 4.5000000000000009 32.500000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=6 3 -3 4 5 7 -1 -2 right_child=1 2 -4 -5 -6 -7 -8 -9 leaf_value=9.1905974723874105e-05 -0.00011911666262304002 -0.01039274651473133 -0.059901807509807378 0.0012464589806609055 -0.0012332895512623891 0.0049690184463086935 0.0075886902216583231 0.021338254734498317 leaf_count=683292 24518 682 89 47796 128403 7331 2049 245 internal_value=0 -0.00299837 -0.139337 -0.00249371 -0.00644728 0.0104403 0.000988894 0.000806015 internal_count=894405 209064 771 208293 160497 32094 685341 24763 shrinkage=0.115603 Tree=124 num_leaves=9 num_cat=0 split_feature=33 4 9 30 8 16 17 11 split_gain=2.4721 6.1018 4.45264 3.70502 6.46222 5.62234 8.52242 6.80237 threshold=2.5000000000000004 92.999992370605483 0.9335343643275692 2.5000000000000004 253.50000000000003 214.77650472169535 49.59094726913046 0.85278146183318604 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -5 6 -6 -7 right_child=1 -3 -4 4 5 7 -8 -9 leaf_value=-2.0490508225962283e-05 0.00043353779843107208 0.012878299681683972 -0.0023755078188059781 0.037274654013790154 0.011175853023221008 0.00074397085394955608 0.0019211853462632162 -0.0049631242607225011 leaf_count=823945 12972 417 18013 66 1477 20953 13342 3220 internal_value=0 -0.00875877 -0.0103759 0.000273875 0.00979051 0.00926131 0.0245978 -0.000140577 internal_count=894405 31402 30985 863003 39058 38992 14819 24173 shrinkage=0.115603 Tree=125 num_leaves=9 num_cat=0 split_feature=11 17 12 17 16 16 20 15 split_gain=2.60503 4.353 3.47702 3.2208 4.09903 15.6894 12.5991 8.98714 threshold=0.92709665387894302 43.251281544450976 139.61879502661802 36.537473303979191 230.59981024667934 153.81210573505399 0.29351092593413414 0.27746717442018681 decision_type=2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 5 -1 -7 -8 right_child=1 2 -4 -5 -6 6 7 -9 leaf_value=-0.0004238389171144387 -0.00016768291314029279 0.0016741961042982887 0.0075139494276743523 -0.00011809013454014361 2.5274222987896284e-05 -0.0017639942988593538 0.027913605766250689 0.0076216209300928083 leaf_count=13229 25657 18973 1468 790739 36100 2085 307 5847 internal_value=0 0.00722314 0.0181101 -0.000495761 0.0067258 0.0176681 0.0519238 0.0746856 internal_count=894405 46098 20441 848307 57568 21468 8239 6154 shrinkage=0.115603 Tree=126 num_leaves=9 num_cat=0 split_feature=21 21 19 0 23 17 14 5 split_gain=2.59579 5.50773 7.25828 5.7296 5.98074 4.65447 4.51729 4.49728 threshold=18.500000000000004 16.500000000000004 571.25000000000011 29.500000000000004 1.3213080553015444 51.495900095412559 14.415955470029022 19.845936775207523 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 7 5 6 -5 -3 right_child=-2 2 -4 4 -6 -7 -8 -9 leaf_value=1.9941403699172765e-05 0.0070563863870242412 -0.033206941842374604 0.0051364358946854724 0.017661146600962879 0.019781291608380935 -0.009833935709434664 -0.032387334122126424 -0.0024917178112903314 leaf_count=890895 698 67 696 26 56 341 330 1296 internal_value=0 3.30277e-05 -0.0441539 -0.0732917 -0.143301 -0.168562 -0.24854 -0.0346146 internal_count=894405 893707 2812 2116 753 697 356 1363 shrinkage=0.115603 Tree=127 num_leaves=9 num_cat=0 split_feature=21 27 6 28 27 28 11 27 split_gain=2.80076 16.07 20.9297 13.7338 11.5416 11.453 11.2068 9.01004 threshold=9.5000000000000018 45.500000000000007 0.55263158337773011 463.75000000000006 32.500000000000007 958.25000000000011 0.8861509268719896 38.500000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -5 -7 -6 right_child=3 2 -4 5 7 6 -8 -9 leaf_value=-6.5696474343923111e-05 -0.00017481975571504712 -0.057871689669965164 -0.00034125755268751823 0.0010720425487297611 -0.018038702926389445 -0.0063948236475093829 -0.052282075218037932 -0.003956815857871763 leaf_count=806796 2934 148 197 81564 1206 235 102 1223 internal_value=0 -0.000660562 -0.216438 0.0053031 -0.0437219 0.00851333 -0.175458 -0.0947072 internal_count=894405 807141 345 87264 5363 81901 337 2429 shrinkage=0.115603 Tree=128 num_leaves=9 num_cat=0 split_feature=21 4 30 29 9 22 27 12 split_gain=2.52527 6.95487 6.53726 9.33793 7.54493 7.00507 5.9061 9.6655 threshold=5.5000000000000009 30.946532249450687 1.0000000180025095e-35 1.2990887126113162 0.95209646931302971 1195.2500000000002 12.500000000000002 266.9802307403553 decision_type=2 2 2 2 2 2 2 2 left_child=-1 6 -3 -4 5 -5 -2 -8 right_child=1 2 3 4 -6 -7 7 -9 leaf_value=0.00015996141445559896 -0.0023216925128192339 -0.0016755331317097665 0.0069024273741737112 -0.0056892795510400471 -0.026248533988208658 -0.035614790291602416 -3.8235269737029718e-05 -0.043951065590126917 leaf_count=552872 16033 6330 393 1149 423 115 317023 67 internal_value=0 -0.00207483 -0.0304758 -0.0791131 -0.111453 -0.0727654 -0.00135782 -0.000411008 internal_count=894405 341533 8410 2080 1687 1264 333123 317090 shrinkage=0.115603 Tree=129 num_leaves=9 num_cat=0 split_feature=26 25 17 20 28 27 9 22 split_gain=2.79641 5.05581 4.12889 3.60867 5.09614 9.85235 3.21438 3.19853 threshold=3.7376011494581536 1599.2500000000002 70.528956778714772 0.96794621198452335 1555.2500000000002 6.5000000000000009 0.91322532686169067 2174.2500000000005 decision_type=2 2 2 2 2 2 2 2 left_child=7 2 -2 -3 5 6 -5 -1 right_child=1 3 -4 4 -6 -7 -8 -9 leaf_value=6.0812973504002793e-05 0.0027229554401366519 0.015708925274220135 0.019624365098613379 -0.024256174707026134 -0.0026172879644376771 -0.00585646553200203 -0.076850814053406283 -0.00074009818374697414 leaf_count=812120 7911 115 198 24 1236 162 44 72595 internal_value=0 0.0170382 0.0271241 -0.0346928 -0.0480739 -0.184752 -0.504207 -4.24341e-05 internal_count=894405 9690 8109 1581 1466 230 68 884715 shrinkage=0.115603 Tree=130 num_leaves=9 num_cat=0 split_feature=25 12 4 28 28 23 11 26 split_gain=2.41478 8.11823 11.9 14.0666 8.00579 6.23712 7.403 6.20014 threshold=16389.500000000004 722.24978336205584 76.43418121337892 25253.750000000004 25253.750000000004 1.938747086578364 0.72708942495126716 1.1942428487663752 decision_type=2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -4 -7 -2 right_child=7 2 5 -5 -6 6 -8 -9 leaf_value=5.8571622699914595e-06 0.0024209924913465562 -0.045661261074483858 -0.0022929063932892761 0.014315014106409264 -0.029980840638624516 -0.010010478696473472 -0.076740874547064325 -0.0090176233113751572 leaf_count=881190 10246 198 1805 71 119 68 33 675 internal_value=0 -0.000134949 -0.0611541 -0.258047 1.56411e-05 -0.0333659 -0.275195 0.0148265 internal_count=894405 883484 2175 269 881309 1906 101 10921 shrinkage=0.115603 Tree=131 num_leaves=9 num_cat=0 split_feature=11 17 16 20 5 0 28 12 split_gain=2.23994 5.82893 9.15998 9.10939 10.4493 5.98085 5.68309 6.81497 threshold=0.88050593586185644 47.967463809903414 231.07847878454371 0.99886753336837841 32.92181587219239 29.500000000000004 4405.2500000000009 130.04772721475254 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 6 4 -4 -2 7 -3 right_child=1 2 3 -5 -6 -7 -8 -9 leaf_value=-9.8150123796351629e-05 0.00044088956965847661 0.0011567863847046598 0.0021909842513014532 -0.0055333424097693479 -0.073074915189146078 -0.0013135635469289505 -0.010904199490269679 0.0061824346419291007 leaf_count=712060 81794 57777 39 277 67 38045 500 3846 internal_value=0 0.00307905 0.0109077 -0.143267 -0.392573 -0.00100423 0.0118582 0.0127197 internal_count=894405 182345 62506 383 106 119839 62123 61623 shrinkage=0.115603 Tree=132 num_leaves=9 num_cat=0 split_feature=17 26 29 5 5 23 22 20 split_gain=2.19396 6.48869 6.47545 4.75418 6.86336 8.93454 6.27457 4.78183 threshold=109.11743678271326 0.9373732230656876 0.91396927776686654 128.01702880859378 40.000139236450202 0.34098738092727338 1334.2500000000002 0.51143859417508697 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 4 6 -6 -2 -8 right_child=1 -3 -4 -5 5 -7 7 -9 leaf_value=-1.7006928872223712e-05 6.8925296510835601e-05 0.0077819069706103394 -0.021302298006099618 0.020861081924289152 0.019428031895555219 -0.017192824401573738 -0.0048958995140644902 0.036770964174730053 leaf_count=890839 642 1785 207 139 108 507 52 126 internal_value=0 0.0247066 -0.0179981 0.00386877 -0.013236 -0.0930928 0.0466566 0.212785 internal_count=894405 3566 1781 1574 1435 615 820 178 shrinkage=0.115603 Tree=133 num_leaves=9 num_cat=0 split_feature=27 21 28 22 1 26 28 19 split_gain=2.22867 4.88748 4.60879 4.13464 4.18864 3.3798 2.75888 2.6725 threshold=55.500000000000007 17.500000000000004 549.25000000000011 479.25000000000006 533.50000000000011 1.3161518264199425 481.25000000000006 564.75000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 5 6 -5 -2 -3 -4 right_child=1 3 7 4 -6 -7 -8 -9 leaf_value=5.9874432415866631e-08 0.0055925951817482377 0.0057470591239478317 -0.040187507899673319 -0.057362864314242881 0.0039886682939977228 -0.036312962411828499 -0.023890057073108713 -0.0047653615784403773 leaf_count=893475 543 82 55 58 20 27 86 59 internal_value=0 -0.0489781 -0.00550303 -0.16986 -0.360125 0.0312066 -0.0815229 -0.189051 internal_count=894405 930 684 246 78 570 168 114 shrinkage=0.115603 Tree=134 num_leaves=9 num_cat=0 split_feature=25 21 7 15 4 13 29 13 split_gain=2.22424 9.80984 13.4621 7.85553 7.73928 8.14612 5.69468 5.81133 threshold=252.75000000000003 3.5000000000000004 -2.6324349641799922 0.3785310353755949 9.0106711387634295 21.387880479345792 0.84437341197359161 19.546512200207452 decision_type=2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -5 -6 7 -4 right_child=-2 2 6 4 5 -7 -8 -9 leaf_value=-0.012013186349956104 -8.6686625115174132e-06 0.0063744318830171653 -0.020736081243314049 0.017975458163363992 -0.0071470918484811642 0.011540143918808357 -0.026931133378318119 0.0082653168242380302 leaf_count=441 890917 411 213 468 751 533 508 163 internal_value=0 -0.0253767 -0.0943891 0.0153761 0.0454037 0.00527795 -0.16391 -0.0706179 internal_count=894405 3488 1295 2193 1752 1284 884 376 shrinkage=0.115603 Tree=135 num_leaves=9 num_cat=0 split_feature=0 17 16 28 20 20 16 11 split_gain=2.2148 4.65695 9.93764 9.22654 7.5848 6.14147 10.218 6.10589 threshold=13.500000000000002 46.146605204039666 218.78006585129762 970.25000000000011 1.5019160330512038 0.9607039064185886 172.67142187395356 0.8415421776291343 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 5 -3 -5 -1 7 -7 right_child=-2 3 -4 4 -6 6 -8 -9 leaf_value=0.0014156800354438379 -9.7302947495989366e-05 7.3839601937819666e-05 0.00041959917141275757 -0.0037860479879262238 -0.030780667045988572 0.0001173162139653884 0.011598663775459409 0.0118388646347759 leaf_count=7186 712654 71269 89744 6814 142 3059 2800 737 internal_value=0 0.00306903 0.00746911 -0.00275421 -0.0375172 0.0324705 0.054504 0.0207007 internal_count=894405 181751 103526 78225 6956 13782 6596 3796 shrinkage=0.115603 Tree=136 num_leaves=9 num_cat=0 split_feature=1 14 25 18 26 21 22 29 split_gain=2.18213 12.8749 7.57707 9.12203 8.64036 7.84242 7.8517 9.03677 threshold=803.50000000000011 14.650009657486398 895.25000000000011 2.5000000000000004 0.20256822491549184 1.5000000000000002 1051.2500000000002 0.91029173360861326 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 5 -4 -5 -1 -7 -8 right_child=1 -3 3 4 -6 6 7 -9 leaf_value=-0.00252626244515096 -0.022077409061388727 0.00030075724890185054 -0.0012145433319719176 0.0095150219224869621 -0.010388188263287997 9.2533567451624484e-05 -0.0017458186751545754 -0.015182671036380581 leaf_count=16132 344 285081 31826 330 2498 554914 2344 936 internal_value=0 0.00236833 -0.000982561 -0.0153425 -0.0697702 -0.000116105 0.000512094 -0.0482705 internal_count=894405 285425 608980 34654 2828 574326 558194 3280 shrinkage=0.115603 Tree=137 num_leaves=9 num_cat=0 split_feature=28 27 23 4 17 17 15 21 split_gain=2.76929 5.80673 6.93097 11.2622 8.81394 6.25393 5.94305 5.67875 threshold=692.25000000000011 28.500000000000004 0.59585066977681322 22.00000095367432 57.81354944404648 51.568099326117739 0.66325416459436426 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=-1 7 -3 5 6 -4 -5 -2 right_child=1 2 3 4 -6 -7 -8 -9 leaf_value=-0.00015762488253186208 0.00017299199221533341 -0.0043931341695899401 0.003375209920595942 0.0016671509588296698 0.0097760723676029518 0.0093553663030780682 -0.0043688171622454841 -0.0060691567539961546 leaf_count=531523 338172 2035 7549 4314 1061 3385 4407 1959 internal_value=0 0.00222 0.017687 0.0231575 -0.00149348 0.0452112 -0.0119635 0.00118543 internal_count=894405 362882 22751 20716 9782 10934 8721 340131 shrinkage=0.115603 Tree=138 num_leaves=9 num_cat=0 split_feature=27 28 25 21 6 22 4 26 split_gain=2.55014 5.51672 5.32951 10.8198 10.921 21.2047 32.9542 10.7845 threshold=14.500000000000002 1395.2500000000002 1171.2500000000002 1.5000000000000002 0.25607893504429352 5004.5000000000009 36.554080963134773 2.5202323734693031 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 6 7 -4 right_child=1 -3 3 -5 -6 -7 -8 -9 leaf_value=0.00045364167573345396 -0.00021527945325916211 0.0054221955007446665 -0.0085344032385121817 -0.0013920853339967139 0.0012637134725511049 0.0026935028053730122 -0.077512980255409175 -0.069879250549865241 leaf_count=322332 443943 2332 2130 69915 51035 2579 100 39 internal_value=0 -0.0016074 0.00176972 -0.0037505 0.00662284 -0.0387341 -0.109243 -0.0833662 internal_count=894405 446275 448130 125798 55883 4848 2269 2169 shrinkage=0.115603 Tree=139 num_leaves=9 num_cat=0 split_feature=22 25 25 21 10 12 7 17 split_gain=2.39566 9.60725 5.98423 7.93555 11.7441 20.0574 9.82266 11.6703 threshold=777.25000000000011 7231.5000000000009 1122.7500000000002 1.5000000000000002 0.94130215642623283 722.24978336205584 -68.72607040405272 58.261778293034901 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -2 6 -5 -6 -4 -8 right_child=2 -3 3 4 5 -7 7 -9 leaf_value=-0.00012299042788154775 0.0007711020982671948 -0.022056588663099161 -0.0023485760626724209 -0.0018177953015491113 0.001817545109116192 -0.044462935236205495 0.00093743422127802868 0.0073999106798955097 leaf_count=608836 151439 267 10807 60226 18491 126 40095 4118 internal_value=0 -0.00114707 0.00236434 -0.00250691 -0.00893877 0.0130127 0.00670988 0.0133158 internal_count=894405 609103 285302 133863 78843 18617 55020 44213 shrinkage=0.115603 Tree=140 num_leaves=9 num_cat=0 split_feature=18 27 14 28 25 18 22 12 split_gain=2.3197 2.00138 9.84973 7.80308 7.45787 6.66126 6.49933 8.22645 threshold=6.5000000000000009 22.500000000000004 70.223505275681887 832.25000000000011 1045.2500000000002 4.5000000000000009 455.25000000000006 96.302038200428299 decision_type=2 2 2 2 2 2 2 2 left_child=1 5 3 6 -5 -1 7 -3 right_child=-2 2 -4 4 -6 -7 -8 -9 leaf_value=6.4389338493065171e-05 0.0085414249483026054 -0.0035684608804807186 -0.040140907443888825 0.00506657885656084 -0.015162472164353945 0.0066834052639685093 -0.00021722010603970153 0.0031235544495159234 leaf_count=683396 424 15386 83 5012 256 2038 184889 2921 internal_value=0 -9.80911e-05 -0.00281067 -0.00267354 0.0353237 0.000727225 -0.00365864 -0.0216318 internal_count=894405 893981 208547 208464 5268 685434 203196 18307 shrinkage=0.115603 Tree=141 num_leaves=9 num_cat=0 split_feature=20 5 28 13 10 15 9 25 split_gain=2.33469 4.45729 4.45816 6.09968 8.14084 7.00156 6.44929 6.30427 threshold=1.0656674205294034 14.007962226867678 1868.7500000000002 72.298518853720239 0.91958174066328435 0.28826666870115458 0.93921270635913945 719.75000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 -6 -7 -8 right_child=1 2 -4 -5 5 6 7 -9 leaf_value=8.9803022246569245e-05 -0.03088933678112904 -0.00029520633640893533 -0.0068883639707909674 0.0037499285853311612 0.0075639762729500445 -0.013341955002299075 -0.0065604003229644998 0.0055665676293697635 leaf_count=725054 64 158104 1393 4778 528 1308 2426 750 internal_value=0 -0.00334703 -0.00324728 -0.00277984 -0.00381144 -0.0434897 -0.0563152 -0.0319771 internal_count=894405 169351 169287 167894 163116 5012 4484 3176 shrinkage=0.115603 Tree=142 num_leaves=9 num_cat=0 split_feature=0 29 2 17 30 15 21 9 split_gain=2.1541 8.53201 7.24447 5.62905 5.37638 5.61063 4.62114 4.28788 threshold=51.000000000000007 1.3377630610743194 61.902380952380959 55.290446624192619 1.0000000180025095e-35 0.59851087247131873 9.5000000000000018 0.96641555141836732 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 7 4 5 6 -2 -3 right_child=1 2 -4 -5 -6 -7 -8 -9 leaf_value=5.6866644081729744e-05 -8.2514670846188024e-05 -0.005804343351198408 0.0033200169678420572 0.0015478948655968797 0.0019523265991208197 -0.0026077035034619426 0.0084125039845117568 -0.0012092781974665889 leaf_count=821121 9656 7908 1979 20688 7544 20438 939 4132 internal_value=0 -0.00516646 -0.0273516 8.13775e-05 -0.00705558 -0.0128762 0.00579888 -0.0365678 internal_count=894405 73284 14019 59265 38577 31033 10595 12040 shrinkage=0.115603 Tree=143 num_leaves=9 num_cat=0 split_feature=21 18 28 27 6 15 28 29 split_gain=2.27597 12.4704 12.047 11.503 15.0172 8.12257 8.04812 7.27998 threshold=9.5000000000000018 3.5000000000000004 463.75000000000006 46.500000000000007 0.56498223343705567 0.35852564296270356 970.25000000000011 1.2303409531189464 decision_type=2 2 2 2 2 2 2 2 left_child=3 -2 7 -1 -5 -4 -7 -3 right_child=1 2 5 4 -6 6 -8 -9 leaf_value=-6.7341735212580369e-05 0.0015863400167601815 -0.01167464248537721 0.0094692538013799957 -0.053511546914567686 0.0052771970489375345 -0.00085352495705047601 -0.034040830609534924 0.0031770860302286672 leaf_count=806904 55728 2164 1033 123 110 27691 98 554 internal_value=0 0.00472921 -0.0111606 -0.000646674 -0.222807 -0.00515895 -0.00839562 -0.0748029 internal_count=894405 87268 31540 807137 233 28822 27789 2718 shrinkage=0.115603 Tree=144 num_leaves=9 num_cat=0 split_feature=26 25 17 26 16 14 0 5 split_gain=1.93089 3.24248 2.99738 2.88022 6.59225 7.11234 6.45051 4.94489 threshold=3.7376011494581536 1599.2500000000002 70.528956778714772 2.3365511107396335 217.93408403787319 15.893641529803451 26.000000000000004 144.94432067871097 decision_type=2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 6 -6 -5 -7 right_child=1 -3 -4 4 5 7 -8 -9 leaf_value=1.1789079956420682e-05 0.0022212962669345467 -0.0031417943555420219 0.016877367951798221 0.0051338038877161351 -0.057398538250746166 0.00073246108483604857 -0.0087025507309981005 -0.0087059758668052434 leaf_count=871921 7892 1591 191 544 29 8813 2614 810 internal_value=0 0.0140882 0.0222106 -0.000116719 -0.0150025 -0.00202654 -0.0546618 -0.000536348 internal_count=894405 9674 8083 884731 12810 9652 3158 9623 shrinkage=0.115603 Tree=145 num_leaves=9 num_cat=0 split_feature=23 29 0 14 29 7 21 18 split_gain=2.05878 6.99928 7.67801 6.93749 10.1445 7.39803 6.74426 6.90536 threshold=1.0066038667605588 1.345791274660348 51.000000000000007 22.841072846690725 2.6438933637868827 -4.0724816322326651 8.5000000000000018 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 6 -6 7 -3 right_child=1 2 -4 -5 5 -7 -8 -9 leaf_value=-0.0001379453065254113 0.00058637210497697366 -0.0019307518819289353 -0.0036060296737952732 7.2917895326079504e-05 0.0018580832235773582 -0.049246495631946122 0.003112806290057646 -0.0097183872918527193 leaf_count=553903 230079 4692 9894 91384 58 109 2034 2252 internal_value=0 0.00193134 -0.00461315 -0.00199716 -0.0282574 -0.272463 -0.0237149 -0.0385486 internal_count=894405 340502 110423 100529 9145 167 8978 6944 shrinkage=0.115603 Tree=146 num_leaves=9 num_cat=0 split_feature=27 14 26 13 14 19 27 8 split_gain=2.06232 7.78703 7.01561 10.22 8.58991 7.44763 8.11401 7.96909 threshold=22.500000000000004 70.223505275681887 0.6694877534053848 41.373254117105454 18.524560080259551 524.25000000000011 36.500000000000007 496.50000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 -2 7 -7 -5 right_child=1 -3 3 5 -6 6 -8 -9 leaf_value=9.3611864311357831e-05 0.00017199363636115599 -0.035512126400297425 -0.0011103518563112137 0.016382823907941012 0.0046477394826592777 0.00044975910751276214 0.0044067854938908378 -0.0075861965097110519 leaf_count=685509 22041 84 130862 203 7744 37324 8503 2135 internal_value=0 -0.00277923 -0.00265678 -0.00502103 0.0115539 0.00743294 0.0102416 -0.0476202 internal_count=894405 208896 208812 179027 29785 48165 45827 2338 shrinkage=0.115603 Tree=147 num_leaves=9 num_cat=0 split_feature=25 5 12 11 32 5 7 28 split_gain=2.02963 8.0756 17.0681 7.95477 7.56424 7.26817 16.4505 12.5182 threshold=3178.2500000000005 111.76559066772462 507.33304448274095 0.56723909602303801 1.5000000000000002 53.000087738037116 -14.420773983001707 662.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -3 -5 7 -7 right_child=1 4 -4 5 -6 6 -8 -9 leaf_value=3.9895085428581083e-05 0.003752730616655819 -0.00013406429484182739 -0.069236488340306934 -0.00019172645427458331 0.005753686917471957 -0.057475618174877598 -0.0019308918789975493 -0.010359378704775674 leaf_count=844325 2566 25723 51 7028 3289 77 7807 3539 internal_value=0 -0.00620712 -0.0211087 -0.0197066 0.00461415 -0.0269618 -0.0425296 -0.0982902 internal_count=894405 50080 21068 21017 29012 18451 11423 3616 shrinkage=0.115603 Tree=148 num_leaves=9 num_cat=0 split_feature=6 29 19 26 1 22 21 16 split_gain=2.01104 7.14692 9.45791 10.0496 8.4231 7.7972 7.14235 7.20863 threshold=0.51851846870054774 0.71115641708452959 537.25000000000011 0.24004069175991863 1713.5000000000002 2775.2500000000005 1.5000000000000002 208.37195948152021 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 -6 7 -5 right_child=-2 -3 4 6 5 -7 -8 -9 leaf_value=-0.0015350102208053877 8.7836564198492373e-05 -0.00071609369875835077 -0.0014461735656811155 0.0018971939277958906 0.012265915039672738 0.00046302003608335394 0.0048985913193747869 -0.017198138990903417 leaf_count=5517 698213 150395 21293 802 1204 1975 14612 394 internal_value=0 -0.00286381 0.00807366 0.0234683 -0.00534129 0.0426734 0.0362929 -0.0380041 internal_count=894405 196192 45797 21325 24472 3179 15808 1196 shrinkage=0.115603 Tree=149 num_leaves=9 num_cat=0 split_feature=0 19 17 17 28 16 28 6 split_gain=2.07656 2.63798 4.10978 3.17682 5.1721 4.9461 4.55763 4.55845 threshold=9.0000000000000018 459.25000000000006 57.620413366391297 44.442754088732549 970.25000000000011 220.16904810505548 1130.2500000000002 0.45454545729049189 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 6 -6 -8 right_child=-2 3 -4 4 5 -7 7 -9 leaf_value=0.0023514195625307698 -5.0109662186070176e-05 0.0010054956449389372 -0.0059294727271620778 -0.00014427617553811327 -0.01505003577876704 -0.010567809863047634 -0.0082775119817891322 0.0064390059546586198 leaf_count=15041 821109 31561 846 22971 256 1315 410 896 internal_value=0 0.00512172 0.0165259 0.0019658 -0.00625413 -0.0462247 -0.00818087 0.0157345 internal_count=894405 73296 15887 57409 25848 2877 1562 1306 shrinkage=0.115603 Tree=150 num_leaves=9 num_cat=0 split_feature=21 14 31 27 5 29 32 11 split_gain=2.07677 5.93041 8.24809 7.5654 8.98943 7.57404 7.02769 8.49119 threshold=5.5000000000000009 27.895665969770786 1.5000000000000002 9.5000000000000018 33.134943008422859 3.6213379231210561 1.5000000000000002 0.86795632895602293 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 -5 7 -4 right_child=1 2 6 5 -6 -7 -8 -9 leaf_value=0.00013877650248453625 -0.0018362521328888263 -0.0010366121728205423 -0.0073545605784774721 -3.1387308841426483e-06 -0.016718399225875917 -0.043301964128610156 0.001337423091942014 -0.026521063036130624 leaf_count=552713 1813 30262 2379 305019 774 54 1036 355 internal_value=0 -0.00193568 -0.0144618 -0.000550091 -0.0543999 -9.34481e-05 -0.0585692 -0.0851468 internal_count=894405 341692 34032 307660 2587 305073 3770 2734 shrinkage=0.115603 Tree=151 num_leaves=9 num_cat=0 split_feature=4 5 7 15 7 22 7 17 split_gain=2.01012 7.46604 9.14766 7.23945 9.07043 5.7962 4.55455 4.41848 threshold=194.17822265625003 257.06019592285162 -1.0000000180025095e-35 0.35852564296270356 -50.710590362548821 33202.500000000007 -1.8135212063789365 50.228203071795441 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 5 4 -3 -2 -7 -4 right_child=1 3 7 -5 -6 6 -8 -9 leaf_value=6.5965414186033191e-06 0.014582261979692847 -0.043126689537971705 -0.048638104942384172 0.0019662272785699393 0.0024203998808592069 -0.041714117953396898 -0.0033821794485131241 0.0028591075944544844 leaf_count=891808 121 113 127 1914 121 68 106 27 internal_value=0 -0.0278046 -0.145079 -0.00329052 -0.169325 -0.0419499 -0.15884 -0.342631 internal_count=894405 2597 449 2148 234 295 174 154 shrinkage=0.115603 Tree=152 num_leaves=9 num_cat=0 split_feature=22 21 10 25 7 16 11 12 split_gain=1.97107 3.23969 8.59807 6.23543 5.7529 5.50582 4.98209 4.75669 threshold=280.25000000000006 3.5000000000000004 0.95946298762573556 252.75000000000003 -2.6324349641799922 212.23799956428073 0.64451188346537192 51.227922061357866 decision_type=2 2 2 2 2 2 2 2 left_child=1 6 3 4 7 -6 -1 -3 right_child=-2 2 -4 -5 5 -7 -8 -9 leaf_value=-0.013812503758521583 2.1331860671640639e-05 -0.019545448227887233 0.014445296693077137 -0.0025411670220326864 -0.0091273475107039852 -0.028519823571568542 0.00046288303806059784 0.013000134859039631 leaf_count=343 883947 94 288 1900 400 383 6884 166 internal_value=0 -0.0136251 -0.0399482 -0.0560856 -0.118212 -0.161008 -0.00185669 0.0106714 internal_count=894405 10458 3231 2943 1043 783 7227 260 shrinkage=0.115603 Tree=153 num_leaves=9 num_cat=0 split_feature=4 27 28 16 11 25 17 22 split_gain=2.11448 9.21373 18.5566 7.74659 10.4489 11.1477 9.02789 7.79743 threshold=28.00000095367432 2.5000000000000004 391.25000000000006 184.74206006131345 0.72514916432392684 579.25000000000011 44.723964382490344 439.75000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 6 -5 -6 right_child=-2 -3 3 4 7 -7 -8 -9 leaf_value=0.01051665273047415 0.00036790771406924883 -3.4094347627380843e-05 -0.00045442141156887636 -0.080738486066828624 -0.01676208264802068 -0.0099726943092043104 -0.025491886706942749 -0.0027257358495242487 leaf_count=1218 164985 715988 4240 46 587 1715 281 5345 internal_value=0 -0.00078172 -0.0267302 -0.0384676 -0.0568318 -0.11853 -0.287739 -0.0355932 internal_count=894405 729420 13432 12214 7974 2042 327 5932 shrinkage=0.115603 Tree=154 num_leaves=9 num_cat=0 split_feature=11 1 17 28 8 27 16 8 split_gain=1.90972 11.1212 7.61473 5.4932 8.23582 7.08294 5.66121 5.37658 threshold=0.46563260663313505 2196.5000000000005 49.941638176016532 6331.0000000000009 12250.000000000002 1.5000000000000002 178.1921689767789 1985.5000000000002 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 -3 -6 -4 right_child=-2 3 7 4 6 -7 -8 -9 leaf_value=0.0013562757519661492 -1.1466745122066775e-05 0.042512073079266743 -0.0051447318747885164 -0.023056345474014292 -0.027371582138724568 0.0059777151230446576 0.0034876068888429449 -0.019680660240540833 leaf_count=2222 883802 72 1392 201 84 4716 1466 450 internal_value=0 0.0134016 -0.0276794 0.0389335 -0.00899463 0.0564612 0.0157023 -0.0752214 internal_count=894405 10603 4064 6539 1751 4788 1550 1842 shrinkage=0.115603 Tree=155 num_leaves=9 num_cat=0 split_feature=11 17 7 17 21 16 4 5 split_gain=2.0288 4.79975 2.40197 7.08868 15.3134 16.403 7.99874 6.12955 threshold=0.93334434606405015 42.123115859718702 -16.699242591857907 62.13738347043995 1.5000000000000002 216.86471304724753 36.554080963134773 91.00376129150392 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 6 7 -5 -6 right_child=1 -3 3 4 5 -7 -8 -9 leaf_value=0.00025808843602709297 -0.00042064185847813756 0.0022606049941276338 -0.00010958454452309198 -0.0041991856318858286 -0.0024854976224069772 -0.020224570253755576 0.013170325611876331 -0.015218634232818164 leaf_count=249356 18917 16888 596228 520 10045 807 1112 532 internal_value=0 0.00730092 -0.000381877 -0.00145192 -0.0245382 -0.0375253 0.0660527 -0.0270403 internal_count=894405 35805 858600 609244 13016 11384 1632 10577 shrinkage=0.115603 Tree=156 num_leaves=9 num_cat=0 split_feature=23 12 11 23 13 13 29 22 split_gain=2.04969 5.73696 8.5242 6.63736 6.47822 5.05035 5.24218 9.23953 threshold=1.004507891349997 722.24978336205584 0.72514916432392684 1.6037339607433068 350.62890912146787 131.19011805957706 1.345791274660348 3930.2500000000005 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -4 6 7 -2 right_child=1 2 4 -5 -6 -7 -8 -9 leaf_value=-0.00013264383464973607 0.00051784973995262242 -0.027230465097639794 -0.045655587722984926 0.0053750479555159667 0.010469012444813285 0.0032140037606530067 -0.00050141324226345737 -0.016915500386214571 leaf_count=551130 230876 111 128 336 35 7500 103882 407 internal_value=0 0.00196548 -0.0949269 -0.0235428 -0.290686 0.00213796 0.00156368 0.00421416 internal_count=894405 343275 610 447 163 342665 335165 231283 shrinkage=0.115603 Tree=157 num_leaves=9 num_cat=0 split_feature=17 4 7 7 6 28 10 16 split_gain=1.79626 4.45627 5.67154 5.42117 4.34774 8.18027 5.82014 4.2265 threshold=31.079593414242357 194.17822265625003 -69.417133331298814 -62.075883865356438 0.68571429010786777 3309.2500000000005 0.43476253183265456 199.67303127195217 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 -5 -6 -7 -8 right_child=1 2 3 4 5 6 7 -9 leaf_value=0.00099860678390232692 -2.1851966384166403e-05 0.0082856577187515029 -0.048904969493655616 0.0024164859068327468 0.004121767917526914 0.013738642972873466 0.0029835531614548871 -0.0278601129066261 leaf_count=23157 869669 295 45 371 271 61 68 468 internal_value=0 -0.000285392 -0.0533617 -0.0820886 -0.0697053 -0.108433 -0.17384 -0.207149 internal_count=894405 871248 1579 1284 1239 868 597 536 shrinkage=0.115603 Tree=158 num_leaves=9 num_cat=0 split_feature=21 21 19 25 14 12 22 18 split_gain=1.98904 3.38909 4.48154 5.37932 4.0322 5.12735 3.85688 5.6254 threshold=18.500000000000004 16.500000000000004 571.25000000000011 696.75000000000011 14.650009657486398 67.816756826189717 506.25000000000006 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 -3 -6 -7 -8 right_child=-2 2 3 -5 5 6 7 -9 leaf_value=1.903592773755078e-05 0.0061667512048242104 0.0069211569346551861 0.0063671139419851563 -0.040138393378384971 -0.029506638539935102 -0.0030541806709861808 -0.008782396958844042 -0.037817304302304039 leaf_count=890907 701 256 661 35 144 1165 423 113 internal_value=0 5.55532e-05 -0.0346992 0.0348474 -0.057738 -0.0740565 -0.0587182 -0.12892 internal_count=894405 893704 2797 696 2101 1845 1701 536 shrinkage=0.115603 Tree=159 num_leaves=9 num_cat=0 split_feature=21 18 27 22 13 28 13 16 split_gain=1.83039 10.7069 9.85901 13.4266 9.17737 7.97654 7.21079 7.04135 threshold=9.5000000000000018 3.5000000000000004 45.500000000000007 630.25000000000011 45.893788094516104 463.75000000000006 36.766034541019508 227.00071225071227 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 5 -3 -5 -7 right_child=1 4 3 6 -6 7 -8 -9 leaf_value=-5.261550460520339e-05 0.0014592133829563728 -0.0078470503223878989 -0.0013136664752964658 0.0026208457198514095 0.0047862419906868287 0.00025779986917429527 -0.061445379277426188 -0.0036780162675116987 leaf_count=806649 55782 2686 215 30 3085 16091 108 9759 internal_value=0 0.00428942 -0.000528256 -0.167612 -0.0104109 -0.0160124 -0.411043 -0.0106231 internal_count=894405 87403 807002 353 31621 28536 138 25850 shrinkage=0.115603 Tree=160 num_leaves=9 num_cat=0 split_feature=22 25 27 11 28 28 27 4 split_gain=1.94545 7.15932 4.62075 8.24979 6.70976 6.09516 6.35586 5.04674 threshold=777.25000000000011 7231.5000000000009 6.5000000000000009 0.83636956264074913 355.25000000000006 312.25000000000006 9.5000000000000018 14.849242687225344 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 6 7 -4 right_child=-2 -3 5 4 -6 -7 -8 -9 leaf_value=-0.0023842393963618186 0.0002441966748821775 -0.019012127678395763 -0.018482341732186318 0.0093340171112979934 0.00024826085760055794 -4.2789873435381543e-06 3.8790635487092215e-05 0.0057890434823640166 leaf_count=29085 285280 268 672 1182 13408 563540 832 138 internal_value=0 -0.00105202 -0.000980088 -0.0108901 0.00851478 -0.000214279 -0.0610522 -0.124107 internal_count=894405 609125 608857 43675 14590 565182 1642 810 shrinkage=0.115603 Tree=161 num_leaves=9 num_cat=0 split_feature=27 17 23 28 24 19 18 9 split_gain=1.78891 4.68192 12.3894 10.5822 13.7401 13.2659 9.90281 8.83056 threshold=14.500000000000002 70.528956778714772 0.91305835788471279 694.25000000000011 14.500000000000002 780.75000000000011 2.5000000000000004 0.96069931629199279 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -4 -6 right_child=1 2 6 -5 7 -7 -8 -9 leaf_value=0.00017034965224314405 -0.00021634539930270443 0.0057825213649607618 -0.0036473730513052137 0.004272591692843327 -0.0048707902584467725 -0.022003375093138822 0.0074607764882149222 -0.025598826845581582 leaf_count=448087 435249 1133 1336 1744 472 288 5439 657 internal_value=0 -0.00135494 0.0189548 -0.0230689 -0.0641233 0.00130652 0.0455895 -0.146476 internal_count=894405 446318 11069 4294 2550 1421 6775 1129 shrinkage=0.115603 Tree=162 num_leaves=9 num_cat=0 split_feature=21 19 14 16 29 27 22 28 split_gain=1.96682 8.88437 9.29248 7.86658 10.9721 6.50608 14.7902 9.21266 threshold=11.500000000000002 692.25000000000011 29.957599159098191 200.18619095767733 0.48599997511106691 45.500000000000007 620.25000000000011 638.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=5 2 3 4 -2 -1 -7 -8 right_child=1 -3 -4 -5 -6 6 7 -9 leaf_value=-2.2584619940032854e-05 -0.0052911976539189902 0.0040391176064824589 -0.030463767326997057 -0.00069177910147783515 0.0073948264043943593 0.00031484442010913433 -0.040606700205129818 -0.0041815814760140088 leaf_count=850495 1205 8813 134 28798 3736 829 246 149 internal_value=0 0.00665578 -0.000702997 0.000340822 0.0372047 -0.000300212 -0.0731548 -0.232403 internal_count=894405 42686 33873 33739 4941 851719 1224 395 shrinkage=0.115603 Tree=163 num_leaves=9 num_cat=0 split_feature=7 8 1 4 24 25 27 19 split_gain=2.0878 8.44728 6.70104 5.99313 6.25499 5.28003 4.75632 14.3042 threshold=-79.028640747070298 473.50000000000006 147.50000000000003 11.007366180419924 7.5000000000000009 451.25000000000006 2.5000000000000004 1177.2500000000002 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 5 4 -3 -1 7 -5 right_child=-2 3 -4 6 -6 -7 -8 -9 leaf_value=-0.0084695584614913506 4.9239611309429239e-05 -0.031997652974554605 0.0023465067514328026 -0.016736821115172707 0.019763827917007298 -0.00036677120459481771 -0.00097700886177507287 -0.0016069413188280486 leaf_count=1287 815766 156 18189 1047 39 6517 47278 4126 internal_value=0 -0.00496929 0.00978077 -0.0122519 -0.187238 -0.0147318 -0.0116013 -0.0403897 internal_count=894405 78639 25993 52646 195 7804 52451 5173 shrinkage=0.115603 Tree=164 num_leaves=9 num_cat=0 split_feature=16 9 12 28 13 20 22 27 split_gain=1.83845 4.65088 5.62934 4.94457 7.64228 4.76024 5.36858 8.9052 threshold=106.04574822529212 0.95322421537118973 428.38329701443519 8160.0000000000009 286.80122268418819 0.20944949374152919 1632.2500000000002 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 -3 7 -7 right_child=-2 5 3 4 -6 6 -8 -9 leaf_value=-0.0031740907133228158 -2.0001057704919883e-05 -0.0077766122850682941 0.023088369593845682 -0.021511978088473466 0.025982726689175714 -0.01447879110926484 0.016090072750889393 0.010354792847756769 leaf_count=2217 889831 266 225 112 76 275 756 647 internal_value=0 0.0199268 -0.00748833 0.0997027 -0.0199993 0.0570161 0.0767181 0.0254994 internal_count=894405 4574 2630 413 188 1944 1678 922 shrinkage=0.115603 Tree=165 num_leaves=9 num_cat=0 split_feature=20 32 18 23 16 22 25 16 split_gain=1.94204 12.0486 11.1231 10.3423 10.9841 7.23318 6.31525 6.04053 threshold=0.88478148661143663 1.5000000000000002 1.5000000000000002 0.15276417535191714 190.26382704476217 3322.0000000000005 903.25000000000011 215.00813799933977 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 6 -6 -4 right_child=1 2 7 -5 5 -7 -8 -9 leaf_value=-0.00031105405031283697 -0.0039205469386505102 0.0091045432966946928 0.0057717981999085462 6.6475634281515023e-05 -0.036529603420832717 -0.0445454697131758 0.011982282409904928 -0.0033183841234471025 leaf_count=198055 858 3792 1650 687332 65 178 80 2395 internal_value=0 0.000858162 0.0398466 0.000414376 -0.0930856 -0.250267 -0.0844648 0.00337015 internal_count=894405 696350 7837 688513 1181 323 145 4045 shrinkage=0.115603 Tree=166 num_leaves=9 num_cat=0 split_feature=22 21 23 4 27 11 26 28 split_gain=1.8273 12.1937 13.402 11.3678 14.8156 13.381 11.8793 11.5871 threshold=2174.2500000000005 1.5000000000000002 1.4727623667257113 40.002841949462898 2.5000000000000004 0.82065607260931961 1.0000783576241969 2317.5000000000005 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 7 -5 6 -6 -3 right_child=1 2 -4 4 5 -7 -8 -9 leaf_value=5.5272449858938433e-05 0.00061645474438449068 -0.0051624825964855341 0.0025756556236811129 -0.022445175639831436 -0.014534903067456736 0.0010230214681556185 -0.0038776831698257947 0.0012945019522917019 leaf_count=816167 47982 6704 5940 738 2529 2892 3125 8328 internal_value=0 -0.00458098 -0.0203024 -0.0307046 -0.0582174 -0.0464782 -0.074778 -0.0137124 internal_count=894405 78238 30256 24316 9284 8546 5654 15032 shrinkage=0.115603 Tree=167 num_leaves=9 num_cat=0 split_feature=25 17 23 7 23 24 7 10 split_gain=1.88182 6.57611 7.94346 9.44617 11.3104 7.59701 8.71581 9.74076 threshold=3178.2500000000005 83.293633218288605 0.34098738092727338 -71.492889404296861 0.93618496768672366 1.5000000000000002 -67.354396820068345 0.71784557970786456 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 -3 -4 -5 -2 7 -7 right_child=1 2 3 4 -6 6 -8 -9 leaf_value=3.1926422663738202e-05 0.0007627459387789258 0.018684661683622046 -0.018691414540404822 -0.0086978955538795158 0.0082328980458365609 -0.015980952546041916 -0.0012473848751547742 -0.0039243671938678278 leaf_count=844341 18418 438 268 702 2119 1122 22560 4437 internal_value=0 -0.0060339 0.0355972 0.017727 0.0347715 -0.00918909 -0.0195296 -0.0549967 internal_count=894405 50064 3527 3089 2821 46537 28119 5559 shrinkage=0.115603 Tree=168 num_leaves=9 num_cat=0 split_feature=16 9 26 13 0 14 27 20 split_gain=1.86911 3.70587 4.4011 4.2701 4.22137 7.43783 6.62744 4.48772 threshold=106.04574822529212 0.95246329419641806 3.1815998986503877 242.64782456802251 29.500000000000004 32.852603489998693 6.5000000000000009 0.29351092593413414 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 7 -6 -7 -3 right_child=-2 4 -4 -5 5 6 -8 -9 leaf_value=-0.0028768020980225128 -1.1259731241947216e-05 -0.0071794483172142685 0.018978797564408362 0.01757056469996025 -0.0067807587348207611 0.02236456116768247 -0.024792826811198744 0.014317249797759411 leaf_count=2326 889815 152 146 145 625 261 47 888 internal_value=0 0.0201341 -0.00453769 -0.0145059 0.0528589 0.00402301 0.131211 0.0966704 internal_count=894405 4590 2617 2471 1973 933 308 1040 shrinkage=0.115603 Tree=169 num_leaves=9 num_cat=0 split_feature=20 27 6 22 28 24 18 28 split_gain=1.85089 3.90769 10.5616 9.10328 5.8671 6.64009 4.2319 12.3199 threshold=1.0656674205294034 45.500000000000007 0.66090881444814575 501.25000000000006 585.25000000000011 29.500000000000004 2.5000000000000004 970.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 6 -3 -4 5 -5 -2 -8 right_child=1 2 3 4 -6 -7 7 -9 leaf_value=8.6602564499525773e-05 -0.00082822371871053575 0.00044997740830864748 0.0053610945123045402 -0.039543002769350903 -0.0052191483573514521 -0.011197284484141957 0.00047844859635832202 -0.014196131629181435 leaf_count=724954 86582 1762 221 291 202 178 79443 772 internal_value=0 -0.00292183 -0.0409917 -0.129653 -0.187629 -0.248997 -0.00231608 0.00291703 internal_count=894405 169451 2654 892 671 469 166797 80215 shrinkage=0.115603 Tree=170 num_leaves=9 num_cat=0 split_feature=4 29 23 27 7 20 17 25 split_gain=1.81705 7.91052 8.42999 7.66918 11.1575 6.84223 6.30194 6.3343 threshold=12.00056314468384 1.0529885776311347 0.47371561361637987 12.500000000000002 -74.565761566162095 0.7433465493238679 43.557655104393881 2472.2500000000005 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 -4 -7 -8 right_child=-2 -3 3 4 -6 6 7 -9 leaf_value=-0.00015489563927756505 -3.0846911266373072e-05 -0.017039741867154689 0.0062591533687684489 0.014812709267198474 0.0033250177232459965 0.0043922161837611166 -0.0025232021982490795 -0.031782670430408756 leaf_count=37261 841599 335 2480 1542 4228 2149 4710 101 internal_value=0 0.00578039 0.00675836 0.0265972 0.0553188 0.00904176 -0.00702891 -0.0271399 internal_count=894405 52806 52471 15210 5770 9440 6960 4811 shrinkage=0.115603 Tree=171 num_leaves=9 num_cat=0 split_feature=6 29 24 27 1 12 19 22 split_gain=1.8592 6.20645 6.86499 9.34932 6.54497 6.75555 6.68409 6.92776 threshold=0.51851846870054774 0.82241115186851632 27.500000000000004 49.500000000000007 1713.5000000000002 220.11626970967635 449.25000000000006 476.25000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 4 6 -6 -1 -8 right_child=-2 -3 -4 -5 5 -7 7 -9 leaf_value=0.0020412803410516634 8.9668863918068142e-05 -0.00072663740069163073 0.013399671335855887 -0.039414046569599466 0.010738681563853582 0.0013388152527821597 -0.007989500306910393 -0.00032251198924566855 leaf_count=18409 698233 139682 564 78 1663 2650 1658 31468 internal_value=0 -0.00270861 0.00613618 0.00502913 0.00551233 0.042933 0.00238057 -0.00610929 internal_count=894405 196172 56490 55926 55848 4313 51535 33126 shrinkage=0.115603 Tree=172 num_leaves=9 num_cat=0 split_feature=16 7 11 10 24 1 4 20 split_gain=1.90851 5.92965 4.88842 4.70305 3.96736 6.73822 3.649 4.13796 threshold=166.25732596232601 -89.940933227539048 0.78162713734142319 0.90807446467606734 1.5000000000000002 27771.500000000004 22.084309577941898 1.0282561914972894 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 4 6 -3 -6 7 -4 right_child=-2 2 3 -5 5 -7 -8 -9 leaf_value=0.0036644309544779773 3.2934118539145459e-05 0.0035970622044152151 -3.8256658649281629e-06 0.0056549329045968346 -0.001982258248222196 -0.060855765203754388 -0.0042589468595774444 0.0072367740530541996 leaf_count=4046 829939 1762 18391 2058 34539 26 2525 1119 internal_value=0 -0.00536352 -0.00784534 0.00319959 -0.0151706 -0.0175301 -0.00107024 0.00355924 internal_count=894405 64466 60420 24093 36327 34565 22035 19510 shrinkage=0.115603 Tree=173 num_leaves=9 num_cat=0 split_feature=20 29 27 27 28 5 19 10 split_gain=1.88817 4.76361 5.06588 9.64592 4.02914 5.06666 6.26022 3.77626 threshold=1.6129715112944198 0.82693955102578753 30.500000000000004 39.500000000000007 601.25000000000011 38.586521148681648 581.25000000000011 0.66660172129650774 decision_type=2 2 2 2 2 2 2 2 left_child=-1 7 -3 4 5 -4 -7 -2 right_child=1 2 3 -5 -6 6 -8 -9 leaf_value=-2.0133301592542503e-05 -0.02469525525459421 0.0024584329102408224 -0.0063659026535602438 0.011011765608612048 -0.0023250416489254454 -0.038622880789665782 0.0013205613224379349 -0.003257429475526851 leaf_count=880143 153 12423 269 358 391 209 70 389 internal_value=0 0.0114248 0.0150573 -0.0444121 -0.097661 -0.152992 -0.247408 -0.0805259 internal_count=894405 14262 13720 1297 939 548 279 542 shrinkage=0.115603 Tree=174 num_leaves=9 num_cat=0 split_feature=18 23 27 28 21 23 12 28 split_gain=1.66728 2.13029 1.67535 4.41204 4.16952 6.2805 6.52772 6.87097 threshold=6.5000000000000009 0.4395718864468865 14.500000000000002 1429.5000000000002 3.5000000000000004 1.185248060565063 97.026911934581207 690.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 -4 -7 -8 right_child=1 -3 3 -5 -6 6 7 -9 leaf_value=0.00015403449991593544 -0.028616750153149177 0.0091571014440288562 -0.00068626967281364983 0.0052080252163695913 -9.6604578291080114e-05 -0.016860375459587986 -0.00026704462901224884 -0.0090753362761465065 leaf_count=448095 21 400 21651 2035 416673 562 3023 1945 internal_value=0 0.0629125 -3.31392e-05 -0.00140547 -0.00161847 -0.0136187 -0.0436961 -0.0321404 internal_count=894405 421 893984 445889 443854 27181 5530 4968 shrinkage=0.115603 Tree=175 num_leaves=9 num_cat=0 split_feature=22 12 18 18 21 24 7 16 split_gain=1.77099 3.86289 4.12079 4.54065 9.14494 7.46783 8.64831 6.28357 threshold=303.25000000000006 99.305086527633236 2.5000000000000004 1.5000000000000002 2.5000000000000004 6.5000000000000009 -45.116455078124993 207.74116564136577 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 7 5 6 -5 -1 right_child=-2 -3 -4 4 -6 -7 -8 -9 leaf_value=-0.00057750159784070512 2.1165611415854342e-05 0.0073130781398594745 -0.0060590545784653359 -0.00072052742437186002 -0.0013147082546993208 -0.015472659465068983 0.019362704688745531 -0.0089700436981616661 leaf_count=4244 880460 664 2399 436 3566 142 836 1658 internal_value=0 -0.0111751 -0.0148966 -0.00662605 0.0156116 0.0836638 0.107945 -0.0253898 internal_count=894405 13945 13281 10882 4980 1414 1272 5902 shrinkage=0.115603 Tree=176 num_leaves=9 num_cat=0 split_feature=24 6 19 27 22 25 22 0 split_gain=1.70847 6.36602 5.71964 5.52516 18.2384 9.56094 10.1639 7.75113 threshold=27.500000000000004 0.79166667036889027 366.25000000000006 46.500000000000007 558.25000000000011 599.25000000000011 612.25000000000011 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 -5 6 -6 -8 right_child=1 2 -4 4 5 -7 7 -9 leaf_value=-4.644678951387727e-06 0.0025458853073342643 0.012766349064448205 -0.0075475329542828446 0.0075535955494498031 -0.01301720410644777 -0.0048563875738671458 -0.051384767992634958 0.0067344809452432805 leaf_count=880666 9753 211 1517 857 416 742 207 36 internal_value=0 0.0121109 -0.0438315 -0.000166846 -0.04957 -0.119861 -0.207519 -0.370011 internal_count=894405 11481 1728 882924 2258 1401 659 243 shrinkage=0.115603 Tree=177 num_leaves=9 num_cat=0 split_feature=7 20 18 27 22 10 7 26 split_gain=1.69906 4.76763 7.44403 6.21586 7.20898 7.01447 8.3507 6.79118 threshold=-1.0000000180025095e-35 1.1153147656503364 4.5000000000000009 21.500000000000004 1149.2500000000002 0.9500095916154081 -12.52880811691284 0.71771494741974462 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 7 -5 6 -6 -1 right_child=-2 -3 -4 4 5 -7 -8 -9 leaf_value=-0.00056192497974638168 -0.00012333604206352293 -0.00079968261891630484 0.0064558510539269552 -0.00073521549385531699 -0.033270687442885118 0.0096370376385975544 -0.0029161566718583993 0.0008342477709586849 leaf_count=59531 516136 54636 2662 47131 271 140 219 213679 internal_value=0 0.00172301 0.00318171 0.00274494 -0.00778023 -0.114044 -0.170445 0.00458489 internal_count=894405 378269 323633 320971 47761 630 490 273210 shrinkage=0.115603 Tree=178 num_leaves=9 num_cat=0 split_feature=11 16 17 17 16 13 10 15 split_gain=1.60558 6.56077 22.5553 11.3973 16.3651 8.19799 9.51651 7.82456 threshold=0.84659637868869686 214.28521231958149 57.437739151626566 51.068121119646158 226.50373906368358 74.1208566633846 0.91491050520378114 0.42126667552714764 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 -7 -4 right_child=1 2 7 4 -6 6 -8 -9 leaf_value=-0.0001178401042034129 0.00098797729496160171 -0.00030208816577401642 0.0063173897641637701 0.0024701009111813767 -0.017237739788223485 -0.00078942777616365265 0.01885416686177533 -0.019904979854905379 leaf_count=572948 73832 214883 179 29643 574 593 742 1011 internal_value=0 0.00177296 -0.000722816 -5.60052e-05 0.0181286 0.00995056 0.0876149 -0.138063 internal_count=894405 321457 246290 245100 30217 75167 1335 1190 shrinkage=0.115603 Tree=179 num_leaves=9 num_cat=0 split_feature=0 17 16 16 11 14 12 17 split_gain=1.8034 7.06181 10.2107 8.57498 22.3886 29.2739 8.87673 7.98928 threshold=35.000000000000007 53.911491946399508 203.72138299770913 225.86408767954228 0.78162713734142319 25.940987327253826 90.159902576697348 89.662319375954809 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 7 6 -5 -6 -4 -3 right_child=-2 2 3 4 5 -7 -8 -9 leaf_value=0.00029845304107870355 -0.00021317999181324696 -0.0028013043263479236 -0.0011868658584552082 -1.0038435746474536e-07 -0.054348199676608276 -0.00031378736093423936 0.0023185147982686259 0.0014599707635149465 leaf_count=481916 327919 35785 16762 1683 266 270 22768 7036 internal_value=0 0.00110264 -0.00732568 0.00380252 -0.0566868 -0.234676 0.00719806 -0.0181753 internal_count=894405 566486 84570 41749 2219 536 39530 42821 shrinkage=0.115603 Tree=180 num_leaves=9 num_cat=0 split_feature=0 19 17 10 17 25 21 16 split_gain=1.681 2.24186 3.13801 2.57869 2.51815 3.09164 4.09514 6.94345 threshold=9.0000000000000018 459.25000000000006 56.549103415777985 0.95303951314287638 44.344566478705225 848.25000000000011 2.5000000000000004 236.21740953337181 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -3 -6 -7 -8 right_child=-2 4 -4 -5 5 6 7 -9 leaf_value=0.0019267515982580507 -6.7410047999792123e-05 0.00087465531361890321 -0.0040230173653632417 0.011171138942250084 -0.00011480959424001644 0.00024175020503586241 -0.0061170000028875999 -0.054729478080425623 leaf_count=14254 821193 31253 1174 415 21943 1992 2141 40 internal_value=0 0.00441766 0.0149478 0.0189292 0.00150967 -0.00573793 -0.0306876 -0.0606259 internal_count=894405 73212 15843 14669 57369 26116 4173 2181 shrinkage=0.115603 Tree=181 num_leaves=9 num_cat=0 split_feature=16 22 25 11 9 22 17 11 split_gain=1.5731 4.26064 5.8846 5.44535 4.37269 5.44197 4.19022 3.66097 threshold=145.31174655682437 1733.2500000000002 1737.7500000000002 0.90001332977872572 0.96256886669429764 2775.2500000000005 89.662319375954809 0.61047360873595269 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 3 -1 7 -6 -4 -3 right_child=-2 4 6 -5 5 -7 -8 -9 leaf_value=-0.0017581513391977965 1.8068955913127226e-05 0.0035701628518419095 -0.006309555640078561 0.01153927036239687 0.018661870749821959 0.0024445966915787702 -0.024442504640744506 -0.0030055777358735671 leaf_count=15217 872100 2122 633 423 412 841 233 2424 internal_value=0 -0.00834845 -0.0165405 -0.0120975 0.014969 0.0672732 -0.0967816 0.000552515 internal_count=894405 22305 16506 15640 5799 1253 866 4546 shrinkage=0.115603 Tree=182 num_leaves=9 num_cat=0 split_feature=4 14 21 17 1 16 17 18 split_gain=1.68017 9.42244 6.55061 8.98686 6.42755 6.26322 12.0984 9.10589 threshold=21.45800876617432 22.546693180451239 1.5000000000000002 43.655404077995136 2034.5000000000002 196.03132341638641 54.571428907059691 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 -5 -3 -7 -8 right_child=1 5 -4 4 -6 6 7 -9 leaf_value=0.0010093142500143886 -0.0027418882793300088 -0.0012265237766085251 0.00027037866766044943 -0.0038371153277085152 -0.034859414899866971 -0.00014696321139220423 0.00049295744627879769 0.0034707217656475805 leaf_count=8001 17981 52912 401103 10801 90 345992 34911 22614 internal_value=0 -0.00126453 0.00148175 -0.0167156 -0.0354096 -0.000379977 0.000961424 0.0143903 internal_count=894405 474410 419995 18892 10891 456429 403517 57525 shrinkage=0.115603 Tree=183 num_leaves=9 num_cat=0 split_feature=28 22 19 6 19 16 6 26 split_gain=1.86755 4.27405 12.0693 9.97338 25.7101 29.4521 35.0807 14.1981 threshold=694.25000000000011 2174.2500000000005 937.25000000000011 0.27046405789835865 4446.5000000000009 241.27225050251545 0.22222222881410197 0.99432501881087931 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 5 -4 -7 -8 right_child=1 2 3 -5 -6 6 7 -9 leaf_value=-0.000130581790566568 0.00041288531849442949 -0.010090021528840858 -0.0065939511492195471 0.00013181394889513531 0.0016851121116206315 -0.011919571956110228 0.0075572541472479571 -0.077085724008888079 leaf_count=534768 285677 1739 2871 64330 4380 384 30 226 internal_value=0 0.00181749 -0.00495778 -0.00297552 -0.0365284 -0.100282 -0.294268 -0.581009 internal_count=894405 359637 73960 72221 7891 3511 640 256 shrinkage=0.115603 Tree=184 num_leaves=9 num_cat=0 split_feature=7 19 4 26 16 21 23 27 split_gain=1.64836 6.70793 5.78395 5.51941 8.12459 7.1427 6.94555 4.9107 threshold=-76.784435272216783 371.75000000000006 6.0100460052490243 0.68802366216159327 213.54280571251462 5.5000000000000009 0.47371561361637987 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -4 -6 -3 right_child=-2 7 3 -5 6 -7 -8 -9 leaf_value=-0.0041856056262675493 5.8120276119440632e-05 -0.0038437595537199245 0.011380186386199084 -0.00061741679767112574 -0.010794879647614986 -0.0029169418472588266 0.0042157035057651176 -0.00055512386572688778 leaf_count=1516 809189 6655 2917 2772 582 556 1410 68808 internal_value=0 -0.00412113 0.0205581 0.0310055 0.0494414 0.0786424 -0.00146984 -0.00731073 internal_count=894405 85216 9753 8237 5465 3473 1992 75463 shrinkage=0.115603 Tree=185 num_leaves=9 num_cat=0 split_feature=21 14 28 29 28 19 0 0 split_gain=1.56947 4.96086 6.06864 4.52575 11.087 5.39551 6.15202 4.47659 threshold=5.5000000000000009 37.840167730675027 402.75000000000006 1.4651507321274766 1084.2500000000002 1226.2500000000002 20.000000000000004 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 -3 5 7 6 -4 -5 right_child=1 2 3 4 -6 -7 -8 -9 leaf_value=0.00011264179286900735 -0.00017006411748955667 -0.055308686929174823 -0.064681559220959528 0.00036767293329834468 -0.041643738520098693 0.014848023973797768 0.0078933907925377005 -0.01309759202605896 leaf_count=552695 339864 33 27 827 120 253 37 549 internal_value=0 -0.00175191 -0.0534514 -0.0457159 -0.068715 0.0628223 -0.19657 -0.0432923 internal_count=894405 341710 1846 1813 1496 317 64 1376 shrinkage=0.115603 Tree=186 num_leaves=9 num_cat=0 split_feature=16 16 4 17 22 5 29 5 split_gain=1.5095 3.11576 3.46776 3.06696 3.98266 4.25619 4.40409 4.06428 threshold=106.04574822529212 139.57057571052138 81.58099746704103 109.11743678271326 1126.2500000000002 39.401241302490241 1.1213249146682036 40.000139236450202 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 -7 -6 right_child=1 -3 -4 4 7 6 -8 -9 leaf_value=0.0020897809519422341 -0.002386800578682219 1.1415745200062865e-05 -0.018823210977914031 0.0021788386909227832 0.031362552361931577 -0.043643839451824512 0.0060402198191050723 0.0059569214606255685 leaf_count=4589 9355 879265 161 302 100 64 38 531 internal_value=0 -0.000106234 -0.0171885 -0.0149317 0.0367215 -0.0408033 -0.217416 0.086357 internal_count=894405 889816 10551 10390 1035 404 102 631 shrinkage=0.115603 Tree=187 num_leaves=9 num_cat=0 split_feature=27 0 19 24 19 14 21 28 split_gain=1.57811 4.58744 2.94806 2.75324 5.74484 2.25567 2.00628 8.3572 threshold=55.500000000000007 29.500000000000004 564.75000000000011 31.500000000000004 483.25000000000006 23.845692813224989 11.500000000000002 937.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=6 3 -3 4 -2 -6 -1 -8 right_child=1 2 -4 -5 5 -7 7 -9 leaf_value=-3.4285376259935888e-05 -0.044007597947215746 -0.025366809007982754 0.00055552206074986187 0.006478971558979316 0.0035083324661281559 -0.036407941549933015 0.00088657293515192993 -0.025920638270277449 leaf_count=851710 50 189 85 401 191 21 41602 156 internal_value=0 -0.0410255 -0.149868 0.00395606 -0.0757676 -0.00385489 3.52257e-05 0.00680279 internal_count=894405 937 274 663 262 212 893468 41758 shrinkage=0.115603 Tree=188 num_leaves=9 num_cat=0 split_feature=4 5 7 15 7 11 7 17 split_gain=1.53018 5.71128 6.42438 5.31156 6.27541 4.7664 5.04523 4.17259 threshold=194.17822265625003 257.06019592285162 -1.0000000180025095e-35 0.3785310353755949 -59.743558883666985 0.69468055003672535 -1.8135212063789365 50.228203071795441 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 5 4 -3 -2 -7 -4 right_child=1 3 7 -5 -6 6 -8 -9 leaf_value=7.1722885658346102e-06 0.010249792127131056 -0.036444482026541415 -0.042882912557525903 0.001833749694706503 -6.8374679506849124e-05 -0.050049674748454974 -0.0048746793789379746 0.0072309984999340896 leaf_count=891824 145 112 125 1872 146 48 106 27 internal_value=0 -0.0243219 -0.126551 -0.00267624 -0.137189 -0.0414542 -0.163967 -0.293945 internal_count=894405 2581 451 2130 258 299 154 152 shrinkage=0.115603 Tree=189 num_leaves=9 num_cat=0 split_feature=11 5 23 21 13 27 17 29 split_gain=1.60573 7.16126 9.80524 9.59239 12.0665 10.9279 10.6242 8.56718 threshold=0.72514916432392684 49.539457321166999 0.93067128827267487 2.5000000000000004 70.464261617969967 22.500000000000004 67.711303600023442 0.15874464140887501 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 -3 5 6 7 -5 -4 right_child=-2 2 3 4 -6 -7 -8 -9 leaf_value=0.00075494683018753682 -7.9431218954017222e-05 -0.0043443277905762983 -0.02247933083016412 -0.0041477095292015691 0.00042995924673408796 -0.042335530665226107 -0.019927375205452826 0.0011004655235287051 leaf_count=142120 682999 8548 207 9176 11189 78 608 39480 internal_value=0 0.0024667 -0.00586898 -0.00140617 -0.0187104 0.00772052 -0.0443611 0.00845544 internal_count=894405 211406 69286 60738 20973 39765 9784 39687 shrinkage=0.115603 Tree=190 num_leaves=9 num_cat=0 split_feature=2 0 24 17 16 11 19 19 split_gain=1.69518 3.70707 5.85928 4.51196 8.32619 4.11686 4.34537 5.38328 threshold=12.43257575757576 43.000000000000007 30.500000000000004 55.605714595895364 190.26382704476217 0.86540175510763762 402.25000000000006 265.25000000000006 decision_type=2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 6 7 -6 right_child=-2 2 -4 4 5 -7 -8 -9 leaf_value=6.7588592191500295e-05 0.00014088382900711609 -0.0010356785354057099 -0.018467981409068801 -0.0020293119015824868 0.012753965187034699 0.0060195780446544635 0.0017086172696185516 -0.0083759185562332535 leaf_count=268811 493066 99261 247 11250 189 2756 17732 1093 internal_value=0 -0.00154932 -0.00587774 -0.00559042 0.0045355 0.0159506 0.0107152 -0.0455075 internal_count=894405 401339 132528 132281 33020 21770 19014 1282 shrinkage=0.115603 Tree=191 num_leaves=9 num_cat=0 split_feature=28 13 20 30 6 25 16 22 split_gain=1.62834 4.19027 8.86795 8.7875 15.0435 14.6976 11.5045 7.76093 threshold=692.25000000000011 29.583852167850328 0.47542695112071298 1.0000000180025095e-35 0.32439282981148121 880.25000000000011 166.25732596232601 1051.2500000000002 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 6 -6 -7 right_child=1 -3 -4 -5 5 7 -8 -9 leaf_value=-0.00013765651718546822 -0.01893379732707973 0.00032681864082578424 -0.0022909647254844121 -0.00053844934886439493 0.00082258697220158675 -0.012334168782594981 0.014821645039583841 0.0049143508819760101 leaf_count=531545 330 318394 25318 13786 1145 684 2492 711 internal_value=0 0.00155713 -0.00753614 0.00870254 0.0430525 0.0566168 0.0900878 -0.0306478 internal_count=894405 362860 44466 19148 5362 5032 3637 1395 shrinkage=0.115603 Tree=192 num_leaves=9 num_cat=0 split_feature=6 29 5 24 19 23 27 21 split_gain=1.65246 5.17326 5.57433 5.09851 9.03049 9.31576 7.75706 7.662 threshold=0.51851846870054774 0.82241115186851632 237.99998474121097 15.500000000000002 557.25000000000011 0.99415428759336477 28.500000000000004 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 7 5 -5 -7 -3 right_child=-2 3 -4 4 -6 6 -8 -9 leaf_value=0.00056584042766166939 8.4290400948041255e-05 -0.00043301013254496009 0.019258980718186929 0.0027224780266524172 0.0019085984966469389 0.0035053062525869346 -0.009384311860300934 -0.0025767174287054332 leaf_count=56409 698252 82265 214 2241 20693 789 2983 30559 internal_value=0 -0.00255582 0.0055058 -0.00582732 0.00659734 -0.0275155 -0.0578543 -0.0087683 internal_count=894405 196153 56623 139530 26706 6013 3772 112824 shrinkage=0.115603 Tree=193 num_leaves=9 num_cat=0 split_feature=4 1 7 26 29 16 24 17 split_gain=1.49045 8.47416 6.0712 5.71003 5.68608 5.24044 6.8371 7.20525 threshold=21.45800876617432 599.50000000000011 -89.940933227539048 0.24004069175991863 0.15874464140887501 167.63176169590648 4.5000000000000009 109.11743678271326 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -5 6 7 -4 right_child=1 2 5 4 -6 -7 -8 -9 leaf_value=0.00016353460643484067 -0.001316936607681381 0.014912844235662918 -0.0015818659045015477 -0.028033671201013938 -0.003352403144055396 0.00020470337913636169 -0.0051498965392624734 0.0076359184169537625 leaf_count=420041 69284 225 5895 127 7022 384696 5712 1403 internal_value=0 -0.00117195 0.000576036 -0.0278552 -0.0327919 0.00110319 -0.0186357 0.0016453 internal_count=894405 474364 405080 7374 7149 397706 13010 7298 shrinkage=0.115603 Tree=194 num_leaves=9 num_cat=0 split_feature=27 28 19 16 17 14 14 27 split_gain=1.56921 13.8142 7.56933 7.40193 6.60524 8.84091 8.33255 10.9266 threshold=31.500000000000004 449.25000000000006 516.25000000000011 207.74116564136577 51.068121119646158 18.807359031298834 14.87927298957988 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 -2 -3 5 6 -5 -8 right_child=1 3 -4 4 -6 -7 7 -9 leaf_value=3.9977541735235074e-05 -0.014922285781153578 0.0020501863929486153 0.0013221397987827272 0.0035275583352348322 0.0013545842101189377 -0.00091570209751889303 -0.01637279233029203 -0.004214552804999913 leaf_count=821807 1346 14680 536 1048 13568 36724 1413 3283 internal_value=0 -0.0045044 -0.0890615 -0.00225403 -0.00749056 -0.0136273 -0.0501099 -0.0681026 internal_count=894405 72598 1882 70716 56036 42468 5744 4696 shrinkage=0.115603 Tree=195 num_leaves=9 num_cat=0 split_feature=25 17 10 32 23 4 23 16 split_gain=1.55979 4.74703 6.23797 6.17229 9.98395 26.6164 18.9206 13.9679 threshold=3178.2500000000005 83.293633218288605 0.49579563499519713 1.5000000000000002 0.99998514469071254 54.587442398071296 0.83268856629751586 224.3576420404911 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 5 -2 -7 -8 right_child=1 2 -4 -5 -6 6 7 -9 leaf_value=3.9863291483992651e-05 -0.0035852181803528432 -0.016743150216471932 0.0046328586068884858 0.0016140565657590045 -0.0010259153125210085 -0.0048937051021166588 -0.014959365735658812 -0.07149446203017483 leaf_count=844305 2870 193 3336 9983 33270 180 86 182 internal_value=0 -0.00539808 0.0299629 -0.00807762 -0.0140911 -0.0663993 -0.293093 -0.461514 internal_count=894405 50100 3529 46571 36588 3318 448 268 shrinkage=0.115603 Tree=196 num_leaves=9 num_cat=0 split_feature=17 16 16 32 22 4 12 13 split_gain=1.60409 5.08328 9.9666 10.7605 9.51289 6.13992 15.3579 19.8183 threshold=36.537473303979191 201.58345687211059 155.54906857257672 1.5000000000000002 806.75000000000011 43.323163986206062 350.23759005323598 171.29831261393329 decision_type=2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 -3 -8 right_child=-2 5 3 -5 -6 -7 7 -9 leaf_value=0.00012173555247515578 -5.1312102615817108e-05 -0.00086427995397976012 0.0054027102787669763 -0.00083236612358484566 0.016670520582727305 0.0013952350537904722 -0.059759892583860261 -0.0089426869019431331 leaf_count=14482 825596 26016 4208 2690 1314 19439 127 533 internal_value=0 0.00458159 0.0168338 0.0446635 0.0699284 -0.00144795 -0.011298 -0.161943 internal_count=894405 68809 22694 8212 5522 46115 26676 660 shrinkage=0.115603 Tree=197 num_leaves=9 num_cat=0 split_feature=20 32 18 23 16 27 7 7 split_gain=1.64224 9.15969 8.44372 6.8026 8.9411 5.13534 9.01086 9.73386 threshold=0.88478148661143663 1.5000000000000002 1.5000000000000002 0.15276417535191714 179.26231646644825 6.5000000000000009 -70.000465393066392 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 -2 6 -5 -8 right_child=1 2 -4 5 -6 -7 7 -9 leaf_value=-0.00029503436583751811 -0.00079159111237993654 0.007912343475093335 0.00031620891870249511 -0.0028083241822823199 -0.021649076148833726 0.0001991199216997499 0.00095799732959722694 -0.0013127933521974594 leaf_count=198141 715 3811 4017 20976 446 565389 50561 50349 internal_value=0 0.000710829 0.034725 0.000324064 -0.0761571 0.000453262 -0.00543403 -0.00151391 internal_count=894405 696264 7828 688436 1161 687275 121886 100910 shrinkage=0.115603 Tree=198 num_leaves=9 num_cat=0 split_feature=20 29 27 27 6 10 28 25 split_gain=1.52347 4.07188 3.76078 7.70551 3.45072 3.27637 3.17461 3.07706 threshold=1.6129715112944198 0.82693955102578753 30.500000000000004 38.500000000000007 0.3437499906867732 0.95303951314287638 496.25000000000006 519.25000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 -2 5 4 -4 6 -3 -6 right_child=1 2 3 -5 7 -7 -8 -9 leaf_value=-1.1874593734569619e-05 -0.0087483715025718119 0.0056848884129216699 -0.048522077843206571 0.0083053896853337045 -0.022573540984284785 0.011133851356497585 0.00088229136666856942 -0.0055334959595239614 leaf_count=880176 530 2275 31 429 181 525 9607 651 internal_value=0 0.0103279 0.0136553 -0.0376895 -0.0921388 0.0190021 0.0155863 -0.079933 internal_count=894405 14229 13699 1292 863 12407 11882 832 shrinkage=0.115603 Tree=199 num_leaves=9 num_cat=0 split_feature=4 1 21 23 28 7 29 26 split_gain=1.61225 7.1772 5.03888 9.01569 5.00683 4.96148 4.4289 5.99562 threshold=21.867582321166996 599.50000000000011 2.5000000000000004 1.4187529015784588 543.25000000000011 -89.940933227539048 0.092672586485264885 0.24004069175991863 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -5 6 -3 -8 right_child=1 5 -4 4 -6 -7 7 -9 leaf_value=0.00016490554042838924 -0.0036773803422166574 -0.021837295820842068 -0.00093404290647685934 -0.045996206328894951 -0.00032503935045227522 9.4869163887910434e-05 0.017920231046530444 -0.0030537694376752888 leaf_count=430466 6205 162 59297 106 46 390923 187 7013 internal_value=0 -0.00126062 -0.0109482 -0.0377045 -0.278319 0.000336291 -0.0253828 -0.0217038 internal_count=894405 463939 65654 6357 152 398285 7362 7200 shrinkage=0.115603 Tree=200 num_leaves=9 num_cat=0 split_feature=27 28 10 25 6 24 21 16 split_gain=1.96263 3.83516 4.0765 3.73323 4.01704 3.57999 3.96221 4.85975 threshold=14.500000000000002 1363.2500000000002 0.9880250345158178 1196.7500000000002 0.80769231242414363 3.5000000000000004 2.5000000000000004 215.49428621167755 decision_type=2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 7 -7 right_child=1 2 -4 4 -6 6 -8 -9 leaf_value=0.00017174019990848132 0.034386296915477621 -0.022286932578399154 0.039152102026766306 0.0022955483533368451 0.014645300788376196 -0.0062201987949677033 -0.00015650465167651634 -5.166533756831356e-05 leaf_count=448003 40 72 44 2049 425 3228 436922 3622 internal_value=0 -0.00147707 0.0368917 0.0316763 0.0382088 -0.00170098 -0.00172794 -0.0255921 internal_count=894405 446402 2590 2546 2474 443812 443772 6850 shrinkage=0.115603 Tree=201 num_leaves=9 num_cat=0 split_feature=11 27 26 1 19 1 10 14 split_gain=1.39992 3.17043 11.8921 16.2248 3.22702 9.06528 3.31325 3.26578 threshold=0.93831807907370812 2.5000000000000004 1.7254486651875183 8378.5000000000018 609.75000000000011 391.50000000000006 0.76844342832867019 20.840784145828753 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 5 -2 7 -7 right_child=1 -3 3 -5 -6 6 -8 -9 leaf_value=-2.3840069681804867e-05 0.0077614470835127881 0.0011647055252516881 -0.079570122813982153 0.0071055387700079209 0.00010546992118452105 0.024995690148564273 -0.049011108740676761 -0.031147798795995819 leaf_count=864979 143 26773 62 54 2249 20 80 45 internal_value=0 0.00680753 -0.0261666 -0.339273 -0.0118503 -0.111514 -0.287703 -0.120004 internal_count=894405 29426 2653 116 2537 288 145 65 shrinkage=0.115603 Tree=202 num_leaves=9 num_cat=0 split_feature=33 20 12 1 13 16 4 23 split_gain=1.46236 4.95303 5.17011 5.06496 5.27919 4.78111 3.7496 6.30976 threshold=2.5000000000000004 0.82395256211411128 94.926406871192867 444.50000000000006 75.882739026380918 216.16826192785641 5.0373446941375741 0.27805696728642532 decision_type=2 2 2 2 2 2 2 2 left_child=6 3 5 -2 -5 -3 -1 -8 right_child=1 2 -4 4 -6 -7 7 -9 leaf_value=-0.0025472560032154131 -0.00023663601831515991 0.0072365203805210623 0.0057927281993815248 -0.0049729921483382539 0.0025110976126863365 -0.015432540743431167 0.0021492171647724224 8.8631625890017405e-06 leaf_count=7459 19773 201 2547 6938 1539 326 18821 836801 internal_value=0 -0.00666621 0.0314539 -0.0108142 -0.0312643 -0.0587047 0.000289322 0.000483932 internal_count=894405 31324 3074 28250 8477 527 863081 855622 shrinkage=0.115603 Tree=203 num_leaves=9 num_cat=0 split_feature=17 4 8 17 7 14 9 5 split_gain=1.57001 4.3116 4.73717 6.54373 7.02626 4.75807 16.4469 4.15923 threshold=33.909364530394747 96.999992370605483 14270.000000000002 74.303573809456722 -61.676776885986321 102.95482641245424 0.79452074737122336 302.52288818359381 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 5 -4 -5 7 -7 -2 right_child=1 -3 3 4 -6 6 -8 -9 leaf_value=0.00070170781453466106 -6.9139341908611959e-06 -0.0024634838447175115 0.01181518947453989 -0.053728694687963784 0.00018259320355656165 -0.065715745721791355 0.014282157247761079 -0.020299859506586613 leaf_count=40874 842558 9634 883 42 140 62 77 135 internal_value=0 -0.000274366 -3.42235e-05 0.0666173 -0.106039 -0.000118444 -0.185119 -8.79289e-05 internal_count=894405 853531 843897 1065 182 842832 139 842693 shrinkage=0.115603 Tree=204 num_leaves=9 num_cat=0 split_feature=22 25 24 20 11 0 5 1 split_gain=1.49582 2.58061 12.1044 7.51833 5.49929 5.39295 5.80981 4.28426 threshold=280.25000000000006 402.25000000000006 21.500000000000004 0.89067923548561045 0.82610437569676709 35.000000000000007 43.000684738159187 659.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 5 6 -2 -5 right_child=1 -3 3 7 -6 -7 -8 -9 leaf_value=-0.0013818791476110474 0.0019701115511598969 -2.3209473975100346e-05 0.011215753229910447 -0.02934909031779518 0.0036903007331128422 -0.0042387031866749306 -0.013655896672397893 0.0079921972923307147 leaf_count=10463 8734 861717 99 325 9669 3021 330 47 internal_value=0 7.36343e-05 0.0107129 -0.147889 0.0141468 -7.48811e-05 0.0121208 -0.213067 internal_count=894405 883942 22225 471 21754 12085 9064 372 shrinkage=0.115603 Tree=205 num_leaves=9 num_cat=0 split_feature=24 26 26 16 22 27 0 11 split_gain=1.53047 5.34615 8.4828 4.92496 5.50056 2.75673 2.33731 2.20273 threshold=32.500000000000007 0.77246515365644153 0.9986735934401888 217.49781411042559 600.25000000000011 58.500000000000007 22.000000000000004 0.91042932324444947 decision_type=2 2 2 2 2 2 2 2 left_child=5 -2 3 7 -5 -1 -7 -3 right_child=1 2 -4 4 -6 6 -8 -9 leaf_value=1.9243363434796859e-06 0.014710309520351329 -0.022077810077280064 0.0096815409167063399 0.0017049886478077156 -0.061318257159054215 0.0008939419578441267 -0.024752638515354843 -0.056662877393454304 leaf_count=892885 420 137 471 248 20 83 111 30 internal_value=0 0.0339895 -0.00924288 -0.109929 -0.0259356 -9.25133e-06 -0.119202 -0.244722 internal_count=894405 1326 906 435 268 893079 194 167 shrinkage=0.115603 Tree=206 num_leaves=9 num_cat=0 split_feature=4 25 7 29 11 10 6 28 split_gain=1.54129 5.43437 6.61532 7.14623 6.56702 5.98811 4.22039 3.42221 threshold=194.17822265625003 52519.000000000007 -64.34108734130858 1.2922237116473043 0.69468055003672535 0.93236106251123296 0.70833333580274116 9547.5000000000018 decision_type=2 2 2 2 2 2 2 2 left_child=-1 2 4 6 -2 -5 -4 -3 right_child=1 7 3 5 -6 -7 -8 -9 leaf_value=1.7323739821223116e-05 0.012259723463709432 -0.020475902421065832 -0.0045757984019559484 -0.0047276177998022305 -0.046497088675292508 -0.045709558509590631 -0.040718404474837995 0.0040729478384652247 leaf_count=891821 276 81 59 725 28 51 161 1203 internal_value=0 -0.0243084 -0.0698847 -0.109295 0.0592362 -0.0641938 -0.26838 0.0218359 internal_count=894405 2584 1300 996 304 776 220 1284 shrinkage=0.115603 Tree=207 num_leaves=9 num_cat=0 split_feature=7 18 27 27 25 21 22 29 split_gain=1.50221 4.40497 4.6305 4.47772 6.58025 6.42149 5.62493 5.47778 threshold=-16.699242591857907 4.5000000000000009 45.500000000000007 22.500000000000004 679.25000000000011 3.5000000000000004 1149.2500000000002 1.3548629638612664 decision_type=2 2 2 2 2 2 2 2 left_child=1 3 -3 7 6 -6 -5 -1 right_child=-2 2 -4 4 5 -7 -8 -9 leaf_value=0.00064519454749911405 -9.3777148831206833e-05 0.0086557711037023883 -0.017809176411916882 -0.0023165550534415837 -0.018843019122497355 0.0017420271662958646 -0.037769428706707797 -0.00082268129736197957 leaf_count=184215 638900 1263 95 18643 207 9363 60 41659 internal_value=0 0.00205771 0.0588598 0.0017542 -0.0101099 0.0112174 -0.0210226 0.00323924 internal_count=894405 255505 1358 254147 28273 9570 18703 225874 shrinkage=0.115603 Tree=208 num_leaves=9 num_cat=0 split_feature=11 17 16 27 25 20 28 16 split_gain=1.3123 5.7015 11.093 14.7309 7.47293 5.69768 5.92032 5.64457 threshold=0.86795632895602293 49.729479053183987 229.83509993732156 8.5000000000000018 635.25000000000011 0.29351092593413414 4405.2500000000009 194.89430312166323 decision_type=2 2 2 2 2 2 2 2 left_child=-1 7 5 -4 -5 -3 -7 -2 right_child=1 2 3 4 -6 6 -8 -9 leaf_value=-7.4445474119229496e-05 0.0025255174503580327 -0.0043217688594287731 0.0098163582290430595 -0.0099214965186353397 -0.056475810384091663 0.0015862772188103642 -0.011932512216227795 -0.00027838848720151136 leaf_count=661167 10213 2339 134 72 128 61347 436 158569 internal_value=0 0.00211488 0.0101155 -0.171655 -0.343556 0.0110624 0.0128965 -0.000940492 internal_count=894405 233238 64456 334 200 64122 61783 168782 shrinkage=0.115603 Tree=209 num_leaves=9 num_cat=0 split_feature=21 18 13 1 4 26 27 8 split_gain=1.36716 7.75358 6.67653 5.87582 5.20112 9.09562 8.34916 7.37652 threshold=9.5000000000000018 3.5000000000000004 45.893788094516104 1494.5000000000002 15.000534534454347 0.75711733874940812 44.500000000000007 516.50000000000011 decision_type=2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 6 -6 7 -2 right_child=1 2 -4 -5 5 -7 -8 -9 leaf_value=-4.9855873978023805e-05 -0.0026602137022436042 -0.0015704010593619289 0.0041100341821748215 -0.021831731282809946 0.0057675990278319928 0.0010940319843156057 0.0088184456069488673 -0.021911120075518684 leaf_count=807095 4690 28443 3063 147 6382 43480 823 282 internal_value=0 0.00373439 -0.00880728 0.0108152 0.0113426 0.0146381 -0.0170136 -0.0324565 internal_count=894405 87310 31506 55804 55657 49862 5795 4972 shrinkage=0.115603 end of trees feature importances: Column_16=180 Column_17=114 Column_27=87 Column_28=81 Column_21=69 Column_11=68 Column_0=67 Column_7=66 Column_25=65 Column_29=59 Column_4=58 Column_22=58 Column_20=57 Column_26=57 Column_9=49 Column_18=46 Column_19=43 Column_5=41 Column_10=41 Column_23=41 Column_32=40 Column_14=39 Column_13=38 Column_1=35 Column_6=35 Column_24=34 Column_12=29 Column_30=27 Column_15=19 Column_8=18 Column_2=10 Column_33=8 Column_31=1 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.115603] [num_leaves: 9] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 29216] [feature_fraction: 0.973914] [feature_fraction_seed: 17795] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 24198] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 45] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_20.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325927] [0:40080.375] [0:1] [0:554] [0:900.39019775390625] [0:1] [-90:90] [1:389911] [0.26530612244897961:1] [0:1] [0.14285714285714285:1] [0:3853.0235200658617] [0:1059.5611181807872] [0:582.10542021879837] [0:1] [0:255] [0:124.93532547141068] [1:7] [52:325927] [6.2249252230857579e-06:17.378234903782349] [1:22] [53.5:325927] [6.2249252230857579e-06:25.040078201368523] [1:39] [55:325927] [6.2249252230857579e-06:123.58064516129032] [1:67] [80:325927] [6.2249252230857579e-06:169.26404494382024] [0:3] [1:18] [1:18] [0:3] tree_sizes=1311 1350 1345 1350 1344 1351 1349 1354 1346 1368 1362 1382 1362 1362 1361 1367 1353 1372 1370 1367 1362 1365 1365 1365 1369 1362 1356 1374 1363 1371 1358 1357 1362 1365 1348 1369 1372 1368 1350 1358 1364 1359 1361 1363 1346 1348 1377 1361 1345 1346 1347 1361 1306 1364 1324 1351 1355 1354 1354 1341 1340 1340 Tree=0 num_leaves=15 num_cat=0 split_feature=16 33 16 16 33 26 23 17 16 16 30 16 29 16 split_gain=22639.7 5328.73 2930.8 2883.1 1065.36 565.407 543.904 462.118 404.075 390.762 385.9 356.516 236.525 218.419 threshold=214.8133177751848 2.5000000000000004 195.27878026736173 228.59129864084193 2.5000000000000004 0.63314749694876171 0.60150702426564506 84.743525659169691 222.04699373100308 234.77188460903372 1.0000000180025095e-35 204.62353101974074 0.055989555343780383 174.01500368080957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 11 10 -3 13 -2 -5 -1 -4 -11 -7 right_child=1 6 4 9 -6 7 -8 -9 -10 12 -12 -13 -14 -15 leaf_value=0.5000860038602386 0.53858247720576347 0.4797802742638132 0.51872988254884889 0.55588280301635673 0.48480778701973776 0.4998754027169684 0.51868489923880923 0.53336157890014702 0.5475384480127049 0.47577943448072618 0.48023910138288006 0.52895627293299863 0.56479210530253487 0.51057631242378321 leaf_count=54175 115904 12897 66381 131494 8378 38353 6662 8429 131401 366 15375 111964 123885 59477 internal_value=0 0.133216 -0.192006 0.153127 -0.104761 -0.284667 -0.378885 -0.238787 0.0761412 0.227572 -0.354763 -0.0883891 0.267784 -0.258144 internal_count=885141 522609 362532 503050 186723 175809 19559 106259 247305 255745 69550 178345 124251 97830 shrinkage=1 Tree=1 num_leaves=15 num_cat=0 split_feature=29 17 32 11 20 14 17 12 17 12 20 2 32 2 split_gain=10683 5132.4 3199.83 904.303 687.034 618.321 547.757 546.449 506.486 262.617 238.366 227.089 200.488 214.201 threshold=0.75941251395270815 48.737861965068532 1.5000000000000002 0.85731858621315749 0.64507907843765488 20.675116867137231 52.298292120182715 75.716251762801377 44.154149332709693 104.74568901432424 0.56618233417769026 25.300943396226419 1.5000000000000002 17.261387163561078 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 7 -2 -6 -3 -1 -7 -5 -4 -9 13 -8 right_child=1 6 10 9 5 8 12 11 -10 -11 -12 -13 -14 -15 leaf_value=-0.025729088233284295 -0.024856450063829232 0.0025903258819988434 -0.05098343196391146 -0.0045887703563840749 0.0036255060808799895 0.022755330564411307 -0.0090462537222535527 -0.015294114591251148 0.013572724541518581 0.019084523253327261 -0.02958063184064243 0.00044542692151715215 -0.027089486721765321 -0.0013817751979106503 leaf_count=69952 4845 129670 37369 40726 37148 168391 114993 43963 130205 6666 7666 15039 5719 72789 internal_value=0 0.0634084 -0.190266 -0.129511 0.149064 0.154459 -0.0268638 -0.172923 0.169596 -0.0113867 -0.42817 -0.102043 -0.0605658 -0.0549484 internal_count=885141 663760 221381 176346 340589 335744 323171 128954 298596 47392 45035 59002 193501 187782 shrinkage=0.110564 Tree=2 num_leaves=15 num_cat=0 split_feature=16 32 16 16 32 20 17 16 16 32 16 16 20 17 split_gain=15718 4422.06 2055.71 1788.5 986.913 948.955 382.663 370.775 291.622 266.359 230.595 222.267 156.497 138.152 threshold=212.77858756311457 1.5000000000000002 227.00622163559476 189.45174426275199 1.5000000000000002 0.60444845019098115 91.160864507483993 236.21409856951624 203.02020408163267 1.5000000000000002 220.7748534205347 164.75454600890302 0.64507907843765488 43.762417479292104 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 8 -3 9 -4 -5 11 -2 -1 -8 -13 right_child=1 5 7 4 -6 -7 12 -9 -10 -11 -12 13 -14 -15 leaf_value=-0.03370324987281937 0.002846513360545175 -0.04252724528831206 0.017510036502159435 -0.014343901104460313 -0.037687453754721552 -0.0041368394035338676 -0.033067597301463567 0.025999047661780742 -0.0052404506965560791 -0.043936942790382044 0.0097831343782934111 -0.010938248867754193 0.0018247002849535426 -0.025833975452565279 leaf_count=48920 116342 20311 188616 78942 16491 12851 2030 94362 94524 14219 118007 8640 6955 63931 internal_value=0 0.103915 0.126607 -0.170896 -0.107092 -0.250083 -0.254658 0.183973 -0.0848677 -0.267891 0.0573375 -0.252734 -0.0547971 -0.217617 internal_count=885141 550489 517327 334652 189957 33162 144695 282978 173466 135710 234349 121491 8985 72571 shrinkage=0.110564 Tree=3 num_leaves=15 num_cat=0 split_feature=16 32 16 16 20 32 16 17 32 16 16 16 26 17 split_gain=12475.6 3575.54 1737.26 1309.4 776.724 710.291 352.327 316.228 222.527 197.071 187.66 175.07 137.387 113.053 threshold=211.98807683423072 1.5000000000000002 229.69755515802032 190.86892546565164 0.65284507461575692 1.5000000000000002 223.67426261549397 84.743525659169691 1.5000000000000002 164.75454600890302 238.10853128991064 203.43111213161248 0.80020893219225486 43.762417479292104 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 -3 11 -2 8 9 -1 -4 -5 -9 -11 right_child=1 4 10 5 -6 -7 -8 12 -10 13 -12 -13 -14 -15 leaf_value=-0.030196472993236943 0.003565894497290029 -0.036751132457304464 0.017530305728971646 -0.012321549886241338 -0.0015065865426414405 -0.033632427618001642 0.011278144585488233 -0.021656328987314458 -0.039078444563915994 -0.0094067331365526499 0.024579469247661669 -0.0049499594351476639 0.0038125154975261447 -0.022715023984531148 leaf_count=48384 177539 22435 162492 75691 11594 15040 122290 4345 14592 8799 64488 82104 6407 68941 internal_value=0 0.0903735 0.110667 -0.156028 -0.223789 -0.0965431 0.060702 -0.223904 -0.236534 -0.223008 0.176668 -0.0767516 -0.0586061 -0.191823 internal_count=885141 560838 526809 324303 34029 172835 299829 151468 140716 126124 226980 157795 10752 77740 shrinkage=0.110564 Tree=4 num_leaves=15 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 13 16 16 17 split_gain=9887.94 2685.69 1258.7 1210.1 633.701 605.119 274.246 297.595 239.989 236.643 154.037 135.696 121.401 118.835 threshold=213.81594299541601 1.5000000000000002 195.27878026736173 230.14494897521658 1.5000000000000002 0.57618614626826725 1.5000000000000002 84.743525659169691 223.3286663679809 172.77061176556941 30.807118898608199 238.3583628780938 232.02013533272466 72.608868701632218 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 10 -3 7 9 -2 -1 -4 -5 -7 -12 right_child=1 5 4 11 -6 12 -8 -9 -10 -11 13 -13 -14 -15 leaf_value=-0.025716895045001301 0.0035894703152009283 -0.03446017485451508 -0.010378037954261102 0.01588072735062504 -0.029712672728282676 -0.01170205548584056 -0.033806175064281317 -0.0010594565298227504 0.0099849936124025776 -0.016821033315724911 -0.0040854762900597143 0.022027723415083678 0.01011231698787134 0.012573330895945433 leaf_count=66624 148779 18690 56545 155892 14757 8485 18540 9927 138487 80994 95844 61109 4931 5537 internal_value=0 0.0850727 -0.131228 0.102928 -0.0705641 -0.195362 -0.190719 -0.177181 0.0603512 -0.188452 -0.0520463 0.15929 -0.0333225 -0.0287222 internal_count=885141 536373 348768 504267 172683 32106 176085 157545 287266 147618 157926 217001 13416 101381 shrinkage=0.110564 Tree=5 num_leaves=15 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 1 20 16 17 split_gain=7852.08 1896.34 1326.32 755.098 635.54 488.169 261.34 260.336 230.743 149.6 134.707 116.06 89.4974 85.7906 threshold=216.66179845681623 1.5000000000000002 198.45998021142532 231.40535117943284 1.5000000000000002 0.70100322787039648 1.5000000000000002 79.76637960818924 178.28242989400243 224.85724578015649 463.50000000000006 0.72037518675464718 240.70743915123782 47.380404952504527 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 -3 7 8 -1 -2 -4 -6 -5 -10 right_child=1 5 4 12 11 -7 -8 -9 13 -11 -12 -13 -14 -15 leaf_value=-0.022096064660612581 0.0047228871412587792 -0.028032737335669095 -0.0087023285282977238 0.015196831645514289 -0.030826989433250438 0.0031229249249113563 -0.029956409008015931 -0.0010766329362330068 -0.0024718282113072366 0.0098746227857063416 -0.0015914376719782181 -0.0074747695491585208 0.021408838677409409 -0.014913405078589233 leaf_count=80781 139219 19738 42923 155502 12994 8929 20382 12093 7440 136429 134973 3253 34673 75812 internal_value=0 0.0838575 -0.105824 0.0992199 -0.0472025 -0.165774 -0.16374 -0.151335 -0.161774 0.0657781 -0.0299118 -0.236527 0.147692 -0.124829 internal_count=885141 494490 390651 465823 194143 28667 196508 176126 164033 275648 177896 16247 190175 83252 shrinkage=0.110564 Tree=6 num_leaves=15 num_cat=0 split_feature=26 0 32 17 0 1 0 1 1 1 9 1 20 17 split_gain=3865.88 1654.03 912.088 707.823 316.58 263.164 225.37 224.318 200.898 147.059 140.939 132.301 119.929 101.352 threshold=0.72821655259340246 40.500000000000007 1.5000000000000002 46.481983953194813 31.000000000000004 595.50000000000011 49.500000000000007 523.50000000000011 486.50000000000006 367.50000000000006 0.94366416363102379 451.50000000000006 0.54654497439922511 50.599273717707298 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 9 -3 13 -2 -5 -1 -8 -6 -9 -7 right_child=1 5 -4 8 11 6 10 12 -10 -11 -12 -13 -14 -15 leaf_value=-0.0091935610582080489 0.0025740205668843075 -0.011570042805011185 -0.027693736516233334 -0.0032568618596747053 -0.019578372819932466 0.0053043973956134272 -0.017132090047126791 -0.020792709708639404 0.0047557552068486202 7.1442861780210152e-05 -0.0045704213940331176 -0.0087685384739203884 0.013155024181589725 -0.0020744547064715495 leaf_count=50816 29046 48995 44786 47044 39476 41020 14043 1280 204676 35624 49073 21313 206844 51105 internal_value=0 0.03483 -0.125515 0.0664037 -0.0875031 -0.0407496 -0.0205836 0.105604 0.0294696 -0.0486165 -0.066616 -0.142799 0.117093 0.0109537 internal_count=885141 693126 192015 488890 147229 204236 155241 237170 251720 86440 63116 60789 208124 92125 shrinkage=0.110564 Tree=7 num_leaves=15 num_cat=0 split_feature=16 32 16 16 20 20 16 17 17 16 0 16 16 26 split_gain=5537.42 1601.34 854.281 434.768 347.817 237.276 174.211 138.76 136.534 115.425 93.478 86.3264 78.651 77.0351 threshold=208.82856510637035 1.5000000000000002 226.0201098634505 181.27258404235837 0.57618614626826725 0.59469882832247911 233.30616393780278 91.160864507483993 72.608868701632218 218.61711238934751 43.000000000000007 233.14956997461744 198.97821481220237 0.93270550760947701 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 -3 -5 -4 10 12 -2 -1 -6 -7 -9 right_child=1 4 6 5 11 8 -8 13 -10 -11 -12 -13 -14 -15 leaf_value=-0.016505231876774017 0.00042812598214573411 -0.024995324459928043 0.0088848381317648585 -0.020188361655574832 -0.0085853719681063239 -0.011133115406150616 0.01418579448605257 -0.014609807391505535 0.0055952232740594677 0.0051109000642474379 -0.023366779869922347 0.0097864142376344141 -0.0060172701748915716 0.0074602128324749396 leaf_count=62495 124444 22083 153149 21278 10779 72598 150031 3952 8851 133240 39683 4404 74369 3785 internal_value=0 0.0547673 0.0681047 -0.114204 -0.145964 -0.0835418 0.104085 -0.163607 -0.0700155 0.0257718 -0.173384 -0.0294529 -0.0772799 -0.0344867 internal_count=885141 598130 560864 287011 37266 177096 303180 109915 155818 257684 102178 15183 146967 7737 shrinkage=0.110564 Tree=8 num_leaves=15 num_cat=0 split_feature=16 32 16 16 12 32 16 17 17 0 12 1 16 23 split_gain=4395.21 1263.27 679.351 348.741 254.061 181.604 163.658 117.067 93.2772 85.1013 74.8043 70.6988 61.4352 57.6504 threshold=208.82856510637035 1.5000000000000002 224.85724578015649 184.78525641025644 94.059397513309008 1.5000000000000002 234.77188460903372 91.160864507483993 72.608868701632218 45.000000000000007 76.159902576697334 2479.5000000000005 153.70395335239087 0.80122558856179937 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 -3 8 -4 9 -5 12 -2 -9 -1 -6 right_child=1 4 6 5 13 -7 -8 11 -10 -11 -12 -13 -14 -15 leaf_value=-0.0194317431615364 -0.003576716639926837 -0.022813517095574276 0.0080711191490664708 -0.0073960942338738853 -0.011818010972961869 -0.019702501915640023 0.01319927668218502 -0.0092354059104401993 0.0049157182306610288 -0.020624379859193999 0.0028452251196578108 0.013694479577475572 -0.012368503681819526 0.001104117499144905 leaf_count=20939 24795 19989 205735 140807 7436 14496 120710 6014 7947 41030 209665 2262 53556 9760 internal_value=0 0.0488231 0.0606563 -0.10171 -0.129672 -0.0713571 0.0901502 -0.141736 -0.0609453 -0.149966 0.0195912 -0.026846 -0.129824 -0.0405534 internal_count=885141 598090 560905 287051 37185 163250 326445 123801 148754 115525 234460 8276 74495 17196 shrinkage=0.110564 Tree=9 num_leaves=15 num_cat=0 split_feature=16 20 16 16 30 20 0 30 16 23 17 17 8 30 split_gain=3501.13 949.677 481.489 351.571 205.549 196.84 117.763 103.411 90.2493 86.3446 89.2825 84.8683 81.1063 60.9687 threshold=211.16717069127282 0.62094580973848668 228.59129864084193 189.45174426275199 1.0000000180025095e-35 0.66768415536015857 40.500000000000007 1.0000000180025095e-35 239.70258926344053 0.70548697877465016 91.160864507483993 69.499628898089227 659.50000000000011 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 6 -2 13 9 12 -4 -1 -11 -7 -3 -5 right_child=1 2 8 5 -6 11 -8 -9 -10 10 -12 -13 -14 -15 leaf_value=-0.014334741231664158 0.00011143382626919718 0.0017307304123855547 0.008776448702594827 -0.0097398962461774773 -0.019209100912533136 -0.0051262202580019851 -0.017024058833683187 -0.0028663525366823032 0.014181690725868517 -0.008847368639486472 0.0082349879083424733 0.006179946072557535 0.0056930950586486168 -0.021074529244450697 leaf_count=40098 9645 116580 207100 11575 22283 137779 61947 31210 46181 38559 4142 8624 137788 11630 internal_value=0 0.0466231 0.056552 -0.0847976 -0.120949 -0.0539034 -0.120998 0.028401 0.0882927 -0.0963267 -0.0650337 -0.0403406 0.0350665 -0.139473 internal_count=885141 570787 538859 314354 31928 169608 144746 285578 253281 82799 42701 146403 254368 23205 shrinkage=0.110564 Tree=10 num_leaves=15 num_cat=0 split_feature=16 32 16 16 32 29 0 32 17 0 16 16 13 16 split_gain=2780.74 644.654 476.616 254.889 209.213 158.25 110.739 103.259 71.0128 68.9291 67.8597 59.8977 59.8577 57.8134 threshold=216.19648608981205 1.5000000000000002 198.45998021142532 232.19268839359054 1.5000000000000002 0.6403748892971376 33.000000000000007 1.5000000000000002 91.160864507483993 33.000000000000007 153.70395335239087 168.91031675983135 30.613991724585713 245.66672185654696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 12 -3 7 8 10 -2 -1 -8 -4 -5 right_child=1 5 4 13 -6 -7 11 -9 -10 -11 -12 -13 -14 -15 leaf_value=-0.014800260130219239 0.0057401496832796845 -0.018442228230845761 -0.0049058544329671216 0.0093278876420038945 -0.015301244572730155 -0.0021888133601841216 -0.016920942200097433 -0.018807358748593895 0.0059732680653969026 0.0022563885558815069 -0.0060389864998432168 -0.011399086850118059 -0.00051541282672012089 0.018687915536835232 leaf_count=13092 188565 14954 56700 165176 15699 14350 36487 9673 5053 109887 61919 70249 114856 8481 internal_value=0 0.0491066 -0.0639972 0.0580398 -0.0278972 -0.0948141 -0.0984035 -0.0725113 -0.0607206 0.0403157 -0.0684502 -0.120172 -0.0177858 0.0885009 internal_count=885141 501413 383728 472109 187255 29304 196473 89737 80064 298452 75011 106736 171556 173657 shrinkage=0.110564 Tree=11 num_leaves=15 num_cat=0 split_feature=16 20 16 29 30 0 16 16 30 30 30 19 16 0 split_gain=2218.56 671.708 355.429 216.607 147.729 114.793 92.0417 84.2356 74.0207 54.2484 51.3193 62.0519 44.6834 43.3315 threshold=208.82856510637035 0.64507907843765488 224.85724578015649 0.63393867790619163 1.0000000180025095e-35 37.500000000000007 236.61323637282194 193.4881063316416 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 577.25000000000011 158.84451524237883 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 8 -2 -5 9 -7 12 -4 11 -3 -1 -12 right_child=1 2 6 5 -6 7 -8 -9 -10 -11 13 -13 -14 -15 leaf_value=-0.014860172207520254 -0.00068680962941844621 -0.00042540963004687694 0.0064628522992970505 -0.0028271627832860934 -0.015449904879580586 -0.011502083993794912 0.010136377190630871 -0.0052405049160800304 -0.017937705036663434 0.00020213427816010376 0.00049964256497977532 0.0035520279133560055 -0.0088912287227446794 -0.0085710777541582132 leaf_count=21551 12418 76754 221327 85398 24901 51106 89690 54030 21793 18319 16351 127762 53122 10619 internal_value=0 0.0346017 0.0432462 -0.0723529 -0.0953063 -0.0528052 0.0643522 -0.074927 -0.110962 0.054125 0.0132185 0.0186255 -0.0959978 -0.0277831 internal_count=885141 598141 560822 287000 37319 190534 329336 105136 96466 239646 231486 204516 74673 26970 shrinkage=0.110564 Tree=12 num_leaves=15 num_cat=0 split_feature=16 32 16 16 32 2 23 17 9 0 32 0 17 4 split_gain=1784.05 378.132 344.535 142.42 142.273 108.638 97.7899 102.881 67.4038 50.1629 49.9863 47.8436 42.9406 41.8616 threshold=217.77812875241995 1.5000000000000002 202.19912871104557 232.99160034327502 1.5000000000000002 35.601886792452838 0.64933076112249177 75.902316898305443 0.91668661241423333 35.000000000000007 1.5000000000000002 33.000000000000007 69.499628898089227 18.000169754028324 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 12 -3 10 8 -8 -10 -1 -2 -4 -13 right_child=1 5 4 -5 -6 -7 7 -9 9 -11 -12 13 -14 -15 leaf_value=-0.0099745014478218215 0.0049552315533042332 -0.013597096578498061 -0.0012422358051443166 0.0080457818084850481 -0.012081265143058011 0.0006263639663046704 -0.014736912357312327 0.0029988929084605247 -0.0041452174836324723 -0.0086026665956304912 -0.016747085919254986 -0.0049830587694272106 0.0082065310147373411 0.0027069262277243569 leaf_count=53195 189882 16674 162699 156867 15163 10827 14339 12281 53028 73837 17773 9542 6100 92934 internal_value=0 0.0414942 -0.0485643 0.0484626 -0.0164821 -0.0723327 -0.0748589 -0.0606657 -0.068301 -0.0609557 -0.105555 0.03542 -0.00814713 0.0180066 internal_count=885141 476726 408415 449225 183962 27501 224453 153485 141204 126865 70968 292358 168799 102476 shrinkage=0.110564 Tree=13 num_leaves=15 num_cat=0 split_feature=16 20 16 20 16 9 13 32 31 17 16 14 17 26 split_gain=1414.93 331.344 283.859 150.521 124.092 78.1397 91.774 69.6829 56.2831 56.1688 50.4644 50.4532 47.7658 43.456 threshold=217.97897686423801 0.56618233417769026 199.49727783270174 0.6749888691006235 231.86401496999159 0.93949725093148773 27.502419029892007 1.5000000000000002 1.5000000000000002 72.608868701632218 245.66672185654696 20.065976457444062 69.499628898089227 2.0254572307608352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 5 -4 8 -1 -7 -2 11 -8 -6 -3 13 -5 right_child=1 4 3 12 10 6 9 -9 -10 -11 -12 -13 -14 -15 leaf_value=-0.012229495950840099 0.0018739870551062186 -0.00034887657788039189 -0.010078189950644028 -0.000889836050003854 0.0065362334524360953 -0.0095690676491151719 -0.0052742611514027876 -0.01342175894499676 -0.0016489461290139834 0.0035434335663024931 0.015055871645571159 0.0043691184993639408 0.0079593885831400531 -0.012671255993359182 leaf_count=37517 4779 31896 24116 172593 175338 73293 83108 15289 26149 9881 8932 211009 7327 3914 internal_value=0 0.0372937 -0.0428643 -0.0168713 0.0428601 -0.0693868 -0.0600859 -0.0884486 0.0291679 -0.0392288 0.0628523 0.0339134 -0.00712686 -0.010411 internal_count=885141 473392 411749 207950 453324 203799 166282 20068 269054 92989 184270 242905 183834 176507 shrinkage=0.110564 Tree=14 num_leaves=15 num_cat=0 split_feature=16 20 16 16 30 13 0 16 28 0 0 0 30 9 split_gain=1129.52 373.33 207.427 112.762 72.8203 69.5413 59.911 58.3888 58.232 49.7446 43.5401 42.5511 47.7472 42.0883 threshold=207.13248540696256 0.59469882832247911 223.67426261549397 174.01500368080957 1.5000000000000002 27.502419029892007 33.000000000000007 239.1472413635604 300.25000000000006 29.500000000000004 28.000000000000004 33.000000000000007 1.0000000180025095e-35 0.93403496141111508 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 10 -2 -5 -7 9 -3 -4 -1 -10 -13 -8 right_child=1 2 7 5 -6 6 13 -9 11 -11 -12 12 -14 -15 leaf_value=-0.0060780497774826012 -0.0022369379760134632 -0.026695908986782431 0.0053436840218826984 -0.0077186390707893677 -0.012796866436835114 8.4490649528063861e-05 -0.011751348009876856 0.0083312890408016021 0.002271994747210751 0.0023266952153387878 -0.011219497160410428 5.5723782498405497e-05 -0.0071789109915927213 -0.0039311920119248613 leaf_count=32273 13018 947 201704 54958 20639 47753 9547 52760 115072 99894 53534 99648 12557 70837 internal_value=0 0.0236029 0.029519 -0.0540721 -0.0788001 -0.0400534 -0.0272902 0.044662 0.0060067 0.0392932 -0.0839852 0.00703779 -0.0068188 -0.0439562 internal_count=885141 616239 582582 268902 33657 183095 128137 354358 228224 301598 85807 227277 112205 80384 shrinkage=0.110564 Tree=15 num_leaves=15 num_cat=0 split_feature=16 30 29 16 20 8 32 0 0 0 8 0 26 16 split_gain=896.322 215.678 208.771 110.252 101.194 76.4544 72.762 60.1949 51.8329 45.0276 37.9221 39.9328 50.4077 37.0844 threshold=218.2034391013008 1.0000000180025095e-35 0.63393867790619163 197.44694177863087 0.49332648167180548 692.50000000000011 1.5000000000000002 46.500000000000007 29.500000000000004 29.500000000000004 233.50000000000003 33.000000000000007 1.8603895986691497 243.69244359880403 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 7 -3 9 8 -4 -1 -2 -5 -12 -13 -7 right_child=1 4 3 10 -6 13 -8 -9 -10 -11 11 12 -14 -15 leaf_value=-0.0036573677501863626 0.0034237840308684307 -0.011764916229699215 -0.0029436399301347345 -0.028928717932629147 -0.00058178926428861018 0.0050215785740521544 -0.012857788054039795 -0.008209193066707721 -0.0089973603118205011 -0.00071804401614094615 0.0013857459233258154 -0.0013821369855099061 -0.013367535090731112 0.010914409873508881 leaf_count=45905 112667 12886 69405 575 42562 242998 26340 42972 43067 44863 79611 103018 4476 13796 internal_value=0 0.0298033 -0.033961 -0.020063 -0.0287682 0.0376418 -0.0701255 -0.0448351 -0.0564578 0.020298 -0.00523027 -0.00444227 -0.0170146 0.0482812 internal_count=885141 469772 415369 300057 55448 414324 115312 112377 88972 157530 187680 187105 107494 256794 shrinkage=0.110564 Tree=16 num_leaves=15 num_cat=0 split_feature=16 30 8 29 16 0 2 28 0 8 17 9 32 17 split_gain=722.144 248.615 127.753 103.035 80.1725 60.75 53.6306 48.664 47.5883 40.4274 42.5929 38.4986 37.4425 39.3858 threshold=207.13248540696256 1.0000000180025095e-35 692.50000000000011 0.53596506356558604 170.21434634974534 29.500000000000004 13.32630878438332 300.25000000000006 35.000000000000007 2504.5000000000005 72.608868701632218 0.95029906252289187 1.5000000000000002 46.481983953194813 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 -3 9 7 12 -2 -4 11 -11 -1 13 -6 right_child=1 3 8 -5 6 -7 -8 -9 -10 10 -12 -13 -14 -15 leaf_value=-0.012451272445540769 -0.022064681435281674 -0.010832861719769922 0.0054141051003358783 -0.0014625948323053382 0.0036808602528591379 -0.0014036306058821039 -0.0013907245003250026 0.0025074366836045749 0.0024927018513289014 -0.0099915609665215468 0.013031541497390749 -0.0067959005375952154 -0.01151202454589971 -0.0050641070227277771 leaf_count=20840 992 18613 203264 62563 6731 83160 79810 144969 102552 1744 2249 50063 10219 97372 internal_value=0 0.018906 0.0267312 -0.0326609 -0.0431936 0.00887738 -0.0324712 0.0211682 0.0401075 -0.0709865 0.0269154 -0.0765 -0.0463586 -0.0406885 internal_count=885141 616113 534937 81176 269028 229121 194132 145961 305816 74896 3993 70903 114322 104103 shrinkage=0.110564 Tree=17 num_leaves=15 num_cat=0 split_feature=16 29 30 16 20 0 19 24 30 10 17 0 17 19 split_gain=583.357 164.709 125.57 89.2952 64.7524 58.4176 45.4389 50.2443 36.7156 35.8843 35.312 34.4453 32.1841 30.2868 threshold=220.18683168613811 0.53596506356558604 1.0000000180025095e-35 202.19912871104557 0.52614870672813951 35.000000000000007 694.25000000000011 22.500000000000004 1.0000000180025095e-35 0.92294681241044241 52.298292120182715 35.000000000000007 79.76637960818924 356.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 6 5 -4 12 7 -2 -1 -7 11 -5 -3 -9 right_child=2 3 4 10 -6 9 -8 13 -10 -11 -12 -13 -14 -15 leaf_value=-0.0056135029948776085 0.002728700990095242 -0.0020713199898110858 -0.0091891461456263274 -6.844819266922097e-05 -2.6427740131806221e-05 -0.0049948825947981057 0.004641372082165111 -0.036272547561311173 -0.010547035424949521 -0.014409761346256388 0.00093612119475453448 -0.004853736213054188 0.0058527373640952351 -0.0038180870083709931 leaf_count=62860 161981 61698 12588 43508 37562 85729 211900 363 26095 5252 125682 31849 6974 11100 internal_value=0 -0.0253218 0.0260289 -0.0158171 -0.0210406 -0.0334733 0.0321547 0.0201521 -0.0638613 -0.050092 -0.00179556 -0.0189113 -0.0114557 -0.0438283 internal_count=885141 449647 435494 360692 50150 159653 385344 173444 88955 90981 201039 75357 68672 11463 shrinkage=0.110564 Tree=18 num_leaves=15 num_cat=0 split_feature=16 30 13 9 16 17 20 0 1 28 20 26 32 11 split_gain=472.281 140.658 87.9056 79.1038 70.4531 66.7726 62.7622 38.5605 37.813 32.4392 29.3829 28.7143 27.6438 36.2881 threshold=212.51366776067846 1.0000000180025095e-35 26.379053073300835 0.9360286823979771 230.8978888888889 67.146302845643774 0.75812582858029853 29.500000000000004 583.50000000000011 300.25000000000006 0.76345243736704671 1.4055651450011502 1.5000000000000002 0.84801157283438222 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 12 7 8 -5 -3 -4 9 -2 -7 -8 13 -1 right_child=1 6 3 5 -6 10 11 -9 -10 -11 -12 -13 -14 -15 leaf_value=-0.0066207411956851845 -0.021571826122363264 -0.0069559472197879757 -0.002596859482151743 -0.0018785873666860775 0.0043003336271882544 -0.0061146669266781009 0.0018371203444943497 -0.0094609921276322083 0.0024908685003456181 4.1667310563831236e-05 0.0071420052315704302 -0.0042351581367974182 -0.010294087689627621 -0.00099177333522567105 leaf_count=59395 856 26093 17239 178692 190329 2369 29765 23840 190894 102101 14892 13996 16362 18318 internal_value=0 0.0178539 -0.029883 -0.019618 0.023906 -0.0112537 -0.0240951 -0.0595169 0.0141979 -0.00124842 0.0481403 -0.000949363 -0.0557467 -0.047881 internal_count=885141 554034 331107 237032 484180 195953 69854 41079 293851 102957 17261 43761 94075 77713 shrinkage=0.110564 Tree=19 num_leaves=15 num_cat=0 split_feature=1 0 0 32 9 21 30 14 25 1 29 25 21 7 split_gain=341.117 198.365 85.1804 67.8985 57.3366 53.7584 46.5826 40.0643 36.5733 35.4017 29.5521 27.2376 41.3578 25.3258 threshold=463.50000000000006 45.000000000000007 29.500000000000004 1.5000000000000002 0.95737954437707418 1.5000000000000002 1.0000000180025095e-35 19.843715174538385 840.25000000000011 676.50000000000011 0.16303122619954305 242.25000000000003 3.5000000000000004 -32.640075683593743 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 11 8 10 7 -7 -3 -6 -2 12 -1 -9 right_child=1 4 -4 -5 9 6 -8 13 -10 -11 -12 -13 -14 -15 leaf_value=-0.00082173458690260612 -0.011933616889883529 -0.0096371706943163601 -0.0065413146175346592 -0.0079938956227363234 -0.003316264731302635 -0.0018651829487898381 -0.0012931372400890606 0.0040922722619727934 -0.0030456422045836025 0.00064988888997234609 0.0062179153489495603 -0.0005998964129338098 -0.032965521910620806 0.0020398616569288252 leaf_count=1243 1123 17177 87516 19447 46042 26869 50313 97617 25665 68356 46381 99154 807 297431 internal_value=0 0.0108758 -0.035412 -0.0181837 -0.0202454 0.0202912 0.0170655 0.0204952 -0.0514493 -0.00855954 0.0523571 -0.00778467 -0.121879 0.0230366 internal_count=885141 676974 208167 120651 157240 519734 472230 421917 42842 114398 47504 101204 2050 395048 shrinkage=0.110564 Tree=20 num_leaves=15 num_cat=0 split_feature=16 20 16 20 0 11 26 13 17 16 0 17 17 9 split_gain=326.117 102.688 72.679 68.1971 46.7635 45.3741 44.6345 46.4364 38.9116 37.6119 35.5226 32.4624 34.0723 27.4842 threshold=220.7748534205347 0.74259041650346014 180.28633115982245 0.34509385067936693 33.000000000000007 0.87037796615319185 2.1066040886055171 30.19508031124801 99.568983673879345 245.66672185654696 29.500000000000004 43.95796405121321 65.072698693010196 0.84604069509976887 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 -2 11 8 7 -6 13 10 -5 -4 -13 -3 right_child=3 2 4 9 6 -7 -8 -9 -10 -11 -12 12 -14 -15 leaf_value=-0.0053438874047486273 -0.0073984513868999334 -0.016222546245902605 0.011538137183720591 0.0029957089564627347 -0.0048509112178272114 0.0071329546725565993 -0.012856658197143133 -0.00037392460081345756 0.0053243673521636333 0.0094843532299991404 0.00081639932900713055 0.00029759226532458083 0.007138353940263519 -0.0052243268100916262 leaf_count=92138 8851 2911 3544 268334 36721 3955 4266 123813 4148 8987 138687 118566 9623 60597 internal_value=0 -0.0184766 -0.0110043 0.0199435 -0.0040995 -0.0395961 -0.0153271 -0.0126443 -0.0456821 0.0217915 0.0203786 0.00994635 0.00733621 -0.0518112 internal_count=885141 460282 368144 424859 296533 71611 164800 160534 67656 416008 407021 131733 128189 63508 shrinkage=0.110564 Tree=21 num_leaves=15 num_cat=0 split_feature=16 14 16 16 1 30 7 29 1 29 1 24 28 7 split_gain=258.678 105.52 51.1588 43.4402 38.4114 34.5656 36.8878 35.9754 33.5264 28.1889 39.4961 25.2829 23.7262 25.1341 threshold=207.13248540696256 18.434983770112769 229.69755515802032 161.73847617883374 4761.5000000000009 1.0000000180025095e-35 -15.945394992828367 1.8130140259969232 148.50000000000003 1.7121861218612187 565.50000000000011 1.5000000000000002 300.25000000000006 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 8 5 4 -1 6 -3 -7 -2 10 -5 -4 13 -10 right_child=1 2 11 9 -6 7 -8 -9 12 -11 -12 -13 -14 -15 leaf_value=-0.0061891237649080166 -0.0092181849970854497 0.0033409537538995259 0.0073938507873216666 -0.0031943375410000644 0.01118758774608683 -0.00077182867278495992 0.0005159439772224574 -0.0098881043745154239 0.0059038949900707943 -0.0088475608352100079 -0.00010074565414377136 0.0026876242750549493 -0.0016845388474833215 -0.030376334813190218 leaf_count=52016 9523 77386 14930 121862 1603 36362 209380 6193 348 7423 86089 213526 47791 709 internal_value=0 0.0113582 0.0155916 -0.0258101 -0.0512792 0.00761498 0.0115616 -0.0189801 -0.0290952 -0.0194694 -0.0173079 0.0270901 -0.0185135 -0.166706 internal_count=885141 616148 557777 268993 53619 329321 286766 42555 58371 215374 207951 228456 48848 1057 shrinkage=0.110564 Tree=22 num_leaves=15 num_cat=0 split_feature=16 29 0 29 30 1 9 11 21 18 27 25 20 16 split_gain=206.486 69.9117 54.64 53.6275 48.9352 35.4565 30.8458 47.8389 26.8847 25.3577 31.0853 27.2768 25.2353 24.8637 threshold=220.7748534205347 0.51650570775779292 48.000000000000007 1.5435581196478256 1.0000000180025095e-35 574.50000000000011 0.93949725093148773 0.657328592356483 1.5000000000000002 3.5000000000000004 30.500000000000004 664.25000000000011 0.52614870672813951 177.27890052243461 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 13 9 -3 8 -8 -7 -2 -11 -12 -6 -4 right_child=4 2 3 -5 12 6 7 -9 -10 10 11 -13 -14 -15 leaf_value=-0.0044898562735616841 0.002436556010622923 -0.00144694332563119 -0.0063100394169318371 -0.010793341583020883 -0.0059032261087434788 0.0058868499357917796 0.0079986502863922861 0.001010060638197382 -0.0037383609111061793 0.0021482132817044692 -0.0083055007805837872 0.0056765443131675418 -8.3070111789070597e-05 -0.001446527130980048 leaf_count=84482 350478 138616 15750 10282 12150 4182 13597 100295 23378 14816 8864 2112 36359 69780 internal_value=0 -0.014615 -0.00877271 -0.0293862 0.0159567 -0.00172077 0.00941751 0.0166817 -0.0206018 0.0198105 -0.0104511 -0.0507858 -0.0139362 -0.0211834 internal_count=885141 460362 375880 95812 424779 280068 141452 113892 27560 376270 25792 10976 48509 85530 shrinkage=0.110564 Tree=23 num_leaves=15 num_cat=0 split_feature=16 14 30 9 12 29 28 13 16 17 6 27 26 11 split_gain=173.777 75.4641 36.4631 36.0253 46.345 31.3063 30.1883 29.8497 28.97 28.7779 28.0153 27.3225 32.3969 24.8904 threshold=206.43889733109765 20.065976457444062 1.0000000180025095e-35 0.93949725093148773 196.23759005323598 0.28833650426007118 300.25000000000006 31.933876230258949 147.67818952315577 40.719276052416099 0.85714286661156458 16.500000000000004 2.0254572307608352 0.68645400682267044 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 7 -1 8 -2 -7 -3 -5 -10 -6 -4 -13 -11 right_child=1 2 11 4 10 6 -8 -9 9 13 -12 12 -14 -15 leaf_value=-0.0052413346760668998 -0.0067627430627852482 8.8053116117186699e-05 0.0003925245780017857 -0.006483111662689914 0.013988035692839526 -0.01705190665530518 -0.00075717788125353829 0.0022903635236707371 0.0026481934030345533 0.0020230381533649249 -0.021702655009651375 -0.0029853873592378985 -0.017417784643853768 -0.0024668600458877189 leaf_count=44921 13579 94178 42243 16323 3143 1414 81421 373999 17467 16629 294 13884 2203 163443 internal_value=0 0.00906099 0.013771 -0.0216259 -0.0162966 -0.0166599 -0.00936408 0.0167084 -0.018148 -0.0148024 0.0989026 -0.00980573 -0.0448772 -0.0185615 internal_count=885141 622921 526507 262220 217299 96414 82835 468177 213862 197539 3437 58330 16087 180072 shrinkage=0.110564 Tree=24 num_leaves=15 num_cat=0 split_feature=1 0 0 20 32 26 21 30 9 5 28 14 29 25 split_gain=127.196 80.6199 75.3832 45.6779 44.7093 37.481 36.0442 29.3083 25.5494 33.6974 21.9479 18.9307 18.7924 17.9214 threshold=559.50000000000011 46.500000000000007 29.500000000000004 0.71381058561720701 1.5000000000000002 1.4298827797390339 1.5000000000000002 1.0000000180025095e-35 0.86990878535133498 298.50199890136724 851.25000000000011 7.4242818167961095 0.49664019046446245 5337.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 10 -3 -5 -7 13 -10 11 -1 -4 -8 right_child=1 5 12 6 -6 7 8 -9 9 -11 -12 -13 -14 -15 leaf_value=-0.0098218401462947177 -0.0049477550049382632 -0.00069035282482522524 -0.0058370844247088837 0.0048087406669936068 -0.0050267484972285736 -0.0032754127044484858 -0.0025782939865349077 -0.012563180463533089 0.0016793265286562426 -0.072438700851153795 -0.0054340422793841435 0.00079366385945295846 -0.0029239612426740207 -0.021253097976222882 leaf_count=2082 12418 93941 36775 45205 21348 14591 10539 5806 381018 75 7613 150483 102579 668 internal_value=0 0.00903079 -0.0159055 0.0150565 -0.00247613 -0.0146805 0.016754 -0.0535362 0.0136729 0.0150568 0.00325323 0.00586808 -0.033399 -0.0333872 internal_count=885141 564261 320880 449923 181526 114338 437505 20397 392300 381093 160178 152565 139354 11207 shrinkage=0.110564 Tree=25 num_leaves=15 num_cat=0 split_feature=14 0 0 20 32 21 5 26 30 30 17 7 21 27 split_gain=106.62 79.3804 54.0049 37.4901 29.2124 24.9801 23.2824 27.6672 30.4001 21.7829 19.8079 26.0805 18.3407 17.8687 threshold=20.065976457444062 35.000000000000007 26.000000000000004 0.55634820483595226 1.5000000000000002 1.5000000000000002 27.577164649963382 1.6631944293739702 1.0000000180025095e-35 2.5000000000000004 59.507452898352689 -55.304843902587884 15.500000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 -1 10 12 -8 -9 -10 -5 -12 -3 -7 right_child=1 6 -4 5 -6 13 7 8 9 -11 11 -13 -14 -15 leaf_value=0.00030592793141094875 -0.0064901879527254945 -0.0031239380876231988 -0.0039543063492567124 0.0038617744793545076 -0.0047561858037566537 -0.0085659552432430248 4.9610519113258321e-05 -0.0014104765743111602 -0.014637249202897693 -0.0015660878474562522 -0.005247790403387762 0.020616650335758969 -0.037557941880635624 0.0015713396083579219 leaf_count=94145 6809 39472 103929 33029 16357 2138 197098 16783 4519 2379 639 1875 190 365779 internal_value=0 0.00621526 -0.0194009 0.0148831 -0.00401025 0.0161249 -0.00743902 -0.00343157 -0.0357273 -0.0916142 0.0414409 0.127008 -0.0297465 0.0136792 internal_count=885141 670710 214431 410269 110502 403460 260441 220779 23681 6898 35543 2514 39662 367917 shrinkage=0.110564 Tree=26 num_leaves=15 num_cat=0 split_feature=16 13 0 9 12 21 14 32 12 25 17 14 20 20 split_gain=107.867 46.5109 31.4695 29.7625 31.8532 22.1734 21.9696 20.9279 20.0054 19.1476 18.4609 22.7734 17.741 17.6387 threshold=204.2227329192547 27.502419029892007 29.500000000000004 0.95439799211907228 196.23759005323598 13.500000000000002 19.114296797893083 1.5000000000000002 40.745689014324235 424.25000000000006 69.499628898089227 39.890754055901944 0.48133554220598257 0.48133554220598257 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 13 -1 10 7 -4 8 -2 -7 -5 -12 -10 -3 right_child=1 2 6 4 -6 9 -8 -9 12 -11 11 -13 -14 -15 leaf_value=-0.0039319709522492178 -0.018277317874137507 -0.0069852270228247856 -0.0045252454657747363 -0.0016726467434877278 0.012904272565287206 -0.03439232745263586 0.00038760393597585827 -0.0047710734941179079 0.0064382957142550389 -0.0075012079948889683 0.003761305542649166 -0.035372082573003838 -0.00081909433318003231 0.0018920327935305326 leaf_count=69076 760 2760 11673 160095 1931 432 237947 18464 4493 1291 10464 185 49282 316288 internal_value=0 0.00675595 0.00983796 -0.01802 -0.0110022 -0.0166996 0.00142781 -0.0140531 -0.00420096 -0.128826 -0.0124466 0.0278704 -0.00192401 0.016418 internal_count=885141 643390 568668 241751 172675 74722 249620 72999 54535 1723 170744 10649 53775 319048 shrinkage=0.110564 Tree=27 num_leaves=15 num_cat=0 split_feature=2 9 13 14 21 21 7 11 9 17 7 11 32 25 split_gain=79.4966 47.2831 42.044 20.8203 20.7572 19.1438 19.109 27.2295 16.9523 25.3886 19.3664 16.0276 24.572 15.0308 threshold=24.852396514161224 0.95227035121771231 27.502419029892007 20.065976457444062 1.5000000000000002 14.500000000000002 -0.46580906212329859 0.86950348039057734 0.95563592762153926 50.803876640393447 -20.556043624877926 0.84185549760386269 1.5000000000000002 1165.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 -1 -2 11 -4 -8 9 -6 -10 -3 -13 -11 right_child=4 2 6 -5 8 -7 7 -9 10 13 -12 12 -14 -15 leaf_value=-0.0048021497371031731 0.0038664803750857093 -0.0029495873777041896 0.0014716655609240789 -0.0016850687859849261 0.0011189902868852344 -0.015696688394194348 -0.0012370490748052094 0.0012397210888573944 0.003916239046302194 -0.0012426810390070472 0.0011102022164797976 0.00080930312928398124 -0.0053166092213242375 -0.006941609702431433 leaf_count=39202 38777 70390 124395 78949 70413 1236 134198 91096 40585 20924 116016 41276 9930 7754 internal_value=0 -0.00670231 -0.00222839 -0.0245948 0.0134112 -0.0181441 0.00336218 -0.00213076 0.0101416 -9.45278e-05 0.0166186 -0.0168855 -0.00342471 -0.0251761 internal_count=885141 590672 472521 118151 294469 122832 349689 225294 255692 99091 156601 121596 51206 28678 shrinkage=0.110564 Tree=28 num_leaves=15 num_cat=0 split_feature=16 9 8 11 16 0 24 25 11 10 29 22 25 32 split_gain=73.5687 41.2381 48.4677 26.7323 22.1265 22.0259 21.4436 26.6789 19.9588 17.3605 16.9128 15.8974 17.9537 15.5436 threshold=222.04699373100308 0.96071628988295665 724.50000000000011 0.64812905844155855 176.23514068118794 40.500000000000007 23.500000000000004 638.25000000000011 0.92023537499752717 0.91553819345523957 3.3386945858575747 616.25000000000011 596.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 10 13 8 11 -2 -6 -1 -8 -13 -3 right_child=6 2 3 -5 9 -7 7 -9 -10 -11 -12 12 -14 -15 leaf_value=-0.0048229023435704182 0.00097438448095605711 0.00013754736722595691 0.0092876065799839536 0.0015955789521042906 -0.0010720617839844848 -0.0022870899642648849 -0.0049864512916613446 0.0048216377834144532 0.0035234918536975134 -0.0048723376833953889 0.015418373661353955 -0.036401072558447482 -0.0074194182836332173 -0.0051502302322283863 leaf_count=40438 346983 138992 5968 74087 105448 94490 7456 3366 42104 17074 511 444 635 7145 internal_value=0 -0.00828573 -0.0016964 0.0196177 -0.0212121 -0.00878746 0.0100288 -0.0317845 0.0113077 -0.0144862 -0.0413364 -0.0615181 -0.174968 -0.00109426 internal_count=885141 484153 320682 80055 163471 240627 400988 11901 389087 122522 40949 8535 1079 146137 shrinkage=0.110564 Tree=29 num_leaves=15 num_cat=0 split_feature=0 14 29 12 20 16 30 26 17 24 2 22 25 30 split_gain=64.1373 41.1273 37.5762 24.2014 26.4126 23.0687 19.5504 23.0425 18.8254 18.3667 17.8509 17.6812 17.6251 16.6745 threshold=33.000000000000007 20.921194586532085 0.16303122619954305 93.816756826189717 0.70736498407946391 188.71242220510794 1.0000000180025095e-35 1.6631944293739702 75.902316898305443 1.5000000000000002 47.701851851851863 636.75000000000011 850.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 12 -5 -3 11 -8 9 -6 13 -7 -4 -9 right_child=1 5 3 4 8 6 7 10 -10 -11 -12 -13 -14 -15 leaf_value=-0.0052612242812450239 -0.0031938182643071874 -0.0030768798069115409 0.00022645628299824405 -0.0046065086442372968 0.0058053028975133571 -0.0011795964646635522 -0.0010695451502046444 -0.016926992371706508 0.0071406425733483523 0.0013925372010428492 0.00050728616878988693 0.0010292214649783586 -0.0046181635113256439 -0.0028502456555227016 leaf_count=12319 89708 35707 200242 8293 12032 65064 22719 3082 7630 276453 1897 138830 9621 1544 internal_value=0 -0.010346 0.00699399 0.0083014 0.0139973 -0.00415939 -0.000534166 -0.024715 0.0155562 0.0142595 -0.0771031 0.0029338 3.94215e-05 -0.110603 internal_count=885141 358551 526590 514271 304408 268843 233136 29242 296115 288485 6523 203894 209863 4626 shrinkage=0.110564 Tree=30 num_leaves=15 num_cat=0 split_feature=0 13 20 11 21 13 9 8 25 23 28 9 11 17 split_gain=51.4142 38.9668 35.8329 25.4766 17.9674 17.2635 20.3294 16.5926 16.5512 15.6304 14.8703 14.7326 23.152 17.0269 threshold=46.500000000000007 25.396079013665098 0.46950868674394458 0.92762531328320807 13.500000000000002 30.19508031124801 0.96029069482324814 4332.5000000000009 14357.500000000002 1.3964300011165185 463.25000000000006 0.89070402846613306 0.6791705753595999 65.072698693010196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 8 -1 -2 7 9 11 -7 -6 -4 13 -13 right_child=5 2 3 -5 10 6 -8 -9 -10 -11 -12 12 -14 -15 leaf_value=-0.0014289559774926521 -0.0038443770567916443 -0.0058639701811513782 -0.0018047521895934269 0.0039145234354559721 -0.027251046978304373 -0.0029317991327249444 -0.00011574150975513838 0.0016890660016455894 0.0062357960621188596 -0.0087559814881514493 -0.00504015350157783 0.0017990474022291625 0.00043860411160375634 0.0063358086716266589 leaf_count=98337 37690 9899 29221 31299 588 27943 81088 7300 6474 7055 987 71492 463989 11779 internal_value=0 0.00371422 0.00664932 0.00761119 -0.0146214 -0.0160393 -0.0103175 -0.02809 0.00611893 -0.0371356 -0.120584 0.00555426 0.00672241 0.0220758 internal_count=885141 724065 624153 614254 99912 161076 123386 42298 582955 34998 1575 576481 547260 83271 shrinkage=0.110564 Tree=31 num_leaves=15 num_cat=0 split_feature=16 0 14 29 11 7 25 21 17 16 9 17 11 23 split_gain=47.3015 32.6617 26.5561 24.2638 23.5233 18.9332 27.0881 38.3889 19.4513 19.4855 18.1292 16.47 16.3895 15.29 threshold=181.27258404235837 29.500000000000004 21.336497171099506 0.20757100456839364 0.82793586530428642 -18.434947013854977 242.25000000000003 3.5000000000000004 58.538083841027451 217.77812875241995 0.9550115392096562 63.48440853580508 0.90147421037380482 1.3397191401911843 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 -1 10 7 -7 12 -10 -5 -12 -8 -4 right_child=1 2 13 5 -6 6 8 -9 9 -11 11 -13 -14 -15 leaf_value=-0.0029799822638895911 -0.0046152984594304489 -0.0022476525821685171 0.00038563424895840802 0.00070199790407339004 0.0010126251551985821 0.0044547244311200079 0.00040108550076107575 -0.037577403350008573 -0.002696092367346132 -0.019310672621472957 0.0029192498942166661 0.0091356742183117644 0.0025731589653191608 -0.001863905259048706 leaf_count=87215 9311 80207 236348 52351 22743 520 224046 543 6030 1007 62965 5680 52398 43777 internal_value=0 0.00267944 -0.00428541 0.00872898 -0.0194835 0.0098878 0.0054322 -0.153902 0.00602967 -0.0458888 0.0203659 0.0310556 0.00735128 0.000308272 internal_count=885141 775183 360332 414851 109958 405540 284544 1063 283481 7037 120996 68645 276444 280125 shrinkage=0.110564 Tree=32 num_leaves=15 num_cat=0 split_feature=16 9 11 6 4 24 14 27 15 13 25 0 14 27 split_gain=38.6343 31.577 40.0297 18.0633 17.6529 17.3065 24.2957 16.3759 15.5005 15.4493 15.1228 13.7188 13.3291 16.4916 threshold=225.86425875138434 0.95439799211907228 0.68645400682267044 0.77500001134838492 5.0068869590759286 20.500000000000004 18.836551704371779 31.500000000000004 0.39440350598600477 283.03906169233079 646.25000000000011 24.000000000000004 28.737376524408557 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 7 4 -4 -2 -7 12 9 -1 -8 -10 13 -3 right_child=5 2 3 -5 -6 6 10 -9 11 -11 -12 -13 -14 -15 leaf_value=-0.0049942125721664067 0.0011607078368857644 -0.016068869149128424 -0.006138988648736402 -0.0013491247435240483 0.00034287088344346931 -0.012837411761867907 -0.0033596038978013654 0.012904019281553688 -8.3716250051903089e-05 0.013973552466830531 0.0033272435389311433 -0.0025194388247153764 0.0076248922145118764 0.0022680636997303733 leaf_count=23358 304427 614 5253 151090 231034 2322 10805 2140 49521 537 6697 65864 5977 25502 internal_value=0 -0.00507863 -0.000766066 -0.00366268 0.00179778 0.00863376 -0.0199955 0.0320118 -0.018133 -0.0413149 -0.00724409 -0.0133323 0.0263639 0.0166144 internal_count=885141 560890 421610 387377 236287 324251 19824 34233 139280 23895 17502 115385 32093 26116 shrinkage=0.110564 Tree=33 num_leaves=15 num_cat=0 split_feature=0 29 14 18 11 16 24 5 25 18 26 5 0 24 split_gain=34.5918 21.5344 21.4613 20.7076 17.1663 16.2432 13.7227 17.2931 14.0984 31.3824 13.4504 17.0948 16.9627 14.5392 threshold=35.000000000000007 0.16303122619954305 20.921194586532085 5.5000000000000009 0.90482856583072102 164.75454600890302 1.5000000000000002 479.04508972167974 242.25000000000003 2.5000000000000004 1.4170912194278802 29.514814376831058 52.500000000000007 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 4 5 -3 -7 8 9 -8 11 -4 13 -12 right_child=2 3 10 -5 -6 6 7 -9 -10 -11 12 -13 -14 -15 leaf_value=-0.0039025880058908883 -0.0024859935585507184 -0.0021518928066508822 -0.001772174410544954 -0.019161300263692657 0.0023635183029210695 0.0042526350874827175 0.0029762909030113739 -0.087988063825367974 0.00053352623096069164 -0.031609213713048694 0.00042218309342831236 0.00055313369388703326 -0.0074058942860088413 -0.0044584210179235504 leaf_count=13075 79123 27940 51626 645 63938 12200 803 27 441743 534 21897 153744 6528 11318 internal_value=0 0.00481019 -0.00816513 0.00576742 0.00597851 0.00394115 0.00537735 0.0044664 0.00451517 -0.0980176 -0.00354275 -0.000284028 -0.020382 -0.0112232 internal_count=885141 560905 324236 547830 547185 483247 455307 443107 443080 1337 245113 205370 39743 33215 shrinkage=0.110564 Tree=34 num_leaves=15 num_cat=0 split_feature=0 1 25 7 25 21 9 17 5 4 4 11 24 25 split_gain=31.02 26.1055 31.9337 20.9464 25.3943 30.6706 18.7066 22.7787 13.892 22.5271 13.3146 13.0875 14.7627 19.5008 threshold=48.000000000000007 722.50000000000011 872.25000000000011 -16.699242591857907 242.25000000000003 3.5000000000000004 0.96049996194504883 67.146302845643774 80.308807373046889 55.00251770019532 13.999999046325685 0.86950348039057734 23.500000000000004 397.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 10 -8 9 -9 -3 -6 -13 -14 right_child=-2 6 -4 4 11 -7 7 8 -10 -11 -12 12 13 -15 leaf_value=0.0012760366515257855 -0.0015726255368318039 -0.023709647339852091 -0.0038834197121422223 -0.0011216623066075621 -0.00090058303897580917 -0.029579274266238183 0.0016682564980428126 0.0075244602363742502 0.023882789011437588 -0.062974878636628304 0.00025227872191868421 0.0010344275056100832 -0.044454498640780049 -0.0032409628239410361 leaf_count=112073 130389 284 27878 1086 210830 807 144177 5230 652 56 152864 91111 143 7561 internal_value=0 0.00247971 -0.00234033 -0.000182839 -0.00440044 -0.11987 0.00965563 0.0175885 0.0782874 0.0613002 0.00187985 -0.00369452 0.0058017 -0.0362321 internal_count=885141 754752 451489 423611 311538 1893 303263 150115 5938 5286 153148 309645 98815 7704 shrinkage=0.110564 Tree=35 num_leaves=15 num_cat=0 split_feature=16 11 1 17 0 16 26 11 22 21 9 7 9 17 split_gain=27.2356 20.4965 20.1738 22.7517 19.7846 15.5214 25.3252 16.2056 14.1365 16.4165 13.2601 11.8961 16.2967 14.6327 threshold=172.77061176556941 0.80129451193967338 133.50000000000003 31.337791233454407 33.000000000000007 107.07181919892595 0.96546506978772906 0.64509087329811032 614.25000000000011 13.500000000000002 0.93949725093148773 -18.434947013854977 0.95113537204505805 58.538083841027451 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -2 -4 11 6 -1 -8 9 -6 -10 12 -5 -13 right_child=2 -3 3 4 8 -7 7 -9 10 -11 -12 13 -14 -15 leaf_value=-0.0035251758669598578 -0.003836522156708285 0.00064292370190330978 0.0048128318179944214 -9.9814106241782926e-05 -0.0013170634494375157 -0.0035956119818725723 0.022034158187077529 -0.0062323995089258021 -0.0020309269447626936 -0.0098730236790005518 0.00041562724466005823 0.00040799541439834975 0.0024015850768005437 -0.0040100816348355118 leaf_count=2179 14928 25961 13229 49674 100831 52463 1078 322 32088 2818 173550 317905 88679 9436 internal_value=0 -0.0174135 0.00171867 0.0024084 0.00170645 -0.0281739 0.0355429 0.140487 -0.00449349 -0.0140162 0.000306284 0.00582409 0.0135983 0.00253825 internal_count=885141 82003 803138 788210 774981 56042 3579 1400 309287 103649 205638 465694 138353 327341 shrinkage=0.110564 Tree=36 num_leaves=15 num_cat=0 split_feature=2 16 30 29 17 16 29 16 25 27 27 23 13 27 split_gain=23.3401 25.8257 23.5891 32.3592 22.3399 16.9465 16.7348 15.6776 13.8272 23.1236 18.6189 27.9077 19.1841 12.8507 threshold=42.754310344827594 147.67818952315577 1.0000000180025095e-35 1.8952479313211013 36.423949241125051 204.2227329192547 0.055989555343780383 178.28242989400243 658.25000000000011 25.500000000000004 33.500000000000007 0.59279408555821445 20.725313346444942 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 -3 -6 -8 9 -9 12 -12 -10 -5 right_child=-2 2 3 13 6 -7 7 8 10 -11 11 -13 -14 -15 leaf_value=-0.0039303053961489967 0.0011496365238901816 0.008157493739670181 -0.0012044804350946118 -0.0052799633049202934 -0.0252686652868905 0.0014540241605974405 -0.0018229403771512611 0.00015306771661492433 0.0088360577756960764 -0.0023199748936495661 -0.022516557605470909 0.0063061778405287608 0.00044912106724997943 -0.014976319985097785 leaf_count=22907 174255 6847 85295 4373 321 14111 53300 227328 3385 58014 427 10730 221144 2704 internal_value=0 -0.00251618 -0.00141636 -0.0162852 0.000889636 0.0329588 -0.000279957 -0.000152377 0.00151868 -0.0031632 0.00718699 0.0470594 0.0052057 -0.0812631 internal_count=885141 710886 687979 92372 595607 20958 574649 574328 521028 285342 235686 11157 224529 7077 shrinkage=0.110564 Tree=37 num_leaves=15 num_cat=0 split_feature=0 9 1 14 27 13 26 21 7 28 25 15 31 22 split_gain=20.8918 20.7013 22.3058 15.6305 13.5321 16.1906 12.58 12.344 16.4338 17.4665 12.2859 11.7023 9.9639 9.66459 threshold=22.000000000000004 0.95592421409356687 718.50000000000011 27.224985367091985 15.500000000000002 48.763864498067214 2.3247904440198357 2.5000000000000004 -47.489553451538079 300.25000000000006 6834.7500000000009 0.76122652059960505 1.5000000000000002 274.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 3 7 6 -5 -6 -2 -3 -9 -10 -4 -11 -7 -1 right_child=1 2 10 4 5 12 -8 8 9 11 -12 -13 -14 -15 leaf_value=-0.0038848737229082177 -0.0024907219905102294 -0.0026606711131594522 0.00087305859720455199 0.00045399158983624468 0.00023475606321610959 -0.0041583742039603732 -0.01532156685888513 0.0020722387619893645 -0.021713464388134276 3.6379932362332568e-05 0.007492550725330979 -0.0016763540796449754 -0.013498457440039696 0.00079332352195888309 leaf_count=5492 74308 32398 155120 52873 6356 3558 946 29692 483 119430 3505 82420 2298 316262 internal_value=0 -0.00364716 -0.000155837 -0.0141717 -0.00282362 -0.0328267 -0.0239863 -0.00577991 -0.0032268 -0.00645074 0.00921931 -0.00599625 -0.0707608 0.00645302 internal_count=885141 563387 423048 140339 65085 12212 75254 264423 232025 202333 158625 201850 5856 321754 shrinkage=0.110564 Tree=38 num_leaves=15 num_cat=0 split_feature=11 7 9 30 24 25 17 12 24 18 25 18 24 22 split_gain=19.1885 26.388 17.1153 15.3215 14.1069 16.252 14.0873 21.0958 15.6677 22.3906 12.6207 15.9324 12.0314 11.2744 threshold=0.87615512004098972 -6.0491421222686759 0.95563592762153926 1.0000000180025095e-35 23.500000000000004 397.25000000000006 60.554477361341448 90.047727214752513 12.500000000000002 2.5000000000000004 306.25000000000006 2.5000000000000004 17.500000000000004 5462.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 -6 -4 8 -8 -10 11 -3 13 -9 right_child=3 10 6 -5 5 -7 7 12 9 -11 -12 -13 -14 -15 leaf_value=-0.00040700881111832793 0.0015253858629514087 -0.0032809399980193053 0.0009098796898555409 -0.0023089643454569531 -0.041673574939159838 -0.0024368788501808393 0.0032352216848442598 0.003293597208559759 0.012137443038940675 -0.018512581685566513 -0.00080201902055271974 -0.021674169207961624 0.011400788071343917 0.01845424395664446 leaf_count=134730 163690 2264 146473 15748 131 8657 1953 10487 379 1260 394209 772 3752 636 internal_value=0 -0.00240406 0.00468062 0.00897475 0.0117009 -0.0273305 0.0115109 0.0375384 -0.0312414 -0.103335 -0.00774854 -0.0719765 0.0541472 0.0376295 internal_count=885141 696915 299670 188226 172478 8788 164940 18467 3592 1639 397245 3036 14875 11123 shrinkage=0.110564 Tree=39 num_leaves=15 num_cat=0 split_feature=0 18 29 17 16 16 26 29 14 13 7 17 16 16 split_gain=19.3912 14.7914 14.391 16.191 14.0142 20.0523 15.6613 12.5445 23.8269 13.0083 11.8272 11.2155 21.7115 12.1032 threshold=48.000000000000007 5.5000000000000009 0.16303122619954305 29.291362648824435 107.07181919892595 147.67818952315577 0.97595939790396613 1.5435581196478256 48.908933875910442 35.636618313228048 -88.751232147216783 38.155236454459107 226.0201098634505 174.01500368080957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 6 -6 10 9 -9 -2 -5 12 -7 -13 right_child=7 -3 3 4 5 11 -8 8 -10 -11 -12 13 -14 -15 leaf_value=-0.0029903299352193823 -0.0020530541236968543 -0.015583553008086875 0.0047813640258139029 0.032163040352302767 -0.0040061400160976727 0.0064736594159313923 0.018017685592936001 -0.0067202272569868906 0.0031770639947678921 0.00030037283192296197 -0.0032452699487221133 -0.0019001103889847164 0.00080009754084506648 0.00026987255784744553 leaf_count=16617 56060 724 9725 128 13521 9902 1146 11620 3996 58851 1164 33100 49281 619306 internal_value=0 0.00191912 0.00205632 0.00271225 0.00217045 0.00191596 0.0778603 -0.0112815 -0.0378749 -0.0076676 0.00237577 0.00264085 0.0158221 0.00144512 internal_count=885141 754614 753890 737273 727548 725110 2438 130527 15616 114911 1292 711589 59183 652406 shrinkage=0.110564 Tree=40 num_leaves=15 num_cat=0 split_feature=0 9 22 18 28 20 14 29 21 10 24 25 17 11 split_gain=15.4796 15.7314 15.5991 13.8239 11.8626 11.606 12.7153 21.8438 10.0677 9.5465 9.24211 15.386 13.1713 12.069 threshold=22.000000000000004 0.96254804687307771 597.75000000000011 3.5000000000000004 472.75000000000006 1.1549925962487662 27.642047454761748 2.3639890053880883 1.5000000000000002 0.69081330069088109 1.5000000000000002 3227.2500000000005 91.160864507483993 0.61185685685685698 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 8 -5 6 7 -2 -3 -10 -8 -12 -13 -14 right_child=1 2 -4 4 -6 -7 10 -9 9 -11 11 12 13 -15 leaf_value=0.00060917790542916797 -0.0014340690783684333 -0.0050234796579474942 0.00064758296828511534 -0.014105951827322862 -0.0032405149178911263 -0.0033920094726022009 0.003572742504780217 -0.01911689419109908 -0.001214353224259599 0.00071175224258139655 0.0007869383504150436 -0.0048664722722438682 0.017224854385244133 -0.0078725348265453778 leaf_count=321958 104895 5837 225061 1438 8424 24714 9495 861 68282 58327 44136 10692 657 364 internal_value=0 -0.00318311 0.000675494 -0.00751923 -0.0436383 -0.0104223 -0.00749634 -0.0142726 -0.00482978 -0.00295777 0.00347064 -0.00143304 -0.0336525 0.0748644 internal_count=885141 563183 367369 142308 9862 195814 171100 105756 132446 126609 65344 55849 11713 1021 shrinkage=0.110564 Tree=41 num_leaves=15 num_cat=0 split_feature=0 20 28 19 24 25 6 17 32 29 4 23 24 22 split_gain=14.9651 14.2159 16.5493 14.4565 14.2139 22.1552 16.1667 12.7148 12.4465 19.3651 14.5878 16.6831 14.4287 15.7226 threshold=49.500000000000007 0.71381058561720701 785.25000000000011 594.25000000000011 20.500000000000004 424.25000000000006 0.77500001134838492 79.76637960818924 1.5000000000000002 1.6566684488601207 5.0068869590759286 0.31212829971361883 8.5000000000000018 730.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 6 -6 -3 -5 9 10 -1 12 -12 -14 right_child=-2 3 -4 7 5 -7 -8 -9 -10 -11 11 -13 13 -15 leaf_value=-0.011046782060316307 -0.001258543545169384 0.00065922235527417574 -0.003421317807545812 0.00065171208580482704 -0.017254957025653557 -0.002183598557430823 -0.0011921509646655307 0.0045555645428239887 -0.0022722950260145821 -0.057693702522645829 0.012848171626778393 0.0003195100828133874 -0.00064837203151181663 0.014894521187762607 leaf_count=1213 100860 147210 26712 414618 1276 18185 94781 10456 23536 69 2517 38830 3877 1001 internal_value=0 0.00155753 -0.00972509 0.00316408 -0.00268706 -0.0286873 -0.000596107 0.00676296 -0.00174673 0.00756973 0.00833973 0.0111804 0.0547131 0.0229834 internal_count=885141 784281 97755 686526 261452 19461 241991 425074 71043 47507 47438 46225 7395 4878 shrinkage=0.110564 Tree=42 num_leaves=15 num_cat=0 split_feature=16 1 10 7 20 7 11 10 20 7 25 14 28 27 split_gain=13.96 15.0738 14.6962 13.7745 11.8213 15.7955 18.3975 18.0439 13.7093 10.9475 18.7865 13.5282 12.824 10.9229 threshold=155.62711580358641 4761.5000000000009 0.5355315871964571 -41.633537292480462 1.084418410136426 -1.0000000180025095e-35 0.87037796615319185 0.96515216837714568 0.70100322787039648 -79.196342468261705 2736.2500000000005 16.615678189272419 8776.0000000000018 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 8 7 -7 -2 10 12 -12 -10 -6 right_child=4 2 3 -5 13 6 -8 -9 9 -11 11 -13 -14 -15 leaf_value=-0.0024057102439688284 -0.001089521673674927 -0.035447952953196214 -0.0048359586183226808 0.019886869857769052 -0.0004818738954418427 -0.00062141592165948262 0.00084374649324031234 -0.0084149394334211997 0.00051122343284386914 0.0015192592633726503 -0.040749587945477346 -0.0055570425928827142 -0.054962299121675114 -0.0037430162748924938 leaf_count=38834 37236 84 398 895 137393 245761 140928 3686 45170 215484 137 5266 51 13818 internal_value=0 -0.0181127 0.0847074 0.111039 0.000957972 0.00270429 -0.00150203 -0.00666201 0.00811742 0.0106322 -0.0026008 -0.0583318 0.00405793 -0.00705369 internal_count=885141 40211 1377 1293 844930 693719 390375 249447 303344 266108 50624 5403 45221 151211 shrinkage=0.110564 Tree=43 num_leaves=15 num_cat=0 split_feature=11 7 30 20 26 7 16 26 16 12 8 28 25 21 split_gain=12.6363 16.579 12.8988 11.5776 12.3804 14.3898 11.6876 11.5462 11.3212 10.3217 13.2536 11.2766 9.95419 12.7704 threshold=0.86950348039057734 -8.1301016807556135 1.0000000180025095e-35 1.0897481199601342 0.71057728719978142 -79.196342468261705 107.07181919892595 0.96270290338432918 178.28242989400243 583.95183950935905 20653.500000000004 17029.250000000004 306.25000000000006 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 8 4 -1 9 7 -7 -2 11 -11 -6 13 -3 right_child=2 12 -4 -5 5 6 -8 -9 -10 10 -12 -13 -14 -15 leaf_value=-0.00080977170266797289 0.0058997276620104859 -0.0030383443135402251 -0.0021452878337119923 -0.0011918432772769342 -0.0004106494548611363 -0.0088468277686612959 0.0015267811812669696 0.018157980870470443 0.00085161747672632328 -0.027383965653815387 -0.0029471991366138823 -0.058428381449234512 -0.00065834432481375884 -0.020094556478815521 leaf_count=51059 5590 2257 17403 46477 35554 244 148861 936 190680 397 857 41 384081 704 internal_value=0 -0.00214006 0.00668929 0.00365638 0.00647607 0.0102463 0.0145948 0.113725 0.00900288 -0.00745992 -0.0966279 -0.00431856 -0.0063997 -0.0641582 internal_count=885141 671468 213673 284426 237949 186890 150041 1180 196270 36849 1254 35595 387042 2961 shrinkage=0.110564 Tree=44 num_leaves=15 num_cat=0 split_feature=13 9 17 1 5 19 12 0 29 4 17 11 23 7 split_gain=12.0063 12.4338 12.0514 11.0337 17.2065 20.9485 11.954 11.0669 10.8916 22.0267 10.793 14.9364 11.1492 9.09731 threshold=283.03906169233079 0.86990878535133498 57.002404080183943 4390.0000000000009 128.5376892089844 2665.5000000000005 349.24621202458758 40.500000000000007 2.5300418888042651 25.516209602355961 52.156981230860431 0.84617465116924195 0.80534515883838098 -64.970252990722642 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 4 7 6 -6 -3 -7 -10 -9 -12 -13 -5 right_child=2 3 -4 13 5 8 -8 10 9 -11 11 12 -14 -15 leaf_value=-0.0021745748786266257 0.0028592864084949982 0.00025445186362258533 0.016970300146876789 -0.0018757822394585989 -0.049612243509831913 0.00017418360970508962 0.011117840781582167 -0.0014389846564029395 -0.067726231108939286 -0.0069428687590819072 -0.00060848878701182097 -0.0017724814448542949 0.0033795959586050872 0.0036782816827118621 leaf_count=32230 6152 585761 841 4572 227 1056 48 110541 95 313 96644 6610 23004 17047 internal_value=0 -0.000390435 0.0412098 0.000344053 -0.000240833 -0.0996069 -0.352846 -3.07601e-05 -0.052038 -0.190802 -0.00579974 0.000517303 0.0201659 0.0226449 internal_count=885141 878148 6993 845918 824299 1739 275 822560 1464 408 236799 126258 29614 21619 shrinkage=0.110564 Tree=45 num_leaves=15 num_cat=0 split_feature=16 17 13 16 20 10 10 26 21 11 11 5 8 28 split_gain=10.8689 17.774 15.117 11.5943 12.1924 12.5967 9.76307 19.7709 13.5494 10.2393 9.44955 9.01399 14.6095 16.7028 threshold=147.67818952315577 36.423949241125051 142.08580548828414 190.86892546565164 0.29545991743077699 0.93963839514292424 0.9866123052677408 1.4170912194278802 2.5000000000000004 0.71540840273856587 0.92762531328320807 51.001586914062507 738.50000000000011 851.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 -2 -6 -5 -8 9 -9 11 12 13 -3 right_child=1 10 -4 6 5 -7 7 8 -10 -11 -12 -13 -14 -15 leaf_value=-0.0027244824247289151 -0.0011691304996475742 -0.00018845533299538468 0.011858783297711232 0.0015127679948241204 0.0062679589547882065 0.024284451246796263 -0.0024140343356099958 0.0090464614189351266 -0.0018426992624354069 -0.073398711227871338 0.0017928510603536815 -0.0011144438353930931 0.00073472467851251979 -0.0030598206458832202 leaf_count=25169 2714 420472 900 42108 7596 506 1287 22 77 113 32290 100473 225099 26315 internal_value=0 0.00063831 -0.020088 0.0181283 0.0474356 0.0668677 0.0108591 -0.0684451 -0.351411 -0.542339 -0.000544639 -0.00124533 7.57396e-05 -0.00323409 internal_count=885141 859072 26069 54423 10816 8102 43607 1499 212 135 804649 772359 671886 446787 shrinkage=0.110564 Tree=46 num_leaves=15 num_cat=0 split_feature=2 9 10 7 25 21 11 23 21 25 25 27 5 21 split_gain=10.1458 10.1416 12.8443 12.0309 14.1752 15.8789 9.92608 9.1342 8.98612 11.0055 8.98542 14.8942 11.4356 10.0824 threshold=72.265000000000015 0.96071628988295665 0.89468715313809477 -0.93919095396995533 242.25000000000003 3.5000000000000004 0.83336442786069664 0.80122558856179937 1.5000000000000002 3227.2500000000005 1575.2500000000002 14.500000000000002 49.00000190734864 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 -3 5 -5 -6 -1 -2 -10 11 -9 -13 -12 right_child=8 3 -4 4 6 -7 -8 10 9 -11 13 12 -14 -15 leaf_value=-0.0014978811912680719 0.0027883007240624863 0.0009463364963945846 -0.0021653246358235533 -0.00095704480755312929 -0.00098501154012329921 -0.024686601559366896 0.00024799939133726901 0.0015708973851478122 0.00082115864680955774 -0.0044119516545851438 -0.00014793981341373882 -0.00032175400687567445 -0.0058575511273466774 -0.0067065134281080021 leaf_count=56474 27024 160903 56528 791 119215 611 241479 68228 59231 5357 7151 72500 4868 4781 internal_value=0 -0.00120693 -0.00617759 0.00136423 -0.00183296 -0.10219 -0.00144287 -0.00263623 0.00990763 0.00350131 0.00127552 0.00343761 -0.00606044 -0.0251065 internal_count=885141 793529 270530 522999 362096 1402 360694 214002 91612 64588 157528 145596 77368 11932 shrinkage=0.110564 Tree=47 num_leaves=15 num_cat=0 split_feature=13 0 25 17 21 16 16 17 24 25 21 24 26 4 split_gain=9.29897 9.30821 10.9795 15.2095 11.0498 15.0035 10.4919 9.23644 8.97446 8.24742 20.468 14.5103 11.6776 12.3678 threshold=283.03906169233079 17.500000000000004 866.75000000000011 45.975734751854262 2.5000000000000004 236.03019576293914 155.62711580358641 58.538083841027451 8.5000000000000018 668.25000000000011 9.5000000000000018 16.500000000000004 0.50511305540063223 31.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 -4 -5 -6 -3 -2 -1 11 -11 -8 -12 -14 right_child=7 6 3 4 5 -7 9 -9 -10 10 12 -13 13 -15 leaf_value=0.0020428055006002331 0.0025785622758529541 -0.0022289661773425389 0.00030147833149371869 -0.0008038384646844041 -0.0064065644450918124 -0.056109351050713199 -0.00021737562600183629 0.015239462807573448 0.00042463482184692012 3.6152950966160306e-05 -0.0094543429666038362 -0.0022863645782348081 0.0052777855068290164 -0.014352477110693089 leaf_count=60136 6240 31278 36418 7075 7360 75 240163 794 138143 291399 741 50077 14839 403 internal_value=0 -0.000256648 0.00491549 -0.00818151 -0.0355596 -0.0624791 -0.00230615 0.0362481 0.00827946 -0.00137173 0.00223809 -0.00519475 0.0370809 0.0430408 internal_count=885141 878107 249207 50928 14510 7435 628900 7034 198279 597622 307382 290240 15983 15242 shrinkage=0.110564 Tree=48 num_leaves=15 num_cat=0 split_feature=18 0 29 14 6 25 17 30 16 16 23 23 25 28 split_gain=9.44128 9.03111 10.4159 17.1223 7.51307 7.5135 7.1306 7.00269 6.93417 10.8903 8.35358 9.5691 8.04171 13.4019 threshold=5.5000000000000009 49.500000000000007 1.5435581196478256 48.908933875910442 0.57658914881494872 574.25000000000011 33.704353165570375 1.0000000180025095e-35 164.75454600890302 107.07181919892595 0.99861367807734325 1.1713097485938284 3227.2500000000005 25824.000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 7 5 -2 -1 -4 9 10 -8 -12 13 -10 right_child=4 2 3 -5 -6 -7 8 -9 12 -11 11 -13 -14 -15 leaf_value=0.0016875154041523217 0.0053760472744276994 -0.000558789527298145 -0.0042348068570151722 0.0029906243098365851 -0.024209449460621087 -0.033716330445369647 -0.00017928979115201213 -0.010698223157711004 0.00021232467953338102 -0.0018503415332226745 0.016418066952388108 -0.0077357014157407354 -0.0019207228888761601 -0.066331452887515283 leaf_count=34471 320 88465 6087 3192 351 74 1584 3089 686261 37529 1047 248 22386 37 internal_value=0 5.38277e-05 -0.00885423 -0.0360363 -0.112567 -0.0177832 0.00120016 -0.0579813 0.000553042 -0.0121885 0.0470833 0.106658 0.00127954 0.00188793 internal_count=885141 884396 100833 12368 745 394 783563 9176 749092 40408 2879 1295 708684 686298 shrinkage=0.110564 Tree=49 num_leaves=15 num_cat=0 split_feature=10 18 22 27 26 11 25 21 25 0 30 13 24 22 split_gain=9.05271 11.7331 8.38722 10.657 32.1593 9.20582 12.3529 8.6987 10.6223 9.03547 8.52202 9.40573 15.4138 10.7829 threshold=0.69276638123168721 4.5000000000000009 567.75000000000011 45.500000000000007 1.2500541829215435 0.85065868641363362 1017.2500000000001 13.500000000000002 454.75000000000006 43.000000000000007 1.5000000000000002 20.725313346444942 22.500000000000004 616.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 10 -5 -1 7 -7 -9 -10 11 12 13 -4 right_child=-2 -3 3 4 -6 6 -8 8 9 -11 -12 -13 -14 -15 leaf_value=-0.0018173774171837084 0.00026318759550923227 -0.0091877371094298138 -0.0030810482298232501 -0.0029704406889517706 -0.073118107129778495 0.00031119370524484373 0.019801655227881656 -0.026632780611270286 0.0049357010942702182 -0.028623225582726654 -0.0021612334676541487 0.00012288458065615478 -0.031106144452236955 0.0064059732886713825 leaf_count=81355 568521 1878 1856 453 97 37704 391 325 484 123 18882 165976 152 6944 internal_value=0 -0.00429155 -0.00382132 0.000241327 -0.138761 -0.0103806 0.00224526 0.000455508 -0.0949815 -0.0168639 0.000635792 0.00281439 0.0343884 0.0398419 internal_count=885141 316620 314742 194360 550 120382 39027 38636 932 607 193810 174928 8952 8800 shrinkage=0.110564 Tree=50 num_leaves=15 num_cat=0 split_feature=9 14 4 15 7 16 4 11 7 20 27 25 21 28 split_gain=8.89358 17.8667 8.72457 12.1693 10.1838 8.25593 7.96394 8.76828 9.23323 9.94312 9.95739 8.8867 21.6202 8.70649 threshold=0.86990878535133498 85.634898462100708 223.23244476318362 0.33878449590653309 -48.802078247070305 179.30697580114099 6.0012252330780038 0.92762531328320807 -18.434947013854977 1.081563479998928 33.500000000000007 242.25000000000003 3.5000000000000004 459.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 -4 -5 -1 -2 8 9 10 -8 12 13 -10 right_child=1 -3 3 4 -6 -7 7 -9 11 -11 -12 -13 -14 -15 leaf_value=-0.0049220841534852308 -0.0028821103160643268 0.0045127221983344377 -0.064096265631703508 0.008487327283398443 -0.021008688465042596 -0.00062783419324851189 0.00077178331463291418 0.0017193243508455971 0.0092278788210327818 -0.00099849368986594696 0.0058313093356414268 -0.000240794805727649 -0.02342233519281 -0.013671041134394674 leaf_count=6831 11432 10943 55 231 376 27528 185675 37018 671 40904 4880 557623 683 291 internal_value=0 0.000669617 -0.0155911 -0.129301 -0.0884889 -0.0134003 0.000146109 0.000508144 -0.000196066 0.00511567 0.00815234 -0.00239439 -0.0757862 0.0208122 internal_count=885141 850120 35021 662 607 34359 839177 827745 790727 231459 190555 559268 1645 962 shrinkage=0.110564 Tree=51 num_leaves=15 num_cat=0 split_feature=20 28 6 25 20 29 16 11 9 16 27 28 4 18 split_gain=7.49479 10.2587 9.02679 8.87878 8.60918 12.3464 11.8069 10.505 9.09486 8.56475 8.41278 16.169 11.8279 11.0534 threshold=1.084418410136426 2110.5000000000005 0.88461539506942077 1852.2500000000002 0.74743442223305723 0.16303122619954305 107.07181919892595 0.66852102052978857 0.96837431514498573 145.22971405279995 31.500000000000004 602.25000000000011 29.963311195373539 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 10 4 -3 8 7 -7 -6 -1 -8 13 -12 -13 -2 right_child=1 3 -4 -5 5 6 9 -9 -10 -11 11 12 -14 -15 leaf_value=-0.0014896010322561393 -0.0012645483810882331 -0.035976696027054562 -0.00078800852493986651 -0.0073405168063136956 -0.022982964220744757 0.008452695128429508 -0.003070452533550822 -0.0039840029078764896 0.00064140912799236867 0.00055451194852012328 -0.0068440816629154267 0.0022807955091785539 -0.013118654894495527 0.00072095254718307063 leaf_count=60002 75916 161 106617 744 416 2291 8094 2457 41357 510717 7227 5975 679 62488 internal_value=0 -0.00631412 0.00137771 -0.112468 0.00282776 0.00445969 0.00482012 -0.0609148 -0.00560848 0.00450381 -0.00568327 -0.0291528 0.00641598 -0.00332943 internal_count=885141 153190 731951 905 625334 523975 521102 2873 101359 518811 152285 13881 6654 138404 shrinkage=0.110564 Tree=52 num_leaves=15 num_cat=0 split_feature=9 5 17 10 28 19 27 28 32 7 17 1 5 5 split_gain=6.73184 14.0014 12.0218 12.8315 16.1992 17.4957 10.8626 10.2967 9.27795 7.5948 8.11509 10.5106 14.9052 7.49509 threshold=0.89070402846613306 108.0030860900879 59.990239405083095 0.9866123052677408 2750.2500000000005 9790.5000000000018 1.5000000000000002 2005.2500000000002 1.5000000000000002 -56.309932708740227 72.608868701632218 13438.500000000002 132.02748107910159 48.458555221557624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 -2 3 8 6 -6 -5 -8 -3 10 -4 12 -12 -1 right_child=1 2 9 4 5 -7 7 -9 -10 -11 11 -13 -14 -15 leaf_value=0.00052050868811103629 -1.6509452455822185e-05 0.0019064463447061189 0.013426913277140981 -0.071970349617478571 0.0089645584335178562 -0.053716541303588008 -0.027650981754764794 0.0052613353150394145 0.010800126013238667 0.015038619523653915 -0.03985868333718947 -0.044623316525992454 0.016034551694106586 -0.0023206526628662245 leaf_count=17957 812796 18552 340 49 587 60 382 167 1554 1478 82 84 202 30851 internal_value=0 0.000546955 0.0245912 0.0173598 -0.0811566 0.0285064 -0.199805 -0.15954 0.0234601 0.0952219 0.0100583 -0.0928488 -0.000937339 -0.011535 internal_count=885141 836333 23537 21351 1245 647 598 549 20106 2186 708 368 284 48808 shrinkage=0.110564 Tree=53 num_leaves=15 num_cat=0 split_feature=18 0 22 18 9 17 18 22 20 29 24 21 19 28 split_gain=7.19664 6.64263 8.18936 10.9688 7.59282 9.98991 9.4696 8.22193 7.91015 7.37906 6.59501 8.7017 6.53428 6.56952 threshold=5.5000000000000009 17.500000000000004 523.25000000000011 3.5000000000000004 0.96216448606818361 54.34273341291275 2.5000000000000004 5462.5000000000009 1.109763452881815 0.9500501301581229 9.5000000000000018 1.5000000000000002 545.25000000000011 618.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 10 8 -6 7 -7 -4 -10 11 -3 13 -13 right_child=-2 2 4 -5 5 6 -8 -9 9 -11 -12 12 -14 -15 leaf_value=0.00048868989712154973 -0.010937912075362119 -0.0035957485454685819 -0.00025183272860525497 -0.0047912612790498221 -8.2376622269699242e-07 0.00021508274252290721 0.002916122094075452 0.012567013572359164 -0.0094402395413852903 -0.0018335980654281927 -0.0015483069313942698 0.001789049918552496 -0.0020937424701558478 -0.0018247589780785796 leaf_count=250803 735 6829 165651 8618 241190 43063 31598 669 1664 24703 57333 35770 9089 7426 internal_value=0 6.39893e-05 -0.00166027 -0.0089098 0.000122614 0.00313222 0.0131848 0.00365435 -0.00483839 -0.0209259 -0.00636208 0.00104933 0.0054341 0.0105621 internal_count=885141 884406 633603 125065 508538 316520 75330 43732 192018 26367 116447 59114 52285 43196 shrinkage=0.110564 Tree=54 num_leaves=15 num_cat=0 split_feature=17 16 16 29 5 16 16 32 16 15 6 13 5 13 split_gain=6.70254 9.29946 8.3126 9.24576 9.11234 7.90152 14.1527 9.84101 15.6988 8.7553 7.63224 11.2729 8.19759 8.62849 threshold=38.358173871872715 172.77061176556941 107.07181919892595 1.009908002131658 43.564002990722663 145.22971405279995 196.91355435014177 1.5000000000000002 170.21434634974534 0.4525338666163003 0.59766764326542554 44.533971152108442 80.308807373046889 86.983093965660956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 10 -4 -1 7 8 -7 -10 12 -12 -2 -14 right_child=1 -3 4 -5 -6 6 -8 -9 9 -11 11 -13 13 -15 leaf_value=-0.0018487569781059131 -0.0021269378156041356 -3.3172579693337686e-06 -0.0012053630350389846 0.012893483204574327 -0.0052883788327204567 0.0037707237269361598 0.00052798045220943846 -0.00073576891842921227 0.025941905818734502 0.010042363057109836 0.0015036239154147782 -0.022199581445902266 0.050065199711619539 0.010342570376158449 leaf_count=11385 706 734151 46397 983 7806 10362 65438 3876 552 1817 709 375 77 507 internal_value=0 -0.000989654 -0.0132296 0.035059 -0.0162202 0.00796605 0.0113918 0.0374631 0.0508949 0.124336 0.00128891 -0.0605648 0.0532652 0.140914 internal_count=885141 791711 57560 3357 54203 93430 82045 16607 12731 2369 2374 1084 1290 584 shrinkage=0.110564 Tree=55 num_leaves=15 num_cat=0 split_feature=26 9 5 5 24 5 17 22 32 33 4 23 26 9 split_gain=6.32928 6.90374 12.9195 12.8595 12.368 10.9407 10.3247 8.07566 7.7751 7.42978 8.12181 8.29843 7.91924 7.73578 threshold=6.6351169292497811 0.90722459962393842 49.00000190734864 108.0030860900879 1.5000000000000002 479.04508972167974 59.990239405083095 676.75000000000011 1.5000000000000002 2.5000000000000004 6.0012252330780038 0.28178574923710648 0.053108755083132904 0.94896390721289514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 9 -4 -6 7 -5 -9 10 -3 13 -13 -12 right_child=-2 3 4 6 5 -7 -8 8 -10 -11 11 12 -14 -15 leaf_value=0.00069274717429463706 0.0049117257917939009 -0.0033946776073876896 0.0015337719666857106 -0.028412218061129715 -0.0034181337597195046 -0.053230889829314072 0.010605790339896634 0.0015669042898685006 0.010506576550370175 -0.0020356195849260969 -0.0019631570641819923 -0.019560493276649001 4.2751362825316447e-05 0.0039310845109355617 leaf_count=27317 3191 8271 7461 106 29144 54 1887 16957 1279 21426 3509 252 752152 12135 internal_value=0 -0.000192461 -0.0101966 0.000589993 -0.0224637 -0.0317487 0.0254893 0.018243 0.0198428 -4.1397e-05 0.000465601 0.000801254 0.000327283 0.0235971 internal_count=885141 881950 63976 817974 36659 29198 20229 18342 18236 797745 776319 768048 752404 15644 shrinkage=0.110564 Tree=56 num_leaves=15 num_cat=0 split_feature=15 18 6 17 1 25 17 23 23 5 28 26 15 19 split_gain=6.20404 8.17848 6.79777 10.2409 8.46244 12.1238 17.063 9.06927 8.76917 8.7663 11.5217 14.7477 12.9091 13.9122 threshold=0.72182065321261524 4.5000000000000009 0.51908745798645917 109.41560865577402 1555.5000000000002 1123.7500000000002 91.160864507483993 0.67206946861761774 0.72328570556267946 83.622222900390639 4748.5000000000009 1.4170912194278802 0.20615193347204666 54013.500000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 5 -1 7 -7 -8 -6 -11 -12 -13 -14 right_child=1 -3 3 -5 9 6 8 -9 -10 10 11 12 13 -15 leaf_value=-0.00031959986445699096 -0.0003488248501718489 -0.0076981477943976577 0.00045750803545330503 0.010317911469575239 0.0031588963625323084 0.00010093079502519972 -0.0035385538391305808 -0.0045628573802184592 -0.035703818785998494 -0.0012771320229708386 0.0046476210659648571 -0.055043277732670086 -0.0030199268632247417 -0.064533383866654373 leaf_count=119678 313172 1862 376773 1292 14937 8469 160 12802 294 25619 8939 69 1028 47 internal_value=0 -0.00354784 0.00198167 0.00444272 -0.00286329 -0.00683578 -0.0285687 -0.0244743 -0.220398 0.00822939 -0.000281024 0.028354 -0.078551 -0.0516385 internal_count=885141 315034 570107 378065 192042 141403 21725 21271 454 50639 35702 10083 1144 1075 shrinkage=0.110564 Tree=57 num_leaves=15 num_cat=0 split_feature=0 17 22 29 14 26 25 17 29 25 27 16 7 10 split_gain=5.96404 8.27653 7.75818 14.2039 5.73535 13.3298 11.2403 18.4583 13.4043 10.6426 9.39714 11.1593 8.9228 13.1216 threshold=49.500000000000007 55.238435129766792 1706.2500000000002 1.5435581196478256 27.305133861091079 2.7306814190375839 935.25000000000011 52.586085219165255 3.7748885290849139 970.25000000000011 46.500000000000007 232.82740376065064 -89.940933227539048 0.9866123052677408 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 6 -1 8 -8 -7 12 -12 13 -6 right_child=1 -3 -4 -5 10 9 7 -9 -10 -11 11 -13 -14 -15 leaf_value=0.00010284214839046877 -0.0014665832506673524 0.00064877991225599236 0.0010616625753520237 -0.0074670901910347852 -0.0035745823628596232 -0.011329895472706492 -0.00043260720586211089 -0.0054959758763496172 -0.067928137633858868 -0.061993827144471242 -0.0067381427882592633 -0.054945220665956626 0.00076127734112454624 -0.055637910432648027 leaf_count=532108 50813 32716 11995 5328 4313 646 40931 11552 36 55 247 77 194264 60 internal_value=0 -0.00720554 -0.0134828 -0.0184152 0.000963979 -0.000612638 -0.000447392 -0.0144044 -0.00444918 -0.138426 0.00560227 -0.164563 0.00587983 -0.0387913 internal_count=885141 100852 68136 56141 784289 585328 584627 52519 40967 701 198961 324 198637 4373 shrinkage=0.110564 Tree=58 num_leaves=15 num_cat=0 split_feature=20 27 14 10 19 5 27 1 24 22 7 25 21 11 split_gain=5.54013 11.9308 9.42147 8.68417 11.1202 9.11213 7.47298 14.7321 7.16214 7.12633 6.56184 9.80105 9.72996 7.39356 threshold=1.1922530632658166 31.500000000000004 39.890754055901944 0.67846688709016856 589.25000000000011 50.00123596191407 39.500000000000007 777.50000000000011 16.500000000000004 399.75000000000006 -1.0000000180025095e-35 242.25000000000003 3.5000000000000004 0.87615512004098972 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 8 6 5 9 -3 -8 -2 -5 -1 12 -12 -13 right_child=1 3 -4 4 -6 -7 7 -9 -10 -11 11 13 -14 -15 leaf_value=0.00045634627345046285 -0.00058212353226217795 -0.0075623331686516899 -0.0065710002353511323 -0.030338832391536473 0.0026299037817115959 -0.043613881956179087 -0.0073759696944024258 -0.047843508858395702 0.002758175403645638 -0.0051783607440643526 -0.0016155529452475561 -0.00045807429904732059 -0.018435318803748765 0.00050919721237694152 leaf_count=346915 70866 1172 2954 144 2425 82 263 189 8824 3102 1033 305105 709 141358 internal_value=0 -0.00741495 -0.00397544 -0.0459476 -0.0277183 -0.0652479 -0.110525 -0.219756 -0.00191975 -0.0569312 0.000862141 -0.00166523 -0.0765281 -0.00137313 internal_count=885141 90021 82644 7377 5753 3328 1624 452 79690 3246 795120 448205 1742 446463 shrinkage=0.110564 Tree=59 num_leaves=15 num_cat=0 split_feature=15 18 22 25 27 16 22 9 13 28 21 17 7 15 split_gain=5.64969 8.01716 11.1693 13.1688 8.58989 10.7888 7.58317 6.73508 10.7787 14.4838 23.7873 13.0758 14.9145 9.58642 threshold=0.70096080176307873 3.5000000000000004 897.75000000000011 662.25000000000011 14.500000000000002 230.14494897521658 320.25000000000006 0.91668661241423333 77.143932598479623 965.25000000000011 9.5000000000000018 61.274074678928308 -57.286397933959954 0.44104787735149026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 3 6 -4 -6 -3 -1 9 -9 -11 -10 13 -13 right_child=1 2 4 -5 5 -7 -8 8 11 10 -12 12 -14 -15 leaf_value=-0.00083004710558029374 -0.00023625735134946059 -0.020011995790742396 0.0074296952699325911 0.0035499604792487271 -0.018472248696364057 -0.068033829204922652 -0.0036252344500338307 0.00043801188310622186 0.0014895879691203262 -0.0014183822128891255 -0.049140409711561403 -0.015768445918740593 0.013766242918752617 0.0071480449367358869 leaf_count=65439 336350 356 92 3565 203 73 11397 372236 40574 51598 128 403 2227 500 internal_value=0 -0.00316741 -0.0252656 -0.0211296 -0.197427 -0.285635 -0.0372779 0.0019946 0.00332418 0.00178279 -0.0138967 0.0182768 0.0805535 -0.0278514 internal_count=885141 352036 15686 15318 368 276 11753 533105 467666 423962 51726 43704 3130 903 shrinkage=0.110564 Tree=60 num_leaves=15 num_cat=0 split_feature=17 27 28 7 1 22 21 4 23 29 17 28 22 27 split_gain=4.97083 6.14228 12.2854 13.7888 9.798 12.346 17.6798 15.2728 21.6634 17.9782 15.2923 17.2981 22.0756 16.9545 threshold=33.704353165570375 6.5000000000000009 300.25000000000006 -1.0000000180025095e-35 1079.5000000000002 2448.2500000000005 1.5000000000000002 36.000339508056648 1.2571644694186299 2.2388598914446747 109.41560865577402 3021.5000000000005 4511.5000000000009 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 -2 -6 -7 -8 9 10 11 -9 13 -13 right_child=1 2 -4 -5 5 6 7 8 -10 -11 -12 12 -14 -15 leaf_value=0.0012462424483270207 -0.0016963248726064009 0.0018547883183159619 8.8678748953671956e-05 -0.019743219115977588 0.0019605344793025004 0.00056368957747574108 0.0023524837948571981 0.00016174549195340374 -0.00063966068250274498 -0.038727716099990733 0.0076821717628970214 -0.054951999645217978 -0.007109954183745478 -0.021650924916138795 leaf_count=37369 66200 655 719433 806 27858 22256 2641 930 3372 295 499 220 1365 1242 internal_value=0 -0.000513205 0.000616026 -0.0909911 -0.00692925 0.00224961 -0.0108921 -0.0445804 -0.066533 -0.111543 -0.0949956 -0.116841 -0.15576 -0.241146 internal_count=885141 847772 720894 1461 126878 60678 32820 10564 7923 4551 4256 3757 2827 1462 shrinkage=0.110564 Tree=61 num_leaves=15 num_cat=0 split_feature=21 9 17 17 16 16 11 26 27 28 1 16 29 16 split_gain=5.06262 5.0287 8.59816 7.81411 9.81793 8.44171 23.1452 12.4323 10.7587 10.1829 13.1083 9.13159 12.8083 7.47416 threshold=18.500000000000004 0.96541427679871628 79.76637960818924 51.165309630456882 145.22971405279995 225.51841676841678 0.80129451193967338 1.1587365539823238 6.5000000000000009 1141.7500000000002 11010.500000000002 185.6128743485462 3.3386945858575747 228.44476375030925 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 11 9 8 -8 -7 -11 12 -5 -10 right_child=-2 2 -4 5 -6 6 7 -9 13 10 -12 -13 -14 -15 leaf_value=-0.0033690263918078624 0.0094462861367310066 0.00019321555889915702 0.0042536417668050932 -0.0028579491163549802 0.00018912159678711489 0.0032981002383578669 -0.00064238603784285819 -0.0056227970947714499 -0.030735106597910965 -0.016330994161515365 0.008146918651339442 -0.00033412638247318763 0.013680866639084771 -0.06343946342573227 leaf_count=9828 694 458662 6465 28847 267572 1861 87 278 210 945 373 108591 584 144 internal_value=0 -6.01683e-06 0.002258 -0.00251735 0.000570349 -0.00855265 -0.0544457 -0.216474 -0.320877 -0.0177995 -0.0850515 -0.00725654 -0.0228806 -0.398309 internal_count=885141 884447 465127 419320 277400 141920 3898 719 441 3179 1318 138022 29431 354 shrinkage=0.110564 end of trees feature importances: Column_16=131 Column_17=70 Column_0=54 Column_20=41 Column_25=40 Column_32=38 Column_9=35 Column_29=33 Column_11=31 Column_21=29 Column_30=29 Column_7=26 Column_26=26 Column_1=25 Column_28=25 Column_14=23 Column_13=22 Column_27=22 Column_24=20 Column_5=18 Column_22=18 Column_23=16 Column_18=15 Column_4=12 Column_10=12 Column_12=11 Column_8=9 Column_19=9 Column_2=8 Column_15=8 Column_6=7 Column_33=3 Column_31=2 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.110564] [num_leaves: 15] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 26079] [feature_fraction: 0.843127] [feature_fraction_seed: 24951] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 18073] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 103] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_21.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:195886] [0:16672.25] [0:1] [0:363.06381225585938] [0:771.97979736328125] [0:1] [-90:90] [1:237086] [0.22962962962962963:1] [0:1] [0.12301587301587301:1] [0:3253.079435976078] [0:866.85820165074699] [0:393.51693446223862] [0:1] [0:255] [0:126.92333333307432] [1:8] [50:196805] [1.4177760764464861e-05:12.574378718935947] [1:22] [53.5:196805] [1.4177760764464861e-05:27.959183673469386] [1:39] [55:196805] [1.4177760764464861e-05:123.58064516129032] [1:67] [76:196805] [1.4177760764464861e-05:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=3775 3939 3896 3890 3901 3901 3897 3924 3925 3915 3953 3915 3949 3912 3923 3925 3914 3924 3935 3945 3928 3940 3970 3934 3971 3925 3941 3940 3915 3974 3936 3941 3940 3944 3943 3953 3924 3949 3914 3950 3935 3945 3952 3946 3954 3934 3935 3958 3941 3967 3929 3944 3922 3949 3936 3949 3954 3938 3932 3945 3907 3921 3959 3943 3943 3920 3959 3921 3955 3940 3947 3937 3924 3942 3890 3905 3916 3929 3923 3887 3898 3934 3942 3900 3930 3938 3910 3885 3940 3919 3925 3944 3908 3891 3891 3912 3946 3932 3934 3894 3903 3923 3928 3941 3920 3929 3911 3899 3871 3935 3922 3923 3918 3923 3957 3919 3857 3905 3928 3887 3911 3902 3914 3918 3915 3917 3881 3920 3937 3914 3932 3931 3864 3914 3887 3922 3911 3924 3835 3920 3862 3915 3947 3890 3927 Tree=0 num_leaves=46 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 1 20 16 0 0 29 1 20 1 12 29 16 16 14 20 0 29 16 6 11 0 14 26 1 16 16 26 23 13 33 16 28 16 0 split_gain=23260.7 6132.94 3213.64 2805.01 1716.87 1444.95 804.812 415.308 365.309 347.305 334.707 223.89 205.531 137.542 127.988 124.767 102.516 99.4699 91.908 89.9426 87.908 83.3601 70.7511 70.3573 62.2712 57.3353 52.7391 48.8655 46.5712 44.0394 40.2369 38.2348 38.2241 36.0389 35.8305 34.9319 31.7037 28.2954 39.7107 27.434 26.211 26.0102 25.8935 25.793 25.7426 threshold=215.53935192666088 1.5000000000000002 195.69933653238886 228.62695026773221 1.5000000000000002 0.60207423219486367 1.5000000000000002 235.97248490660076 174.37495694737655 207.13992259360023 223.16196127820726 2442.5000000000005 0.67267678512167206 233.06841891686256 40.500000000000007 35.000000000000007 0.73645203092951617 467.50000000000006 0.55353191207062413 423.50000000000006 76.159902576697334 0.5332562387930625 232.13863629265342 242.18382908924457 19.340381464469825 0.76620502811573798 40.500000000000007 0.54245669148630904 189.33801607996526 0.1305768695998151 0.84800181488203275 35.000000000000007 20.150085965006099 2.00545483397469 8904.5000000000018 211.4970526443727 202.58465621548558 0.9335406211141094 1.2119122001405203 181.02582336466315 2.5000000000000004 159.94899527186763 302.50000000000006 161.39626422959759 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 9 21 8 22 11 19 24 14 27 25 16 17 30 -10 -8 -4 -11 -3 -5 -9 42 -7 -21 -6 -17 34 43 -26 44 36 -25 -22 -28 39 -39 -13 -23 -16 -2 -1 -12 right_child=1 5 4 7 12 13 18 23 15 20 32 37 -14 -15 41 28 -18 -19 -20 26 35 40 -24 29 31 -27 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 leaf_value=0.52124166527742077 0.52560488617192114 0.51565219299454501 0.52780142699589006 0.54078985657323242 0.51570963324070462 0.52680287220351274 0.51559710895747668 0.54401745833627446 0.52635939080260963 0.53043412835928738 0.53790866534152293 0.52287067408854804 0.52656422159242433 0.5384353070678658 0.51986047137596925 0.52424085743026816 0.52636725411493113 0.53000360028845961 0.52151607866741745 0.53172400243409734 0.53274429581781624 0.52385212084395527 0.54234369593432086 0.54394661553674917 0.53700246918239913 0.53298314029555105 0.52885374317007683 0.52050446640882819 0.52662070236328473 0.54636615625763107 0.52561543320831594 0.53562797396049766 0.53905260076547534 0.52346564794194983 0.51471256031072732 0.53421993544126234 0.53105345286181449 0.5357139212298464 0.52551101603535166 0.54114697978874349 0.5188423221133952 0.52197524184967736 0.53434869172383659 0.52363202444548607 0.53445783649021639 leaf_count=16862 462 13311 20062 76504 8697 3429 14936 78952 23077 14137 14396 690 4202 4342 16956 28294 14707 17572 4561 29957 39646 2373 79676 118 59446 4795 18907 4197 17868 25250 5175 49317 95192 1211 106 46340 16207 2277 654 130 3361 14261 19088 9344 3599 internal_value=0 0.135853 -0.185214 0.162749 -0.0982292 -0.291373 -0.27972 0.2347 -0.257384 -0.0704215 0.0851063 -0.305661 -0.401529 -0.028165 -0.317238 -0.212307 -0.28375 -0.171907 -0.47203 -0.116895 -0.0303437 -0.465039 0.202058 0.283521 0.0501411 -0.104184 -0.0991385 -0.464122 -0.247882 0.329217 -0.316038 0.0594809 0.124744 -0.124755 -0.11223 -0.018329 -0.118905 -0.0670694 -0.0211302 -0.231274 -0.364238 -0.366678 -0.00181971 -0.33195 0.082478 internal_count=924644 533717 390927 502106 203563 31611 187364 260606 167867 186467 241500 81056 17096 12566 77305 86811 46088 40649 19497 86344 100123 19045 156180 104426 128313 8224 66282 12894 46162 25474 31381 108763 113187 36325 224 85986 35114 3751 2931 820 5734 31217 19550 26206 17995 shrinkage=1 Tree=1 num_leaves=46 num_cat=0 split_feature=26 17 32 14 11 17 20 17 12 11 20 32 12 12 32 17 1 1 30 30 17 17 30 17 17 11 17 17 12 17 17 30 30 9 8 8 12 12 29 11 9 17 17 14 11 split_gain=12350.9 6518.62 3354.32 1102.46 969.849 733.374 627.996 634.042 523.232 321.919 241.019 223.187 191.261 187.965 179.698 186.5 142.211 141.79 137.049 134.376 127.555 110.428 107.497 101.556 97.7002 91.7583 117.975 85.4318 83.3072 78.9635 76.8 76.5267 88.7867 76.4878 71.5172 71.2587 67.8447 67.4731 66.3986 63.2792 62.7695 59.5032 58.3044 53.4634 52.4605 threshold=0.73340840945452446 48.691793520167259 1.5000000000000002 20.216418420172314 0.86668422901299624 52.567838793623515 0.69308308963136012 44.292941237557926 75.716251762801377 0.83541777129727823 0.57391573153678188 1.5000000000000002 104.13351365237942 100.88782463805519 1.5000000000000002 71.353276643744806 471.50000000000006 770.50000000000011 1.0000000180025095e-35 1.0000000180025095e-35 55.485353569838409 44.583952318307361 1.0000000180025095e-35 40.749392009377253 50.815146876869434 0.83541777129727823 37.530679448042754 40.304149800652318 68.47056274847715 55.591399646673409 38.613317391377116 1.0000000180025095e-35 2.5000000000000004 0.89939331108602849 356.50000000000006 575.50000000000011 82.541630560342625 87.512193308819775 0.1324428984473135 0.82966359620771402 0.94824117656573514 50.461411182074457 51.865976557477659 81.686258765809541 0.65290591931216946 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 8 11 22 13 21 23 -4 16 28 25 15 20 -3 29 27 37 35 -1 -5 -2 -19 26 -8 38 -6 30 -10 41 -33 -22 -11 -7 -28 -9 -15 -23 -17 -18 -30 -40 -42 right_child=1 5 10 6 12 14 7 19 17 34 -12 -13 -14 18 -16 40 31 24 -20 -21 33 39 -24 -25 -26 -27 36 -29 42 -31 -32 32 -34 -35 -36 -37 -38 -39 43 -41 44 -43 -44 -45 -46 leaf_value=-0.011340470430564402 -0.0081804983611890071 -0.0019495596095834553 -0.017593464804397097 0.0017120311181418053 -0.0030785410062354251 -0.0034279309114661474 -0.0043216012690980229 0.0026826291420835964 -0.0097374678112115004 -0.0029692918997268878 -0.010245756971350328 -0.0076036917488825507 0.0068899622554950551 -0.017234815364892169 -0.0090182504345363464 -0.002092935693988952 0.0024592446176066461 0.0029479609022629544 0.0052405193581738299 0.0010463145929937771 -0.0077308911526412219 -0.0088308681933922384 -0.010418866109702911 -0.0020162969785435096 -0.0038862174946945071 0.0070342192641927436 -0.0037083942717740679 0.0079054532514954041 0.0020711426156655261 -0.008055920781070685 -0.0035790070365279776 -0.0055074246463781536 0.00081642296365448859 -0.0036297380930087712 0.0036405044377779078 -0.0012920464687317882 0.0056641696099584806 0.0053287666495533646 0.0094330781810631117 -0.0059540038318754143 0.0055262544636216779 0.00080647378545717829 -0.0028245483170116562 0.012403214960975777 0.0004981372860206843 leaf_count=18707 4892 21080 39868 1374 14775 30947 2223 14561 2997 2456 6988 4298 4584 121 5912 5425 54521 5620 15037 12522 6584 38800 3333 13071 5525 25991 1132 59978 11678 9233 26944 4512 8580 75646 19416 63475 11266 108228 61510 13807 4894 62009 4484 9291 6349 internal_value=0 0.0614891 -0.217221 0.155005 -0.147205 -0.0352397 0.174163 0.179466 -0.189658 -0.0020516 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79.4124 75.3103 71.2737 61.7311 60.3152 59.222 55.5144 54.5819 45.5336 44.7858 43.47 37.8695 35.727 35.3007 31.3164 44.7473 30.7041 30.4603 34.1526 29.6923 29.1961 27.0282 26.8774 26.8105 26.583 26.3055 threshold=215.05759617279753 1.5000000000000002 195.69933653238886 228.62695026773221 1.5000000000000002 0.62662761520463883 1.5000000000000002 91.262997694832649 171.96279377384033 235.97248490660076 223.16196127820726 206.81033201725893 0.60065137920725709 1.5000000000000002 43.79592997134629 29.500000000000004 0.74154557648860875 185.28626743537293 75.364364203308668 0.60065137920725709 982.50000000000011 74.322853480599591 243.300758001123 232.13863629265342 0.85655311679901858 423.50000000000006 326.50000000000006 71.353276643744806 0.1305768695998151 220.02585859737107 202.18590491393957 211.4970526443727 161.39626422959759 2528.5000000000005 1062.2500000000002 20.150085965006099 35.000000000000007 0.49573558828877984 40.500000000000007 235.04189723320161 8904.5000000000018 0.57653314553229451 51.593639772609457 0.50855641073775126 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 20 7 8 15 23 26 18 -6 39 -10 32 -9 38 25 -8 43 -13 -11 -5 -15 -4 -2 31 40 42 -27 -23 -1 34 -18 -12 37 -19 -16 -7 -24 -17 -28 -3 -43 right_child=1 5 4 9 12 13 19 16 14 22 35 21 -14 24 17 41 33 36 -20 -21 -22 27 28 -25 -26 30 29 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 44 -44 -45 -46 leaf_value=-0.010966530669413799 -0.0014760181170619111 -0.01738626666416249 -0.0059949722830982734 0.0061734622082200742 -0.016706578549246467 0.00033227030724724285 -0.01740981016703981 -0.0056457514403937051 -0.0028774841984033992 0.0092606031122586842 0.0029007787306442653 -0.0037981687367430808 -0.0094298517403614505 -0.0074274554003376575 -0.008378122041175752 -0.013819173847742075 0.0023943904967781483 -0.0089568390159352577 0.0016071452205317506 -0.012121325938002183 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40.1678 38.0498 37.3257 30.1885 30.1256 29.0562 27.9774 27.4915 27.4551 33.6626 46.1076 26.5601 25.661 25.6772 27.5327 24.8967 threshold=215.29362558634415 1.5000000000000002 195.69933653238886 228.62695026773221 1.5000000000000002 0.61035945336729314 1.5000000000000002 91.262997694832649 174.37495694737655 236.16821897666219 207.13992259360023 223.16196127820726 0.67267678512167206 231.97317287701904 0.78200858811745699 47.081062671737591 75.364364203308668 0.57833075335397333 374.50000000000006 152.99225468164795 40.447344284480117 74.322853480599591 189.33801607996526 232.13863629265342 244.75420870897037 202.18590491393957 319.50000000000006 0.1305768695998151 92.58326112068525 71.353276643744806 0.54245669148630904 220.02585859737107 211.4970526443727 165.61612006137327 98.086482314953741 2.5000000000000004 18.00000095367432 2528.5000000000005 57.034408569335945 0.7997977703620095 23.832409858703617 0.87535613691891856 0.94725920684460918 77.228107452392592 80.059397513309008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 18 7 8 19 23 16 26 30 28 -9 -10 25 -8 -3 34 33 -12 -17 -5 -11 -4 -2 -26 -7 32 -6 -28 -23 -21 41 -20 -13 38 -16 -40 -18 42 -1 -44 -27 right_child=1 5 4 9 12 13 17 14 15 24 21 36 -14 -15 37 22 40 -19 35 20 -22 29 -24 -25 27 44 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 43 -45 -46 leaf_value=-0.016060852112439794 -0.0015457635090765937 -0.016956137212792641 -0.0050159959660831949 0.0059425636007625201 -0.016597427861232434 -0.0082100905551736169 -0.016816079062360201 -0.0059238150340043443 -0.0039195276030570304 0.0090396291286075348 -0.0035685756436019357 0.0028432815655740958 -0.0067115691249683227 0.0037211384517588995 0.0025189950349679114 -0.0086635070669688723 -0.012432233541390933 -0.011669053731932501 -0.0098476705907448187 -0.0082301086234818702 -0.01102697222588072 -0.001527586907924678 -0.0065208374713660641 0.0073440146404112443 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0.3193 -0.0949818 -0.0178808 -0.416544 0.0501043 -0.0217278 -0.190492 -0.339322 -0.340657 0.11318 0.0737722 0.0225792 -0.166073 0.0432255 -0.235631 -0.309547 -0.187899 -0.0866852 internal_count=924644 537515 387129 505593 199733 31922 187396 167928 159291 260585 183002 245008 16731 12486 8637 84148 86444 19468 19436 75143 46958 96558 75037 159707 100878 83106 131749 12362 7666 85031 12649 125460 82448 10216 28185 7741 113259 6067 3842 759 3338 2466 1617 837 41603 shrinkage=0.0364949 Tree=4 num_leaves=46 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 16 16 26 17 20 1 12 16 14 16 20 16 11 6 17 16 29 16 17 1 17 17 30 7 10 16 29 28 26 14 12 split_gain=17793.9 4599.66 2474.48 2127.29 1239.71 1106.7 570.965 488.157 355.452 291.132 277.615 262.114 153.46 114.212 112.698 103.228 90.8007 70.0751 69.3478 61.9872 61.9554 54.4054 52.2153 49.3864 48.8713 47.547 41.4621 39.0684 36.6951 36.4094 35.2343 32.3828 39.3929 28.4017 26.7361 26.476 26.2858 25.99 27.9253 25.734 24.8187 24.7669 24.4727 24.3809 23.634 threshold=215.29362558634415 1.5000000000000002 195.69933653238886 228.95285787773096 1.5000000000000002 0.60207423219486367 1.5000000000000002 91.262997694832649 168.23617536969996 236.55049021558875 223.69992223950234 207.13992259360023 0.67267678512167206 44.857056012315446 231.97317287701904 184.39395943562613 0.78200858811745699 71.353276643744806 0.53291252147496471 367.50000000000006 79.23097038856281 232.60312879548562 19.340381464469825 202.18590491393957 0.76620502811573798 245.79240762156897 0.84712563073302072 0.1305768695998151 71.353276643744806 220.79564505354799 0.54245669148630904 148.96355155755461 40.749392009377253 423.50000000000006 50.963626457355367 75.364364203308668 2.5000000000000004 -56.309932708740227 0.85014917366685305 98.086482314953741 1.7169236061641129 302.50000000000006 0.56995200195349771 20.150085965006099 79.719300090006328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 19 7 8 26 21 22 17 30 -10 24 -15 -9 23 -8 -3 -13 -5 41 42 -7 -11 31 -27 -22 34 -6 39 -33 -19 -24 -17 -21 38 -18 40 -1 -2 -4 -12 -25 right_child=1 5 4 9 12 14 18 16 13 25 43 20 -14 15 -16 35 37 33 -20 36 28 -23 29 44 -26 27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.010020429778779276 -0.0079641991306336393 -0.016315079413224638 -0.0071178070039112978 0.0058766009457823336 -0.015981413735973473 -0.0069064743014881913 -0.016142738786431743 -0.0056269925670795083 -0.0035603244416777756 0.0088434935181226203 0.0028772616479384896 -0.0029075961564787442 -0.0065102220095507573 -0.0091885088415735641 0.0035557545579211355 -0.006853340877986668 0.0024064482046385551 -0.011018446933199063 -0.011118185051198805 -0.0095038252247352448 -0.00067257140251918059 0.0072249514818291194 0.00056214668637613336 -0.0046131575336610499 -0.0010561800605639207 -0.01272040598338137 -0.0083175087076338573 0.011853333734813605 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229.59122536397675 1.5000000000000002 0.63553929467371872 1.5000000000000002 84.669896276206799 165.61612006137327 223.69992223950234 208.8215768945316 237.56793809031294 0.67267678512167206 43.79592997134629 179.88255916371142 0.78200858811745699 29.630604288499029 71.353276643744806 374.50000000000006 0.53291252147496471 203.01332262790177 37.500000000000007 73.816756826189717 233.23475359564637 19.340381464469825 35.000000000000007 235.04189723320161 411.50000000000006 245.79240762156897 35.000000000000007 0.1305768695998151 40.500000000000007 444.50000000000006 0.56995200195349771 87.816756826189717 20.014260525273205 0.60160572963294545 33.000000000000007 190.74400981281718 48.361362199210866 1.0000000180025095e-35 0.55353191207062413 33.000000000000007 33.000000000000007 764.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 18 7 8 21 24 17 23 33 -10 -15 -9 -7 20 -3 -8 -4 36 -12 -5 -2 27 -18 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internal_count=924644 533605 391039 502040 203547 31565 187492 167972 157571 262202 186469 239838 17078 104850 95484 10401 11622 103215 19943 19520 98554 52721 83254 162869 138559 64488 8045 28073 76969 117616 9105 7207 4661 12897 51263 123643 29424 73967 36415 8267 52685 7299 17790 105853 48534 shrinkage=0.0364949 Tree=6 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 16 16 20 17 16 16 26 1 16 29 17 26 0 14 17 0 14 29 29 20 0 13 10 1 1 4 16 16 16 0 19 5 11 26 5 split_gain=15336.3 4147.88 2079.68 1831.59 976.941 954.944 457.115 427.553 302.609 270.412 252.069 217.224 122.497 109.737 103.289 83.4259 79.1571 71.9043 69.6873 58.4894 56.0953 55.3395 50.719 49.0894 46.4083 40.2727 39.8336 35.8469 35.0841 34.8334 34.6256 33.6156 32.7653 45.7497 32.4879 32.23 32.2232 32.143 27.6043 25.0601 24.9612 30.4629 44.8511 23.9501 23.0659 threshold=213.85555679453964 1.5000000000000002 228.14982386035021 193.90694175676046 0.60207423219486367 1.5000000000000002 1.5000000000000002 91.262997694832649 234.69874983117236 165.61612006137327 222.09114081681506 203.84211255411259 0.71818773931235946 43.79592997134629 228.47130970471682 179.88255916371142 0.78200858811745699 463.50000000000006 240.53155063924297 0.5332562387930625 75.364364203308668 0.57833075335397333 43.000000000000007 19.340381464469825 75.364364203308668 35.000000000000007 18.425773364233279 0.64566493864883812 0.56795114319130768 0.77552802780500862 33.000000000000007 26.497674141931039 0.98665312932911686 10175.500000000002 373.50000000000006 24.659848213195804 230.99510734715696 209.14249592798032 225.7386693665151 33.000000000000007 2528.5000000000005 57.924034118652351 0.7997977703620095 2.00545483397469 28.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 19 11 7 9 26 22 23 20 28 -11 29 -15 -9 -13 -10 -3 31 -8 27 -2 37 34 -4 -1 -7 -6 -25 -5 -20 -34 -17 -16 -28 -19 -12 -33 41 -18 -43 -41 -32 right_child=1 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254542 172892 16020 96083 13272 86885 8470 106408 129379 20424 66484 18588 53352 131468 80498 55501 141622 33733 12727 6601 110333 63618 39023 485 24268 6671 134423 78062 123074 50008 5934 3734 722 32092 56681 shrinkage=0.0364949 Tree=7 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 16 16 20 0 16 29 26 12 16 17 17 20 29 17 0 16 8 14 29 12 7 16 16 16 26 10 8 29 0 16 26 17 17 9 17 split_gain=14244.1 3876.84 1968.66 1665.03 904.563 887.424 395.413 396.016 277.46 246.524 225.545 220.594 108.862 103.594 86.4685 75.836 75.3895 67.5856 64.018 56.8097 52.6985 51.7182 45.7221 45.1375 40.7608 38.8394 38.428 36.7643 34.0143 33.9947 33.3008 33.2156 31.8549 30.972 30.9333 30.4792 43.0587 27.7868 26.7711 25.5634 24.2248 23.4719 23.1074 23.0867 22.2791 threshold=213.61566950056451 1.5000000000000002 228.14982386035021 192.70510547484204 0.63553929467371872 1.5000000000000002 1.5000000000000002 91.262997694832649 234.69874983117236 220.98045095476124 162.77141173389211 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25632 370 7554 5090 16895 108707 34234 73916 64213 113203 19534 42041 3981 5147 8923 shrinkage=0.0364949 Tree=9 num_leaves=46 num_cat=0 split_feature=16 32 16 16 32 20 17 32 16 16 16 16 20 20 0 2 17 12 16 17 8 1 16 0 17 1 17 29 29 16 14 0 0 30 29 0 9 1 8 29 16 20 0 29 24 split_gain=12267.4 3351.82 1695.53 1439.63 800.857 790.002 336.178 278.285 275.102 222.583 186.244 166.41 133.511 99.9498 96.896 90.1914 62.3131 58.2009 56.7929 51.0117 47.0669 41.3686 38.2815 38.1063 36.3361 34.2759 33.6329 35.7082 31.0938 30.5667 29.9416 29.8156 28.9678 26.8207 26.2536 26.1156 25.8122 33.1394 25.3452 24.3783 23.9917 22.857 22.7338 22.6984 22.2437 threshold=213.61566950056451 1.5000000000000002 227.53954353538185 190.74400981281718 1.5000000000000002 0.60207423219486367 91.262997694832649 1.5000000000000002 234.69874983117236 203.41846928505342 220.98045095476124 162.77141173389211 0.66509115274016595 0.73637407809625233 35.000000000000007 41.253205128205131 75.364364203308668 90.387824638055193 239.30472611996484 41.160866172160617 374.50000000000006 367.50000000000006 230.99510734715696 37.500000000000007 71.353276643744806 443.50000000000006 47.472717914218812 0.49573558828877984 0.60065137920725709 235.04189723320161 19.257235258238946 40.500000000000007 33.000000000000007 1.5000000000000002 0.63160950271178684 33.000000000000007 0.9388791701984589 393.50000000000006 485.50000000000006 0.55951323691110566 247.07767004833843 0.69308308963136012 33.000000000000007 1.5892165613723115 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 20 7 11 22 16 25 23 -8 28 19 38 26 39 -10 -13 -3 -21 -4 34 -19 -2 -5 -28 -6 -17 -12 -14 -27 -22 -1 -32 -16 -38 -7 -11 -20 -9 -29 -44 -33 right_child=1 5 8 4 13 15 12 41 18 17 30 14 31 -15 36 29 -18 24 40 21 33 -23 -24 -25 -26 32 27 42 -30 -31 35 44 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.0094986309659763346 -0.0006580264549849265 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leaf_count=15662 18484 12559 75647 3570 9931 1575 2061 13513 76527 8478 15500 5433 5409 3281 5660 4190 3516 58988 46863 16070 1833 19990 79444 20959 3025 45519 7616 23413 4238 3050 67795 1074 50317 6197 10412 46913 10630 28682 4485 35925 5851 1931 38529 2854 1045 internal_value=0 0.0923702 0.111907 -0.143632 -0.0879445 -0.212506 -0.215067 -0.226751 0.164415 -0.0687188 0.0508503 -0.212049 -0.0335784 -0.292777 -0.18601 -0.0225402 -0.108752 -0.0388124 0.19849 -0.151159 -0.33522 -0.164768 0.136021 -0.25992 -0.0190233 0.0213969 -0.114774 -0.119446 -0.329196 0.0527995 0.0767097 0.0281622 0.0290013 -0.275426 -0.2344 0.082284 -0.218165 -0.209074 -0.11255 -0.0664498 0.223747 -0.353836 -0.111832 -0.125921 -0.0723862 internal_count=924644 562749 528860 361895 203364 33889 158531 148942 284332 185914 244528 133498 9589 17450 86465 13300 79498 106416 129241 41493 20589 36060 155091 47033 62013 114320 75982 72412 14169 7240 130208 7528 95836 8030 26074 114708 44972 39312 6060 44403 52714 15444 64796 41383 2119 shrinkage=0.0364949 Tree=10 num_leaves=46 num_cat=0 split_feature=26 17 30 14 11 0 0 20 2 20 17 17 0 9 22 0 12 1 1 14 11 1 11 12 11 0 28 30 17 1 30 30 30 17 1 30 12 0 9 17 0 0 1 12 20 split_gain=6613.53 3322.06 1375.35 599.476 552.519 544.879 384.184 362.427 279.749 253.625 255.357 201.553 189.267 179.094 123.572 118.556 118.027 110.198 103.026 100.728 99.8176 91.0404 90.9398 80.7373 73.2494 67.185 64.354 61.49 59.2016 59.0079 56.192 56.0899 55.9067 55.1005 52.3565 52.2346 50.816 50.2569 49.723 40.7943 40.7808 38.9506 38.2437 37.3898 34.8489 threshold=0.72785062684999058 48.548601038511308 1.0000000180025095e-35 20.286534768785881 0.86078988413547253 46.500000000000007 45.000000000000007 0.58356967822279371 15.980384615384617 0.69308308963136012 43.89713070678966 52.496593122599869 43.000000000000007 0.9343124023693038 1265.2500000000002 40.500000000000007 104.13351365237942 407.50000000000006 595.50000000000011 20.945799018375876 0.83541777129727823 499.50000000000006 0.8304547985522811 103.6126983722081 0.84617583674187458 31.000000000000004 1074.2500000000002 1.0000000180025095e-35 68.061131378923264 378.50000000000006 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 50.963626457355367 467.50000000000006 1.0000000180025095e-35 47.674621202458759 24.000000000000004 0.94725920684460918 38.402557259768066 49.500000000000007 20.000000000000004 344.50000000000006 89.816756826189717 0.71818773931235946 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 8 11 9 -4 15 32 23 21 20 26 22 17 25 -1 -15 -13 41 -3 40 37 -20 36 -7 39 -21 -10 -16 -23 -5 -31 -17 43 -6 -11 -30 -25 -8 -2 -22 -12 -33 right_child=1 5 7 6 16 13 14 -9 29 10 35 19 -14 18 30 34 -18 -19 24 28 42 31 -24 27 -26 -27 -28 -29 38 33 -32 44 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.006321053712193654 5.8052450527499943e-05 -0.00077319426158877912 -0.012583181004308778 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3679 11222 11612 32079 19417 31987 4155 25337 10417 21603 4672 11515 48448 82922 2177 86959 9251 45084 20172 11076 4905 12680 5035 8592 2755 745 2507 8323 8102 10726 19386 10018 9992 64236 3588 6325 18707 93388 11199 internal_value=0 0.0444451 -0.160695 0.112258 -0.111823 -0.0232275 0.126731 -0.300889 -0.147757 0.137775 0.141122 0.00179655 -0.00229215 -0.0833228 0.0183658 -0.17746 -0.00852289 -0.14876 -0.0683292 -0.0258307 0.020785 0.0303157 -0.0392449 0.166974 -0.0482076 -0.0291482 -0.195458 0.180004 -0.00991964 -0.0624734 0.0906109 0.0443594 -0.122337 -0.0247905 -0.227895 0.10678 0.00204353 0.129213 0.0478322 0.18765 -0.122962 -0.0399516 0.0659273 0.113121 -0.0198975 internal_count=924644 723908 200736 361580 148848 362328 321019 51888 110433 291329 287628 255808 40561 106520 29690 81906 38415 52201 93957 129936 36406 125872 16518 164097 68620 33743 12563 122000 97949 28527 13172 98903 3701 16915 29705 123531 22667 42097 15027 109320 7267 15522 20884 112805 11944 shrinkage=0.0364949 Tree=11 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 20 17 20 2 29 17 12 16 16 16 16 17 17 12 0 29 23 0 17 0 17 10 1 29 22 16 29 14 9 13 16 25 23 split_gain=10862.7 3034.05 1640.12 1101.61 688.613 596.661 292.458 235.23 225.929 204.288 160.738 143.478 116.389 83.3532 73.8637 71.2344 63.1898 60.2739 51.785 48.0418 44.0191 34.6608 33.3431 32.9774 32.8697 32.0092 30.6436 30.4805 28.8356 27.9685 27.5348 26.3389 27.1299 25.6866 38.4436 24.3019 23.3335 23.2357 23.2327 22.5206 21.9492 19.7781 19.7357 19.7001 19.438 threshold=212.05783625730996 1.5000000000000002 227.53954353538185 190.0211181661461 0.64294872532468939 1.5000000000000002 91.262997694832649 234.86028314821195 1.5000000000000002 220.02585859737107 202.58465621548558 162.77141173389211 0.66509115274016595 43.691779877855552 0.73637407809625233 42.876275510204088 0.5332562387930625 75.364364203308668 90.387824638055193 240.53155063924297 178.81187025097299 230.83397656956981 223.69992223950234 47.311978358347794 68.061131378923264 72.745689014324242 28.000000000000004 0.62372115954457297 0.92419783802333566 35.000000000000007 48.312447437086568 33.000000000000007 50.963626457355367 0.98665312932911686 10175.500000000002 0.5332562387930625 2542.2500000000005 231.64291757312063 1.5322205828708411 48.361362199210866 0.9343124023693038 24.80314980537986 247.07767004833843 1133.7500000000002 1.8350001666833353 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 10 8 21 11 25 17 26 -8 -13 35 -6 -3 23 -12 -9 -15 -4 30 -5 44 -2 -1 -25 -14 -22 -11 -27 -33 42 -35 -7 43 -17 -29 -18 -28 -42 -21 -30 -20 right_child=1 4 7 5 15 14 12 19 -10 22 18 13 28 20 -16 37 39 -19 24 33 29 -23 -24 27 -26 31 40 38 36 -31 -32 32 -34 34 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 leaf_value=-0.0077774414100372485 -0.0015144497213733046 -0.012374430121873661 0.0040892026615663574 -0.00067048403483516909 -0.0033716991227312992 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2970 2986 6847 3417 48488 32737 17498 86466 79086 13286 3408 51853 5551 51972 2284 22485 56039 12352 43104 350 133 4836 2008 3747 4009 845 10188 13650 5798 817 1680 internal_value=0 0.0827683 0.101135 -0.141975 -0.199931 -0.0899592 -0.204206 0.153838 -0.215275 0.0444164 -0.07254 -0.201835 -0.0336778 -0.176858 -0.274737 -0.0110058 -0.302178 -0.106603 -0.0446842 0.186134 -0.189035 0.128229 0.0692168 -0.112696 -0.0244137 0.0132463 -0.245909 -0.117499 0.025195 -0.16682 0.0529945 0.0182397 0.00309038 0.215278 -0.0139016 -0.307243 0.0668129 0.058918 -0.107279 -0.22813 -0.265726 -0.252538 0.21815 0.0124312 -0.0308695 internal_count=924644 584328 548680 340316 35648 185374 154942 284411 145498 264269 169404 130337 9444 83191 15970 12518 23130 76211 93193 125781 72467 158630 147172 72794 53576 117097 47146 69267 7371 39983 68086 107309 55456 39018 483 13000 5109 6733 55981 7692 29389 23838 38535 3101 50168 shrinkage=0.0364949 Tree=12 num_leaves=46 num_cat=0 split_feature=26 17 32 1 11 20 17 17 2 32 2 11 17 2 22 20 9 12 30 2 2 1 30 1 2 9 17 12 9 8 17 11 2 11 17 15 30 21 1 17 11 22 11 17 8 split_gain=5752.55 2876.08 1390.8 548.788 454.615 314.304 313.912 278.123 244.681 112.217 118.388 110.09 109.37 100.517 98.8951 98.8342 97.4084 86.3507 81.7223 78.4978 76.6329 60.7747 55.9238 60.6154 52.1506 50.861 46.0569 53.2318 45.4148 43.9172 42.1507 41.4553 40.9963 39.0772 60.8972 38.3682 37.1179 35.8095 35.5787 34.4037 31.4212 29.3318 28.7739 28.0892 27.8703 threshold=0.71547790386872989 48.691793520167259 1.5000000000000002 496.50000000000006 0.86078988413547253 0.64294872532468939 53.217105747878399 44.292941237557926 15.980384615384617 1.5000000000000002 17.452605570530103 0.8737357413828003 71.353276643744806 40.255434782608702 1094.2500000000002 0.53291252147496471 0.92706092526712347 75.716251762801377 1.0000000180025095e-35 20.080816326530613 17.182745825602975 451.50000000000006 1.0000000180025095e-35 715.50000000000011 11.452605570530102 0.94872052674184193 53.511704361270354 76.159902576697334 0.93800758938190076 469.50000000000006 41.160866172160617 0.65912781165978107 22.101020408163269 0.82610136602048079 37.970014256799729 0.43100062202805073 1.0000000180025095e-35 1.5000000000000002 802.50000000000011 44.583952318307361 0.8556082574650633 241.25000000000003 0.93306462094030396 51.097903068110156 620.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 8 -5 9 13 17 10 21 19 16 22 24 -4 35 39 32 30 29 -3 23 33 42 37 27 -10 -23 -18 -2 -27 -9 34 -7 -8 -15 -14 -19 -1 -31 -13 -6 -16 -30 right_child=1 6 15 5 14 7 12 18 26 -11 -12 41 25 36 43 -17 20 38 -20 -21 -22 28 -24 -25 -26 31 -28 -29 44 40 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0083638923709770958 -0.0058745208520468838 -0.0025858933594694196 -0.011925607400366991 -0.0065014782658130554 -0.0028735504689393811 -0.0037995187438156666 -0.0074037256715381522 0.0027653517025431626 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10545 33071 66890 12830 6196 58688 22615 9237 12985 9223 4764 3728 39797 14871 13491 2602 921 46890 internal_value=0 0.0406578 -0.153228 0.102629 -0.105841 0.116327 -0.0228209 0.119577 -0.138089 0.00637776 0.0106066 -0.00567095 -0.0525884 0.144436 -0.0102372 -0.304879 -0.0608291 -0.165973 0.0851337 -0.0425682 -0.0520627 -0.0115648 0.122845 0.12964 -0.0324491 0.0216233 -0.058509 -0.0299733 -0.00152336 -0.0681076 -0.0821321 0.0610951 0.0933196 0.0960081 0.0481852 -0.12986 0.169113 -0.0504669 -0.119317 -0.188639 -0.0590456 0.0661629 -0.0638302 0.109472 0.00538436 internal_count=924644 731109 193535 369947 147458 328411 361162 324826 110265 182323 177175 41536 178839 188660 37193 46077 160965 81654 136166 27441 142827 102079 100622 92903 31372 17874 28611 19000 87295 96517 17736 11550 122490 33985 11370 18138 88038 6324 26698 54956 81761 14095 19701 5821 79961 shrinkage=0.0364949 Tree=13 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 20 17 16 20 29 17 0 12 16 0 0 14 0 14 1 14 23 17 17 10 1 17 29 29 16 22 27 18 12 30 16 16 7 split_gain=9622.78 2639.89 1417.59 1003.6 598.236 506.081 270.525 204.211 190.915 178.991 138.152 137.047 102.246 77.7188 64.211 62.6395 55.9277 47.6055 45.6353 43.4628 40.7142 34.7208 29.5338 32.699 28.6363 28.5867 27.9441 27.911 27.1052 26.9677 26.2906 25.5932 36.2531 25.2149 27.4423 22.7828 22.6782 22.1804 22.3176 22.0606 21.378 21.2598 19.89 19.6795 19.2792 threshold=212.05783625730996 1.5000000000000002 227.53954353538185 190.74400981281718 0.65088019595980473 1.5000000000000002 91.262997694832649 235.04189723320161 1.5000000000000002 220.02585859737107 162.77141173389211 203.01332262790177 0.66509115274016595 42.756605170900336 228.31469691708148 0.70555413639422671 0.5332562387930625 71.353276643744806 35.000000000000007 90.387824638055193 240.53155063924297 29.500000000000004 33.000000000000007 18.226165115231776 43.000000000000007 19.496000195888666 367.50000000000006 19.87596342597789 0.92419783802333566 71.353276643744806 50.963626457355367 0.98665312932911686 10175.500000000002 47.472717914218812 0.49573558828877984 1.6614695552213445 178.81187025097299 2542.2500000000005 16.500000000000004 1.5000000000000002 96.787319574666853 2.5000000000000004 216.22693441359519 230.21083388026858 -18.434947013854977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 11 8 21 10 25 24 17 -8 -12 40 -7 -3 33 26 -13 -9 43 44 -24 -1 -2 -15 -23 -14 -21 -27 -22 -33 -5 -35 36 -20 38 -30 -16 -6 -18 -32 -4 -11 right_child=1 4 7 5 14 15 12 20 -10 22 13 19 28 18 39 -17 41 -19 35 29 31 27 23 -25 -26 30 -28 -29 37 -31 42 32 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0078412349271938936 -0.00074163534717654829 -0.011480502238821218 0.0040810153646370995 -0.00075818580081701945 -0.0062789945281476961 -0.010489805302649136 -0.0082178073475189274 0.0059272678253858889 -0.011227143092786135 0.0036559716426951181 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2073 22987 2035 1379 2305 4329 4643 32577 73431 64225 internal_value=0 0.077949 0.0950883 -0.133611 -0.185536 -0.0829033 -0.19181 0.144062 -0.202294 0.0423505 -0.190111 -0.0667072 -0.0288479 -0.166366 -0.00740286 -0.254842 -0.2796 -0.0979145 -0.176762 -0.0402666 0.174915 0.120805 0.0655819 0.0478586 -0.233742 0.0131967 -0.149638 0.0997431 0.0255656 -0.0214173 0.0204738 0.201539 -0.0253303 -0.103782 -0.10799 -0.198585 -0.19337 0.0655484 0.013139 0.0641558 -0.080131 -0.211167 0.030352 0.130964 0.0769119 internal_count=924644 584570 548867 340074 35703 181734 158340 284590 148769 264277 133348 166089 9571 86352 12338 15645 23365 76178 77095 89911 122320 162270 147077 57356 46996 117200 34373 52803 7494 51822 96294 39084 491 72200 68717 42722 40649 5197 3162 6219 6119 7903 70940 109467 89721 shrinkage=0.0364949 Tree=14 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 32 16 16 20 17 16 20 29 17 0 16 12 16 26 17 0 13 17 0 17 14 17 15 18 13 12 29 29 14 12 0 16 10 1 16 0 split_gain=8928.97 2492.28 1367.56 872.76 557.391 447.699 252.884 190.147 182.612 179.634 126.993 115.848 95.4127 71.5534 61.5763 57.6713 52.6964 44.0846 41.8748 41.5345 39.4315 39.1269 32.8564 32.0174 30.1564 27.9194 27.9056 27.8201 26.8629 26.222 24.467 24.1945 21.6831 21.6433 21.5613 21.3379 21.2008 21.0093 20.6475 19.6179 19.4895 19.4708 36.2201 22.1035 19.2358 threshold=211.4970526443727 1.5000000000000002 227.53954353538185 190.74400981281718 0.65088019595980473 1.5000000000000002 91.262997694832649 234.69874983117236 218.65206847187582 1.5000000000000002 162.77141173389211 202.18590491393957 0.66509115274016595 42.756605170900336 228.62695026773221 0.78505567659703934 0.5332562387930625 75.364364203308668 40.500000000000007 239.30472611996484 79.23097038856281 223.69992223950234 0.9335406211141094 79.540048092503454 29.500000000000004 24.394967606732568 48.312447437086568 45.000000000000007 52.428301261029652 19.87596342597789 48.009979773148949 0.32147890006821073 1.5000000000000002 26.497674141931039 96.787319574666853 1.6614695552213445 0.65236776150903586 48.361362199210866 75.716251762801377 43.000000000000007 178.81187025097299 0.98665312932911686 10175.500000000002 245.79240762156897 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 11 9 24 28 10 27 17 -8 -12 34 36 -3 30 25 -9 -13 26 -14 -22 -4 -15 -10 -1 44 -26 -5 -32 -16 -33 -6 40 -7 -18 -30 -24 -20 43 -43 -21 -2 right_child=1 4 7 5 14 15 12 19 21 -11 13 20 22 18 32 -17 37 -19 35 41 23 -23 39 -25 29 -27 -28 -29 38 -31 31 33 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0075780389953885186 0.00024445283316470843 -0.011071951498929158 0.0045571153925237605 -0.00089527744490975421 -0.0060848600122531222 -0.010912128018299079 -0.0079295280985838702 0.0055528354117560155 0.00013933474719135107 -0.01083457902526268 -0.0028156305480054786 -0.0030491860337203652 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21444 internal_value=0 0.0736974 0.0902869 -0.131019 -0.180202 -0.0822041 -0.184719 0.13874 0.0394696 -0.19484 -0.183023 -0.0666381 -0.0271103 -0.160252 -0.0090613 -0.247117 -0.269949 -0.0972103 -0.170217 0.167036 -0.0428599 0.0594225 0.0253391 -0.0320496 0.115105 -0.147611 0.0453033 -0.224796 0.00570937 0.0951707 -0.102678 -0.107381 0.0633528 -0.104273 -0.0771753 -0.194225 -0.273653 -0.203742 0.0211138 0.0745381 -0.188573 0.188604 0.00702225 0.190633 -0.0116073 internal_count=924644 591704 555414 332940 36290 174403 158537 284322 271092 148971 133509 159361 9566 86408 12484 15042 23806 69720 77156 129399 89641 170389 7498 70825 154923 39738 91208 47101 100703 50937 66572 62793 6051 61257 6433 37418 12708 7988 53294 4830 35433 52833 584 52249 47409 shrinkage=0.0364949 Tree=15 num_leaves=46 num_cat=0 split_feature=16 32 16 16 32 23 17 16 32 16 16 16 26 17 21 29 1 17 12 16 17 0 0 16 17 11 9 4 0 12 23 0 29 23 2 26 30 29 16 9 13 17 16 1 9 split_gain=8286.17 2288.2 1219.29 859.64 452.166 424.942 229.046 192.427 156.405 137.905 135.471 104.619 86.1317 74.9917 59.7173 56.4601 52.3969 45.9701 40.5894 39.1766 32.3393 31.6308 30.4431 30.2166 30.1944 29.2021 26.2885 25.9418 25.0506 25.8646 23.8738 22.663 22.3764 21.4977 21.2366 20.246 19.2259 19.1671 18.9972 18.9046 23.616 18.0226 17.9766 17.9546 22.8595 threshold=212.05783625730996 1.5000000000000002 227.0358337240194 189.33801607996526 1.5000000000000002 0.67830040087057897 91.262997694832649 234.69874983117236 1.5000000000000002 220.02585859737107 201.2868333527833 165.61612006137327 0.90087744754224175 46.511322203898096 1.5000000000000002 0.65236776150903586 920.50000000000011 75.364364203308668 90.387824638055193 239.30472611996484 68.061131378923264 29.500000000000004 43.000000000000007 174.37495694737655 47.472717914218812 0.75071123899248915 0.95053119293401989 18.00000095367432 33.000000000000007 75.716251762801377 1.8350001666833353 35.000000000000007 0.63851020598709762 0.5293834569438941 20.080816326530613 0.51408790801677728 1.0000000180025095e-35 1.5322205828708411 230.21083388026858 0.95462714185143815 152.39116129243993 40.156769738661346 247.07767004833843 2442.5000000000005 0.9521842073158181 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 16 8 21 11 25 17 22 39 41 -7 -6 33 24 -12 -9 30 38 35 -15 -5 26 -2 -23 -11 -30 -20 -25 -26 -3 -16 -1 -29 -34 -4 40 -8 -13 -21 44 -14 right_child=1 5 7 4 15 14 12 19 -10 28 18 13 43 23 34 -17 -18 -19 20 42 -22 27 -24 31 32 -27 -28 36 29 -31 -32 -33 37 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0081866397677493857 4.0403678838909943e-05 -0.010837084838029001 0.0037388642586471386 -0.00054049245816091031 -0.010337799137431219 0.0035563132920953511 -0.0083426746191755229 0.0053408443343767624 -0.010490635775126014 0.0025497670102968138 -0.0023336060726246487 -0.0013562577631780796 -0.0042622444973212346 -0.0076276738209439168 -0.0054339389486413375 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61.8673 59.6168 53.2076 51.6935 45.5822 43.3548 38.6532 35.5449 31.2199 30.2108 29.5589 29.0761 28.8293 28.5577 28.2607 26.4979 25.6483 25.876 25.3148 23.6698 22.8194 22.5345 22.1446 21.9238 21.5049 20.8795 20.4734 20.4714 20.2638 20.0371 19.8613 18.822 threshold=215.53935192666088 1.5000000000000002 197.9020792704948 229.59122536397675 1.5000000000000002 0.67830040087057897 0.62372115954457297 79.540048092503454 1.5000000000000002 223.52316356942501 237.35798550724641 179.88255916371142 208.8215768945316 0.75118896651140499 0.93621105192708154 29.500000000000004 1.5000000000000002 374.50000000000006 33.000000000000007 43.000000000000007 79.540048092503454 0.91816112021481344 161.39626422959759 -57.386739730834954 29.500000000000004 25.380492967873753 1.6111079378019875 -12.528806686401365 423.50000000000006 302.50000000000006 57.105599424571842 50.183469289460668 2542.2500000000005 245.79240762156897 171.96279377384033 54.304141693856984 -77.435516357421861 45.040203268994766 426.50000000000006 33.000000000000007 14.426957607269289 28.000000000000004 0.98665312932911686 40.156769738661346 18.382040023803714 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 12 17 8 11 15 27 24 14 20 -6 41 22 -7 -3 -13 -16 28 -9 -1 -23 -5 -14 -20 36 -4 40 31 -31 -25 -12 -17 -27 -2 -11 -22 -39 -29 -8 -35 -24 -41 right_child=1 5 4 10 13 16 7 21 -10 37 33 18 25 -15 19 34 -18 -19 26 -21 38 23 43 32 -26 35 -28 29 -30 30 -32 -33 -34 42 -36 -37 -38 39 -40 44 -42 -43 -44 -45 -46 leaf_value=-0.0070954303920146315 0.00065827623831799052 -0.010528737573666467 -0.0034012137692189873 0.0047023385783822053 -0.0094387323792957719 0.0036805354494019501 -0.0064980607574212524 -0.0029698973640955974 -0.010452650351487217 0.001294764146093713 0.0058745464761807394 -0.0029450442062769464 -0.0024368085319910198 -0.0041665523964124736 -0.0046978085960494463 -0.0085383731054059064 -0.0021318048359537985 -0.0067912552485345596 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28.6107 28.3601 27.4516 25.3832 24.8419 23.2315 22.5348 22.5327 22.4292 22.3251 22.2097 20.8973 20.6393 21.2419 19.8988 19.7821 18.8037 18.5632 18.2163 17.2937 17.2116 17.0958 18.1045 threshold=216.69103278220254 1.5000000000000002 197.9020792704948 230.0646453762474 1.5000000000000002 0.66544956412619438 1.5000000000000002 84.669896276206799 174.37495694737655 208.8215768945316 223.69992223950234 238.26210802975899 89.816756826189717 49.632142289081621 52.592475511427942 29.500000000000004 0.78200858811745699 186.165358603182 79.540048092503454 0.49573558828877984 0.95556129624845731 0.71062954031201631 29.500000000000004 76.645183950935902 23.017046674735628 50.183469289460668 13.131255127153407 65.473611075682101 0.84800181488203275 54.304141693856984 33.000000000000007 20.216418420172314 40.500000000000007 19.340381464469825 -56.309932708740227 0.88304351790718127 0.58466622211666708 419.50000000000006 128.56176231176235 38.1901032835232 247.07767004833843 150.95777859861568 0.94260480455413187 29.74309168420432 1.3118444488422722 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 9 27 7 8 15 18 25 22 -6 39 21 28 -9 -15 26 -8 -17 -7 33 -11 -22 -2 -4 -3 41 -25 -12 -32 34 -5 35 -18 -27 -20 -37 -10 -13 -1 43 -19 -45 right_child=1 5 4 11 12 14 19 16 13 23 30 40 -14 17 -16 20 32 42 37 -21 24 -23 -24 29 -26 36 -28 -29 -30 -31 31 -33 -34 -35 -36 38 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0075126270893471694 0.00065766713667911368 -0.010376488899978801 -0.0026934165859500404 0.0028830194062377775 -0.0096268107416079673 -0.0058667817606572557 -0.010336406455993527 -0.0038177670858512199 0.0013637881089760774 -0.0017845746775563825 0.0031088068687256665 0.0058420094672619067 -0.0050608032301461443 -0.0059103541076965119 0.002713030276852023 -0.0091640976602435972 0.0018623411636490665 -0.0049390948547709855 -0.013368714144568774 -0.0072504190524274653 -0.008690205216327988 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22.0963 22.096 21.8898 21.8552 21.2314 20.7689 23.3904 20.3309 20.0173 21.1423 19.9759 19.5242 19.1927 18.4819 18.2069 18.1325 threshold=213.61566950056451 0.58356967822279371 228.62695026773221 193.90694175676046 1.5000000000000002 0.65813663333235695 0.72424715951549867 84.669896276206799 222.09114081681506 237.56793809031294 1.5000000000000002 171.96279377384033 204.23263451396107 1.5000000000000002 35.000000000000007 1.5000000000000002 1.5000000000000002 1.5000000000000002 43.000000000000007 0.73221999418889816 29.500000000000004 1.5000000000000002 0.76153632359858048 75.364364203308668 43.084903654243305 29.500000000000004 15.609903381642512 40.500000000000007 1.6614695552213445 3.5000000000000004 715.50000000000011 0.81886253887228733 1.4456989541031573 0.91512141009267456 447.50000000000006 0.94621270419544323 146.93370920711439 245.79240762156897 0.98665312932911686 0.89211736766844674 0.75602381157936727 26.00000095367432 275.25000000000006 71.353276643744806 21.95436418270096 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 -2 10 13 11 16 15 -5 18 20 36 24 25 19 41 33 39 43 -6 -18 26 -13 29 42 40 -16 -4 -21 -19 -24 -8 -22 -36 -1 -11 -39 -3 -9 -10 -14 -7 -27 right_child=1 2 9 5 21 12 7 27 17 37 -12 14 23 -15 28 -17 22 31 -20 30 34 -23 32 -25 -26 44 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0086052749218369553 0.00069544879501234186 0.0026142770296328551 0.0045526790110415058 -0.0037564131698495287 -0.0053220229928190527 -0.0017730641390647749 -0.0082224976557403167 -0.0021719676260008171 0.0013883007575442449 0.0054453026877349722 -0.0088265547291330113 -7.49935646203567e-05 -0.0062396980911788641 -0.0093947282973822609 -0.0050814581798769532 0.0017345884007546805 -0.0052473572897136535 -0.0029250247819434566 -0.007764399933098444 0.00025748974021622074 -0.0049453185082159361 -0.0094487611278482441 0.0002310195548921658 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22.7516 29.6018 20.8382 19.5454 19.2907 19.2097 18.2781 18.0112 17.3961 17.0362 20.725 threshold=211.4970526443727 1.5000000000000002 227.0358337240194 189.33801607996526 0.60207423219486367 1.5000000000000002 91.262997694832649 234.03914603141436 1.5000000000000002 218.65206847187582 202.18590491393957 162.77141173389211 0.66509115274016595 29.049450549450551 46.511322203898096 0.73637407809625233 75.364364203308668 239.30472611996484 1643.5000000000002 79.23097038856281 -14.912445068359373 56.803688154246878 248.25000000000003 174.37495694737655 47.311978358347794 0.91807132475877229 52.428301261029652 0.76620502811573798 0.88740495196489788 79.540048092503454 1.0000000180025095e-35 21.054636524074755 0.49573558828877984 98.086482314953741 146.93370920711439 39.167569534027933 77.228107452392592 -75.059928894042955 35.000000000000007 33.000000000000007 36.506511747336816 2.088571080125817 0.79233661886787721 47.852121151857368 223.16196127820726 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 18 10 8 30 11 26 16 28 -8 -6 40 -7 24 -9 -3 -12 37 22 -22 -16 -5 -14 39 -15 -1 -21 31 -4 -26 36 -35 -36 -30 -11 -25 -2 -13 -34 -28 -24 -45 right_child=1 4 7 5 13 15 12 17 -10 20 19 14 25 27 23 -17 -18 -19 -20 29 21 -23 43 38 32 -27 42 -29 33 -31 -32 -33 41 34 35 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0096006985809324093 0.00022607516984523871 -0.0089953191257655055 0.0024724282985456574 -0.00014251680385240985 -0.0038943032725243902 -0.0084572823170377519 -0.0066575156283628185 0.0045732538817856924 -0.0091072491734432263 0.0014835819859667823 -0.0026230733894476482 -0.00061727928748675151 -0.0021741137803654321 -0.0017446563611937676 -0.0066524338752164255 -0.0034209742427722743 0.00073521075654893778 0.0057404274019925297 -0.0043969450160203224 -0.0010595748501287564 -0.0090975341901054357 -0.0041292365503583194 0.00075213223998791244 -0.0041056104366952563 -0.0051782201595924702 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0.0316332 -0.188039 -0.0262239 0.0921588 0.0950984 -0.0917182 -0.181444 -0.186066 -0.168716 -0.0806443 0.0700974 -0.136672 -0.0120452 -0.0838834 -0.0854666 0.019311 0.0424198 0.0492828 internal_count=924644 591870 555562 332774 36308 181445 151329 294993 141949 260569 165659 127151 9380 14112 80036 15786 76136 142973 22196 89523 159649 115516 114131 63388 72695 7336 100920 9138 47115 70737 152020 143387 69052 43308 41409 26752 1899 44133 45493 47587 16648 61401 53333 113813 86572 shrinkage=0.0364949 Tree=20 num_leaves=46 num_cat=0 split_feature=16 32 16 16 32 20 29 17 32 16 16 16 16 20 0 16 16 0 17 20 14 21 26 14 19 14 1 17 0 29 24 17 0 31 29 0 0 14 17 29 11 0 29 10 25 split_gain=5734.84 1348.1 961.513 566.704 429.052 365.055 210.837 157.239 102.967 85.3922 80.4962 77.9025 76.4715 56.0114 48.6338 48.5413 46.5556 36.4263 31.7883 28.8351 28.3621 26.6243 29.0195 25.733 25.3557 25.03 25.0177 27.208 24.5963 24.4374 23.6998 23.0595 22.7136 21.5627 26.1862 20.8798 20.8379 19.3792 17.9779 17.7795 17.6629 17.5785 17.0134 16.8244 15.9242 threshold=216.69103278220254 1.5000000000000002 198.42281787389268 230.0646453762474 1.5000000000000002 0.57391573153678188 0.64566493864883812 79.540048092503454 1.5000000000000002 223.69992223950234 208.8215768945316 238.26210802975899 179.88255916371142 0.77552802780500862 46.500000000000007 234.86028314821195 162.77141173389211 33.000000000000007 40.156769738661346 0.76620502811573798 50.24577077793468 1.5000000000000002 0.74496160764365715 18.726601397126363 337.25000000000006 20.286534768785881 447.50000000000006 79.540048092503454 29.500000000000004 1.6111079378019875 21.500000000000004 50.183469289460668 33.000000000000007 1.5000000000000002 1.5162236156698092 33.000000000000007 29.500000000000004 20.216418420172314 100.24526019919524 2.2502881607580023 0.8702430584859483 43.000000000000007 0.59260093802680569 0.95518097781946698 6841.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 20 8 12 16 24 26 23 14 42 40 19 38 -14 -18 -7 -3 43 -23 30 -2 -12 -4 39 -25 -19 -5 -26 -27 -34 -35 -11 -20 -37 -1 -28 -8 44 -6 -9 -24 right_child=1 5 4 11 13 15 7 21 -10 35 25 -13 17 -15 -16 -17 18 29 36 -21 -22 22 41 28 31 32 27 -29 -30 -31 -32 -33 33 34 -36 37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0070952868254279978 -0.0016283372192572049 -0.0087057188449278719 -0.0028254801581466971 0.0026291420610838711 -0.0088354249510134968 -0.0039688003842790658 -0.0048275197537912913 0.0051010694384414296 -0.0090138744516593608 0.0028075576890952856 -0.0012473164054876606 0.0053980264443923469 -0.0023930168879733372 -0.0022943915685730214 -0.0070182396584453641 0.0032588932441515992 -0.0012738539865306804 -0.003966473755900788 -0.0044053714770576503 0.00014631858335477723 -0.001326069006016051 -0.0065796322223203481 0.0016681045212714894 0.0042943354908304039 0.00062422135375758464 0.00084985464482234671 -0.001443862048063044 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threshold=214.81979852754753 1.5000000000000002 195.69933653238886 229.59122536397675 1.5000000000000002 0.56385321960821078 0.60065137920725709 79.540048092503454 222.09114081681506 1.5000000000000002 237.35798550724641 204.62308069281684 46.500000000000007 231.64291757312063 0.78505567659703934 29.500000000000004 170.69025245441796 179.88255916371142 93.615746699413052 0.78044273995951863 52.592475511427942 0.91816112021481344 45.134558105648154 -57.386739730834954 1.5485744651166609 1.0000000180025095e-35 2.5000000000000004 50.183469289460668 84.669896276206799 29.500000000000004 1803.5000000000002 -18.434947013854977 54.140838317227143 0.84800181488203275 16.500000000000004 299.75000000000006 1.5322205828708411 -79.095836639404283 0.54245669148630904 244.75420870897037 0.1305768695998151 19.340381464469825 71.353276643744806 242.50000000000003 26.497674141931039 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 20 9 12 27 15 29 28 16 19 -6 33 -8 -14 38 -7 -3 -9 -18 -23 42 -26 -27 -2 44 -5 34 37 35 -1 -25 -33 -19 -10 -13 -12 -41 -29 -20 -40 -4 right_child=1 5 4 10 14 13 7 21 31 -11 39 18 17 -15 -16 -17 22 36 24 -21 -22 23 -24 30 25 26 -28 41 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 43 40 -42 -43 -44 -45 -46 leaf_value=-0.0052834589257945395 -4.8886150121943765e-05 -0.0084185840706811847 -0.0035393856463135785 0.0039257062538282849 -0.0077040023696054553 -0.0044676311714511134 -0.0049342493126497957 -0.0027966155801614598 0.0017400034084577264 -0.0088187984091113916 0.0048359944565874238 -0.0029536413626957258 -0.0067553485019491407 0.0022648460511814606 -0.0021719670488694353 -0.0066790880733804125 -0.00066336608612152981 -0.0042419774531571005 3.7197984055754698e-05 -0.00032718052140389943 -0.00091721762235962012 -0.003119825639646359 -0.0034557146370417916 -0.0026904999652201688 -0.00050222666199381972 -0.0086001018306212009 -0.00094687702306889363 -0.00021547857278531995 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1.0000000180025095e-35 48.000000000000007 0.85898189159058735 46.500000000000007 20.286534768785881 0.51930916201302468 15.980384615384617 1.0000000180025095e-35 104.13351365237942 0.9343124023693038 20.659436969487903 852.25000000000011 0.57653314553229451 33.000000000000007 19.802995501971228 41.556334226249717 29.500000000000004 0.82778393693027852 26.000000000000004 0.85236672880594744 0.83541777129727823 40.500000000000007 49.129855211732817 29.500000000000004 0.93800758938190076 719.50000000000011 616.50000000000011 35.000000000000007 3914.5000000000005 0.8016442254980739 0.16161559124773825 20.014260525273205 50.963626457355367 0.94048650184437221 0.67858447250339149 1.0000000180025095e-35 332.50000000000006 26.000000000000004 52.217860458938112 443.50000000000006 337.25000000000006 1.5322205828708411 0.2032534534871602 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 12 8 6 22 -4 14 10 20 30 29 19 18 35 25 32 -1 -7 -8 28 -2 41 -18 44 -17 -28 -13 38 -5 -11 -12 -10 -35 -14 -37 -15 -3 -9 -38 -16 -24 -30 -6 right_child=1 3 7 11 16 13 9 39 33 31 17 21 15 37 23 26 24 -19 -20 -21 -22 -23 42 -25 -26 -27 27 -29 43 -31 -32 -33 -34 34 -36 36 40 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0038785181850488899 -0.0011029137993161832 -0.0037683330109550685 -0.0082223096443557828 -0.0066458756478177464 -0.0039618271000724306 -0.0050364872318710806 0.0030691268938236945 -0.0024686412116681636 -0.0023547530368690432 -0.0034210950753036616 -0.014136898321480918 -0.0039274777063139964 -0.00015609455508961486 0.0020778710297990892 -0.0029067163284158238 -0.0024302808342625171 0.0031224944151471423 0.0034301786335179437 -0.0062236522892045194 -0.00063135330845116562 0.0014743158279639157 -0.00038997079954673043 -0.0024518797372325607 -0.0043876612152936078 -0.00056175943781231039 -0.003043661350188446 -0.00069089111933585458 0.00089826681770257253 -0.0014621687451282222 -0.0027280629824631168 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0.0340976 -0.0166832 -0.109134 0.0272663 -0.0561864 0.0391381 -0.0495555 -0.00429178 internal_count=924644 700324 224320 341343 169660 358981 332212 54660 124262 297095 269796 83326 258017 26769 90962 205551 45398 168322 50313 13690 101474 72819 35117 40649 16569 28829 94037 84718 54004 52466 10507 27299 78494 33300 15849 111514 90500 13079 38048 16959 75324 23003 20235 39156 18887 shrinkage=0.0364949 Tree=23 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 17 20 16 20 17 20 16 17 7 17 0 8 25 30 17 0 18 30 13 10 8 17 13 13 18 17 7 29 0 16 29 24 21 split_gain=4760.18 1300.95 706.793 479.129 310.102 240.876 143.514 114.202 88.7851 87.4268 67.7032 66.1847 53.0132 41.947 41.8043 36.0382 32.0491 30.0268 26.9482 24.3759 24.3392 29.8879 22.7374 22.6692 22.4622 22.448 21.6096 21.4022 21.0171 20.0403 19.5048 18.9883 23.418 18.7602 18.6436 19.8944 17.8796 17.7138 17.6927 16.2498 16.0106 15.9014 15.5143 14.689 14.6585 threshold=211.4970526443727 1.5000000000000002 227.0358337240194 189.33801607996526 0.65088019595980473 1.5000000000000002 100.24526019919524 234.03914603141436 1.5000000000000002 218.65206847187582 203.01332262790177 165.61612006137327 43.79592997134629 0.64294872532468939 227.35234532241469 0.71818773931235946 84.669896276206799 0.53291252147496471 242.18382908924457 52.496593122599869 -14.912445068359373 56.803688154246878 22.000000000000004 560.50000000000011 248.25000000000003 1.5000000000000002 49.979587152957272 33.000000000000007 3.5000000000000004 1.0000000180025095e-35 24.394967606732568 0.98665312932911686 10100.500000000002 47.852121151857368 26.497674141931039 50.963484024527908 1.5000000000000002 55.287642389222036 -75.059928894042955 1.6614695552213445 33.000000000000007 223.16196127820726 2.3947058131746206 20.500000000000004 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 17 10 8 28 11 19 16 22 -13 -8 -6 -7 26 25 -9 40 38 24 -1 -12 44 -3 -5 30 29 -4 -14 -20 -33 -26 -28 -36 -16 42 -11 -29 -2 -35 -25 -30 -22 right_child=1 4 7 5 14 15 13 18 -10 20 23 12 27 -15 36 -17 -18 -19 31 -21 21 -23 -24 37 33 -27 34 39 43 -31 -32 32 -34 41 35 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0047211600677018106 0.00019221672642066425 -0.0045022073685639713 0.0031671237166161171 -0.00088326563005859779 -0.0023259842264270912 -0.0074093862279931439 -0.005722551988508115 0.0041301379764865087 -0.0079003659933343396 0.0012526322978483793 -0.0018269773148136838 -0.0015413985382744569 -0.0051747791508297575 0.0014746699583038962 0.0034118535050280336 -0.0030370852920619182 0.0017858913616094598 -0.0043559810111206375 0.0055535805484683235 0.00072326339772475811 0.0018167860822521755 -0.0040457362998100599 -0.0063820423350787166 -0.0010749011162377133 0.00052288093893834405 -0.0082373405663075938 -0.0039821981436780826 -0.0049719062327760136 0.002608759158861803 0.0013199869951661029 -0.0031089439608021846 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0.0444438 -0.0332734 0.0412595 -0.230581 internal_count=924644 591739 555495 332905 36244 181653 151252 295014 144269 260481 165893 129130 74784 6983 12442 15760 82719 23802 143049 100799 159682 115467 54346 83174 114074 19651 80517 66212 151965 139268 27222 25586 346 113760 72464 56610 6630 50209 44215 38990 48779 86584 27653 12697 314 shrinkage=0.0364949 Tree=24 num_leaves=46 num_cat=0 split_feature=26 17 32 0 14 11 0 0 9 20 14 1 0 17 1 1 14 30 17 20 1 0 1 13 11 12 19 0 7 9 11 11 17 30 29 25 0 17 29 30 12 30 12 19 0 split_gain=2509.14 1167.38 570.522 267.884 254.411 218.922 180.866 118.839 110.78 102.228 95.9244 79.4585 78.1443 75.8353 71.1862 63.1641 58.0771 52.6599 51.8628 47.8808 46.9134 44.4548 37.7397 37.0623 35.7146 34.7349 33.2912 38.5669 31.8974 49.1869 33.222 31.8047 30.2918 26.6856 25.2239 24.9548 24.9016 24.6358 24.3506 24.1317 25.1706 22.7204 27.6529 22.5655 24.9713 threshold=0.71547790386872989 48.38827024969406 1.5000000000000002 45.000000000000007 20.150085965006099 0.84800181488203275 40.500000000000007 29.500000000000004 0.9343124023693038 0.54378951852295576 19.802995501971228 378.50000000000006 40.500000000000007 43.282921604360865 595.50000000000011 577.50000000000011 20.086497178665578 1.0000000180025095e-35 51.865976557477659 0.53291252147496471 443.50000000000006 31.000000000000004 3914.5000000000005 23.96768520646166 0.84617583674187458 103.6126983722081 2166.5000000000005 49.500000000000007 -32.460475921630852 0.94824117656573514 0.67858447250339149 0.85716059896387775 49.129855211732817 1.0000000180025095e-35 0.16161559124773825 15184.750000000002 51.000000000000007 51.097903068110156 0.18438835033163792 1.0000000180025095e-35 80.059397513309008 1.0000000180025095e-35 95.612698372208101 175.75000000000003 26.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 10 12 7 9 11 22 -6 43 -1 23 25 -10 -8 21 26 41 -4 -9 38 -5 -2 36 -11 27 -17 29 -20 -31 -25 -18 34 -27 -30 -16 -13 -7 40 -15 42 -12 -3 -45 right_child=1 3 19 8 6 16 15 20 14 13 18 37 -14 39 24 17 32 -19 28 -21 -22 -23 -24 31 -26 33 -28 -29 35 30 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0034224413471084622 -0.003818676947138922 -0.0082260627097563571 -0.0077891890333566163 -0.0057867182016794593 -0.0065237844247906579 -0.0045820715053165508 -0.0036182819481166699 -0.0056550756937438036 -0.002877321553858021 0.0028045716339481245 0.00063449662558571129 0.00068881370460716659 -0.0046686852824417953 -0.00031845578474287169 -0.00068427942716226854 0.0016894902492320869 0.0029400913522565262 -0.0021658495820195494 -0.0010893328791914758 -0.0047470957220235397 -0.0032262343178017937 -0.0033677418296619494 -0.0011782460474884134 -0.00045884789757406072 0.0003033714909666053 -0.012489174795586104 0.0032697420874997444 -0.0016890510084963031 -0.00043394095786236935 0.0031954039980751211 0.00060332218710617224 0.0018863283657371184 -0.00054963746105128868 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100.24526019919524 233.23475359564637 0.9388791701984589 0.63160950271178684 200.36805453745788 218.23942106175124 0.9335406211141094 0.53291252147496471 227.53954353538185 37.500000000000007 82.541630560342625 1.5000000000000002 239.30472611996484 77.228107452392592 48.469639608394331 52.428301261029652 29.500000000000004 79.23097038856281 71.353276643744806 79.540048092503454 1.5000000000000002 45.840749948657951 1.5000000000000002 3.5000000000000004 101.95584412271573 -14.912445068359373 56.803688154246878 1.8350001666833353 161.39626422959759 40.156769738661346 20.500000000000004 35.000000000000007 29.500000000000004 21.32762539439625 28.000000000000004 0.63553929467371872 0.83387753710141166 133.01219177246097 0.95462714185143815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 13 10 8 28 40 17 24 21 43 26 -6 30 -7 19 -9 22 -13 37 34 -12 27 33 -3 -5 29 38 -11 -22 -33 -25 -10 -36 -31 -2 -4 -40 41 -1 -18 44 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178161 154940 322284 147937 119313 162759 233024 7003 25008 11227 63018 15402 56295 160195 49522 139060 93964 49298 103175 59584 80872 19675 56365 162089 152221 28211 104770 74798 78817 23497 14047 13137 42813 139084 51342 28624 10828 7274 3159 2967 shrinkage=0.0364949 Tree=26 num_leaves=46 num_cat=0 split_feature=16 32 16 16 29 32 17 16 9 13 16 16 26 14 12 16 17 17 17 12 16 17 30 30 32 17 11 12 6 30 18 15 5 5 16 31 24 7 17 25 28 9 13 17 2 split_gain=3897.27 1045.37 570.014 407.648 200.211 194.455 124.131 114.774 66.7977 61.8896 58.5131 52.8638 44.3917 37.1691 29.227 26.3749 23.9478 22.8183 22.6233 21.9136 20.5491 25.5223 20.474 25.9535 20.1579 18.923 18.5214 18.3647 17.9445 17.2631 18.6854 16.207 16.1263 15.7667 17.4867 15.7418 15.4239 15.2234 22.5832 15.159 14.6259 14.4504 15.3528 14.4446 14.3244 threshold=211.4970526443727 1.5000000000000002 225.7386693665151 189.33801607996526 0.6720255936183368 1.5000000000000002 91.262997694832649 233.23475359564637 0.93621105192708154 24.597894991368459 200.36805453745788 218.65206847187582 0.90087744754224175 48.361362199210866 82.198484809835008 243.300758001123 47.778484114626927 71.353276643744806 52.428301261029652 95.408639918226513 169.45736122284799 49.908478941948474 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 47.472717914218812 0.84259537482193736 115.37005768508882 0.1305768695998151 1.0000000180025095e-35 3.5000000000000004 0.35467313219460622 28.284272193908695 75.001487731933608 98.086482314953741 2.5000000000000004 20.500000000000004 -8.9726262092590314 56.803688154246878 248.25000000000003 706.25000000000011 0.95970798461005524 152.39116129243993 68.061131378923264 14.872067648663394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 27 10 8 29 -1 24 17 18 41 35 -7 -9 -13 25 44 -12 33 -22 43 -24 26 -5 -10 -3 -17 30 -4 -27 -33 -11 -35 -6 -32 -18 39 -39 -38 42 -8 -21 -2 right_child=1 4 7 5 13 14 12 15 9 20 19 16 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233094 9381 16269 15777 160266 132313 62852 100781 102996 72610 42733 47685 7433 43500 59436 38155 19916 18843 162202 152366 56082 54061 29877 521 12701 13144 111173 76291 75150 5831 4239 2498 40252 47538 shrinkage=0.0364949 Tree=27 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 32 20 16 17 16 2 20 12 7 25 17 17 21 0 9 17 16 20 26 18 6 14 30 0 26 14 9 14 17 17 17 14 16 16 9 split_gain=3596.3 975.629 525.548 370.106 237.919 173.391 118.332 78.5198 75.3311 66.4747 52.4511 50.0351 48.8894 47.4355 37.5153 32.6863 29.5885 26.776 25.2867 26.0027 22.4482 21.6164 20.851 20.7781 20.4757 19.7736 19.59 19.0185 18.9732 18.3011 17.8117 17.4779 17.2101 17.1332 19.0535 19.1725 16.2752 25.2082 16.1773 16.1479 15.7835 15.7696 15.293 14.5763 14.503 threshold=211.4970526443727 1.5000000000000002 227.53954353538185 190.74400981281718 0.67976859283039071 1.5000000000000002 84.669896276206799 235.04189723320161 220.79564505354799 150.95777859861568 1.5000000000000002 0.66509115274016595 203.84211255411259 39.332167545632068 174.37495694737655 25.669871794871799 0.51049337402928574 82.198484809835008 -8.1301016807556135 248.25000000000003 84.669896276206799 49.632142289081621 3.5000000000000004 40.500000000000007 0.95053119293401989 47.626464589611899 244.75420870897037 0.91575874991521411 0.46349166725904817 3.5000000000000004 0.1305768695998151 52.592475511427942 1.0000000180025095e-35 29.500000000000004 2.088571080125817 19.802995501971228 0.95053119293401989 30.321714883905646 56.803688154246878 51.865976557477659 54.909994734151226 81.686258765809541 170.69025245441796 235.59310151786966 0.94676289632689092 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 16 12 9 29 18 36 13 -8 20 42 -15 -6 31 -7 24 22 33 -16 -20 44 -2 -10 -9 -14 -26 32 -28 -3 -4 -5 35 -35 41 -38 -37 -21 -29 -1 -11 -17 -13 right_child=1 4 7 5 15 17 11 26 25 10 -12 23 27 14 21 43 -18 -19 19 39 -22 -23 -24 -25 28 -27 30 40 -30 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137705 95197 82806 56024 407 8745 42508 133429 122396 76370 32220 162131 12376 18735 148606 80689 53184 52050 28538 17419 40926 94790 58603 11119 11495 8483 5982 shrinkage=0.0364949 Tree=28 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 20 16 32 17 2 16 9 20 16 30 17 26 17 2 8 16 17 16 17 20 23 1 5 10 11 27 11 4 7 17 2 10 16 26 26 16 split_gain=3356.56 903.336 488.075 344.73 220.34 155.27 107.831 97.2487 75.3283 45.8068 45.3287 42.0644 48.4597 40.3732 38.2535 29.8819 26.0496 23.343 22.8422 21.2622 20.0432 18.916 17.1986 17.0896 16.5352 16.4725 19.1373 18.1971 15.7142 14.6469 14.6386 26.1838 25.3883 24.3651 15.7074 15.4013 14.362 13.8734 21.1737 13.4743 13.163 14.4267 12.5953 12.3906 12.1625 threshold=211.4970526443727 1.5000000000000002 225.7386693665151 192.70510547484204 0.60207423219486367 1.5000000000000002 84.669896276206799 233.23475359564637 168.23617536969996 0.69954476348730832 218.23942106175124 1.5000000000000002 46.511322203898096 29.630604288499029 204.62308069281684 0.9208544850046344 0.7895726288120527 238.26210802975899 2.5000000000000004 48.469639608394331 0.51408790801677728 52.99294043641963 13.276228906823187 715.50000000000011 181.7959393430626 42.865527916283369 230.83397656956981 45.040203268994766 0.78505567659703934 1.3403091593175802 2442.5000000000005 56.73979568481446 0.52292208151170005 0.7997977703620095 16.500000000000004 0.69850622303763588 22.35723972320557 -9.4623217582702619 56.803688154246878 15.609903381642512 0.9650279400231272 244.75420870897037 2.088571080125817 3.6240703229311042 98.086482314953741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 18 14 8 25 15 -8 21 12 -10 -6 22 43 -7 -9 36 -12 -17 39 42 -16 -14 -4 27 -27 -15 -25 31 34 -32 -33 -11 -36 -3 -21 -39 -2 41 -19 -5 -1 -22 right_child=1 4 7 5 13 16 9 17 11 30 19 -13 24 28 23 20 -18 40 -20 37 44 -23 -24 29 -26 26 -28 -29 -30 -31 32 33 -34 -35 35 -37 -38 38 -40 -41 -42 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24690 8838 5862 2976 943 4919 2161 5728 104834 71935 52562 66559 61672 45633 10604 33171 shrinkage=0.0364949 Tree=29 num_leaves=46 num_cat=0 split_feature=26 0 20 1 0 30 11 30 0 1 1 1 1 1 20 13 11 0 11 11 30 0 28 10 11 29 21 22 21 25 11 1 25 0 11 15 0 30 11 4 6 7 29 1 20 split_gain=1789.34 739.337 375.886 228.96 149.66 141.359 120.479 114.412 83.8525 79.5668 66.3123 66.0468 64.3799 60.8855 59.868 54.8685 54.2316 51.2985 42.3861 41.8149 38.0168 36.3401 36.1221 52.8598 32.7277 30.0497 33.4975 26.8141 29.2846 25.7392 25.4585 22.0257 26.7587 21.5186 21.245 20.9295 20.6357 20.2904 19.9577 19.2376 18.7286 18.7238 17.8828 25.4988 17.5334 threshold=0.76680112992512361 40.500000000000007 0.60207423219486367 586.50000000000011 29.500000000000004 1.0000000180025095e-35 0.85236672880594744 1.0000000180025095e-35 49.500000000000007 378.50000000000006 356.50000000000006 471.50000000000006 574.50000000000011 731.50000000000011 0.56385321960821078 40.694278546020058 0.84712563073302072 24.000000000000004 0.84259537482193736 0.90003342245989315 1.0000000180025095e-35 29.500000000000004 1134.2500000000002 0.92311212746739935 0.81373059109179591 0.096516383039005851 1.5000000000000002 190.25000000000003 3.5000000000000004 800.25000000000011 0.83136211245867553 844.50000000000011 3663.7500000000005 17.500000000000004 0.89060565576617912 0.42266412351606258 29.500000000000004 1.0000000180025095e-35 0.87626488498581534 5.0399255752563485 0.24352885648044389 -86.613552093505845 1.5322205828708411 661.50000000000011 0.73637407809625233 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 9 16 8 13 12 18 27 24 -3 21 -9 -8 33 34 41 25 -17 -5 23 42 -6 -15 -27 28 -2 35 40 32 -11 -1 44 -14 -28 -31 -19 -18 -13 -4 43 -10 -12 right_child=1 6 4 7 11 -7 15 14 22 31 17 30 29 19 -16 20 39 38 -20 -21 -22 -23 -24 -25 -26 26 36 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 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9760 1229 65871 27316 40797 33199 21699 80466 41036 142351 24835 55954 11988 17504 24915 47024 40819 65058 shrinkage=0.0364949 Tree=30 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 20 17 16 9 13 16 30 16 0 26 17 16 20 16 17 17 0 29 30 20 17 17 32 17 0 26 11 19 0 19 13 9 14 28 17 0 14 29 12 10 split_gain=2988.01 782.893 432.182 307.692 193.029 144.029 98.8286 86.305 60.298 55.2007 41.3106 40.3752 40.1668 38.7178 29.1255 28.2875 28.2351 25.917 23.0098 21.2728 18.9503 18.1988 17.5133 16.8742 15.9494 18.8267 15.9127 15.7917 15.4589 16.9809 15.9563 14.814 14.4626 14.1427 14.0576 14.6815 14.0129 13.9173 13.6185 13.3191 13.2939 14.0303 13.0954 13.0601 12.9355 threshold=211.4970526443727 1.5000000000000002 225.7386693665151 189.33801607996526 0.68682716114418174 0.65813663333235695 100.24526019919524 232.76213844951278 0.93621105192708154 24.597894991368459 218.01644688644691 1.5000000000000002 203.41846928505342 43.000000000000007 0.9335406211141094 71.353276643744806 226.06502322011218 0.53291252147496471 238.26210802975899 48.469639608394331 51.593639772609457 29.500000000000004 2.2502881607580023 1.5000000000000002 0.81104165046278298 84.669896276206799 42.865527916283369 1.5000000000000002 54.733409968311143 29.500000000000004 1.7450044287792634 0.84800181488203275 446.25000000000006 29.500000000000004 767.75000000000011 152.39116129243993 0.96934972654844687 7.2010954637298559 302.50000000000006 56.803688154246878 29.500000000000004 21.32762539439625 1.8608783309957926 92.58326112068525 0.9650279400231272 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 17 11 8 26 -1 27 20 37 15 24 34 21 -6 23 -9 -12 33 -7 32 -3 -11 -26 -4 31 29 -14 -31 -10 -23 -2 -8 -36 -17 -5 -22 -34 -28 -42 -35 -18 -20 right_child=1 4 7 5 16 12 14 18 9 13 19 -13 28 -15 -16 36 43 -19 44 -21 38 22 -24 -25 25 -27 40 -29 -30 30 -32 -33 39 42 35 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 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40325 24301 38366 50625 27611 3164 2074 4385 14598 63054 42301 142348 53683 13705 6590 66499 shrinkage=0.0364949 Tree=31 num_leaves=46 num_cat=0 split_feature=16 33 16 16 32 23 17 30 16 23 16 8 32 16 30 2 17 12 9 16 26 8 13 17 5 21 0 17 0 17 0 22 21 14 25 24 21 8 0 30 10 24 14 22 27 split_gain=2781.66 661.757 418.535 319.545 162.42 92.7835 88.0257 67.362 51.2699 49.3788 45.7652 45.4205 40.1692 38.0603 35.9542 32.2672 28.0352 27.1096 26.7406 22.6369 20.8275 22.1318 20.519 19.8806 19.8761 19.1185 18.9141 18.5067 17.5728 16.7504 15.538 15.5979 14.9945 23.9484 21.3803 32.5375 14.9115 14.2627 14.9993 13.9123 13.7059 13.6253 20.5085 13.5118 13.4211 threshold=215.05759617279753 2.5000000000000004 197.9020792704948 230.0646453762474 1.5000000000000002 0.64976593367268698 79.540048092503454 1.0000000180025095e-35 174.37495694737655 0.59453330616541877 223.16196127820726 137.50000000000003 1.5000000000000002 238.26210802975899 2.5000000000000004 15.85857142857143 47.393987491375547 94.390872965260129 0.88740495196489788 161.39626422959759 2.00545483397469 469.50000000000006 27.750347864981222 42.045328879846053 47.999996185302741 1.5000000000000002 24.000000000000004 50.183469289460668 29.500000000000004 45.040203268994766 33.000000000000007 275.25000000000006 1.5000000000000002 30.142758809326427 1045.2500000000002 4.5000000000000009 14.500000000000002 431.50000000000006 40.500000000000007 1.0000000180025095e-35 0.95518097781946698 21.500000000000004 19.000427230659341 6726.5000000000009 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 15 12 8 10 18 -3 22 -5 19 28 37 20 -10 -6 -7 -1 21 30 36 -21 -18 -11 -20 -24 41 -12 31 -4 33 -8 -34 43 -2 -9 -39 -22 -35 -13 44 -36 -43 right_child=1 9 4 11 17 6 32 14 16 25 29 13 -14 -15 -16 -17 24 -19 26 23 39 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 34 40 35 -37 -38 38 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0050893581301874628 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18007 12225 10670 1589 1894 121156 9378 1638 1040 shrinkage=0.0364949 Tree=32 num_leaves=46 num_cat=0 split_feature=16 20 16 16 32 32 20 17 16 16 30 7 9 16 17 32 16 20 30 17 7 9 11 20 26 14 17 25 15 17 18 28 5 14 17 16 5 26 11 1 5 5 17 14 16 split_gain=2579.11 638.945 344.113 335.059 133.242 132.257 94.8926 98.786 61.3774 49.0539 48.3293 42.8508 32.6939 31.3955 30.6336 28.1594 26.3845 22.5285 22.3226 21.8075 21.2412 19.8699 19.6858 18.3703 18.963 17.9031 17.8125 17.6355 16.767 16.4992 16.2534 16.1798 16.1432 15.7666 15.6982 14.8168 14.448 14.2354 14.1603 18.5114 31.129 14.0722 13.9798 13.9511 13.5512 threshold=213.85555679453964 0.59295380130447306 197.9020792704948 228.62695026773221 1.5000000000000002 1.5000000000000002 0.73637407809625233 75.364364203308668 179.88255916371142 237.35798550724641 1.0000000180025095e-35 -14.912445068359373 0.87728060055559187 221.16645675902603 48.767787421306728 1.5000000000000002 208.8215768945316 0.78505567659703934 1.0000000180025095e-35 54.140838317227143 -76.357677459716783 0.96148034012440797 0.82700446428571439 0.74153805977693177 1.4040241451872013 52.592475511427942 47.081062671737591 248.25000000000003 0.37567527482458202 79.540048092503454 3.5000000000000004 302.50000000000006 46.394205093383796 19.655466475772712 51.453943279989907 146.93370920711439 69.000915527343764 0.44062128859857491 0.61697211534281127 2442.5000000000005 57.924034118652351 29.516095161437992 54.304141693856984 15.855609958005976 247.07767004833843 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 28 16 15 8 12 18 11 20 -8 31 -10 35 29 -7 30 26 37 38 -14 -12 -25 -6 -15 -18 -2 -4 -5 43 41 -31 -33 -1 -23 -3 39 40 -9 -16 -29 -13 -11 right_child=1 3 5 9 25 17 7 21 14 44 23 13 22 19 32 -17 27 -19 -20 -21 -22 36 -24 24 -26 -27 -28 42 -30 33 -32 34 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0057629970753620341 -0.0039259996046593568 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leaf_count=5987 1083 841 87381 154585 19365 11541 4630 1141 7922 76432 3155 263 50000 25671 27035 18330 324 2165 13416 1491 41485 4036 12729 18945 6993 734 73976 35426 6482 130 14501 34032 6521 2244 41051 31252 600 18553 3424 1988 477 26206 23985 65 6051 internal_value=0 0.0426467 -0.0653779 0.0503586 -0.105522 -0.031216 -0.0929394 -0.0796094 -0.0872362 0.075539 0.0253234 0.0300371 -0.108607 0.0221483 -0.0659684 -0.128132 -0.022596 -0.125233 0.0663921 0.0336632 0.0529148 0.00867714 -0.102621 -0.0131457 -0.00438183 -0.1481 0.0354594 -0.00631122 0.0075998 -0.0334341 0.0695073 0.00670494 -0.0737141 0.0488224 0.00767308 -0.112339 0.0594981 0.0255956 -0.0248373 0.0188961 -0.0605233 -0.0679621 -0.00504235 -0.214912 0.0957774 internal_count=924644 559170 365474 531506 27664 163196 202278 146709 135043 264985 266521 237428 67359 176549 67684 55569 149490 13706 182502 101138 60879 11666 62729 29093 25938 20099 99647 59735 7565 89755 169086 75411 59762 2374 75083 37239 4636 19394 7030 3606 1618 53241 59411 328 82483 shrinkage=0.0364949 Tree=33 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 30 20 0 30 16 16 7 30 25 16 14 0 0 9 16 30 33 27 32 9 15 29 29 19 19 7 0 26 29 4 13 7 24 14 0 19 0 26 16 16 split_gain=2397.63 617.115 329.324 288.723 137.635 120.795 54.9171 55.85 51.0202 46.7815 43.2714 42.1709 39.4854 32.6903 31.6623 29.3219 24.2584 24.1087 20.5655 23.5516 20.18 19.7814 19.5929 19.2443 19.0475 18.5421 17.2452 16.7673 18.9366 16.4021 15.7346 15.7218 15.275 15.4814 15.1517 14.1641 14.1268 13.9881 21.1924 14.2668 13.6532 15.2624 13.4866 13.3318 13.2935 threshold=212.84833149306834 0.58356967822279371 228.47130970471682 189.33801607996526 0.67267678512167206 1.5000000000000002 0.73637407809625233 40.500000000000007 1.0000000180025095e-35 236.55049021558875 204.23263451396107 -7.3433792591094962 1.5000000000000002 248.25000000000003 220.79564505354799 19.000427230659341 29.500000000000004 48.000000000000007 0.89204710155091393 98.086482314953741 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 1.5000000000000002 0.9388791701984589 0.37567527482458202 2.8244716666790448 1.5322205828708411 477.25000000000006 5097.5000000000009 -76.357677459716783 33.000000000000007 2.00545483397469 0.87945186043360879 5.0399255752563485 33.694637721066421 -23.962488174438473 20.500000000000004 18.821695149173895 29.500000000000004 739.25000000000011 33.000000000000007 0.40527380402103363 247.07767004833843 98.086482314953741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 8 6 12 25 23 15 11 20 16 30 34 22 -15 -8 35 21 26 -20 37 -10 -13 -1 29 -2 -17 28 -18 -9 42 -12 33 -33 -5 -6 -21 39 -39 -4 41 -16 -3 -11 -31 right_child=1 2 9 4 10 -7 7 24 17 43 31 13 -14 14 40 18 27 -19 19 36 -22 -23 -24 -25 -26 -27 -28 -29 -30 44 -32 32 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.004125938555344065 -0.0041459353005750248 -0.0040903111036137375 0.0027387352825005424 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25916 8796 23612 90429 37763 163 10108 75312 44847 2858 11722 3966 1372 10491 12773 3135 427 14411 38970 8313 275 4582 41419 179 52206 13334 1332 34326 15636 11715 16570 1455 13521 44144 30197 22553 19306 6090 603 internal_value=0 0.039902 0.0473523 -0.0650234 -0.0400755 -0.104516 -0.0979861 -0.085542 0.0231125 0.0722621 -0.0297705 0.0279157 -0.106909 0.0194639 0.0202657 -0.06445 -0.0456124 -0.0153143 -0.0439854 -0.0355125 0.0623966 -0.00452574 -0.215523 -0.127163 -0.110515 -0.0158358 -0.120879 -0.0574216 -0.052417 -0.150469 0.0482225 -0.0139951 -0.0258139 -0.022862 -0.0768892 -0.0218346 -0.0419929 0.0654557 0.036362 0.0684664 0.0321528 0.024236 0.0243764 0.0898908 -0.0116816 internal_count=924644 573549 545412 351095 199843 28137 151252 106030 276423 268989 173146 245710 26697 173499 172909 57482 86391 30713 31566 28433 172470 26747 590 45222 48548 9936 3133 57723 53141 9578 72211 86755 48992 47660 16589 28668 27061 159697 14976 144721 97597 67400 20005 96519 782 shrinkage=0.0364949 Tree=34 num_leaves=46 num_cat=0 split_feature=16 33 16 16 20 20 0 20 31 20 33 0 7 29 16 8 26 16 22 20 5 25 25 29 25 12 21 26 7 22 16 9 11 29 0 16 31 16 0 13 26 9 4 16 19 split_gain=2222.75 510.081 380.133 219.164 155.464 82.2118 58.0103 56.965 45.7513 42.4589 40.8309 35.3115 32.6346 32.3495 32.0216 29.747 33.3273 29.0427 25.8201 24.8082 22.8779 22.5468 21.0217 20.5636 20.0693 19.4356 17.8842 17.8142 17.561 16.9219 16.841 16.4993 27.3701 22.0924 16.4372 15.824 15.5459 15.2851 14.2752 13.9897 13.9089 13.475 15.0568 13.0843 13.05 threshold=216.69103278220254 2.5000000000000004 197.9020792704948 230.36561474449675 0.67267678512167206 0.73637407809625233 37.500000000000007 0.56385321960821078 1.5000000000000002 0.53291252147496471 2.5000000000000004 33.000000000000007 -15.945394992828367 0.77439073556192761 173.20820515115244 469.50000000000006 2.00545483397469 238.26210802975899 485.25000000000006 0.65088019595980473 30.183434486389164 864.25000000000011 19855.250000000004 1.6879816129571044 248.25000000000003 89.559397513309008 3.5000000000000004 1.3460489146595302 -71.565052032470689 275.25000000000006 223.52316356942501 0.94048650184437221 0.67332349085213261 3.4637601706582113 35.000000000000007 128.56176231176235 1.5000000000000002 209.71811187914099 29.500000000000004 29.74309168420432 0.75041153656873771 0.96015486620649004 29.123942375183109 178.81187025097299 5097.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 10 21 13 -3 12 -5 -4 20 28 43 41 -13 37 38 24 -10 29 -1 31 -21 26 -9 -14 39 -2 -6 -20 33 40 -15 -26 -34 -18 -17 -11 -16 -33 44 -43 -7 -8 right_child=1 7 4 9 11 6 14 25 19 17 -12 15 18 22 27 16 36 -19 30 23 -22 -23 -24 -25 34 -27 -28 -29 -30 -31 -32 32 35 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0039271416380644549 0.001204930495843572 -0.0056475799074573556 -0.0026096218023984787 -0.0018728068646666689 -0.0041967699885333831 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8754 13265 46095 1491 67737 66799 18269 40446 12838 404 5227 22260 4364 287 6068 38739 38841 84905 171 455 398 5195 21902 1432 40672 41681 27649 4733 14972 995 14132 707 internal_value=0 0.0436628 -0.0550482 0.0498279 -0.024938 -0.0858944 -0.0734795 -0.116879 0.0304736 0.072644 -0.100034 -0.0149424 0.0347961 -0.0532711 -0.0930603 -0.0273346 -0.0210456 0.0741478 0.0279535 -0.0089431 0.000647175 -0.118649 -0.0325283 0.00205665 6.34267e-06 -0.0379561 -0.206006 -0.0772012 0.054505 -0.0161526 0.0330969 -0.0350453 -0.0227116 -0.0717835 0.00349553 -0.0375517 -0.12607 -0.0175075 0.0666934 -0.0697022 0.0449432 -0.120178 -0.101376 -0.074888 -0.146262 internal_count=924644 515364 409280 496305 207111 202169 146603 19059 268524 227781 24329 182782 241987 72145 74458 101834 89690 225051 179624 26537 80948 55566 36817 23496 27920 6180 465 46982 62363 40502 151704 36413 27261 9152 27455 22357 2923 86767 157314 40914 4904 27476 15967 35328 11509 shrinkage=0.0364949 Tree=35 num_leaves=46 num_cat=0 split_feature=16 33 16 16 20 20 17 20 16 30 30 20 0 7 17 9 13 9 20 22 17 17 16 25 0 26 0 22 27 12 25 12 29 21 27 7 16 17 17 17 17 28 27 25 5 split_gain=2069.54 469.581 359.032 202.547 141.868 77.455 85.8906 54.2813 54.0459 44.1037 42.3129 38.3415 33.0953 31.9995 36.5261 27.5749 27.461 31.4805 26.418 26.289 25.449 25.2644 25.2352 20.9982 20.7977 19.9088 19.5937 18.9173 19.4399 18.3513 18.2416 18.0895 17.3536 16.4254 16.3809 15.9836 15.2274 15.4974 13.6324 13.4753 13.6652 13.4252 19.0599 13.3333 13.1815 threshold=216.69103278220254 2.5000000000000004 197.9020792704948 230.66649260226288 0.67267678512167206 0.75192061774542596 84.669896276206799 0.55353191207062413 178.81187025097299 1.5000000000000002 1.0000000180025095e-35 0.52222032511830718 33.000000000000007 -15.945394992828367 56.803688154246878 0.86555592187826602 26.926532356288025 0.95255644203021572 0.64294872532468939 485.25000000000006 71.353276643744806 49.835688481976284 238.26210802975899 864.25000000000011 45.000000000000007 1.8505069282089297 37.500000000000007 275.25000000000006 13.500000000000002 88.58326112068525 248.25000000000003 293.85281374238576 0.63160950271178684 3.5000000000000004 22.500000000000004 -71.565052032470689 224.90921564804185 50.047396475717683 33.898889329362838 54.140838317227143 46.67593553407719 462.75000000000006 32.500000000000007 427.25000000000006 46.394205093383796 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 9 23 8 -3 15 -4 13 -5 20 35 19 -7 -14 25 -12 30 27 -10 -13 -1 38 -18 -20 -6 32 -9 33 -16 -29 -15 -32 -2 37 -21 -17 40 -38 42 -36 -44 -23 right_child=1 7 4 11 12 6 -8 29 21 -11 18 22 16 14 31 24 17 -19 26 36 -22 44 -24 -25 -26 -27 -28 28 -30 -31 34 -33 -34 -35 41 -37 39 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.0037838587029827226 0.00121228735116881 -0.0054679332749809923 -0.0021179409274264594 -0.0018672546905384639 -0.0037871868435398683 -0.0065408537767432514 0.00080450511601957249 -0.0043929336559217734 -0.00049024364995765585 -0.0052522545854745807 -0.0034711326166742404 0.0023698105247595314 -0.0028517186541752865 0.001380382676992462 -0.0049442840970945808 -0.0011225596354665817 -0.0017709338013021402 -0.0004935759888861172 0.00076728870751375567 0.00034218950125593478 0.0028922332392006412 -0.0022129283612376781 0.0032175436243805935 -0.0054521647417592441 -0.0042666869446183709 -0.0055221823681800052 -0.0015828225921822366 -0.0013844282638104603 -0.00050679390755358226 -8.7424508220575414e-05 0.00070978327313968661 0.0063276132644523508 0.0010564200192412555 -0.012702673578486839 -0.0012519050268339764 0.0024008461689105148 0.0011082761727122348 0.0013560041243379744 -0.0031377780561870241 -0.0065073027579241553 0.0021166802522334491 -0.00039946560909307703 -0.014866616179578402 -0.004435978983219159 -0.0039258877631215142 leaf_count=44703 24279 12646 13707 2551 1823 3919 9358 1860 10825 10606 3052 150667 9251 182 1872 5169 10791 79530 17527 36300 3943 52918 67821 12962 22352 2283 6469 4567 44921 4529 20076 211 25770 280 1249 39728 32657 44949 33103 270 39604 5951 285 382 6746 internal_value=0 0.0422666 -0.0529823 0.0481776 -0.0237326 -0.0829757 -0.0706027 -0.11187 -0.0770233 -0.0954986 0.0300777 0.0707226 -0.0141916 0.0341695 0.0274785 -0.0979306 -0.0261898 -0.0210001 -0.0074813 0.0289839 0.00089132 -0.0578795 0.0721458 -0.113957 -0.0926753 -0.0664745 0.00366435 -0.00311705 -0.000678829 -0.0367412 0.00103383 -0.104192 0.0188785 -0.196049 0.00429233 0.0534322 0.0341466 0.0247447 -0.0785206 0.0446786 0.0455118 -0.0343859 -0.10719 -0.243673 -0.0659436 internal_count=924644 515397 409247 496362 207192 202055 144390 19035 135032 24313 275323 221039 182879 248275 184268 64543 101855 92604 27048 182185 81024 70489 218488 57665 60624 13074 23996 77081 75258 6389 28405 2083 30337 462 27943 64007 153780 81249 38272 72531 72261 7867 1916 667 59664 shrinkage=0.0364949 Tree=36 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 17 16 9 13 16 17 16 18 0 20 17 20 11 17 17 20 4 29 17 16 6 0 15 11 5 12 8 4 23 18 12 0 30 4 0 0 17 0 22 split_gain=1929.87 523.415 305.774 182.953 129.331 92.3846 73.845 58.1961 43.4599 33.0779 32.37 30.4079 32.1335 22.6963 22.3365 20.9673 20.7828 20.6208 20.4213 19.4562 17.8803 16.3555 16.1171 15.8721 15.7529 15.7124 15.799 14.7219 14.2002 13.9163 13.8264 13.5308 13.502 13.2653 12.352 12.339 11.8895 11.88 11.8036 11.1422 10.8219 10.8083 11.0208 10.7406 11.5339 threshold=210.32845731073789 1.5000000000000002 225.7386693665151 185.28626743537293 0.71818773931235946 1.5000000000000002 100.24526019919524 233.23475359564637 0.941189571597013 24.80314980537986 219.05642533982865 75.364364203308668 200.36805453745788 1.5000000000000002 43.000000000000007 0.52222032511830718 51.797874071867305 0.51049337402928574 0.71333959899749388 48.009979773148949 47.472717914218812 0.83387753710141166 17.979657173156742 1.4332028413735676 42.865527916283369 243.300758001123 0.1305768695998151 29.500000000000004 0.35467313219460622 0.59916246145220087 83.710887908935561 99.269552621700498 10100.500000000002 34.005304336547859 1.7890198197483618 3.5000000000000004 78.873106012293761 29.500000000000004 1.5000000000000002 24.988646507263187 33.000000000000007 22.000000000000004 45.840749948657951 33.000000000000007 493.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 17 11 8 24 -1 27 16 12 20 -6 29 -8 40 38 23 -12 -5 -7 -18 -13 -4 41 32 -10 -22 33 31 -14 -27 -11 -33 37 -15 -26 -3 -20 -2 42 -9 -21 -45 right_child=1 4 7 5 13 21 15 25 9 14 19 18 30 36 -16 -17 22 -19 39 43 28 -23 -24 -25 35 26 -28 -29 -30 -31 -32 34 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0048375509003227768 -5.6431710468710185e-05 -0.0025450263752646229 0.00050336390393621987 0.00021047836553551838 0.0021171844962418885 -0.0046053637056304945 -0.0048062405552837598 0.0028802130481556721 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20668 68520 30743 1713 29712 107 180 1467 12587 4622 51395 17036 820 18212 52269 1357 3977 39925 internal_value=0 0.0331278 0.0406662 -0.063025 -0.0813895 -0.0427888 -0.0914256 0.0609382 -0.0969127 -0.0872092 0.0141508 -0.0358455 -0.0385578 0.0131321 -0.0720424 0.0101836 0.00245902 -0.117928 0.0303165 0.0253836 -0.0535889 -0.114368 0.0121555 0.066404 0.0475845 0.0744564 0.10157 -0.10929 -0.0575576 -0.0541279 -0.0254244 -0.0236351 -0.190826 0.0586916 -0.00704951 0.050459 -0.0353065 0.0532142 -0.135149 -0.0544855 -0.0152881 0.0708392 0.0775375 0.0315097 0.0197415 internal_count=924644 606309 568862 318335 37447 185886 132449 322386 125663 98772 246476 169449 162776 10440 58553 6786 120770 27007 6673 125706 75904 16437 78099 4681 162180 160206 18857 40219 71147 31800 86872 85159 183 1057 31179 149466 5021 136879 19452 1992 42671 141349 89080 101174 43902 shrinkage=0.0364949 Tree=37 num_leaves=46 num_cat=0 split_feature=16 32 16 16 20 32 16 16 0 0 29 14 9 13 12 30 8 30 14 12 2 1 32 7 0 13 25 11 7 9 29 9 25 24 14 28 0 19 22 16 20 9 11 26 16 split_gain=1789.58 472.897 251.375 200.956 120.208 101.24 42.4444 38.8467 37.8375 30.5068 29.7207 28.4058 24.2694 29.6965 22.2299 22.1796 24.3294 23.039 20.21 19.0575 17.8018 17.4971 16.9824 16.8753 16.1802 16.8422 15.6298 15.6257 14.8658 21.1249 14.3913 13.746 13.2614 13.0137 20.7121 14.5657 13.3012 13.0709 12.7721 12.6752 12.5587 12.4633 14.7141 11.8826 11.8702 threshold=212.05783625730996 1.5000000000000002 226.87679573834347 185.28626743537293 0.71818773931235946 1.5000000000000002 234.69874983117236 201.2868333527833 29.500000000000004 33.000000000000007 0.74727130903417971 17.999061468471016 0.95432492324660967 23.017046674735628 40.159902576697327 1.0000000180025095e-35 740.50000000000011 2.5000000000000004 33.916727553460476 82.198484809835008 24.105823068309075 5054.0000000000009 1.5000000000000002 -28.300757408142086 33.000000000000007 26.497674141931039 19855.250000000004 0.65912781165978107 -12.52880811691284 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2410 40870 12086 78126 9119 5170 6345 13922 1088 16748 internal_value=0 0.0335973 0.0408521 -0.0576301 -0.0779336 -0.0382302 0.0604591 -0.0313887 -0.0880791 0.0174889 -0.0676685 0.00505214 -0.102081 -0.0901897 0.0272853 0.00850544 0.0127666 -0.0408575 -0.114363 -0.109442 0.0145107 -0.128072 -0.0840776 -0.0182695 -0.0470072 -0.0310369 -0.0340461 -0.0762815 0.0279997 0.043405 -0.0376167 -0.0415618 -0.0695041 0.0500288 0.0223691 -0.060531 0.0528117 0.038535 -0.0254309 0.0740981 -0.124092 0.00460016 0.0149789 -0.122477 -0.0752741 internal_count=924644 584449 548754 340195 35695 207800 298361 189586 132395 250393 53870 110329 78525 53875 140064 105445 97066 8379 25605 18214 10090 24650 36202 103037 86549 36607 17668 39880 139615 43240 17417 17095 4884 169068 15455 2522 153613 12933 78466 129293 22863 24571 20267 2448 31069 shrinkage=0.0364949 Tree=38 num_leaves=46 num_cat=0 split_feature=16 20 16 16 32 30 29 17 30 16 5 2 29 7 17 0 16 26 12 21 26 8 26 21 18 0 12 0 8 19 27 21 0 10 8 15 32 25 8 10 7 8 4 0 0 split_gain=1671.51 378.697 286.205 167.824 123.264 79.8853 66.3178 58.0511 36.1429 32.9828 30.1644 28.5516 26.9758 23.7211 27.9604 22.8959 21.8232 19.168 18.9038 18.4298 22.9539 17.7518 19.63 17.645 17.8732 17.3909 17.2269 16.4351 16.088 15.9495 15.5692 15.4594 15.2099 15.0162 26.088 14.3598 14.0714 13.9279 13.4897 13.4029 13.8293 15.3138 21.2807 13.3579 13.3039 threshold=216.69103278220254 0.59295380130447306 198.42281787389268 230.99510734715696 1.5000000000000002 1.0000000180025095e-35 0.60065137920725709 79.540048092503454 1.0000000180025095e-35 169.45736122284799 25.00000095367432 14.872067648663394 0.096516383039005851 -15.255119323730467 56.667398629376272 33.000000000000007 239.85980038569519 1.3460489146595302 96.544678887547576 1.5000000000000002 0.71547790386872989 469.50000000000006 2.00545483397469 14.500000000000002 4.5000000000000009 31.000000000000004 40.159902576697327 37.500000000000007 4631.5000000000009 739.25000000000011 14.500000000000002 11.500000000000002 33.000000000000007 0.98665312932911686 10100.500000000002 0.37567527482458202 1.5000000000000002 631.25000000000011 1710.5000000000002 0.95518097781946698 -45.177932739257805 17005.000000000004 141.02744293212893 20.000000000000004 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 11 35 12 9 10 43 23 21 -1 -12 29 30 -5 -17 -6 39 -21 -4 -23 26 44 36 -3 -10 37 32 -11 -32 -15 -18 -35 -2 -14 -16 -7 40 41 -9 -43 -8 -25 right_child=1 3 4 16 18 38 7 19 27 15 13 -13 25 14 28 17 33 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0056503123872899295 -0.0037469701474126464 -0.011181539088178712 -0.0016168009878926553 0.0021768227837709545 -0.0046264965287534481 -0.0046728825835560175 -0.0019437290364921654 0.0050606372899058699 0.00030211204509335103 -0.00045799560328835801 0.0019207148185072505 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138 26123 79 internal_value=0 0.0378907 -0.0477079 0.0439143 -0.02112 -0.0841147 -0.0740048 -0.0602761 0.0277591 -0.0665482 0.0315799 -0.013711 -0.0974772 0.0356656 0.0293048 -0.0563405 0.0650692 -0.0687322 -0.102856 0.011002 -0.00766604 -0.0243209 -0.0160577 0.00208187 -0.131123 -0.0912836 0.00643226 -0.00621541 -0.0892767 0.0307796 -0.0350222 -0.0567676 0.023244 0.0839991 -0.0773297 0.0125239 -0.0763124 -0.122482 -0.118211 0.105007 0.119144 0.0057279 -0.16934 -0.0936216 -0.0383701 internal_count=924644 515299 409345 491055 203546 24244 205799 129851 278429 119349 250282 186629 75948 219833 159883 86671 212626 54811 16917 10502 8762 107517 76062 30449 963 68545 29486 28147 1964 157919 31860 16192 101085 47341 570 6323 36394 1731 17921 1740 1696 658 284 32678 658 shrinkage=0.0364949 Tree=39 num_leaves=46 num_cat=0 split_feature=1 0 32 20 0 1 9 1 1 30 11 0 11 29 11 29 9 0 14 21 21 15 9 28 1 26 12 23 15 25 25 15 27 8 30 26 7 20 14 13 11 13 11 27 26 split_gain=921.498 460.048 198.367 182.426 120.359 93.5219 80.5584 74.7148 66.5529 54.0786 46.6511 43.4568 32.7132 32.2095 30.6289 30.9219 29.6765 24.8076 23.8816 24.0745 23.4852 22.7081 22.4719 21.0516 19.5 19.1332 18.1683 19.5756 16.158 15.7839 15.3574 15.2602 15.1401 18.1885 14.3496 13.737 13.3662 12.7267 12.7034 12.5815 11.9926 11.9796 11.9178 16.1739 13.2176 threshold=443.50000000000006 40.500000000000007 1.5000000000000002 0.64294872532468939 29.500000000000004 711.50000000000011 0.95432492324660967 676.50000000000011 3584.5000000000005 1.0000000180025095e-35 0.84712563073302072 22.000000000000004 0.8099919484702095 0.51495371553511105 0.90003342245989315 0.1324428984473135 0.91512141009267456 48.000000000000007 19.418414111308337 1.5000000000000002 2.5000000000000004 0.65073985571475268 0.93800758938190076 3286.5000000000005 131.50000000000003 0.16183428214001228 161.21930009000633 1.1460434159880115 0.26954373557412509 773.25000000000011 714.75000000000011 0.25650705899585058 21.500000000000004 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55.7944 45.6967 41.3995 33.7075 31.5089 29.2041 27.1103 27.9998 25.5298 24.9626 24.0895 21.1283 20.3148 20.2847 19.1905 19.3031 17.5263 17.1452 16.7995 16.5842 17.4667 15.5842 15.4732 15.2419 14.5297 14.3709 14.2299 15.0077 19.3712 14.0124 13.7455 13.1626 12.2561 11.374 11.335 14.8522 13.8983 11.3057 16.3309 threshold=208.8215768945316 0.58356967822279371 225.7386693665151 178.81187025097299 1.5000000000000002 0.66509115274016595 100.24526019919524 232.91910233882521 75.364364203308668 0.95556129624845731 1.5000000000000002 20.286534768785881 46.593127537425424 197.9020792704948 1.4709095731691917 2986.5000000000005 24.80314980537986 0.73221999418889816 0.89317015155781443 0.61277395616701347 40.159902576697327 29.500000000000004 740.50000000000011 49.500000000000007 1.5000000000000002 0.9650279400231272 0.70489051576309203 0.95165114783435401 541.25000000000011 42.865527916283369 0.92817652676366735 50.24577077793468 242.18382908924457 0.98665312932911686 8904.5000000000018 0.49927428403526453 52.196002960205085 30.493617279864189 1.3374324157939348 24.000000000000004 55.698544044147987 40.500000000000007 1.6111079378019875 5.5000000000000009 25.567087794826879 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 6 30 24 9 29 12 39 11 15 -7 38 18 20 -11 35 -12 37 -3 -22 -19 -16 -5 26 -10 28 -8 -4 -2 -6 -9 -34 -35 -13 -25 -18 -14 -1 41 -15 -43 -31 -45 right_child=1 2 7 5 31 8 27 32 25 16 14 17 13 40 23 -17 19 22 -20 -21 21 -23 -24 36 -26 -27 -28 -29 -30 43 -32 -33 33 34 -36 -37 -38 -39 -40 -41 -42 42 -44 44 -46 leaf_value=-0.0033073520078902956 0.00056208981457733049 -0.008920987106440216 0.00015758815790794002 -0.0023745767494657635 -0.0042086033815526228 0.00073695030595047686 0.0085538131029024734 0.0022028618258957129 0.0027370261820210307 -0.0035787605112110668 -0.0018535740455016359 -0.00048552922430682431 -0.0018856936414791427 -0.00082019987427662188 -0.0016702178818922594 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28.3181 25.9013 28.9604 24.4318 23.0227 21.0422 18.2735 17.5013 17.5703 16.5549 18.4834 16.4833 16.4294 16.4173 15.4468 15.3106 15.2317 14.3303 15.1744 14.2687 14.049 13.6519 13.338 13.3367 18.0487 13.2703 13.5409 16.5905 12.8997 12.8429 18.5324 13.217 13.1273 threshold=216.69103278220254 0.55353191207062413 195.69933653238886 230.83397656956981 1.5000000000000002 1.5000000000000002 79.540048092503454 146.93370920711439 1.0000000180025095e-35 207.13992259360023 1.5000000000000002 36.506511747336816 178.81187025097299 -15.255119323730467 56.667398629376272 0.96605004589175925 485.25000000000006 2442.5000000000005 239.85980038569519 248.25000000000003 3.5000000000000004 -8.1301016807556135 248.25000000000003 95.855339059327392 0.94187147376097868 0.64247549719288244 49.979587152957272 0.64350670823885114 22.500000000000004 0.74153805977693177 1.6614695552213445 10.500000000000002 52.592475511427942 170.69025245441796 1045.2500000000002 462.75000000000006 32.500000000000007 47.701426725572922 56.667398629376272 402.50000000000006 0.31484276188816968 47.778484114626927 11193.000000000002 22.000000000000004 1.0635136701181502 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 9 -2 7 -1 13 37 11 33 -13 -3 16 17 19 34 41 20 -15 24 -23 -6 -11 -16 -14 -19 -21 -10 -31 -27 -7 -9 -8 36 -30 -4 -39 -40 -18 43 44 -5 -43 right_child=1 3 4 18 23 32 15 10 29 21 -12 12 26 14 25 -17 40 27 -20 28 -22 22 -24 -25 -26 31 -28 -29 35 30 -32 -33 -34 -35 -36 -37 -38 38 39 -41 -42 42 -44 -45 -46 leaf_value=-0.004359436610886086 0.00059665190366893234 0.0016676426459505654 0.0012660675443446892 0.0022773930059651485 -0.0042055254979668994 -0.0042345227141988417 -0.0012635638164735495 -0.00088711401176196547 -0.0024066243628133471 -0.0012076763815012936 -0.0040275911556920032 -0.0030487360694615852 -0.00076069066587557718 0.0017324848646700034 -0.013992694040648289 0.0020792661303775401 -0.0030514109218623808 0.0027076740133938617 0.0027719076415036116 0.00056216005121028712 -0.012758466263957574 -0.00852966163402912 -0.00040845439293734362 -0.00191998890315416 0.00084189181532777816 0.0019211636279096254 -0.002212150929948164 -0.003268977737762393 -0.0013546731721507358 0.0004981773704301471 -0.0016522926126551303 -0.0047921875886836347 0.0013423833101535241 0.0027388134719209915 -0.0047336074562604183 -0.00048030460900778932 -0.0087471738352921519 -0.0014815527465837277 -0.0026753299073939011 -0.00015251633027201202 0.001068444096558532 -0.0042697660173260333 0.007332319927731562 0.0016178308967894242 0.0010284084604321535 leaf_count=21491 4986 64240 3165 97292 12187 16086 4285 7144 3766 6290 14187 59986 11768 183 181 4088 1019 2285 47437 19877 285 375 80222 6415 30313 643 57387 761 1239 19214 5657 1225 625 1715 2250 5930 682 54271 4034 24911 152419 1227 355 69281 1265 internal_value=0 0.0344559 -0.0433378 0.0395419 -0.0212863 -0.0812075 -0.0694897 -0.0743489 0.0245939 -0.0146751 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19.4317 18.9799 18.1429 16.8959 16.445 15.9074 15.5672 15.3449 15.3009 14.9276 14.7802 17.7374 14.7007 14.4675 14.1331 15.2108 17.7795 13.7228 13.5343 13.4779 12.7521 11.9726 11.9451 11.3312 11.7712 10.9033 17.7723 13.4773 10.8958 threshold=208.8215768945316 0.65088019595980473 225.7386693665151 180.82115787776169 1.5000000000000002 0.65813663333235695 100.24526019919524 233.06841891686256 75.364364203308668 16.504716981132081 302.50000000000006 47.393987491375547 146.93370920711439 40.749392009377253 198.93890919692316 98.086482314953741 81.686258765809541 1.5000000000000002 1.5000000000000002 43.003048327204944 1.0687437041168886 0.96128897505055633 14.500000000000002 0.71333959899749388 0.71003297951559963 42.865527916283369 1.0000000180025095e-35 1.4040241451872013 28.00000095367432 0.52222032511830718 1.5000000000000002 46.67593553407719 1.1169482732682103 2.5000000000000004 57.833890399497243 0.9650279400231272 0.93109570973915556 12.010407447814943 2.5000000000000004 1.3374324157939348 29.339863777160648 21.500000000000004 18.526255917364811 0.65517245888481634 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 6 19 18 12 25 11 10 33 -7 15 17 39 16 20 -14 -5 -2 -1 23 26 -10 -24 -4 28 -28 37 -8 -9 35 -33 -3 -21 41 -15 -12 -29 40 -13 -32 -43 -44 -27 right_child=1 2 7 5 -6 8 29 30 21 -11 22 14 13 36 -16 -17 -18 -19 -20 34 -22 -23 24 -25 -26 44 27 38 -30 -31 31 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 43 -45 -46 leaf_value=-0.0032207101532149033 -0.0045905644319032468 -0.0019941432308705439 0.00014161157601158647 -0.0023053780826772841 -0.0039271122697032597 0.00063328341261441388 -0.0039971596876175568 0.0033490707936938966 0.0025605193660652547 0.00073061954778306073 -0.013158624288811384 -0.0021844812663318353 -0.0011158209903174678 -0.0029708196876274129 -0.0009541561802639335 -0.0044960432577730077 0.0099387008943790569 -0.0041573259207484418 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21.1836 24.7303 18.5019 16.0902 14.8237 14.2083 14.054 13.7925 14.5373 13.4305 17.9537 14.31 13.3449 13.0632 13.0159 12.8243 12.5675 12.3803 12.7705 12.3764 12.3899 12.0372 11.5864 10.9049 18.5056 15.3206 18.8227 threshold=215.53935192666088 2.5000000000000004 195.13345671162787 228.47130970471682 0.67267678512167206 79.540048092503454 146.93370920711439 0.16161559124773825 0.55353191207062413 0.16161559124773825 1.5000000000000002 0.16161559124773825 36.506511747336816 71.353276643744806 237.56793809031294 174.37495694737655 205.0035796023231 0.55353191207062413 222.09114081681506 50.183469289460668 47.081062671737591 0.96184765013857676 3.4637601706582113 49.632142289081621 54.140838317227143 44.769460999147434 1.8608783309957926 18.821695149173895 21.500000000000004 1.2907848077640913 109.80508652763324 0.74110753668958451 0.941189571597013 46.8386145521931 25.614449501037601 -56.966356277465813 0.91816112021481344 46.00000190734864 0.75821883452312344 78.801034706270642 1.0000000180025095e-35 49.489826079982031 0.7997977703620095 1596.5000000000002 635.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 10 6 -1 -2 -3 -5 -4 -8 -13 16 27 33 -6 -7 19 -9 -20 22 35 -17 25 -18 -27 28 29 -11 -10 32 -15 -14 -33 -19 -37 38 -25 -38 -28 -29 -43 44 -44 right_child=1 8 4 9 13 17 11 18 30 14 -12 12 15 31 -16 23 24 21 20 -21 -22 -23 -24 37 -26 26 40 41 -30 -31 -32 34 -34 -35 -36 36 39 -39 -40 -41 -42 42 43 -45 -46 leaf_value=-0.0040565259076269502 -0.0054662374158519628 -0.0041706181774083025 -0.0018011497844976252 -0.0041268585641171954 -0.0011407065515739901 -0.003640822520351797 -0.0042877715555275807 -0.00048703969812696562 -0.0028170364738826508 0.0012576256014550874 -0.0040754520220012847 -0.00032501610480785068 -0.0023454347251603974 -0.0010875929982502291 0.0023936631321821505 -0.00098752181259831773 0.0034291095068128105 -0.0038465199987300293 0.00030243324463085969 0.00069391484359141863 0.0012751129758549066 0.0020559345209785985 0.0059480682108346309 -0.0026231240782633078 0.00017988007365947332 -0.00061372257493113344 -0.0007289487338956529 0.0017638395784700923 -0.0033345104775974769 -0.0080343393389786626 0.00046201514785171538 -0.0045242239101440113 0.0033705865609556579 -0.0035281132622513897 0.0023478958719793577 -0.0029050248997888406 -0.00096104495143630841 -0.0037081575684488467 -0.001573524313015636 0.0035059497710150465 -0.0063634627833594939 0.0012661678357709608 0.0016936333719704615 0.0038710092955299498 -0.011250769981277903 leaf_count=21405 982 13282 14775 974 62361 2188 7778 34219 3619 8011 10532 9368 22935 1100 79016 15571 1089 1705 35667 76228 96559 4482 414 27294 48805 60763 890 176763 1504 227 3043 799 4212 26117 637 1592 1752 6629 33199 1484 1071 2684 215 212 492 internal_value=0 0.0307935 -0.041979 0.0354121 -0.0214449 -0.0650945 -0.0696634 0.01853 -0.0881811 0.0506414 -0.0752884 -0.0636988 -0.0607339 -0.0139468 0.051234 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15.026 17.5786 14.6378 14.0093 13.9051 13.6051 13.4144 13.1913 16.5726 12.7362 13.0806 12.0527 12.0077 11.9813 11.6048 11.4281 11.2506 11.4969 11.0757 20.0931 11.3818 11.7285 threshold=208.8215768945316 2.5000000000000004 225.7386693665151 0.64566493864883812 0.94048650184437221 0.66220635981665399 232.13863629265342 0.55951323691110566 0.71177480308742214 0.16161559124773825 193.326729002501 33.000000000000007 24.000000000000004 1.0000000180025095e-35 1.4456989541031573 544.25000000000011 12.090005566579409 44.194363041761456 0.1324428984473135 159.94899527186763 49.129855211732817 76.624431862837 49.500000000000007 1.5000000000000002 47.237357724604415 0.9650279400231272 1.5000000000000002 14.500000000000002 1.1908364955272102 0.16161559124773825 3914.5000000000005 0.9183066082235839 0.84091966173361532 128.56176231176235 10.83533697151846 2.5000000000000004 181.7959393430626 -1.0000000180025095e-35 33.000000000000007 0.6306675018803477 3950.5000000000005 48.000003814697273 23.358003752526997 0.73587090054481374 59.130114755751499 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 9 12 21 17 29 -3 -1 22 16 -5 15 -15 -13 -9 -4 -8 -11 -21 -6 32 -20 25 -25 -10 34 39 -2 31 -14 37 -34 -18 -16 -22 -7 -31 40 -26 43 -43 44 -29 right_child=1 8 6 4 5 10 18 11 26 19 -12 13 30 14 35 -17 27 -19 23 20 36 -23 -24 24 28 -27 -28 41 -30 38 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0042912177082295036 -0.0043663803635001514 -0.0037907470219376784 0.00019860053802366905 -0.0010641511122290084 0.00074610198867904563 -0.0010501383939206584 -0.0044584359632899766 -0.0056621229174835686 0.0018556373967332312 -0.0033315004349945281 -0.00082385673038647643 -0.00090673518038726511 -0.0029594800429536407 -0.00036952530799624775 -0.0054442783732990439 0.00046445446329622603 0.0012644744568232192 0.0014337222178715981 0.0031625953898831408 -0.0011846606641568772 -0.0034643521015246788 0.005099320506453983 -0.0027204285467258 0.0020108677733856168 -0.011555553751305861 0.00025611821169229011 -0.0023353025548005337 0.0010139066246999139 0.0014724717257770244 -0.00019789517076575886 -0.00090600657676146563 -0.0053409153373507141 0.0060094727502020369 -0.00058972705783761107 -0.012252814518356614 -0.0014944634681800634 -0.0021667972349527741 -0.0023217269913444498 -0.0022589713890675302 -0.00066484399220882902 0.0016749031185579017 -0.0063200370340596402 0.00026042006962530111 0.00034010238123537476 0.0037817460274238482 leaf_count=13285 1533 20022 21842 10949 10721 16617 674 721 1875 25350 81816 22181 15626 8507 2491 84987 53763 119095 13632 17678 13014 1365 18757 165781 376 6583 2451 12281 1008 12182 2852 5183 418 9314 88 1742 34884 22505 5076 492 114 884 2054 59430 2445 internal_value=0 0.0240634 0.0286089 -0.0499415 -0.0369285 -0.0298849 0.0454954 0.00802278 -0.0879414 -0.0744316 -0.0350452 0.0108626 -0.0697988 1.18129e-05 -0.0415287 0.0049501 0.0207444 0.0340405 0.0540527 -0.0681267 -0.0591737 0.0339158 -0.050136 0.0546845 0.0521846 0.0532635 -0.0142168 0.0217129 -0.0412641 -0.0299966 -0.0886046 -0.097346 -0.0407653 -0.00839251 0.0340427 -0.10464 -0.0690327 -0.0488183 -0.0220334 -0.125036 -0.232291 0.0131004 -0.0471172 0.0154861 0.0403743 internal_count=924644 624310 599962 300334 196123 161513 329597 270365 24348 104211 149427 251574 34610 119908 12740 107168 131666 140937 188660 90926 65576 12086 67611 187986 174354 172364 4326 130945 1990 18791 23661 20809 48854 9732 53851 4233 47898 39122 17258 982 490 77094 2938 74156 14726 shrinkage=0.0364949 Tree=45 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 30 20 17 16 30 17 5 30 7 9 7 17 21 17 22 9 9 23 5 16 10 1 9 29 26 13 27 19 5 29 29 9 5 2 11 19 24 30 21 19 split_gain=1035.11 227.779 175.332 103.431 70.3755 52.8163 47.6017 51.3998 31.7204 27.708 26.5031 23.8434 23.753 20.3701 22.4935 19.3428 24.7466 19.2889 17.4385 17.0046 16.0864 15.2819 15.0624 14.8195 14.5261 14.4508 21.4503 14.3116 13.8564 13.848 13.6903 13.4934 13.3694 13.3249 12.0349 11.9215 11.3448 11.3386 11.2354 10.6443 12.0821 10.5988 10.2533 10.2452 11.4671 threshold=216.69103278220254 0.59295380130447306 198.42281787389268 230.83397656956981 0.67267678512167206 1.5000000000000002 0.75192061774542596 75.364364203308668 168.23617536969996 1.0000000180025095e-35 46.012456035413571 24.838847160339359 1.5000000000000002 -12.528806686401365 0.93525595708404385 -15.255119323730467 56.803688154246878 14.500000000000002 68.061131378923264 190.25000000000003 0.96605004589175925 0.88740495196489788 0.64247549719288244 46.394205093383796 240.53155063924297 0.98665312932911686 8904.5000000000018 0.94872052674184193 3.4637601706582113 0.32017791095551734 16.125368787229792 10.500000000000002 742.25000000000011 20.000123977661136 0.16161559124773825 2.0089452782619834 0.92706092526712347 26.00000095367432 15.364510489510492 0.82248921601642067 504.25000000000006 7.5000000000000009 1.0000000180025095e-35 6.5000000000000009 839.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 12 34 27 8 21 11 -10 17 -4 14 -6 -13 32 30 29 -15 28 -8 -18 -12 42 -26 -27 -1 36 -16 -3 -24 -17 -19 -2 37 -9 -11 -21 -33 -41 -25 -5 -37 -45 right_child=1 3 4 24 13 -7 7 20 10 35 23 15 -14 19 18 16 22 33 -20 38 -22 -23 31 41 25 26 -28 -29 -30 -31 -32 39 -34 -35 -36 43 -38 -39 -40 40 -42 -43 -44 44 -46 leaf_value=-0.0039543885349205806 -0.0049014301787072409 -0.0091288927603797778 -0.0014608808030813982 0.0017870129929688232 -0.0014661254739088906 -0.0036265202969500772 -0.0049845526337407853 -0.0027159062058723254 0.00020276954675770015 -0.0024191191080656445 -0.0016385362235795966 0.0015883498591279461 -0.0037855243120782532 -0.0068877141652179518 -0.005752087915244908 0.00063098775283027648 -0.014886217232661328 -0.013329284162319295 0.0026295664046965378 -0.00086854290100887735 0.0026119757855534291 -0.0025888958758820959 0.001915457079353321 -0.0022690363032385826 0.0025549730818883098 0.0010596287829933366 -0.01562186680496444 -0.0026619407879380471 0.0055395783246739577 0.00038390726898677904 8.2292196969099211e-05 -0.00092581712057507033 0.0013301786366942327 -0.0028114714650025675 0.00031940608569293869 -0.0014895926750955863 0.00026482858460550381 0.0002543616202878656 -0.00016089144215239776 0.0049477649010265679 -0.010017454889705782 -0.004808280088675192 0.00070617672732889675 0.0012823924478533256 -0.011012817080330453 leaf_count=15556 635 217 13359 163156 8739 15678 3915 2546 9697 2340 74866 59522 10421 574 496 107052 139 225 4828 76444 3515 37674 622 6232 39878 364 143 42827 501 39652 22262 521 55208 559 7957 3316 5122 21767 49060 83 535 3375 12592 146 328 internal_value=0 0.029732 -0.0376277 0.0344067 -0.0168189 -0.0648362 -0.0582087 -0.0486391 -0.0541166 0.0215356 -0.0439584 0.0249104 -0.0679436 -0.010057 0.00625035 0.0280792 0.0224797 -0.00555923 0.0152707 -0.0170046 0.0150049 -0.0771179 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12.6292 12.5592 12.3963 26.9234 12.3508 20.6039 14.8124 12.1001 12.0693 11.9684 11.8503 threshold=216.69103278220254 2.5000000000000004 189.33801607996526 230.0646453762474 0.76620502811573798 100.24526019919524 1.5000000000000002 0.9388791701984589 205.0035796023231 24.597894991368459 0.16161559124773825 0.69954476348730832 0.096516383039005851 1.0000000180025095e-35 -14.912445068359373 58.273039848711441 1.5000000000000002 48.986624034502746 0.80064155991150909 54.140838317227143 34.398674458609257 71.353276643744806 5.0399255752563485 0.61277395616701347 44.583952318307361 248.25000000000003 1.0000000180025095e-35 34.005304336547859 11.500000000000002 3.5000000000000004 1.6879816129571044 4631.5000000000009 0.52222032511830718 742.25000000000011 49.979587152957272 1.9571543130682663 22.500000000000004 421.25000000000006 21.500000000000004 19.000427230659341 0.69347448531553402 0.9650279400231272 -71.565052032470689 0.39340645876379171 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 6 7 22 -1 21 -9 -2 -3 -5 14 42 25 -14 26 -19 24 -20 34 -4 27 -10 29 38 -11 -25 -16 -15 -17 -7 36 -6 -23 -27 -38 41 44 -41 -18 -12 -36 -40 right_child=1 11 4 12 8 32 -8 9 19 23 13 -13 16 30 15 31 17 18 20 -21 -22 35 -24 28 -26 33 -28 -29 -30 -31 -32 -33 -34 -35 43 -37 37 -39 39 40 -42 -43 -44 -45 -46 leaf_value=-0.0034800151604707 -0.0051721847579628381 -0.0034601481541503133 -0.0057911929477630708 -0.0047668760304559916 0.00027772061337435545 -0.0035169840819122239 -0.0035318420473536166 -0.0028768122784327689 0.003742697923429193 0.00010934910310157944 0.0007336252445896322 -0.0002992321416256245 0.0029620120197756724 0.00024571574335121221 0.0017476797211115984 -0.0050622200379263913 0.0019062680449946467 0.00056151654628923734 -0.010229668702345603 0.00038050609130184382 0.0032256584236494659 0.001624867306110645 -0.0013560208701339231 -0.0018914585897354089 -0.00054709283130777847 0.00062115525606137943 0.00056182494213335283 0.0083596279356930158 0.0017550863784283636 -0.011065480679222549 -0.0018198302991381521 0.0056382380148834394 0.0011483778390694158 0.0011921028580701592 -0.0033568704972125039 -0.0057917052861772055 -0.01123276655730359 -0.00034594740899270308 -0.010328739810612103 0.0018482722020326818 -0.0011221080889040511 0.00023453063677387792 0.0017956042566555908 -0.0011469539914652277 -0.0018168080106692344 leaf_count=28156 970 15205 1121 659 7995 925 14770 43462 1124 1806 22788 3800 14518 20203 183 1388 183191 1800 498 52825 168 4343 29323 69327 72251 108450 14173 321 1383 269 5256 175 6075 52159 3422 327 311 11131 287 9588 2916 5954 38057 70687 904 internal_value=0 0.028727 -0.0363837 0.032797 -0.0211004 -0.0624374 -0.0596454 -0.0661693 -0.0129173 -0.0591031 0.0198098 -0.0774938 0.047261 0.0204116 0.0231604 0.0178673 0.047762 0.0455526 -0.0393541 -0.00330484 -0.187301 -0.0268973 -0.0416313 -0.0473334 -0.0131903 0.0189886 0.0465175 0.0371135 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10.0792 10.0494 11.9792 10.4446 threshold=217.81265976926753 2.5000000000000004 200.36805453745788 231.30937445088739 0.77072645645724502 0.64566493864883812 46.500000000000007 79.540048092503454 2.5000000000000004 33.000000000000007 18.226165115231776 0.53291252147496471 35.000000000000007 1.7450044287792634 0.096516383039005851 462.75000000000006 0.93621105192708154 0.1324428984473135 0.88740495196489788 71.353276643744806 31.000000000000004 56.803688154246878 1.0000000180025095e-35 1.0000000180025095e-35 0.16161559124773825 1.5000000000000002 47.778484114626927 26.000000000000004 740.50000000000011 1.1209226326189394 275.25000000000006 13.500000000000002 5.0399255752563485 14.500000000000002 0.82143553327763863 302.50000000000006 2.5000000000000004 0.96207000352924099 91.262997694832649 0.70940753955760794 1.4096522745470084 16.995519638061527 3481.5000000000005 14.500000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 8 14 7 18 32 24 -11 -3 19 15 -1 -14 -8 -5 -7 30 37 -18 -15 28 -2 -19 27 -27 -12 -28 -6 39 -4 -20 -35 -26 -24 -16 -39 -32 -25 -31 43 -37 -44 right_child=1 11 4 17 12 6 16 -9 -10 10 23 -13 13 22 20 -17 21 25 33 -21 -22 -23 36 40 35 26 29 -29 -30 41 31 -33 -34 34 -36 42 -38 38 -40 -41 -42 -43 44 -45 -46 leaf_value=-0.0043428230643441559 -0.0047033762551441346 -0.0036480663789485446 -0.0052781440929146398 -0.0040890357681733535 -0.0029516415720143687 -0.0033913282356412937 -0.0037269180343836223 0.00098072799983007423 -0.0037279176404314504 -0.0024475738000603936 0.00010105635378378143 -0.00096150533919028478 -0.0019739800373054237 -0.0011894540542669437 -0.0025779892748932151 -0.00026180019362230425 -0.0024485354964395765 0.0028564265533744864 -0.00062457473343752548 0.0026232992679387388 -0.0029478456043811009 -0.000924073752057599 -0.0073166529055461085 1.9294491436608955e-05 -0.0036572791855583949 0.0018935030515333843 -0.0041684324256211465 0.0012069092313930438 0.00099884904752644004 -0.023669845215125065 -0.00063299652181879752 -0.00023797019504830045 -0.001188600535537272 -0.0020575741584536716 -0.00056037505032633913 0.0015146779656260588 -0.0012933703686427466 -0.0015713078628403173 0.004106970365500221 0.0011249598326589021 -0.0025598793621728149 0.0018520969864422379 0.0026197584284066611 0.00088457865680812429 -0.0023676096539222273 leaf_count=7523 618 11605 1011 715 1761 4532 9150 8394 8781 4206 38413 6543 9521 2733 17612 76225 27083 13953 35057 3701 38745 14312 1360 4969 677 135106 1106 54768 50048 21 5294 46662 23384 22750 10588 67514 595 23842 640 26446 3427 1108 762 99281 2102 internal_value=0 0.0288817 -0.0333987 0.0327593 -0.0130458 -0.052573 -0.0406065 -0.0275544 -0.0544001 0.0218209 0.00946264 -0.0734202 -0.00517443 -0.0159742 -0.070431 -0.012383 -0.0616058 0.0471489 -0.033819 0.00647139 -0.0659113 -0.0526502 -0.0816595 0.0127859 0.0291268 0.0477013 0.0454811 0.0464574 0.0166871 -0.037457 0.00345153 0.00534567 -0.0372129 -0.0299025 -0.0433504 0.0297 -0.150253 -0.052231 -0.0389881 0.0227907 -0.0283176 0.0377415 0.0302184 0.0312269 -0.0285153 internal_count=924644 496942 427702 478794 207474 220228 131866 81321 33176 272017 101063 18148 174298 90434 88362 85746 50545 206777 72927 83864 80839 41395 4688 96857 170954 206062 192109 189874 88461 2235 80163 78402 24395 68395 33338 170336 1955 42094 24482 31740 8396 1129 169659 166795 2864 shrinkage=0.0364949 Tree=48 num_leaves=46 num_cat=0 split_feature=16 33 16 16 32 17 0 9 1 0 13 30 13 2 4 24 2 19 0 15 28 30 26 28 16 16 30 1 6 11 4 12 9 11 17 26 30 19 5 9 16 12 15 27 23 split_gain=828.849 228.515 131.395 93.9465 46.2716 39.2059 27.7856 26.6533 19.5696 19.8072 19.5142 20.7413 18.5692 18.3702 18.2089 17.5553 17.4436 16.1057 16.0252 13.5455 13.5158 13.3906 12.7242 13.4034 12.5747 12.4625 11.8111 11.5034 13.039 10.7893 10.6036 10.4775 10.3244 18.214 13.5343 10.3136 10.2889 11.6436 10.2174 11.4461 10.0081 9.50885 11.955 10.3352 11.5014 threshold=211.4970526443727 2.5000000000000004 224.90921564804185 185.28626743537293 1.5000000000000002 100.24526019919524 29.500000000000004 0.941189571597013 146.50000000000003 35.000000000000007 27.068757372796959 1.0000000180025095e-35 24.80314980537986 14.627314814814817 18.00000095367432 20.500000000000004 23.101020408163269 442.75000000000006 43.000000000000007 0.28180656973884494 447.25000000000006 1.0000000180025095e-35 0.95165114783435401 541.25000000000011 234.69874983117236 233.55100329558178 2.5000000000000004 742.50000000000011 0.2727272677867168 0.59447544874186475 29.317425727844242 91.769552621700498 0.95363474545161653 0.75228162433934564 59.130114755751499 1.4527864184720254 1.0000000180025095e-35 661.25000000000011 133.01219177246097 0.96127004071455024 203.01332262790177 107.85533905932739 0.4677684769319651 37.500000000000007 0.75118896651140499 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 13 7 15 -1 -2 32 -11 27 -9 19 -8 21 -3 20 29 -5 25 24 23 -7 -4 -17 35 -12 -29 30 -14 -6 -10 -34 -35 -13 37 -16 39 -25 -21 42 43 -19 -45 right_child=1 16 6 4 31 22 14 12 9 10 11 26 18 -15 36 17 -18 41 -20 40 -22 -23 -24 38 -26 -27 -28 28 -30 -31 -32 -33 33 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.003373261757018698 -0.0033515943348046812 -0.0035007233202716246 0.0015482634519013152 -0.0039889878693409953 -0.0034412784635953911 0.0082871888732516958 -0.00073838522017484617 -0.0026823891681168189 6.9973608117476586e-06 -0.0021762017174730055 -0.00018360157613122943 -0.0016263161281686539 0.00065370476540004257 -0.00032522874817712713 0.00038447421108311669 -0.013465582582562554 -0.0013892987221851773 -0.007930356375123437 -0.0023213236509285313 -0.0013238016289080822 -0.00080971402767162986 0.00074868504075057253 0.0020205555438326957 -0.004187180014714611 0.0021258113336800138 -0.0016534868266687313 -0.00033850191630731719 -0.0049869296823829472 0.00079033762019796916 -0.0012287003724457558 0.0098449672709397008 -0.0016081961820868386 0.0017559196003630645 0.00058126541322293056 -0.0037614296413152259 -0.0052512958988208368 -0.00020001440652604255 0.0013883111130868113 0.0060838673808606726 0.00051726987082469848 -0.00062103473671347301 0.0021182508117981438 0.00070452838543348867 -0.020822355267047555 0.00031227994289841787 leaf_count=26913 1967 14799 114336 2086 10906 189 8177 40104 29848 5663 41495 2947 764 70955 19750 255 8044 401 26735 62512 1344 17455 3510 1711 89523 223 4948 528 35732 30796 214 6707 20282 76067 968 1620 7992 69704 208 1153 47496 5897 10960 36 724 internal_value=0 0.0225187 0.0264568 -0.0398525 -0.0262134 -0.0605398 0.0386189 -0.0645379 0.00746448 0.00835193 -0.002745 0.000946317 -0.0569255 -0.021503 0.0250935 0.044543 -0.0755502 0.0160466 -0.0455646 -0.0294733 -0.0735513 0.0470976 0.0135812 -0.0313934 0.0493737 -0.217973 -0.0431239 0.00633926 0.019351 -0.0303838 0.0730205 -0.0751678 0.0164616 0.0214518 0.014432 -0.0797964 0.0288969 0.0319683 -0.0472954 -0.0628373 -0.0279595 0.0251068 0.0090833 -0.0874093 -0.0188748 internal_count=924644 591685 568842 332959 200662 132297 346777 125526 222065 220098 92933 87270 98613 183049 105623 241154 22843 19840 58509 112094 1822 221314 6771 3261 203859 478 9515 77755 36260 31774 978 17613 127165 97317 77035 4567 97446 89454 3072 2864 110008 18018 12121 1161 760 shrinkage=0.0364949 Tree=49 num_leaves=46 num_cat=0 split_feature=1 0 20 0 17 20 9 1 8 11 0 9 26 1 13 14 25 21 29 11 1 30 9 9 17 0 29 0 29 5 15 11 7 26 6 11 14 24 30 1 14 27 25 11 30 split_gain=469.576 266.597 107.217 73.5379 68.5153 57.7402 56.1995 54.9128 40.0212 31.2084 29.5758 27.2297 23.8489 22.0325 21.182 19.7523 18.7712 17.4635 17.2661 17.1759 16.9411 16.1946 15.8556 14.2565 13.8421 13.4038 15.1507 13.3583 13.3277 12.1742 12.128 12.0376 12.64 12.0321 11.7089 11.2325 11.0023 10.9788 10.75 11.1886 10.6368 10.5536 10.2189 11.0528 10.033 threshold=431.50000000000006 37.500000000000007 0.69954476348730832 29.500000000000004 47.002804382990817 0.29464864903681592 0.9343124023693038 692.50000000000011 4631.5000000000009 0.84259537482193736 49.500000000000007 0.90822071938650184 0.54267252143511213 667.50000000000011 24.80314980537986 27.466660969386144 1179.7500000000002 2.5000000000000004 1.5322205828708411 0.69142684610075922 3334.5000000000005 1.0000000180025095e-35 0.96321694294745774 0.95494404576815228 52.496593122599869 51.000000000000007 1.7169236061641129 22.000000000000004 0.096516383039005851 264.78172302246099 0.63269053286088273 0.88463305995475128 -4.7636413574218741 0.64554754117945745 0.45864662585303445 0.79208113513669087 25.685631572739741 1.5000000000000002 1.0000000180025095e-35 12019.500000000002 52.592475511427942 9.5000000000000018 358.25000000000006 0.94352779128180209 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 22 5 13 -1 8 17 25 14 21 34 -5 27 -7 16 19 -8 30 23 44 -9 40 -13 -21 36 -27 -4 -15 -17 -12 32 33 -19 -6 41 -3 -30 -39 -40 -2 -18 -11 -44 -20 right_child=1 6 4 12 11 9 7 10 -10 42 18 15 -14 28 -16 29 35 31 20 24 -22 -23 -24 -25 -26 26 -28 -29 37 -31 -32 -33 -34 -35 -36 -37 -38 38 39 -41 -42 -43 43 -45 -46 leaf_value=-0.0031152136926873857 -0.0031698857727528295 -0.003441504541063861 0.0012482535244538076 -0.0031251020722726014 -0.0027449780440804441 -0.001840990841492736 -0.0023259175100469199 0.00078862994148479301 3.1712424217392277e-05 -0.0017471448299917426 0.00043395933675736135 0.00037084234206182008 -0.0018483309779016124 -0.0084599873255462536 -0.00047646084522619784 0.0013494341578937003 -0.0023101864105346918 -0.0035651706443098241 -0.0022023219866575405 0.00063942370017519925 0.0016054695807237473 -0.0010366377750231854 -0.00044923016569485211 0.0021042693171580218 -0.00015138993042882877 -0.0030560543000055073 -0.0066616616990462004 0.00022791100477578808 0.0028003164307418391 0.00820727426945758 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223.87261446932789 178.81187025097299 1.5000000000000002 100.24526019919524 0.16161559124773825 235.59310151786966 0.95556129624845731 79.540048092503454 47.311978358347794 0.35467313219460622 146.50000000000003 0.61277395616701347 48.000000000000007 1.5322205828708411 33.000000000000007 20.383797054009822 0.72510670722451942 26.357456025177534 21.222914396092669 20.500000000000004 447.25000000000006 1.4096522745470084 -7.5946431159973136 0.95053119293401989 302.50000000000006 13.999999046325685 23.017046674735628 29.516095161437992 30.493617279864189 1.0126352623128925 60.601107081177794 0.82348267296740596 3.5000000000000004 50.115351359816437 220.79564505354799 2442.5000000000005 0.53166588834065287 0.95432492324660967 1470.5000000000002 128.83728790283206 2.5000000000000004 33.000000000000007 55.287642389222036 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 5 9 8 -4 16 -1 10 42 -12 -2 30 24 29 21 -3 23 -13 41 -8 31 -11 25 -14 27 -26 -15 -16 -10 -23 35 -34 -24 -28 -37 39 -39 -7 -35 -18 -5 -21 -45 right_child=1 17 6 4 -6 37 7 -9 13 18 11 19 14 28 15 -17 20 -19 -20 43 -22 22 34 -25 26 -27 32 -29 -30 -31 -32 -33 33 40 -36 36 -38 38 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0031170024161867155 -0.003047555211793721 -0.0033421421329915464 -0.0041709650354475238 0.0012354665460872056 -0.0026398608422817226 -0.0032936465105020589 0.0013749425958835037 0.0017797729672196206 0.00070743725721831143 0.0029918690515965511 -0.0031768862402086688 -0.0017011855904042182 -0.00029768561755586604 -0.0027149887813365716 -0.0015389539870014183 -0.0025897004860669032 -0.00069769430735783385 -0.0014130162386322143 -0.0020929460436629973 -0.00039953672008925822 0.00080696002559066339 -0.012036339936262954 0.0013634317737883665 -0.0021165174778387213 -0.009239494966140023 0.0011278589186339628 -0.00032647043022980576 0.0049304700403139026 -0.001656564953866036 0.00017012298226060869 0.011015678156523309 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-0.0245554 -0.0213586 0.0159091 -0.0233915 -0.0299775 internal_count=924644 624150 599744 300494 193859 106635 367883 366651 100460 176469 170144 160272 231861 65461 229509 37240 252405 24406 6325 154529 71531 180874 16648 4844 192269 62464 129805 525 64684 32172 777 636 129280 1840 16012 127440 88310 6175 2184 3991 1449 8476 9872 120619 78874 shrinkage=0.0364949 Tree=51 num_leaves=46 num_cat=0 split_feature=16 33 16 16 32 17 9 16 15 13 30 0 17 16 17 17 16 17 12 16 29 13 17 0 26 14 12 11 18 26 19 5 0 12 0 26 29 26 24 14 19 12 14 12 7 split_gain=678.568 159.507 117.045 66.0813 60.3678 31.6611 24.8426 23.3934 21.8225 19.8302 16.5334 16.4252 15.3505 18.3025 20.8484 14.3661 13.7136 13.5344 12.2969 12.0179 15.7126 11.7695 11.7057 13.1255 15.4567 13.0363 11.1962 10.8138 10.5358 10.4541 12.2843 11.0272 10.3607 9.83527 9.55474 11.9707 9.51779 9.18462 8.96213 10.604 8.69718 8.88852 8.37237 9.03807 8.3489 threshold=216.69103278220254 2.5000000000000004 189.33801607996526 229.59122536397675 1.5000000000000002 100.24526019919524 0.95556129624845731 206.81033201725893 0.14185398020667514 24.80314980537986 1.0000000180025095e-35 43.000000000000007 45.040203268994766 223.52316356942501 50.183469289460668 54.304141693856984 238.26210802975899 45.316665157480536 92.58326112068525 156.56141892090997 3.4637601706582113 279.19942654233984 56.803688154246878 40.500000000000007 1.6101985390281943 19.802995501971228 95.855339059327392 0.64002457002457014 3.5000000000000004 0.9335406211141094 767.75000000000011 133.01219177246097 22.000000000000004 73.816756826189717 33.000000000000007 2.00545483397469 0.47507708933489262 0.99627992289904543 21.500000000000004 18.821695149173895 365.25000000000006 84.988329701443533 81.686258765809541 834.02290732122458 -56.966356277465813 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 7 6 19 17 -2 -8 16 27 -10 14 -14 34 28 -4 -3 20 21 -1 23 -19 -25 -24 -6 -11 -5 30 -7 -32 -21 -12 -9 -36 -16 -17 -30 -40 41 -41 43 -18 -31 right_child=1 18 4 10 26 29 9 15 12 11 33 -13 13 -15 36 37 42 22 -20 32 -22 -23 25 24 -26 -27 -28 -29 38 44 31 -33 -34 -35 35 -37 -38 -39 39 40 -42 -43 -44 -45 -46 leaf_value=-0.0036748712902691292 -0.0072135548924136782 -0.0030749557632016506 0.0017087120862812606 0.0014335338652964307 -0.0030684126347179652 0.0020779780064173478 -0.0023292011392187324 -1.5108992736111902e-06 -0.000564246817116004 0.0023784042721389392 -0.0039569311703373071 -0.0019083823970507212 -0.00023616797763306068 0.0010013934190529988 -0.0014126807554420266 -0.00015292192970658993 0.0018239146437573066 -0.00072223231208350233 -0.0011325194227137256 -0.0012848768340406474 0.0059777006870506072 0.015902507838783667 -0.0016952470810925894 -0.0015005627652310452 -0.0047800771445016509 -4.9125498427394919e-05 -0.0013293309169980863 -0.000834728470956773 0.0010978460382947636 -0.0016812131333775247 -0.0035539250732419115 0.0056045084497361236 -0.0027391879262590193 0.00053958347415475599 -0.00070858961322461239 -0.0046133884039403243 0.00083183923865199347 0.00090480967555083838 -0.004750118856174163 -0.0011603546147259212 9.6771901360803811e-05 -0.025489815296713215 0.0030007443328611623 -0.010156509918651569 0.0026193836787885266 leaf_count=16622 476 12365 2722 150861 14319 1090 39218 38068 14044 1466 673 27742 47272 117246 2611 20273 53405 40242 6689 9530 230 41 8061 31482 2038 31240 7520 28820 8707 748 1888 193 20687 17363 37081 1076 69344 23735 777 45 4318 36 9132 84 3064 internal_value=0 0.0242157 -0.0303257 0.0276621 -0.0173689 -0.0524019 -0.0555831 -0.0127146 0.0162535 -0.0464524 0.0393307 -0.0347129 0.01666 0.0185676 0.0098434 -0.00294475 0.0416425 -0.0228598 -0.0655722 -0.0744309 -0.0957923 -0.0993754 -0.0245373 -0.0319645 -0.0465806 -0.0105976 -0.0676691 -0.0186107 0.0368544 0.0133615 -0.0290614 -0.0741071 -0.0624886 0.0101877 -0.0112504 -0.0224333 0.0205616 0.0114413 0.0104925 -0.022461 -0.00343829 -0.328085 0.0542393 0.0494617 0.0486508 internal_count=924644 515448 409196 496394 257857 151339 144356 236018 250993 97246 245401 58028 250517 236473 119227 120233 227365 115785 19054 47110 16893 16663 113063 73762 33520 39301 21839 30286 164744 6983 3171 2081 30217 18036 76225 38157 71955 44008 13883 5176 4399 81 62621 53489 3812 shrinkage=0.0364949 Tree=52 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 30 17 9 17 16 32 11 32 21 17 16 6 0 7 25 21 9 17 10 27 13 6 17 11 14 27 25 24 19 28 0 30 25 28 21 18 24 23 25 30 split_gain=642.175 172.819 96.5274 76.1746 40.5601 30.713 28.5704 21.7557 21.7348 20.6756 19.7175 18.0384 18.0006 17.8259 16.3335 16.1297 15.4159 14.9909 14.6356 16.8267 14.7527 14.6374 12.9195 12.6999 12.5639 12.2554 12.1035 12.0458 29.2236 25.3259 13.6959 15.9684 12.7658 17.4258 15.3708 12.6566 11.7305 11.6474 23.5971 11.3031 14.3982 15.6109 11.2539 10.8152 10.6918 threshold=212.05783625730996 0.54378951852295576 225.7386693665151 184.39395943562613 0.83021956286877763 1.5000000000000002 100.24526019919524 0.95556129624845731 71.353276643744806 236.55049021558875 1.5000000000000002 0.61277395616701347 1.5000000000000002 14.500000000000002 45.316665157480536 202.58465621548558 0.6811594190510083 48.000000000000007 -12.528806686401365 248.25000000000003 3.5000000000000004 0.94824117656573514 57.833890399497243 0.9650279400231272 35.500000000000007 24.80314980537986 0.32657604697761761 51.659223995619548 0.80272418058132355 33.459304666429965 5.5000000000000009 633.25000000000011 20.500000000000004 524.25000000000011 447.25000000000006 29.500000000000004 1.0000000180025095e-35 12193.250000000002 971.25000000000011 1.5000000000000002 2.5000000000000004 5.5000000000000009 0.8016442254980739 1002.7500000000001 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 10 6 12 26 7 -1 14 27 13 -9 -5 17 -6 -16 24 18 21 20 -20 -3 -21 39 -15 -13 -2 32 37 30 -30 -32 35 34 -34 -4 -19 38 -29 -10 41 -41 -24 -43 -38 right_child=1 2 9 4 8 -7 -8 11 23 -11 -12 25 -14 16 15 -17 -18 36 19 22 -22 -23 42 -25 -26 -27 -28 28 29 -31 31 -33 33 -35 -36 -37 44 -39 -40 40 -42 43 -44 -45 -46 leaf_value=-0.002777843687054408 -0.0038611701339394682 -7.4997617473714792e-05 0.0014051250077347672 -0.0012650669787047566 0.0017337412288054928 -0.0030696812017534441 0.00035763000902471468 0.003321917777945607 0.0059182738030611852 0.001714174319592289 -0.0016146577896649478 -0.0023196374245905158 -0.0027334168760800577 -0.0068388950171363958 -0.0010961445989530053 -0.00033632152234204364 -0.0054851749170019629 -0.00013200552441302034 0.00088900819866445289 0.00038182773234108161 -0.011063285355581418 0.0013260612572894913 -0.0077374051445449283 -0.011707944416993304 0.00033527343956711727 -0.0014071522519797273 0.0001902220710609826 0.0028419960946952376 0.0063007703252581952 0.0029473155481569181 -0.0029751911807120446 -0.014834190507539109 -0.0076496030003775084 0.00085448889611600002 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559033 339964 211619 25647 128345 121660 160316 329246 229787 80696 51303 222778 152663 148921 4118 218660 188371 131771 563 56600 131208 7653 2906 79771 8270 232477 4350 1064 766 700 228127 20692 5069 207435 30289 3286 2925 7555 6851 2834 2307 1343 2719 shrinkage=0.0364949 Tree=53 num_leaves=46 num_cat=0 split_feature=29 0 32 1 11 1 9 20 8 0 19 0 17 9 0 29 4 11 18 20 27 15 22 29 8 21 9 12 21 6 22 0 25 21 15 9 19 17 22 29 1 9 0 17 13 split_gain=360.647 198.628 70.9248 60.7701 47.6529 43.1925 50.696 38.2855 33.2024 28.1887 26.1483 26.1152 23.7035 23.7856 21.0058 18.9992 19.8884 18.692 15.6428 15.4988 15.5658 15.4264 14.9396 14.307 12.9436 12.8564 12.7745 12.7022 11.7844 11.2141 18.8394 11.0002 10.3016 25.0799 13.9289 10.1729 9.71039 9.69921 10.3875 9.59922 10.6849 9.97981 9.37945 9.33306 9.30668 threshold=0.64566493864883812 37.500000000000007 1.5000000000000002 661.50000000000011 0.83335960842604695 574.50000000000011 0.9343124023693038 0.74679209246676848 4631.5000000000009 33.000000000000007 226.25000000000003 49.500000000000007 47.002804382990817 0.94621270419544323 22.000000000000004 0.096516383039005851 27.406502723693851 0.92160834935057379 2.5000000000000004 0.69308308963136012 14.500000000000002 0.6489067653205326 829.25000000000011 1.6614695552213445 386.50000000000006 14.500000000000002 0.95255644203021572 382.44217151748086 2.5000000000000004 0.4305802571006791 867.25000000000011 51.000000000000007 1232.7500000000002 1.5000000000000002 0.88944752177222264 0.92706092526712347 477.25000000000006 50.047396475717683 430.25000000000006 0.096516383039005851 778.50000000000011 0.95328903386007846 29.500000000000004 79.540048092503454 30.776800102682621 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 9 25 8 -5 23 15 18 22 -9 29 19 -1 -17 42 44 -12 -21 -13 -8 -7 -20 28 -16 -15 -3 30 -14 -25 -31 34 -34 -18 -28 38 -22 -11 -41 -42 -6 -39 -2 right_child=1 5 -4 7 17 6 11 12 -10 39 14 21 13 27 26 16 35 -19 24 20 37 -23 -24 31 -26 -27 36 -29 -30 32 -32 -33 33 -35 -36 -37 -38 43 -40 40 41 -43 -44 -45 -46 leaf_value=-0.0063815349252461448 -0.00012198830376432055 -0.0026821512344803009 -0.0028414588209289588 -0.0019003261136443981 -3.3302949388122019e-05 -0.0018368920654888749 5.693841312717255e-05 0.0014537300189258809 0.00014837854580358986 -0.0077609785977412991 -0.0012418541700650902 3.8349655951880892e-07 -0.0051462439391691695 0.0010611174014722191 -0.0011998394636718755 -0.0012035958218167453 -0.00089192100537251607 0.0014269133938626445 -0.011243284121307137 0.001324091592236565 -0.00072261199945096986 -0.0011993479138017451 0.00097947389573180342 -0.0028050861853985616 0.0010796472209046526 -0.0051521269201162271 -0.00048717445064051681 0.0059852137825436276 -0.0010809619772090113 0.00061962614462594443 -0.0003064264391343342 -0.0060280078004783947 0.002217401499973075 -0.0033361722939761035 -0.011764939844397478 0.0035222516828852654 0.00034246591792260177 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28271 76709 235129 162913 265419 97806 233495 46880 45988 47233 1634 128460 123058 57108 105805 19073 668 61740 105035 68410 60586 29396 5376 6086 24020 5499 2385 2977 94013 80910 56578 29829 29367 3506 39315 24332 966 shrinkage=0.0364949 Tree=54 num_leaves=46 num_cat=0 split_feature=16 33 16 32 16 17 16 13 29 0 17 32 29 0 14 30 16 17 23 11 9 1 11 29 4 25 19 17 7 17 28 14 11 12 11 4 16 7 22 21 1 14 13 28 30 split_gain=562.061 120.369 110.383 54.6841 45.2224 27.0016 29.3665 18.7182 20.5455 23.7367 17.7772 22.2513 16.7163 16.3577 17.9019 16.1368 15.6289 14.4919 19.6541 14.7732 14.4742 13.8572 13.8583 12.1353 11.5316 11.4465 11.3302 11.3097 11.1955 14.4465 13.9261 12.1056 11.1708 11.1681 16.5185 11.0929 10.7442 10.5876 11.9183 11.2302 10.4046 10.2237 10.0116 9.91227 9.83264 threshold=218.23942106175124 2.5000000000000004 195.13345671162787 1.5000000000000002 231.81123111097631 79.540048092503454 150.95777859861568 31.06731833151407 1.5485744651166609 49.500000000000007 40.447344284480117 1.5000000000000002 0.16161559124773825 33.000000000000007 18.226165115231776 1.0000000180025095e-35 174.37495694737655 71.353276643744806 0.31290251058856688 0.74110753668958451 0.96605004589175925 2442.5000000000005 0.64350670823885114 0.1324428984473135 25.999998092651371 858.25000000000011 3429.5000000000005 44.194363041761456 -17.650122642517086 55.929805646791486 302.50000000000006 15.855609958005976 0.90359071300470173 159.00357133746823 0.7997977703620095 5.0399255752563485 247.07767004833843 -13.305177688598631 190.25000000000003 3.5000000000000004 14760.000000000002 46.623221922324525 18.074702888757685 901.75000000000011 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 7 12 6 40 25 17 -10 11 -8 -2 26 -15 -11 -12 18 -9 -19 21 33 -23 -6 -21 35 28 -20 -14 30 31 -30 -32 -7 -35 -4 -25 -37 39 -39 -1 -17 -27 -24 -16 right_child=1 -3 3 -5 23 20 10 8 9 15 16 -13 13 14 44 41 -18 19 27 24 -22 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126635 5411 13578 9580 3076 195786 1200 83356 175155 126056 171702 123899 122529 421 122108 6504 1112 80674 195094 79987 62291 507 28081 1602 2682 773 96320 shrinkage=0.0364949 Tree=55 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 30 17 17 16 17 17 9 15 16 5 17 15 11 16 17 30 14 28 30 6 13 23 4 4 13 15 26 5 20 8 15 18 15 16 11 19 14 4 12 23 split_gain=529.571 149.675 95.9698 50.2993 28.4369 27.8528 24.9313 22.7577 22.3518 19.4012 16.4333 16.0604 14.89 14.8642 15.8865 14.5127 14.2357 14.7455 13.932 14.2924 13.1377 12.7293 13.2812 12.6347 12.4218 11.3578 12.6995 11.148 11.2393 10.6905 10.5936 10.4195 10.1719 10.1698 10.1409 14.201 9.83835 9.66626 12.3054 9.80585 9.59752 9.45264 9.22461 16.7284 22.0902 threshold=208.8215768945316 0.54378951852295576 223.69992223950234 171.96279377384033 0.73637407809625233 1.5000000000000002 75.364364203308668 36.506511747336816 234.03914603141436 109.83560994938681 50.047396475717683 0.9208544850046344 0.38202380820554588 98.086482314953741 78.229911804199233 42.981348135749222 0.26954373557412509 0.70489051576309203 146.93370920711439 39.509074572462886 1.5000000000000002 20.286534768785881 852.75000000000011 1.0000000180025095e-35 0.32657604697761761 34.50324437827679 1.3403091593175802 5.0399255752563485 12.818050384521486 15.208167070249408 0.72178722636552672 3.6240703229311042 24.000001907348636 1.1621335588461081 2477.5000000000005 0.82029906400814301 3.5000000000000004 0.26954373557412509 243.95361039931365 0.43164315756471544 2753.5000000000005 133.62129633665003 22.471955299377445 224.92388155425121 0.99998139119431328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 10 9 20 24 7 -6 15 11 33 31 -9 14 -13 -4 -8 -18 -15 -20 27 22 29 30 -2 -14 -27 -5 -29 -12 -23 -1 36 -3 -11 41 -17 39 -39 -10 -16 -36 -41 44 -44 right_child=1 2 8 4 6 -7 16 12 37 34 21 13 25 18 40 32 17 -19 19 -21 -22 23 -24 -25 -26 26 -28 28 -30 -31 -32 -33 -34 -35 35 -37 -38 38 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155680 65355 31710 30009 31934 118320 12741 201027 58065 3467 1482 13076 146593 138523 8070 576 1357 7184 4963 245 shrinkage=0.0364949 Tree=56 num_leaves=46 num_cat=0 split_feature=16 32 16 16 12 32 0 0 0 29 24 14 12 19 7 25 9 21 24 29 27 21 14 30 24 23 11 9 13 21 29 0 13 30 30 11 13 19 29 13 28 22 27 29 15 split_gain=488.03 141.843 84.1811 45.0536 35.2747 25.5118 19.2498 16.9901 16.479 15.9288 15.4488 14.9502 14.3677 14.2768 13.7527 17.3036 16.319 15.7817 12.8308 13.2604 12.4997 12.1875 17.0735 11.8104 11.6793 11.1492 10.874 10.7708 13.4567 10.6275 10.0043 9.90643 11.9007 12.1148 10.8406 9.73837 9.66725 9.61571 9.51895 9.47143 9.33722 15.893 14.3086 9.19126 9.18631 threshold=208.8215768945316 1.5000000000000002 224.38339636345424 174.37495694737655 109.13046532517448 1.5000000000000002 29.500000000000004 40.500000000000007 24.000000000000004 2.1539047842401504 21.500000000000004 21.32762539439625 70.988329701443519 474.25000000000006 -8.1301016807556135 248.25000000000003 0.95363474545161653 3.5000000000000004 8.5000000000000018 0.99791086249663585 36.500000000000007 11.500000000000002 17.265445520668173 1.0000000180025095e-35 23.500000000000004 0.79649506698913597 0.92001796945193182 0.95556129624845731 69.272773018233593 1.5000000000000002 0.16161559124773825 33.000000000000007 27.750347864981222 1.0000000180025095e-35 2.5000000000000004 0.8737357413828003 37.804507273225816 1486.2500000000002 1.6111079378019875 23.017046674735628 613.25000000000011 594.25000000000011 40.500000000000007 0.39538994246107223 0.25650705899585058 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 14 8 -3 7 10 18 25 13 26 -8 24 -9 16 17 38 -16 19 30 -20 22 -14 -13 -12 -1 -4 -10 39 -6 -5 -17 -33 44 -35 -27 40 -31 -2 -29 41 -24 -43 -18 -34 right_child=1 4 6 5 29 -7 11 9 27 -11 12 23 21 -15 15 31 43 -19 20 -21 -22 -23 36 -25 -26 35 -28 28 -30 37 -32 32 33 34 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.0017256174905047768 0.00013178164699038887 -0.0023854644233874465 0.0012472400626051552 -0.0038733167491704721 0.0012914837979523183 -0.0021983567388274639 -0.00055378342494058301 -0.0020721849944924028 -0.0028683064723675168 -0.0042134755524456443 0.0059768258171239864 0.00092675364713213704 -0.011206137036230909 -0.0008573056253465026 0.00059486511916211982 0.00030935999941641566 -0.0017224855055842426 -0.010888967963646565 -0.00095168400409657752 0.00094161711471312361 0.0012915526981608525 0.0010584213493414099 -0.0014557479040760719 -0.0007872912370917827 -0.01064483414565358 -0.00055576705757203501 0.0020315638768609429 -0.0027626171130237308 0.0029028609855173098 0.00067364118724468839 -0.00029661862351580698 -0.0015845044636708557 -0.0054011155480518875 -0.0044045552056830193 -0.0006049510470410469 0.0035769231025447397 0.00080587468854385197 -0.0017202456943384518 -0.0018102651269705295 -0.0015670287508581639 0.00026433916099448157 -0.0051715146875578712 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40845 14304 28958 161573 80568 72420 4321 10947 5314 9505 20978 40072 2470 1406 484 52364 68099 shrinkage=0.0364949 Tree=57 num_leaves=46 num_cat=0 split_feature=14 0 32 0 17 30 12 30 26 5 26 22 11 11 11 4 28 23 27 8 7 5 17 7 1 10 11 22 25 7 29 26 29 21 27 1 5 17 21 10 23 8 14 17 22 split_gain=281.032 162.317 69.9827 65.2122 50.2397 29.1788 29.4014 24.9422 30.2323 30.0293 24.3566 21.7408 18.558 16.6402 16.1679 16.0395 15.6019 12.7618 12.6607 12.3685 12.0493 20.4676 16.7965 16.7063 21.5865 18.276 14.6822 12.6345 11.9768 11.9038 11.7651 11.6198 11.3457 11.1751 10.8822 10.7034 10.6531 11.3802 10.3467 10.5821 22.1317 18.5317 35.0944 16.4962 14.6712 threshold=19.802995501971228 45.000000000000007 1.5000000000000002 26.000000000000004 50.461411182074457 1.0000000180025095e-35 100.88782463805519 1.0000000180025095e-35 1.4040241451872013 28.174456596374515 0.67294121120855122 2992.5000000000005 0.8038144841269842 0.84712563073302072 0.84617583674187458 48.000888824462898 23420.750000000004 0.76701888851682365 17.500000000000004 4631.5000000000009 -32.460475921630852 53.000087738037116 65.623176177017925 -56.309932708740227 2338.5000000000005 0.61152228856025703 0.87106682507802713 508.25000000000006 2405.7500000000005 -87.601516723632798 1.5322205828708411 2.00545483397469 0.52431137503006098 15.500000000000002 53.500000000000007 8904.5000000000018 45.002008438110359 57.445599315769563 1.5000000000000002 0.9650279400231272 1.034420116960604 2689.5000000000005 25.376415415886289 37.303487839394656 806.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 11 5 6 -2 9 -9 33 -6 13 28 29 19 -10 20 -7 -19 30 21 22 -12 25 -25 35 34 -24 -5 -1 -11 -20 -31 -3 -22 -23 37 -28 -8 -40 41 42 -41 -44 -42 right_child=1 7 -4 12 10 17 38 8 15 14 16 -13 -14 -15 -16 -17 -18 18 31 -21 26 23 27 24 -26 -27 36 -29 -30 32 -32 -33 -34 -35 -36 -37 -38 -39 39 40 44 -43 43 -45 -46 leaf_value=0.0016474718911895364 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0.0013817330957344798 leaf_count=3124 125523 27820 35519 36355 14007 7851 27638 16744 5012 62938 31293 288 49641 35711 36166 1889 630 23616 6925 5280 86538 224 378 1419 1790 3934 15098 7591 665 19130 9473 1312 37582 147 106 75 1400 904 178607 541 142 280 134 90 3114 internal_value=0 0.00960502 -0.0314651 -0.0235609 0.0179857 0.0243779 0.0274067 -0.0178038 -0.0478725 -0.0127907 0.00346219 -0.00558515 -0.0434396 -0.00475823 -0.00557899 -0.10357 0.00715363 -0.00125911 0.00764163 -0.0137094 0.00649735 0.0198414 0.0289556 -0.0282423 0.0261747 -0.0694954 0.000507477 0.0699425 -0.0603852 -0.0149533 -0.0171165 -0.026116 -0.0182637 -0.0421507 -0.00481621 -0.307836 0.0270139 0.0196956 0.0346287 0.0319038 -0.0171119 -0.143733 -0.224298 -0.557159 0.0235267 internal_count=924644 706629 218015 182496 541160 375773 336069 165469 23645 141824 165387 95835 86661 95547 113857 6901 151380 39704 31853 77691 150750 46704 39262 7442 3209 4233 104046 7969 37020 59836 72411 8237 56712 27967 86644 299 17402 16002 210546 182908 4301 1045 765 224 3256 shrinkage=0.0364949 Tree=58 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 30 17 17 17 9 21 0 30 22 13 25 15 12 9 27 0 6 27 6 0 32 30 20 7 17 11 28 6 10 20 8 27 22 6 18 9 13 21 18 20 split_gain=432.936 126.424 78.7954 41.8545 22.6883 22.0648 18.8164 17.7063 17.2593 16.2598 16.2134 15.5568 18.698 19.317 14.8606 19.256 14.0438 13.9317 12.5298 11.3984 11.3889 11.0514 10.9867 10.7558 10.3394 9.91173 9.90382 11.0167 9.39329 28.7378 11.5483 14.0162 9.27595 9.00419 8.86703 8.76135 8.66494 12.3531 8.64535 8.29307 8.21661 9.93822 8.19373 10.032 10.0752 threshold=208.8215768945316 0.54378951852295576 225.7386693665151 178.81187025097299 0.81104165046278298 1.5000000000000002 100.24526019919524 71.353276643744806 46.593127537425424 0.86555592187826602 5.5000000000000009 33.000000000000007 1.0000000180025095e-35 542.25000000000011 25.380492967873753 463.25000000000006 0.35467313219460622 40.159902576697327 0.96964231503165943 11.500000000000002 24.000000000000004 0.32657604697761761 24.500000000000004 0.2727272677867168 29.500000000000004 1.5000000000000002 2.5000000000000004 0.89317015155781443 -17.102727890014645 52.012480684653987 0.80272418058132355 639.25000000000011 0.20553360696403958 0.9650279400231272 1.2932151077631306 764.50000000000011 1.5000000000000002 4896.5000000000009 0.1305768695998151 2.5000000000000004 0.95556129624845731 23.017046674735628 1.5000000000000002 2.5000000000000004 1.010490921507871 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 11 6 25 21 9 8 39 -1 24 17 13 -13 15 19 -10 -3 33 -12 -11 -2 -21 -15 -4 -5 34 -28 -16 32 -31 -32 -30 42 -14 -25 38 -38 -19 -6 -22 -42 -9 44 -44 right_child=1 2 10 4 7 -7 -8 18 16 20 14 12 26 23 28 -17 -18 36 -20 22 40 -23 -24 35 -26 -27 27 -29 29 30 31 -33 -34 -35 -36 -37 37 -39 -40 -41 41 -43 43 -45 -46 leaf_value=-0.0036644514953344262 -0.0035312535789275607 -0.0068289206517296664 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1291 349 139799 32502 5470 19087 6169 643 4459 28876 76 23001 4625 766 18031 1897 127009 38 2177 554 18586 8260 578 43266 66880 15161 2014 6649 100 177 105 225 100615 107 573 43533 139580 1313 843 1313 14618 32256 1651 2745 556 internal_value=0 0.0149426 0.0180632 -0.0312598 -0.0225046 -0.0499575 -0.0471726 -0.0163251 -0.0189529 -0.0504645 0.0284157 0.00528379 -0.00288101 0.00145936 0.0192925 -0.0490052 -0.0214908 0.012432 0.0297847 -0.147691 -0.0472238 -0.010718 -0.122521 0.0082337 0.0338168 -0.0414503 -0.0375031 -0.0167975 0.0210708 0.017325 -0.220158 -0.330689 0.0185205 0.00514408 -0.0720112 0.00927485 0.0129232 0.012305 0.111788 0.0302371 -0.0545215 -0.0474667 0.0106395 -0.00315024 -0.0533466 internal_count=924644 624225 595587 300419 193793 28638 106626 146130 138251 100457 329037 266550 124427 110566 122358 3105 131468 142123 7879 1208 94336 9551 1132 87565 206679 47663 13861 8663 119253 101222 507 330 100715 5702 5198 86799 141774 140893 881 6783 65460 46874 5595 4952 2207 shrinkage=0.0364949 Tree=59 num_leaves=46 num_cat=0 split_feature=20 0 14 14 0 32 11 12 25 13 29 14 30 10 25 11 9 21 29 4 18 27 0 21 17 10 11 11 23 25 9 21 5 6 28 7 23 0 29 9 9 29 6 21 14 split_gain=246.893 152.048 70.9847 58.212 42.6262 41.8441 30.8 25.1772 22.0068 20.0659 19.0657 25.4316 22.6772 18.4467 17.3052 16.1296 14.8257 15.6179 16.0308 14.2653 13.0284 12.8993 12.494 12.3147 11.6545 11.5926 11.5882 11.4619 13.3093 11.2164 11.8987 11.2111 11.147 11.1297 10.6489 10.1401 14.0791 9.91962 9.8814 9.64323 9.47522 9.41771 10.5036 8.96041 8.88193 threshold=0.77072645645724502 35.000000000000007 19.340381464469825 20.945799018375876 49.500000000000007 1.5000000000000002 0.91250692137320055 102.23401871576776 3171.2500000000005 30.166338745887995 1.5322205828708411 48.361362199210866 1.0000000180025095e-35 0.77508561932585851 306.25000000000006 0.86843077760921161 0.88740495196489788 1.5000000000000002 0.057207584807418797 5.0399255752563485 2.5000000000000004 2.5000000000000004 45.000000000000007 1.5000000000000002 46.511322203898096 0.97284538761013561 0.88682754307649192 0.74438283122162752 1.4896813268028712 836.25000000000011 0.96429167262500604 15.500000000000002 45.773031234741218 0.89743590834109666 302.50000000000006 -1.3971809744834898 1.5393092604641077 17.500000000000004 0.57653314553229451 0.95290920255817368 0.94387710150139359 1.1760740551438229 0.73333333488661989 6.5000000000000009 15.277922371621665 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 8 15 9 6 19 33 14 31 13 12 -12 -6 20 23 24 18 -18 -1 25 27 29 -3 -9 -2 35 -19 -29 -21 -31 -5 -8 -4 -22 36 -11 -16 -24 -39 -15 42 -25 -32 -10 right_child=1 3 7 4 10 -7 32 16 44 26 11 -13 -14 40 37 -17 17 21 -20 22 34 -23 38 41 -26 -27 -28 28 -30 30 43 -33 -34 -35 -36 -37 -38 39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0048472960228484819 -0.00095393710116669229 -0.0038826767721245967 0.00063638717721299729 -0.00080610569821510649 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51926 6416 3492 2453 5164 36010 12106 93 623 24420 55894 549 191297 6593 26834 8810 174 23331 570 234 2788 2339 131 43 33910 390 56297 6914 6741 7800 29815 18369 2009 10323 284 357 internal_value=0 0.00684816 0.0174685 -0.0113799 -0.00451813 -0.0388434 -0.0247173 0.0226065 -0.0103702 0.00469852 -0.0242539 -0.0601264 -0.088588 -0.0171294 -0.0087141 -0.0407197 0.0292932 0.0318486 0.0556233 -0.0303494 -0.0725882 0.0288247 -0.0285422 -0.0498542 0.00514214 -0.041151 0.0090916 -0.0658989 -0.144791 -0.0223173 -0.0657905 -0.0238951 0.040642 0.0136191 -0.175705 0.00497354 0.0141531 -0.0051765 -0.0550566 -0.0167806 0.00494954 -0.0447529 -0.0411473 -0.0174449 -0.182228 internal_count=924644 785422 496274 289148 234342 139222 83671 418951 77323 159742 74600 12361 8869 62239 76585 54806 240223 217237 24513 77033 4019 192724 75698 42700 22986 3080 138468 1427 804 61305 5411 21274 6638 178728 939 115137 58840 72566 14393 36556 23533 39166 37157 2623 738 shrinkage=0.0364949 Tree=60 num_leaves=46 num_cat=0 split_feature=16 33 16 16 29 17 15 0 9 9 22 11 17 16 17 14 14 21 28 18 17 29 14 20 28 20 19 18 26 26 14 11 10 22 29 22 12 29 26 4 23 16 15 9 4 split_gain=384.258 95.9814 55.7559 47.7487 29.0587 21.8347 17.6316 16.9105 21.759 16.2032 15.4046 15.2048 14.0903 18.0848 16.7928 12.287 11.8746 11.5052 15.6333 13.1912 11.431 11.3124 11.0987 10.5522 10.3283 10.1681 10.0795 9.9127 9.85219 9.60158 9.46056 9.3744 10.1559 16.1277 14.3719 14.3685 27.206 21.425 31.1613 14.9789 18.282 11.0556 9.56675 12.0815 14.9023 threshold=213.85555679453964 2.5000000000000004 184.39395943562613 228.47130970471682 0.52431137503006098 100.24526019919524 0.14185398020667514 29.500000000000004 0.93621105192708154 0.95556129624845731 493.25000000000006 0.61277395616701347 46.755109482310893 223.3441606399509 50.183469289460668 25.933919299488817 18.821695149173895 3.5000000000000004 302.50000000000006 4.5000000000000009 54.560386493327123 1.7484996788696214 43.566005510208292 0.71177480308742214 462.75000000000006 0.58356967822279371 1563.5000000000002 1.5000000000000002 0.23967707492601564 1.4386208401611102 30.493617279864189 0.94072047286663396 0.9650279400231272 677.75000000000011 1.5000668270515907 2112.2500000000005 268.8822509939086 1.0126352623128925 1.1332684686799319 30.873091697692875 1.1345488641691175 243.300758001123 0.14185398020667514 0.87173778546244229 45.963409423828132 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 15 9 -2 17 21 -1 -10 30 -8 14 -14 -4 28 25 -19 -20 -12 -9 -23 -3 -21 -6 -17 -25 -5 -30 -11 32 41 -34 35 -35 37 -37 -39 -38 42 -18 -41 44 -44 right_child=1 23 4 16 7 -7 12 8 10 11 20 -13 13 -15 -16 26 31 18 19 24 -22 22 -24 27 -26 -27 -28 -29 29 -31 -32 -33 33 34 -36 36 39 38 -40 40 -42 -43 43 -45 -46 leaf_value=-0.0022352545156770287 -0.0064969653424508814 -0.0021978297279911479 -0.0017316582649198463 -0.0036852305678430996 -0.0040944255373582556 0.00049439743106320753 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61286 2281 1038 1710 850 20569 695 2144 10916 115 237 15024 174 1269 4391 209 636 206 248 73 121 14867 50 562 222 internal_value=0 0.0164454 -0.025245 0.0190431 -0.0161514 -0.0420072 0.00958623 -0.0116227 -0.0180713 -0.0450624 -0.01407 -0.036853 0.00993702 0.0126671 0.00626744 -0.0432106 0.0284327 0.0012867 -0.00749935 -0.00601318 -0.00924749 -0.0582138 -0.108085 -0.0496674 0.111751 0.020638 0.0420553 -0.00235393 -0.00236397 0.00598583 0.0906909 0.0298617 0.0283619 -0.00631685 0.000244573 -0.04663 -0.0933097 -0.264608 -0.386577 -0.0250578 -0.0996847 0.0295679 -0.0509762 -0.0205913 -0.193598 internal_count=924644 558863 365781 537734 237134 128647 267907 203137 135468 121941 123189 80906 267407 234269 153063 33997 269827 67669 46539 46235 103871 12279 3319 21129 932 21130 1610 3854 11965 11031 924 257862 242838 8161 7987 3596 2327 663 454 1664 1028 234677 907 834 272 shrinkage=0.0364949 Tree=61 num_leaves=46 num_cat=0 split_feature=16 20 16 16 20 17 17 30 21 17 17 16 5 25 9 16 20 16 17 15 24 0 29 24 17 17 26 0 1 15 7 29 24 25 9 26 28 16 9 21 5 7 15 7 15 split_gain=358.71 103.428 63.1488 36.2111 19.1292 19.4163 19.1063 17.9841 15.7585 15.6007 13.6018 15.7682 12.8086 12.8158 12.5702 13.4417 13.2797 12.3241 13.3692 12.2396 12.0636 11.6489 16.3055 11.0887 11.0228 10.8107 11.1843 10.0388 9.97464 12.4567 9.74776 19.1207 9.75426 12.033 14.2308 13.2989 14.9713 11.2359 10.6151 10.6611 10.5763 10.3565 13.0939 10.6001 9.86311 threshold=208.8215768945316 0.54378951852295576 224.90921564804185 171.96279377384033 0.69954476348730832 36.506511747336816 75.364364203308668 1.5000000000000002 5.5000000000000009 109.83560994938681 49.835688481976284 220.79564505354799 23.346413612365726 463.25000000000006 0.91512141009267456 98.086482314953741 0.78044273995951863 146.93370920711439 39.332167545632068 0.26954373557412509 24.500000000000004 49.500000000000007 1.4709095731691917 30.500000000000004 56.803688154246878 52.923805988318172 0.85066171984197958 33.000000000000007 2442.5000000000005 0.82029906400814301 -89.934741973876939 0.16161559124773825 1.5000000000000002 3419.2500000000005 0.9521842073158181 2.00545483397469 4040.7500000000005 242.18382908924457 0.90822071938650184 1.5000000000000002 172.53985595703128 -67.332862854003892 0.55761277031908774 -73.287143707275376 0.14185398020667514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 10 9 -5 -6 21 -2 30 14 -3 25 13 20 -1 16 -16 -17 -19 -8 -10 -7 24 -22 -23 -12 -27 -14 -11 -30 31 -4 44 -34 35 37 38 41 39 40 -37 42 -35 -44 -32 right_child=1 2 8 4 5 6 19 -9 12 28 11 -13 27 -15 15 17 -18 18 -20 -21 23 22 -24 -25 -26 26 -28 -29 29 -31 32 -33 33 34 -36 36 -38 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.0028978379110538325 -0.0003509308821476254 -0.00027036664726574216 -0.019406127475676341 -0.0015240386868899997 0.0035216499598234858 -0.00057046355798698637 -0.010088761569703902 -0.0022927238635824061 -0.0024801699319434317 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7933 176897 778 6153 146 352 2976 106 114 99 4898 379 86 15416 internal_value=0 0.013741 0.0165582 -0.0283237 -0.021465 -0.0171005 -0.0180622 -0.0450494 0.0252954 -0.0459123 0.00442967 0.00903428 0.0165845 -0.0290557 -0.0487292 -0.0436547 0.0229747 -0.0465661 -0.0389068 0.0280547 -0.0928183 -0.0204129 -0.0349404 -0.329425 -0.0274335 0.00444514 0.0132149 0.018746 0.0198518 0.0823161 0.030518 -0.00373551 0.0318321 0.0298898 0.00370502 -0.0197027 -0.141928 -0.00874976 -0.259706 -0.341805 -0.224255 -0.0331883 -0.114708 -0.247466 0.0559117 internal_count=924644 624474 595918 300170 215957 177735 176243 28556 346387 84213 249531 179652 129835 5871 80754 69291 2901 66390 50447 8548 2051 167695 41527 195 36315 144887 71347 123964 3459 1470 216552 8001 208551 192984 16087 9934 817 9117 465 359 245 6141 1243 465 15567 shrinkage=0.0364949 Tree=62 num_leaves=46 num_cat=0 split_feature=16 33 16 33 16 9 17 16 17 17 32 11 15 27 25 12 29 30 30 25 17 9 25 11 29 13 10 4 5 26 18 10 12 20 30 11 10 14 9 11 17 8 22 27 10 split_gain=334.536 71.5525 69.3921 28.4767 27.4881 20.4036 20.2708 17.9983 17.3724 15.4079 13.403 12.6255 12.6794 12.189 16.0062 12.1537 18.002 15.9074 14.711 11.6497 10.9461 10.7575 10.644 11.71 10.3882 10.3339 12.0878 9.79505 9.58336 9.57557 9.33178 10.426 9.13582 8.9354 8.92352 8.82842 8.3553 8.23532 8.08042 13.5993 28.0453 16.4423 10.6415 11.7549 12.2885 threshold=218.01644688644691 2.5000000000000004 199.90214507246552 2.5000000000000004 231.81123111097631 0.89204710155091393 79.540048092503454 165.61612006137327 49.76689948864675 44.194363041761456 1.5000000000000002 0.91112784471218211 0.14185398020667514 31.500000000000004 427.25000000000006 98.541630560342625 1.5485744651166609 1.0000000180025095e-35 2.5000000000000004 667.25000000000011 36.506511747336816 0.96605004589175925 870.25000000000011 0.68881169161583322 0.48561851914130377 78.801034706270642 0.53166588834065287 48.000888824462898 36.00000190734864 0.62425592601778701 3.5000000000000004 0.91604440934152831 159.00357133746823 0.53291252147496471 1.0000000180025095e-35 0.80064155991150909 0.87984947565806382 21.276962113413269 0.90549263098301924 0.77500880902043712 55.929805646791486 4631.5000000000009 6002.2500000000009 3.5000000000000004 0.61152228856025703 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 15 9 -1 7 -7 10 -2 20 12 37 24 -15 22 36 -18 27 30 -9 25 23 -4 -14 32 -27 -19 -21 -10 31 -16 -8 -3 -6 -34 -17 -11 42 -40 -41 -42 -26 44 -44 right_child=1 33 3 -5 34 6 21 8 29 11 -12 -13 13 14 19 16 17 18 -20 28 -22 -23 -24 -25 38 26 -28 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 39 40 41 -43 43 -45 -46 leaf_value=-0.0024859310436288295 -0.0004674888358119952 -0.0022226524574647309 0.0010281152566694617 -0.0021684080486839481 0.0011358356856087843 -0.0017715013283650051 -0.00070738274329353089 0.0022319600301622788 -0.0018169978012054914 -0.011448386967722402 -0.0020189572514086322 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129607 1225 176 160 818 1070 internal_value=0 0.0177891 -0.020338 -0.00759295 0.0201329 -0.0329569 -0.0302803 -0.0329156 -0.0268036 0.0137667 -0.00714905 0.0158416 0.0136612 0.0139328 -0.00895644 -0.00503313 0.00388512 -0.0296369 -0.0750207 -0.00537166 0.00109163 0.00789973 -0.0116953 -0.00980975 0.016191 -0.013043 0.044085 -0.114523 0.0310787 -0.0333282 -0.020721 5.85955e-05 -0.0343242 -0.0441126 0.0292195 -0.133057 0.0100247 -0.184026 0.0174414 0.0188815 0.0129731 -0.127753 -0.00954411 -0.0742423 -0.0124592 internal_count=924644 493178 431466 214660 475186 216806 201469 188461 135471 279422 33763 259187 236140 235816 21176 204556 87468 13540 4918 20822 28831 13008 117088 112681 214640 8500 2307 3232 6170 101708 14652 8732 6193 17992 195764 814 73928 324 207923 197389 131008 1401 10534 2048 1230 shrinkage=0.0364949 Tree=63 num_leaves=46 num_cat=0 split_feature=16 33 16 16 29 17 29 17 0 15 17 17 16 24 11 16 14 14 27 18 29 15 11 28 17 0 1 15 14 14 0 17 26 17 24 5 4 5 28 17 24 5 10 11 19 split_gain=310.782 87.489 56.204 31.0253 17.8972 19.3621 15.6974 15.2502 15.1394 15.1265 17.9479 14.0466 13.9301 12.9743 12.9248 12.7543 12.3904 12.1814 13.9984 10.5988 10.3807 10.2142 10.1486 9.57293 9.50509 9.39882 9.24639 11.4365 9.21548 9.14282 9.1213 9.07833 8.71687 10.4139 18.0856 8.60281 8.5469 8.52725 11.1622 8.69796 9.75464 8.32991 8.2504 8.2037 7.90087 threshold=208.8215768945316 2.5000000000000004 224.38339636345424 168.23617536969996 0.16161559124773825 46.511322203898096 0.16161559124773825 49.835688481976284 29.500000000000004 0.39340645876379171 84.669896276206799 109.83560994938681 192.70510547484204 20.500000000000004 0.69850622303763588 220.79564505354799 21.32762539439625 19.418414111308337 37.500000000000007 2.5000000000000004 4.9397667001676302 0.65621068674188299 0.7681213904326033 302.50000000000006 51.797874071867305 37.500000000000007 2442.5000000000005 0.82029906400814301 63.563829692983759 133.62129633665003 11.500000000000002 52.283953942745121 0.85066171984197958 57.833890399497243 5.5000000000000009 56.73979568481446 14.00000047683716 31.721432685852054 858.25000000000011 56.667398629376272 15.500000000000002 39.999998092651374 0.90142013628210715 0.92001796945193182 577.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 11 -5 19 35 25 13 22 12 20 -11 43 -12 23 31 18 -15 -6 30 -19 -7 36 -25 -2 41 29 -3 -28 -1 -10 33 -26 -35 -4 -9 38 42 -39 -41 -13 -14 -8 -27 right_child=1 28 6 4 5 9 8 15 16 10 14 26 37 17 -16 -17 -18 21 -20 -21 -22 -23 -24 24 32 44 27 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 39 -40 40 -42 -43 -44 -45 -46 leaf_value=-0.00063959071866799848 -7.6217204652578743e-05 -0.0017939077622107361 -0.0026568308029959542 -0.0025871298458094976 0.00099581803137875819 -0.0031568164324023615 0.0010143336934704597 -0.0064774802274849457 -0.00050340868411142571 -0.0011924928667033678 0.002205139869175777 0.0012534332713720984 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internal_value=0 0.0127014 0.0150876 -0.0264469 -0.0206659 -0.0190956 0.023063 0.00334105 0.0234456 -0.0217912 -0.0197474 -0.0443163 -0.0215321 0.0278083 0.0325069 0.0080819 0.0137016 0.00352631 -0.0531793 0.0135471 -0.047314 0.0141619 -0.0582044 0.00412164 0.00463606 -0.00991797 0.0195135 0.0821757 -0.0460268 0.110548 -0.047926 -0.0167617 0.00986431 -0.00594778 -0.0723396 -0.0917433 -0.122892 -0.0148148 -0.0221542 -0.00480817 0.012075 -0.0252965 -0.0192532 0.0299803 -0.0287043 internal_count=924644 624311 599935 300333 226921 220041 357326 242609 356139 203256 192454 73412 186098 245999 6356 178710 110140 20198 3190 16785 70119 17008 10802 146513 145922 63899 3293 1373 24376 1252 69942 11908 102788 26034 2166 1187 591 116108 66981 49127 18823 1920 63761 225801 18797 shrinkage=0.0364949 Tree=64 num_leaves=46 num_cat=0 split_feature=16 32 16 16 29 12 0 9 17 15 24 9 7 17 9 19 18 27 25 7 29 23 17 27 22 0 1 29 24 16 17 17 29 17 17 25 5 21 17 7 12 6 27 28 27 split_gain=289.997 71.2642 48.6446 30.1971 23.0645 19.9403 17.8102 18.4092 16.7949 16.0892 15.1082 13.6496 12.9473 19.5039 14.2984 13.5222 16.1325 16.8307 13.9999 13.189 12.0497 12.0366 11.6125 10.5496 10.4364 10.1447 9.75162 9.67453 9.56453 9.5196 12.6847 10.6224 9.11705 8.72795 8.57691 15.2755 8.46611 8.44821 8.33874 20.1979 12.3477 14.2217 8.20341 8.14657 8.12958 threshold=215.29362558634415 1.5000000000000002 184.39395943562613 230.0646453762474 0.52431137503006098 112.19848480983502 33.000000000000007 0.94566548766535319 100.24526019919524 0.14185398020667514 7.5000000000000009 0.88246461899305528 -18.43494892120361 57.105599424571842 0.90549263098301924 337.25000000000006 4.5000000000000009 9.5000000000000018 804.25000000000011 -76.357677459716783 1.8608783309957926 0.64247549719288244 46.755109482310893 10.500000000000002 501.75000000000006 24.000000000000004 758.50000000000011 0.99997339930306184 15.500000000000002 224.90921564804185 51.030420897739823 54.140838317227143 0.48561851914130377 54.473563168810536 71.353276643744806 905.25000000000011 26.00000095367432 1.5000000000000002 48.986624034502746 -8.7461619377136213 187.02438661763955 0.65384615590267348 14.500000000000002 724.75000000000011 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 8 9 26 -3 10 20 11 -2 27 -1 14 15 -11 16 17 18 -14 -16 -8 36 42 -23 28 -13 43 -6 -9 30 -24 -31 -27 -26 -12 -36 -15 -7 -5 -40 41 -41 -17 -4 -25 right_child=1 5 4 38 6 37 7 24 -10 12 34 25 13 21 19 22 -18 -19 -20 -21 -22 23 29 44 33 32 -28 -29 -30 31 -32 -33 -34 -35 35 -37 -38 -39 39 40 -42 -43 -44 -45 -46 leaf_value=-0.0028141071935540705 -0.0073808683718300204 -0.0018337939696340118 -0.0010272835754943316 0.00098456469799575066 0.00012177770780870878 0.0013455315215811173 -0.001257638533690975 -0.00092755248117575321 0.00043168502882213084 -0.0011405790367458963 -0.00037413553937500879 -0.00080453006645959892 -0.0027686930210809304 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0.0149568 -0.0209429 0.0178498 -0.0130396 -0.0308543 -0.00923701 -0.0167749 -0.0368498 0.010809 0.00138444 -0.0395361 0.0110822 0.0069941 0.0225581 0.00813937 -0.0404662 -0.0298568 -0.11074 0.0262237 -0.0492223 -0.076697 0.00952527 -0.0547528 -0.0124144 -0.0365515 -0.0365034 0.0202187 -0.0337959 0.0134352 0.008476 0.0257976 -0.0427533 -0.00815886 -0.00730277 0.0387232 -0.276373 0.00133698 0.0263297 -0.0297197 -0.159048 -0.243887 -0.00569195 -0.0405679 -0.103934 internal_count=924644 537706 386938 505766 258502 31940 222451 130112 128436 276328 92339 121719 275974 203485 72489 200738 5565 5357 1738 67866 15414 2747 195173 2475 114698 112762 36051 29147 19039 155276 110820 44456 78992 95659 63192 3805 272 12008 229438 2624 827 558 39897 33976 1579 shrinkage=0.0364949 Tree=65 num_leaves=46 num_cat=0 split_feature=16 30 16 20 20 0 20 17 22 15 17 0 0 13 26 4 22 14 11 5 27 16 16 22 16 18 11 14 21 28 7 26 7 17 4 11 14 7 28 21 5 27 1 6 27 split_gain=275.775 78.9288 41.3811 37.395 28.0733 24.0026 20.011 18.4657 15.7318 13.8534 13.6104 13.2669 11.9618 11.7052 11.0877 10.6664 10.5529 13.2059 10.5937 10.2907 11.8637 10.1791 10.4947 14.5999 10.0781 9.76658 9.62942 9.43488 9.77147 8.89044 8.57166 8.54017 8.32694 21.6174 21.121 10.1917 10.0965 15.0689 12.3806 9.16088 8.8818 8.8045 8.75734 8.03411 7.99683 threshold=208.8215768945316 1.0000000180025095e-35 228.14982386035021 0.74153805977693177 0.78505567659703934 29.500000000000004 1.1576465967817715 56.667398629376272 546.25000000000011 0.14185398020667514 84.669896276206799 26.000000000000004 35.000000000000007 18.58868986768498 2.00545483397469 20.979976654052738 3213.2500000000005 100.74684430918568 0.95098928863741505 34.152593612670906 37.500000000000007 188.60771806307324 98.086482314953741 1819.2500000000002 146.93370920711439 3.5000000000000004 0.49126635704115534 33.063017414932652 6.5000000000000009 852.75000000000011 -56.966356277465813 0.75602381157936727 -7.09226369857788 59.970802598790065 25.736063003540043 0.87106682507802713 52.592475511427942 -53.130102157592766 750.25000000000011 2.5000000000000004 24.838847160339359 50.500000000000007 870.50000000000011 0.47266436518439886 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 8 -3 29 10 11 14 12 15 16 -5 13 -2 24 -10 18 43 19 20 -6 22 23 -9 -7 -4 -21 -8 -29 -1 44 -32 36 35 -35 41 40 38 -38 -39 -11 -34 -37 -18 -12 right_child=1 3 25 6 5 7 27 21 9 32 30 -13 -14 -15 -16 -17 17 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 31 -33 33 34 -36 42 37 39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0012972774946080246 -0.0028157187119429638 -0.0016516319337792915 0.00099574747758149817 0.00091425847686251826 -0.00063083475230659293 -0.0025238089167905877 -0.0010832259655557594 -0.0035204452294374986 -0.013030244961534777 -0.0013896136921164759 -0.021988808042217617 -0.00036217946757483271 -0.00083751026526710361 0.00022350762912692808 -0.0038710579105373354 0.0067913218708198185 -0.0081813152251171348 0.0056221873236464159 0.006659564291693054 -0.003768217275902127 0.0026667567774203778 2.4985182872492518e-05 -0.001355729049537519 0.0056051498057113867 -0.0010940914331785184 0.00013890291190179311 0.00065745529017056405 -0.002641918396551307 -0.0094384353127783868 -0.0022513331222139528 -0.0012677276595116445 0.0030740244225688391 0.00016078520640801743 -0.0071014693645209161 0.00041374857951581432 0.00057172262399421815 -0.016445766616459596 0.0034319421230183593 -0.0032484863568292451 -0.0074313156809764106 0.00098931688733713938 -0.0066304474718331605 0.001857292560174293 -0.0023069948153848626 -0.00071124233137299312 leaf_count=65548 1736 29862 237169 21909 49532 7101 6512 357 169 2166 24 21476 22793 60784 2119 46 521 190 295 681 1497 29996 15086 675 87266 19148 17018 1202 368 16230 726 3573 87277 1026 968 38953 104 747 1056 120 59788 255 8619 766 1190 internal_value=0 0.0119468 0.0162988 -0.0171058 -0.024929 -0.0190163 -0.000772287 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11.4911 11.3906 10.8614 10.7417 10.2836 9.88809 9.45986 10.0703 9.39266 12.99 8.76245 9.04616 8.67396 8.59976 8.49464 13.4309 8.44726 8.31432 7.8818 8.51342 7.78873 7.45681 7.38608 7.37995 7.12497 8.18912 9.55637 8.4244 7.58999 7.11571 13.8688 6.95987 threshold=218.23942106175124 0.59295380130447306 199.90214507246552 0.77072645645724502 231.81123111097631 0.89204710155091393 0.78505567659703934 71.353276643744806 1.0000000180025095e-35 0.83810080431939005 44.769460999147434 1342.2500000000002 43.79592997134629 54.733409968311143 1.6614695552213445 0.096516383039005851 0.97101915880437129 1.5000000000000002 0.37567527482458202 431.50000000000006 62.395347363559544 227.35234532241469 47.778484114626927 31.139200818182754 2.5000000000000004 1018.2500000000001 0.56995200195349771 1.0000000180025095e-35 2.5000000000000004 -7.09226369857788 0.97284538761013561 245.79240762156897 0.99450765118151019 79.540048092503454 98.086482314953741 2944.5000000000005 61.381892023011993 6.5000000000000009 14.500000000000002 0.89773075210154218 248.25000000000003 522.25000000000011 123.00122833251955 2992.5000000000005 5.0399255752563485 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 8 5 17 10 -1 -7 9 11 15 -3 18 -5 14 29 -8 34 36 26 20 -15 22 -12 -17 -25 -13 -2 -16 -29 -14 33 -6 -33 -21 -9 -35 44 -24 40 41 -39 -40 43 -11 -4 right_child=1 4 3 12 31 6 7 16 -10 42 21 25 13 19 27 23 -18 -19 -20 30 -22 -23 37 24 -26 -27 -28 28 -30 -31 -32 32 -34 35 -36 -37 -38 38 39 -41 -42 -43 -44 -45 -46 leaf_value=-0.0022415436161126795 -0.0012206553377475035 -0.00029277171497177557 -0.0039855769345067916 0.0032424382648030235 0.00089887510066447528 -0.0014565319859258215 -0.0055917212507128186 0.0029467798766110191 -0.0017643772308910074 -1.6861952748821294e-05 -0.00023844490002365333 -0.018593210673770389 0.00028068028361987981 -0.00080819923551625245 -0.00061273165516400609 0.0014682137532740331 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12.5266 14.4272 17.0301 12.3179 12.252 11.49 17.2879 12.7601 11.2158 13.3641 11.0867 10.6945 11.9772 10.4423 10.4323 10.3723 9.4704 9.9593 12.0648 9.43436 9.32582 9.14791 9.11922 9.02203 8.87559 8.79918 8.5447 8.5151 9.2563 8.4675 10.3236 8.71103 threshold=208.8215768945316 1.5000000000000002 228.62695026773221 0.74679209246676848 168.23617536969996 1.1576465967817715 0.26954373557412509 26.204643758827299 33.000000000000007 546.25000000000011 98.086482314953741 0.99997339930306184 0.94872052674184193 1.9080452733104492 22.500000000000004 2.5000000000000004 1.4386208401611102 35.000000000000007 1666.2500000000002 33.459304666429965 0.87173778546244229 0.81329748240514199 0.73197803024450159 0.12621918804734061 146.93370920711439 39.332167545632068 18.58868986768498 39.000553131103523 0.92000000603156695 4.5000000000000009 9.5000000000000018 0.67976859283039071 56.667398629376272 48.000000000000007 3.5000000000000004 0.8099919484702095 0.25886793806910013 109.83560994938681 0.72413793629937373 14.500000000000002 33.063017414932652 25.500000000000004 729.25000000000011 610.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 9 -3 10 13 -6 42 29 17 11 12 -1 21 18 -16 32 26 19 33 -20 -5 28 -11 37 -26 -2 -14 -23 30 31 -9 -10 -15 -4 -17 -25 -12 -22 -28 -7 -42 43 -8 -45 right_child=1 3 34 5 6 40 7 8 16 23 24 -13 27 14 15 35 -18 -19 20 -21 38 22 -24 36 25 -27 39 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 leaf_value=-0.0035432377196910124 -0.0026245025005005528 -0.0015467447061975213 0.00093687079950247022 0.00077195704890877924 -0.0025820223109109257 -0.0010684004930146811 -0.0011674112837961059 -0.0018856163780908578 -0.00084046891144154857 -0.0092482540375213307 -0.0024407956777390796 0.003938669434472057 9.4734006005872237e-05 -0.0014422065634321633 -0.023796826711056346 -0.0018384161640144312 -0.0018950256791617334 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11.3588 11.8716 11.411 11.2602 10.8879 10.7539 10.0753 9.98761 10.2756 13.3194 9.39652 11.4143 9.33185 10.2702 11.3923 9.00634 7.79375 7.42848 7.41408 9.10428 7.40868 7.11331 10.3431 7.07666 9.54759 7.04874 8.53137 threshold=218.23942106175124 1.0000000180025095e-35 199.90214507246552 0.52222032511830718 0.88415704569012243 237.35798550724641 46.500000000000007 0.83387753710141166 -1.0000000180025095e-35 0.90738022381535244 248.25000000000003 3.5000000000000004 0.84000288018433189 0.096516383039005851 2.5000000000000004 -10.30484628677368 52.500000000000007 1.1576465967817715 3.5000000000000004 6.5000000000000009 13.999999046325685 20.500000000000004 31.500000000000004 704.25000000000011 1.0924176174389701 1.8350001666833353 -36.869894027709954 -76.357677459716783 248.25000000000003 3.5000000000000004 841.25000000000011 3.5000000000000004 0.88599281915797257 14.500000000000002 0.39874113377807435 159.94899527186763 727.25000000000011 0.35003406592548097 162.77141173389211 98.086482314953741 1.7169236061641129 98.784271247461916 0.15747941083306941 319.50000000000006 0.58580558677372629 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 -3 14 8 7 30 -2 10 11 -10 13 -9 -4 24 25 -5 19 20 -12 -20 -18 43 39 26 27 -6 29 -28 31 32 -1 -21 -8 -36 -14 -38 -17 40 -15 -30 -43 44 -23 right_child=1 3 4 17 16 -7 34 12 9 -11 18 -13 36 15 -16 38 22 -19 21 33 -22 23 -24 -25 -26 -27 28 -29 41 -31 -32 -33 -34 -35 35 -37 37 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=0.0011313564792812929 0.00082233655472828415 -0.0017702747760913109 -0.00058156493680398683 0.00022519336332869872 -0.00033654072389523702 0.0011628025123906927 -0.0026505381755901397 -0.0057311386923593723 0.0022131156508048365 0.00094167253873940666 -0.0054476119685486673 -0.012571469469889513 0.00018662464922571879 0.0012932493186977002 -0.0020244033881626207 -0.0018652200659966714 -0.012221214675414082 -0.0015246691134971515 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11.0405 10.8841 11.4978 10.4634 10.4505 10.3856 9.81888 9.58617 9.40601 13.2898 9.33045 14.9443 12.3332 11.3019 10.5301 25.473 9.27328 9.07739 9.00279 8.84387 8.80387 8.7157 8.7018 8.42434 threshold=0.77072645645724502 35.000000000000007 498.25000000000006 30.166338745887995 0.95701500477658741 0.96321694294745774 776.25000000000011 5.0399255752563485 0.47826087964310326 805.25000000000011 248.25000000000003 3.5000000000000004 524.75000000000011 1.5000000000000002 6130.5000000000009 0.92706092526712347 15.500000000000002 1.7508247727312234 610.25000000000011 0.41807955509496264 1.5000000000000002 0.16161559124773825 2.5000000000000004 31.139200818182754 1.5000000000000002 0.18162300151445079 51.000000000000007 0.66518105434609887 0.38461538630130682 1699.7500000000002 4.5000000000000009 1.5000000000000002 0.88643858784501128 14.500000000000002 0.83631218587613942 462.75000000000006 31.500000000000004 951.75000000000011 0.93549377823571378 3.5000000000000004 10.500000000000002 43.000329971313484 190.25000000000003 18.973662376403812 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 9 16 6 -1 19 -7 -9 10 11 28 -6 21 25 17 -3 -16 39 -5 43 27 37 -24 -12 -15 -8 -4 -2 30 -14 32 -26 -33 -35 36 -36 -11 44 -10 -13 -25 -39 -20 -27 right_child=1 3 13 4 12 7 26 8 18 22 24 40 29 14 15 -17 -18 -19 20 -21 -22 -23 23 41 31 38 -28 -29 -30 -31 -32 33 -34 34 35 -37 -38 42 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0015054883310237884 -0.0063294274105127587 -0.0011287209815699696 -0.010906989840500966 -0.0032614445592259252 -0.00091460283604539278 -0.0023753474415164379 7.2662314807684847e-05 0.0011893543635095771 0.0042467346629783513 -0.012662732885166311 0.0054382031025638983 -0.01014713003505022 -0.0013498797170609879 -0.0094621740764937699 -0.0089375337482132076 0.00079026273532461979 -0.0076945759114796213 0.00082242640897109886 0.0016636746797214093 -0.0011594465783277121 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8.60815 9.7382 11.0821 8.42682 8.11004 8.21426 9.23701 8.03589 8.02939 8.01068 9.05639 7.96223 7.76005 11.6281 8.47575 8.05673 10.0923 7.74349 7.72405 7.87952 threshold=219.05642533982865 193.90694175676046 1.0000000180025095e-35 1.5000000000000002 16.368107326910884 33.000000000000007 21.32762539439625 35.000000000000007 -13.976561069488524 0.941189571597013 190.25000000000003 91.262997694832649 0.94676289632689092 0.65912781165978107 152.99225468164795 40.447344284480117 1.5000000000000002 0.92001796945193182 20.500000000000004 447.25000000000006 0.91501394432926386 2.8244716666790448 19.000427230659341 3098.5000000000005 544.25000000000011 54.887626262626263 1.9571543130682663 0.79208113513669087 1622.2500000000002 245.799430847168 7062.5000000000009 3553.0000000000005 13.500000000000002 0.096516383039005851 0.12621918804734061 19.914914720715529 56.044089789597884 0.51495371553511105 1505.2500000000002 591.25000000000011 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 34.622463226318366 0.38202380820554588 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 5 8 -4 17 -7 11 9 -3 -10 14 21 28 -1 16 -16 18 -2 20 -20 29 -21 43 32 26 27 -6 -11 30 31 -13 -12 -8 -26 -36 -15 38 39 -37 -39 -42 -28 -17 -45 right_child=2 3 4 -5 25 6 33 -9 10 13 24 12 -14 36 15 23 -18 -19 19 22 -22 -23 -24 -25 34 -27 42 -29 -30 -31 -32 -33 -34 -35 35 37 -38 40 -40 -41 41 -43 -44 44 -46 leaf_value=-0.0015987181098411182 0.0007710586959420925 -0.0009943600053049556 -0.0018429774979719028 -0.0013700420487060042 0.00039091055773172182 -0.00079438016992017008 -0.019094799238173768 -0.0013248991619664971 -0.0050856413311651302 0.0012068439448665112 0.00025383495683375799 -0.0027183674554265378 0.0021196585723504838 0.00027369846254434707 0.0011001204802149093 -0.0009200098187101284 -0.0017047991720863889 0.0013498356334608556 -0.011306891352028919 -0.001799905251157397 -0.0018712770728642985 0.005778796659659192 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9.27684 8.77296 9.95429 9.35447 12.4176 8.60248 9.32345 8.86245 12.9034 9.08049 8.46687 8.38317 9.64789 8.10553 8.03341 7.9763 threshold=207.13992259360023 1.0000000180025095e-35 222.09114081681506 0.74153805977693177 0.941189571597013 0.66220635981665399 26.000000000000004 76.624431862837 14.500000000000002 1.4465431888016391 26.204643758827299 0.9250199362041468 -1.0000000180025095e-35 53.978910517353739 0.81765047482407616 51.097903068110156 29.999998092651371 35.500000000000007 0.16161559124773825 0.38202380820554588 0.85066171984197958 3.4637601706582113 20.500000000000004 716.75000000000011 3.5000000000000004 6085.2500000000009 148.96355155755461 618.25000000000011 0.73920708261864143 14.500000000000002 861.25000000000011 68.061131378923264 4.5000000000000009 139.32895013500948 742.75000000000011 610.25000000000011 3.5000000000000004 1.5000000000000002 302.50000000000006 -28.300757408142086 24.000000000000004 0.87204793332844355 11.500000000000002 0.16161559124773825 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 15 -3 19 7 -5 18 -8 -10 34 12 -4 22 -15 29 27 -12 -6 -1 -17 26 43 24 42 30 -21 -16 -29 -2 31 -20 39 -34 35 36 37 -7 -38 -32 41 -28 -24 -14 -37 right_child=1 3 11 6 5 10 8 -9 9 -11 17 -13 13 14 16 20 -18 -19 25 21 -22 -23 23 -25 -26 -27 40 28 -30 -31 32 -33 33 -35 -36 44 38 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=-0.0024793703268942741 -0.00028842620399499624 -0.0013601749046499047 0.00088683376213215292 0.00057488631761612669 -0.0068318970552636122 -0.00070007141067071654 -8.420733010882572e-05 0.0044027820314311312 -0.0010743054106959575 -0.00438025533588069 -0.00057597202958920989 0.0013080674695900444 -0.0063627737936889639 0.0016832955419110432 -0.0020431011407945824 -0.00026859158589867793 0.00092199812531951447 0.0013891752014859747 0.00015189526098113423 -0.0024335523181170529 0.00049203032923736238 0.0027034908759953034 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0.0101583 -0.0102619 -0.0179383 0.0156126 -0.03411 -0.290097 -0.366155 -0.00964623 0.0132075 0.0284926 -0.0327163 -0.0849094 -0.0305726 -0.0260622 -0.0318623 0.0304957 -0.0345488 0.0247102 -0.0267024 -0.00598088 0.00358879 0.0128142 -0.00147732 internal_count=924644 642676 557843 84833 281968 231464 53559 14386 26787 9360 217078 370220 332855 178259 1032 187623 684 139735 12873 50504 129385 39839 177227 20397 18521 12594 38940 522 394 58238 12498 9377 3121 1635 77343 65384 52903 2185 50718 1486 31725 12086 10679 156830 12481 shrinkage=0.0364949 Tree=72 num_leaves=46 num_cat=0 split_feature=16 30 16 20 20 0 17 14 17 15 20 16 17 10 9 14 29 27 33 29 27 8 28 14 9 14 20 14 24 24 9 25 8 11 12 11 24 28 1 5 1 7 20 15 9 split_gain=170.103 41.8634 32.6369 20.3008 17.6373 17.0174 15.7778 15.7689 15.4029 13.1963 12.6641 11.5189 12.7347 10.9106 10.8889 15.6596 11.012 10.551 10.0546 9.95088 11.5176 14.9448 14.8758 16.0884 13.7498 9.41675 9.73548 9.35208 9.20695 9.20619 9.18281 8.73606 8.55677 8.2874 8.11464 8.12661 8.38221 12.4602 9.56545 8.09232 13.1361 9.15094 8.02754 7.68073 13.6995 threshold=216.69103278220254 1.0000000180025095e-35 177.77058424750405 0.70555413639422671 0.84063559369233232 33.000000000000007 71.353276643744806 18.226165115231776 43.79592997134629 0.39340645876379171 1.1576465967817715 203.41846928505342 54.392090243268797 0.9650279400231272 0.96083733498877122 31.119636573685234 3.4637601706582113 13.500000000000002 2.5000000000000004 1.9571543130682663 22.500000000000004 5481.5000000000009 1893.2500000000002 33.459304666429965 0.90549263098301924 33.459304666429965 1.1160500019397783 7.2010954637298559 1.5000000000000002 4.5000000000000009 0.96964231503165943 858.25000000000011 740.50000000000011 0.76099303921884576 40.159902576697327 0.92001796945193182 20.500000000000004 451.75000000000006 427.50000000000006 172.53985595703128 14760.000000000002 -58.373916625976555 0.70555413639422671 0.81329748240514199 0.73197803024450159 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 14 -3 18 28 8 -7 -6 33 19 -11 17 30 16 -16 -1 -13 27 43 22 31 23 -21 39 -19 -27 -4 -2 -17 -8 -22 -9 -10 42 36 -36 38 -38 40 41 -24 -30 -5 -45 right_child=1 3 4 10 6 7 13 32 9 11 -12 12 -14 -15 15 29 -18 25 -20 20 21 -23 24 -25 -26 26 -28 -29 34 -31 -32 -33 -34 -35 35 -37 37 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.0016013207427971099 0.0018624291490710579 -0.0013646288505988705 -0.0026053229183561942 0.00080264458981372058 0.0019424718373447086 -0.0018532316146081672 0.00064917018944204475 -9.9701982688087275e-05 -0.0025687189933067942 -0.00056975119679983041 -0.0014975795320008867 0.00020137762774321394 0.00045628304242110535 -0.0090662454114811605 -0.00089328908304021752 0.004123212224329746 0.0037298606535990024 -0.00060584753529851966 -0.0018589526485195255 -0.002895116348804818 -0.0067438105565589008 -0.020848294585218925 -0.013515896917182666 0.001808003300685039 0.0014579470976749664 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9.70829 7.83385 threshold=19.87596342597789 48.000000000000007 29.500000000000004 0.57391573153678188 1.5000000000000002 29.500000000000004 501.75000000000006 2992.5000000000005 13.500000000000002 275.25000000000006 0.97493160899045661 0.9592491492155294 0.75996888897462378 622.25000000000011 0.92706092526712347 719.50000000000011 1.5000000000000002 2101.7500000000005 40.000247955322273 1.5582463208392834 3914.5000000000005 2.5000000000000004 248.25000000000003 0.95585764990763378 2.5000000000000004 24.187747955322269 1179.7500000000002 1.5000000000000002 -53.067413330078118 0.81481482243825931 53.575544357299812 1.0272789284385466 0.88740495196489788 1.3676356318120602 0.90003342245989315 65.623176177017925 905.25000000000011 -29.744881629943844 2834.2500000000005 52.592475511427942 0.69388866657774229 836.25000000000011 8.5000000000000018 1.5000000000000002 1512.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 39 7 8 -7 9 26 21 41 20 44 -12 16 -16 -8 -18 -19 -20 33 -1 -23 -4 -25 -26 -5 -28 29 32 -31 -32 38 -3 35 -10 37 -37 -29 -2 -41 43 -43 -11 -13 right_child=1 11 23 5 -6 6 14 -9 34 10 13 12 -14 -15 15 -17 17 18 19 -21 -22 22 -24 24 25 -27 27 28 -30 30 31 -33 -34 -35 -36 36 -38 -39 -40 40 -42 42 -44 -45 -46 leaf_value=-0.00092567127647671769 -0.0017851649900943955 -0.0011725340004327147 -0.0019014629440552153 0.0010776848438754972 -0.001551242572447044 -0.00079383839859701547 0.00063008572251303015 -0.0080997969968646718 0.00024986674754698054 0.0067499924934230227 0.00033934903216115093 -0.0009476002349945575 0.00040133094558889314 0.0020641202323263387 -1.9873679298910339e-05 0.00063607568469637213 -0.00052887075265609714 0.00073751255295723475 -0.0070918706955815283 -0.0016877288116031891 6.4172229749620189e-05 -0.0083940226163205737 -0.00049712290540533731 -0.0019348012110043254 -0.0013191223996501271 -0.00036907277615877545 0.0018600345742891308 0.00059315003659100548 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186.165358603182 2.5000000000000004 1.5000000000000002 29.500000000000004 21.32762539439625 46.500000000000007 100.24526019919524 -13.305177688598631 0.94048650184437221 248.25000000000003 3.5000000000000004 6.5000000000000009 58.500000000000007 65.623176177017925 -71.565052032470689 0.88740495196489788 2841.5000000000005 45.494154584722217 35.888696873604673 0.47659900498217289 6.5000000000000009 1.0000000180025095e-35 32.724859941802258 0.9624773664168379 1.5000000000000002 352.25000000000006 3419.2500000000005 -67.332862854003892 0.98496322523458357 650.75000000000011 0.33619787746321922 14.500000000000002 0.95165114783435401 760.75000000000011 152.39116129243993 -56.309932708740227 0.85014917366685305 128.56176231176235 0.20553360696403958 241.73130881026364 0.42888431989954617 127.74142015013368 2363.2500000000005 2944.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 8 25 13 7 16 9 -3 11 -10 -12 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0.64672089672089683 70.001785278320327 -7.09226369857788 26.357456025177534 59.970802598790065 1.5000000000000002 0.7971612318327338 909.25000000000011 0.98665312932911686 47.081062671737591 0.88190982776089166 15.47894227395447 35.500000000000007 52.500000000000007 68.061131378923264 52.592475511427942 -53.130102157592766 750.25000000000011 5.5000000000000009 25.073760963398843 -7.3433792591094962 0.2727272677867168 0.92311212746739935 3.4637601706582113 3914.5000000000005 0.95344093613612635 1.2907848077640913 148.96355155755461 0.16161559124773825 71.216809919835967 2548.5000000000005 33.000000000000007 21.431052306940472 0.64387776901874016 14.500000000000002 0.18162300151445079 0.73509301418692019 0.77229341225405612 0.99997339930306184 519.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 7 -3 27 6 12 13 -7 14 -11 -12 19 20 -9 18 -15 -10 26 -6 40 22 -22 25 -25 33 -16 28 32 30 -23 -21 -1 -14 -35 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internal_count=924644 642866 557971 84895 281778 232352 11091 311266 221261 218691 2790 2532 9515 92575 215901 188091 152 141603 140442 7426 92423 2210 1267 2089 539 1550 139973 49426 38648 943 189 3033 37744 1387 1258 171 138887 66592 53280 41203 90213 1159 406 315 469 shrinkage=0.0364949 Tree=76 num_leaves=46 num_cat=0 split_feature=16 30 16 16 20 20 7 17 13 25 21 11 18 28 17 11 10 13 29 24 28 10 29 21 0 10 4 10 0 4 19 28 26 28 28 6 4 27 5 0 21 16 26 13 16 split_gain=133.971 40.2696 18.4584 18.0405 17.1029 14.4013 12.6175 15.4242 14.924 12.9812 14.7415 12.009 11.5832 11.4158 10.4661 11.6688 10.3775 11.3638 10.457 12.4613 10.1728 11.162 10.0551 11.437 9.93176 9.67159 9.70418 9.20947 8.80793 8.79566 14.3947 12.0064 10.2191 8.97638 8.73318 10.2213 9.78882 10.6536 17.5853 8.98236 8.5231 8.40606 15.1438 9.9288 8.61412 threshold=210.61527789947141 1.0000000180025095e-35 230.83397656956981 171.96279377384033 0.74153805977693177 1.1576465967817715 -15.945394992828367 58.816392004790131 78.801034706270642 248.25000000000003 3.5000000000000004 0.81947656805668989 6.5000000000000009 809.25000000000011 45.40449955303658 0.88190982776089166 0.92311212746739935 34.606488861830734 1.3264404499972791 3.5000000000000004 852.75000000000011 0.90142013628210715 1.9080452733104492 6.5000000000000009 11.500000000000002 0.98665312932911686 20.979976654052738 0.58254585421591376 51.000000000000007 52.196002960205085 14946.000000000002 639.25000000000011 0.85513102481235881 10392.500000000002 1666.2500000000002 0.73913037174420471 39.000553131103523 21.500000000000004 93.008064270019545 48.000000000000007 13.500000000000002 98.086482314953741 1.0496599153155801 279.19942654233984 146.93370920711439 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 24 -3 22 25 9 11 10 -8 13 14 -9 -11 40 17 20 -19 -20 21 -5 27 34 -1 29 -27 -6 -21 -2 31 -31 -33 -34 36 -36 39 -38 -39 -24 -16 42 43 -26 -43 right_child=1 4 -4 16 5 -7 7 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238078 733 2463 237345 1242 237089 215430 237695 223260 84063 19044 139197 129826 41415 8575 84197 82903 151 32840 16493 82752 2142 1731 1638 1520 8186 2563 5623 3446 218 2177 156781 73630 3999 3246 69631 shrinkage=0.0364949 Tree=77 num_leaves=46 num_cat=0 split_feature=16 20 0 14 30 9 17 30 17 14 27 27 29 27 25 6 29 27 29 23 20 25 19 27 9 25 9 7 16 12 10 1 29 23 15 29 17 15 27 14 24 27 1 25 21 split_gain=123.515 38.8071 24.5256 17.6305 16.9503 15.0552 14.5323 14.4618 14.8856 13.8166 14.7386 14.544 13.6287 11.4264 13.5133 11.2317 13.9881 10.9463 9.92516 9.89536 9.6666 9.59989 9.40041 9.17332 8.97438 8.5937 8.23112 8.22065 8.00643 7.91003 19.1632 8.97189 7.66811 8.2544 7.42265 9.01815 7.38961 7.3391 8.40816 7.3279 8.1725 9.17816 9.2013 8.78356 7.2194 threshold=207.13992259360023 0.73637407809625233 29.500000000000004 21.538678552342017 1.0000000180025095e-35 0.94048650184437221 68.061131378923264 1.5000000000000002 57.833890399497243 12.467667360401341 10.500000000000002 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208604 101018 19595 1974 6189 8184 1792 187030 41006 15565 40917 28066 95090 196547 13348 1767 11581 11479 3621 49337 38804 34986 41878 24968 98848 2604 904 253 133 145152 shrinkage=0.0364949 Tree=78 num_leaves=46 num_cat=0 split_feature=16 20 20 0 29 16 27 22 25 13 5 29 17 1 25 17 22 23 7 25 27 11 14 0 27 28 16 23 16 17 5 1 26 26 4 12 7 14 4 27 1 4 6 4 28 split_gain=114.577 28.3849 24.9769 22.173 17.659 13.5963 13.4411 23.1741 16.0496 13.7782 12.3652 14.2312 10.9754 10.9097 10.8615 10.9648 10.6745 10.0164 9.85891 10.3485 12.7245 9.58737 9.353 9.09421 8.78951 8.50817 8.36659 12.938 9.05688 10.298 8.53214 12.3742 9.93027 8.77462 8.27163 9.74409 8.23288 9.46087 8.15871 8.04948 7.97306 7.77972 7.64709 7.62856 7.57517 threshold=219.05642533982865 0.78505567659703934 0.61035945336729314 49.500000000000007 1.5322205828708411 186.165358603182 22.500000000000004 2992.5000000000005 453.25000000000006 25.729842144449616 31.112698554992679 0.16161559124773825 52.99294043641963 10175.500000000002 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num_leaves=46 num_cat=0 split_feature=16 20 0 20 29 7 29 11 7 25 11 19 16 20 22 25 25 16 23 10 2 18 0 14 28 7 25 11 28 5 14 11 29 27 7 1 29 16 23 30 4 12 6 4 23 split_gain=92.8398 26.8405 22.9089 20.6684 17.1408 11.9993 12.1901 11.5285 12.9073 11.1808 11.1513 14.6409 10.9961 10.421 9.8678 10.7517 9.67927 10.3887 10.417 10.0821 9.67209 9.05371 8.52564 8.64822 8.35069 7.93024 9.59477 10.0388 8.33567 8.22635 7.7136 7.36009 7.63778 11.9124 7.12845 13.2915 8.73221 7.77857 7.49904 6.88004 6.8292 13.1491 7.65411 7.52702 7.30462 threshold=220.79564505354799 0.78505567659703934 49.500000000000007 0.37626706325690396 1.5322205828708411 -36.869894027709954 0.096516383039005851 0.92703025992499688 -1.0000000180025095e-35 248.25000000000003 0.83631218587613942 877.25000000000011 186.165358603182 1.1222585802258951 2992.5000000000005 1358.2500000000002 15184.750000000002 162.77141173389211 0.12621918804734061 0.63374572455819178 61.90652173913044 2.5000000000000004 33.000000000000007 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74491 6049 2063 11305 153 749 43 166 125941 546 852 447 1362 56684 148814 2849 677 574 1005 2078 43508 439 11538 20936 273 18932 65 227 366 26357 309 279 39 197 1348 internal_value=0 -0.00961212 -0.0055818 0.0104466 -0.0214322 -0.0017083 0.00925997 0.0114927 0.0099345 -0.00535676 -0.00476435 0.00456376 -0.0158765 0.0102267 0.000765926 0.00128183 -0.0101148 -0.0106477 -0.00766285 0.117812 -0.063536 -0.089236 0.00448211 -0.00580062 0.00848326 0.0152349 0.0119731 -0.0393897 0.0151835 0.0537563 -0.00742457 0.0134966 0.0150935 0.000512632 0.0250189 0.0365022 0.0334485 -0.0797994 -0.115796 0.015906 -0.0150818 -0.0321584 -0.00688386 -0.177317 0.0129789 internal_count=924644 481967 373132 442677 73278 299854 74846 432539 396428 225008 223430 81442 64736 74419 75393 75240 141988 141399 126107 589 8542 1578 207221 58046 149175 63114 58187 3423 54764 4927 45571 53759 52776 21375 31401 19863 19590 658 593 189207 2849 2540 2261 236 2025 shrinkage=0.0364949 Tree=82 num_leaves=46 num_cat=0 split_feature=16 20 0 14 30 12 9 11 5 25 30 17 27 27 7 27 28 24 20 13 27 11 32 6 16 17 24 29 15 27 0 11 29 14 29 25 27 25 7 28 13 14 17 24 15 split_gain=89.3456 29.1443 19.194 14.2457 13.565 12.5473 11.9974 15.219 14.4957 11.9437 11.6985 11.8638 11.3315 11.3236 9.88027 9.39742 11.8381 9.3049 9.06865 8.91552 8.21742 8.14361 9.62594 9.52801 9.47467 11.5788 8.07365 8.04527 7.97295 13.8924 10.3635 7.8251 7.77149 7.67443 17.8772 11.2884 8.61374 13.7156 9.68613 10.8572 7.55907 7.3422 7.13353 7.07198 7.93827 threshold=206.81033201725893 0.73637407809625233 29.500000000000004 21.32762539439625 1.0000000180025095e-35 36.503048327204944 0.94048650184437221 0.64973403502815275 70.001785278320327 852.25000000000011 1.5000000000000002 57.833890399497243 8.5000000000000018 14.500000000000002 -7.3433792591094962 33.500000000000007 451.75000000000006 1.5000000000000002 0.42224556489262377 60.514890477367082 2.5000000000000004 0.84617583674187458 1.5000000000000002 0.89743590834109666 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191 728 563 7585 286 36959 38482 6147 21431 9752 103013 131 1820 59812 2513 16857 1038 1151 95484 335 64 197140 32 29697 5266 129 8550 2614 967 990 internal_value=0 0.00650414 0.00857258 0.0019076 0.00509284 0.013451 -0.0149262 -0.0118924 0.023417 0.00937691 -0.0152959 -0.00152574 -0.0479267 -0.0196816 -0.00550614 -0.0137718 0.0188151 0.0135796 0.0244705 0.018812 -0.0160195 -0.0150961 -0.00328893 -0.0183922 -0.0147674 -0.0111566 -0.108031 -0.0545412 0.00767754 -1.19395e-05 0.00238613 0.00243696 0.060526 0.0126638 -0.0383843 -0.0102064 0.0131187 0.0194214 0.00248582 -0.036903 -0.0344606 -0.0334213 0.0301947 0.000326788 -0.0414753 internal_count=924644 646329 590318 249478 211839 340840 278315 229348 11590 10012 56011 29358 2668 20013 1874 217758 8504 340687 8313 1685 37639 209254 45667 163587 133477 112765 417 6358 191826 79182 76669 39520 1268 330538 2919 2584 327619 130479 34995 5298 30110 29981 7344 2520 1553 shrinkage=0.0364949 Tree=83 num_leaves=46 num_cat=0 split_feature=16 30 8 0 2 0 9 13 20 29 6 10 29 25 24 23 21 10 11 29 10 18 29 25 29 26 11 6 16 4 8 21 25 11 10 29 7 26 20 28 20 27 20 29 1 split_gain=80.0376 28.1842 17.0127 15.0735 12.8119 11.7328 14.5065 11.9068 10.4608 14.687 14.767 11.2285 10.2829 9.99713 9.41337 9.35499 9.32312 9.08536 13.4782 10.3034 17.1085 15.501 12.7544 25.3555 14.8665 12.7697 10.1314 9.11663 8.78451 8.78016 12.8123 13.3322 24.0847 12.5846 12.2886 11.3131 10.539 15.3014 8.33566 8.05776 7.83804 8.24479 7.7038 7.65107 7.57331 threshold=206.81033201725893 1.0000000180025095e-35 732.50000000000011 29.500000000000004 19.168238993710698 22.000000000000004 0.95177765293633765 26.357456025177534 0.71177480308742214 1.6614695552213445 0.46913610497316505 0.94869595172925825 0.057207584807418797 876.75000000000011 12.500000000000002 0.8016442254980739 16.500000000000004 0.9650279400231272 0.55479583397200094 1.4851043910252943 0.97284538761013561 1.5000000000000002 1.0126352623128925 2289.7500000000005 1.171655114966917 1.0119434451075613 0.57662179517829693 0.1305768695998151 240.89973022235782 52.196002960205085 4195.5000000000009 1.5000000000000002 3171.2500000000005 0.79208113513669087 0.86737917622578187 0.28596346626438601 -48.327850341796868 0.78200858811745699 0.95621890065635362 23420.750000000004 0.53291252147496471 14.500000000000002 1.0662926593858519 1.0052186881950524 76.500000000000014 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 13 -3 15 42 -8 9 10 11 -4 -10 44 -15 -1 -5 28 -19 20 21 22 -20 24 25 -24 -22 -28 29 -14 31 -31 34 43 -33 -32 37 -37 -29 -39 -6 -42 -7 -34 -2 right_child=1 4 8 16 40 6 7 -9 12 -11 -12 -13 17 14 -16 -17 -18 18 19 -21 26 -23 23 -25 -26 -27 27 38 -30 30 35 32 33 -35 -36 36 -38 39 -40 -41 41 -43 -44 -45 -46 leaf_value=-0.00050086057189365125 -0.0080564822751560353 -0.00082557771947232143 -0.016787273942284926 -0.00019624694258667567 -0.0010765938667292561 -0.0010117831342287714 -0.00095034159455121366 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19 4 20 17 27 23 23 21 split_gain=54.4826 43.4972 25.124 18.3061 15.4476 12.9848 12.4334 15.3682 18.2686 13.7832 11.0166 16.1481 10.8309 9.95519 9.79991 9.58975 9.54004 9.30307 14.9197 13.8763 13.8433 11.8454 11.0468 10.3919 9.84581 19.1669 8.9614 9.0347 13.6555 8.82094 12.6252 8.58686 8.44722 8.38377 8.30712 8.22609 8.41406 8.2013 8.16945 12.8561 8.1636 8.30108 13.8916 9.82332 8.09052 threshold=26.497674141931039 33.000000000000007 0.49939855643899117 0.95432492324660967 40.500000000000007 14.500000000000002 1.5000000000000002 2.5000000000000004 248.25000000000003 0.84259537482193736 98.541630560342625 2.5000000000000004 1.5000000000000002 12.818050384521486 -4.5739214420318595 17.775903235097299 75.364364203308668 1179.7500000000002 1.5000000000000002 15.661554509034476 6130.5000000000009 0.92706092526712347 5.0399255752563485 0.74509804904215737 50.5293542193021 9.5000000000000018 764.25000000000011 10.500000000000002 437.25000000000006 37.706560134887702 26.633860359607954 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internal_value=0 0.00331773 0.00960747 -0.00558475 -0.0176271 0.0105833 -0.0118871 -0.00644072 -0.0238722 0.00350686 -0.00139912 -0.00882088 -0.0191838 0.00544956 -0.00450855 0.0046369 -0.00997154 0.0162356 0.00580603 0.0240367 -0.00760534 -0.097456 -0.196183 -0.164413 -0.0032231 -0.0349526 -0.0082114 -0.00324029 0.12492 -0.0123957 0.0176585 0.0204236 -0.00918482 -0.00538634 -0.0203607 0.0190351 0.0197361 0.00475444 0.0243517 0.0280309 -0.0589536 -0.0813023 -0.13344 -0.240671 -0.0358321 internal_count=924644 776814 455205 321609 147830 447484 112393 88628 32201 56427 245918 110298 75691 234497 97867 135620 75396 212987 61022 25864 35158 1635 283 1010 33523 7571 36121 32849 541 6304 3831 151965 75029 32308 31516 146951 145672 231858 20306 19645 2473 2148 1261 617 35437 shrinkage=0.0364949 Tree=85 num_leaves=46 num_cat=0 split_feature=16 20 0 20 17 26 7 9 18 25 26 11 22 24 25 7 26 4 11 6 7 24 25 6 21 25 16 23 16 17 20 9 7 17 25 11 10 27 13 10 14 27 25 25 17 split_gain=71.4204 22.6605 18.4696 15.7047 11.8607 11.1981 10.1532 12.2913 11.7467 10.2636 12.3041 10.1718 13.5375 9.78938 11.9692 18.1671 14.5567 14.0775 10.8387 11.1274 21.1757 12.4357 10.2942 10.1553 9.88458 9.35397 9.65472 9.59847 8.83114 8.92603 8.51502 8.51433 8.30916 24.9045 14.3997 10.0526 9.49587 10.8406 20.8545 9.45867 8.63684 8.12247 8.10374 10.5861 11.587 threshold=221.16645675902603 0.78505567659703934 48.000000000000007 0.36115240452073177 51.097903068110156 1.2222652551854722 -36.869894027709954 0.96571566531006425 2.5000000000000004 306.25000000000006 1.5284740987415664 0.83631218587613942 855.25000000000011 1.5000000000000002 3419.2500000000005 -67.332862854003892 2.00545483397469 88.316764831542983 0.94352779128180209 0.70000000302469234 -75.886333465576158 2.5000000000000004 4264.5000000000009 0.1305768695998151 5.5000000000000009 15184.750000000002 162.77141173389211 0.12621918804734061 202.58465621548558 56.803688154246878 1.089681885272787 0.92849572524826129 -17.102727890014645 53.978910517353739 627.25000000000011 0.82700446428571439 0.5994317895043747 44.500000000000007 33.377619633551625 0.98137848808365213 32.070814837351683 6.5000000000000009 2405.7500000000005 1232.7500000000002 58.816392004790131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 6 -2 5 -4 7 30 -9 10 -8 25 -13 23 24 18 -17 -18 19 -16 31 -22 -20 -5 41 26 -11 -28 29 -6 -3 -21 -26 36 -35 -36 37 -34 -39 -38 -37 -15 43 -43 -45 right_child=3 2 4 13 28 -7 9 8 -10 11 -12 12 -14 14 15 16 17 -19 22 20 21 -23 -24 -25 32 -27 27 -29 -30 -31 -32 -33 33 34 35 40 39 38 -40 -41 -42 42 -44 44 -46 leaf_value=-0.00076158163991287507 -0.0011189534085640446 0.00019591715387264037 -0.00096696419492735709 -0.0060692754107237838 -0.0012968648303438789 -0.003125619871925292 -0.0030959117319816977 0.00043408355857859937 0.0019882533608640588 -0.0012350920522135116 0.0055995301260840851 6.9227014010180026e-05 0.0017973777054564096 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10.5314 9.07114 9.702 18.7444 11.4118 9.37216 14.4635 9.04848 9.00677 8.7339 9.29084 8.18213 8.72418 13.1819 10.8445 13.3077 11.3193 12.4355 12.2329 10.7774 9.6176 9.03658 8.40329 8.34852 40.7043 12.3061 11.5143 13.4213 11.3096 9.37836 10.934 9.24126 8.40681 8.1121 8.06111 9.13055 8.04162 7.98178 7.97922 threshold=220.02585859737107 0.96207000352924099 0.68633982135126315 2.5000000000000004 32.00000190734864 22.000000000000004 63.77116407342168 0.93083093296356922 22.500000000000004 0.68571429517309845 557.25000000000011 0.25650705899585058 0.43164315756471544 1.5000000000000002 243.300758001123 0.43042925937276283 4.5000000000000009 55.105491638183601 1555.5000000000002 2.5000000000000004 1.0001196458482893 7062.5000000000009 6130.5000000000009 49.275169898931615 87.999992370605483 0.92250427519888978 1.9080452733104492 0.87173778546244229 0.30088523956704538 0.77500880902043712 54.304141693856984 49.002887725830085 130.20458146424491 226.87679573834347 72.90801922636858 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12.3064 15.3531 11.7673 11.5191 18.5593 11.8821 10.9128 10.6715 14.7349 13.0315 11.8511 10.0573 10.5677 9.92917 14.5537 16.41 14.8178 16.2393 15.9122 11.3735 9.64897 9.39332 10.9271 9.36854 11.5879 10.2414 8.35168 8.11678 8.07834 8.67595 13.8833 16.6403 threshold=19.87596342597789 48.000000000000007 26.000000000000004 0.57391573153678188 501.75000000000006 1.5000000000000002 2992.5000000000005 1.5000000000000002 2112.2500000000005 0.92706092526712347 25.999998092651371 31.870286296364501 25.194066359182514 0.30164725462580938 6793.5000000000009 34.005304336547859 59.509196301335258 0.89279120689679103 -47.260892868041985 22.500000000000004 1.5322205828708411 44.951841093352293 0.63269053286088273 1.0000000180025095e-35 25.933919299488817 0.62133747733747746 4472.2500000000009 0.83810080431939005 1.020313497822932 224.92388155425121 1.0142368243598792 2258.5000000000005 2.5000000000000004 0.057207584807418797 0.97239400379133467 624.25000000000011 2577.5000000000005 -13.976561069488524 57.066162394307604 0.5832142835276567 34.90423532091264 -32.460475921630852 2.5000000000000004 0.96285502016557001 28.957001794864357 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 -2 -5 6 34 16 41 13 11 12 -11 14 24 -12 33 18 -18 -15 22 23 -3 -22 25 -10 27 28 29 31 39 36 -29 -6 -1 -36 37 38 -17 -31 -20 -9 43 44 -43 right_child=1 20 -4 4 7 -7 -8 8 9 10 15 -13 -14 19 -16 26 17 -19 40 -21 21 -23 -24 -25 -26 -27 -28 32 -30 30 -32 -33 -34 -35 35 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.00016897486197881047 -0.0012134183553433279 0.00023467461074135011 -0.0008630293486303741 -0.00019080196827760829 -0.009586369412044226 -0.0010233451668027326 -0.0073689757749418648 0.00063228578196922462 0.0018952196437495323 0.0045526426666643912 0.0023209058827350182 -0.0016916706987733976 -0.023725903954577982 -0.0026227198600323816 -0.010351933285861276 -0.0023501553634685986 0.00045067959094037676 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9.35322 8.73309 8.08192 8.35672 8.06504 7.42566 7.89216 8.1007 7.50903 7.08518 7.57165 7.05944 6.9492 6.59699 6.41449 7.08185 5.95499 5.84432 5.79605 7.41363 6.40067 threshold=203.84211255411259 2.5000000000000004 33.000000000000007 19.093562784263717 146.50000000000003 29.500000000000004 6.5000000000000009 14.500000000000002 53.500000000000007 1.6585359828561901 1.0000000180025095e-35 41.871250152587898 -1.0000000180025095e-35 0.65588285213314401 41.500000000000007 1.1395438489537575 1120.5000000000002 56.803688154246878 1.2335791133141256 44.500000000000007 19.176342002259783 91.262997694832649 846.75000000000011 8.5000000000000018 37.500000000000007 0.32876391752404382 8.5000000000000018 0.77439073556192761 0.51909809697947318 625.25000000000011 21.500000000000004 703.25000000000011 -52.241718292236321 22.500000000000004 1.5000000000000002 2.5000000000000004 27.500000000000004 74.622255785787715 1.4222445113117133 623.75000000000011 -89.934741973876939 0.50390712030394103 858.25000000000011 825.25000000000011 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 4 33 -2 21 7 -6 9 12 -11 16 40 14 -14 -16 -12 18 41 -17 -19 22 23 26 29 -26 27 -1 -28 -25 31 -31 -33 34 42 -35 -32 -3 39 -23 -5 -7 44 -44 -4 right_child=1 37 3 8 6 17 -8 -9 -10 10 11 -13 13 -15 15 19 -18 20 -20 -21 -22 38 -24 24 25 -27 28 -29 -30 30 36 32 -34 35 -36 -37 -38 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.0010963800108574431 -0.0017325826098411616 -0.00092480436071933569 0.00029201833414813089 -0.0010407783369956729 0.00055633753131131456 -0.0012249800173582443 0.0070191246517668912 0.00022717082204284466 -0.0077865706599151187 -0.00015339659680197444 0.00071180056679856106 -0.00032768428194475407 -0.00045015692613155242 0.00016608109973767011 -0.0023790265100540747 0.0018052170640582229 -0.0043029538735662584 -0.0013453222417952819 -0.0018521494307191888 -0.017551665882030457 -6.7491577273025221e-05 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8.72001 8.30276 8.28001 7.80969 8.51629 9.74306 7.76127 7.68859 7.65782 8.36786 8.51173 8.22771 10.4846 7.57793 threshold=26.497674141931039 35.000000000000007 0.95432492324660967 40.500000000000007 750.25000000000011 610.25000000000011 1.5000000000000002 2.5000000000000004 248.25000000000003 0.32841913869046629 27.036629095552932 14.500000000000002 711.50000000000011 2.5000000000000004 3584.5000000000005 1179.7500000000002 10392.500000000002 1.5000000000000002 50.5293542193021 9.5000000000000018 15.277922371621665 37.706560134887702 1870.7500000000002 26.633860359607954 292.99595642089849 0.97116462279720828 12.818050384521486 1.6614695552213445 0.29545454939534915 302.50000000000006 16.68983456782443 5.5000000000000009 0.90857779901258173 51.000000000000007 74.607592446050674 0.50848488887572452 0.39340645876379171 14.500000000000002 0.46551721986713518 1.1197834354764249 5.5000000000000009 5527.5000000000009 79.540048092503454 0.97550364591746086 -10.007979869842528 decision_type=2 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7.25142 7.04281 9.51727 8.89922 6.9821 threshold=205.0035796023231 1.0000000180025095e-35 711.50000000000011 6.5000000000000009 3805.2500000000005 22.000000000000004 18.526255917364811 0.89204710155091393 33.500000000000007 455.25000000000006 16.500000000000004 0.057207584807418797 1.1983542089821713 0.76620502811573798 1.9080452733104492 6.5000000000000009 0.70294823574168652 0.73197803024450159 37.500000000000007 0.42224556489262377 190.25000000000003 3.5000000000000004 1666.2500000000002 52.500000000000007 0.87173778546244229 120.21782684326173 22.000000000000004 36.210418462442327 0.64294872532468939 0.30164725462580938 1062.2500000000002 2.5000000000000004 0.87106682507802713 -7.09226369857788 2.5000000000000004 485.25000000000006 22.500000000000004 5.5000000000000009 1.4896813268028712 33.063017414932652 6.5000000000000009 22.754757669802917 -89.934741973876939 0.16161559124773825 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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0.96207000352924099 0.68112129675718536 2.5000000000000004 33.0816214006433 178.81187025097299 2.5000000000000004 -88.306980133056626 0.80598331095843545 98.086482314953741 8.5000000000000018 51.966278768991707 0.67267678512167206 43.282921604360865 0.92703025992499688 -1.0000000180025095e-35 54.304141693856984 0.82143553327763863 591.25000000000011 130.20458146424491 302.50000000000006 6.5000000000000009 22.500000000000004 453.25000000000006 1046.2500000000002 25.729842144449616 27.500000000000004 1.5000000000000002 2.7380852566082701 0.95290920255817368 6002.2500000000009 19.093562784263717 637.25000000000011 1.5000000000000002 0.31290251058856688 0.31578948028860471 0.88304351790718127 0.51408790801677728 6.5000000000000009 475.50000000000006 221.35602891293817 69.025180816650405 29.311009681509749 56.809333801269538 -53.067413330078118 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 8 14 33 -1 7 -6 -3 -8 12 -12 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3663.7500000000005 1.1810470288211581 15.500000000000002 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 248.25000000000003 3.5000000000000004 3481.5000000000005 31.139200818182754 0.46349166725904817 801.25000000000011 0.095311474582260594 69.127416997969533 742.25000000000011 604.25000000000011 0.29545454939534915 3.5000000000000004 0.82029906400814301 0.67864880323397192 18.00000095367432 2363.2500000000005 0.50866094025264619 2.5000000000000004 10.500000000000002 5.5000000000000009 1179.7500000000002 10392.500000000002 1.5000000000000002 49.000072479248054 1.15437077780649 0.65290591931216946 2.5000000000000004 7563.5000000000009 0.38461538630130682 111.2512550354004 -51.84277153015136 0.72727273133237491 6793.5000000000009 0.83471778833055621 59.509196301335258 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 18 6 4 9 24 -2 -7 -9 -3 11 -11 13 14 -12 -15 25 26 19 21 -21 22 -1 -23 -4 -17 -18 -28 29 30 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13538 170643 58806 45437 20104 198837 27871 170966 2815 448631 411250 156323 128888 27435 780 696 254927 9214 7926 7346 7145 6386 174 6212 3248 1441 860 2964 581 226 558 520 283 114 128108 6813 111837 98934 shrinkage=0.0364949 Tree=94 num_leaves=46 num_cat=0 split_feature=0 20 19 13 26 28 9 30 27 29 4 8 32 21 21 5 11 4 21 23 4 28 1 23 10 6 6 6 5 4 27 5 5 17 28 7 9 11 18 17 10 7 28 26 25 split_gain=31.4623 25.7805 14.8978 14.6069 13.1363 12.6879 11.6321 11.2475 10.5282 10.5235 10.4096 10.3709 10.1428 9.98344 13.491 12.4833 11.855 10.9647 10.0578 15.7659 16.1632 19.3758 10.8282 11.7184 10.4389 10.8153 9.86195 9.56454 17.2609 10.8272 10.7278 9.65179 9.5002 9.20431 16.8411 13.1881 9.29927 9.21174 9.06716 8.94349 17.508 9.07582 8.93148 10.6135 9.45411 threshold=45.000000000000007 0.77072645645724502 727.25000000000011 28.250129021163172 1.4265991511855449 801.25000000000011 0.96321694294745774 1.0000000180025095e-35 2.5000000000000004 0.1324428984473135 45.006206512451179 82.500000000000014 1.5000000000000002 10.500000000000002 5.5000000000000009 51.000003814697273 0.8702430584859483 15.00030040740967 1.5000000000000002 1.1092847300254773 46.414085388183601 869.25000000000011 8904.5000000000018 1.7508247727312234 0.74177669587444417 0.70332476131031108 0.38461538630130682 0.40740740816076521 102.10105133056642 64.002315521240249 2.5000000000000004 55.000007629394538 111.2512550354004 55.698544044147987 1549.2500000000002 -89.934741973876939 0.94387710150139359 0.68367857653571951 6.5000000000000009 59.509196301335258 0.48831086951433722 -45.177932739257805 951.75000000000011 0.54267252143511213 2405.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 -2 -5 11 -1 -6 42 -4 -9 -3 -8 14 15 -11 17 -17 39 20 33 -22 -21 24 -24 26 -26 -23 29 30 -29 -32 -16 35 36 -20 -35 -38 -13 -19 -41 -42 43 -7 -44 right_child=3 2 9 4 7 8 12 10 -10 13 -12 38 -14 -15 32 16 -18 18 19 22 21 27 23 -25 25 -27 -28 28 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24698 1837 818 540 466 2370 2110 1650 1318 1217 48955 14315 2363 11952 1061 381 357573 27193 3024 2948 1143 308 835 shrinkage=0.0364949 Tree=95 num_leaves=46 num_cat=0 split_feature=16 30 8 22 0 14 20 2 30 9 28 29 32 29 16 16 5 24 26 5 27 22 21 26 11 26 9 10 11 23 14 15 22 29 10 11 20 22 29 24 5 29 16 4 29 split_gain=41.9567 14.64 10.8579 11.1186 10.7683 9.80218 9.99364 9.01946 8.81748 8.46208 8.46141 7.95736 7.74413 7.56203 7.14052 10.9597 9.54211 9.28654 7.19883 8.88753 8.04882 6.95799 10.2643 6.73512 7.03879 6.72448 6.72216 6.66134 10.9131 10.4041 17.6701 10.6581 8.26435 9.98554 12.7763 9.10918 8.10635 7.08498 7.02598 15.8076 15.5517 7.62997 6.88832 7.21317 11.0203 threshold=203.84211255411259 1.0000000180025095e-35 725.50000000000011 3213.2500000000005 17.500000000000004 18.526255917364811 0.9608975569302991 12.642183288409706 2.5000000000000004 0.89204710155091393 1092.2500000000002 1.4586097078849112 1.5000000000000002 0.057207584807418797 98.086482314953741 146.93370920711439 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52.483600469059944 604.25000000000011 14.500000000000002 794.25000000000011 0.095311474582260594 2363.2500000000005 0.90003342245989315 55.500000000000007 1.2143073987336284 639.25000000000011 3.5000000000000004 28.005914272040375 40.159902576697327 642.75000000000011 15.500000000000002 3663.7500000000005 5.0399255752563485 19855.250000000004 29.95982572824391 9.5000000000000018 0.8038144841269842 2.5000000000000004 0.26975848008244846 6.5000000000000009 572.25000000000011 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 21 11 17 5 18 7 22 14 -9 -11 20 25 -14 -8 16 34 -3 26 -19 28 39 31 24 -24 -10 43 37 29 -1 -31 32 33 -4 40 -22 -17 -7 -39 -2 -16 -42 -43 44 -5 right_child=1 3 6 4 -6 27 8 9 12 10 -12 -13 13 -15 15 36 -18 19 -20 -21 35 -23 23 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 41 42 -44 -45 -46 leaf_value=0.0052239824495912118 -0.00099484114540472797 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leaf_count=395 38710 12999 757 11776 8074 10170 121167 3414 175475 1675 147 29533 3569 122 2234 57835 242 10720 193902 18078 418 1214 135 1400 157 34697 71 9908 1966 17988 1464 13664 106 37 417 6234 3049 69719 5516 47176 278 457 1378 3882 2319 internal_value=0 -0.00573734 0.00540298 -0.00248458 -5.62616e-05 -0.00097853 0.00760927 -0.0128295 0.00870492 -0.0564559 -0.116431 -0.0106659 0.00372675 0.0525288 0.0143965 0.00524159 -0.0388991 -0.020805 0.00277357 -0.0303161 0.00233078 -0.0190745 0.00122245 -0.0596342 0.0926444 0.00286969 -0.0175225 -0.00932218 -0.00672724 -0.00114761 -0.00407763 0.00829259 -0.0755399 -0.107636 -0.0272404 0.0320335 0.00887092 -0.00641859 -0.00329673 -0.0180018 -0.0157312 -0.0538598 -0.0746015 -0.0162886 -0.0067544 internal_count=924644 444234 480410 357134 315337 307263 422412 21492 400920 5236 1822 57998 213863 3691 187057 65890 5006 41797 211950 28798 28465 87100 16256 1692 292 210172 18048 95313 21813 19847 19452 14564 900 794 4764 6652 60884 85405 75235 85886 4347 2113 1835 17977 14095 shrinkage=0.0364949 Tree=97 num_leaves=46 num_cat=0 split_feature=16 9 11 13 27 7 29 24 27 21 15 20 23 15 27 7 19 19 13 16 21 7 11 29 28 25 15 29 27 11 15 22 20 23 29 25 4 10 13 19 25 5 11 22 21 split_gain=37.1025 17.1592 17.8247 11.0501 10.1653 10.2633 8.37743 8.64281 8.30814 9.5929 8.01864 8.00798 10.4133 10.9322 12.1569 7.60742 17.8473 9.40896 8.18063 7.46374 7.41271 7.26626 7.81489 7.21313 7.00744 10.3225 8.49356 8.19816 6.71565 7.09045 6.54295 9.93968 7.20013 6.54232 7.43599 7.61955 6.23277 7.51931 9.65389 9.19112 6.13104 6.10948 6.04624 9.9224 6.93168 threshold=222.09114081681506 0.96207000352924099 0.67618553389181324 32.767775313383375 2.5000000000000004 -88.306980133056626 0.16161559124773825 1.5000000000000002 6.5000000000000009 5.5000000000000009 0.14185398020667514 1.1467148912342844 0.7869235745814579 0.39340645876379171 14.500000000000002 -89.934741973876939 6819.5000000000009 7684.0000000000009 181.02582336466315 98.086482314953741 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Tree=98 num_leaves=46 num_cat=0 split_feature=16 1 0 14 30 26 9 4 23 27 30 20 27 18 28 25 27 25 1 16 26 16 17 14 9 15 17 30 10 25 16 17 27 1 28 7 27 27 9 27 17 9 5 27 5 split_gain=34.9557 13.109 13.2993 11.6087 9.97842 11.8308 7.89603 7.84898 7.46868 7.76072 6.6849 6.54435 6.32941 6.21454 6.16279 6.15684 5.87058 6.14464 9.51586 5.63147 14.4149 11.9072 12.5943 8.83487 10.2802 7.79108 7.86345 6.25521 7.33521 7.90002 6.23134 5.87743 5.76014 7.14323 6.35717 6.00024 5.61062 5.54274 5.52232 5.47482 5.42588 8.00539 5.41408 7.38807 6.93389 threshold=202.58465621548558 146.50000000000003 29.500000000000004 21.32762539439625 1.0000000180025095e-35 1.4040241451872013 0.95363474545161653 45.006206512451179 1.6259770992366414 34.500000000000007 2.5000000000000004 0.39148881506727495 20.500000000000004 6.5000000000000009 455.25000000000006 2195.5000000000005 13.500000000000002 897.25000000000011 782.50000000000011 98.086482314953741 1.0437269171538768 146.93370920711439 40.005728386566084 81.686258765809541 0.94872052674184193 0.38202380820554588 79.540048092503454 1.0000000180025095e-35 0.89962503987637088 2688.2500000000005 164.21545614035091 49.699682067730507 16.500000000000004 1044.5000000000002 2164.2500000000005 -27.729005813598629 58.500000000000007 52.500000000000007 0.96338206003698967 2.5000000000000004 75.364364203308668 0.92566224359084082 78.229911804199233 4.5000000000000009 51.520542144775398 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 13 6 37 12 -4 10 9 19 -7 -11 -6 16 -13 -9 17 -3 -19 20 23 -21 27 24 -1 40 30 28 29 -23 -27 -32 34 35 -28 -34 -8 -5 -36 -10 -24 -42 43 -26 -45 right_child=1 2 3 4 5 7 36 15 39 11 -12 14 -14 -15 -16 -17 -18 18 -20 21 -22 22 25 -25 42 26 32 -29 -30 -31 31 -33 33 -35 38 -37 -38 -39 -40 -41 41 -43 -44 44 -46 leaf_value=-0.0023695726121311339 -0.0011083344676617755 0.00064431407527984572 -0.0016054581070236744 0.00016976257568712951 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660 2961 161 2735 233 5871 1541 220327 6209 59613 21087 781 13056 9799 209 568 19270 3723 5264 1595 262 26657 114399 2660 137 1599 755 83 177 523 5449 438 395 283 815 74 internal_value=0 0.00357275 0.00413554 -0.000925683 0.00209007 -0.0152477 -0.0140423 -0.0451207 -0.0104829 -0.0096216 -0.0663403 0.02394 -0.00165732 0.00802815 0.0342841 -0.00452667 0.00792839 0.0125181 0.00508902 -0.0106145 0.0241018 -0.0113317 -0.00895473 -0.00134738 -0.0129894 -0.0116054 -0.00996039 0.0147388 0.0251997 0.0175246 -0.0116083 -0.00930401 0.018155 0.0499148 -0.00114543 0.0588968 -0.00923649 0.00450208 0.0425377 -0.0468549 -0.0378656 -0.115347 0.0421739 0.01759 0.0745092 internal_count=924644 686240 675047 293471 238610 29141 54861 9112 238404 232889 5984 6692 20029 381576 6032 3128 381343 161016 65822 226197 4578 221619 200532 3797 3588 180355 169723 20177 14913 13318 160326 141056 9397 3552 5845 3415 47275 209469 2122 5515 10632 833 1740 1457 889 shrinkage=0.0364949 Tree=99 num_leaves=46 num_cat=0 split_feature=0 20 12 28 24 25 5 29 4 31 21 9 29 13 24 27 21 5 28 9 21 27 11 26 29 12 22 18 8 23 17 22 21 4 10 22 27 21 4 13 23 17 10 25 9 split_gain=26.5026 20.1291 12.1168 10.1086 10.0174 32.9906 9.81965 10.4471 13.8971 10.1703 10.1287 9.71333 9.4227 9.029 10.0664 9.96446 16.547 9.71272 9.19975 8.84702 10.2987 8.686 12.4394 13.0517 10.3609 9.82758 20.0992 12.3879 8.60914 8.24983 8.08642 7.41364 7.91602 6.84675 10.8128 8.42636 8.09812 7.19074 7.3125 7.17353 6.87302 6.78933 16.8428 6.68398 9.41887 threshold=46.500000000000007 0.77072645645724502 102.23401871576776 801.25000000000011 21.500000000000004 415.75000000000006 25.837104797363285 1.4851043910252943 45.006206512451179 1.5000000000000002 15.500000000000002 0.96321694294745774 0.096516383039005851 27.881618452922446 26.500000000000004 50.500000000000007 10.500000000000002 24.596747398376468 455.25000000000006 0.88740495196489788 1.5000000000000002 2.5000000000000004 0.64973403502815275 1.3639607805685545 0.23698187200260787 355.1665222413705 3481.5000000000005 1.5000000000000002 82.500000000000014 0.15747941083306941 51.865976557477659 396.25000000000006 18.500000000000004 5.0399255752563485 0.87662331513498903 602.25000000000011 3.5000000000000004 15.500000000000002 20.57182598114014 20.667381534012176 0.74541555100355494 62.395347363559544 0.45150689492201024 6130.5000000000009 0.92706092526712347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 4 28 31 10 -8 9 -9 -2 -1 -4 18 15 -15 -17 -16 -7 -14 41 22 -22 24 -24 26 27 -26 -3 -23 -5 32 -6 -13 35 36 39 38 -37 -35 -36 -21 -43 -31 -45 right_child=6 2 12 30 5 13 7 8 -10 -11 -12 33 19 14 17 16 -18 -19 -20 20 21 29 23 -25 25 -27 -28 -29 -30 43 -32 -33 -34 34 40 37 -38 -39 -40 -41 -42 42 -44 44 -46 leaf_value=-0.00071945911588123851 -0.001009280260475494 -0.006116674663109902 -0.0048432527458537877 -0.00026307993921445436 -0.012645754433475523 -0.0043412092713779769 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543 112 89 507 299 175 186 254 283051 254680 5702 294 28 209 4433 17660 25303 48 6738 99 835 69 2147 294 585 internal_value=0 0.00241014 0.00458002 0.00024613 0.00150362 -0.0184708 -0.0114745 -0.00814138 -0.0280846 -0.043626 -0.0290111 -0.00985001 0.00892901 -0.0116856 -0.0206635 -0.039479 -0.245036 0.0079128 0.0330534 0.00913633 0.0108076 0.00867067 -0.056115 -0.102793 -0.168893 -0.200608 -0.251068 -0.155423 0.0031396 0.00919089 -0.0247191 -0.227982 -0.31104 -0.00119523 0.00208804 -0.00244718 -0.0151231 0.0108328 0.0115935 0.146049 0.0451821 0.0273708 0.0808459 0.00930981 -0.0777415 internal_count=924644 756649 642870 321994 306553 23207 167995 141164 22146 15991 26831 113779 320876 22479 18722 11289 231 7433 3757 320407 290974 257724 2053 1510 1003 914 739 553 283346 255671 15441 728 434 60604 55325 50057 25611 24446 24398 308 5268 33250 2216 255559 879 shrinkage=0.0364949 Tree=100 num_leaves=46 num_cat=0 split_feature=14 11 22 9 8 20 20 27 6 24 10 22 29 14 22 8 28 26 29 5 11 22 13 24 28 2 30 13 27 27 5 27 29 24 5 27 28 24 4 5 6 28 13 27 28 split_gain=23.1688 12.6617 10.0464 9.42563 9.349 8.23829 9.98553 13.6241 15.518 10.1448 9.46063 16.048 11.0704 9.65145 18.9548 11.2917 10.1223 9.93842 8.47296 8.05391 7.90364 10.0485 11.3985 7.88751 7.68389 7.54002 7.50098 9.44093 7.06297 7.05689 6.86795 6.60859 6.56442 6.53653 6.30479 6.23241 6.42948 8.65499 6.81912 18.8559 6.30234 6.20185 6.27875 6.15923 9.1927 threshold=19.87596342597789 0.90003342245989315 493.25000000000006 0.95177765293633765 1082.5000000000002 0.80281857978666193 1.1035956013202126 46.500000000000007 0.71830981803726268 29.500000000000004 0.9650279400231272 824.25000000000011 1.5000668270515907 33.459304666429965 4134.7500000000009 4195.5000000000009 2363.2500000000005 1.3936463475317311 0.096516383039005851 264.78172302246099 0.54573412698412704 2112.2500000000005 107.22586081555885 17.500000000000004 858.25000000000011 18.725705329153609 1.0000000180025095e-35 47.48350549114857 31.500000000000004 16.500000000000004 46.00000190734864 30.500000000000004 2.3947058131746206 23.500000000000004 32.934427261352546 1.5000000000000002 302.50000000000006 3.5000000000000004 11.999999046325685 14.000357627868654 0.8461538491279913 1768.2500000000002 71.216809919835967 2.5000000000000004 6793.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 19 24 23 10 26 -9 -10 18 -12 13 16 15 -15 20 -16 -7 32 -13 -22 -23 31 35 -20 41 28 -28 -29 34 -4 -1 -25 -26 40 37 -37 39 -38 -5 42 -8 -14 -45 right_child=1 -3 5 4 -6 6 7 8 9 -11 11 12 43 14 17 -17 -18 -19 25 -21 21 22 -24 33 30 -27 27 29 -30 -31 -32 -33 -34 -35 -36 36 38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=-0.00072674015043054316 -0.00039626282188521785 0.00052084803898878472 -0.00047431359592966946 0.0039132117157579414 0.005317022973366268 -0.0044626573316314281 -7.1299507598298012e-05 -0.0009636984121515268 -0.017129577028421081 -0.0037862951079174869 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2772 4515 34 internal_value=0 0.0028649 0.00128576 -0.00885918 -0.00531654 0.00262563 0.00380325 -0.00550627 -0.134237 -0.310815 0.00591267 -0.0247148 -0.0170563 -0.0540176 -0.14184 -0.472692 -0.0288924 -0.0829592 0.00665779 -0.0208588 -0.0773243 -0.107399 -0.220774 -0.00995461 -0.0056782 0.00682016 -0.00437957 -0.0302392 0.00348558 -0.0582025 -0.0289218 -0.0141983 -0.0204164 0.029093 -0.0231424 -0.00374246 -0.00423795 -0.0571539 -0.00346244 0.0113631 0.0760436 -0.00126454 -0.000319429 0.0144581 0.00207482 internal_count=924644 702919 617442 221725 171186 556087 508488 93933 815 309 414555 9846 9504 4374 973 147 3401 826 404709 50539 1902 1562 521 47599 170777 404200 93118 10011 4538 5473 13129 42933 50477 4666 12341 157648 156675 2263 154412 25834 973 83107 82124 5130 4549 shrinkage=0.0364949 Tree=101 num_leaves=46 num_cat=0 split_feature=16 9 11 17 6 23 29 0 29 8 20 21 4 26 25 29 11 7 17 11 29 8 17 21 18 25 26 22 21 13 22 20 9 22 22 21 5 12 5 29 20 11 6 1 26 split_gain=29.8844 11.9211 14.1593 8.85113 8.70277 8.505 8.18711 7.68754 7.57334 8.89771 8.32193 7.38787 7.06448 9.15401 7.33788 6.80648 7.39008 7.46365 14.4222 9.82226 9.12364 8.6901 8.53284 7.35702 6.99635 7.37118 7.98368 7.21627 10.6485 7.1152 15.4361 6.89519 6.86265 6.83782 6.6857 8.58969 7.29497 6.56447 6.45502 6.41929 6.32639 6.23311 12.7216 10.4683 7.38582 threshold=220.79564505354799 0.96207000352924099 0.68633982135126315 63.77116407342168 0.73655615977676259 0.80598331095843545 0.16161559124773825 13.500000000000002 1.6614695552213445 2577.5000000000005 1.1660304509361115 1.5000000000000002 10.020458221435549 0.50390712030394103 306.25000000000006 0.2032534534871602 0.93788349331827603 -1.0000000180025095e-35 53.978910517353739 0.82778393693027852 1.2834337579977115 635.50000000000011 49.835688481976284 3.5000000000000004 3.5000000000000004 671.25000000000011 0.76133322131137715 712.25000000000011 7.5000000000000009 43.033345830140185 1017.2500000000001 0.75699072867408879 0.95290920255817368 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7.1634 11.6583 9.30389 9.95834 9.29468 7.25717 6.53978 6.45 6.51279 13.4516 6.64144 5.91555 5.84596 5.68202 5.43701 6.13251 5.69854 5.33626 5.33074 5.2454 5.67169 5.15996 5.9064 7.52079 6.02187 5.06531 4.93925 6.36344 4.93495 4.82337 5.62994 4.84545 4.66346 4.64537 6.17586 5.85204 5.67848 threshold=203.84211255411259 6.5000000000000009 19.601886792452834 1.0000000180025095e-35 1.8608783309957926 1.5000000000000002 0.1305768695998151 0.84617583674187458 158.30172458172461 49.908478941948474 0.92311212746739935 57.105599424571842 143.29021095772933 506.25000000000006 14.500000000000002 0.16161559124773825 14.500000000000002 20.704917907714847 0.70459710101688178 2.5000000000000004 0.12621918804734061 0.51810641648991262 35.000000000000007 21.538678552342017 2.5000000000000004 4.5000000000000009 2.5000000000000004 0.68633982135126315 34.619878747384227 111.70662144622545 3419.2500000000005 81.326873779296889 830.50000000000011 58.816392004790131 98.086482314953741 0.64672089672089683 0.79208113513669087 0.70454545725351247 564.25000000000011 1.3371996924851051 553.25000000000011 25.500000000000004 1.0614917348666466 0.99797365546805084 0.86078988413547253 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 3 15 -5 6 -4 8 12 -10 11 37 -1 -13 -15 21 20 18 25 -7 -17 -2 -22 24 36 -18 -6 -23 -29 30 32 -32 -9 -34 35 -14 40 -11 39 -39 -24 44 -43 -44 -19 right_child=1 -3 5 4 26 19 -8 29 9 10 -12 13 34 14 -16 16 17 41 -20 -21 22 27 23 -25 -26 -27 -28 28 -30 -31 31 -33 33 -35 -36 -37 -38 38 -40 -41 -42 42 43 -45 -46 leaf_value=-0.00093868846924065742 0.0046560139046162418 0.0067010537285002838 -0.0057535980917153102 -0.00036469930671253272 -0.0027063221371019714 0.00025549031950703176 0.0011829581371085574 3.3764507511785178e-05 0.00025613750874217103 -0.00033599976070718758 -0.0017615890746038771 -0.0010173409023876839 0.0063953445190981714 -1.5645751622123735e-06 0.0012384624394594242 -0.013516266784646474 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8.24016 5.50412 5.20287 7.65031 5.19974 5.68089 5.53353 5.07468 9.72876 7.69217 18.7233 8.41944 7.89801 7.17168 6.81257 6.68566 6.5134 6.42313 17.2634 8.79374 6.73262 6.40745 8.52816 5.92483 5.59254 9.38343 10.9968 18.0872 10.826 threshold=35.000000000000007 30.166338745887995 0.16161559124773825 0.95701500477658741 0.93788349331827603 0.88415704569012243 15.500000000000002 776.25000000000011 4.9397667001676302 52.483600469059944 23420.750000000004 544.25000000000011 645.25000000000011 23.017046674735628 0.99393605107890826 0.24122957486067195 0.38517635672241451 2.0789895030083723 159.00420379638675 4631.5000000000009 114.0016441345215 0.91725023457141275 4.5000000000000009 599.25000000000011 0.88235297177916816 21.500000000000004 409.25000000000006 29.417634187000424 396.25000000000006 1.553229585325435 437.25000000000006 10.500000000000002 0.15747941083306941 36.761956023177838 596.25000000000011 1.0406601314816979 0.56557086449670424 2.5000000000000004 1.4070728491225211 0.25650705899585058 1179.7500000000002 1377.2500000000002 0.17647059248713243 2960.5000000000005 0.90822071938650184 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 -1 7 5 -4 12 8 9 -3 23 -5 13 -2 -9 16 -16 -17 19 -19 22 -22 -18 24 25 31 28 30 -27 37 -28 -7 -25 34 -29 -36 -35 38 -26 -38 -34 42 43 -42 -43 right_child=1 3 4 11 -6 10 -8 14 -10 -11 -12 -13 -14 -15 15 17 20 18 -20 -21 21 -23 -24 32 29 26 27 33 -30 -31 -32 -33 40 36 35 -37 39 -39 -40 -41 41 44 -44 -45 -46 leaf_value=-0.00098138731878811289 -0.0010244229810466548 -0.00070758642784612036 -0.00016955019552916743 -0.00049580174213931542 0.00092564461692616683 0.00020876419359545237 -0.0053018361124221262 -0.00081127918451879557 0.0025748959768194025 -0.0022966256128059107 0.0022974487049144269 0.00011938078868564564 -0.0010034967998278754 -0.00019479854680829825 0.0032306736833942308 0.00051740792656911094 -0.0061012755610434085 -0.0013511461084602353 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6.10424 7.07811 6.07243 5.69611 5.86366 6.03829 8.96409 6.71059 5.60469 5.50462 5.32641 5.21183 6.29098 5.09225 5.06888 7.37653 5.93025 5.03229 6.564 4.99659 4.95876 4.9443 4.90045 threshold=202.58465621548558 2.5000000000000004 137.50000000000003 29.500000000000004 55.500000000000007 501.75000000000006 15.500000000000002 54.05634918610405 17.891975673181459 1938.2500000000002 1.1928841987642194 47.500000000000007 0.68571429517309845 0.17647059248713243 22.000000000000004 1.6003037981342501 168.23617536969996 3.6240703229311042 49.908478941948474 56.803688154246878 38.500000000000007 0.44953969314669184 36.506511747336816 91.262997694832649 0.79310346172317259 29.00000095367432 0.64672089672089683 639.25000000000011 612.25000000000011 0.89255254202062728 1.5000000000000002 22.998040199279789 43.000000000000007 1.0000000180025095e-35 31.815101010717761 -89.934741973876939 32.00000190734864 83.710887908935561 0.62711184809644849 0.21368034393244481 170.69025245441796 5.5000000000000009 6.5000000000000009 1.1576465967817715 63.563829692983759 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 43 30 5 6 -5 -7 9 -9 35 13 -13 -12 20 16 17 -16 -18 -20 22 -22 39 36 31 -25 -27 28 -28 -29 -4 -23 -8 -15 -35 -10 -24 38 -38 -1 -41 -36 -21 -2 -3 right_child=1 44 3 4 -6 7 32 8 10 -11 11 12 -14 33 15 -17 18 -19 19 42 21 24 23 25 -26 26 27 29 -30 -31 -32 -33 -34 34 41 -37 37 -39 -40 40 -42 -43 -44 -45 -46 leaf_value=-0.0010497482237252149 -0.0014641843495411247 -0.00064364537406464274 0.0011004806156427141 -0.00025342974627810442 -0.0065522955407886149 0.0045006474888515963 -0.0010575033391496478 -0.0012109656782015193 -0.0011077147978488416 -0.0076153940470794117 -0.017946732538831282 0.0018943127135440726 -0.015581546586033836 -0.00016986943394784219 -0.00077215268202208422 -0.0017800721207299084 0.00034790365840005029 0.0086138037130928068 -0.00058505486982709089 -0.00020301993653043288 -0.0033578183440443176 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6.42824 6.28874 6.24383 7.62594 6.16157 10.5981 6.55189 6.24643 6.11031 8.5491 5.98613 17.8274 8.80396 7.31942 threshold=222.09114081681506 171.96279377384033 6.5000000000000009 554.25000000000011 9.5000000000000018 649.25000000000011 0.91604440934152831 806.25000000000011 48.824686166540339 0.34328832632767509 12.00056314468384 47.500000000000007 784.75000000000011 18.074702888757685 13.500000000000002 0.45044762757826168 1.1291131795616336 14.500000000000002 0.80281857978666193 35.500000000000007 41.500000000000007 32.070814837351683 43.691779877855552 0.51408790801677728 1.5000000000000002 511.50000000000006 1.5000000000000002 2.5000000000000004 992.75000000000011 39.000553131103523 4.9397667001676302 1.5000000000000002 715.50000000000011 64.002315521240249 43.005027770996101 98.086482314953741 1.0496599153155801 279.19942654233984 40.419685363769538 538.50000000000011 0.73348566886658662 18.973662376403812 1.5000000000000002 614.25000000000011 345.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 35 3 5 6 12 26 8 9 -8 -11 21 13 -3 -15 -16 39 20 -19 -20 24 23 -10 -6 -17 -21 32 28 31 41 -31 -28 -5 34 -34 36 37 -1 -37 40 -13 42 43 -29 -43 right_child=-2 2 -4 4 11 -7 7 -9 22 10 -12 16 -14 14 15 17 -18 18 19 25 -22 -23 -24 -25 -26 -27 27 29 -30 30 -32 -33 33 -35 -36 38 -38 -39 -40 -41 -42 44 -44 -45 -46 leaf_value=-0.0002875036755854689 0.00019811055957967056 -0.0014411284338944259 0.0082142477090778494 -0.00044492549861409715 -0.0010570367082167913 -0.0012772909369298711 -0.0023167536109736696 -0.00038960894859618565 0.0059276025793762724 0.0045927638898723908 -0.0010264085925016462 0.0021046271254152545 -0.0022646554379946869 0.00033299785056836961 0.0012211910885747263 0.0007347636543421262 -0.010448185635323948 0.0020685463683850257 -0.0080280262448957605 -0.00052669692602121967 0.0026268359545331566 -0.0047962215513137653 -0.0040199426394600234 0.0013732734279514771 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5.55863 11.0365 9.36269 8.89861 7.01726 7.38065 6.79685 threshold=201.2868333527833 6.5000000000000009 146.50000000000003 -1.0000000180025095e-35 0.87626488498581534 0.95290920255817368 0.25650705899585058 7563.5000000000009 228.47130970471682 1.1360989132093389 0.14185398020667514 0.89067812237089294 410.25000000000006 1094.7500000000002 0.58895491301151692 55.105491638183601 -51.84277153015136 62.227346420288093 718.75000000000011 0.98044169166377126 0.89981982935060201 0.9650279400231272 2207.5000000000005 135.29262124317762 238.02639600789345 0.23967707492601564 44.711760038840573 3770.5000000000005 44.421159744262702 0.88246461899305528 0.89743590834109666 496.25000000000006 61.381892023011993 59.970802598790065 1.5000000000000002 880.25000000000011 0.81765047482407616 1343.5000000000002 0.53488372186006539 0.62133747733747746 0.99069025119854204 0.59347006086227638 14.500000000000002 577.50000000000011 19.974293708801273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=29 2 -2 5 6 8 11 15 9 10 -4 -5 -13 -14 -15 21 17 19 -19 20 27 -7 25 24 -24 -23 -6 -17 -16 -1 -31 -32 -18 38 -35 36 -36 -38 39 40 41 -8 -40 44 -44 right_child=1 -3 3 4 26 7 33 -9 -10 -11 -12 12 13 14 28 16 32 18 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 30 31 -33 -34 34 35 -37 37 -39 42 -41 -42 -43 43 -45 -46 leaf_value=-0.0010634550573693931 -0.00091147503157339128 0.0063444081880808601 -0.0072313658383224262 0.00022352071278123576 0.00013421688944267212 0.00047284539050305611 -0.0029922046844595329 0.0021717522209659633 0.00027397200909256219 -0.0015027051784343624 -9.7868528334567047e-05 -0.014545677079139969 0.0013951709402248704 -0.019433682303695798 -0.0062145041659349412 -0.00046837858627536114 0.0013814389498179951 -0.020252908973721676 0.00073220064520064271 -0.025647167059889439 -0.018303352174430198 -0.015567875317061977 -0.0080395500890014203 -0.00082888200701208945 -0.022195736759203739 0.00030122397641533328 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threshold=202.58465621548558 6.5000000000000009 137.50000000000003 29.500000000000004 21.32762539439625 1.0000000180025095e-35 1.4040241451872013 0.8038144841269842 -10.30484628677368 45.006206512451179 119.3946876525879 1.0871027430648632 1.4386208401611102 98.086482314953741 0.67947868908133824 2679.2500000000005 -79.095836639404283 302.50000000000006 1829.2500000000002 466.25000000000006 31.119636573685234 2.3947058131746206 2.5000000000000004 5.5000000000000009 1.5000000000000002 0.36166047684387637 1.1576465967817715 0.68463574213338063 0.71577547438233002 48.000000000000007 5.5000000000000009 219.25220953963512 37.000709533691413 0.26954373557412509 3126.5000000000005 2207.5000000000005 1.5000000000000002 806.25000000000011 1.5000000000000002 0.38252402715804651 -1.3971809744834898 0.86160937723437736 1.0378000768196662 1.4386208401611102 0.83317008419630156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 26 24 -5 28 27 8 11 20 -11 12 14 15 -1 -14 18 -18 19 -16 21 -8 -23 -22 -4 -12 -2 -7 29 -6 -31 32 -32 34 35 37 -37 40 39 -39 -30 43 -43 -38 -36 right_child=1 -3 3 4 5 6 9 -9 -10 10 25 -13 13 -15 16 -17 17 -19 -20 -21 23 22 -24 -25 -26 -27 -28 -29 33 30 31 -33 -34 -35 44 36 41 38 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.00046859697669011713 -0.00092789684145477293 0.0060399138584176556 0.0010484207044244077 -0.00043330159229785305 0.00010858826681156298 -0.00092019550044496255 -0.00034928568519191136 -4.5975938945430791e-05 -0.00072835498337582756 0.00075278187671324085 -0.017037155378247296 -0.0010198452446111212 -0.0071003116577059945 -0.0020078163407961694 -0.0033995856496312777 0.0078354229814174958 0.0084824084612681924 0.00050503725735680173 -0.0043388920853721343 0.00014257745968531565 -0.0023953979258051162 -0.0066149927606755331 0.0077574493378048436 -0.0064861518657238033 0.00021031161454842384 -0.0023723332617004217 -0.012520263663802411 0.00031807594522647838 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1.0000000180025095e-35 1.9080452733104492 0.57391573153678188 10739.500000000002 14.500000000000002 544.25000000000011 17.994492530822757 3.5000000000000004 24.000001907348636 18.526255917364811 49.500000000000007 2.5000000000000004 10.500000000000002 33.994157303324847 2.5000000000000004 72.000328063964858 637.25000000000011 8.5000000000000018 248.25000000000003 486.25000000000006 12.500000000000002 564.75000000000011 58.528590838179682 695.75000000000011 18.074702888757685 24.500000000000004 593.25000000000011 1045.2500000000002 10.500000000000002 36.500000000000007 24.500000000000004 437.25000000000006 20.500000000000004 0.84427382671657492 40.159902576697327 60.988329701443519 0.40730354450929618 1.0045915723082601 1.0045915723082601 0.98309522795582771 477.25000000000006 47.472717914218812 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=32 2 3 8 -5 6 -4 -7 10 26 27 19 13 14 17 -15 -17 18 38 20 21 -12 41 24 42 -26 -10 28 30 -30 -2 -6 -1 34 -34 -13 -37 -28 -11 -35 -41 -23 -16 -43 -45 right_child=1 -3 5 4 31 7 -8 -9 9 12 11 35 -14 15 23 16 -18 -19 -20 -21 -22 22 -24 -25 25 -27 37 -29 29 -31 -32 -33 33 39 -36 36 -38 -39 -40 40 -42 43 -44 44 -46 leaf_value=-0.00032393960306392928 -0.0033923998323004642 0.0059268072191716774 -0.00107262321086951 -0.00029459781167511548 -0.0011762489952388533 0.00042595259730557827 0.0026196693466164636 9.575793538946956e-05 0.0012544233290822107 -0.013085924366662682 -0.0077118060022167301 0.00042483904606449124 0.0001579376465353365 -0.020167870722549573 0.0017489450113019204 -0.014274639264344276 0.0046168258987115919 -0.0052368303296912487 -0.0085953485499742251 -0.01387534521377832 -0.0038663388166776469 0.0043035479056500996 -0.0096257331960652431 -0.0033132420414194266 -0.00078205101263856183 -0.0094181351991831901 -0.0068398133731608296 -4.0595909959248211e-05 0.0090451672173004136 -0.0083084239416655829 0.010800559220600451 -0.0040768590511511341 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internal_count=924644 696941 696545 390999 52736 305546 9181 296365 338263 241597 96666 10498 239330 11686 11432 254 193 1507 511 2889 2820 1044 915 9925 9124 3494 2267 86168 1921 220 1701 5143 227703 4913 2254 7609 3386 904 417 2659 2344 831 5630 290 95 shrinkage=0.0364949 Tree=109 num_leaves=46 num_cat=0 split_feature=16 16 17 10 29 21 28 0 27 27 13 17 11 26 6 27 19 25 27 29 17 26 27 28 12 25 6 13 6 10 22 22 19 21 17 17 12 8 4 25 21 27 17 22 28 split_gain=18.1436 7.93724 8.20369 8.32512 7.44349 7.15947 17.4312 8.62078 8.85697 7.22327 12.5983 12.1522 12.4866 9.95021 10.0933 9.62342 9.55635 7.58007 7.11907 7.00591 6.62939 6.48538 8.54506 9.76049 8.19067 6.89267 10.1964 6.28677 6.18518 7.48896 9.47922 8.6302 7.70791 6.88458 5.99912 5.98531 6.63087 5.95437 5.89363 6.46132 5.86381 9.83597 7.33264 6.59412 8.61502 threshold=222.09114081681506 165.61612006137327 44.769460999147434 0.9650279400231272 0.16161559124773825 9.5000000000000018 495.75000000000006 22.000000000000004 24.500000000000004 14.500000000000002 48.824686166540339 68.061131378923264 0.70489051576309203 0.76680112992512361 0.59090908861122793 7.5000000000000009 748.75000000000011 1296.2500000000002 19.500000000000004 2.0089452782619834 62.395347363559544 0.48493697824165 52.500000000000007 541.25000000000011 79.23097038856281 661.25000000000011 0.78884648148398051 143.29021095772933 0.51612904180530705 0.77362599323535586 30855.000000000004 756.75000000000011 562.25000000000011 1.5000000000000002 36.506511747336816 91.262997694832649 98.784271247461916 897.50000000000011 21.313999176025394 432.25000000000006 5.5000000000000009 9.5000000000000018 62.395347363559544 2834.2500000000005 23420.750000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 27 4 5 -3 9 7 38 -9 13 11 19 -13 14 15 37 -17 -12 -8 -11 -19 -20 24 -24 -23 -26 -27 -1 40 30 31 32 33 -30 -6 -34 -37 -4 39 -7 43 -42 -43 -15 -45 right_child=-2 2 3 -5 34 6 18 8 -10 10 17 12 -14 28 -16 16 -18 20 21 -21 -22 22 23 -25 25 26 -28 -29 29 -31 -32 -33 35 -35 -36 36 -38 -39 -40 -41 41 42 -44 44 -46 leaf_value=-0.00057440980851330373 0.00017402641084134757 -0.00078819168055959136 -0.0013394293701709562 -0.0014088213891631897 0.0023586534636165623 -0.0030700467920999437 0.0035508621459348706 0.001723095912411179 -0.004745113795119848 -0.00029432673636844628 -0.0017211711875362932 0.0023460414709972396 -0.00089459174123720196 -8.530744209348887e-06 -0.00071892076210471208 0.0015302521446202333 -0.0014190742658028021 0.0036940294261414894 -0.0013860187001883855 -0.0053769994422729547 -0.0079892024950416942 0.0021259249108239917 0.0007279515402911585 -0.0092245322018047558 6.9352849098699605e-05 0.0020869694436489636 -0.0016280349169983373 0.0019418036076832843 -0.0017748528712174274 0.00070894573784428155 -0.0083835293141426258 0.00070935480866261586 -0.00052692061533268222 0.00045353501404327536 0.00061752983066827333 0.0025217843824662058 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4042 1948 379600 182012 170567 7050 197588 58457 17837 10461 11445 30888 163517 641 29774 27694 528 27166 22012 6986 66290 139131 114717 78075 77899 55972 27443 15826 28529 146 7376 2094 1966 24414 1492 1234 22922 2333 shrinkage=0.0364949 Tree=110 num_leaves=46 num_cat=0 split_feature=0 20 19 22 2 19 21 21 22 12 29 15 24 4 13 11 14 4 14 24 11 23 16 22 29 6 7 13 9 29 19 4 9 24 7 7 26 7 11 22 21 4 13 19 21 split_gain=17.4486 12.4535 8.93684 8.88013 8.1605 8.01192 9.03415 11.0567 8.94696 8.3998 8.00269 7.69203 8.51624 7.36097 7.33225 8.32493 13.2023 7.9075 8.50051 10.8112 9.12674 8.91036 9.13505 7.8637 7.8217 7.49512 13.8418 12.2531 9.34059 9.98748 8.3562 13.7334 12.9753 11.0992 10.1522 7.2449 8.81652 7.11186 8.40631 8.35541 14.5042 6.9757 7.49667 6.81139 7.39236 threshold=45.000000000000007 0.73637407809625233 623.75000000000011 614.25000000000011 12.393765381460215 727.25000000000011 10.500000000000002 5.5000000000000009 3481.5000000000005 281.07463914933373 0.1324428984473135 0.67864880323397192 2.5000000000000004 5.0399255752563485 57.805426709452327 0.87457959588418721 15.855609958005976 18.674028396606449 26.068495103085191 4.5000000000000009 0.4682253958665919 2.9716820510471309 223.69992223950234 2029.5000000000002 0.55951323691110566 0.81481482243825931 -53.067413330078118 152.39116129243993 0.84861846163136267 1.1058739375578559 8409.5000000000018 88.316764831542983 0.93333687152814648 2.5000000000000004 -89.198673248291001 -82.377357482910142 1.4265991511855449 -16.699242591857907 0.49126635704115534 317.25000000000006 13.500000000000002 24.223020553588871 60.514890477367082 446.25000000000006 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 11 -2 8 7 10 37 -9 -7 43 -13 -5 -12 16 -16 -18 19 -19 24 22 -21 -24 -20 -22 30 -28 29 -29 31 32 -27 -34 -32 -35 -37 38 -3 40 -39 42 -40 44 -1 right_child=4 5 -4 13 -6 6 -8 9 -10 -11 14 12 -14 -15 15 -17 17 18 20 21 25 -23 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183022 85601 66290 65979 65388 8010 57378 5466 5427 3760 5401 51977 7221 5463 1317 588 1758 1183 1064 558 575 404 321 386482 100396 286086 9630 99880 79597 17344 8379 shrinkage=0.0364949 Tree=111 num_leaves=46 num_cat=0 split_feature=0 20 9 19 25 14 22 28 17 26 25 18 27 14 22 5 28 18 0 11 29 26 5 14 22 5 27 11 11 22 27 11 12 27 17 6 29 9 11 26 29 11 8 13 26 split_gain=16.612 13.1975 9.1575 8.62726 10.4357 9.72891 8.34393 7.90482 7.54745 9.3409 7.29466 11.2632 15.508 9.30824 8.90432 7.64451 7.20461 6.98457 6.8367 6.61027 8.32737 7.28883 7.08112 8.86927 11.428 10.2012 8.65232 9.82577 7.98134 7.65585 17.3248 12.6831 9.7158 9.76024 14.8759 11.3085 9.19385 8.72928 7.25826 7.64015 27.4059 14.373 6.72933 6.68695 15.1223 threshold=48.000000000000007 0.77072645645724502 0.96715486186904231 727.25000000000011 6841.5000000000009 15.073478805647857 3805.2500000000005 5077.2500000000009 31.139200818182754 0.46349166725904817 858.25000000000011 2.5000000000000004 23.500000000000004 7.2010954637298559 887.25000000000011 14.000357627868654 2258.5000000000005 6.5000000000000009 17.500000000000004 0.87626488498581534 0.096516383039005851 0.2216421829536584 49.544746398925788 26.561290750375111 701.25000000000011 58.212081909179695 14.500000000000002 0.73052155379741601 0.4682253958665919 2112.2500000000005 21.500000000000004 0.59916246145220087 199.85281374238573 5.5000000000000009 68.061131378923264 0.82608696194884623 1.3775662689380879 0.92413925551148002 0.59916246145220087 0.76680112992512361 0.75278087107151703 0.7552132748260596 1815.5000000000002 72.90801922636858 0.32017791095551734 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 16 8 -8 9 -3 15 13 14 -12 -13 -10 -5 18 -17 20 -7 -22 26 24 25 -24 -23 -28 -25 43 32 -32 33 -31 35 -35 -37 -34 -39 40 -40 -42 -36 44 -30 right_child=-2 3 -4 5 -6 19 7 -9 10 -11 11 12 -14 -15 -16 17 -18 -19 -20 -21 21 22 23 28 -26 -27 27 -29 29 30 31 -33 37 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89064 17502 1846 111826 54565 71562 65859 36274 171 36103 2096 1119 893 168 34007 16307 12350 777 215 226 29585 18568 shrinkage=0.0364949 Tree=112 num_leaves=46 num_cat=0 split_feature=16 18 0 14 11 7 9 17 29 27 21 4 31 27 24 29 27 5 17 7 29 31 11 27 17 27 8 10 29 7 11 9 14 25 16 22 25 10 24 9 24 17 17 11 17 split_gain=16.116 8.57427 7.58797 8.18751 6.42561 9.60461 8.82114 6.90239 5.78568 5.68093 5.65528 7.97455 5.63204 8.90084 5.56899 5.24239 5.08597 4.9582 5.06288 4.86347 4.8494 4.81661 6.74639 5.3958 6.20763 6.05313 5.97087 5.74941 5.73571 4.8164 6.12117 4.61433 5.43128 6.94685 5.3853 6.57418 8.82185 5.52573 5.45479 5.36592 6.84931 5.77166 5.27714 4.59839 11.9994 threshold=203.41846928505342 6.5000000000000009 29.500000000000004 21.32762539439625 0.8038144841269842 -10.30484628677368 0.96791534150733161 65.623176177017925 0.16161559124773825 58.500000000000007 3.5000000000000004 44.421159744262702 1.5000000000000002 15.500000000000002 1.5000000000000002 1.398601291726653 2.5000000000000004 120.21782684326173 38.811348367910043 -86.407600402832017 1.6614695552213445 1.5000000000000002 0.93788349331827603 7.5000000000000009 71.353276643744806 3.5000000000000004 2577.5000000000005 0.82011474706044452 1.6111079378019875 -89.934741973876939 0.8827216610549945 0.83806823922128926 27.748527113172972 1327.2500000000002 98.086482314953741 7563.5000000000009 1425.7500000000002 0.86004542883216073 4.5000000000000009 0.9343124023693038 1.5000000000000002 109.83560994938681 109.83560994938681 0.7681213904326033 58.528590838179682 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 8 9 5 6 10 -8 -2 16 31 -12 29 -14 -10 -15 19 21 -19 -4 -9 22 23 24 26 -26 28 -25 -6 30 -5 -1 33 -33 35 36 -34 38 -36 40 42 -42 -39 -16 -45 right_child=1 -3 3 12 17 -7 7 20 14 -11 11 -13 13 15 43 -17 -18 18 -20 -21 -22 -23 -24 27 25 -27 -28 -29 -30 -31 -32 32 34 -35 37 -37 -38 39 -40 -41 41 -43 -44 44 -46 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33.701791763305671 0.24122957486067195 0.096516383039005851 0.87182124684654416 0.96715486186904231 2.4799119589141605 1.2454277741522761 3.5000000000000004 0.95177765293633765 1.0001196458482893 0.68112129675718536 35.000000000000007 1.5000000000000002 2112.2500000000005 24.405950546264652 243.300758001123 163.54772721475254 -62.085069656372063 1.8957843809811898 0.79999999260794574 3.5000000000000004 1.8119503562541539 -83.200988769531236 2.5000000000000004 225.41094500838435 1.5000000000000002 0.54164078282715555 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 7 4 -4 6 9 20 29 10 11 12 -5 16 -12 -15 18 -16 21 -7 -3 -14 -1 -13 25 -10 27 28 -9 -8 -22 -32 33 -33 -34 36 37 39 -39 -36 -40 -41 -42 -37 -45 right_child=-2 2 3 5 -6 19 8 26 24 -11 14 23 13 15 17 -17 -18 -19 -20 -21 30 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 32 34 -35 35 43 -38 38 40 41 42 -43 -44 44 -46 leaf_value=-0.00051718098399563498 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7200 4898 881 4017 544 167 323 19901 10398 shrinkage=0.0364949 Tree=114 num_leaves=46 num_cat=0 split_feature=0 14 26 30 30 13 21 29 16 29 28 20 11 7 9 17 18 25 7 27 17 28 27 16 27 20 12 5 6 11 27 24 30 12 7 6 2 23 25 19 10 5 5 23 11 split_gain=14.609 11.505 7.01697 8.03983 7.85628 6.9333 9.88841 6.89489 6.65289 6.4501 6.74939 6.27639 6.19041 6.63873 8.86924 9.93324 8.47925 14.239 6.08103 5.88403 5.83131 7.92584 8.21216 7.2316 5.80446 7.34242 12.3694 8.35932 7.87589 7.21269 6.72193 6.68778 6.41196 16.6803 5.80916 5.73656 5.62299 5.57263 5.51187 9.31513 5.50209 10.4974 7.93204 7.53594 6.06809 threshold=29.500000000000004 20.150085965006099 1.5871416485375878 1.0000000180025095e-35 2.5000000000000004 35.117307233248489 15.500000000000002 1.1811395818784269 170.69025245441796 0.16161559124773825 23420.750000000004 1.1881956357712105 0.93788349331827603 -18.434947013854977 0.95525393052794405 63.77116407342168 2.5000000000000004 248.25000000000003 -88.082832336425767 45.500000000000007 58.528590838179682 589.25000000000011 27.500000000000004 225.57677371827211 6.5000000000000009 0.71818773931235946 102.54163056034263 48.472076416015632 0.47826087964310326 0.86513393868458821 38.500000000000007 8.5000000000000018 1.0000000180025095e-35 115.37005768508882 -1.0000000180025095e-35 0.35088080285987749 60.917420814479648 0.95539469780267738 858.25000000000011 883.25000000000011 0.9650279400231272 114.0016441345215 104.36195755004884 1.3403091593175802 0.84524874350455759 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 7 5 -4 36 6 11 -2 -7 -1 12 -3 13 14 -11 -16 24 -18 -17 -13 35 -22 23 -23 29 26 28 32 31 34 -30 -26 33 -28 -15 -19 -5 -33 -37 -40 -10 42 -42 44 -44 right_child=1 2 3 4 -6 8 -8 -9 40 10 -12 19 -14 16 15 18 17 20 -20 -21 21 22 -24 -25 25 -27 27 -29 30 -31 -32 37 -34 -35 -36 38 -38 -39 39 -41 41 -43 43 -45 -46 leaf_value=-0.00071813156284320249 -0.00045494159694775023 -0.00011115511899323065 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95282 113617 26768 4888 3603 9614 680 2172 173871 62617 1928 8893 17984 10533 66273 286 517 1916 6141 41 1818 1452 374 52 1131 128453 183 649 14721 9553 225 872 765 148 15604 121833 1209 46 1199 1758 1136 2005 202 93 134 internal_value=0 -0.00413608 -0.0014381 -0.0145598 -0.0392253 0.000104091 -0.0057198 -0.0137358 0.00394085 0.00381977 0.00439113 -0.00505254 0.00414742 0.00341894 0.00927376 0.0167873 0.000894241 -0.00524955 0.0543228 -0.0305734 -0.00459289 -0.0437467 -0.089309 -0.122285 0.00529235 0.00806646 -0.0104247 -0.0906023 -0.00219226 -0.00614867 -0.010163 0.0559485 -0.143863 -0.260143 -0.0147431 -0.00345077 -0.0611027 -0.00746472 -0.00428452 -0.0469441 0.00532903 -0.0335322 -0.0949095 -0.210759 -0.280488 internal_count=924644 444208 346754 36468 9700 310286 123231 97454 187055 480436 469031 122551 467103 449119 135317 72700 313802 130919 6427 8934 130402 3696 1878 1504 182883 147193 18740 1745 16995 35690 14946 2049 1096 331 26137 126706 6097 918 124790 2957 177441 3570 1565 429 336 shrinkage=0.0364949 Tree=115 num_leaves=46 num_cat=0 split_feature=0 20 7 25 21 11 27 20 6 11 14 14 9 26 29 10 9 25 29 6 1 27 25 27 23 10 9 27 21 29 17 28 6 20 27 17 26 0 5 21 32 29 22 4 6 split_gain=13.2915 10.2831 7.7022 11.3335 13.4233 9.09624 13.3656 8.84116 8.53179 11.1617 13.7096 12.0254 7.86529 7.28417 7.23101 7.13918 7.09887 6.74532 10.6564 6.49103 6.38927 6.33334 9.13318 7.15823 6.89089 10.0356 6.30215 5.91809 5.84635 5.73328 6.20591 5.59243 6.96264 5.52116 5.90715 5.40612 6.04314 6.3641 5.68889 5.3083 5.15808 7.75011 6.79136 11.841 9.72909 threshold=48.000000000000007 0.77072645645724502 -1.0000000180025095e-35 248.25000000000003 3.5000000000000004 0.85898189159058735 6.5000000000000009 1.1160500019397783 0.45864662585303445 0.66220635981665399 39.408744737921431 28.957001794864357 0.94508305623720401 1.124887598010899 0.096516383039005851 0.97284538761013561 0.96774445466110781 2536.7500000000005 10.83533697151846 0.17647059248713243 977.50000000000011 22.500000000000004 466.25000000000006 27.500000000000004 0.77702476477095817 0.864420502059705 0.96226930893260587 28.500000000000004 1.5000000000000002 1.0738579658864091 51.593639772609457 462.75000000000006 0.2727272677867168 0.99747792789354517 1.5000000000000002 55.287642389222036 1.4265991511855449 52.500000000000007 32.577613830566413 13.500000000000002 1.5000000000000002 1.6614695552213445 618.25000000000011 5.0399255752563485 0.49927428403526453 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 7 4 31 6 8 14 9 10 11 33 17 -11 -3 -7 -1 -8 -19 -15 -21 -14 23 -23 25 27 29 -24 -12 30 -9 32 -4 -5 -35 36 38 39 -2 -38 41 42 44 -44 -18 right_child=35 2 3 5 -6 15 12 26 -10 13 28 -13 21 19 -16 -17 40 18 -20 20 -22 22 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 37 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.00050565247172861861 -0.00068125703302751106 -0.0035738258728283292 -0.0084324289877271107 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28218 4442 21253 2740 322 164 103260 47 244617 1592 3914 606 49 67 349 1866 2895 1582 31023 411 19645 2757 64 23163 2345 362 701 34 517 41444 8329 4566 42316 37 10661 29 214 16448 20610 internal_value=0 0.00160856 0.00312497 0.000119892 -0.077957 0.000506702 -0.00413252 0.00694982 -0.0254619 -0.0658986 -0.1513 -0.23055 -0.000971786 -0.0357427 0.00941236 0.00575744 -0.00699463 0.01409 -0.0862324 -0.151753 -0.111954 -0.00399611 -0.0145887 -0.0638179 -0.0100117 0.0208223 -0.00522723 0.0317934 0.00165518 -0.0143569 -0.0399169 -0.0114997 0.0357656 -0.16305 -0.185796 -0.00908215 -0.0132405 -0.0333321 -0.0100737 -0.0169434 0.00176558 0.00683703 0.0072009 0.0227798 -0.00338363 internal_count=924644 788221 670107 375269 1850 373419 198254 294838 25587 4334 1131 745 172667 3203 245243 175165 118114 28873 655 463 416 143794 40534 3448 37086 6063 49595 5652 386 29950 6787 1150 788 581 551 136423 94979 12932 82047 8366 51876 41215 41186 16662 24524 shrinkage=0.0364949 Tree=116 num_leaves=46 num_cat=0 split_feature=16 0 22 27 28 25 30 23 12 21 4 28 19 22 27 24 15 13 22 12 19 21 24 27 26 13 1 22 27 20 23 4 4 15 19 9 29 23 26 27 26 16 24 22 19 split_gain=13.3163 7.1792 8.36005 7.25245 7.6701 7.90418 6.86515 8.9826 13.362 5.90864 6.75701 5.53231 5.89352 5.46434 7.25753 7.97622 5.26349 6.98137 11.4228 12.3696 7.1462 7.00404 9.96202 12.2118 9.77939 8.07995 6.27232 7.73908 6.14839 9.20674 6.3849 7.34238 7.39103 6.21571 13.365 7.89879 5.96867 5.61323 6.13021 5.39555 6.14041 5.1451 5.09087 5.16258 5.00936 threshold=202.18590491393957 17.500000000000004 501.75000000000006 14.500000000000002 660.25000000000011 1113.2500000000002 1.0000000180025095e-35 2.0245024077046554 213.757882323144 5.5000000000000009 119.3946876525879 302.50000000000006 541.25000000000011 389.25000000000006 31.500000000000004 26.500000000000004 0.26954373557412509 164.83353796106627 2207.5000000000005 281.07463914933373 3996.5000000000005 1.5000000000000002 5.5000000000000009 4.5000000000000009 1.0914826774687674 121.93145302651111 859.50000000000011 3805.2500000000005 2.5000000000000004 1.1785051708826313 0.93881818978720588 17.979657173156742 19.974293708801273 0.46437581107307785 1082.2500000000002 0.97383893758814266 0.096516383039005851 2.515970040150127 0.33619787746321922 8.5000000000000018 1.5871416485375878 215.76577130149818 14.500000000000002 1150.2500000000002 1277.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 11 13 -6 16 -8 -9 10 -10 -3 -13 14 -5 -16 17 18 37 21 41 -20 23 -23 -25 -24 27 28 29 30 31 -18 -33 34 35 -30 -28 38 42 -22 -41 -21 43 -4 -40 right_child=1 2 6 4 5 -7 7 8 9 -11 -12 12 -14 -15 15 -17 26 -19 19 20 39 22 25 24 -26 -27 36 -29 33 -31 -32 32 -34 -35 -36 -37 -38 -39 44 40 -42 -43 -44 -45 -46 leaf_value=-0.00023821634429158057 0.00025375565444933645 -0.002841512538589247 -0.0081360179550729016 0.0011432900818689389 -0.00415562313643939 0.010655368151306854 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96 188 24 164 70 52 7782 81 849 77 104 207354 119 3830 124114 164 873 73 23 580 33 51 2617 internal_value=0 0.00218844 3.50356e-06 -0.0108041 -0.0204616 -0.0975567 0.00163959 -0.00841485 -0.0670937 -0.00343828 0.0267173 0.00127648 0.00380782 -0.0175817 0.0180097 -0.124686 0.00330239 -0.0224379 -0.0419981 -0.118574 -0.0319288 -0.218059 -0.26743 -0.397608 -0.517185 -0.126238 0.00388271 0.000680266 0.000771293 -0.068607 -0.046384 -0.162182 -0.299915 0.00117347 -0.0212203 -0.0178034 0.00956656 -0.0146224 -0.00690433 -0.214889 -0.369469 0.0189952 -0.131146 -0.168923 0.00591147 internal_count=924644 689603 472796 62163 34546 1244 410633 58273 2497 1421 1166 27617 26761 33302 3819 326 352360 7769 5449 1435 767 668 542 282 212 260 344591 220407 220355 1270 1189 340 181 219085 11731 11612 124184 4014 3850 167 96 600 360 327 3490 shrinkage=0.0364949 Tree=117 num_leaves=46 num_cat=0 split_feature=0 13 23 29 28 11 24 20 19 22 24 6 28 28 24 23 15 25 7 28 13 32 28 17 22 24 6 4 25 7 21 28 21 10 21 19 11 7 11 6 7 24 6 20 20 split_gain=12.2818 8.36643 6.88507 6.71882 6.69613 6.16792 5.38703 5.14747 6.05291 6.94689 11.2566 7.66439 7.41661 10.2416 7.35595 7.141 6.68875 6.29104 7.26306 5.31378 5.19781 7.44789 5.93256 5.16972 4.96147 4.91713 5.02827 4.71445 4.70974 9.92788 5.11649 7.5896 4.70956 4.84206 4.70717 8.1552 4.6293 4.59174 7.93308 8.2044 5.1619 9.75666 10.3081 12.234 5.13594 threshold=35.000000000000007 26.926532356288025 1.1810470288211581 0.16161559124773825 23420.750000000004 0.94352779128180209 31.500000000000004 0.88415704569012243 733.25000000000011 596.25000000000011 2.5000000000000004 0.58333333765680151 1111.2500000000002 880.25000000000011 27.500000000000004 0.78205418656256909 0.83240625925475842 248.25000000000003 -86.613552093505845 639.25000000000011 22.774966737915907 1.5000000000000002 535.25000000000011 63.77116407342168 646.75000000000011 29.500000000000004 0.86206897486825207 6.0413813591003427 764.25000000000011 -87.38552093505858 8.5000000000000018 735.25000000000011 15.500000000000002 0.81063083275631487 4.5000000000000009 398.25000000000006 0.72132974910394276 -1.0000000180025095e-35 0.8702430584859483 0.5307262527729204 -89.934741973876939 8.5000000000000018 0.44314102491903268 0.47545327158294742 0.98931766571953494 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 6 -1 5 7 37 8 9 10 16 14 13 20 17 19 -5 -12 -19 -13 21 -11 24 -14 -22 36 -27 -24 32 -30 -31 -32 -29 -34 35 -20 -17 40 39 -39 41 44 43 -43 -3 right_child=1 2 -4 4 -6 -7 -8 -9 -10 12 11 15 23 -15 -16 25 -18 18 34 -21 22 -23 27 -25 -26 26 -28 28 29 30 31 -33 33 -35 -36 -37 -38 38 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.00069145001541900909 -0.00060739260319580125 0.00015537151681828664 -0.00042303670680377816 0.0025379537737442088 0.0020504762160732759 0.00082648882742229778 -0.0052002039695744993 0.0001507928366830876 -0.00053753508325166154 0.0021944428429540681 -0.0051256365494122087 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internal_value=0 -0.00476138 -0.0026811 0.0028042 0.00333119 0.00310982 1.37778e-06 0.00255586 -0.00333757 0.00120653 -0.0055749 -0.00708198 0.0134617 0.0116987 0.0138767 -0.0139515 0.133227 0.00886187 0.0122122 -0.0237427 0.014787 0.0386386 0.00717424 0.15474 -0.0506533 0.00423937 -0.226187 0.0119019 0.0131304 -0.0316749 -0.0498481 -0.193546 0.0184041 -0.204839 0.0015972 0.0297727 0.00576045 0.000172136 -0.00355909 -0.00894855 0.0057372 -0.0224669 0.0569428 0.161004 -0.0427852 internal_count=924644 338482 288050 586162 572296 569909 221399 554195 116933 83589 53812 53234 29777 29410 13141 40093 578 12576 12300 26064 28626 6926 21700 367 1640 14029 92 20060 19932 2099 1962 220 17833 94 10329 3767 13937 221134 132378 89162 88756 6047 1232 537 4815 shrinkage=0.0364949 Tree=118 num_leaves=46 num_cat=0 split_feature=0 16 1 7 20 31 11 21 19 15 6 6 24 28 25 9 5 7 26 11 15 24 18 28 24 23 26 21 9 26 6 5 6 0 24 25 10 19 17 21 21 21 25 5 32 split_gain=11.7994 10.6133 7.16725 8.51576 7.441 6.8193 6.66495 6.114 6.05011 5.79721 5.58882 5.57022 9.0729 7.79911 8.9019 6.02368 8.6678 5.51232 8.48741 7.87844 10.5376 6.6033 5.54286 5.42387 6.70556 5.27391 6.03505 5.24869 5.21354 5.07183 5.06233 4.95414 5.72503 4.90322 4.84376 4.80539 4.78556 8.39221 4.76294 5.17689 4.7132 4.65542 4.61768 4.53114 4.98259 threshold=22.000000000000004 168.23617536969996 463.50000000000006 -89.934741973876939 1.0951541562870795 1.5000000000000002 0.86420074253927892 14.500000000000002 760.75000000000011 0.2041141795167721 0.79999999260794574 0.7058823560523626 23.500000000000004 2059.2500000000005 1681.2500000000002 0.95828143299232948 63.431217193603523 -1.0000000180025095e-35 1.4155299698948012 0.87626488498581534 0.26954373557412509 11.500000000000002 4.5000000000000009 643.25000000000011 28.500000000000004 1.0720180061223412 3.6240703229311042 12.500000000000002 0.96605004589175925 1.1719332917273422 0.70833333606395843 67.000907897949233 0.17647059248713243 51.000000000000007 32.500000000000007 897.25000000000011 0.9650279400231272 2753.5000000000005 46.593127537425424 5.5000000000000009 11.500000000000002 16.500000000000004 421.25000000000006 18.973662376403812 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=34 25 7 9 17 11 8 23 -7 -4 42 13 -13 15 -15 16 41 18 22 20 -19 33 28 -3 29 26 30 38 -5 43 -2 -10 -33 -20 -1 -23 -30 -38 39 -21 -14 -6 -9 44 -25 right_child=1 2 3 4 5 6 -8 10 31 -11 -12 12 40 14 -16 -17 -18 19 21 27 -22 35 -24 24 -26 -27 -28 -29 36 -31 -32 32 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 leaf_value=0.00016643986549419622 -0.00013344008978352742 -0.00010857309609665782 -0.0053979400050811564 0.00020097778898910655 -0.00099576915009961836 -5.0646972129844948e-05 -0.00439626974097246 -0.0089537925159821809 -0.0030762373968726319 -0.00096362846487537085 -0.0060296802279325816 -0.00041894717354521902 0.0012164067192737215 -0.018983918758338783 -0.0023883107278250279 0.00038993798705956118 0.0018034498424251819 -0.0032346705877336888 0.00015693736849890926 0.0002650376758572439 -0.00014576468952111308 -0.0021559576330833401 0.0033101165912455995 0.0014000846193406961 -0.017144291587773457 -0.0017365438477449314 0.0088108898506170548 0.001534287760829078 0.00071783172645796295 -0.013208696890369503 -0.00088950135247610267 -0.016703455422175648 0.00068166119546968435 -0.0012948497844189673 0.0030928703543897352 0.0027421734283548244 -0.017110278070423621 0.0018229761735740382 0.0005004817180313194 -0.00076017285127790725 -0.0058221004595917503 -0.012391797450768099 -0.00074955997251372776 -0.0009385659824903993 -0.00055668450672108631 leaf_count=335841 24664 66596 416 74632 8947 4394 815 98 2216 7003 433 33687 159 58 167 32938 1674 1488 18694 16608 128351 3330 871 2577 33 4882 93 4332 45004 43 22606 26 850 3714 755 290 55 72 35436 10843 624 48 1351 21637 5293 internal_value=0 -0.00268382 -0.00135722 0.000373839 0.000952971 -0.0073313 -0.0345849 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7.58888 7.48087 7.281 10.1242 8.13437 7.79739 7.2079 18.1504 16.1323 17.5012 10.3728 8.75707 8.43554 6.45724 10.0738 9.18898 7.71364 7.20538 9.32157 7.03633 6.48222 8.16012 6.47493 6.45563 10.4385 13.2284 6.99938 7.46176 6.59133 6.44354 7.1386 6.76803 10.2631 threshold=181.7959393430626 131.50000000000003 0.93788349331827603 -8.1301016807556135 0.98665312932911686 0.95137996956392001 8969.5000000000018 59.761170996046722 1.0001196458482893 4648.5000000000009 6.5000000000000009 230.36561474449675 3334.5000000000005 232.91910233882521 0.9650279400231272 72.90801922636858 0.80793870641516075 302.50000000000006 2112.2500000000005 135.29262124317762 0.99627992289904543 1.1332684686799319 2.2795163170163177 13.500000000000002 268.8822509939086 0.39340645876379171 8.5000000000000018 0.96391966951999375 844.25000000000011 8.5000000000000018 6.5000000000000009 21.500000000000004 729.50000000000011 152.44417382415926 1290.2500000000002 2.5000000000000004 555.25000000000011 1.5000000000000002 940.25000000000011 628.25000000000011 359.25000000000006 102.23401871576776 0.73637407809625233 0.62133747733747746 0.9208544850046344 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 7 -7 9 13 11 -11 -10 -9 15 25 -17 -16 22 20 -20 24 -19 -24 -22 26 27 28 29 30 -5 -28 -31 -34 -30 36 -27 40 39 -39 -38 -37 -43 44 -44 right_child=1 2 -4 14 -6 6 -8 8 12 10 -12 -13 -14 -15 17 16 -18 18 19 -21 21 -23 23 -25 -26 35 31 -29 34 32 -32 -33 33 -35 -36 41 37 38 -40 -41 -42 42 43 -45 -46 leaf_value=-0.00033274250456279749 -0.00078486151573571149 -5.1180766831697616e-05 0.00069140065178919065 -0.0072857131397928128 -0.0043508689383740641 0.00039796888697182401 0.0027748582181870993 -0.0058747454063397689 -0.012200735706030407 -0.0082073754427046588 -0.01869114666018145 0.0014692445194626428 0.0015444057813484562 -0.022153808248413506 -0.011139013663755637 -1.4936953636875102e-06 0.0010683481894448222 0.00047663889142402345 0.00048410077875607948 -0.00065837458110566953 -0.020155194344817499 -0.0051089353415401393 -0.00044182232406069768 -0.009680705561748628 -0.0020503814331002787 0.002412000807651526 0.0029040110531846409 -6.6078201810978275e-05 0.00019507280520509812 -0.0027747084144215052 0.00029801169068896987 -0.00066774710905393678 -0.0087959102410827342 -0.00066585115898281939 -0.0035108184741060181 -0.00014107142636898004 -0.0087086865119354456 0.00071572645771057417 -0.0022001992320756459 -0.01128392793054398 -0.00076171728895455394 -0.0012502161499169915 -0.00082418848101692681 0.00019753253616714659 -0.010417922923398069 leaf_count=117734 14060 90789 25148 279 683 155851 1895 61 57 161 56 430 871 98 101 18340 19562 4765 316 2867 209 443 288 260 41 831 1379 3988 1992 902 954 1572 771 209 917 277581 145 84 328 387 3363 4769 613 168298 196 internal_value=0 0.00138873 0.00179474 0.00123293 0.00611978 0.00646184 0.0109388 0.010156 -0.0571411 -0.14502 -0.0735346 -0.0319731 0.0191847 -0.435906 -0.00114029 -0.000632412 0.015089 -0.028883 -0.0258456 -0.0586362 -0.173987 -0.259371 -0.00192392 -0.132216 -0.470915 -0.00190142 -0.02391 -0.0390445 -0.063694 -0.0982744 -0.0388551 0.0274376 -0.137203 -0.193508 -0.0266648 -0.00127659 -0.036523 -0.0563216 -0.172446 -0.250551 -0.0298726 -0.000875451 0.00389797 0.00497398 -0.0862723 internal_count=924644 806910 792850 767702 250952 250269 159480 157585 1734 806 647 591 928 159 516750 507460 37902 9290 9189 3876 1009 693 5313 548 250 469558 12963 10012 6024 3115 1233 2951 1882 980 2909 456595 5138 4307 799 471 3508 451457 173876 169107 809 shrinkage=0.0364949 Tree=120 num_leaves=46 num_cat=0 split_feature=0 14 16 4 16 22 22 27 28 19 28 13 14 30 26 30 32 12 11 4 7 9 27 14 13 9 15 22 15 5 22 28 23 28 22 13 24 28 25 12 26 28 22 25 27 split_gain=11.1813 12.4389 6.99154 6.4744 6.51441 8.62687 6.42194 7.45753 6.16737 6.0608 6.26637 5.94853 6.029 5.79515 13.0538 8.51217 8.24946 6.37146 5.52318 6.7009 8.35696 8.40523 5.31574 5.27319 5.34576 5.21065 5.4018 7.33674 5.12155 9.70485 16.8266 9.69072 5.06651 4.92396 5.16936 6.60672 4.83115 4.79754 5.54325 4.77958 5.39409 5.06859 7.2416 6.86173 5.92573 threshold=22.000000000000004 20.150085965006099 186.165358603182 21.00000095367432 98.086482314953741 1886.2500000000002 501.75000000000006 19.500000000000004 660.25000000000011 526.75000000000011 1039.2500000000002 32.167429938842858 29.349658760127493 1.0000000180025095e-35 1.4040241451872013 2.5000000000000004 1.5000000000000002 232.2584053334073 0.79327061308444302 212.50714111328128 -47.726308822631829 0.87728060055559187 11.500000000000002 25.867802291955957 47.48350549114857 0.95778396308901581 0.71196851195058042 580.25000000000011 0.26954373557412509 114.0016441345215 2425.5000000000005 2658.5000000000005 0.8682964180330931 971.25000000000011 1112.2500000000002 50.963484024527908 32.500000000000007 607.25000000000011 1155.2500000000002 130.20458146424491 1.2008339225072151 425.25000000000006 241.25000000000003 947.75000000000011 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=36 25 3 -3 5 -5 7 9 11 10 -4 12 -9 28 18 16 17 -16 19 32 -21 -22 -20 -24 -25 -2 33 -28 29 30 37 -32 -15 39 35 -35 -1 -8 -39 40 41 42 44 -44 -27 right_child=1 2 6 4 -6 -7 13 8 -10 -11 -12 -13 -14 14 15 -17 -18 -19 22 20 21 -23 23 24 -26 26 27 -29 -30 -31 31 -33 -34 34 -36 -37 -38 38 -40 -41 -42 -43 43 -45 -46 leaf_value=0.00016008661494112581 -0.00078725218732162198 0.00030972023693252257 0.00026256710692158244 -0.0021972072965898664 -0.0008104566396068591 0.0027734840506885576 -0.014655246122292586 -0.0015899721585494111 -0.00526211332286262 -0.00089174325161716695 0.0077801136782577962 0.00011091010923379351 -0.021173534656309848 -0.00027045031996087424 -0.0040088306713311865 -0.00021084508728454266 -0.00023430418881135141 -0.0014332783995063617 0.00024567545551624429 0.0018149364674157553 -0.012628642359037759 0.0018572214265168835 -0.00060374528202000581 -0.0019005331733333351 -0.006731872168865935 -0.0031473616970401253 -0.0010181858978551928 0.00014183259123685927 0.00016319693622540498 0.00032919793259010902 -0.015792264731311959 -0.0003611961080289754 0.00092416838924413514 -0.0018191661696096047 -0.00017826892322447138 -0.0080072702324726335 0.0030963171785604315 0.0018077916821746789 -0.0024773988895983277 0.0041693177409897059 -0.0022861013879367596 -5.86047639022142e-05 0.002219131013770755 -0.015033157255966453 0.0047171682303655607 leaf_count=335920 35110 11774 16704 671 32498 1515 37 7050 474 7982 149 4014 21 7066 2913 5777 2255 2281 5932 189 179 76 4400 1400 390 701 22779 10660 317324 3417 189 76 14293 1649 2576 267 748 537 1600 365 1367 55908 3224 31 156 internal_value=0 -0.00266162 -0.000153159 -0.0117749 -0.0186529 0.0341887 0.00117433 -0.0115011 -0.0324835 -0.00173524 0.00901579 -0.027707 -0.0451606 0.00241999 -0.00793653 -0.0345847 -0.056926 -0.0788534 0.00245254 0.0119666 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18.0377 16.3849 10.0541 9.90529 14.2043 10.7698 26.6361 9.16187 10.004 8.28776 11.9353 7.85926 threshold=48.000000000000007 102.23401871576776 852.25000000000011 6.5000000000000009 -6.3683884143829337 306.25000000000006 0.51909809697947318 0.87529888068587769 19855.250000000004 10100.500000000002 0.20553360696403958 1470.5000000000002 2.7380852566082701 1094.7500000000002 228.1337814331055 1342.2500000000002 28.478782270065942 68.061131378923264 1316.7500000000002 -1.2188752293586729 14.500000000000002 34.500000000000007 0.49126635704115534 74.607592446050674 456.75000000000006 2.5000000000000004 9609.0000000000018 3950.5000000000005 1.5000000000000002 2112.2500000000005 0.44195799818472042 0.84890707118968001 3914.5000000000005 78.229911804199233 21.500000000000004 5527.5000000000009 199.85281374238573 5.5000000000000009 0.87204793332844355 -20.556043624877926 0.74927576244496807 138.01432037353518 3.5000000000000004 2841.5000000000005 247.68733752154182 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 7 8 9 11 -11 12 13 18 15 26 -15 -16 20 -20 22 -22 -3 -23 -24 -26 -12 -28 -8 -30 -31 32 33 36 35 -34 37 -32 -39 -40 41 -37 43 -38 -35 right_child=-2 6 -4 -5 5 -7 28 -9 -10 10 14 -13 -14 16 17 -17 -18 -19 19 -21 21 23 24 -25 25 -27 27 -29 29 30 31 -33 34 44 -36 40 42 38 39 -41 -42 -43 -44 -45 -46 leaf_value=0.00023806011910921227 -0.00029361531103004493 -0.0038021845153965949 -0.00082641642957540277 0.0050243704464520257 -0.0019674720796502366 -8.1377810964742086e-05 0.00079203466682705836 0.00048982071706522715 0.0019065911027601723 -0.010857693545932367 -0.0077319783819287287 0.00027375237467564201 -0.0097741023747373451 -0.0011834173285551169 0.00097806846815373443 -0.0016044922886913292 -0.0050296443264857445 -0.0085614896608339104 -0.0013993006769066258 -0.0095388569584255681 -0.00093136769998359442 0.0013129990356104061 -0.0049222940842171868 -0.017064646081020853 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7.44378 5.45411 5.16676 threshold=22.000000000000004 0.95432492324660967 0.70454545725351247 452.75000000000006 1.1006193434575857 42.500000000000007 1.5000000000000002 3286.5000000000005 15.500000000000002 1.1360989132093389 15.500000000000002 19.00000095367432 0.16161559124773825 1056.2500000000002 21.500000000000004 4648.5000000000009 58.050591696306363 6.5000000000000009 517.25000000000011 0.52978607882056206 302.50000000000006 -1.0000000180025095e-35 10.020458221435549 0.49757671137418868 0.45404908585055653 692.25000000000011 28.500000000000004 9.5000000000000018 55.105491638183601 2.5000000000000004 0.67332349085213261 31.870286296364501 1.3374324157939348 50.988329701443519 11.500000000000002 95.895595550537124 38.500000000000007 2.0089452782619834 0.93372617436859662 142.42979431152347 1.1672930335865301 97.004783630371108 4.5000000000000009 264.78172302246099 58.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 12 8 13 -6 -2 10 -4 -7 11 -8 -3 -5 -11 17 -17 18 19 -14 21 33 24 -24 -22 44 34 -28 32 30 -30 -32 -20 -19 35 -27 -29 39 -39 40 41 -9 -43 -41 -25 right_child=1 2 3 4 5 9 7 37 -10 14 -12 -13 15 -15 -16 16 -18 20 28 -21 22 -23 23 25 -26 26 27 36 29 -31 31 -33 -34 -35 -36 -37 -38 38 -40 43 -42 42 -44 -45 -46 leaf_value=0.00016148469139455851 0.0001992135184796921 -0.00098986475039212303 -0.00062066487552883893 -8.1392009261830353e-05 -0.00056545033455030543 3.2778591425564389e-05 -0.00088565779540888338 -0.0015241585173617997 -0.0025857908583284874 0.0066845903918587605 -0.00077612475404954925 -3.1125945439147866e-05 -0.0016237561752634076 0.0006832137102630708 -0.011607062913196188 0.00076797267165255878 0.0058896263925150103 -0.0056199961076717556 -0.00073339639883047752 0.0022709720821713613 0.00049291896200990388 -0.0076090195124804494 -0.00098877137851880793 0.0001165618692615552 0.0031093492657708953 0.000580474912217817 0.00082603382290086756 0.0036662466445524285 0.0022815104067904109 0.00075780412404192489 -0.0041908699042558879 -0.022233465610714469 0.0010759457516453178 0.0059360516686680466 -0.00018472204645208652 -0.018130489613212022 0.00099945657066352871 -0.0018243345475456878 -0.018107176901036453 0.0023504705545872185 0.0001910114016554082 -0.01142288828486733 -0.0041556272244899599 -0.0079279715206142191 -0.0066611067165374856 leaf_count=336690 26983 5418 23693 145934 27229 92 13258 2132 2816 23 39219 52267 1266 13714 356 3523 590 87 22601 2651 3271 301 5615 114665 1987 45159 4770 2754 42 340 37 112 2777 149 16965 20 1530 321 100 971 1230 427 335 74 150 internal_value=0 -0.0024415 -0.000241448 -0.00562062 -0.00320015 -0.0191629 -0.00966148 -0.0133592 -0.0227269 -0.231271 -0.0114601 -0.00559057 0.00461696 -0.000430505 -0.287629 0.00536025 0.0411745 0.00471205 -0.010946 0.0277345 0.0070776 -0.0966835 0.00736061 0.00644859 0.0405993 0.00746109 0.0147337 0.0471096 -0.0167938 -0.11826 -0.365738 -0.486453 -0.0146707 0.0459237 0.0100167 0.0156787 0.0743616 -0.0489443 -0.155967 -0.0402276 -0.0616874 -0.0901301 -0.225455 0.0444615 0.00295129 internal_count=924644 587954 450637 213857 187348 27700 137317 110334 26509 471 104744 65525 236780 159648 379 231362 4113 227249 29826 3917 197423 537 196886 191628 5258 186013 71198 9054 25909 531 191 149 25378 236 62144 45179 4284 5590 421 5169 4124 2894 762 1045 114815 shrinkage=0.0364949 Tree=123 num_leaves=46 num_cat=0 split_feature=0 14 29 26 0 27 29 27 21 16 13 17 22 21 25 1 18 20 16 7 24 22 22 4 24 27 24 29 22 25 27 17 25 7 29 18 27 22 4 29 5 20 13 24 18 split_gain=9.98862 7.83554 6.89492 5.38308 7.43647 6.03764 5.24633 6.04046 6.61943 9.50459 7.50488 6.74557 6.24142 7.68201 5.76359 10.081 7.80143 10.2538 6.97592 6.62559 6.39658 8.11719 5.73777 6.79312 5.75833 7.51341 5.68538 8.75793 7.01513 5.62345 6.16781 5.60437 10.2819 6.9795 5.57288 5.39988 5.22305 6.05252 6.81399 8.98478 7.60469 7.74707 13.2857 6.3824 10.9241 threshold=35.000000000000007 20.150085965006099 1.1621167835944088 1.4386208401611102 52.500000000000007 47.500000000000007 0.16161559124773825 14.500000000000002 7.5000000000000009 224.55698386951431 107.22586081555885 47.701426725572922 332.25000000000006 10.500000000000002 897.25000000000011 790.50000000000011 2.5000000000000004 0.83721717231338311 98.086482314953741 -48.802078247070305 6.5000000000000009 938.25000000000011 829.25000000000011 23.329194068908695 15.500000000000002 22.500000000000004 8.5000000000000018 0.51495371553511105 714.75000000000011 456.75000000000006 22.500000000000004 68.061131378923264 938.75000000000011 -60.214015960693352 0.71398077273555682 5.5000000000000009 1.5000000000000002 275.25000000000006 10.020458221435549 0.95653467908902712 24.000001907348636 0.63553929467371872 35.443417932156954 10.500000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 -3 5 -5 -1 14 9 26 11 29 13 -13 18 16 -16 -18 19 -8 21 -19 -14 24 25 -24 27 28 -9 30 -10 -28 33 -33 -26 36 -20 -38 39 -39 43 42 -42 44 -40 right_child=1 3 -4 4 -6 -7 7 8 10 -11 -12 12 22 -15 15 -17 17 20 35 -21 -22 -23 23 -25 34 -27 31 -29 -30 -31 -32 32 -34 -35 -36 -37 37 38 40 -41 41 -43 -44 -45 -46 leaf_value=-0.00061498710654344323 -0.00044588207811731116 -3.816733727240484e-06 -0.0027394739389454744 -0.00021698773899116544 -0.0015943310626675717 -0.009382560949905111 0.010824482623520369 0.0043842470785518482 0.0006659365614494013 0.00012878424143156398 -0.018673635681498643 -0.00012049253739898673 0.00064387559523860377 -0.0088192742673485446 -0.00075902262641877811 0.00014419074779952802 -0.00037928769040574024 4.2355297897251846e-05 0.0024426250154178613 0.00048215962485760703 -0.015115829140304498 -0.018358952602457224 -0.0038532132198398263 0.0013991144311599373 -0.0064841464985424856 -0.015307669313655429 -0.00052806925363188659 -1.551378662253946e-05 -0.0021212202964992419 6.8756286015036881e-05 -0.0020393871834506068 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-0.0358632 -0.00563142 -0.00934204 internal_count=924644 338389 70763 267626 39681 33192 586255 572395 300690 191718 108972 108944 50190 592 271705 95627 12300 644 176078 330 315 167 49598 1357 814 363 99525 7976 1427 58754 5204 91549 4013 3894 451 175748 175728 174162 167964 6203 161761 131987 3289 29774 27977 shrinkage=0.0364949 Tree=124 num_leaves=46 num_cat=0 split_feature=0 27 14 23 20 19 17 32 18 22 27 27 13 4 20 15 19 21 5 27 24 20 15 9 24 4 27 22 20 27 1 24 21 20 27 23 4 9 28 23 11 16 7 7 13 split_gain=9.04685 7.14979 6.55331 6.16707 5.64957 5.94136 6.4604 5.58972 6.73565 5.45747 11.9742 8.67835 7.14355 7.81079 7.31297 7.14344 6.35693 5.73825 5.98615 5.71791 5.49235 6.66483 5.07949 7.54864 6.97452 6.11439 7.48346 5.7591 5.21601 14.0275 7.99953 5.05415 4.94426 4.85532 5.73057 5.12437 4.70702 5.93557 4.92364 4.6569 4.74742 8.81187 12.7624 8.4433 5.27696 threshold=40.500000000000007 52.500000000000007 20.150085965006099 0.99998139119431328 0.88415704569012243 733.25000000000011 100.24526019919524 1.5000000000000002 1.5000000000000002 604.25000000000011 47.500000000000007 3.5000000000000004 19.516275598475179 12.00056314468384 0.43695516200874623 0.83240625925475842 512.75000000000011 16.500000000000004 24.000001907348636 46.500000000000007 8.5000000000000018 0.34465498830063612 0.63081039558640006 0.92706092526712347 2.5000000000000004 45.006206512451179 6.5000000000000009 2425.5000000000005 1.1928841987642194 44.500000000000007 1372.5000000000002 2.5000000000000004 5.5000000000000009 0.34465498830063612 6.5000000000000009 0.99998139119431328 6.0413813591003427 0.97356923628978709 769.25000000000011 1.4093000161433136 0.72319844054580906 215.76577130149818 -5.1944291591644278 -84.834598541259751 49.187765670788586 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 5 6 9 -6 -9 11 36 15 14 33 20 -1 -17 18 -12 -16 21 -13 23 24 -4 26 39 -28 -24 30 31 -30 -32 34 -14 -35 -11 38 -38 40 41 -25 43 -43 -44 right_child=1 -3 22 -5 7 -7 -8 8 -10 10 17 12 13 -15 19 16 -18 -19 -20 -21 -22 -23 28 25 -26 -27 27 -29 29 -31 32 -33 -34 35 -36 -37 37 -39 -40 -41 -42 42 44 -45 -46 leaf_value=0.0016109015041114035 -0.00034587673121192251 -0.006531704912514473 0.00062034607810973095 -0.0013378836285497743 0.00011368059596098662 -0.00047645903013043145 0.0041553951806932938 0.0025581589852872243 7.7549450337167201e-05 -0.0014746514363631281 -0.0016422735923489029 -0.00012779595090321643 -0.0090628275937346559 -0.00022875850687688844 -0.0020811923131632735 0.011788937229068467 -0.0082130166466731283 0.0028571016256946163 -0.015800213355591602 0.0081284030080768736 -0.00094160349195867546 0.0037082786309219204 -0.0001530008697937233 -0.00036594549890126297 -0.0010369331616106282 0.0016405785327352352 0.0003237831241893564 0.0026012200312411512 -0.0083726689265305552 -0.013025008884184617 -0.00239551300300811 -0.00048024995835033543 -0.0082385394052848643 0.0015486834085778822 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267988 267752 52990 656656 146608 101067 510048 5850 100565 33963 66602 65728 51502 14226 874 203 229 178 5832 8394 2867 214762 88067 16745 71322 67123 54899 126695 13842 13716 12736 980 8066 1214 6852 33734 32103 21867 12224 11202 3249 1383 1222 161 shrinkage=0.0364949 Tree=125 num_leaves=46 num_cat=0 split_feature=0 27 2 29 11 27 25 8 18 20 16 27 5 23 18 28 24 21 20 13 12 30 28 5 9 16 29 21 16 13 20 24 24 29 25 12 28 27 13 27 28 6 20 27 16 split_gain=9.14634 7.99206 5.85909 4.85101 6.07755 5.69468 6.36075 9.51976 9.64029 7.01636 6.03886 6.14028 6.02646 10.6247 10.6141 15.9643 12.6355 11.3589 7.56863 7.59155 7.19443 6.85045 5.81924 5.68741 5.89588 5.68838 5.61118 5.52926 9.18172 6.53322 6.06666 7.23094 6.6197 6.58935 6.98109 6.33888 5.95859 17.3532 7.24039 5.483 5.34501 8.65796 5.30608 6.41542 5.18523 threshold=33.000000000000007 55.500000000000007 12.393765381460215 0.16161559124773825 0.93788349331827603 14.500000000000002 929.25000000000011 886.50000000000011 2.5000000000000004 0.9608975569302991 98.086482314953741 5.5000000000000009 24.000001907348636 0.31290251058856688 2.5000000000000004 794.25000000000011 9.5000000000000018 5.5000000000000009 0.59295380130447306 35.008762607840943 75.227922061357873 1.0000000180025095e-35 880.25000000000011 12.010407447814943 0.93715614166206851 186.165358603182 0.50527109629276823 7.5000000000000009 224.55698386951431 107.22586081555885 1.1467148912342844 6.5000000000000009 8.5000000000000018 0.51495371553511105 669.25000000000011 69.816756826189717 451.75000000000006 32.500000000000007 30.964248031954043 2.5000000000000004 455.25000000000006 0.47591339589822851 0.77072645645724502 4.5000000000000009 148.96355155755461 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 5 6 10 8 -8 -10 11 -5 13 21 15 40 17 20 19 -14 42 22 23 25 -25 -12 -11 28 30 36 32 -32 33 34 -7 -36 37 38 -29 -17 -15 -42 -16 -44 -26 right_child=1 -3 -4 4 -6 27 7 -9 9 26 12 -13 18 14 16 39 -18 -19 -20 -21 -22 -23 -24 24 44 -27 -28 29 -30 -31 31 -33 -34 -35 35 -37 -38 -39 -40 -41 41 -43 43 -45 -46 leaf_value=-0.00060048688573938257 -0.00026717546644612373 -0.0069558830181403585 2.3128671124447997e-05 -0.005300501739033979 0.00073722652675214516 0.0048771158893921307 -0.00080627584456457535 0.00010363792754978189 -0.0023779851693108839 -0.00069898470012314559 0.00240080775311402 0.007993120346929351 -0.00030463284499039682 0.0010867049824537242 -0.00066340375542268406 -0.011526236146135927 0.00076670533347417157 -0.0057083827963974468 0.00049446066386226925 -0.0046431433043640979 0.0016114807950646862 -0.00033326734767775572 -0.0068163845150896549 -0.0049462882306584256 -0.0013128504737090971 -0.0054248272370809288 -0.013911205484609782 -0.00075728508444258694 0.00012708089522389435 -0.018461471829523478 -0.012670535950004067 -0.0011446426734325469 -0.00039255318463292204 0.00023291642764313814 -0.0040294910414976921 0.0055043322921260853 0.00026817763468179419 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35700 31070 24758 6312 4348 127970 2813 3105 4630 2973 2888 2362 526 229 273144 175668 97476 92216 10562 81654 6638 1335 416 97451 5669 4213 1648 23110 15916 2383 1298 2260 shrinkage=0.0364949 Tree=126 num_leaves=46 num_cat=0 split_feature=16 18 17 16 7 25 21 9 1 17 18 21 14 15 28 21 22 20 14 22 15 14 7 4 7 28 13 4 10 20 20 10 17 20 29 17 19 19 29 14 16 20 10 25 23 split_gain=8.49884 8.8462 6.49624 8.36719 6.20547 8.8242 12.8181 8.46961 7.00837 6.31955 6.15531 11.7689 12.1217 11.502 11.5454 9.44343 9.09073 7.61168 6.57818 13.5931 6.06941 5.74016 16.893 19.589 17.3379 10.8192 8.21724 5.596 6.51557 5.56983 5.39285 5.37375 5.37166 5.3164 8.99537 5.30584 5.27151 7.5049 5.26704 5.13324 5.49471 5.09568 5.95577 6.15144 5.09105 threshold=186.165358603182 6.5000000000000009 37.530679448042754 154.76935058710762 -1.0000000180025095e-35 248.25000000000003 3.5000000000000004 0.95177765293633765 7984.0000000000009 47.237357724604415 3.5000000000000004 9.5000000000000018 30.901892990666418 0.70651143041532227 708.25000000000011 12.500000000000002 887.25000000000011 0.96585668649982603 18.321924148800843 604.25000000000011 0.25650705899585058 59.761170996046722 -51.340192794799798 62.227346420288093 -89.934741973876939 650.75000000000011 72.90801922636858 22.999998092651371 0.75689855369899484 1.0516756595430523 1.553229585325435 0.6026779706189157 79.540048092503454 1.1467148912342844 1.0605663642118592 57.262930055195888 205.25000000000003 329.75000000000006 3.4637601706582113 22.904744709511693 220.41158984402327 0.31273058148303695 0.93969371979117911 2688.2500000000005 0.24287384722773347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 7 6 -6 9 20 -2 11 -7 27 14 36 30 18 -18 19 -15 -9 -22 23 24 -23 -25 -26 32 39 -19 -14 -17 -13 -11 -35 -10 -12 -38 -4 40 -29 -5 43 44 -43 right_child=1 -3 38 41 5 10 -8 8 35 33 13 12 15 16 -16 31 17 29 -20 -21 21 22 -24 25 26 -27 -28 28 -30 -31 -32 -33 -34 34 -36 -37 37 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=-0.00023043836447120259 0.00017456930838107991 0.0054423479330010897 -0.00041092205217540991 -0.00040737525513272779 0.0005801759802464651 -5.8651965601836409e-05 -0.0061344060182494829 -0.0014607633927684487 0.0013914133579176699 -0.00019990256134777614 0.0073995589504449169 0.00099598594591310025 -0.00079498149984354649 -0.0057428810907994123 0.0017331987221242341 -0.02077365655171132 -0.002646735322575438 -0.023259383738735626 -0.00097588407430486152 0.0021081457984341002 0.00031909188269856233 -0.025174944420892208 0.001029695349857007 -0.01721298019223598 -0.013374632535905288 0.00011563602248497732 -0.0010443959223673481 -0.00027894497236604547 0.0014753826828435021 -0.004825736008619433 -0.012144730272085473 -0.0051163203877933119 -0.011485823853340044 -0.0035807697189412769 -0.00061141254339016076 0.0058380520978861443 -0.0052040787635718195 -0.000342679897928902 0.0027228680954647219 -0.00053156305076783544 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95 497 118 27072 61557 9054 3756 23188 23073 110452 6915 86 9045 6902 6470 6184 shrinkage=0.0364949 Tree=127 num_leaves=46 num_cat=0 split_feature=16 18 0 22 24 11 28 28 25 15 0 13 19 18 8 11 7 25 7 25 26 30 1 21 30 32 15 9 11 1 10 23 23 16 23 28 18 6 29 28 24 21 25 5 23 split_gain=8.26398 8.26743 6.1938 7.72509 10.9438 6.5172 6.39444 5.1993 6.09108 5.39891 5.2229 5.06835 4.84939 4.84756 4.63305 7.226 4.58736 7.62132 4.58495 4.50828 4.41021 8.83716 6.00306 6.2227 5.55193 5.40406 5.24695 4.33641 8.64236 10.4454 5.65434 4.83256 4.8188 5.62717 4.80619 4.73077 4.279 7.68773 6.42228 4.22519 6.37008 6.52158 6.47426 11.493 7.20141 threshold=165.61612006137327 6.5000000000000009 29.500000000000004 493.25000000000006 14.500000000000002 0.77779448621553893 656.25000000000011 493.25000000000006 1045.2500000000002 0.68393033730595165 48.000000000000007 143.29021095772933 411.75000000000006 3.5000000000000004 623.50000000000011 0.89342254445637914 -37.568590164184563 929.25000000000011 -89.934741973876939 804.25000000000011 1.3936463475317311 1.0000000180025095e-35 859.50000000000011 11.500000000000002 2.5000000000000004 1.5000000000000002 0.44647781504254563 0.86555592187826602 0.61697211534281127 2442.5000000000005 0.92060991147450666 0.7869235745814579 0.22333808358653082 98.086482314953741 0.34345684011608296 1160.2500000000002 3.5000000000000004 0.51909809697947318 0.66544956412619438 694.25000000000011 4.5000000000000009 1.5000000000000002 2841.5000000000005 142.42979431152347 1.176209338171015 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 -2 4 5 16 -6 9 19 13 -10 14 -11 -7 -1 27 17 -4 -5 36 22 -22 26 39 25 -23 -20 -16 29 30 -29 34 33 -30 -31 -34 -9 -38 -39 -24 41 -41 -43 44 -44 right_child=1 -3 3 18 6 7 -8 8 10 12 -12 -13 -14 -15 15 -17 -18 -19 20 -21 21 24 23 -25 -26 -27 -28 28 32 31 -32 -33 35 -35 -36 -37 37 38 -40 40 -42 42 43 -45 -46 leaf_value=-0.00026256165405955399 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0.0030215294317985459 0.00035703047095949687 leaf_count=48853 452041 403 5045 9948 8384 5255 418 15402 190 4041 49 1347 4727 313 2696 466 6116 92 11463 281 39023 4818 5419 862 4560 2072 202733 1845 165 77 582 692 6295 263 130 2990 111 61 217 18538 40264 11758 2351 538 750 internal_value=0 0.000782352 0.000715081 -0.00212094 -0.0136676 -0.00693391 -0.045722 0.000623337 -0.0115877 0.0145166 0.146881 -0.0107971 -0.000947973 0.0388689 -0.0120543 -0.0267088 -0.0275157 -0.00548513 -0.00047226 -0.0139442 0.00013778 -0.00849935 0.00161717 0.00898053 -0.0329271 -0.0508411 -0.00114947 -0.0303433 -0.0227946 0.021201 -0.0129062 0.113279 -0.0378599 0.0658838 -0.0207738 -0.0426421 -0.01171 -0.115291 -0.0264602 0.00806559 0.0100343 -5.84303e-05 -0.0152697 -0.0521295 -0.0755375 internal_count=924644 858243 857840 405799 50702 41900 8802 30647 16311 14336 239 66401 8768 5568 65054 16201 11253 5137 355097 16072 345149 50473 294676 80480 11450 6890 214196 15735 13039 3326 2427 899 9713 428 207 9285 15791 389 278 79618 74199 33935 15397 3639 3101 shrinkage=0.0364949 Tree=128 num_leaves=46 num_cat=0 split_feature=2 18 11 7 13 25 18 30 18 23 23 14 28 13 27 21 20 25 23 20 19 7 17 15 17 23 18 27 21 7 28 24 11 23 27 21 17 5 14 1 12 5 23 23 24 split_gain=7.58181 6.93778 6.15248 7.22757 9.29012 7.02091 6.88619 6.18209 6.02828 6.02067 6.95987 9.49557 9.48146 5.99348 5.87705 5.82962 9.35361 9.68434 5.95062 5.45824 5.41881 5.26478 10.5196 5.44781 5.13527 6.02107 5.08325 5.19444 5.37231 5.03733 6.37205 5.30454 4.92729 4.70335 4.67639 4.59969 5.79239 6.35235 4.55802 5.80414 4.478 8.97752 4.46933 4.40251 4.37844 threshold=45.754310344827594 6.5000000000000009 0.8737357413828003 -8.1301016807556135 52.483600469059944 306.25000000000006 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.2226318135126177 0.761544878915276 28.362689197214362 10392.500000000002 39.700622485278011 5.5000000000000009 1.5000000000000002 0.54378951852295576 5527.5000000000009 1.7508247727312234 1.1160500019397783 10739.500000000002 -57.956214904785149 59.509196301335258 0.25650705899585058 47.002804382990817 0.22333808358653082 4.5000000000000009 22.500000000000004 4.5000000000000009 -76.357677459716783 351.25000000000006 1.5000000000000002 0.69142684610075922 1.3767218153530909 1.5000000000000002 2.5000000000000004 63.77116407342168 142.42979431152347 15.855609958005976 517.50000000000011 673.80465325174475 172.53985595703128 0.29735668406576488 1.9434462972924516 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 9 6 8 13 34 10 11 -1 19 24 -10 21 20 -18 -19 26 -17 -2 -23 -24 25 -4 27 29 -29 -12 31 -31 -22 -9 -5 38 -37 -38 39 -6 -7 -42 -15 -43 -11 right_child=15 -3 7 5 35 40 -8 33 14 44 12 -13 -14 42 -16 16 17 18 -20 -21 32 22 23 -25 -26 -27 -28 28 -30 30 -32 -33 -34 -35 -36 36 37 -39 -40 -41 41 43 -44 -45 -46 leaf_value=-0.00024869810371968648 -0.0001698685341123015 0.0049498849064556327 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8014 369 1007 173 101 354336 842 13765 394 430 19160 1678 167 152 680 2353 129877 1739 392 13154 101 23288 88 2333 58553 46788 650 834 12345 171 71692 314 152 699 1038 15419 1330 72 17549 215 65 1299 51313 38 24692 internal_value=0 -0.00145331 -0.00152023 -0.00307017 0.00137601 -0.0058553 -0.0530325 0.00373085 -0.024546 0.00412195 0.00631789 -0.00404972 0.0103867 0.00554439 0.029995 0.00596722 0.00302179 0.00419299 -0.0626736 0.0107228 -0.0563059 0.0177246 0.0247007 0.0874379 0.00125733 -0.00643398 0.0131249 0.0125766 -0.00598263 0.0152545 0.0190808 0.133317 0.0827583 -0.0160562 -0.0729169 -0.0136742 -0.0255418 -0.0870817 -0.00250009 -0.121534 -0.0054406 -0.0618447 0.0144032 -0.0442008 -0.0102998 internal_count=924644 756307 755938 583661 224796 358865 3127 172277 2285 190110 164988 46501 118487 157813 1074 168337 134614 132008 2131 118320 2606 33723 25709 2421 106348 47795 105166 104516 13179 91337 72177 485 253 14464 1211 34686 16821 1402 17865 316 355738 1402 51465 1337 25122 shrinkage=0.0364949 Tree=129 num_leaves=46 num_cat=0 split_feature=0 14 25 17 27 22 28 16 7 25 17 25 16 23 12 22 10 28 23 25 9 25 24 27 25 23 5 1 17 13 22 7 0 7 26 27 20 14 18 17 16 18 27 12 24 split_gain=7.61472 6.02982 11.0253 10.3986 8.69377 13.1269 8.42351 7.95978 7.55558 9.33258 7.05964 7.32278 6.21469 5.85072 5.43117 6.03782 5.42384 5.40965 5.6153 5.383 8.11968 8.74696 9.80799 7.17837 7.06381 6.71308 6.13983 10.2867 6.77913 7.69444 5.98752 8.45038 6.58611 6.02932 5.53609 6.56527 5.30411 6.30612 5.19325 5.17513 5.51185 5.12647 9.84062 6.25675 7.54015 threshold=48.000000000000007 27.561444854225673 826.25000000000011 51.938526904255603 46.500000000000007 600.25000000000011 569.25000000000011 230.36561474449675 -16.699242591857907 306.25000000000006 63.77116407342168 585.25000000000011 210.32845731073789 4.0087878025265491 143.51524163602474 317.25000000000006 0.99450765118151019 682.25000000000011 1.1306195792706599 657.25000000000011 0.89594815830588459 1264.7500000000002 2.5000000000000004 22.500000000000004 5527.5000000000009 0.41601033591731268 159.00420379638675 3914.5000000000005 45.494154584722217 152.39116129243993 2834.2500000000005 -64.798877716064439 28.000000000000004 -80.466236114501939 1.7790641824721314 3.5000000000000004 0.51049337402928574 63.563829692983759 6.5000000000000009 55.287642389222036 189.33801607996526 2.5000000000000004 44.500000000000007 67.813708498984781 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 -4 16 -6 -7 -5 -1 14 13 -12 -13 38 15 -10 19 18 -14 -3 21 -21 24 26 -23 -22 28 -28 -24 30 32 33 -30 -32 -29 -36 37 -27 41 -2 -41 42 -11 44 -43 right_child=39 4 3 7 5 6 -8 -9 9 10 11 12 17 -15 -16 -17 -18 -19 -20 20 25 22 23 -25 -26 36 27 34 29 -31 31 -33 -34 -35 35 -37 -38 -39 -40 40 -42 43 -44 -45 -46 leaf_value=0.00028382000602410098 -0.00039869786000934347 -0.00017264824840356268 -0.000175368045161877 -0.0011000130768353536 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1818 1960 250 84 28 473 82 157 38 7486 2085 3103 3750 31 7281 1089 38 404 724 324 135 917 869 183 136 823 119178 112 371 13623 27884 14568 1387 171986 3736 internal_value=0 0.00124026 -0.000279393 -0.0114003 0.00627422 -0.157387 -0.41639 -0.0316913 0.00135807 -0.000872333 -0.00036557 -0.0410287 -0.0772336 8.24872e-05 -0.0478935 -0.0449305 0.00656485 -0.183918 -0.265324 0.00668047 0.00926716 -0.00670932 -0.0182635 -0.043815 0.0022436 0.0126857 -0.0420217 -0.102379 -0.0297701 -0.063954 -0.0806776 -0.132936 -0.0401632 -0.273404 -0.0880714 -0.129437 0.0117113 -0.0544125 0.000140337 -0.00685166 0.00246206 2.5727e-05 0.00366406 -0.00365507 -0.0212319 internal_count=924644 788225 605451 77706 182774 324 122 19061 527745 391655 387479 4223 2405 383256 4176 4148 182450 445 288 182368 148668 26204 18718 8334 10384 122464 8303 1401 6902 3152 2828 1235 1593 318 1363 959 120379 1201 383172 136419 41507 382801 192511 190290 18304 shrinkage=0.0364949 Tree=130 num_leaves=46 num_cat=0 split_feature=0 14 23 16 4 16 5 27 18 19 6 23 28 27 20 6 6 27 25 24 15 13 16 29 29 8 21 28 28 20 13 27 7 18 8 21 21 21 28 19 24 25 0 23 8 split_gain=7.50958 8.27256 5.71065 5.37355 5.47673 6.09682 6.16988 4.94783 4.85351 6.93074 7.31377 6.50182 6.13396 6.10163 4.82807 5.75327 5.78678 14.2213 7.91287 4.76306 4.6655 10.2986 4.59839 4.48338 4.4305 4.49146 6.46119 4.40829 4.60458 5.72354 4.84505 4.39375 7.1192 4.39358 4.63143 6.11755 6.95465 5.70066 4.95555 4.8179 6.52583 6.93397 5.063 4.97055 5.91983 threshold=17.500000000000004 19.948620663259558 0.98754347642096874 184.39395943562613 21.313999176025394 98.086482314953741 78.229911804199233 4.5000000000000009 2.5000000000000004 393.25000000000006 0.47591339589822851 0.86043822682172211 511.25000000000006 45.500000000000007 1.1928841987642194 0.17647059248713243 0.7058823560523626 44.500000000000007 528.75000000000011 28.500000000000004 0.26954373557412509 135.29262124317762 146.93370920711439 0.60065137920725709 0.80798870096758368 1432.5000000000002 7.5000000000000009 302.50000000000006 654.25000000000011 0.42224556489262377 20.312280951520815 1.5000000000000002 -85.88985443115233 5.5000000000000009 725.50000000000011 10.500000000000002 5.5000000000000009 3.5000000000000004 841.25000000000011 724.25000000000011 18.500000000000004 499.25000000000006 33.000000000000007 1.0498627515489112 1029.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 8 4 -3 6 -6 -8 12 10 27 13 22 -11 20 -16 -17 24 -19 -15 21 -5 -2 -12 -18 -26 -27 -10 29 -29 -31 32 -4 34 -22 36 37 -36 39 -38 42 -42 -41 -44 -45 right_child=1 3 31 14 5 -7 7 -9 9 11 23 -13 -14 19 15 16 17 18 -20 -21 33 -23 -24 -25 25 26 -28 28 -30 30 -32 -33 -34 -35 35 -37 38 -39 -40 40 41 -43 43 44 -46 leaf_value=0.00016415425034570661 -0.0014633685868112884 0.00024058144095728907 -0.0034518622677468746 -0.0020458825958551761 -0.00050777523982404411 -0.00076349281699166437 0.004765572170782606 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3373 22546 1347 154 155 167 140 561 29948 700 281 111246 7122 8607 53951 6088 11124 56 6527 5124 7437 2239 internal_value=0 -0.00182094 -0.00840023 7.86233e-05 -0.010127 -0.017114 0.0313263 0.0879396 -0.00521585 -0.0141555 -0.0382271 -0.00696178 -0.000590696 -0.0144472 0.00110374 -0.00750129 -0.0072716 -0.0185904 -0.246012 -0.0927961 0.00230584 -0.0199147 0.016609 -0.049099 -0.0161123 -0.0135122 -0.0664795 0.0348234 0.0596034 0.0892366 0.127687 -0.0204933 0.0460286 0.00281853 0.00273072 0.00581615 0.00484948 0.00790821 -0.00585541 -0.00979824 -0.0153684 0.0127485 -0.0225083 -0.0346241 -0.0212881 internal_count=924644 661923 148294 513629 46883 33065 2409 1070 117384 40024 9209 30815 77360 24349 466746 57211 57181 25235 272 955 409535 9236 16352 8016 24963 24047 1501 1193 1023 856 701 30910 962 400299 400018 219521 212399 165197 47202 41114 32507 6583 25924 14800 9676 shrinkage=0.0364949 Tree=131 num_leaves=46 num_cat=0 split_feature=0 18 14 25 17 29 13 27 14 7 25 17 27 22 6 6 25 27 23 26 27 7 22 29 12 17 18 23 24 23 7 1 6 9 29 25 9 25 24 23 22 21 14 4 6 split_gain=6.72995 5.23794 5.29388 9.3323 9.52153 7.11903 11.9007 18.3722 8.94469 6.67498 9.14933 7.23269 6.57967 10.8098 6.57252 6.48772 6.33896 5.71391 5.68019 5.46087 5.36258 7.93148 6.38402 5.36098 5.58168 5.16831 5.16441 4.92797 16.7324 4.87651 6.52709 7.45782 6.19027 5.51479 5.02712 4.81191 7.01934 8.62529 10.8564 6.11938 5.68457 6.68655 6.43058 12.1016 5.74949 threshold=48.000000000000007 6.5000000000000009 27.561444854225673 826.25000000000011 52.428301261029652 2.3947058131746206 164.83353796106627 19.500000000000004 22.103416308464606 -16.699242591857907 306.25000000000006 65.623176177017925 46.500000000000007 600.25000000000011 0.71003297951559963 0.77272727484539083 466.25000000000006 45.500000000000007 4.0087878025265491 1.3374324157939348 14.500000000000002 -44.940931320190423 1094.2500000000002 0.22085056650565649 143.51524163602474 55.287642389222036 2.5000000000000004 1.1858587711280031 2.5000000000000004 0.79649506698913597 -83.200988769531236 203.50000000000003 0.25886793806910013 0.95098351243743851 0.79435327776288889 659.25000000000011 0.89594815830588459 1555.5000000000002 2.5000000000000004 0.41601033591731268 5393.7500000000009 1.5000000000000002 112.56481428877636 92.206558227539077 0.77777778116249519 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 9 5 19 8 -8 -7 14 23 18 35 -14 20 -15 -13 27 -12 -5 -1 29 -23 -11 26 -2 -25 -16 -29 30 31 -22 -31 -34 -32 -4 37 -37 40 -38 -39 44 43 -43 -42 right_child=25 -3 12 4 -6 6 7 -9 -10 10 11 16 13 15 17 -17 -18 -19 -20 -21 21 22 -24 24 -26 -27 -28 28 -30 32 34 -33 33 -35 -36 36 39 38 -40 -41 41 42 -44 -45 -46 leaf_value=0.00075292789058800842 -0.00038652239314090214 0.0041992034289926056 -0.00017161982383328094 -0.00021273068781289519 -0.0011377509826565044 -0.018468861590689573 -0.023928281406450942 0.0041297961487738776 -5.9392616029497707e-05 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2065 2663 7138 119945 5194 343 301 121 1662 internal_value=0 0.00108571 0.00102741 -0.000396657 -0.010634 -0.00466268 -0.109485 -0.374524 -0.0394355 0.00110954 -0.000987882 -0.000484861 0.00574552 -0.139117 0.00714147 -0.376399 -0.0456271 -0.00152446 -7.11623e-05 -0.00353343 0.0127131 0.00453892 0.0283459 -0.0474495 -0.0383505 -0.00652355 -0.034997 -0.00098338 -0.0324677 -0.00363311 -0.0271534 0.00358195 0.00319826 0.00199343 -0.0582417 0.00599415 0.00846092 -0.00639679 -0.0192661 0.011649 0.00153096 -0.0123669 -0.101042 -0.174886 -0.00247247 internal_count=924644 788310 787907 605230 77625 60142 641 134 507 527605 391480 387287 182677 313 136125 119 3517 53270 383770 59501 82855 40768 10418 4193 3938 136334 3907 53125 4546 30350 6831 3435 23519 23390 3396 182364 148190 26180 17422 122010 10284 7621 765 464 6856 shrinkage=0.0364949 Tree=132 num_leaves=46 num_cat=0 split_feature=11 16 7 5 24 25 28 25 19 10 26 24 7 17 5 25 26 23 25 29 14 14 17 7 7 17 19 15 28 23 23 4 24 16 14 8 17 16 25 11 4 5 9 17 16 split_gain=6.7729 6.87869 7.49481 7.57628 8.59169 10.0892 20.7035 21.3103 11.4865 10.1568 9.06595 7.5724 12.4074 11.27 8.81881 11.9301 8.50321 11.4472 8.2315 8.22003 7.55628 7.43148 7.32438 8.00198 8.00839 6.85474 8.72676 6.79426 6.99634 6.17074 6.09294 9.61865 6.0845 8.64744 8.11435 5.89357 7.78008 6.89646 7.68704 7.72495 8.5456 5.60349 5.52064 5.45133 7.46592 threshold=0.90617083533750209 177.77058424750405 -8.1301016807556135 49.544746398925788 1.5000000000000002 5047.0000000000009 2944.5000000000005 6841.5000000000009 5545.5000000000009 0.90952243309649672 1.5871416485375878 6.5000000000000009 -89.934741973876939 63.77116407342168 65.001903533935561 2101.7500000000005 0.85066171984197958 0.93600883925992784 966.75000000000011 4.9397667001676302 20.600641593256949 14.613409246120513 62.395347363559544 -63.914608001708977 -81.828559875488267 65.623176177017925 492.25000000000006 0.25650705899585058 302.50000000000006 1.0606635633705539 2.2795163170163177 23.999998092651371 4.5000000000000009 222.99539411138954 38.407042217409149 891.50000000000011 63.77116407342168 209.42188233453297 605.25000000000011 0.73587090054481374 24.769788742065433 49.544746398925788 0.9645000420082338 39.167569534027933 150.95777859861568 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 43 3 25 21 11 7 8 -7 -10 22 12 18 14 15 42 17 -16 -6 -15 -14 -5 -8 24 -24 -3 -27 28 -4 -17 -30 -32 -20 -34 -35 36 41 -38 -39 -40 -41 -29 -13 44 -1 right_child=-2 2 27 4 5 6 10 -9 9 -11 -12 13 20 19 16 29 -18 -19 32 -21 -22 -23 23 -25 -26 26 -28 35 30 -31 31 -33 33 34 -36 -37 37 38 39 40 -42 -43 -44 -45 -46 leaf_value=-0.00037639333343230768 0.00028962892465358276 0.00022178524373699015 -0.0099806581874135863 -0.0095846518575032676 0.0019284215040785994 -0.020499226230602394 -0.0027194614303578525 -0.0019246094135325009 -0.0020430401472937986 -0.01648690655059221 0.0016300103052541549 -0.0016532548616397949 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0.00016042 0.00451537 -0.00527182 -0.0100046 -0.0493693 -0.181682 -0.349977 -0.222624 -0.0223398 -0.00509547 0.00428516 -0.0224853 -0.0163584 -0.0380893 0.00994219 -0.300734 -0.0914339 -0.135569 0.00858387 0.0247663 -0.0504873 0.0395618 -0.105053 0.00753701 0.031524 -0.00220236 -0.0294893 -0.360834 -0.0262861 -0.13272 -0.135457 -0.277628 -0.428017 -0.00167504 -0.0037104 -0.0498355 -0.137354 -0.206674 -0.245529 -0.00322771 -0.0337143 -0.00870427 0.00325066 internal_count=924644 827865 728374 256186 60435 52209 5789 982 426 266 4807 46420 30154 16266 15430 8449 6981 87 1296 836 28858 8226 3385 713 249 195751 11230 472188 8952 113 8836 507 993 231 144 463236 349450 3619 721 497 453 345831 8336 99491 27572 shrinkage=0.0364949 Tree=133 num_leaves=46 num_cat=0 split_feature=0 9 10 28 21 27 23 22 28 27 5 28 7 5 27 10 29 5 12 28 9 15 29 28 15 29 25 27 22 7 30 7 0 20 27 10 9 19 28 5 24 19 23 23 25 split_gain=6.53483 7.60376 7.41137 9.36404 7.22707 7.14788 7.83299 6.50385 6.72169 6.27211 7.7159 6.51597 6.54288 6.19685 7.64851 9.86038 10.0632 6.80938 9.53359 6.46242 8.80005 7.97171 7.912 6.00256 5.90486 5.7224 5.68815 5.40894 5.16595 5.12714 8.03139 7.42279 5.06019 5.30372 10.9174 4.80002 7.89714 6.44005 4.77425 4.77319 4.63863 4.47951 4.40839 4.37978 7.12988 threshold=17.500000000000004 0.95432492324660967 0.70283116389015909 1056.2500000000002 14.500000000000002 14.500000000000002 0.92123962189480479 455.75000000000006 641.25000000000011 6.5000000000000009 128.83728790283206 302.50000000000006 -1.0000000180025095e-35 159.00420379638675 2.5000000000000004 0.98665312932911686 0.46377820838884182 172.53985595703128 597.12698372208104 3770.5000000000005 0.88246461899305528 0.34663691965693766 1.8608783309957926 517.25000000000011 0.52978607882056206 4.9397667001676302 46564.000000000007 21.500000000000004 365.75000000000006 -44.940931320190423 1.0000000180025095e-35 -68.198589324951158 52.500000000000007 1.1881956357712105 39.500000000000007 0.63885966575393782 0.91067911419520253 31402.000000000004 2258.5000000000005 38.00000190734864 32.500000000000007 4335.0000000000009 2.0245024077046554 1.4093000161433136 6130.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=40 5 3 4 7 6 -2 8 27 10 23 12 -11 25 15 35 -17 18 41 -19 21 22 -21 24 -4 28 -23 39 -8 30 31 -22 33 -9 -35 36 37 -15 -13 -3 -1 -16 -5 -25 -45 right_child=1 2 9 42 -6 -7 13 32 -10 11 -12 38 -14 14 17 16 -18 19 -20 20 29 26 -24 43 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 leaf_value=0.00014866953245849563 -0.00059277995614100316 -0.00023980174235568836 -0.0011188334944259458 0.00080408507983686461 -0.0025249713838823833 -0.00062394610461331097 -0.0018907364750777047 1.0880859280821741e-05 -0.0023733893630331457 0.00063403548504906496 0.0014364765799231975 0.00019942702386264134 -0.0067202580987083677 -0.001802868857808397 -0.01230420551774461 0.0055921844944773281 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6.71158 6.70822 6.64189 8.0433 6.51775 6.43308 7.37527 7.71317 7.74184 7.56103 8.25384 9.26512 6.25243 6.12818 6.11935 5.99954 5.9221 5.88058 5.87714 5.75491 5.67602 5.65817 5.60717 5.59737 7.49986 7.51901 threshold=49.500000000000007 0.77072645645724502 22.500000000000004 4.5000000000000009 841.25000000000011 9.5000000000000018 447.25000000000006 32.500000000000007 6.0413813591003427 24.44185789723992 0.2727272677867168 42.847329413128186 0.65248657825116563 13.500000000000002 39.827213242248483 661.25000000000011 28.500000000000004 876.75000000000011 935.50000000000011 5.5000000000000009 1.0951541562870795 24.80314980537986 0.54769159734462514 19.500000000000004 0.44647781504254563 0.93372617436859662 694.25000000000011 1.0638322702070553 1.4586097078849112 21.697332422496917 12.500000000000002 28.500000000000004 0.65206390073040632 -17.102727890014645 0.75278087107151703 0.96934972654844687 39.283682576956906 2.5899043281048475 0.96338206003698967 2.5000000000000004 1432.5000000000002 43.89713070678966 2.5000000000000004 9.5000000000000018 410.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 38 5 4 9 20 7 34 -8 10 -4 -12 -10 -6 17 16 24 -14 -19 -7 21 22 23 -3 25 26 -16 -28 -27 30 -30 -17 -24 39 -5 41 -9 -36 -1 -11 -38 -13 -34 44 -44 right_child=-2 2 3 6 13 19 8 36 12 33 11 35 14 -15 15 31 -18 18 -20 -21 -22 -23 32 -25 -26 28 27 -29 29 -31 -32 -33 42 -35 37 -37 40 -39 -40 -41 -42 -43 43 -45 -46 leaf_value=-0.0004631132901693101 -0.00027086774247649142 0.0011399220749005272 0.012376272131487728 -0.0059838156809068248 -0.011870949404323251 0.0019416985756362532 -0.0085578458330927507 -0.0060973759500770053 0.0011727759575369068 -0.021220526096376431 -0.0021353273652556411 0.00040112153675913383 -0.00023215002382371183 -0.00090047704015709781 -0.0020660994753807531 0.00011709484506718011 0.0022824264635671254 -0.0025937669872986664 -0.018006954646249976 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6.98964 7.39297 6.13742 4.92542 9.2826 6.60893 5.23687 4.59926 6.30107 4.55081 4.49485 4.37886 4.2553 8.63331 4.36334 4.25277 threshold=17.500000000000004 19.340381464469825 452.75000000000006 9.5000000000000018 30.493617279864189 44.500000000000007 0.54164078282715555 661.25000000000011 23.500000000000004 0.86314094414780917 14.500000000000002 27.500000000000004 62.395347363559544 12.500000000000002 0.98754347642096874 21.500000000000004 5.5000000000000009 504.25000000000006 23.204154075728415 477.25000000000006 0.94162505780931105 766.25000000000011 996.25000000000011 51.000000000000007 1.2068503388687817 0.93600883925992784 23.500000000000004 58.050591696306363 1150.2500000000002 0.38461538630130682 49.187765670788586 1.1222585802258951 2.5000000000000004 1265.2500000000002 0.98261171917518297 0.57269641404995786 932.25000000000011 3.5000000000000004 0.71177480308742214 21.594388799813959 56.28025734169492 345.25000000000006 0.89504469774766637 0.9624773664168379 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 14 15 5 7 23 -7 8 -5 10 12 -9 18 -6 -2 19 17 44 -10 -3 -8 22 -13 25 36 32 31 28 -28 -30 -31 38 33 34 35 -4 37 -25 -27 -37 -39 42 -34 -43 -17 right_child=1 2 3 4 13 6 20 11 9 -11 -12 21 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 24 -26 26 27 -29 29 30 -32 -33 41 -35 -36 39 -38 40 -40 -41 -42 43 -44 -45 -46 leaf_value=0.00015336917286426654 -0.00019409663243007542 0.00035872543254258774 0.0024184702080876416 0.0022215877015272661 -0.0019167128997373826 -0.020219056218943574 -0.014955614099341269 -6.0140882991019579e-05 0.0027375817307542382 -0.00037334607758312134 -0.0033894999572608446 0.0016263219446238965 -0.010635322468687843 -0.0097005139223517393 -0.00081885195472889262 -0.001523434109358116 -0.0010206211943751525 0.00034667571625351186 -0.0021984521734282874 -0.00075832314745049331 0.0019591081347227935 0.0035714343021052805 -0.002679318011481727 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5.60256 4.8737 4.51049 4.44034 4.43496 4.41164 4.72617 5.7076 5.31726 threshold=22.000000000000004 0.95992033547550337 0.71196851195058042 1512.2500000000002 6.5000000000000009 128.83728790283206 14.500000000000002 59.761170996046722 0.52756847820788577 3996.5000000000005 3.5000000000000004 14.500000000000002 0.8682964180330931 1.6821658719349168 -89.934741973876939 452.75000000000006 65.001903533935561 48.149213922116409 17.500000000000004 1.0845547511045408 25.621584876814296 2.1803222276127405 302.50000000000006 -1.0000000180025095e-35 50.988329701443519 517.25000000000011 0.52978607882056206 23.864122264729023 44.500000000000007 1.1431119061816739 97.004783630371108 47.393987491375547 0.91033545727136445 466.25000000000006 49.699682067730507 228.79007126953016 248.25000000000003 0.81740375421555089 69.025180816650405 0.53944112435808889 870.25000000000011 422.25000000000006 1595.2500000000002 52.500000000000007 753.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 11 4 6 5 7 15 25 10 -10 -9 12 -2 16 -14 -4 17 -13 19 40 21 -15 23 24 -6 26 -3 -8 -29 -30 38 -23 33 -24 -34 36 -36 -37 -11 -38 -19 -16 43 44 -43 right_child=1 2 3 -5 22 -7 27 8 9 30 -12 13 14 20 41 -17 -18 18 -20 -21 -22 31 32 -25 -26 -27 -28 28 29 -31 -32 -33 34 -35 35 37 39 -39 -40 -41 -42 42 -44 -45 -46 leaf_value=0.00012144768512907791 -0.00054431420963164804 -0.0015121563469382301 -0.00070037968850875662 0.0010993642670019716 -0.0064059601564428461 0.001515387448062476 -0.004322633428512232 -0.017706647881962519 -0.024523969025945665 -0.0030340567130290076 0.0015804398237696735 -0.00030295854568027579 -0.0017624044109003571 -0.0021581441522555002 -0.0012506388383430767 -0.00010944120590674857 0.0011811300324128977 -0.0025150396193359108 0.0017023011437728173 -0.0037942198484896836 -0.0010315814253003431 -0.013535835752287523 0.0013937666583511284 -0.0066722740903157191 0.0053794655521321177 -0.00059081495421468486 0.0017868361171488865 0.0036637711990736106 0.00056678203498728699 -0.0097282013802963418 0.00090663462644918758 -0.0042245165822285607 0.00012548320869397399 -0.00022618082416674031 0.0091358290383239948 -0.0011287864817010236 -0.0014243451433471139 -0.011731643272920129 -0.0164851739704821 0.00057332646111579429 -7.3377438399304786e-05 8.2109509002380442e-05 -0.0001979023693049136 -0.00073699279797194298 0.0009010991308057106 leaf_count=336757 30726 1170 23172 7343 79 2425 879 108 28 263 30 46713 2089 901 3093 151052 2613 2434 1432 2358 5377 133 3147 281 131 26580 2701 293 134 119 564 155 72349 37664 101 114 1511 117 38 77081 1671 19597 30836 5393 22892 internal_value=0 -0.00196137 0.000254227 -0.00426692 0.0039072 -0.0100504 -0.00570462 -0.014023 -0.09208 -0.0490863 -0.370292 -0.00704635 -0.00289595 -0.0145047 0.00150561 -0.0051524 -0.0114061 -0.0135005 -0.0442627 -0.0644049 -0.0415079 -0.10139 0.00636473 -0.093547 0.0259187 -0.0113801 0.0216393 -0.0732198 -0.000412632 -0.117154 -0.0289232 -0.233581 0.00662013 -0.00277474 0.00915471 0.0143948 0.0149598 -0.178081 -0.129667 0.0146574 -0.0416804 0.00277715 0.00423277 0.0104509 0.0143406 internal_count=924644 587887 409474 182992 226482 33907 175649 31482 1031 893 138 178413 114626 63787 83900 174224 57221 54608 7895 6463 6566 1189 192575 491 210 30451 3871 1425 546 253 865 288 192084 40811 151273 78924 78693 231 301 78592 4105 81811 78718 47882 42489 shrinkage=0.0364949 Tree=137 num_leaves=46 num_cat=0 split_feature=11 2 5 11 23 17 26 12 4 20 22 15 21 24 14 12 11 24 26 11 15 22 28 28 21 13 11 8 20 32 19 8 21 25 20 14 23 9 8 23 17 10 11 23 15 split_gain=5.72296 5.09122 4.46554 5.8031 9.87376 7.90641 7.02557 6.90547 8.10542 5.74262 5.35116 5.62206 8.00893 9.47769 5.2057 5.16868 5.15912 5.13621 4.93223 5.58628 4.81994 8.84 5.76282 5.74516 6.14142 5.67772 5.52367 5.20216 4.52657 4.46708 4.31317 4.2916 4.22933 7.83743 6.33373 5.4392 5.31542 7.22748 4.66681 4.8262 4.32089 10.7464 4.16169 4.11465 5.78668 threshold=0.90617083533750209 50.376179245283026 50.496402740478523 0.72510670722451942 0.79649506698913597 62.395347363559544 0.053514024534124384 54.05634918610405 24.041630744934086 1.1576465967817715 819.75000000000011 0.39340645876379171 8.5000000000000018 8.5000000000000018 15.661554509034476 52.645183950935895 0.76943895476504187 21.500000000000004 0.35003406592548097 0.80168168228830006 0.74927576244496807 576.25000000000011 943.25000000000011 660.25000000000011 14.500000000000002 22.774966737915907 0.83223953398225525 448.50000000000006 0.49939855643899117 1.5000000000000002 1277.2500000000002 453.50000000000006 1.5000000000000002 5527.5000000000009 0.55353191207062413 59.761170996046722 1.7508247727312234 0.92566224359084082 6781.0000000000009 1.0551798666689594 59.509196301335258 0.45150689492201024 0.49126635704115534 0.99998139119431328 0.31160874803271482 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 20 -6 -7 17 15 11 12 13 31 -12 -8 43 18 -9 -20 -5 22 23 24 -22 29 27 -24 -21 -23 -18 -4 40 34 35 -34 37 38 -35 -40 -3 -42 -17 44 -16 right_child=-2 32 10 5 6 7 9 8 -10 -11 14 -13 -14 -15 16 42 30 -19 19 28 21 25 26 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 36 -36 -37 -38 -39 39 -41 41 -43 -44 -45 -46 leaf_value=-0.0003179467353090349 0.00026583092059183691 0.00040966734918660038 0.0072814676546611229 1.2818446139112925e-05 -0.0075028903879339045 0.0021531688273361735 -0.0058430938729590797 0.00056645688047240019 2.9398929226397097e-05 -0.0002559648147669204 -0.0034606406313711533 -0.0003577935750194475 0.002078511884367897 -0.0044068617724409591 0.0011913122959476203 -0.0032579656461278069 0.0011822026869682141 0.0013140329416379359 -0.0019729279465600129 0.00036852076877411279 -0.0003882467343210873 0.001253994177384251 -0.0030065796856624527 -0.0015115160538317974 -0.0029079415153743108 -8.4023841541420498e-05 0.0061803617036687575 0.0042849863045391779 -0.0052964086273962277 -0.00035458977593476326 -2.0262862715437537e-05 -0.0011993659327413557 -0.0023087206733634533 -0.0014134278822825184 0.0001542987204849963 0.0092359620792735325 0.001817775380778022 -0.00012742880321032365 -0.010728613407616256 -0.0043946625867239053 -0.009941316632361712 0.0022142802118487155 0.0005660464455544325 -0.00027295920230932552 -0.0018043069407863194 leaf_count=37314 96649 25659 83 306667 150 772 169 559 3116 14754 651 5697 542 2015 1030 381 5132 475 2542 213 78003 7974 299 7128 1310 84677 331 231 1592 3231 17592 1869 1850 360 99557 56 384 740 240 482 100 3092 74071 29736 5169 internal_value=0 -0.000847724 -0.00193015 -0.00108571 0.00495423 -0.00262062 0.0106503 -0.0315542 -0.0397815 0.0110133 -0.00953388 -0.0306842 -0.0570659 -0.0726441 -0.00589435 0.0145775 -0.00490739 -0.0632844 -0.0728978 -0.084268 -0.00207313 -0.00613175 -0.0134119 -0.0142227 -0.0117787 0.000496908 0.0679955 0.0046977 -0.12681 0.021651 0.00688596 -0.0229828 0.00483291 0.00185267 0.00313474 -0.0539671 -0.0571149 -0.0796499 -0.131736 -0.17811 0.0155417 0.0502389 0.0149741 -0.0123651 -0.0358013 internal_count=924644 827995 695475 625959 126839 499120 89525 9269 8497 89375 69516 10206 4509 3967 59310 74621 58659 5381 4906 4347 489851 183184 87302 86441 79313 95882 861 530 1805 11205 22724 1952 132520 103669 101463 1906 2206 1822 1082 722 28851 3192 74452 35935 6199 shrinkage=0.0364949 Tree=138 num_leaves=46 num_cat=0 split_feature=18 16 16 26 9 5 17 16 5 5 23 19 26 17 20 16 14 23 4 17 25 21 17 14 23 19 1 29 7 28 9 28 5 7 5 9 12 19 28 4 17 28 18 21 12 split_gain=5.5312 5.15841 4.68712 7.26801 6.20252 7.39756 5.29518 5.4755 4.62958 5.91136 6.3605 4.30912 4.27525 4.02814 7.32284 5.96711 5.85495 3.94962 4.40401 3.89786 6.13104 8.69254 10.1021 10.0794 16.834 10.6165 16.9494 11.6864 9.79811 11.0744 9.02242 8.85674 8.47508 6.93881 11.5355 8.48996 8.44785 6.20601 6.1542 6.07428 7.62882 5.81564 5.80628 16.5259 10.0537 threshold=6.5000000000000009 165.61612006137327 98.086482314953741 1.0526603158182108 0.94872052674184193 211.54592132568362 39.167569534027933 141.92473643108164 78.229911804199233 51.520542144775398 0.24287384722773347 2753.5000000000005 0.25700117639369979 109.83560994938681 1.0714469335291958 144.74331181575278 133.62129633665003 1.217039773903005 42.174707412719734 36.506511747336816 3171.2500000000005 1.5000000000000002 59.509196301335258 36.099414981382274 1.47470543751775 4335.0000000000009 2667.5000000000005 1.0915685152668997 -55.304843902587884 23420.750000000004 0.97343853751660037 16283.500000000002 198.99742126464847 -67.332862854003892 142.42979431152347 0.94445617492492506 305.12846301849612 388.75000000000006 23420.750000000004 64.002315521240249 52.715104765070727 2258.5000000000005 1.5000000000000002 2.5000000000000004 145.12489168102789 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 7 -4 9 12 -11 -10 -6 15 16 -8 -15 -5 -19 -3 38 22 37 -23 25 26 -25 30 29 31 39 -24 33 34 35 36 -27 -22 41 -28 -41 -21 -43 44 -44 right_child=-2 19 6 17 8 -7 13 -9 11 10 -12 -13 -14 14 -16 -17 -18 18 -20 20 21 23 28 24 -26 32 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 42 43 -45 -46 leaf_value=-0.0018359492698750101 0.0041636763457644915 0.00032986344255204412 -0.00071403842436292822 0.0053252395845004895 -0.0008239300528103202 0.0077750811682198682 -0.00182791216713104 0.00043384223051620306 0.010681703394729656 0.010565818064545743 -0.0076067543919216838 0.002301046518970304 0.0034760725276803627 0.0013785187460114616 -0.0067948255283459781 -0.00055655092792011363 -0.012694049420490178 0.0035021590078753739 -0.0060715215364148759 9.6627911564280597e-06 -0.0088205920008906941 0.00072076539920990206 -0.0022473879335550197 0.00016388982013701222 0.00042532853965589255 0.00040709299208918631 -0.012030071659331808 -0.0014838600040321046 0.0033593420666619732 0.0053606975975921678 -0.0010047109923895091 -0.014909038058617331 -0.01006833234728376 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4749 3838 2015 61616 24151 1823 1473 207 350 1266 37465 2732 34733 2568 911 280 857854 805956 27219 18782 8437 6390 4258 1816 1329 2721 790 1027 564 2442 2281 659 492 304 16061 778737 888 92 778697 13911 1071 232 shrinkage=0.0364949 Tree=139 num_leaves=46 num_cat=0 split_feature=0 16 22 27 28 25 10 21 7 19 21 27 25 27 19 4 28 27 25 28 7 4 14 6 5 20 14 16 6 21 27 6 14 25 27 8 27 21 10 22 27 19 20 21 24 split_gain=5.44778 5.98315 4.77952 8.20145 7.22572 7.16859 7.32841 7.01451 6.73049 5.59776 6.60967 9.81747 7.55398 5.27009 14.2937 8.19252 5.1248 5.66769 6.24025 6.22286 5.17527 6.3185 5.11101 5.00581 4.82706 5.08117 5.75264 7.12941 4.80528 4.55734 12.7993 13.1376 6.4623 7.30756 8.95562 6.99945 6.43396 6.3692 6.47109 7.95505 6.20499 5.88148 5.54692 5.03369 9.01899 threshold=13.500000000000002 168.23617536969996 501.75000000000006 22.500000000000004 465.75000000000006 621.25000000000011 0.79967370287425921 9.5000000000000018 -89.934741973876939 538.25000000000011 1.5000000000000002 1.5000000000000002 1113.2500000000002 2.5000000000000004 883.25000000000011 132.16534423828128 662.25000000000011 4.5000000000000009 583.25000000000011 302.50000000000006 -1.0000000180025095e-35 11.000933647155763 16.983754283569109 0.76923077369198678 26.998850822448734 0.34465498830063612 11.199007898829999 226.87679573834347 0.80555555884642083 9.5000000000000018 45.500000000000007 0.55555555884642083 31.338504937997183 661.25000000000011 23.500000000000004 602.50000000000011 27.500000000000004 14.500000000000002 0.89211736766844674 572.25000000000011 46.500000000000007 383.25000000000006 1.5295222768441961 1.5000000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 9 7 -6 -7 -5 13 10 11 28 16 14 22 -15 17 18 -12 20 -19 -22 -4 24 25 -21 27 -27 -3 30 43 -32 33 34 -31 37 -35 38 41 -40 -34 42 -36 -10 -45 right_child=1 2 8 4 5 6 -8 -9 29 -11 12 -13 -14 15 -16 -17 -18 19 -20 23 21 -23 -24 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62841 2328 60513 1262 762 315 59251 34768 16275 15437 1919 623 550487 500908 220 49579 48903 33156 29916 15747 14878 12186 1082 676 11104 583 500688 450130 shrinkage=0.0364949 Tree=140 num_leaves=46 num_cat=0 split_feature=11 7 5 21 13 1 26 25 7 15 14 13 26 14 7 12 13 1 29 24 17 10 24 25 28 26 24 25 21 14 15 15 14 26 28 22 17 10 28 20 12 22 27 29 24 split_gain=5.69808 8.21136 6.79537 7.76704 12.826 9.42995 13.0624 9.34134 8.55197 8.73845 8.37463 5.94754 5.82642 9.07741 13.1288 11.3068 6.57591 5.79117 5.73798 5.60667 5.52652 5.49681 8.95118 10.9427 7.8347 6.2035 5.24648 9.07051 9.31476 15.3146 7.76202 5.91003 5.90074 11.2818 9.89811 11.5661 5.13099 5.08334 5.21524 5.07853 5.63479 5.98342 5.43227 5.33315 5.29617 threshold=0.8737357413828003 -8.1301016807556135 50.496402740478523 2.5000000000000004 71.216809919835967 1941.5000000000002 1.0814635346346602 2405.7500000000005 -54.855815887451165 0.78500824982645256 15.855609958005976 44.711760038840573 1.0050104392868653 40.561383653609504 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14330 12486 12415 766 1844 11649 shrinkage=0.0364949 Tree=141 num_leaves=46 num_cat=0 split_feature=26 0 29 27 10 21 27 7 27 12 9 11 7 9 22 22 9 21 5 4 26 27 12 5 12 19 23 29 16 11 12 11 20 27 26 19 28 21 16 27 10 4 5 23 1 split_gain=5.4837 5.68287 5.25505 6.85776 5.27011 5.1299 4.6239 5.54375 4.39437 5.93808 4.77434 4.2656 5.24857 8.41017 6.48934 5.69359 5.18409 4.77473 6.57978 5.67133 7.96049 8.01356 9.74883 7.09894 6.26114 5.96461 5.52089 4.49233 4.44857 4.99482 6.93317 6.38472 4.9691 5.55565 4.8448 4.48721 4.32776 5.91377 6.94212 6.08813 5.4233 7.33216 9.00842 6.36066 6.22938 threshold=6.8141187655518882 46.500000000000007 1.4851043910252943 8.5000000000000018 0.77662829428270663 15.500000000000002 6.5000000000000009 -52.241718292236321 8.5000000000000018 224.92388155425121 0.9388791701984589 0.90617083533750209 -0.45835646986961359 0.95290920255817368 275.25000000000006 1241.2500000000002 0.93229020938257789 1.5000000000000002 292.99595642089849 49.000072479248054 0.9335406211141094 3.5000000000000004 355.1665222413705 138.01432037353518 199.85281374238573 7684.0000000000009 0.84902678075013671 0.39538994246107223 228.47130970471682 0.76234711723217485 318.64823227814094 0.81765047482407616 1.1467148912342844 3.5000000000000004 1.0623519181681333 958.25000000000011 729.25000000000011 3.5000000000000004 228.95285787773096 22.500000000000004 0.69889293022310583 119.3946876525879 172.53985595703128 1.4465431888016391 3914.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 4 -4 5 -3 7 -2 -6 10 -10 12 13 17 -14 16 27 -1 19 23 21 26 -23 28 -22 -24 -21 -16 32 -30 -31 -32 -19 35 -35 -34 -26 39 -39 40 -38 43 -43 44 -42 right_child=6 2 3 -5 8 -7 -8 -9 9 -11 -12 -13 14 -15 15 -17 -18 18 -20 20 24 22 25 -25 36 -27 -28 -29 29 30 31 -33 33 34 -36 -37 37 38 -40 -41 41 42 -44 -45 -46 leaf_value=0.00038506869567262001 -0.0073231276897280251 -0.00029146595210203488 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147 86329 8352 13157 22141 266 2517 683 4477 308 32267 86968 5670 181027 2454 24820 302302 54463 111 138 117 255 87 755 492 46 74 18358 25152 14110 46 28 133 2078 7121 80 1172 239 230 25 484 73 128 2204 1065 internal_value=0 -0.00032292 -0.00559553 -0.0201869 -0.00344278 -0.00841371 0.0402276 -0.0244985 0.00382933 0.0104898 0.00933077 0.000846963 -1.18742e-05 0.00296758 -0.00265281 -0.00210594 -0.000984776 -0.00308945 -0.00573319 -0.0054894 -0.0334052 -0.143413 -0.0579875 -0.00365575 -0.0228088 -0.277472 -0.299759 0.0142811 -0.00436249 0.0040035 -0.011002 -0.316293 -0.00951451 -0.0307315 -0.0344284 0.128933 -0.0184223 -0.0262955 -0.133799 -0.0165073 -0.0141064 -0.0318151 -0.21789 -0.0218494 -0.0709563 internal_count=924644 921297 167297 21509 145788 86595 3347 830 59193 37052 36744 754000 667032 313428 353604 347934 323114 132401 110906 110795 6829 600 388 103966 6229 133 212 20812 103211 39336 14184 74 63875 9412 9199 213 6112 5620 469 5151 5126 3954 201 3753 1549 shrinkage=0.0364949 Tree=142 num_leaves=46 num_cat=0 split_feature=0 9 1 21 17 14 23 16 26 7 25 6 20 23 5 26 25 17 29 20 7 25 17 29 29 10 6 16 8 4 18 10 19 5 19 0 4 21 15 29 14 17 25 18 20 split_gain=5.00439 5.35394 6.10394 8.04269 5.65158 5.49144 7.10981 6.08479 5.56112 5.23433 8.17438 4.97431 10.281 5.20906 4.82272 4.66564 4.54821 5.64653 4.70569 4.4985 4.79195 4.58957 4.48317 7.35622 4.36751 4.35339 4.56225 4.13681 4.04385 4.73673 5.1947 4.20536 4.1801 4.02698 3.88792 3.85508 3.81774 3.79389 3.94866 5.01811 3.73728 5.32018 3.81358 5.63712 5.68655 threshold=13.500000000000002 0.96060104721611472 719.50000000000011 2.5000000000000004 53.217105747878399 22.408969564625554 1.6259770992366414 166.96394997552787 3.6240703229311042 -7.09226369857788 248.25000000000003 0.50000001605594357 0.32876391752404382 0.7398282014494354 45.999996185302741 1.1674492082736327 6841.5000000000009 56.667398629376272 0.096516383039005851 1.010490921507871 -3.8140747547149654 338.75000000000006 62.395347363559544 0.34328832632767509 2.3947058131746206 0.85590501877391334 0.89504469774766637 230.83397656956981 590.50000000000011 22.071339607238773 1.5000000000000002 0.89757417328702205 524.25000000000011 40.419685363769538 623.75000000000011 43.000000000000007 23.720364570617679 16.500000000000004 0.40393253244052268 0.80347362728992133 23.204154075728415 54.392090243268797 947.75000000000011 2.5000000000000004 0.95146554829889252 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 4 14 6 19 8 -7 11 -11 12 -5 -13 15 28 18 -18 27 20 -2 -22 40 -24 -8 26 -17 -4 29 30 -3 -30 35 -6 -28 -32 -15 38 -21 -40 -12 42 -42 -44 -45 right_child=1 2 16 9 33 7 24 -9 -10 10 22 13 -14 36 -16 25 17 -19 -20 37 21 -23 23 -25 -26 -27 34 -29 31 -31 32 -33 -34 -35 -36 -37 -38 -39 39 -41 41 -43 43 44 -46 leaf_value=0.00016814731889102004 2.2848406409541026e-05 -0.00055377238062512876 -0.0032446798960275567 -0.0015533887916935999 -0.0011300378235143218 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4672 33748 180 1187 3577 582 159160 2278 887 34344 360 1968 142 162 133 30 5114 1139 2059 249 1698 252 85 724 10585 203 1674 8364 50393 14346 680 70 107 internal_value=0 -0.00117019 0.000766288 -0.00175822 -0.0153394 -0.00492463 -0.0113936 -0.00153691 -0.0260786 7.90352e-05 -0.00219888 0.00817247 0.0355809 0.00526205 -0.00733833 -0.00623376 0.00574314 0.0383892 0.00489103 -0.0103181 -0.00729213 -0.0156493 -0.00188635 -0.0455381 -0.0881534 -0.059167 -0.0412692 -0.156705 -0.00291815 -0.00955954 -0.00570906 0.0214208 0.0239339 -0.0337301 -0.174238 0.047791 0.0102714 -0.0278215 -0.0255865 -0.0170566 -0.00142157 -0.00773674 -0.0125015 -0.0786491 -0.237616 internal_count=924644 736403 485823 322324 38408 250580 86124 164456 9518 283916 221558 62358 5986 56372 26764 26584 163499 4159 159340 84934 72415 35231 220973 2328 1190 1567 1405 180 25017 19654 18515 5363 4481 11644 218 2783 44333 12519 12316 10038 218645 65596 51250 857 177 shrinkage=0.0364949 Tree=143 num_leaves=46 num_cat=0 split_feature=18 26 16 16 17 5 13 11 6 10 28 5 17 29 8 7 17 17 24 12 11 23 7 4 13 9 19 26 18 24 9 8 9 26 6 11 27 9 14 18 22 24 27 26 28 split_gain=5.08287 4.89225 4.96875 6.38233 5.5784 5.54998 11.2906 9.13624 7.92154 12.237 8.44349 7.47679 11.8603 12.0876 7.18783 6.6488 7.60385 6.45456 6.20672 6.17801 7.14896 6.58675 6.12656 9.92015 11.3017 7.99512 7.54877 6.93669 7.65496 5.99741 6.40194 9.65771 6.9679 5.43886 5.42231 5.41635 8.17834 5.43353 5.28615 5.19275 5.18953 7.72434 6.0699 5.18392 5.15997 threshold=6.5000000000000009 6.8141187655518882 146.93370920711439 98.086482314953741 36.506511747336816 82.43915176391603 76.624431862837 0.4682253958665919 0.88461538603712453 0.70456356460783398 8907.5000000000018 58.212081909179695 65.623176177017925 0.54245669148630904 2121.5000000000005 -8.1301016807556135 65.623176177017925 68.061131378923264 16.500000000000004 52.645183950935895 0.7552132748260596 1.2337734971963161 -60.214015960693352 25.00000095367432 57.805426709452327 0.97590468961335264 439.25000000000006 1.3736721205770939 2.5000000000000004 4.5000000000000009 0.95752319786923279 3128.5000000000005 0.98261171917518297 0.56116763065482356 0.32657604697761761 0.49126635704115534 4.5000000000000009 0.94387710150139359 28.830703913777871 2.5000000000000004 317.25000000000006 21.500000000000004 9.5000000000000018 2.3108116320333871 619.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 6 11 -7 14 -10 -11 15 29 -14 38 17 40 43 35 -18 -21 -22 23 25 -25 -19 -24 -28 -29 33 -31 -32 -33 -13 -15 36 -8 -38 -9 -16 41 42 -17 -6 -44 right_child=-2 -3 4 -5 5 7 18 8 9 10 -12 12 13 34 39 16 19 22 -20 20 21 -23 26 24 -26 -27 27 28 -30 30 31 32 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 44 -45 -46 leaf_value=0.0007278132608690371 0.0040423006672765599 0.0013964911387098105 0.00035800376304521368 -0.00075954927537625965 0.00013622826696903313 0.00098449362220787303 0.0041137650751394 -0.0021937146722344598 -0.0013645848368881695 -0.0048301845568598277 -0.015726433986454465 -0.0025836941995628182 0.0040627959900221841 0.0063649085299334798 -0.0004233818910490018 -0.001601924834191503 0.0028222219011597217 -0.0031320255569396698 -0.0043388833042775979 0.00042635513422056582 -0.0033170534144866242 0.0020968553389394545 -0.0050486057178473921 0.0026602400713495716 -0.010434359002938876 0.0055631472901014204 0.0018351508194383072 -0.0066868981320495737 0.0010439655935271304 -0.0016301982915816633 0.00034689458642218126 -0.0057416905705075108 -0.027704354613486269 0.00060746649682217452 -0.0061836838554726083 0.0011779773997081082 -0.0052002590213675896 0.0024409701734483241 -0.012915063248431415 0.003330413277745534 -3.4755505442616474e-05 -0.0078699647011482559 0.00059284517087397788 -0.0020743186692953187 -0.003016600644918997 leaf_count=4669 415 3341 58031 21706 221795 5269 248 2205 1577 302 138 787 204 48 29938 5139 408 1542 293 1301 2958 333 236 1328 94 155 8968 274 452 7594 4612 97 24 7399 1030 16147 575 158 63 499 505536 205 4532 1422 597 internal_value=0 6.82721e-05 -7.03076e-05 -0.0135978 0.000328555 -0.000329199 0.000247977 -0.0118247 -0.0177126 -0.078534 -0.225994 -0.000315034 -0.0185757 -0.111888 -0.0139616 0.000210524 -0.00178484 0.00461067 0.0254259 -0.0405943 -0.0510721 -0.0758803 0.0262283 -0.0124339 0.0491749 -0.064059 0.038372 0.042674 -0.0513425 -0.012744 -0.026678 0.00218855 -0.276694 0.00823865 -0.154129 0.0278946 -0.0442512 -0.0973607 -0.0682705 -0.0099148 -0.00140879 -0.0234419 -0.0196046 0.00334693 0.00473262 internal_count=924644 924229 920888 26375 894513 836482 796491 39991 34722 2017 440 779070 21795 1282 32705 757275 521009 236266 17421 5000 4592 3291 13049 3119 1422 1697 9930 9694 726 20513 12327 4733 121 8186 1078 17128 981 733 2268 30437 516009 10473 10268 223217 5129 shrinkage=0.0364949 Tree=144 num_leaves=46 num_cat=0 split_feature=18 26 0 14 23 26 30 24 12 10 21 13 17 16 21 16 30 24 1 16 21 13 15 28 17 16 24 14 6 13 23 25 24 21 14 22 24 12 26 22 25 18 24 25 17 split_gain=4.61678 4.51732 4.47278 4.50994 5.87483 4.94338 5.6769 4.83311 4.7247 4.41024 5.57839 5.29965 4.38587 7.87401 4.24536 4.15189 4.06498 3.74052 11.3812 7.04283 7.92489 6.80925 8.74594 6.43784 6.35461 7.6756 5.73734 9.64174 7.88835 6.0873 6.91355 20.0067 11.8456 6.06146 11.041 8.771 8.12047 7.74686 9.21931 8.7857 11.223 11.0218 7.20775 5.72275 6.26149 threshold=6.5000000000000009 6.8141187655518882 40.500000000000007 20.150085965006099 0.98754347642096874 1.4386208401611102 1.0000000180025095e-35 5.5000000000000009 443.85638507985396 0.77508561932585851 15.500000000000002 35.008762607840943 55.698544044147987 220.79564505354799 18.500000000000004 159.94899527186763 2.5000000000000004 8.5000000000000018 4273.5000000000009 216.69103278220254 7.5000000000000009 39.827213242248483 0.79857884678797098 1188.2500000000002 49.835688481976284 224.55698386951431 20.500000000000004 19.000427230659341 0.6306675018803477 46.283115110868508 0.98982126624557987 559.25000000000011 23.500000000000004 12.500000000000002 32.724859941802258 389.25000000000006 22.500000000000004 114.11574669941304 1.0437269171538768 582.25000000000011 653.25000000000011 3.5000000000000004 30.500000000000004 821.25000000000011 56.953853494310138 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 14 4 -4 9 7 8 -7 10 12 -12 -5 15 17 -14 -8 -1 19 20 23 22 -22 -19 25 -21 -27 29 -29 30 -28 -32 -33 36 35 -35 -30 38 42 -40 41 -41 -38 -26 -45 right_child=-2 -3 3 5 -6 6 16 -9 -10 -11 11 -13 13 -15 -16 -17 -18 18 -20 24 21 -23 -24 -25 43 26 27 28 33 -31 31 32 -34 34 -36 -37 37 -39 39 40 -42 -43 -44 44 -46 leaf_value=0.00014531782181483553 0.0038740974192885205 0.0013392839731517765 -0.00023528534118183775 -0.0002478139534430496 -0.0011831893351860747 0.0010267602275773266 -0.0019529541806048425 -0.00054329536215048588 -0.0015563056535114431 0.00024779961094766734 -0.0062789432124685822 0.0056829883538462482 -0.0017799085020724979 -0.0064994348883509259 0.0029593451464797983 0.00039175931550194324 -0.0001683288514310771 -0.00041294875146037738 -0.014439854931777863 -0.00057091944101983288 -0.0003590833728328861 0.0015432374119274507 0.00093383923084009162 -0.0048332273433339982 0.00058262263806181061 0.00017191484736446335 -0.0015335356162146242 0.00046460944119226436 -0.00037691812293682257 0.0040477090119515492 -0.0025086304802686941 -0.022881341182300965 -0.004854108739262411 -0.014096167523558786 -0.01594929238907114 0.0005831285418177102 -0.0010329020485550556 0.0027973650216407018 -0.0024080522130562297 -0.0092914243554853213 -0.0020055930898112881 -0.023464762716615385 -0.016090874102212414 -0.00048890627679211906 -0.0058114604500935935 leaf_count=278818 410 3345 42134 82243 10977 5807 5025 16286 1126 68653 330 58 1220 228 666 30136 2569 89598 73 27229 23960 4400 9826 441 41777 150489 2028 11995 2754 188 722 119 82 55 56 3789 1121 256 477 371 216 91 44 2114 342 internal_value=0 1.56313e-05 -0.000117611 -0.00356841 -0.0118153 -0.00151863 -0.013236 -0.0054735 0.016639 0.000455738 -0.00335168 -0.123053 -0.00294365 0.00707297 0.00128989 0.00841936 -0.0369702 0.00120856 -0.00085556 -0.000778609 -0.00678873 0.0052831 0.000464119 -0.0119085 0.0023501 -2.62368e-05 0.00240581 -0.0118305 -0.00418024 -0.0635592 -0.0746742 -0.14642 -0.425455 -0.0261572 0.00380119 0.0102233 -0.048078 -0.0884367 -0.106653 -0.169964 -0.243118 -0.331091 -0.0438859 0.0132066 -0.0337054 internal_count=924644 924234 920889 266792 53111 213681 30813 23219 6933 182868 114215 388 113827 31584 654097 31356 7594 653431 374613 374540 128225 38186 33786 90039 246315 202082 174853 24364 21225 3139 2951 923 201 9230 3900 3844 5330 2576 2320 1155 678 462 1165 44233 2456 shrinkage=0.0364949 end of trees feature importances: Column_16=628 Column_17=505 Column_0=324 Column_29=315 Column_20=300 Column_27=285 Column_11=272 Column_25=247 Column_14=235 Column_9=232 Column_21=227 Column_28=209 Column_26=206 Column_7=194 Column_22=191 Column_24=172 Column_13=163 Column_30=163 Column_23=161 Column_5=160 Column_1=158 Column_12=149 Column_4=140 Column_32=137 Column_10=127 Column_6=119 Column_19=114 Column_15=112 Column_18=104 Column_8=86 Column_2=43 Column_33=26 Column_31=21 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0364949] [num_leaves: 46] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 4060] [feature_fraction: 0.844883] [feature_fraction_seed: 16246] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 3169] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 107] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_22.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325277] [0:40080.375] [0:1] [0:542] [0:900.39019775390625] [0:1] [-90:90] [1:387043] [0.22962962962962963:1] [0:1] [0.12301587301587301:1] [0:3660.5037508062173] [0:1059.453814230287] [0:575.97755000235315] [0:1] [0:255] [0:127.5] [1:8] [50:328009] [9.7307817061303918e-06:8.5049504950495045] [1:22] [50:328009] [9.7307817061303918e-06:25.666333666333667] [1:40] [50:328009] [9.7307817061303918e-06:83.418199187962742] [1:66] [50:328009] [9.7307817061303918e-06:156.7767441860465] [0:3] [1:18] [1:18] [0:3] tree_sizes=666 687 695 689 691 691 693 693 690 693 700 692 692 694 697 698 692 695 696 695 701 691 699 691 692 692 696 694 699 693 696 700 700 694 706 690 696 702 689 700 702 699 695 703 695 700 684 697 699 694 688 697 705 698 697 689 697 696 683 704 699 699 692 686 696 682 691 697 684 690 694 700 700 689 695 679 671 697 674 699 690 689 670 688 684 695 704 671 703 674 681 687 691 695 689 678 700 674 682 679 698 682 678 693 693 691 705 688 692 690 696 667 695 693 686 687 685 681 686 704 695 687 692 676 686 692 696 686 692 670 698 678 700 691 698 699 673 693 697 694 677 688 701 693 668 685 697 681 702 675 698 695 686 674 678 672 687 677 694 678 667 701 676 704 691 695 699 712 690 693 693 695 666 670 701 684 694 693 677 667 682 703 696 Tree=0 num_leaves=7 num_cat=0 split_feature=26 32 2 1 32 2 split_gain=12986.5 3500.02 2485.6 1149.1 734.623 659.182 threshold=0.71859987379611179 1.5000000000000002 26.443376068376072 576.50000000000011 1.5000000000000002 16.043015726179465 decision_type=2 2 2 2 2 2 left_child=1 5 3 -2 -4 -1 right_child=2 -3 4 -5 -6 -7 leaf_value=0.51198653106396319 0.52859247661980646 0.47994450695293672 0.55304052428590511 0.54115490406823852 0.52524412509005569 0.52976558766979798 leaf_count=102445 145001 45662 234516 299269 13488 38483 internal_value=0 -0.234041 0.0632101 0.0184406 0.143409 -0.156082 internal_count=878864 186590 692274 444270 248004 140928 shrinkage=1 Tree=1 num_leaves=7 num_cat=0 split_feature=16 20 16 16 31 20 split_gain=20674.1 4821.57 2747.28 2462.68 1117.85 875.762 threshold=213.99347968179575 0.57994436117855919 228.58292585967007 195.78659788918836 1.5000000000000002 0.6469943240454078 decision_type=2 2 2 2 2 2 left_child=3 4 -3 -1 -2 -5 right_child=1 2 -4 5 -6 -7 leaf_value=-0.031381128763796659 0.007087587252314744 0.0082945113377995948 0.025403074896945359 -0.034866716547678318 -0.048688157501413351 -0.008941089422108698 leaf_count=178555 6444 249780 253881 19761 19129 151314 internal_value=0 0.124567 0.146074 -0.188795 -0.299027 -0.103054 internal_count=878864 529234 503661 349630 25573 171075 shrinkage=0.115821 Tree=2 num_leaves=7 num_cat=0 split_feature=29 20 11 14 11 20 split_gain=8441.25 1663 1384.48 1036.65 762.707 663.275 threshold=0.71059989057135675 0.51811781612558205 0.87419561886620578 21.977373521874899 0.85718448218448229 0.73718756055028101 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 -3 -5 right_child=2 4 -4 5 -6 -7 leaf_value=-0.037925874048153431 -0.0059256457940756388 -0.019514869466173246 0.015664456712361673 -0.020814718835164558 0.00044594181581190782 0.0068812882931775258 leaf_count=57560 127087 100465 154195 11952 34496 393109 internal_value=0 -0.185138 0.0518113 0.0276349 -0.124441 0.0523573 internal_count=878864 192521 686343 532148 134961 405061 shrinkage=0.115821 Tree=3 num_leaves=7 num_cat=0 split_feature=16 33 16 16 33 16 split_gain=14985.1 3070.27 2145.05 1697.78 685.908 387.347 threshold=216.11540046927519 2.5000000000000004 198.87799895914654 230.47609592282296 2.5000000000000004 173.46621118632103 decision_type=2 2 2 2 2 2 left_child=2 3 5 -2 -4 -1 right_child=1 -3 4 -5 -6 -7 leaf_value=-0.031560309015124903 0.0088264368598143742 -0.032473996070932723 -0.006642020235175787 0.022689065586960287 -0.040211654306411444 -0.021215348654215049 leaf_count=84678 264799 18973 173512 214524 8568 113810 internal_value=0 0.114159 -0.149372 0.129776 -0.0709861 -0.221278 internal_count=878864 498296 380568 479323 182080 198488 shrinkage=0.115821 Tree=4 num_leaves=7 num_cat=0 split_feature=1 32 32 2 11 11 split_gain=5501.57 1621.51 1444.5 1261.71 724.839 487.104 threshold=436.50000000000006 1.5000000000000002 1.5000000000000002 30.954451345755697 0.86082255339394831 0.84716665866551455 decision_type=2 2 2 2 2 2 left_child=1 5 3 4 -2 -1 right_child=2 -3 -4 -5 -6 -7 leaf_value=-0.017303312522488703 -0.00049548949287393752 -0.040118646652133258 -0.019489328713964124 0.01330473135867484 0.0097105641005299174 -0.0031649562343750866 leaf_count=97253 326457 35572 31679 207937 130727 49239 internal_value=0 -0.154871 0.0403551 0.0502918 0.0209187 -0.108367 internal_count=878864 182064 696800 665121 457184 146492 shrinkage=0.115821 Tree=5 num_leaves=7 num_cat=0 split_feature=16 16 16 1 30 30 split_gain=10857.7 1912.42 1073.04 942.516 647.577 451.97 threshold=212.44918314608398 225.70670426786378 189.26312451719318 172.50000000000003 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 left_child=2 4 -1 -3 -2 -5 right_child=1 3 -4 5 -6 -7 leaf_value=-0.024196273679670255 0.0044054662038358556 -0.033359517442777036 -0.01085451268009806 0.017844945596912749 -0.012649640911023309 0.0032935100415608831 leaf_count=143328 189092 5189 185555 288445 35466 31789 internal_value=0 0.0857668 -0.143919 0.134751 0.01478 0.141602 internal_count=878864 549981 328883 325423 224558 320234 shrinkage=0.115821 Tree=6 num_leaves=7 num_cat=0 split_feature=29 17 32 14 17 11 split_gain=3800.6 2872.31 1189.27 532.124 364.478 344.877 threshold=0.64093214859767578 49.212564654236765 1.5000000000000002 20.300810069496922 43.336950382068473 0.86698763398635792 decision_type=2 2 2 2 2 2 left_child=2 3 5 -2 -5 -1 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.013782153931642623 -0.0011659038727272833 -0.0041791491357005576 -0.033183727551441645 0.016077740168398531 0.0084239982605426502 0.0012311094044917493 leaf_count=88653 46432 341000 41428 159207 175435 26709 internal_value=0 0.0305906 -0.141175 0.0902525 0.104172 -0.0889842 internal_count=878864 722074 156790 381074 334642 115362 shrinkage=0.115821 Tree=7 num_leaves=7 num_cat=0 split_feature=20 0 14 32 14 12 split_gain=3181.71 2195.99 1174.4 714.803 407.874 319.881 threshold=0.66889037234831639 40.500000000000007 20.021745349484195 1.5000000000000002 20.623338237597434 102.23401871576776 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 -3 -4 right_child=1 4 5 -5 -6 -7 leaf_value=-0.0096045929234965365 -0.0042983505151546345 -0.018163645671160734 0.0052733398131430513 -0.029474169845085801 -0.0049398590220990192 0.011610488106992259 leaf_count=47553 110290 37462 179040 49642 189875 265002 internal_value=0 0.0213012 0.0552445 -0.170547 -0.0614652 0.0781838 internal_count=878864 781669 554332 97195 227337 444042 shrinkage=0.115821 Tree=8 num_leaves=7 num_cat=0 split_feature=16 32 16 16 16 32 split_gain=7015.75 1687.77 1178.14 503.276 360.696 287.068 threshold=208.98335721400457 1.5000000000000002 223.69663948256473 178.88124545234055 236.21221998853724 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 -4 -5 right_child=1 -3 4 5 -6 -7 leaf_value=-0.021384755168803768 0.0019405406654358819 -0.016393880205185184 0.010648443327319594 -0.0097984700613067219 0.018989070584692354 -0.025504312998541365 leaf_count=101890 207730 38018 249094 168428 96498 17206 internal_value=0 0.0622681 0.0762719 -0.128165 0.112047 -0.097169 internal_count=878864 591340 553322 287524 345592 185634 shrinkage=0.115821 Tree=9 num_leaves=7 num_cat=0 split_feature=20 0 1 32 0 11 split_gain=2045.14 1494.03 850.91 521.894 245.989 239.388 threshold=0.69541957858981263 45.000000000000007 498.50000000000006 1.5000000000000002 28.000000000000004 0.82892636684303367 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 -4 -3 right_child=1 5 4 -5 -6 -7 leaf_value=-0.0072201717220695258 -0.0032839453565469859 -0.011032201928237095 0.0092453503732695379 -0.02352613339863124 0.0038271899345677335 -0.0019919110551080005 leaf_count=54272 137181 104228 282115 51144 186855 63069 internal_value=0 0.0178318 0.0409214 -0.130643 0.0611854 -0.0658268 internal_count=878864 773448 606151 105416 468970 167297 shrinkage=0.115821 Tree=10 num_leaves=7 num_cat=0 split_feature=23 31 2 11 11 12 split_gain=1645.03 496.999 473.548 296.329 239.604 234.215 threshold=0.78208698111509645 1.5000000000000002 45.205263157894741 0.8518649762448488 0.87880189499060923 82.059397513309008 decision_type=2 2 2 2 2 2 left_child=1 4 3 5 -1 -2 right_child=2 -3 -4 -5 -6 -7 leaf_value=-0.0079977402612265453 -0.0087065650331302862 -0.018605483593020989 0.0084094364634046109 0.0049291768630889757 0.0043122538923883813 0.00025308015817451812 leaf_count=112662 44747 56012 150325 176712 26130 312276 internal_value=0 -0.0811303 0.02303 0.00906671 -0.0490427 -0.00751043 internal_count=878864 194804 684060 533735 138792 357023 shrinkage=0.115821 Tree=11 num_leaves=7 num_cat=0 split_feature=16 32 16 17 16 16 split_gain=4690.65 916.087 776.545 368.525 394.875 256.166 threshold=208.64899012236478 1.5000000000000002 223.15528851788085 77.441085638235947 177.83091157359453 234.75670978046415 decision_type=2 2 2 2 2 2 left_child=3 2 -2 4 -1 -4 right_child=1 -3 5 -5 -6 -7 leaf_value=-0.019664235081587652 0.0012913702075899355 -0.011467143788305715 0.0080399620869900188 0.0034682480267815129 -0.010188773676052048 0.014581791288863897 leaf_count=88604 201222 38347 232875 18699 176563 122554 internal_value=0 0.0504908 0.0607896 -0.105739 -0.115307 0.0888926 internal_count=878864 594998 556651 283866 265167 355429 shrinkage=0.115821 Tree=12 num_leaves=7 num_cat=0 split_feature=16 32 16 16 17 20 split_gain=3689.07 665.376 512.33 398.268 292.53 240.186 threshold=211.35441622295912 1.5000000000000002 231.27067743985313 191.39349521001265 92.537276295698135 0.63098455683879828 decision_type=2 2 2 2 2 2 left_child=3 2 -2 4 -1 -3 right_child=1 5 -4 -5 -6 -7 leaf_value=-0.015513816458069237 0.0039155843481177019 -0.016928833667080624 0.011407065507335536 -0.0060084558879179989 0.0059360976504789541 0.0027692137588229953 leaf_count=144725 335487 22579 192853 161023 9063 13134 internal_value=0 0.0484875 0.0574171 -0.0866371 -0.123032 -0.0836168 internal_count=878864 564053 528340 314811 153788 35713 shrinkage=0.115821 Tree=13 num_leaves=7 num_cat=0 split_feature=16 16 20 16 17 32 split_gain=2956.12 642.913 395.317 277.974 256.924 197.564 threshold=218.54493928897452 201.6108408856978 0.50614305584008112 236.62270743466129 86.427178573794833 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 4 -2 -4 -1 -3 right_child=2 5 3 -5 -6 -7 leaf_value=-0.012369452691814171 -0.011210975199970998 -0.0011985713077134993 0.0055613322656711435 0.01268214347107653 0.0046373868537239928 -0.014339937067271658 leaf_count=206171 16485 183108 350648 93055 12647 16750 internal_value=0 -0.0608609 0.0552613 0.0609107 -0.0983113 -0.0198577 internal_count=878864 418676 460188 443703 218818 199858 shrinkage=0.115821 Tree=14 num_leaves=7 num_cat=0 split_feature=16 16 32 17 16 16 split_gain=2313.1 486.037 345.034 211.139 204.864 173.41 threshold=218.13524489109727 202.06271419822824 1.5000000000000002 86.427178573794833 233.22797670857008 162.82994728304951 decision_type=2 2 2 2 2 2 left_child=1 3 4 5 -2 -1 right_child=2 -3 -4 -5 -6 -7 leaf_value=-0.016744816228701727 0.0045556197445636012 -0.0020050899847873153 -0.0069278171849815754 0.0045223399897123037 0.0098074052520486198 -0.0089784481509048979 leaf_count=50929 286179 189557 27771 12688 152858 158882 internal_value=0 -0.0545212 0.0482829 -0.0862215 0.0551206 -0.0937968 internal_count=878864 412056 466808 222499 439037 209811 shrinkage=0.115821 Tree=15 num_leaves=7 num_cat=0 split_feature=20 17 12 17 17 1 split_gain=601.005 569.538 198.32 110.609 109.072 89.4899 threshold=0.59797208728506446 48.774447915196731 74.056349186104072 77.441085638235947 53.867411646543012 681.50000000000011 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -3 -4 right_child=1 3 5 -5 -6 -7 leaf_value=-0.0096329962058617075 -0.0049175645423754381 -0.00085709533573348983 0.0024107206352547731 0.0069298019246639845 -0.004806129395109892 0.0061657418479725183 leaf_count=79029 30505 221069 133775 17317 162999 234170 internal_value=0 0.00824122 0.035024 -0.0183457 -0.0218706 0.0414477 internal_count=878864 799835 398450 401385 384068 367945 shrinkage=0.115821 Tree=16 num_leaves=7 num_cat=0 split_feature=32 17 12 2 17 17 split_gain=544.569 421.79 173.996 132.1 83.7759 82.8827 threshold=1.5000000000000002 50.642727877956759 69.23097038856281 50.438750000000006 44.817285378521525 77.441085638235947 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -2 -4 -3 right_child=3 5 4 -5 -6 -7 leaf_value=-0.0044054048979181425 -0.012497001447961006 -0.0028390836477845583 0.0052062666085472024 0.00058365534580945776 0.0020295832339820696 0.0052902492376009228 leaf_count=39244 54599 308911 225743 12781 219793 17793 internal_value=0 0.00708169 0.0257977 -0.0864765 0.0314204 -0.0206901 internal_count=878864 811484 484780 67380 445536 326704 shrinkage=0.115821 Tree=17 num_leaves=7 num_cat=0 split_feature=16 16 9 20 0 16 split_gain=1573.93 331.065 180.876 161.578 144.154 128.42 threshold=204.07500631113285 222.04816348621105 0.93628136681552365 0.38786043434619949 35.000000000000007 238.85753256123098 decision_type=2 2 2 2 2 2 left_child=2 -2 -1 -3 -4 -5 right_child=1 3 4 5 -6 -7 leaf_value=-0.015088729574715919 -0.00037732968077714676 -0.0098870348117160462 -0.003289881167260669 0.0045252603441880441 -0.0095301378311819247 0.010365368037118497 leaf_count=40228 241605 9473 94351 328692 104836 59679 internal_value=0 0.0259404 -0.0691145 0.0436721 -0.0567622 0.0468195 internal_count=878864 639449 239415 397844 199187 388371 shrinkage=0.115821 Tree=18 num_leaves=7 num_cat=0 split_feature=16 16 0 33 9 33 split_gain=1213.88 266.753 142.516 129.967 123.006 106.942 threshold=203.7002822286963 222.04816348621105 29.500000000000004 2.5000000000000004 0.93435766279756061 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=2 5 -1 -3 -4 -2 right_child=1 3 4 -5 -6 -7 leaf_value=-0.0034723076204397178 0.00014039494896841485 0.0048571464215910586 -0.01742978796708396 -0.006441075765628127 -0.0079427669147675538 -0.011178153134092964 leaf_count=89681 233137 383791 21489 14162 124841 11763 internal_value=0 0.0224852 -0.0613693 0.0384652 -0.0806069 -0.00348172 internal_count=878864 642853 236011 397953 146330 244900 shrinkage=0.115821 Tree=19 num_leaves=7 num_cat=0 split_feature=0 32 14 0 23 9 split_gain=418.99 247.906 170.717 120.551 78.3173 72.6298 threshold=35.000000000000007 1.5000000000000002 20.156277600668023 49.500000000000007 0.55966543711652295 0.94373069707944646 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 -4 -3 -5 right_child=2 4 3 5 -6 -7 leaf_value=0.0026130970776860481 -0.008590810025455543 -0.010830176128461575 -0.00024048030696702249 -0.012576752413468796 -0.00043949853214052855 -0.003920787225720198 leaf_count=516164 65691 24846 173644 16173 15995 66351 internal_value=0 0.0166272 -0.0286938 -0.0170312 -0.0583725 -0.0484988 internal_count=878864 557005 321859 256168 40841 82524 shrinkage=0.115821 Tree=20 num_leaves=7 num_cat=0 split_feature=30 1 20 17 2 30 split_gain=282.737 206.412 118.193 96.2337 86.4076 80.5805 threshold=1.0000000180025095e-35 681.50000000000011 0.59797208728506446 39.866026809513237 15.155048076923078 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=1 4 -2 -3 -1 -4 right_child=2 3 5 -5 -6 -7 leaf_value=-0.0022610873153806185 -0.0097183449194759505 0.0068111859653954337 -0.0066193382476728447 0.0019606992955196008 0.001250397738715998 0.00072296733817740647 leaf_count=250603 46227 68161 34858 281379 150432 47204 internal_value=0 0.00733239 -0.0434672 0.0250952 -0.00814962 -0.020686 internal_count=878864 750575 128289 349540 401035 82062 shrinkage=0.115821 Tree=21 num_leaves=7 num_cat=0 split_feature=16 31 16 16 17 17 split_gain=833.737 201.095 122.68 120.896 86.0942 75.6719 threshold=203.2872494053687 1.5000000000000002 220.74035329095111 165.81627273934407 92.537276295698135 81.523274279880226 decision_type=2 2 2 2 2 2 left_child=3 2 -2 4 -1 -5 right_child=1 -3 -4 5 -6 -7 leaf_value=-0.011533174962340353 0.00051981687682389158 -0.0029535334738618677 0.0041717599004911085 -0.0048872453110133246 0.0037863919849384243 0.0063174585269320715 leaf_count=58381 184601 89514 372173 160306 5374 8515 internal_value=0 0.018492 0.0255648 -0.051328 -0.0884285 -0.0373171 internal_count=878864 646288 556774 232576 63755 168821 shrinkage=0.115821 Tree=22 num_leaves=7 num_cat=0 split_feature=16 16 32 9 17 16 split_gain=661.458 131.795 123.018 119.918 115.292 71.6504 threshold=207.01664150348157 232.90120614180105 1.5000000000000002 0.94110391413325034 70.592199365609744 165.81627273934407 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 5 -5 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.0099813255472633311 0.0015649352912626049 0.0048442890604039265 -0.0061734147216496917 -0.0086474306802271639 0.0059458606510688281 -0.003268869080676791 leaf_count=49065 412657 169794 29530 41912 15614 160292 internal_value=0 0.0181435 0.00904979 -0.0415164 -0.0314559 -0.0378491 internal_count=878864 611981 442187 266883 217818 202204 shrinkage=0.115821 Tree=23 num_leaves=7 num_cat=0 split_feature=16 31 16 9 17 25 split_gain=518.081 135.622 91.2318 85.6301 77.1302 75.1546 threshold=203.2872494053687 1.5000000000000002 239.69625918336752 0.91615472857218339 77.441085638235947 262.25000000000006 decision_type=2 2 2 2 2 2 left_child=3 2 5 -1 -5 -2 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.011105478130109038 -0.02365401131872891 -0.0025097333208886205 0.0074244360608364387 -0.0045312326755417827 0.0042760082585485909 0.0019955265246633003 leaf_count=24946 1537 89318 43821 193400 14327 511515 internal_value=0 0.0145047 0.0203067 -0.0405262 -0.0338781 0.016566 internal_count=878864 646191 556873 232673 207727 513052 shrinkage=0.115821 Tree=24 num_leaves=7 num_cat=0 split_feature=0 1 9 32 1 4 split_gain=237.21 88.2403 93.7918 85.0617 61.3219 53.267 threshold=33.000000000000007 666.50000000000011 0.93435766279756061 1.5000000000000002 3735.5000000000005 27.000001907348636 decision_type=2 2 2 2 2 2 left_child=3 -2 4 -1 -3 -5 right_child=1 2 -4 5 -6 -7 leaf_value=0.0019926042304082032 -0.0042331975492179907 -0.0096064225868638178 0.00063682716236132682 -0.0057565958132221552 0.00074440411003037679 0.0052629263098439667 leaf_count=484625 167520 22485 154205 31113 11659 7257 internal_value=0 -0.0198526 -0.00500209 0.0136157 -0.0524255 -0.031708 internal_count=878864 355869 188349 522995 34144 38370 shrinkage=0.115821 Tree=25 num_leaves=7 num_cat=0 split_feature=13 17 9 11 17 1 split_gain=115.78 81.0904 119.734 93.8604 51.1012 42.1296 threshold=24.7806239792098 46.324847806285504 0.93960153067908736 0.68227273232328856 65.753373447123991 7582.5000000000009 decision_type=2 2 2 2 2 2 left_child=-1 5 -3 4 -4 -2 right_child=1 2 3 -5 -6 -7 leaf_value=-0.0036240147518134956 0.0016495811669189691 -0.0047621127733170378 0.0029309323971054139 -0.0002945316908901822 0.011585534390498021 0.00726952128255412 leaf_count=103661 273960 72574 35358 361819 12348 19144 internal_value=0 0.00429476 -0.00368003 0.00295421 0.0446469 0.0174118 internal_count=878864 775203 482099 409525 47706 293104 shrinkage=0.115821 Tree=26 num_leaves=7 num_cat=0 split_feature=16 16 0 29 32 16 split_gain=369.279 132.884 81.8185 65.5012 56.4706 46.4027 threshold=189.26312451719318 220.3496491434816 43.000000000000007 1.5311706589836225 1.5000000000000002 240.31403914468908 decision_type=2 2 2 2 2 2 left_child=2 3 -1 4 -2 -3 right_child=1 5 -4 -5 -6 -7 leaf_value=-0.0031751910970093007 0.000172745268149275 0.001958979738564676 -0.0088584372939129515 -0.006997162917752593 -0.0056550422689197232 0.0058965204320541422 leaf_count=87920 260827 384298 55388 21209 24390 44832 internal_value=0 0.00910772 -0.0463797 -0.00679822 -0.00281133 0.0204656 internal_count=878864 735556 143308 306426 285217 429130 shrinkage=0.115821 Tree=27 num_leaves=7 num_cat=0 split_feature=16 16 17 16 17 26 split_gain=289.983 85.812 61.8419 72.0878 69.101 65.7977 threshold=197.87809901026924 224.55337915078005 92.537276295698135 154.76337301587304 46.499961752832654 0.80275976046234965 decision_type=2 2 2 2 2 2 left_child=2 -2 3 -1 -5 -4 right_child=1 -3 5 4 -6 -7 leaf_value=-0.0091981158686122045 -0.00019758997932146775 0.0023909806749610701 -0.006682509091966311 0.0013576541576454824 -0.0046792473985525218 0.012822157227746654 leaf_count=34801 337902 349459 3859 32714 114311 5818 internal_value=0 0.00965678 -0.0343447 -0.0384904 -0.0288031 0.0435506 internal_count=878864 687361 191503 181826 147025 9677 shrinkage=0.115821 Tree=28 num_leaves=7 num_cat=0 split_feature=16 31 16 0 17 16 split_gain=228.515 96.2794 67.3678 57.1313 48.8493 43.4735 threshold=184.54620048195926 1.5000000000000002 220.3496491434816 45.000000000000007 70.592199365609744 244.98691005858657 decision_type=2 2 2 2 2 2 left_child=3 2 4 -1 -2 -4 right_child=1 -3 5 -5 -6 -7 leaf_value=-0.0028380373145219942 -0.00044107682433307168 -0.0024413825664608671 0.0020697692330516248 -0.0081094667483579408 0.0072719541430039374 0.0094706895435689685 leaf_count=80842 258090 108474 367126 41861 11506 10965 internal_value=0 0.00649377 0.0111116 -0.040031 -0.000966102 0.0197236 internal_count=878864 756161 647687 122703 269596 378091 shrinkage=0.115821 Tree=29 num_leaves=7 num_cat=0 split_feature=16 29 16 29 25 16 split_gain=186.134 60.7785 56.0023 62.0314 55.2087 52.4473 threshold=207.01664150348157 0.19097945107512357 165.81627273934407 1.6094163828436185 262.25000000000006 243.45412946883539 decision_type=2 2 2 2 2 2 left_child=2 -2 -1 -4 -3 -6 right_child=1 4 3 -5 5 -7 leaf_value=-0.0055456821280221134 -0.0080955021482569233 -0.021194037984138034 -0.001170937782432379 -0.010872006497212755 0.0011131427073018559 0.007267122508013109 leaf_count=63903 9472 1466 193627 9265 581941 19190 internal_value=0 0.00958505 -0.0220657 -0.0139347 0.0108344 0.0113071 internal_count=878864 612069 266795 202892 602597 601131 shrinkage=0.115821 Tree=30 num_leaves=7 num_cat=0 split_feature=0 29 26 7 22 17 split_gain=122.793 61.0037 52.3289 51.2568 50.438 34.5248 threshold=48.000000000000007 0.16845843085906895 1.6242704574955089 -16.699242591857907 280.25000000000006 29.962098843769308 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 -3 -5 -6 right_child=2 3 -4 4 5 -7 leaf_value=-0.0059793512062457106 -0.0025636709474120994 0.0022082300456131273 -0.010712939588520112 -0.010335689164419098 0.0074134320887329136 9.4249622136084496e-05 leaf_count=18626 118215 220540 11608 6144 8799 494932 internal_value=0 0.00488743 -0.028426 0.00632855 0.000819171 0.0019176 internal_count=878864 749041 129823 730415 509875 503731 shrinkage=0.115821 Tree=31 num_leaves=7 num_cat=0 split_feature=16 8 16 9 32 29 split_gain=140.593 55.2281 52.6181 48.7657 41.4535 41.5408 threshold=189.26312451719318 136.50000000000003 234.07081828020918 0.95419984969567517 1.5000000000000002 1.4083135179638286 decision_type=2 2 2 2 2 2 left_child=3 -2 4 -1 5 -3 right_child=1 2 -4 -5 -6 -7 leaf_value=-0.0063906007525851181 -0.007309080465326437 0.00091686774965362057 0.0027637037381702942 -0.0018352475612672294 -0.0035402508252369907 -0.0021126852287123026 leaf_count=46804 11534 476132 142488 96563 35755 69588 internal_value=0 0.00554601 0.00663977 -0.0286857 0.00241957 0.00458079 internal_count=878864 735497 723963 143367 581475 545720 shrinkage=0.115821 Tree=32 num_leaves=7 num_cat=0 split_feature=30 14 25 26 20 5 split_gain=48.9499 45.2645 43.2973 43.0514 62.4799 29.0935 threshold=1.0000000180025095e-35 72.228018186563517 262.25000000000006 1.4122174424889498 0.58930516651104903 271.00512695312506 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 -2 -4 right_child=3 -3 5 -5 -6 -7 leaf_value=-0.012572776181201853 -0.0044166546462941656 0.0060851073354645157 0.00029384343613286269 -0.0066920714471954941 0.0012851961872974882 -0.033846101873855991 leaf_count=3534 44486 18063 728643 22494 61309 335 internal_value=0 0.00308575 0.00186629 -0.0180513 -0.00960439 0.00240159 internal_count=878864 750575 732512 128289 105795 728978 shrinkage=0.115821 Tree=33 num_leaves=7 num_cat=0 split_feature=16 16 29 1 24 25 split_gain=115.79 49.9157 50.0892 40.7139 32.0909 32.1609 threshold=217.71526262350733 165.81627273934407 1.6569695175853598 4867.0000000000009 17.500000000000004 490.75000000000006 decision_type=2 2 2 2 2 2 left_child=1 3 4 -1 -3 -6 right_child=-2 2 -4 -5 5 -7 leaf_value=-0.004941990415643146 0.0012133652813081138 -0.00098735178692951463 -0.0072972323549944209 0.012105905957338613 -0.0064251719450759016 0.0040896200152329004 leaf_count=61949 473652 290896 15653 1938 4479 30297 internal_value=0 -0.0125502 -0.00774843 -0.0382042 -0.00509262 0.0236171 internal_count=878864 405212 341325 63887 325672 34776 shrinkage=0.115821 Tree=34 num_leaves=7 num_cat=0 split_feature=0 2 1 26 30 21 split_gain=94.8338 39.9183 38.5172 50.4171 50.3834 27.2537 threshold=29.500000000000004 1.0000000180025095e-35 675.50000000000011 1.4122174424889498 1.0000000180025095e-35 15.500000000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 5 -4 -5 -2 right_child=2 -3 3 4 -6 -7 leaf_value=0.0027374021969281109 -0.0022505553316357219 0.00041664580104601071 0.00081712408211788944 -0.0013317698929890063 -0.0099019358837671035 -0.016161032451054488 leaf_count=146438 204286 309673 165260 39283 12017 1907 internal_value=0 0.0100305 -0.0107599 -0.00144603 -0.0288318 -0.0205421 internal_count=878864 456111 422753 216560 51300 206193 shrinkage=0.115821 Tree=35 num_leaves=7 num_cat=0 split_feature=16 17 4 26 31 20 split_gain=85.4111 48.4208 62.7139 44.1155 40.4585 37.7616 threshold=184.54620048195926 100.45232124545707 20.517628669738773 0.9319971811134603 1.5000000000000002 0.58930516651104903 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -3 -2 -6 right_child=4 3 -4 -5 5 -7 leaf_value=-0.0014452493460532928 0.00080902394285163235 -0.00272309807043244 -0.0071284731922100176 0.016708012688367923 -0.00482307853806767 -0.00015503412695881813 leaf_count=77053 647769 3106 39347 3164 33755 74670 internal_value=0 -0.0244542 -0.0290653 0.061149 0.00399257 -0.013886 internal_count=878864 122670 116400 6270 756194 108425 shrinkage=0.115821 Tree=36 num_leaves=7 num_cat=0 split_feature=16 16 29 16 29 24 split_gain=72.3446 36.8221 39.1346 30.439 36.5741 30.1218 threshold=219.15750266310616 161.37906727570069 1.5879942962590172 100.57144781464932 0.99921507016003586 21.500000000000004 decision_type=2 2 2 2 2 2 left_child=1 3 -3 4 -1 -2 right_child=5 2 -4 -5 -6 -7 leaf_value=-0.0020385707966022121 0.0012625821394553044 -0.00039153112835712162 -0.0056197889349964914 -0.0048092452808628314 0.019774086300402803 -0.0027722923335550703 leaf_count=3238 423441 355841 20301 48165 1513 26365 internal_value=0 -0.00929149 -0.00581681 -0.0339904 0.0423747 0.0088592 internal_count=878864 429058 376142 52916 4751 449806 shrinkage=0.115821 Tree=37 num_leaves=7 num_cat=0 split_feature=0 9 19 2 19 21 split_gain=66.9442 30.278 38.0709 27.6673 26.8658 22.3341 threshold=33.000000000000007 0.95387256467288173 710.25000000000011 1.0000000180025095e-35 3770.5000000000005 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=3 4 5 -1 -2 -3 right_child=1 2 -4 -5 -6 -7 leaf_value=0.002079352182505653 -0.0042990338908843609 -0.0054647597210625877 0.0009656603230573463 0.00027514329333189056 0.00090295969858886216 -0.0012795819941935837 leaf_count=168019 62707 19469 116170 354740 16909 140850 internal_value=0 -0.0103954 -0.00544735 0.00738235 -0.027579 -0.0154361 internal_count=878864 356105 276489 522759 79616 160319 shrinkage=0.115821 Tree=38 num_leaves=7 num_cat=0 split_feature=0 25 21 25 32 20 split_gain=56.4108 34.5711 41.5251 25.9179 25.6202 47.6193 threshold=48.000000000000007 262.25000000000006 3.5000000000000004 17115.500000000004 1.5000000000000002 0.76332810867293632 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 -3 -6 right_child=-2 3 -4 -5 5 -7 leaf_value=-0.0021539288825811252 -0.0022254603363393239 0.00055599487416386247 -0.029025477093081689 0.006659934136881907 -0.003847381105342986 0.0050931647073098919 leaf_count=2303 129744 685378 1160 8891 41490 9898 internal_value=0 0.00337047 -0.0963132 0.00383342 0.00318577 -0.01835 internal_count=878864 749120 3463 745657 736766 51388 shrinkage=0.115821 Tree=39 num_leaves=7 num_cat=0 split_feature=0 25 24 17 2 15 split_gain=47.7543 35.7114 34.7861 24.721 23.4577 19.0852 threshold=29.500000000000004 676.25000000000011 15.500000000000002 56.64246972801282 1.0000000180025095e-35 0.42390925215093306 decision_type=2 2 2 2 2 2 left_child=4 5 -3 -4 -1 -2 right_child=1 2 3 -5 -6 -7 leaf_value=0.0020326679133812701 -0.0067993645167380599 -0.00038640480328259248 0.0022576601288679422 0.011093083492502142 0.0002529217052740762 -0.0017475497686590779 leaf_count=146239 10598 200224 18766 5491 309803 187743 internal_value=0 -0.00764193 0.000996625 0.0367612 0.00711126 -0.017419 internal_count=878864 422822 224481 24257 456042 198341 shrinkage=0.115821 Tree=40 num_leaves=7 num_cat=0 split_feature=16 11 16 30 26 20 split_gain=49.6324 36.2098 28.9696 27.3088 29.3606 32.8996 threshold=174.6397285556221 0.83636956264074913 238.12343457417606 1.0000000180025095e-35 1.4008758232589518 0.70810301827250988 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 5 -5 right_child=2 -3 -4 4 -6 -7 leaf_value=-0.0036678508151717143 0.0003666514745625659 0.0025837450669517889 0.0025042013189463114 -0.0032615203877423386 -0.0057846030778710283 0.0013165704586602888 leaf_count=73039 614458 14977 72359 38293 18956 46782 internal_value=0 -0.0224835 0.00254964 0.000628934 -0.0143543 -0.0064243 internal_count=878864 88016 790848 718489 104031 85075 shrinkage=0.115821 Tree=41 num_leaves=7 num_cat=0 split_feature=0 7 25 9 17 17 split_gain=39.3616 41.5831 51.2911 42.2956 49.2477 27.9672 threshold=49.500000000000007 -16.699242591857907 262.25000000000006 0.95520264930314869 65.753373447123991 58.940220339089088 decision_type=2 2 2 2 2 2 left_child=1 3 -3 -1 -5 -4 right_child=-2 2 5 4 -6 -7 leaf_value=-0.0002856012253719968 -0.002159866701736094 -0.017340260947362567 -4.7192114928492753e-05 0.0021589780175484499 0.0096513136698930975 -0.0045653806466729573 leaf_count=97707 100306 2354 520829 125633 12985 19050 internal_value=0 0.00239857 -0.00242618 0.0134687 0.0247004 -0.00178396 internal_count=878864 778558 542233 236325 138618 539879 shrinkage=0.115821 Tree=42 num_leaves=7 num_cat=0 split_feature=7 28 14 1 21 11 split_gain=30.6162 35.2242 26.6819 53.7253 22.7902 20.395 threshold=-16.699242591857907 319.25000000000006 49.736109200881586 10871.500000000002 2.5000000000000004 0.80357486395866562 decision_type=2 2 2 2 2 2 left_child=-1 4 3 5 -2 -3 right_child=1 2 -4 -5 -6 -7 leaf_value=0.0010277361637788128 -0.0014515099927695846 -0.0015869733812434658 0.0030501378514218849 -0.087210073217964118 -0.023791607952462133 -0.00010046146500777897 leaf_count=266836 1075 178939 28613 96 1424 401881 internal_value=0 -0.00396248 -0.00347672 -0.0049451 -0.122444 -0.00482146 internal_count=878864 612028 609529 580916 2499 580820 shrinkage=0.115821 Tree=43 num_leaves=7 num_cat=0 split_feature=0 28 24 2 21 6 split_gain=31.6383 26.2139 30.4476 19.0432 18.5675 16.2842 threshold=29.500000000000004 690.25000000000011 17.500000000000004 1.0000000180025095e-35 14.500000000000002 0.44393568556080337 decision_type=2 2 2 2 2 2 left_child=3 4 -3 -1 5 -2 right_child=1 2 -4 -5 -6 -7 leaf_value=0.001748998305442537 -0.0053318371290784648 -0.00016781634715896292 0.0056592110708561542 0.0001463167287739452 -0.0094324887302354495 -0.0012140929385225073 leaf_count=146495 13796 197328 12810 309714 4021 194700 internal_value=0 -0.00630186 0.00161801 0.00570674 -0.0141331 -0.012835 internal_count=878864 422655 210138 456209 212517 208496 shrinkage=0.115821 Tree=44 num_leaves=7 num_cat=0 split_feature=0 29 14 29 25 30 split_gain=27.9211 24.836 26.9499 18.9979 25.6653 17.4685 threshold=49.500000000000007 1.5311706589836225 49.736109200881586 0.11123098871989974 17115.500000000004 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 left_child=3 -2 5 -1 -5 -3 right_child=1 2 -4 4 -6 -7 leaf_value=-0.0040786439829316569 -0.0011142445421944364 -0.0063483575107292911 0.0022789026060966084 0.00024668538502566881 0.0069402821612827674 -0.017030805436430641 leaf_count=13436 87429 6485 3406 757340 7763 3005 internal_value=0 -0.0156632 -0.0566304 0.00206165 0.00271627 -0.0840171 internal_count=878864 100325 12896 778539 765103 9490 shrinkage=0.115821 Tree=45 num_leaves=7 num_cat=0 split_feature=16 7 25 11 23 16 split_gain=35.0976 30.3999 37.9523 30.3265 21.3182 20.6876 threshold=173.46621118632103 -8.1301016807556135 262.25000000000006 0.80134907634907648 1.2782061189711886 238.12343457417606 decision_type=2 2 2 2 2 2 left_child=3 4 -3 -1 -2 -4 right_child=1 2 5 -5 -6 -7 leaf_value=-0.0037326227519041033 0.0016969442637270026 -0.016819288520626686 -0.0004484593488756686 0.00097958824405049378 -0.0010977960292147275 0.0020495501350195878 leaf_count=57884 224799 1853 474716 26805 43737 49070 internal_value=0 0.00206531 -0.00235686 -0.0193502 0.0107214 -0.00185146 internal_count=878864 794175 525639 84689 268536 523786 shrinkage=0.115821 Tree=46 num_leaves=7 num_cat=0 split_feature=16 19 9 5 8 20 split_gain=27.5527 24.0312 23.6638 32.2278 23.633 19.9421 threshold=161.37906727570069 4749.5000000000009 0.9516792623089505 71.000865936279311 591.50000000000011 1.0819745975483683 decision_type=2 2 2 2 2 2 left_child=1 2 4 -4 -1 -2 right_child=5 -3 3 -5 -6 -7 leaf_value=-0.002622209260025184 0.00043789673678074938 0.0058155297700634174 -0.0019353511898763352 0.02631811172645648 -0.011384507837405916 -0.0010423861281559077 leaf_count=8575 676919 4235 31674 551 7964 148946 internal_value=0 -0.0220452 -0.0283204 -0.0125388 -0.0590697 0.00147577 internal_count=878864 52999 48764 32225 16539 825865 shrinkage=0.115821 Tree=47 num_leaves=7 num_cat=0 split_feature=16 27 7 9 18 19 split_gain=24.6494 27.9319 22.7985 23.5477 23.3302 20.4677 threshold=207.01664150348157 33.500000000000007 -8.1301016807556135 0.95314905966975505 3.5000000000000004 282.25000000000006 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 -4 -6 right_child=2 -3 4 -5 5 -7 leaf_value=-0.0011732869078882812 -0.0001490686558991079 0.0049846294968461493 0.00016654475072840394 0.0024107875662261005 -0.026458515972289025 -0.002641245589108018 leaf_count=256526 79414 10277 375472 122661 491 34023 internal_value=0 -0.00808222 0.00343563 0.0121289 -0.000849139 -0.02573 internal_count=878864 266803 612061 202075 409986 34514 shrinkage=0.115821 Tree=48 num_leaves=7 num_cat=0 split_feature=17 16 23 17 16 4 split_gain=26.6902 38.1529 33.6529 31.2461 27.6914 41.1771 threshold=81.523274279880226 146.74808868501532 0.91937202939768059 37.607014055458492 186.16736897046255 20.517628669738773 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 -3 5 -5 right_child=2 3 -4 4 -6 -7 leaf_value=-0.0049987655628882235 -0.001315269141349005 0.0023195953005501475 0.0091366423153575096 -0.00024688666205679034 5.8433538983892708e-05 -0.0055774242367489409 leaf_count=20721 7336 73130 9463 54013 683831 30370 internal_value=0 -0.000768292 0.0394779 0.000275736 -0.00160452 -0.0186959 internal_count=878864 862065 16799 841344 768214 84383 shrinkage=0.115821 Tree=49 num_leaves=7 num_cat=0 split_feature=16 16 29 1 7 28 split_gain=19.5729 26.3042 25.3679 18.2706 17.9857 23.8436 threshold=151.03898514658997 100.57144781464932 0.99221270432013431 609.50000000000011 -8.1301016807556135 319.25000000000006 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -3 -2 -6 right_child=4 3 -4 -5 5 -7 leaf_value=-0.00067325704684964148 0.00085251835839140068 -0.0024865146078710629 0.017408097687939134 -0.0094603548720157103 -0.012179961148624118 -0.0002249912498954677 leaf_count=3229 289183 20956 1536 6635 2247 555078 internal_value=0 -0.0240992 0.0445107 -0.0359483 0.000961593 -0.00235873 internal_count=878864 32356 4765 27591 846508 557325 shrinkage=0.115821 Tree=50 num_leaves=7 num_cat=0 split_feature=17 16 23 7 13 17 split_gain=20.621 25.032 24.0434 37.0641 26.3838 23.8552 threshold=81.523274279880226 146.74808868501532 0.92560753640299109 -57.501955032348626 84.879096751102125 40.01229580651335 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 -4 -5 -3 right_child=2 5 3 4 -6 -7 leaf_value=-0.0040467169481328601 -0.00088777793886679059 0.0015680961639596609 -0.0062114599625406729 0.0073941214535466768 0.022837460213187069 -0.00022490849379081874 leaf_count=20796 7473 115359 1968 5361 2052 725855 internal_value=0 -0.000666199 0.0346528 0.0683636 0.10075 0.000181084 internal_count=878864 862010 16854 9381 7413 841214 shrinkage=0.115821 Tree=51 num_leaves=7 num_cat=0 split_feature=9 7 17 17 25 24 split_gain=20.6217 34.5911 30.8149 25.365 17.9482 17.0672 threshold=0.95206232948871228 -0.98776036500930775 70.592199365609744 47.069280959718469 262.25000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 5 -3 right_child=1 4 -4 -5 -6 -7 leaf_value=0.00029174887442672226 0.0011328525524830484 -0.00042456451759406981 0.0068081254171341301 -0.0021460798683267746 -0.000245055051785828 -0.022052717008818688 leaf_count=112922 218976 968 13633 116137 415238 990 internal_value=0 0.00288175 0.0126529 -0.00815288 -0.00256621 -0.0980837 internal_count=878864 649805 232609 229059 417196 1958 shrinkage=0.115821 Tree=52 num_leaves=7 num_cat=0 split_feature=15 16 18 23 16 33 split_gain=17.2875 25.0624 16.7312 14.0439 20.1912 15.5989 threshold=0.25288380494867962 243.45412946883539 6.5000000000000009 1.2099268175108124 202.4703545853408 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=-1 2 3 5 -5 -2 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.0031169756359762679 0.00029942296580001834 0.0043187581800385871 0.023177229837930281 -0.0045014640248326387 -0.00052133031676986205 -0.0026140274034208988 leaf_count=23369 663716 18277 417 19740 127742 25603 internal_value=0 0.000655493 -0.000144223 -0.000244016 -0.00910076 0.00165091 internal_count=878864 855495 837218 836801 147482 689319 shrinkage=0.115821 Tree=53 num_leaves=7 num_cat=0 split_feature=9 22 10 24 24 4 split_gain=16.5162 21.067 18.0334 17.1479 16.0332 23.121 threshold=0.96226565292751742 632.75000000000011 0.70205286769806063 23.500000000000004 1.5000000000000002 34.000026702880866 decision_type=2 2 2 2 2 2 left_child=4 2 3 -2 5 -1 right_child=1 -3 -4 -5 -6 -7 leaf_value=-0.0034899303268328156 -0.0010327088032519301 0.0011654074585000296 0.00066641603019921268 -0.008683750818344672 -0.00077627326400852648 0.005175479896142047 leaf_count=5866 126051 260392 127646 4056 340892 13961 internal_value=0 0.00371813 -0.00269083 -0.0109758 -0.00509451 0.0225498 internal_count=878864 518145 257753 130107 360719 19827 shrinkage=0.115821 Tree=54 num_leaves=7 num_cat=0 split_feature=0 2 27 25 27 5 split_gain=16.9438 17.853 16.5606 14.983 14.3849 13.5253 threshold=29.500000000000004 30.025793650793656 51.500000000000007 678.25000000000011 28.500000000000004 47.908800125122077 decision_type=2 2 2 2 2 2 left_child=1 -1 3 5 -5 -2 right_child=2 -3 -4 4 -6 -7 leaf_value=0.0011246216663641764 -0.0010327503285871658 -0.00033690094922480174 -0.016383454771495529 -7.7922063068541319e-05 0.0038539487171521196 -0.0059355497728294706 leaf_count=257526 191334 198566 882 209425 13273 7858 internal_value=0 0.00421623 -0.0045717 -0.00428554 0.00135054 -0.0105867 internal_count=878864 456092 422772 421890 222698 199192 shrinkage=0.115821 Tree=55 num_leaves=7 num_cat=0 split_feature=0 7 25 18 18 18 split_gain=15.409 13.003 19.4394 16.5692 15.878 15.807 threshold=51.000000000000007 -17.102727890014645 262.25000000000006 2.5000000000000004 3.5000000000000004 6.5000000000000009 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -6 right_child=-2 2 4 -5 5 -7 leaf_value=0.00086064173265548098 -0.0016171266351307702 -0.0038558528800171519 6.7259116822545616e-05 -0.024299089071299369 -0.0025077894193123893 0.020429831764837619 leaf_count=243720 71767 1636 519321 788 41225 407 internal_value=0 0.00132822 -0.00131179 -0.0906709 -0.00092565 -0.0197162 internal_count=878864 807097 563377 2424 560953 41632 shrinkage=0.115821 Tree=56 num_leaves=7 num_cat=0 split_feature=9 7 21 28 10 14 split_gain=15.5675 27.6474 16.649 27.4135 24.2346 22.8823 threshold=0.96125522878475289 -0.98776036500930775 1.5000000000000002 3279.5000000000005 0.97006023168929312 39.505517655539663 decision_type=2 2 2 2 2 2 left_child=2 -2 4 -4 -1 -6 right_child=1 -3 3 -5 5 -7 leaf_value=0.0021963575312590696 0.0016374036318719963 -0.00015845942528567073 -0.00072593158101823079 -0.007164048750490295 -0.012640553807996377 0.0051903033630363721 leaf_count=44380 167101 368789 285045 9157 2959 1433 internal_value=0 0.00346678 -0.00516106 -0.00799784 0.0119509 -0.0589081 internal_count=878864 535890 342974 294202 48772 4392 shrinkage=0.115821 Tree=57 num_leaves=7 num_cat=0 split_feature=17 26 9 14 33 27 split_gain=15.9458 20.7496 13.7616 23.0659 18.4586 20.4068 threshold=109.84366508977202 0.9350824200706459 0.90945503890148516 85.768815981251237 2.5000000000000004 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=2 -2 -1 4 5 -4 right_child=1 -3 3 -5 -6 -7 leaf_value=-0.0015680923999710061 -0.0017600429740981026 0.016371391651860783 -0.003493062273244757 0.0057563243948616435 -0.0033226766571905798 0.00022807844513525699 leaf_count=71783 1587 1815 20303 9575 21341 752460 internal_value=0 0.0683232 -0.000272736 0.000912175 0.000323907 0.00112512 internal_count=878864 3402 875462 803679 794104 772763 shrinkage=0.115821 Tree=58 num_leaves=7 num_cat=0 split_feature=17 1 10 10 10 17 split_gain=13.4987 15.9888 21.5676 13.4668 11.8605 13.1005 threshold=109.84366508977202 2373.5000000000005 0.57189575929006642 0.82270117105714113 0.92015484088313593 48.472109366881945 decision_type=2 2 2 2 2 2 left_child=4 3 -3 -2 -1 -6 right_child=1 2 -4 -5 5 -7 leaf_value=8.6312976769147048e-05 0.0079261956673201163 -0.02992249652916187 0.02031139094974067 -0.012076653705245539 -0.00029218375026929445 -0.0034780716556219162 leaf_count=800161 1168 125 1385 736 48300 26989 internal_value=0 0.062619 0.139465 0.00167501 -0.000383823 -0.0123832 internal_count=878864 3414 1510 1904 875450 75289 shrinkage=0.115821 Tree=59 num_leaves=7 num_cat=0 split_feature=16 9 11 29 30 6 split_gain=12.6318 22.38 35.6133 18.8907 22.0947 15.9077 threshold=220.3496491434816 0.96206913192375931 0.65516757614458776 0.82251691828977147 1.0000000180025095e-35 0.17351314006735916 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -5 right_child=3 2 -4 5 -6 -7 leaf_value=-0.0014998946840806401 0.0034238956137600798 0.0065664234816001643 -7.1569044821131851e-05 -0.012349567619964544 -0.0013806268978009016 0.00015918680225679161 leaf_count=166207 50993 11292 272107 1369 17161 359735 internal_value=0 -0.00373738 0.00166568 0.00384697 0.0191168 0.000964974 internal_count=878864 449606 283399 429258 68154 361104 shrinkage=0.115821 Tree=60 num_leaves=7 num_cat=0 split_feature=16 24 23 19 21 28 split_gain=11.0142 18.8883 18.5735 18.5398 16.4649 25.2547 threshold=224.55337915078005 20.500000000000004 1.3866987980612493 516.25000000000011 7.5000000000000009 684.25000000000011 decision_type=2 2 2 2 2 2 left_child=2 -2 4 -3 -1 -6 right_child=1 3 -4 -5 5 -7 leaf_value=-0.00045648092006164308 0.00073787400515425551 -0.0083972712563418483 -0.0028273384047725566 -0.000854778004990922 0.00020887152207524839 0.0048737547316441733 leaf_count=405339 324616 5667 37293 19126 66496 20327 internal_value=0 0.00433889 -0.00289475 -0.0222653 -0.00126435 0.011233 internal_count=878864 349409 529455 24793 492162 86823 shrinkage=0.115821 Tree=61 num_leaves=7 num_cat=0 split_feature=18 20 28 21 14 7 split_gain=11.1897 10.7864 12.0923 12.2571 13.9189 11.2219 threshold=6.5000000000000009 1.0819745975483683 2065.5000000000005 13.500000000000002 33.418735182734856 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 left_child=1 5 3 -3 -5 -1 right_child=-2 2 -4 4 -6 -7 leaf_value=0.00068159148224456974 0.018761036397475284 -0.0006288958613687891 -0.013325009399295649 -0.0059711057391305961 -0.067405796951266375 -0.00023475351899016013 leaf_count=321556 426 145943 1044 4678 50 405167 internal_value=0 -0.000127204 -0.00779645 -0.0070533 -0.0571641 0.00147387 internal_count=878864 878438 151715 150671 4728 726723 shrinkage=0.115821 Tree=62 num_leaves=7 num_cat=0 split_feature=0 1 20 32 17 32 split_gain=12.63 18.8035 19.077 19.5004 18.5046 22.9806 threshold=22.000000000000004 424.50000000000006 0.55035736780795774 1.5000000000000002 53.867411646543012 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 4 -3 -4 5 -1 right_child=-2 2 3 -5 -6 -7 leaf_value=0.0042344070379366286 -0.00033336930096344874 -0.0080655418693925951 4.4039715951220323e-05 0.0062842522747086991 -0.0015786157732483493 -0.0014973496631589523 leaf_count=47556 559495 3784 235425 6915 13999 11690 internal_value=0 0.00500335 0.000817491 0.00191761 0.019069 0.0267953 internal_count=878864 319369 246124 242340 73245 59246 shrinkage=0.115821 Tree=63 num_leaves=7 num_cat=0 split_feature=16 29 1 16 13 9 split_gain=11.3327 20.6051 19.2389 24.4078 19.1242 26.5914 threshold=177.83091157359453 0.16845843085906895 456.50000000000006 100.57144781464932 149.28070530987455 0.94858824983906531 decision_type=2 2 2 2 2 2 left_child=2 -2 -1 4 5 -4 right_child=1 -3 3 -5 -6 -7 leaf_value=0.00023454433895105309 -0.0042865417957494633 0.00023413287215328136 -0.0080547327493060671 -0.0038983404970696686 0.026347983615750737 0.013513414731691844 leaf_count=56239 13768 766897 1558 38360 532 1510 internal_value=0 0.00133314 -0.0100652 -0.0262698 0.0524591 0.0221084 internal_count=878864 780665 98199 41960 3600 3068 shrinkage=0.115821 Tree=64 num_leaves=7 num_cat=0 split_feature=6 9 21 4 23 13 split_gain=10.726 11.0895 15.1254 19.974 31.4511 19.4081 threshold=0.87951305589787432 0.95278767320372704 1.5000000000000002 40.756862640380866 1.5067988906630811 211.36686373229756 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -4 5 -5 right_child=-2 -3 3 4 -6 -7 leaf_value=0.0015668924538515918 -0.00094858457712366086 0.00044574852294931703 -0.00062267624480961189 -0.0092437263408038026 0.00019777110561966318 -0.041630772937575944 leaf_count=37030 136680 535826 154163 7255 7653 257 internal_value=0 0.00144977 -0.00477898 -0.00878262 -0.0434114 -0.0893772 internal_count=878864 742184 206358 169328 15165 7512 shrinkage=0.115821 Tree=65 num_leaves=7 num_cat=0 split_feature=16 16 20 26 14 9 split_gain=9.29018 17.0951 17.9103 17.7127 13.5481 10.6079 threshold=151.03898514658997 100.57144781464932 0.9805099172460755 1.0411725646433874 72.228018186563517 0.95278767320372704 decision_type=2 2 2 2 2 2 left_child=1 3 -3 4 5 -1 right_child=-2 2 -4 -5 -6 -7 leaf_value=-0.0069594047613733886 8.1747155556028035e-05 -0.00018092395347103172 -0.006092658683397781 0.019091923403869743 0.023076616777295181 0.0058081873306236893 leaf_count=1893 846570 14277 13259 903 342 1620 internal_value=0 -0.0165757 -0.0261396 0.0387738 0.00924392 -0.0092531 internal_count=878864 32294 27536 4758 3855 3513 shrinkage=0.115821 Tree=66 num_leaves=7 num_cat=0 split_feature=17 26 5 16 17 16 split_gain=11.3675 17.3639 17.5208 15.2275 14.5267 18.9481 threshold=92.537276295698135 0.78326735410244785 122.90120315551759 146.74808868501532 36.640279634848007 190.69684878613455 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 5 -5 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.0030827963742684982 -0.0042509687080528498 0.0076702830085119836 0.028456360426427563 0.0058169629792245922 -0.00010364558736955074 0.00072493475189813186 leaf_count=21625 3596 6187 234 12291 786503 48428 internal_value=0 0.0334676 -0.0194495 -0.00041319 0.000255649 0.0151586 internal_count=878864 10017 3830 868847 847222 60719 shrinkage=0.115821 Tree=67 num_leaves=7 num_cat=0 split_feature=20 27 10 22 15 6 split_gain=9.30382 11.2476 32.6013 13.3964 10.5192 10.4711 threshold=1.0819745975483683 45.500000000000007 0.70205286769806063 520.25000000000011 0.51276216888139381 0.88304090449417361 decision_type=2 2 2 2 2 2 left_child=5 4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 -7 leaf_value=0.00036086205534035647 -0.002698745723610061 -0.0089395210680184942 -0.00090770283796074228 -0.04776552632995399 -0.00023001436064598788 -0.00087469522663737574 leaf_count=618782 28616 183 1576 342 121282 108083 internal_value=0 -0.00707348 -0.0797333 -0.295559 -0.00605506 0.00152941 internal_count=878864 151999 2101 525 149898 726865 shrinkage=0.115821 Tree=68 num_leaves=7 num_cat=0 split_feature=17 13 10 10 16 17 split_gain=10.2597 12.4589 13.3988 12.5455 11.7134 23.6321 threshold=109.84366508977202 68.613415897121442 0.5218671829286049 0.82270117105714113 177.83091157359453 42.794590694012662 decision_type=2 2 2 2 2 2 left_child=4 3 -3 -2 5 -1 right_child=1 2 -4 -5 -6 -7 leaf_value=0.00090185860969494434 0.0062068077768319468 -0.029838992005012301 0.015849873148320457 -0.014940028546005393 0.00011448097641031118 -0.0028032522476263782 leaf_count=39785 1169 91 1600 555 780624 55040 internal_value=0 0.0546319 0.115619 -0.00518821 -0.000286443 -0.0107815 internal_count=878864 3415 1691 1724 875449 94825 shrinkage=0.115821 Tree=69 num_leaves=7 num_cat=0 split_feature=10 1 1 17 29 17 split_gain=9.35601 25.1278 37.801 10.8996 9.02733 21.4188 threshold=0.98776732195870365 9555.5000000000018 16044.000000000002 33.252383419733142 0.72242885125014411 77.441085638235947 decision_type=2 2 2 2 2 2 left_child=3 -2 -3 -1 -5 -6 right_child=1 2 -4 4 5 -7 leaf_value=0.0020340522645670559 -0.0026867162243276459 -0.072526452335499453 0.0062579971685995583 0.0006727885149982023 -0.00034831314655213631 0.0041916608934143909 leaf_count=35107 6556 174 154 181879 640744 14250 internal_value=0 -0.0367109 -0.30682 0.000300288 -0.000423846 -0.00215455 internal_count=878864 6884 328 871980 836873 654994 shrinkage=0.115821 Tree=70 num_leaves=7 num_cat=0 split_feature=0 25 24 8 21 2 split_gain=8.38015 13.9092 12.9975 17.4812 12.773 12.6205 threshold=33.000000000000007 678.25000000000011 15.500000000000002 1636.5000000000002 15.500000000000002 30.025793650793656 decision_type=2 2 2 2 2 2 left_child=5 4 -3 -4 -2 -1 right_child=1 2 3 -5 -6 -7 leaf_value=0.0007689653536269935 -0.001092797094614946 -7.7012028571638003e-05 0.0034024279433177945 -0.029575488930481262 -0.010851934751272482 -0.00039261752880862525 leaf_count=313372 164075 170326 19795 218 1819 209259 internal_value=0 -0.00366594 0.00216765 0.0262751 -0.0103591 0.00262364 internal_count=878864 356233 190339 20013 165894 522631 shrinkage=0.115821 Tree=71 num_leaves=7 num_cat=0 split_feature=29 23 29 13 27 18 split_gain=9.22101 12.8415 12.0635 17.5951 15.1475 15.7073 threshold=0.11123098871989974 0.94280319995468098 0.72242885125014411 28.457120269074306 9.5000000000000018 3.5000000000000004 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -2 -6 right_child=2 -3 -4 -5 5 -7 leaf_value=-0.0017508418854765527 -0.0023245809134856098 -0.013459978134758459 -0.00017299760190486868 0.0023548522540792144 0.001238717264510333 -0.0043669883365876766 leaf_count=14460 28153 1376 679448 68499 79606 7322 internal_value=0 -0.0239012 0.000449719 0.00764238 8.93038e-05 0.00661836 internal_count=878864 15836 863028 183580 115081 86928 shrinkage=0.115821 Tree=72 num_leaves=7 num_cat=0 split_feature=18 0 33 16 26 16 split_gain=8.4498 8.07391 14.3198 12.0326 16.8581 17.0056 threshold=6.5000000000000009 22.000000000000004 1.0000000180025095e-35 192.09937163375227 1.1352630025058941 100.57144781464932 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 -3 -6 right_child=-2 3 -4 -5 5 -7 leaf_value=0.0015944560038669484 0.016509569525794226 -0.0007919035808285395 -6.8691833940248031e-05 8.0494538707427932e-06 0.015866564672203702 -0.0057917780036455466 leaf_count=102149 416 101400 216920 443617 504 13858 internal_value=0 -1.00489e-05 0.00400411 -0.00229972 -0.0113789 -0.043444 internal_count=878864 878448 319069 559379 115762 14362 shrinkage=0.115821 Tree=73 num_leaves=7 num_cat=0 split_feature=27 17 17 16 16 24 split_gain=7.76666 13.1493 13.3205 12.944 13.435 15.6354 threshold=7.5000000000000009 39.381076264464248 109.84366508977202 173.46621118632103 100.57144781464932 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 5 -3 right_child=-2 2 -4 -5 -6 -7 leaf_value=0.00098393134427978476 0.00018465885745890627 0.031345905574058322 0.00798315438416612 -0.0009646011987918191 -0.0059193151201074575 0.00040016889449060177 leaf_count=49021 688311 249 2080 124290 13094 1819 internal_value=0 -0.00561968 -0.0105085 -0.0116934 -0.0392776 0.0356259 internal_count=878864 190553 141532 139452 15162 2068 shrinkage=0.115821 Tree=74 num_leaves=7 num_cat=0 split_feature=22 18 14 12 32 6 split_gain=7.68573 8.87971 7.99345 28.3095 24.1518 11.4684 threshold=303.25000000000006 4.5000000000000009 15.762739694098316 170.71930009000633 1.5000000000000002 0.51965343046925228 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -2 -4 right_child=2 -3 5 -5 -6 -7 leaf_value=-0.0023921712564264224 0.0029072868496530066 -0.031502540840653105 -0.00097288827365992825 -0.025342994410115491 -0.0015551554125397954 0.00015067982577002763 leaf_count=13911 48087 142 150465 535 24589 641135 internal_value=0 -0.0231937 0.000381627 0.0103787 0.0120658 -0.000542948 internal_count=878864 14053 864811 73211 72676 791600 shrinkage=0.115821 Tree=75 num_leaves=7 num_cat=0 split_feature=21 25 8 6 18 16 split_gain=7.59949 25.7502 10.4657 9.89565 11.0435 8.57787 threshold=14.500000000000002 415.25000000000006 631.50000000000011 0.79268298332989962 4.5000000000000009 203.2872494053687 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 5 -5 -3 right_child=1 2 -4 4 -6 -7 leaf_value=4.7693140489866138e-05 -0.030898923507782446 0.0071640908597275961 0.0028732842040175999 -0.0085596350479483305 -0.036332875389273121 -0.0043498647460376103 leaf_count=866577 424 1033 4111 1051 235 5433 internal_value=0 -0.0246335 -0.0159788 -0.0376087 -0.117723 -0.0216749 internal_count=878864 12287 11863 7752 1286 6466 shrinkage=0.115821 Tree=76 num_leaves=7 num_cat=0 split_feature=16 23 16 14 21 25 split_gain=7.37975 12.9674 11.4925 13.3191 21 17.9188 threshold=158.25103878116346 0.31779071917175084 100.57144781464932 39.505517655539663 1.5000000000000002 2189.7500000000005 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -5 -6 right_child=-2 2 -4 4 5 -7 leaf_value=0.0025890596353899046 8.361916043539083e-05 -0.0025423917923899368 -0.0030138783818007878 0.025346051503771432 0.022469504583655698 -0.014448856652570187 leaf_count=8751 832849 1882 33825 781 271 505 internal_value=0 -0.0122872 -0.0204222 0.0346542 0.103075 -0.0134343 internal_count=878864 46015 37264 3439 1557 776 shrinkage=0.115821 Tree=77 num_leaves=7 num_cat=0 split_feature=26 10 19 26 26 10 split_gain=6.71854 7.13144 11.4828 11.8939 14.8444 9.93915 threshold=6.771409598777792 0.92015484088313593 455.75000000000006 0.9647554910807371 0.23123009319403406 0.70205286769806063 decision_type=2 2 2 2 2 2 left_child=1 5 3 4 -3 -1 right_child=-2 2 -4 -5 -6 -7 leaf_value=-0.00041372230658841123 0.0051946421289745942 -0.0030280024110378953 -0.0016399160522569802 -0.0067787983713306311 0.0080089475602868835 0.00041573391949789671 leaf_count=328960 3319 2370 65837 1474 5269 471635 internal_value=0 -0.000226413 -0.00955402 0.0237152 0.0395847 0.000646817 internal_count=878864 875545 74950 9113 7639 800595 shrinkage=0.115821 Tree=78 num_leaves=7 num_cat=0 split_feature=25 5 19 28 17 28 split_gain=6.7826 14.5999 29.7301 21.8953 13.7653 12.3608 threshold=17115.500000000004 271.00512695312506 17284.500000000004 26359.750000000004 59.279966552880829 26359.750000000004 decision_type=2 2 2 2 2 2 left_child=1 5 3 -3 -2 -1 right_child=4 2 -4 -5 -6 -7 leaf_value=-3.2759794824963654e-05 0.0013741667612193502 -0.049115993769154265 0.0015743265642421485 0.019740635773117 0.014280070241010776 -0.038007061609917951 leaf_count=866509 9864 356 696 75 1249 115 internal_value=0 -0.000474276 -0.114219 -0.320615 0.0243883 -0.000326357 internal_count=878864 867751 1127 431 11113 866624 shrinkage=0.115821 Tree=79 num_leaves=7 num_cat=0 split_feature=9 8 12 11 17 9 split_gain=6.93137 15.0244 17.8835 11.9826 14.3714 15.7287 threshold=0.86480606773589053 23924.000000000004 877.86500705120557 0.68227273232328856 62.542851422769061 0.96411908303574678 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 -5 -6 right_child=1 -3 -4 4 5 -7 leaf_value=-0.0016025537685984709 0.0011135725526548619 0.0065437549223942631 -0.047544203805896343 -6.2167701086096271e-05 -0.0066209638680917492 0.00020230794351195142 leaf_count=34920 118035 4771 106 702868 9488 8676 internal_value=0 0.000540797 0.000222655 0.000274542 -0.00125445 -0.0290262 internal_count=878864 843944 839173 839067 721032 18164 shrinkage=0.115821 Tree=80 num_leaves=7 num_cat=0 split_feature=0 29 14 25 30 2 split_gain=6.29113 18.7803 9.86119 9.46898 9.30759 7.88616 threshold=51.000000000000007 1.4695191340913729 49.736109200881586 796.25000000000011 1.0000000180025095e-35 12.086031452358929 decision_type=2 2 2 2 2 2 left_child=-1 3 4 -2 -3 -6 right_child=1 2 -4 -5 5 -7 leaf_value=0.00010075390614733099 -0.0015064771348742921 -0.0048380314126577747 0.00062509027762499365 0.0014015120239315852 -0.019763830577851853 -0.0069019965156497864 leaf_count=807018 34753 5446 2634 26455 1274 1284 internal_value=0 -0.00889531 -0.0476768 -0.00215506 -0.0651426 -0.1149 internal_count=878864 71846 10638 61208 8004 2558 shrinkage=0.115821 Tree=81 num_leaves=7 num_cat=0 split_feature=4 4 22 31 12 16 split_gain=7.11711 11.6378 13.7314 15.4446 17.7821 13.4643 threshold=5.0350008010864267 12.00056314468384 303.25000000000006 1.5000000000000002 184.29646455628168 174.6397285556221 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -3 right_child=1 5 3 -5 -6 -7 leaf_value=-0.0027834446381935435 -0.0029738700420182365 -0.0015545052521137614 0.0048523363364468422 -0.00080844862278065411 -0.036552263495972966 8.90986048101071e-05 leaf_count=12179 6306 73366 22721 10269 140 753883 internal_value=0 0.000310813 0.0170941 0.0252351 0.0397059 -0.000489266 internal_count=878864 866685 39436 33130 22861 827249 shrinkage=0.115821 Tree=82 num_leaves=7 num_cat=0 split_feature=17 26 7 6 16 5 split_gain=6.95254 15.6226 14.3555 19.5216 15.1652 12.6876 threshold=86.427178573794833 0.78326735410244785 -57.062675476074212 0.575757621454832 127.86286755139216 125.44505310058595 decision_type=2 2 2 2 2 2 left_child=-1 5 3 4 -3 -2 right_child=1 2 -4 -5 -6 -7 leaf_value=-4.7282340157059867e-05 -0.0040597865411496192 0.01101628894894964 0.008036468172277822 0.0065041179163311501 -0.027038218138381184 0.023428774234088654 leaf_count=865493 4540 186 6754 1080 574 237 internal_value=0 0.0225701 0.0480546 -0.0302494 -0.153037 -0.0232773 internal_count=878864 13371 8594 1840 760 4777 shrinkage=0.115821 Tree=83 num_leaves=7 num_cat=0 split_feature=18 18 24 25 25 14 split_gain=6.44885 6.75347 20.8959 28.0128 17.5771 16.8502 threshold=6.5000000000000009 3.5000000000000004 19.500000000000004 415.25000000000006 670.25000000000011 15.374120843524766 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 right_child=-2 2 3 4 -6 -7 leaf_value=6.8054880273641559e-05 0.014395073090699085 0.00069339352967076086 -0.026698044916149136 0.0042201395785839988 0.0036099282325963186 -0.006415030281147734 leaf_count=827553 417 29483 709 2321 4001 14380 internal_value=0 -0.000100021 -0.0112808 -0.0350582 -0.0283643 -0.0426263 internal_count=878864 878447 50894 21411 20702 16701 shrinkage=0.115821 Tree=84 num_leaves=7 num_cat=0 split_feature=6 8 4 8 11 29 split_gain=6.05053 8.97283 10.3745 9.87096 9.26203 8.35021 threshold=0.87951305589787432 690.50000000000011 83.051719665527358 6683.5000000000009 0.4637269560708368 0.16845843085906895 decision_type=2 2 2 2 2 2 left_child=5 -2 -3 4 -4 -1 right_child=1 2 3 -5 -6 -7 leaf_value=-0.0022051641333299689 -0.0014140832545660375 0.001008801508465301 0.0065231667681247274 -0.0038201207586743753 -0.044849975422227108 0.00020311364737065748 leaf_count=19844 86558 46392 68 3576 153 722273 internal_value=0 -0.00604105 0.00459683 -0.0456582 -0.250757 0.00119768 internal_count=878864 136747 50189 3797 221 742117 shrinkage=0.115821 Tree=85 num_leaves=7 num_cat=0 split_feature=29 17 17 16 11 15 split_gain=6.84259 19.3528 14.6304 17.0575 16.0161 15.9671 threshold=0.72242885125014411 49.355371495801656 77.441085638235947 168.606488354692 0.65213738167123492 0.52474045537520564 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 -4 -6 right_child=2 -3 4 -5 5 -7 leaf_value=0.0017736675785719007 -0.0034598858370128611 -0.00051012497151449573 0.0069094791823733678 -0.00015259691602418255 -0.014775019229219026 0.001559348385279541 leaf_count=96069 21622 103289 8030 643575 945 5334 internal_value=0 0.00509766 -0.00156515 -0.0022457 0.0300723 -0.00776199 internal_count=878864 199358 679506 665197 14309 6279 shrinkage=0.115821 Tree=86 num_leaves=7 num_cat=0 split_feature=17 15 27 7 7 8 split_gain=5.71719 11.9786 9.70414 12.9144 16.5384 10.1338 threshold=33.692726378241062 0.25288380494867962 6.5000000000000009 -71.565052032470689 -1.0000000180025095e-35 835.50000000000011 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 5 -5 right_child=2 -3 -4 4 -6 -7 leaf_value=-0.0036746663401622786 -0.0035257240527209804 0.0021314589356954054 0.00010605787349308077 -0.0017167324924902052 -0.0018641542491023677 0.0019001108966255642 leaf_count=5516 22161 35085 705835 13974 55757 40536 internal_value=0 0.0115924 -0.000558054 -0.00841312 -0.00398602 0.00840011 internal_count=878864 40601 838263 132428 110267 54510 shrinkage=0.115821 Tree=87 num_leaves=7 num_cat=0 split_feature=16 22 8 9 29 13 split_gain=5.48807 15.4232 10.5789 9.54364 11.3991 8.1316 threshold=146.74808868501532 1592.7500000000002 700.50000000000011 0.95610017235075995 3.4528588633365835 66.813694588955954 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 -3 -5 right_child=-2 3 -4 5 -6 -7 leaf_value=-0.002184634559434186 4.5854399708938133e-05 -0.000977197466826493 -0.00952370831598175 0.0041819156849069337 0.023295370288696472 0.019854399721467512 leaf_count=14958 853591 4920 3198 1227 274 696 internal_value=0 -0.0145567 -0.0300234 0.0249 0.00261833 0.0850824 internal_count=878864 25273 18156 7117 5194 1923 shrinkage=0.115821 Tree=88 num_leaves=7 num_cat=0 split_feature=11 30 23 15 1 4 split_gain=5.50734 7.80505 7.74346 5.66639 9.85424 13.8025 threshold=0.92801803648288594 1.0000000180025095e-35 0.69233066813711985 0.72269224593503867 440.50000000000006 18.00000095367432 decision_type=2 2 2 2 2 2 left_child=3 2 -2 4 -1 -6 right_child=1 -3 -4 -5 5 -7 leaf_value=0.0012450172853762983 0.0061832249102445223 -0.0023110311528284637 0.0012738118266841824 -0.00047206877310305469 -0.0019532164376984736 0.00015195910405461953 leaf_count=92449 4995 6862 31414 298993 46686 397465 internal_value=0 0.0109828 0.0168134 -0.000587255 0.00135659 -0.000598527 internal_count=878864 43271 36409 835593 536600 444151 shrinkage=0.115821 Tree=89 num_leaves=7 num_cat=0 split_feature=22 27 27 14 6 4 split_gain=5.55223 10.1994 9.27006 6.81623 7.74621 6.56904 threshold=303.25000000000006 1.5000000000000002 24.500000000000004 8.3174230186460445 0.84615384841574792 13.00000047683716 decision_type=2 2 2 2 2 2 left_child=1 3 -3 -1 -5 -2 right_child=5 2 -4 4 -6 -7 leaf_value=-0.018279389476588855 0.0012444747277908343 -0.0024609556043692833 -0.025521460695269851 0.029778807345840846 -0.0076151412681974336 -5.1573166432280869e-05 leaf_count=72 56100 13379 238 298 99 808678 internal_value=0 -0.019734 -0.0247279 0.125259 0.176599 0.000280642 internal_count=878864 14086 13617 469 397 864778 shrinkage=0.115821 Tree=90 num_leaves=7 num_cat=0 split_feature=5 21 32 7 4 25 split_gain=5.93681 20.7688 16.6289 15.4012 15.1368 20.8501 threshold=49.968406677246101 1.5000000000000002 1.5000000000000002 -67.352279663085923 190.2469177246094 51701.500000000007 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 -5 -6 right_child=1 -3 -4 4 5 -7 leaf_value=0.00013717309257940701 -0.0039177590892048074 -0.0016536259579810852 0.006967694480279691 0.0019947881338598251 -0.022501667301910735 0.0030651762373325314 leaf_count=728479 8728 98250 5953 35739 819 896 internal_value=0 -0.00571688 0.0104158 0.00400368 0.0128192 -0.078952 internal_count=878864 150385 52135 46182 37454 1715 shrinkage=0.115821 Tree=91 num_leaves=7 num_cat=0 split_feature=4 4 22 30 5 16 split_gain=5.45206 7.38162 10.5149 13.9435 14.2866 9.5943 threshold=5.0350008010864267 12.00056314468384 303.25000000000006 1.5000000000000002 77.769298553466811 180.87991416309015 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -3 right_child=1 5 3 -5 -6 -7 leaf_value=-0.0024331946435724836 -0.0027553134937096501 -0.001155939943885087 0.0039285414113745523 -0.0019923246445784954 -0.027381932398650652 0.00010166254772221105 leaf_count=12160 6297 91497 25499 7484 197 735730 internal_value=0 0.000314298 0.0136735 0.0207833 0.0318466 -0.000323231 internal_count=878864 866704 39477 33180 25696 827227 shrinkage=0.115821 Tree=92 num_leaves=7 num_cat=0 split_feature=20 31 14 10 13 19 split_gain=5.55769 8.89916 11.9387 7.27397 8.74111 12.9752 threshold=1.0796886315309624 1.5000000000000002 36.417913064506131 0.85202976196804048 72.043157084512089 761.25000000000011 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 -3 5 -5 right_child=1 2 -4 4 -6 -7 leaf_value=0.00013023217634350372 -0.00035376261124194712 6.7912085804034718e-05 -0.013238252149883466 -0.003930754785725704 0.0031010432412119744 -0.018281267948022862 leaf_count=724957 139565 7529 1479 2929 1217 1188 internal_value=0 -0.00549199 -0.0292128 -0.0194294 -0.0476819 -0.0696915 internal_count=878864 153907 14342 12863 5334 4117 shrinkage=0.115821 Tree=93 num_leaves=7 num_cat=0 split_feature=28 27 4 1 29 13 split_gain=5.5298 23.8213 15.6415 14.0771 12.3804 11.4359 threshold=684.25000000000011 28.500000000000004 30.000001907348636 436.50000000000006 0.54704722683180218 23.771108428148441 decision_type=2 2 2 2 2 2 left_child=3 -2 4 5 -3 -1 right_child=1 2 -4 -5 -6 -7 leaf_value=-0.00044196246194522768 9.5237204659631496e-05 -0.0050284552694466718 -0.0086612402734991701 -0.00066988867323786064 0.0054594354017982226 0.0016803605469967052 leaf_count=62226 379521 1633 1249 338976 20021 75238 internal_value=0 0.00271231 0.0340317 -0.00232234 0.040308 0.00621344 internal_count=878864 402424 22903 476440 21654 137464 shrinkage=0.115821 Tree=94 num_leaves=7 num_cat=0 split_feature=26 18 18 11 21 4 split_gain=5.52673 5.2376 5.33557 14.7425 12.0036 13.8185 threshold=6.771409598777792 6.5000000000000009 3.5000000000000004 0.75351282316799562 9.5000000000000018 30.577339172363285 decision_type=2 2 2 2 2 2 left_child=1 2 4 -4 -1 -6 right_child=-2 -3 3 -5 5 -7 leaf_value=-6.6220900123773897e-05 0.0047033202915882696 0.012914438257188065 0.0040886270650235014 -0.001911434980844306 0.0020002955809436608 -0.012532498396282654 leaf_count=772141 3341 420 6264 44648 51157 893 internal_value=0 -0.000141028 -0.000194611 -0.0101295 0.00041909 0.0151178 internal_count=878864 875523 875103 50912 824191 52050 shrinkage=0.115821 Tree=95 num_leaves=7 num_cat=0 split_feature=17 4 25 25 6 11 split_gain=5.02129 9.06853 14.4947 9.13505 11.8143 11.1938 threshold=31.593863437581831 190.2469177246094 21601.000000000004 51701.500000000007 0.51674643278880372 0.51956223608747731 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -3 -6 right_child=1 3 -4 -5 5 -7 leaf_value=0.0015582817845493911 -6.1332820017935365e-05 -0.074720982512704703 0.0082708123335460109 0.0027578841268604136 0.01099797179770386 -0.017965483666129073 leaf_count=26821 847428 42 2810 648 224 891 internal_value=0 -0.000442107 -0.00029179 -0.071248 -0.124488 -0.104876 internal_count=878864 852043 850238 1805 1157 1115 shrinkage=0.115821 Tree=96 num_leaves=7 num_cat=0 split_feature=27 7 7 9 11 26 split_gain=5.01688 13.4397 10.9924 10.9246 11.9003 9.39628 threshold=6.5000000000000009 -87.12316513061522 -1.0000000180025095e-35 0.86480606773589053 0.61112821565407793 6.771409598777792 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -5 -2 right_child=5 2 -4 4 -6 -7 leaf_value=-0.0038657613501529016 9.8934959173854856e-05 -0.0027432903555321235 -0.0013487614266780811 0.0039538806289934857 0.00034957245918623481 0.0073564934389170611 leaf_count=15267 721362 10555 64981 16546 47752 2401 internal_value=0 -0.0052051 -0.00212931 0.00613161 0.0110263 0.00106208 internal_count=878864 155101 139834 74853 64298 723763 shrinkage=0.115821 Tree=97 num_leaves=7 num_cat=0 split_feature=5 24 4 5 11 5 split_gain=4.8603 14.2898 14.5744 28.0047 21.5157 16.4116 threshold=50.001153945922859 1.5000000000000002 44.300128936767585 122.90120315551759 0.42792601177068224 146.00590515136722 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 -5 -6 right_child=1 -3 -4 4 5 -7 leaf_value=0.00012949653255569051 0.00082809803693534322 -0.0010767086893588591 0.003733986628602721 0.02398349614542707 -0.055908489016503769 -0.018453654238473859 leaf_count=731255 4055 125555 17045 123 210 621 internal_value=0 -0.00517266 0.0183036 -0.0291178 -0.183274 -0.241051 internal_count=878864 147609 22054 5009 954 831 shrinkage=0.115821 Tree=98 num_leaves=7 num_cat=0 split_feature=16 19 11 11 8 12 split_gain=4.77455 10.0662 10.4783 9.08826 9.65933 8.43618 threshold=151.03898514658997 2476.5000000000005 0.61112821565407793 0.84372135039179852 622.50000000000011 241.30865786510142 decision_type=2 2 2 2 2 2 left_child=1 3 -3 4 -1 -4 right_child=-2 2 5 -5 -6 -7 leaf_value=-0.0016833433394444278 4.4369932359464809e-05 0.0092697168429859231 0.0029065566664733616 0.0036427431807333874 -0.00700355502236187 -0.010373319434306822 leaf_count=17849 846554 2232 2070 3072 6157 930 internal_value=0 -0.0120029 0.028152 -0.0197616 -0.0263153 -0.0104489 internal_count=878864 32310 5232 27078 24006 3000 shrinkage=0.115821 Tree=99 num_leaves=7 num_cat=0 split_feature=31 16 14 5 29 30 split_gain=4.77772 6.39772 8.36646 11.7385 5.9453 11.2606 threshold=2.5000000000000004 247.38365944432718 47.864267098020875 158.34444427490237 1.7411570728868633 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -6 right_child=4 2 -4 -5 5 -7 leaf_value=3.1891877640356484e-05 -0.00072694035437326709 -0.0041545400362805679 0.0051633676476403332 -0.060490186742213306 -0.010053548026285454 0.0013849482838272282 leaf_count=837783 30588 383 5340 57 2691 2022 internal_value=0 0.0005041 0.0336596 -0.0988817 -0.0113705 -0.0444318 internal_count=878864 843563 5780 440 35301 4713 shrinkage=0.115821 Tree=100 num_leaves=7 num_cat=0 split_feature=25 27 27 21 14 22 split_gain=4.78063 16.7066 12.865 10.6967 9.55897 9.58184 threshold=658.25000000000011 22.500000000000004 33.500000000000007 1.5000000000000002 36.417913064506131 482.25000000000006 decision_type=2 2 2 2 2 2 left_child=1 3 -2 -1 5 -3 right_child=2 4 -4 -5 -6 -7 leaf_value=-0.0030386581223744904 0.00014944717298248311 -0.003393987333775651 0.003599339321910078 0.00031557947881377321 -0.01486722341139211 -0.00082517509411893664 leaf_count=13336 443701 24926 14990 292071 710 89130 internal_value=0 -0.00240531 0.00226375 0.00146012 -0.0126917 -0.0119717 internal_count=878864 420173 458691 305407 114766 114056 shrinkage=0.115821 Tree=101 num_leaves=7 num_cat=0 split_feature=19 18 28 17 12 11 split_gain=4.46963 10.936 10.7291 6.52072 5.88161 5.66955 threshold=233.25000000000003 2.5000000000000004 319.25000000000006 67.953632351430528 77.473611075682101 0.77290385461862554 decision_type=2 2 2 2 2 2 left_child=1 5 -3 4 -4 -1 right_child=-2 2 3 -5 -6 -7 leaf_value=-0.0048671717061745997 3.0922481254003113e-05 -0.022593743168605195 -0.0091174002597886519 0.035714667445250169 0.0079912402245412885 0.00089207984618405538 leaf_count=3090 864470 598 1433 52 332 8889 internal_value=0 -0.0175007 -0.0788897 -0.0406515 -0.0509341 -0.00512452 internal_count=878864 14394 2415 1817 1765 11979 shrinkage=0.115821 Tree=102 num_leaves=7 num_cat=0 split_feature=21 25 19 17 1 24 split_gain=4.49777 16.3435 9.57149 6.86683 6.64091 6.18519 threshold=14.500000000000002 420.75000000000006 374.25000000000006 59.683506349602098 217.50000000000003 26.500000000000004 decision_type=2 2 2 2 2 2 left_child=5 2 4 -3 -2 -1 right_child=1 3 -4 -5 -6 -7 leaf_value=5.0710850408078284e-06 0.014119750438085289 -0.0021872294714755051 3.6931949913607404e-05 0.007758430768460659 -0.039138057650663242 0.0036280304642150813 leaf_count=860264 35 10702 169 1020 306 6368 internal_value=0 -0.0190369 -0.194279 -0.0114124 -0.290722 0.000273634 internal_count=878864 12232 510 11722 341 866632 shrinkage=0.115821 Tree=103 num_leaves=7 num_cat=0 split_feature=29 29 15 6 21 15 split_gain=4.50449 10.8933 13.3615 10.7877 10.3048 11.4874 threshold=0.72242885125014411 0.5294384299504028 0.42390925215093306 0.51965343046925228 15.500000000000002 0.60954274609969927 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 -2 -4 -6 right_child=3 2 4 -5 5 -7 leaf_value=-0.00027255644358514477 -0.001033145726284708 0.0067160053733016671 0.0011908236287902199 9.9118412444082951e-05 0.0076724709615493998 -0.022288558800977808 leaf_count=111597 142957 6024 81057 536458 258 513 internal_value=0 0.00420386 0.0125333 -0.00120119 0.00918713 -0.105876 internal_count=878864 199449 87852 679415 81828 771 shrinkage=0.115821 Tree=104 num_leaves=7 num_cat=0 split_feature=0 2 6 12 12 24 split_gain=4.68797 7.73191 5.55937 8.58746 7.8637 7.61855 threshold=9.0000000000000018 55.722068965517245 0.8804781356367628 99.230970388562824 295.35028842544409 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 -4 -5 -6 right_child=2 -3 3 4 5 -7 leaf_value=0.0021485814274378604 6.3155440387990046e-05 -0.00025775561877457463 -0.0015019238653728587 0.001025582792231769 0.0033260039535353333 -0.0072364520153022872 leaf_count=34831 683564 36876 79343 39839 1298 3113 internal_value=0 0.00786645 -0.000570655 -0.00674266 0.00441911 -0.0356438 internal_count=878864 71707 807157 123593 44250 4411 shrinkage=0.115821 Tree=105 num_leaves=7 num_cat=0 split_feature=17 16 11 17 5 8 split_gain=4.5167 8.15806 10.1258 9.08329 9.2329 7.4424 threshold=37.607014055458492 180.87991416309015 0.80357486395866562 100.45232124545707 44.00000190734864 2590.5000000000005 decision_type=2 2 2 2 2 2 left_child=-1 2 3 4 -2 -5 right_child=1 -3 -4 5 -6 -7 leaf_value=0.00080366046943355235 -0.0017200510800570116 4.3761359773442161e-05 0.00084615103653216148 -0.00045344436747776464 -0.0057146556766353137 0.0089444928063899202 leaf_count=85159 45530 709768 24008 3331 9357 1711 internal_value=0 -0.000724674 -0.0100475 -0.0169992 -0.0207306 0.0236204 internal_count=878864 793705 83937 59929 54887 5042 shrinkage=0.115821 Tree=106 num_leaves=7 num_cat=0 split_feature=4 11 7 18 4 27 split_gain=4.13842 6.5701 6.2368 7.54095 8.39801 9.83938 threshold=5.0350008010864267 0.94000550357732526 -16.699242591857907 2.5000000000000004 21.043070793151859 20.500000000000004 decision_type=2 2 2 2 2 2 left_child=-1 2 3 4 -2 -6 right_child=1 -3 -4 -5 5 -7 leaf_value=-0.0021205001653441394 0.0012566954525827763 0.0020089840642393206 -0.00022772484931922455 0.0015000423984943894 -0.00012449140021921512 -0.0037366826630151227 leaf_count=12146 56939 21985 586867 68210 121684 11033 internal_value=0 0.000279135 -0.000165036 0.00393412 0.000691043 -0.00366755 internal_count=878864 866718 844733 257866 189656 132717 shrinkage=0.115821 Tree=107 num_leaves=7 num_cat=0 split_feature=9 17 14 17 22 29 split_gain=4.04026 17.0326 15.3924 11.9458 9.26279 14.3069 threshold=0.96226565292751742 67.953632351430528 23.852026173818071 47.069280959718469 5467.5000000000009 2.045236474173366 decision_type=2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -4 right_child=1 2 4 -5 -6 -7 leaf_value=0.00039099180329625231 8.3979995480755787e-05 -0.00079665269249239667 0.0069005921414829509 -0.00094350692766614962 0.020365541576674834 -0.023453347686460003 leaf_count=171154 504100 5187 7820 189729 660 214 internal_value=0 0.00167664 0.0362333 -0.00268174 0.0619545 0.052599 internal_count=878864 517981 13881 360883 8694 8034 shrinkage=0.115821 Tree=108 num_leaves=7 num_cat=0 split_feature=27 7 21 12 23 19 split_gain=4.2154 10.4948 9.54561 24.0684 36.6061 37.973 threshold=6.5000000000000009 -87.12316513061522 1.5000000000000002 241.30865786510142 1.1573819922234561 4046.5000000000005 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -5 right_child=-2 2 3 4 -6 -7 leaf_value=-0.003429474820314987 0.00011832164140187421 0.0008571069813491629 -0.00026477122565032136 -0.027525894244333455 -0.00097181458524224365 -0.0049014384310349787 leaf_count=15274 723494 60953 68259 1780 6847 2257 internal_value=0 -0.0047193 -0.00200557 -0.0092496 -0.0529216 -0.128449 internal_count=878864 155370 140096 79143 10884 4037 shrinkage=0.115821 Tree=109 num_leaves=7 num_cat=0 split_feature=28 27 8 21 14 25 split_gain=4.50946 14.486 12.8351 12.0203 11.3161 10.4556 threshold=684.25000000000011 28.500000000000004 511.50000000000006 11.500000000000002 31.149634480928459 1033.2500000000002 decision_type=2 2 2 2 2 2 left_child=2 3 -1 -2 5 -3 right_child=1 4 -4 -5 -6 -7 leaf_value=0.00051513294573694065 0.00015457909324797996 0.003866827564038171 -0.0007152907037403075 -0.014201481114081035 -0.0076587281293651237 -0.047161011574408149 leaf_count=187552 378707 21607 288925 784 1235 54 internal_value=0 0.00255234 -0.00199419 0.00107857 0.0269795 0.0322879 internal_count=878864 402387 476477 379491 22896 21661 shrinkage=0.115821 Tree=110 num_leaves=7 num_cat=0 split_feature=10 23 16 24 28 20 split_gain=4.24571 7.34627 9.87896 15.1497 19.5932 13.605 threshold=0.70205286769806063 0.28532254338705959 214.72012105732469 23.500000000000004 463.75000000000006 1.1692767672803972 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 -4 -5 -6 right_child=-2 2 3 4 5 -7 leaf_value=0.0024317898979815248 0.00019176328970639848 -0.0011517274981840001 0.00034068052515965767 -0.026722245980109086 -0.0011601775932861317 -0.019314017145529806 leaf_count=12397 549380 143839 167870 545 4195 638 internal_value=0 -0.00288459 -0.00381824 0.00126769 -0.0509772 -0.0307082 internal_count=878864 329484 317087 173248 5378 4833 shrinkage=0.115821 Tree=111 num_leaves=7 num_cat=0 split_feature=18 27 0 24 15 25 split_gain=4.04588 3.98689 7.05357 4.649 7.13617 6.67363 threshold=6.5000000000000009 55.500000000000007 29.500000000000004 31.500000000000004 0.51036847075586633 485.25000000000006 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 right_child=-2 2 -4 -5 5 -7 leaf_value=-2.9360776584467084e-06 0.011332342872795855 0.0031441472932350074 -0.02283672250079323 0.0067944642619471932 -0.064687594480063504 -0.0065546094564149782 leaf_count=877502 422 149 283 402 54 52 internal_value=0 -9.5077e-05 -0.065186 -0.0083333 -0.113952 -0.312288 internal_count=878864 878442 940 657 255 106 shrinkage=0.115821 Tree=112 num_leaves=7 num_cat=0 split_feature=2 33 20 4 13 30 split_gain=4.51004 11.1638 9.7595 17.5441 12.1338 9.49517 threshold=30.025793650793656 2.5000000000000004 0.54034066251989021 5.0350008010864267 18.154778720676006 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 2 3 -1 -4 -5 right_child=-2 -3 4 5 -6 -7 leaf_value=-0.0036054588101117309 -0.00042022416619001836 -0.0023052305923255303 -0.0047932052297659867 0.0037864474864784648 0.00019197999548880537 -0.0015201342936998349 leaf_count=6405 247010 23653 6627 29914 559926 5329 internal_value=0 0.00141126 0.00224019 0.0170147 0.00115409 0.0257644 internal_count=878864 631854 608201 41648 566553 35243 shrinkage=0.115821 Tree=113 num_leaves=7 num_cat=0 split_feature=7 25 27 29 14 16 split_gain=4.15254 11.1604 12.1847 8.71541 12.2523 8.23192 threshold=-1.0000000180025095e-35 262.25000000000006 1.5000000000000002 0.72242885125014411 16.608018670206715 198.87799895914654 decision_type=2 2 2 2 2 2 left_child=5 2 -2 -4 -5 -1 right_child=1 -3 3 4 -6 -7 leaf_value=-0.00070099402629234485 0.018504920966630173 -0.00017602983751856756 -0.003221551918047157 -0.023362424077968739 0.0087259659834980872 0.00058075043868785546 leaf_count=86702 211 490681 1081 923 193 299073 internal_value=0 -0.00185312 -0.0697655 -0.0918102 -0.153799 0.00252702 internal_count=878864 493089 2408 2197 1116 385775 shrinkage=0.115821 Tree=114 num_leaves=7 num_cat=0 split_feature=27 25 28 17 4 18 split_gain=3.90936 24.2858 19.5032 21.173 16.3973 14.9602 threshold=20.500000000000004 1007.2500000000001 684.25000000000011 60.156781097903156 83.051719665527358 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 5 -3 -4 right_child=1 4 3 -5 -6 -7 leaf_value=0.000141439579250442 -0.00096527401572527038 -0.012876764003489272 -0.0059104176003597743 0.0075277153223821131 -0.074259052466756237 0.0012430568972956219 leaf_count=647853 168165 1359 4253 6826 61 50347 internal_value=0 -0.00357017 -0.00276382 0.0124861 -0.133945 0.0059216 internal_count=878864 231011 229591 61426 1420 54600 shrinkage=0.115821 Tree=115 num_leaves=7 num_cat=0 split_feature=11 31 16 20 22 11 split_gain=3.6054 4.78925 9.43715 5.31087 4.99999 4.28047 threshold=0.93728042507916742 1.5000000000000002 197.35243688194404 0.82675350241033696 626.75000000000011 0.86162425024493994 decision_type=2 2 2 2 2 2 left_child=5 2 4 -4 -2 -1 right_child=1 -3 3 -5 -6 -7 leaf_value=9.5097604303118208e-05 0.0055090226593964833 -0.0016896619888408435 0.0061690094890232182 0.0008447292822328171 0.022520927350741054 -0.00050585138939547526 leaf_count=636959 500 6002 2870 20212 432 211889 internal_value=0 0.0106777 0.0169927 0.0130093 0.115647 -0.000474102 internal_count=878864 30016 24014 23082 932 848848 shrinkage=0.115821 Tree=116 num_leaves=7 num_cat=0 split_feature=27 8 5 17 29 5 split_gain=3.79593 8.02166 13.4941 25.0893 10.046 8.04731 threshold=7.5000000000000009 2590.5000000000005 51.001586914062507 67.953632351430528 3.9878731019500635 100.00141906738283 decision_type=2 2 2 2 2 2 left_child=-1 2 4 -4 -2 -5 right_child=1 -3 3 5 -6 -7 leaf_value=-0.00045870942645566447 0.00019989916769602012 0.0026265694705638145 -0.0014742190434062234 -0.020866483993634385 -0.064696490803339057 0.025756082352153868 leaf_count=190539 629762 16782 40592 1105 32 52 internal_value=0 0.00108298 0.000543323 -0.0168672 0.00169746 -0.16207 internal_count=878864 688325 671543 41749 629794 1157 shrinkage=0.115821 Tree=117 num_leaves=7 num_cat=0 split_feature=17 16 16 29 9 5 split_gain=4.05596 5.76954 7.57278 8.94667 9.84887 11.575 threshold=109.84366508977202 146.74808868501532 100.57144781464932 1.7411570728868633 0.94656828424408468 77.769298553466811 decision_type=2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 right_child=-2 -3 -4 -5 5 -7 leaf_value=-0.0052870062548728289 0.0039949147640453249 4.1833020509600912e-05 -0.0027993898795553823 0.018816099590319241 0.0022908704168129474 0.024908532120104535 leaf_count=1837 3410 852179 18986 412 1669 371 internal_value=0 -6.30742e-05 -0.0155968 0.0223541 0.00746551 0.0552938 internal_count=878864 875454 23275 4289 3877 2040 shrinkage=0.115821 Tree=118 num_leaves=7 num_cat=0 split_feature=2 32 20 16 22 1 split_gain=3.77202 9.17566 38.8679 12.3376 10.5878 7.15915 threshold=30.025793650793656 1.5000000000000002 0.56028185431330424 231.92241163733954 7611.5000000000009 408.50000000000006 decision_type=2 2 2 2 2 2 left_child=-1 5 4 -4 -3 -2 right_child=1 2 3 -5 -6 -7 leaf_value=0.00015228216853748792 0.0024117322283168101 -0.0078832515366344322 0.0029662690644093339 0.010387104918854242 0.002474666893146669 -0.0007287725720481115 leaf_count=631866 10194 4914 7902 4850 1812 217326 internal_value=0 -0.003294 0.017537 0.0499793 -0.0439714 -0.00507734 internal_count=878864 246998 19478 12752 6726 227520 shrinkage=0.115821 Tree=119 num_leaves=7 num_cat=0 split_feature=11 9 30 20 15 20 split_gain=3.8879 11.9027 6.9865 17.0089 12.8903 8.21317 threshold=0.68227273232328856 0.96552399475937722 1.5000000000000002 0.54034066251989021 0.3765184084149607 0.7019041071140586 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -2 -4 right_child=2 -3 5 -5 -6 -7 leaf_value=3.9674049968383503e-05 -0.0028438630300371432 0.0026890837433997889 -0.0028067342085338412 -0.00013656138802977562 0.0035459378784731973 -0.00013205279773435147 leaf_count=121887 4998 27966 26997 633417 27745 35854 internal_value=0 0.00461155 -0.000981112 -3.02233e-05 0.0221944 -0.0110596 internal_count=878864 149853 729011 666160 32743 62851 shrinkage=0.115821 Tree=120 num_leaves=7 num_cat=0 split_feature=15 23 31 28 25 27 split_gain=3.86734 7.43846 10.4621 6.33053 9.64265 10.8166 threshold=0.72269224593503867 0.28532254338705959 1.5000000000000002 410.25000000000006 262.25000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 left_child=3 2 -2 4 5 -1 right_child=1 -3 -4 -5 -6 -7 leaf_value=0.0092247238620897769 0.0062326537757290664 -0.00042412781784598928 -0.00085663669555581512 0.00013614464614361668 0.0042107417240048132 -0.0096857911208569434 leaf_count=559 5479 299056 5695 556216 10379 1480 internal_value=0 -0.00271541 0.0226167 0.00167402 0.0240046 -0.0388651 internal_count=878864 310230 11174 568634 12418 2039 shrinkage=0.115821 Tree=121 num_leaves=7 num_cat=0 split_feature=17 25 7 24 23 28 split_gain=3.5391 5.43986 12.6271 14.7951 19.916 11.9728 threshold=33.692726378241062 3158.2500000000005 -61.665100097656243 1.5000000000000002 0.34951859330101126 26359.750000000004 decision_type=2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 right_child=1 2 -4 4 -6 -7 leaf_value=0.0010585579270213437 1.706348741115968e-05 0.0018195241747419109 -0.00028414820714293347 0.0068545068894724469 -0.012161669289901476 -0.055560276022163506 leaf_count=40634 803054 2484 27307 886 4447 52 internal_value=0 -0.000416499 -0.0125979 -0.0480357 -0.077727 0.000116256 internal_count=878864 838230 35124 7817 5333 803106 shrinkage=0.115821 Tree=122 num_leaves=7 num_cat=0 split_feature=16 17 16 17 13 17 split_gain=3.45346 16.2049 25.6963 21.7092 17.6685 13.7134 threshold=220.74035329095111 49.074959868462408 224.3835462551454 53.952253342623813 172.8631442205573 43.75105631148714 decision_type=2 2 2 2 2 2 left_child=5 2 -2 -3 -5 -1 right_child=1 3 -4 4 -6 -7 leaf_value=0.0015655441036455022 -0.0035835850666994145 0.0026523110848353701 0.00021006836285541644 -0.0055018859275053067 0.013681255392131808 -0.00043942003364342972 leaf_count=51591 25832 59472 328983 7236 707 405043 internal_value=0 0.00212946 -0.000570927 0.016342 -0.032761 -0.00183816 internal_count=878864 422230 354815 67415 7943 456634 shrinkage=0.115821 Tree=123 num_leaves=7 num_cat=0 split_feature=16 32 16 12 23 23 split_gain=3.9043 8.67311 7.5743 8.222 7.45475 8.50398 threshold=151.03898514658997 1.5000000000000002 100.57144781464932 177.13351365237943 0.96466548881036529 1.1989777511504791 decision_type=2 2 2 2 2 2 left_child=1 2 3 -1 -5 -6 right_child=-2 -3 -4 4 5 -7 leaf_value=-0.0023402794498004762 4.3346193920652175e-05 0.0031863096562251194 -0.0028306425474427283 -0.0055952544129873518 0.016760502956035057 -0.00737014796656412 leaf_count=1976 846535 4991 23606 389 1130 237 internal_value=0 -0.0108231 -0.0178215 0.0240413 0.0738321 0.108589 internal_count=878864 32329 27338 3732 1756 1367 shrinkage=0.115821 Tree=124 num_leaves=7 num_cat=0 split_feature=18 21 22 17 25 13 split_gain=3.22506 9.49614 11.4472 8.8366 8.34611 8.83947 threshold=3.5000000000000004 11.500000000000002 924.75000000000011 50.856465105813307 932.25000000000011 41.778987918306818 decision_type=2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -6 right_child=3 2 -4 -5 5 -7 leaf_value=-1.0781403034004202e-05 -0.0018515727996435845 0.0025399133160681608 -0.048543799528924313 0.0010890948206400759 -0.040965617031627176 -0.0050373908645164689 leaf_count=805066 31953 22367 59 19032 150 237 internal_value=0 0.000472308 0.0207693 -0.00769323 -0.0177545 -0.163727 internal_count=878864 827492 22426 51372 32340 387 shrinkage=0.115821 Tree=125 num_leaves=7 num_cat=0 split_feature=20 27 15 24 31 12 split_gain=3.40319 6.63648 22.1579 9.42715 7.09249 9.75744 threshold=1.0819745975483683 45.500000000000007 0.71106388411532351 28.500000000000004 1.5000000000000002 130.44417382415926 decision_type=2 2 2 2 2 2 left_child=-1 4 -3 -4 -2 -6 right_child=1 2 3 -5 5 -7 leaf_value=0.00010973743546427682 -0.00014592996779982665 -0.0001431677022793053 -0.044350297814673326 -0.013214788157324124 -0.00020660326630685602 -0.0063742275400962486 leaf_count=726884 135848 1599 242 283 7929 6079 internal_value=0 -0.00425582 -0.0597612 -0.238012 -0.0034691 -0.0248931 internal_count=878864 151980 2124 525 149856 14008 shrinkage=0.115821 Tree=126 num_leaves=7 num_cat=0 split_feature=27 25 25 17 21 26 split_gain=3.39145 22.494 15.1306 15.0762 13.4043 10.1573 threshold=22.500000000000004 1048.2500000000002 658.25000000000011 60.756712382591367 7.5000000000000009 0.62072534277512559 decision_type=2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 right_child=1 -3 3 -5 -6 -7 leaf_value=0.00011780109701808639 0.0018265564818555711 -0.025323786241080171 -0.0014636605989547043 0.0060470801920621325 0.0019073394823728564 -0.0015886571806194281 leaf_count=692595 13200 486 28687 7028 35288 101580 internal_value=0 -0.00378957 -0.00322751 0.0082466 0.00341692 -0.0103254 internal_count=878864 186269 185783 71003 63975 114780 shrinkage=0.115821 Tree=127 num_leaves=7 num_cat=0 split_feature=16 22 25 9 11 23 split_gain=3.46731 9.04626 6.75455 6.62385 7.33929 10.9596 threshold=146.74808868501532 1552.2500000000002 1850.2500000000002 0.95610017235075995 0.58355120756436551 0.45688784898003848 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 -3 -6 right_child=-2 3 -4 -5 5 -7 leaf_value=-0.0022670131229255426 3.7884248478117488e-05 0.0053628790592492826 -0.013596623686527746 0.0078542989705716135 0.0025011720635656192 -0.011152514312666938 leaf_count=17258 853637 2064 736 1967 1796 1406 internal_value=0 -0.0115686 -0.0235745 0.0182995 -0.00019568 -0.0301687 internal_count=878864 25227 17994 7233 5266 3202 shrinkage=0.115821 Tree=128 num_leaves=7 num_cat=0 split_feature=27 27 17 21 25 24 split_gain=3.53325 6.58703 20.9635 16.8614 13.5361 17.9515 threshold=6.5000000000000009 14.500000000000002 63.965319226113429 5.5000000000000009 1063.2500000000002 5.5000000000000009 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 right_child=1 -3 3 -5 5 -7 leaf_value=-0.0004972123040848283 0.00068658971321618623 -0.00018457779876660099 0.0011668556657701802 -0.017614287313349533 0.00043096624828297157 -0.017745022128769043 leaf_count=155181 294413 420865 4237 1246 1393 1529 internal_value=0 0.000965469 0.0045222 -0.0447215 -0.0260357 -0.078397 internal_count=878864 723683 302818 8405 7159 2922 shrinkage=0.115821 Tree=129 num_leaves=7 num_cat=0 split_feature=17 26 19 8 23 20 split_gain=3.58707 6.99959 5.40242 5.1464 5.01377 6.1484 threshold=109.84366508977202 0.9350824200706459 362.25000000000006 9732.5000000000018 0.31779071917175084 0.9576123023687021 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 right_child=1 -3 3 -5 5 -7 leaf_value=-6.7389966553563752e-06 0.041879132013939425 0.0087212621361509694 0.0096571636680872052 0.021352540017574442 0.0011942545114839102 -0.015696575410676258 leaf_count=875492 37 1796 264 109 530 636 internal_value=0 0.0326202 -0.0160169 -0.025095 -0.0410603 -0.0692355 internal_count=878864 3372 1576 1539 1430 1166 shrinkage=0.115821 Tree=130 num_leaves=7 num_cat=0 split_feature=15 22 13 30 16 21 split_gain=3.54663 8.64479 11.0149 18.2974 10.8986 9.87654 threshold=0.72269224593503867 636.75000000000011 20.716169465468813 1.0000000180025095e-35 217.49084887189886 14.500000000000002 decision_type=2 2 2 2 2 2 left_child=-1 5 3 4 -3 -2 right_child=1 2 -4 -5 -6 -7 leaf_value=0.00016671465595016679 -0.00078433296846058766 0.0072196233392819963 8.291031048008117e-05 -0.0016341268270424474 0.024719360627977485 -0.0083246778461028032 leaf_count=568730 163063 4118 136315 3734 540 2364 internal_value=0 -0.00276437 0.00288059 0.0380434 0.0798505 -0.00770229 internal_count=878864 310134 144707 8392 4658 165427 shrinkage=0.115821 Tree=131 num_leaves=7 num_cat=0 split_feature=31 16 14 19 32 4 split_gain=2.95415 3.91297 6.48394 9.67912 4.50784 4.41954 threshold=2.5000000000000004 247.38365944432718 47.864267098020875 5687.0000000000009 1.5000000000000002 190.2469177246094 decision_type=2 2 2 2 2 2 left_child=1 5 3 -3 -4 -1 right_child=-2 2 4 -5 -6 -7 leaf_value=2.5297812044688421e-05 -0.0010453890562148415 -0.0027586363988927978 0.0035084350757752479 -0.04864458129770638 0.021538865942853164 -0.0066142890668221899 leaf_count=836394 35352 370 5134 74 193 1347 internal_value=0 0.00030501 0.026255 -0.0898481 0.0359321 0.000126247 internal_count=878864 843512 5771 444 5327 837741 shrinkage=0.115821 Tree=132 num_leaves=7 num_cat=0 split_feature=0 2 25 20 1 28 split_gain=3.14994 5.16697 3.93126 3.45602 3.42642 10.6002 threshold=9.0000000000000018 55.722068965517245 841.25000000000011 0.59797208728506446 806.50000000000011 848.25000000000011 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -3 5 -2 right_child=4 3 -4 -5 -6 -7 leaf_value=0.0023221625043793838 -7.858241090317531e-05 -0.006931524659564911 -0.00087404786216891751 -3.1836291446227793e-05 0.00027127070281676463 -0.0019471665969537013 leaf_count=28645 490728 1001 6297 35903 271879 44411 internal_value=0 0.00636117 0.0150764 -0.00189073 -0.000548685 -0.00201739 internal_count=878864 71846 34942 36904 807018 535139 shrinkage=0.115821 Tree=133 num_leaves=7 num_cat=0 split_feature=18 29 7 12 16 9 split_gain=3.4683 3.00127 13.0517 15.974 10.6674 9.36048 threshold=6.5000000000000009 0.81358892837389496 -89.940933227539048 631.09902576697334 225.0450936854817 0.92748595316479998 decision_type=2 2 2 2 2 2 left_child=1 4 3 -3 -1 -5 right_child=-2 2 -4 5 -6 -7 leaf_value=-3.2173822593513195e-05 0.010485814808037515 -0.0031719740886939443 -8.3881635694795799e-05 -0.033339345541465316 0.0019103183266193507 0.0052084660556102995 leaf_count=212255 422 10400 609128 376 46174 109 internal_value=0 -0.000144218 -0.00133756 -0.0356596 0.00271881 -0.213053 internal_count=878864 878442 620013 10885 258429 485 shrinkage=0.115821 Tree=134 num_leaves=7 num_cat=0 split_feature=0 29 17 32 17 16 split_gain=3.11207 8.84715 19.9919 11.095 10.7868 9.66943 threshold=22.000000000000004 0.85192012758563673 53.560883283856349 1.5000000000000002 67.953632351430528 156.58594184674965 decision_type=2 2 2 2 2 2 left_child=1 2 3 5 -3 -1 right_child=-2 4 -4 -5 -6 -7 leaf_value=-0.0016847979584699339 -0.00015540820064489019 -0.00028284014205708113 -0.0019595683432145914 -0.00092010856503973255 0.004568834244701208 0.0029844136537810367 leaf_count=6555 559254 205308 22057 14933 6337 64420 internal_value=0 0.00256995 0.00993633 0.0168315 -0.00118781 0.0220442 internal_count=878864 319610 107965 85908 211645 70975 shrinkage=0.115821 Tree=135 num_leaves=7 num_cat=0 split_feature=5 8 8 25 18 0 split_gain=2.88074 9.98254 8.88253 9.09588 22.8125 11.9871 threshold=49.968406677246101 1173.5000000000002 891.50000000000011 883.75000000000011 2.5000000000000004 43.000000000000007 decision_type=2 2 2 2 2 2 left_child=2 -2 3 -1 -5 -6 right_child=1 -3 -4 4 5 -7 leaf_value=5.0650841471370405e-05 -0.0033424497870529579 -0.00014682513886733151 0.0010553767300785504 -0.00090606270808081383 -0.016340023302402563 -0.0024564853096652366 leaf_count=575158 14514 135853 111009 38868 2060 1402 internal_value=0 -0.00393089 0.000876647 -0.00060389 -0.0147513 -0.0925362 internal_count=878864 150367 728497 617488 42330 3462 shrinkage=0.115821 Tree=136 num_leaves=7 num_cat=0 split_feature=19 16 21 11 29 25 split_gain=3.14213 8.50721 8.79639 7.98716 7.27245 5.314 threshold=143.25000000000003 186.16736897046255 4.5000000000000009 0.81071791521486658 0.22742145082332002 731.25000000000011 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -5 right_child=-2 2 4 5 -6 -7 leaf_value=0.0022114258983369881 1.1190864767964021e-05 -0.019177672010271728 -0.03038125698986717 -0.00034632076370527101 -0.0075194934556351099 0.025758705580676961 leaf_count=1773 875332 270 365 616 382 126 internal_value=0 -0.0297899 -0.0790624 -0.0183064 -0.161372 0.0352838 internal_count=878864 3532 1759 1012 747 742 shrinkage=0.115821 Tree=137 num_leaves=7 num_cat=0 split_feature=17 16 4 6 22 13 split_gain=3.01799 7.85172 7.7416 7.91323 17.7509 45.4275 threshold=40.01229580651335 190.69684878613455 19.96939849853516 0.26922353681568417 2144.5000000000005 172.8631442205573 decision_type=2 2 2 2 2 2 left_child=2 -2 -1 4 -4 -6 right_child=1 -3 3 -5 5 -7 leaf_value=0.0018619113091058693 -0.00096836623408347994 6.5603532316475745e-05 0.0049536249830265206 0.00017355429027917217 -0.028527332077506462 0.00069478361731481182 leaf_count=39498 116699 632435 1667 85474 1118 1973 internal_value=0 -0.000824262 0.00439994 -0.000711018 -0.0404029 -0.0852585 internal_count=878864 749134 129730 90232 4758 3091 shrinkage=0.115821 Tree=138 num_leaves=7 num_cat=0 split_feature=11 18 15 20 21 23 split_gain=3.0439 6.87509 12.0952 7.30687 10.0068 11.138 threshold=0.68227273232328856 2.5000000000000004 0.54050774549001934 1.0796886315309624 5.5000000000000009 1.0000783576241969 decision_type=2 2 2 2 2 2 left_child=1 3 -3 -1 5 -5 right_child=-2 2 -4 4 -6 -7 leaf_value=0.00040715651096083093 -9.2102205544275007e-05 -0.0026538514986624065 0.0031599006888176589 -0.009116960556728922 -0.0089502769338537652 0.00074967628781593396 leaf_count=105705 729049 5960 24672 1848 2575 9055 internal_value=0 0.00415381 0.0175161 0.000719485 -0.0212082 -0.00796631 internal_count=878864 149815 30632 119183 13478 10903 shrinkage=0.115821 Tree=139 num_leaves=7 num_cat=0 split_feature=2 32 14 19 16 30 split_gain=3.69123 8.22326 9.38807 7.94506 7.42908 5.93373 threshold=30.025793650793656 1.5000000000000002 49.736109200881586 2706.5000000000005 235.47922645286633 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 left_child=5 -2 3 -3 -4 -1 right_child=1 2 4 -5 -6 -7 leaf_value=0.0002892116307098132 -0.00057791951139601937 0.0021937342307343306 0.0025728665832705361 -0.003707790129243954 0.011406965107221735 -0.00073331457607646311 leaf_count=543208 227563 9726 3268 4465 2096 88538 internal_value=0 -0.00329875 0.0163797 0.00290882 0.0520184 0.00125976 internal_count=878864 247118 19555 14191 5364 631746 shrinkage=0.115821 Tree=140 num_leaves=7 num_cat=0 split_feature=26 27 7 29 32 5 split_gain=3.13647 4.36699 5.54196 3.91421 8.25096 12.7965 threshold=6.771409598777792 6.5000000000000009 -63.403047561645501 6.7967096696224116 1.5000000000000002 82.422206878662124 decision_type=2 2 2 2 2 2 left_child=3 2 -2 -1 5 -5 right_child=1 -3 -4 4 -6 -7 leaf_value=-2.26739505697868e-06 -0.026712203155733881 0.0061130487043737601 0.00019076673410948306 -0.046547646945268244 0.010819204122285859 -0.0046287323969436125 leaf_count=872002 118 2422 793 101 448 2980 internal_value=0 0.0305805 -0.0284398 -0.000154086 -0.0333909 -0.0518291 internal_count=878864 3333 911 875531 3529 3081 shrinkage=0.115821 Tree=141 num_leaves=7 num_cat=0 split_feature=10 24 9 10 28 16 split_gain=2.9915 5.74288 5.67177 7.13695 7.97551 5.7491 threshold=0.70205286769806063 26.500000000000004 0.73365711380461185 0.45376343929886259 3776.2500000000005 217.71526262350733 decision_type=2 2 2 2 2 2 left_child=2 -2 3 4 -1 -4 right_child=1 -3 5 -5 -6 -7 leaf_value=0.0039544211125998084 0.00010928967232580607 0.0028878050170785029 -0.00072196357490931845 -0.0060367624441905318 -0.06540460357649068 0.00024741352937872742 leaf_count=35 539085 10167 171778 583 61 157155 internal_value=0 0.00138767 -0.00242314 -0.0937243 -0.346375 -0.00223468 internal_count=878864 549252 329612 679 96 328933 shrinkage=0.115821 Tree=142 num_leaves=7 num_cat=0 split_feature=29 17 13 29 29 23 split_gain=3.43587 12.384 9.51039 8.86925 8.24176 8.57718 threshold=0.71650287439380811 49.355371495801656 33.109762932710801 0.14132984630597825 0.53813488341751092 0.40695560544280024 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 right_child=-2 4 3 -5 -6 -7 leaf_value=0.00073718948137733173 -0.00011759466668125474 0.00018417347596905864 -0.0048703942820747951 0.0041005701621978112 0.00065310565648188271 -0.0027593003391834228 leaf_count=72201 682968 24052 1591 20883 47517 29652 internal_value=0 0.00373548 0.0119567 0.0299211 -0.00395406 -0.0124419 internal_count=878864 195896 94675 22474 101221 53704 shrinkage=0.115821 Tree=143 num_leaves=7 num_cat=0 split_feature=18 27 22 28 6 18 split_gain=2.76675 2.84829 16.5312 14.9614 13.6591 11.1275 threshold=6.5000000000000009 20.500000000000004 1054.7500000000002 690.25000000000011 0.33521140434412083 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -5 right_child=-2 2 4 5 -6 -7 leaf_value=0.00011370783629791432 0.0093255935492869493 -0.00078865487898893314 0.0098230890379295728 -0.0047771137682497784 -0.01239519156870977 0.0018161882188744954 leaf_count=647991 426 171162 437 3673 2464 52711 internal_value=0 -9.20804e-05 -0.00311159 -0.00215526 -0.078123 0.0119726 internal_count=878864 878438 230447 227546 2901 56384 shrinkage=0.115821 Tree=144 num_leaves=7 num_cat=0 split_feature=17 26 22 12 5 26 split_gain=3.02151 5.24874 4.98252 6.14079 13.8729 8.5617 threshold=100.45232124545707 4.3911868882361063 595.75000000000011 196.91778489984134 54.621540069580085 1.7326740149828923 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -6 right_child=1 -3 3 -5 5 -7 leaf_value=-2.213051518059932e-06 0.010136542800657723 0.037779067633161606 0.00048482483420269717 0.0052900121151516774 -0.015832925085522274 -0.065701908784314061 leaf_count=872178 909 56 2859 2450 359 53 internal_value=0 0.0213205 0.0187455 0.00781819 -0.0205361 -0.192091 internal_count=878864 6686 6630 5721 3271 412 shrinkage=0.115821 Tree=145 num_leaves=7 num_cat=0 split_feature=13 4 5 13 28 20 split_gain=2.57126 2.67751 7.92493 6.78564 5.18362 7.01135 threshold=8.9619292926188887 13.00000047683716 77.769298553466811 32.789832648155347 3279.5000000000005 0.40359116309381854 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 right_child=1 -3 -4 4 -6 -7 leaf_value=-0.0028880564517487226 0.00035796812791429652 -3.5630404596650877e-05 -0.017588608787008606 -0.0057099813490424046 -0.0094353608948959476 0.0056175090144537435 leaf_count=4099 51530 814365 314 814 375 7367 internal_value=0 0.000168829 0.00659291 0.00742096 0.0335007 0.0387705 internal_count=878864 874765 60400 60086 8556 8181 shrinkage=0.115821 Tree=146 num_leaves=7 num_cat=0 split_feature=2 21 23 23 1 10 split_gain=3.08525 5.45543 9.59218 9.13913 7.19345 6.5441 threshold=27.794494720965314 1.5000000000000002 0.99999213537226439 0.56923823988263134 432.50000000000006 0.95574972309148631 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 -3 -4 right_child=1 4 5 -5 -6 -7 leaf_value=0.00015274122750753133 -0.00027068116391330458 0.0017245972916291215 0.0007154027154410512 0.0084843943005932371 -0.00072946795965502507 -0.0043454225463426194 leaf_count=613231 2684 17358 29449 3958 208305 3879 internal_value=0 -0.00276116 0.00800687 0.0427083 -0.00466842 0.00109117 internal_count=878864 265633 39970 6642 225663 33328 shrinkage=0.115821 Tree=147 num_leaves=7 num_cat=0 split_feature=21 14 13 24 14 18 split_gain=2.93556 7.70778 8.66289 4.27777 9.62144 5.6242 threshold=16.500000000000004 14.71119618298968 23.056689700826652 26.500000000000004 34.264746449782123 3.5000000000000004 decision_type=2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -5 right_child=1 2 -4 4 -6 -7 leaf_value=-2.9263663556147062e-05 0.0097797869248374691 -0.037247805283494299 -0.0044065195020277894 0.0046560801186776865 -0.055185467095810882 -0.00059305567633261469 leaf_count=864141 509 112 2836 6491 39 4736 internal_value=0 -0.0291981 -0.0488186 -2.59002e-07 0.01936 0.0210824 internal_count=878864 3457 2948 875407 11266 11227 shrinkage=0.115821 Tree=148 num_leaves=7 num_cat=0 split_feature=7 9 17 24 8 10 split_gain=2.67877 8.67444 11.3575 8.04857 8.5978 14.5249 threshold=-1.0000000180025095e-35 0.96602113557576497 65.753373447123991 1.5000000000000002 8684.0000000000018 0.93087073680781163 decision_type=2 2 2 2 2 2 left_child=1 3 -3 -1 -5 -6 right_child=-2 2 -4 4 5 -7 leaf_value=0.0025562148947212504 -0.00018890406083001986 0.0006980567302751476 0.0048296341684989285 -0.00017405639940344222 -0.0014845673985077797 -0.013079343770180321 leaf_count=13918 493035 112160 9697 241031 7209 1814 internal_value=0 0.00188697 0.00886571 -0.00133461 -0.00263734 -0.032944 internal_count=878864 385829 121857 263972 250054 9023 shrinkage=0.115821 Tree=149 num_leaves=7 num_cat=0 split_feature=21 21 19 0 29 25 split_gain=2.80507 5.41495 9.34725 4.71577 5.11279 4.96362 threshold=18.500000000000004 16.500000000000004 571.25000000000011 29.500000000000004 1.2082657767149747 426.25000000000006 decision_type=2 2 2 2 2 2 left_child=1 -1 3 5 -5 -3 right_child=-2 2 -4 4 -6 -7 leaf_value=3.7794465706524292e-06 0.0074402394033707504 -0.029858997360128842 0.0066290148063891281 -0.019660420219589428 0.011867526334681465 -0.0029215712015716907 leaf_count=875406 678 99 685 664 77 1255 internal_value=0 -0.000107302 -0.0441716 -0.0773284 -0.141462 -0.0422302 internal_count=878864 878186 2780 2095 741 1354 shrinkage=0.115821 Tree=150 num_leaves=7 num_cat=0 split_feature=27 13 5 30 27 25 split_gain=3.48023 6.85506 10.3348 8.27811 12.3506 10.7809 threshold=7.5000000000000009 87.662530495173726 51.001586914062507 1.0000000180025095e-35 10.500000000000002 4732.5000000000009 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 5 -5 -4 right_child=1 -3 3 4 -6 -7 leaf_value=-0.00042950706762801244 0.00018336548980124576 0.0023241532660940823 -0.00077098681824878165 0.0017858365005782066 -0.007719805719320425 -0.056883048564779035 leaf_count=190597 629804 18581 31076 2613 6147 46 internal_value=0 0.00112031 0.000594625 -0.0150163 -0.0421719 -0.00737279 internal_count=878864 688267 669686 39882 8760 31122 shrinkage=0.115821 Tree=151 num_leaves=7 num_cat=0 split_feature=4 25 23 29 25 25 split_gain=2.82399 8.69555 7.07857 11.0639 6.76321 12.5088 threshold=28.000027656555179 924.25000000000011 1.4346844509249488 2.4586654980035343 3158.2500000000005 7347.5000000000009 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -6 right_child=4 2 -4 -5 5 -7 leaf_value=4.6478323671648949e-05 0.000831746047739228 -0.0013579623202328325 0.0043299898147446027 -0.021516176760332614 -0.0028378600514108164 0.0011129542969746564 leaf_count=624323 132097 76124 2947 367 21264 21742 internal_value=0 -0.000852555 -0.0107069 -0.0125597 0.00363524 -0.00725686 internal_count=878864 703761 79438 76491 175103 43006 shrinkage=0.115821 Tree=152 num_leaves=7 num_cat=0 split_feature=11 16 27 6 12 13 split_gain=2.61957 9.65491 5.86921 6.06811 4.97684 12.2449 threshold=0.4637269560708368 196.8297489163177 1.5000000000000002 0.12790142449875938 241.30865786510142 73.751502295454614 decision_type=2 2 2 2 2 2 left_child=1 2 -1 -4 5 -2 right_child=4 -3 3 -5 -6 -7 leaf_value=0.017457463818837345 -2.6374328208993517e-05 0.003832140440639164 0.023170240523560211 -0.0071907369651813286 -0.0010867017150565461 0.0024478745378191192 leaf_count=153 786468 7825 92 2200 54347 27779 internal_value=0 0.0159477 -0.0389042 -0.0515629 -0.000117315 0.000501098 internal_count=878864 10270 2445 2292 868594 814247 shrinkage=0.115821 Tree=153 num_leaves=7 num_cat=0 split_feature=4 25 10 29 16 8 split_gain=2.84786 10.8492 13.419 7.23687 6.87178 6.72368 threshold=190.2469177246094 51701.500000000007 0.93087073680781163 1.2481949223230113 243.45412946883539 23924.000000000004 decision_type=2 2 2 2 2 2 left_child=5 2 3 4 -2 -1 right_child=1 -3 -4 -5 -6 -7 leaf_value=-3.5566443924101127e-06 -0.031627812242764383 0.0036674839259371425 -0.070291553381754662 -0.0035580951288344664 0.0047587686121099877 0.0040055525576437002 leaf_count=870405 277 1378 49 1014 93 5648 internal_value=0 -0.031688 -0.0926095 -0.0744013 -0.19411 0.000192456 internal_count=878864 2811 1433 1384 370 876053 shrinkage=0.115821 Tree=154 num_leaves=7 num_cat=0 split_feature=16 26 16 32 11 22 split_gain=2.85657 5.93195 5.78527 8.87925 4.74208 4.28714 threshold=100.57144781464932 1.0501114138391374 146.74808868501532 1.5000000000000002 0.61869217383923281 1069.2500000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 3 -2 5 -3 right_child=2 4 -4 -5 -6 -7 leaf_value=0.0008718660049505892 -0.0029817696674185891 -0.011270413096367492 3.2488162710347547e-05 0.0036175313817267381 0.0018924152125873782 0.022758449563762179 leaf_count=3878 17259 56 853587 3250 395 439 internal_value=0 0.0244252 -0.000118274 -0.0167154 0.0980526 0.163258 internal_count=878864 4768 874096 20509 890 495 shrinkage=0.115821 Tree=155 num_leaves=7 num_cat=0 split_feature=17 4 13 10 11 4 split_gain=3.16455 4.07781 9.06683 8.13463 7.15699 5.84585 threshold=109.84366508977202 83.051719665527358 72.043157084512089 0.81728699584051057 0.59361211246131895 34.000026702880866 decision_type=2 2 2 2 2 2 left_child=-1 2 3 5 -3 -2 right_child=1 4 -4 -5 -6 -7 leaf_value=-1.1231451635070166e-05 0.0096177075456720246 0.0015394381381701261 0.012827581915144975 -0.011226885493348505 -0.03310491527839643 -0.011117028059923264 leaf_count=875495 912 326 1201 596 106 228 internal_value=0 0.0306102 0.0439531 -0.00226074 -0.0601036 0.0472346 internal_count=878864 3369 2937 1736 432 1140 shrinkage=0.115821 Tree=156 num_leaves=7 num_cat=0 split_feature=1 5 14 26 14 31 split_gain=2.34387 8.25073 8.22205 10.0285 9.27466 7.22334 threshold=806.50000000000011 46.853715896606452 15.374120843524766 0.23123009319403406 17.064203459660963 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 -1 -2 5 -5 -4 right_child=2 -3 3 4 -6 -7 leaf_value=-0.00010025226608728765 -0.016717252152915432 -0.005203574228122526 0.014705645990038702 0.015254139787291891 0.0001996379736542753 0.0011193553267496554 leaf_count=581641 382 4281 1105 550 289905 1000 internal_value=0 -0.00118752 0.00227679 0.00246823 0.00196981 0.0712423 internal_count=878864 585922 292942 292560 290455 2105 shrinkage=0.115821 Tree=157 num_leaves=7 num_cat=0 split_feature=19 18 22 17 1 17 split_gain=2.65874 12.2626 9.83928 8.23473 7.59122 5.92051 threshold=305.25000000000006 5.5000000000000009 1115.7500000000002 100.45232124545707 253.50000000000003 39.534499604946355 decision_type=2 2 2 2 2 2 left_child=1 2 3 5 -3 -1 right_child=-2 4 -4 -5 -6 -7 leaf_value=0.0022387215872920062 2.1195073129921118e-05 0.0014116278809533191 0.012478490121592264 0.036896863371708513 -0.044084291784057129 -0.0020079622690646723 leaf_count=5323 847019 75 724 76 143 25504 internal_value=0 -0.00912447 -0.00749529 -0.010195 -0.245483 -0.0110056 internal_count=878864 31845 31627 30903 218 30827 shrinkage=0.115821 Tree=158 num_leaves=7 num_cat=0 split_feature=29 17 16 30 17 16 split_gain=2.9091 10.0445 8.22442 19.489 12.4836 10.5855 threshold=0.71650287439380811 49.355371495801656 159.92720444200174 1.0000000180025095e-35 39.381076264464248 203.2872494053687 decision_type=2 2 2 2 2 2 left_child=1 2 -1 4 5 -4 right_child=-2 -3 3 -5 -6 -7 leaf_value=-0.00049456172135052133 -0.0001167811037079349 -0.00041266853387943652 0.012238924268718945 -0.00084057316434749021 0.0024055859886854352 0.0038091906965622537 leaf_count=26272 683028 101185 3484 22884 37325 4686 internal_value=0 0.00336365 0.0107685 0.0165464 0.0285198 0.0639258 internal_count=878864 195836 94651 68379 45495 8170 shrinkage=0.115821 Tree=159 num_leaves=7 num_cat=0 split_feature=19 28 28 29 21 10 split_gain=2.34621 6.06896 6.25434 7.35174 6.00364 5.45844 threshold=143.25000000000003 1346.2500000000002 596.25000000000011 0.7857413215096789 7.5000000000000009 0.73314118670764439 decision_type=2 2 2 2 2 2 left_child=1 2 3 5 -4 -1 right_child=-2 -3 4 -5 -6 -7 leaf_value=-0.0068433500891509069 8.8095966928663916e-06 0.024845427504940114 -0.0060941309840004043 -0.01664872298850931 -0.025442351621510473 0.0070549568642823629 leaf_count=542 875356 102 1029 302 272 1261 internal_value=0 -0.0258372 -0.0330351 0.000653357 -0.0875426 0.0248399 internal_count=878864 3508 3406 2105 1301 1803 shrinkage=0.115821 Tree=160 num_leaves=7 num_cat=0 split_feature=27 15 11 29 23 26 split_gain=2.45634 4.1648 2.95212 4.0202 2.89928 2.80083 threshold=55.500000000000007 0.41027493180672409 0.90550301341004746 1.1413906611837732 0.72270869920738912 1.316699900915826 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 -3 -4 -5 right_child=1 2 4 5 -6 -7 leaf_value=-8.4698669904193439e-06 0.016142208363204555 -0.02164671239124618 -0.041948001975887883 0.0041406325635817698 0.0037196109050155711 -0.036540634635058855 leaf_count=877929 102 332 20 179 276 26 internal_value=0 -0.0513556 -0.0747101 -0.118908 0.00547363 -0.00879757 internal_count=878864 935 833 537 296 205 shrinkage=0.115821 Tree=161 num_leaves=7 num_cat=0 split_feature=27 27 17 21 31 12 split_gain=2.53749 5.2245 17.1373 12.8044 8.89096 17.0263 threshold=6.5000000000000009 14.500000000000002 63.965319226113429 5.5000000000000009 1.5000000000000002 130.44417382415926 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 -4 -3 -6 right_child=1 4 3 -5 5 -7 leaf_value=-0.00042672373244475632 0.00060349536906775358 8.0556774844865034e-06 -0.0028130384030284465 -0.015529359121718055 -0.00064667425871647768 -0.0064968448675916252 leaf_count=155306 294339 376424 7168 1247 36198 8182 internal_value=0 0.000770497 0.00393846 -0.0405578 -0.00150875 -0.0148956 internal_count=878864 723558 302754 8415 420804 44380 shrinkage=0.115821 Tree=162 num_leaves=7 num_cat=0 split_feature=17 27 24 25 4 4 split_gain=2.51873 5.82041 15.9931 10.4098 6.06437 5.82374 threshold=92.537276295698135 16.500000000000004 4.5000000000000009 1033.2500000000002 65.522163391113295 22.157831192016605 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 4 -4 -5 right_child=1 -3 3 5 -6 -7 leaf_value=-3.1969941154597044e-05 0.0047471283452170422 0.0061761159607286757 -0.0018377762094791005 0.0012525441829193823 0.039480607919347668 -0.01853942410574801 leaf_count=868847 4089 2912 1731 250 49 986 internal_value=0 0.0156721 0.000240162 -0.0550029 -0.00604692 -0.125506 internal_count=878864 10017 7105 3016 1780 1236 shrinkage=0.115821 Tree=163 num_leaves=7 num_cat=0 split_feature=2 33 30 30 29 16 split_gain=2.38876 5.52329 6.88934 7.44789 25.3923 7.47378 threshold=27.794494720965314 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 1.6569695175853598 165.81627273934407 decision_type=2 2 2 2 2 2 left_child=1 2 3 5 -5 -1 right_child=-2 -3 -4 4 -6 -7 leaf_value=-0.0011608240370087723 -0.00027414843472834061 -0.001621019558796166 0.002212494953834329 -0.00015587378827180005 -0.0082083772635674832 0.00038380987180797215 leaf_count=46042 265611 22954 22185 34769 6188 481115 internal_value=0 0.00122308 0.00181488 0.00113978 -0.0118501 0.00214902 internal_count=878864 613253 590299 568114 40957 527157 shrinkage=0.115821 Tree=164 num_leaves=7 num_cat=0 split_feature=1 5 29 29 7 7 split_gain=2.47572 6.67626 6.27424 7.53068 10.789 6.74605 threshold=806.50000000000011 46.853715896606452 0.70475725418080604 0.11123098871989974 -88.482517242431626 -89.940933227539048 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -2 -4 right_child=2 -3 5 -5 -6 -7 leaf_value=-0.00010861021450190348 -0.035813109885110009 -0.0046833669885386819 -0.0039135327056405459 0.002721616972371544 -0.0018475566610194052 0.00020853057190291975 leaf_count=581745 160 4311 5434 18862 581 267771 internal_value=0 -0.00122829 0.00233253 0.0196137 -0.0792737 0.00109258 internal_count=878864 586056 292808 19603 741 273205 shrinkage=0.115821 Tree=165 num_leaves=7 num_cat=0 split_feature=2 20 32 29 16 23 split_gain=2.4605 5.70736 23.6107 9.67008 7.69434 7.35363 threshold=27.794494720965314 0.57038613088159607 1.5000000000000002 0.076801226230198152 231.92241163733954 0.16410767828530734 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 -3 -4 -5 right_child=1 2 4 5 -6 -7 leaf_value=0.0001110301538252222 -0.0031111297157466328 -0.02884236745272005 0.0024305066550048887 -0.034309892321765033 0.0082344637470783844 -0.00043596292314153221 leaf_count=613156 9418 161 8318 86 4851 242874 internal_value=0 -0.00268458 -0.00179613 -0.00402998 0.0394444 -0.00386764 internal_count=878864 265708 256290 243121 13169 242960 shrinkage=0.115821 Tree=166 num_leaves=7 num_cat=0 split_feature=11 16 17 19 16 31 split_gain=2.59425 11.716 21.6399 12.5482 12.2907 8.86407 threshold=0.86162425024493994 187.70956813194763 60.756712382591367 342.25000000000006 219.36876834749179 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 -3 -4 -5 right_child=1 2 4 5 -6 -7 leaf_value=0.00012030961510448474 0.0029745401599657541 -0.0047419298433447072 -0.0088135165910558783 -5.2799391707336286e-05 -0.034174126936580007 -0.0028979031705906747 leaf_count=637125 13620 8713 1125 202108 332 15841 internal_value=0 -0.00280877 -0.00450984 -0.00372896 -0.12599 -0.00224128 internal_count=878864 241739 228119 226662 1457 217949 shrinkage=0.115821 Tree=167 num_leaves=7 num_cat=0 split_feature=11 11 30 20 30 31 split_gain=2.56398 4.21869 6.65028 5.09802 7.81204 11.392 threshold=0.92801803648288594 0.86438415946088598 1.5000000000000002 0.99987298367738231 2.5000000000000004 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=1 3 -3 -1 5 -5 right_child=-2 2 -4 4 -6 -7 leaf_value=0.00056107928212039196 0.00086742948734213612 -0.00037353902948941448 -0.0035477700548587079 -0.00020851589028883781 0.0016714695894635883 -0.0068159014298224208 leaf_count=210199 43166 178885 9315 403790 29978 3531 internal_value=0 -0.000414148 -0.00458163 0.000797159 -0.00114824 -0.00229487 internal_count=878864 835698 188200 647498 437299 407321 shrinkage=0.115821 Tree=168 num_leaves=7 num_cat=0 split_feature=10 22 5 30 19 19 split_gain=2.39472 5.27634 8.71569 12.0991 8.40432 7.30404 threshold=0.70205286769806063 636.75000000000011 19.798989295959476 1.0000000180025095e-35 875.25000000000011 2591.5000000000005 decision_type=2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 right_child=-2 2 -4 -5 5 -7 leaf_value=-0.00067357773462507645 0.00015692403434985184 0.0057431119497382268 1.9454877565585023e-05 -0.00076560262322998432 0.026183352885154842 -0.024379044064712651 leaf_count=174969 549346 5210 143978 4881 438 42 internal_value=0 -0.00205489 0.0022028 0.0299173 0.0612515 0.187869 internal_count=878864 329518 154549 10571 5690 480 shrinkage=0.115821 Tree=169 num_leaves=7 num_cat=0 split_feature=15 22 28 27 27 24 split_gain=2.20005 5.26185 8.7083 7.50909 9.33858 14.4315 threshold=0.70173629076194433 452.25000000000006 626.25000000000011 22.500000000000004 38.500000000000007 22.500000000000004 decision_type=2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 right_child=1 -3 -4 4 -6 -7 leaf_value=0.0001496716594590701 -8.2106022289803253e-05 -4.7092348325649421e-05 -0.0058135267913991765 -0.0036498382147893338 0.0084366807886552455 -0.021218055846197501 leaf_count=530840 34297 301033 5244 6034 716 700 internal_value=0 -0.00194286 -0.0117844 -0.00695964 -0.0357357 -0.0472804 internal_count=878864 348024 46991 41747 7450 6734 shrinkage=0.115821 Tree=170 num_leaves=7 num_cat=0 split_feature=17 6 4 17 25 12 split_gain=2.48089 4.78143 4.48563 7.13881 7.13325 7.84243 threshold=30.832095826606906 0.51020408242705095 190.2469177246094 58.13819685823163 21601.000000000004 631.09902576697334 decision_type=2 2 2 2 2 2 left_child=1 -1 4 -4 5 -2 right_child=2 -3 3 -5 -6 -7 leaf_value=-0.00050333352626116975 -8.101218651895183e-06 0.0028058670981132485 -0.0083703115825230351 0.013503853691822536 0.0057256802971643126 -0.0051447734288943801 leaf_count=11496 846659 11941 1638 228 2896 4006 internal_value=0 0.0102113 -0.000217197 -0.049193 -0.000110129 -0.000278802 internal_count=878864 23437 855427 1866 853561 850665 shrinkage=0.115821 Tree=171 num_leaves=7 num_cat=0 split_feature=0 25 21 26 13 18 split_gain=2.7054 10.276 12.9751 8.19535 8.74857 7.68323 threshold=22.000000000000004 846.75000000000011 10.500000000000002 0.72964038200800785 27.157557970519242 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=1 3 5 4 -1 -3 right_child=-2 2 -4 -5 -6 -7 leaf_value=0.00098710858488743102 -0.00015121641205934736 -0.0002891503422449635 -0.032910960238149489 0.0002689435913905825 0.0042860392516901975 -0.0033391501239330421 leaf_count=40161 559655 57656 170 192765 14742 13715 internal_value=0 0.0023426 -0.00821422 0.00539202 0.0161707 -0.00755695 internal_count=878864 319209 71541 247668 54903 71371 shrinkage=0.115821 Tree=172 num_leaves=7 num_cat=0 split_feature=26 27 7 7 27 10 split_gain=2.1908 3.90691 4.74608 4.09689 3.32423 3.32005 threshold=6.771409598777792 6.5000000000000009 -51.84277153015136 -35.968545913696282 4.5000000000000009 0.89311628553868527 decision_type=2 2 2 2 2 2 left_child=-1 2 -2 -4 5 -5 right_child=1 -3 3 4 -6 -7 leaf_value=-1.115666468026178e-05 -0.022240062605287159 0.0054034683986159291 0.012542859967375451 -0.010201275020343268 0.00093053156204793929 -0.048955940962091292 leaf_count=875527 151 2419 246 135 348 38 internal_value=0 0.025575 -0.0299687 0.00193473 -0.0482854 -0.161576 internal_count=878864 3337 918 767 521 173 shrinkage=0.115821 Tree=173 num_leaves=7 num_cat=0 split_feature=16 9 5 19 13 21 split_gain=2.15243 5.35143 7.32093 7.05417 6.75975 6.41957 threshold=100.57144781464932 0.95610017235075995 77.769298553466811 3504.5000000000005 149.28070530987455 2.5000000000000004 decision_type=2 2 2 2 2 2 left_child=1 4 5 -4 -1 -3 right_child=-2 2 3 -5 -6 -7 leaf_value=-0.0032406552352105722 -2.0774989403973137e-05 -0.0038315284861705099 0.036889155524057179 0.0047989678378353951 0.011835174348989579 0.011105202871241697 leaf_count=2388 874084 767 196 173 479 777 internal_value=0 0.0210988 0.0620605 0.188603 -0.00623274 0.0318181 internal_count=878864 4780 1913 369 2867 1544 shrinkage=0.115821 Tree=174 num_leaves=7 num_cat=0 split_feature=0 1 16 14 28 8 split_gain=2.20199 2.67064 7.56996 6.97513 6.34759 6.011 threshold=9.0000000000000018 718.50000000000011 195.20072926162263 10.018775605937083 813.25000000000011 511.50000000000006 decision_type=2 2 2 2 2 2 left_child=-1 4 -3 -4 5 -2 right_child=1 2 3 -5 -6 -7 leaf_value=0.00061480796856909872 0.00037069074887641088 -0.0013736261779749596 -0.044240132052884094 0.00038168899505245968 -0.0015658111689162537 -0.00051135765656287291 leaf_count=71706 194823 37199 47 309937 43704 221448 internal_value=0 -0.000474185 0.00161952 0.0032371 -0.00205449 -0.000850811 internal_count=878864 807158 347183 309984 459975 416271 shrinkage=0.115821 Tree=175 num_leaves=7 num_cat=0 split_feature=19 17 17 12 15 21 split_gain=2.23931 6.90084 7.34618 6.18575 6.10943 4.62032 threshold=342.25000000000006 47.938568032551792 100.45232124545707 146.14823227814085 0.31038207218348007 14.500000000000002 decision_type=2 2 2 2 2 2 left_child=1 4 3 -3 -1 -6 right_child=-2 2 -4 -5 5 -7 leaf_value=0.0085657080500351861 3.6300473744901254e-05 -0.0021856060885680462 0.03238660209591241 0.049581986471819654 0.00048738440688009705 -0.018263017523425202 leaf_count=1285 832624 26323 83 31 18340 178 internal_value=0 -0.00683623 -0.0174093 -0.0183448 0.00727883 0.00265194 internal_count=878864 46240 26437 26354 19803 18518 shrinkage=0.115821 Tree=176 num_leaves=7 num_cat=0 split_feature=18 18 24 28 16 21 split_gain=2.17777 2.45505 13.4917 14.9549 8.20094 8.07748 threshold=6.5000000000000009 3.5000000000000004 19.500000000000004 466.75000000000006 214.22468075659569 9.5000000000000018 decision_type=2 2 2 2 2 2 left_child=1 5 -3 -4 -5 -1 right_child=-2 2 3 4 -6 -7 leaf_value=-4.4659835549703395e-05 0.008303591975425996 0.00083080572915172186 -0.012438200986899755 0.0019177116991090685 -0.003442344728930321 0.0014469149793969571 leaf_count=775539 424 29446 2033 5241 14214 51967 internal_value=0 8.40037e-06 -0.00672999 -0.0257822 -0.0172542 0.000423157 internal_count=878864 878440 50934 21488 19455 827506 shrinkage=0.115821 Tree=177 num_leaves=7 num_cat=0 split_feature=2 20 32 20 23 17 split_gain=2.25557 5.76543 17.7895 8.07172 6.37636 5.30013 threshold=31.929802955665028 0.51811781612558205 1.5000000000000002 0.75827393289857281 0.61969275848732563 41.962110533354753 decision_type=2 2 2 2 2 2 left_child=-1 4 -3 -4 -2 -6 right_child=1 2 3 -5 5 -7 leaf_value=0.00011469134025012434 -0.0019591307264401124 -0.00046333062777097097 0.00016882767932072806 0.0061318199219541191 -0.02062526689960599 -0.0050262975970631852 leaf_count=645492 5051 214018 4821 8267 489 726 internal_value=0 -0.00263735 -0.00181174 0.0339778 -0.0325607 -0.0976024 internal_count=878864 233372 227106 13088 6266 1215 shrinkage=0.115821 Tree=178 num_leaves=7 num_cat=0 split_feature=21 21 19 22 10 5 split_gain=2.28841 2.31768 4.61393 6.466 5.41636 4.00569 threshold=19.500000000000004 16.500000000000004 571.25000000000011 497.25000000000006 0.86524711667246745 19.798989295959476 decision_type=2 2 2 2 2 2 left_child=1 -1 3 5 -5 -3 right_child=-2 2 -4 4 -6 -7 leaf_value=8.0213655348193416e-07 0.010836187476915551 -0.024642645737406519 0.0049805527781460641 -0.020367293073264479 0.00059997556924246446 -2.4719114716750742e-05 leaf_count=875430 261 94 725 557 235 1562 internal_value=0 -9.08553e-05 -0.0270686 -0.0478208 -0.122136 -0.0122786 internal_count=878864 878603 3173 2448 792 1656 shrinkage=0.115821 Tree=179 num_leaves=7 num_cat=0 split_feature=24 1 27 10 29 29 split_gain=2.28455 7.30109 4.29488 4.31718 4.26344 3.97468 threshold=32.500000000000007 335.50000000000006 52.500000000000007 0.76748606823390786 1.0000902038607256 0.78041434291434297 decision_type=2 2 2 2 2 2 left_child=-1 -2 3 -3 5 -5 right_child=1 2 -4 4 -6 -7 leaf_value=-1.6967647120926511e-06 0.022963410857785856 0.0015035845059936954 0.0074229943188344914 0.0086259723810475138 0.0029231218463670124 -0.040837117882326857 leaf_count=877420 242 349 638 27 75 113 internal_value=0 0.0397937 0.00788815 -0.055688 -0.167157 -0.270226 internal_count=878864 1444 1202 564 215 140 shrinkage=0.115821 Tree=180 num_leaves=7 num_cat=0 split_feature=25 26 9 4 22 21 split_gain=2.14735 9.1132 15.8677 14.4908 8.76321 8.11838 threshold=3158.2500000000005 2.0380186996167575 0.90945503890148516 86.009456634521499 539.75000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 left_child=-1 4 3 -3 -2 -6 right_child=1 2 -4 -5 5 -7 leaf_value=3.8764966987361078e-05 -0.016891784704168796 -0.051502427873564967 0.0048214476752118226 -0.012672839165185679 0.00054882769845411474 -0.0028445208174537693 leaf_count=827453 432 157 600 721 36768 12733 internal_value=0 -0.0063259 -0.0837122 -0.169366 -0.00403529 -0.00279771 internal_count=878864 51411 1478 878 49933 49501 shrinkage=0.115821 Tree=181 num_leaves=7 num_cat=0 split_feature=27 28 30 1 22 5 split_gain=2.16502 8.17939 7.18867 15.5873 10.3904 8.8193 threshold=14.500000000000002 1378.2500000000002 1.0000000180025095e-35 1090.5000000000002 510.75000000000006 22.627415657043461 decision_type=2 2 2 2 2 2 left_child=-1 2 4 -4 -2 -6 right_child=1 -3 3 -5 5 -7 leaf_value=0.00017697183685242657 -0.0011933961328634082 0.0064116151455497613 -0.00075035590939688188 -0.0070508392087901949 0.0028051829525182516 0.00010630462460290804 leaf_count=457917 84361 2505 37810 6120 17270 272881 internal_value=0 -0.00161386 -0.00195493 -0.014057 -0.000535363 0.0023048 internal_count=878864 420947 418442 43930 374512 290151 shrinkage=0.115821 Tree=182 num_leaves=7 num_cat=0 split_feature=0 2 28 21 27 24 split_gain=2.0541 8.22076 6.2807 7.14537 6.26562 5.84496 threshold=22.000000000000004 30.025793650793656 805.25000000000011 8.5000000000000018 58.500000000000007 8.5000000000000018 decision_type=2 2 2 2 2 2 left_child=1 2 5 -4 -2 -1 right_child=4 -3 3 -5 -6 -7 leaf_value=0.0023503189257055366 -0.00013512974609717588 -0.00033798476871627563 -0.00051660989134864064 -0.020103747553639986 -0.021061463897601451 0.00064895422354852917 leaf_count=40045 559255 166301 29110 252 192 83709 internal_value=0 0.00194971 0.00723677 -0.00591186 -0.00122872 0.0103564 internal_count=878864 319417 153116 29362 559447 123754 shrinkage=0.115821 end of trees feature importances: Column_16=130 Column_17=88 Column_25=49 Column_29=49 Column_27=42 Column_11=39 Column_21=39 Column_20=36 Column_0=33 Column_9=33 Column_32=33 Column_4=32 Column_1=30 Column_14=30 Column_18=29 Column_7=28 Column_26=28 Column_5=27 Column_23=27 Column_24=27 Column_28=26 Column_19=25 Column_22=25 Column_30=25 Column_10=24 Column_2=23 Column_13=23 Column_12=20 Column_8=19 Column_15=17 Column_31=17 Column_6=16 Column_33=9 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.115821] [num_leaves: 7] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 14808] [feature_fraction: 0.570184] [feature_fraction_seed: 7542] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 21034] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 110] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_23.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325927] [0:40080.375] [0:1] [0:554] [0:834] [0:1] [-90:90] [1:389911] [0.22222222222222221:1] [0:1] [0.11851851851851852:1] [0:3871.8103166302658] [0:979.08232046832802] [0:582.10542021879837] [0:1] [0:255] [0:124.95104256878334] [1:8] [50:331713] [9.7307817061303918e-06:17.294625082946251] [1:19] [53:331713] [9.7307817061303918e-06:33.644680851063832] [1:35] [67:331713] [9.7307817061303918e-06:188.30093457943926] [1:57] [76:331713] [9.7307817061303918e-06:188.30093457943926] [0:3] [1:18] [1:18] [0:3] tree_sizes=988 1018 1017 1017 1020 1019 1014 1018 1018 1031 1016 1022 1033 1031 1024 1029 1034 1028 1031 1036 1036 1028 1021 1032 1043 1027 1034 1039 1027 1040 1031 1027 1028 1037 1007 1021 1023 1030 1031 1022 1009 1030 1030 997 1033 1031 1025 1024 1027 1033 1029 Tree=0 num_leaves=11 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 split_gain=21504.8 5965.6 2914.91 2591.92 1621.36 1184.37 728.56 512.084 387.556 360.537 threshold=214.78480834838453 1.5000000000000002 193.80793944396888 228.60912457534613 1.5000000000000002 0.67866400938386617 1.5000000000000002 91.684246190139802 169.73162922176229 234.73193606182619 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 -4 -3 7 8 -1 -5 right_child=1 5 4 9 -6 -7 -8 -9 -10 -11 leaf_value=0.49967541757339123 0.54741026631884315 0.48659556026944251 0.52933604205146789 0.55976638333728712 0.49217569108843134 0.53162101386669391 0.48411700642898803 0.53654025956244433 0.51175315764686768 0.56843786945077912 leaf_count=58545 231578 18317 171243 122933 16268 12394 17874 7635 78954 119782 internal_value=0 0.132147 -0.190242 0.159804 -0.105217 -0.294979 -0.288048 -0.264586 -0.278584 0.232013 internal_count=855523 505004 350519 474293 187511 30711 163008 145134 137499 242715 shrinkage=1 Tree=1 num_leaves=11 num_cat=0 split_feature=16 32 16 16 20 32 32 17 16 16 split_gain=16986.5 4911.92 2336.21 1980.26 1225.29 1171.5 493.124 400.073 389.706 326.887 threshold=213.28748356704648 1.5000000000000002 227.03294369691051 190.52852864575664 0.60492011619462616 1.5000000000000002 1.5000000000000002 91.684246190139802 234.22769813406154 203.70985565570911 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -3 9 7 -1 -4 -5 right_child=1 4 8 5 -6 -7 -8 -9 -10 -11 leaf_value=-0.028980147015561352 0.0066881164945216424 -0.047451567461749639 0.018255485062848752 -0.014873514262627769 -0.0023690774311258861 -0.04103490317965882 -0.048242653997028921 -0.0018260540443580595 0.026750153681391532 -0.0048998048855561777 leaf_count=122519 219131 19729 144693 76213 12437 16283 16253 7273 129491 91501 internal_value=0 0.111746 0.136434 -0.177724 -0.26688 -0.108714 -0.264668 -0.244105 0.197956 -0.0838508 internal_count=855523 525481 493315 330042 32166 183997 146045 129792 274184 167714 shrinkage=0.112487 Tree=2 num_leaves=11 num_cat=0 split_feature=16 20 16 16 32 32 26 17 32 16 split_gain=13524.8 3447.94 2188.75 1404.96 1157.07 627.368 540.381 344.516 319.512 279.897 threshold=216.82985525384996 0.56600490223678646 197.84757716561572 230.19377529255783 1.5000000000000002 1.5000000000000002 0.67918740424851476 80.684300803057667 1.5000000000000002 223.51352043010755 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 -4 -2 8 -8 -1 -3 right_child=1 3 4 -5 -6 -7 7 -9 -10 -11 leaf_value=-0.027987777722401134 0.0041004387440038877 0.0045063240321927241 -0.004767384152302016 0.021290768285725424 -0.03585151340507297 -0.042898221892807564 -0.021280948630173678 0.0012894261294521092 -0.045869661679483774 0.012238235717538173 leaf_count=63171 4636 107512 177011 215191 16571 15986 98318 9373 15807 131947 internal_value=0 0.112494 -0.140538 0.130634 -0.0660368 -0.287435 -0.217799 -0.171723 -0.280627 0.0779362 internal_count=855523 475272 380251 454650 193582 20622 186669 107691 78978 239459 shrinkage=0.112487 Tree=3 num_leaves=11 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 16 split_gain=10695.4 3344.79 1673.02 1169.46 768.319 514.367 455.364 337.676 233.381 218.629 threshold=211.45130162743956 1.5000000000000002 225.71465023572685 0.64441553192448831 0.65467581785581397 189.16635950725822 1.5000000000000002 236.18351030760178 91.684246190139802 163.0766599513137 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -3 8 9 -4 -5 -1 right_child=1 4 7 5 -6 -7 -8 -9 -10 -11 leaf_value=-0.031210985220614537 0.0040819659380429713 -0.036746289887622317 0.014542109492142755 -0.021269490484210785 -0.0010674801333758412 -0.0077353625731197435 -0.041065808759934791 0.022680770525491119 0.0020710942861601927 -0.018608884433339815 leaf_count=25957 214533 22607 205741 68681 11533 131697 21966 93966 5885 52957 internal_value=0 0.0835824 0.103705 -0.149496 -0.219524 -0.106343 -0.237729 0.151963 -0.172708 -0.202283 internal_count=855523 548380 514240 307143 34140 206263 100880 299707 74566 78914 shrinkage=0.112487 Tree=4 num_leaves=11 num_cat=0 split_feature=16 32 16 32 16 20 20 17 16 20 split_gain=8538.47 2093.32 1558.49 815.793 729.921 549.559 401.872 295.086 264.019 159.604 threshold=218.13717969971643 1.5000000000000002 199.8628453289713 1.5000000000000002 231.28362191110241 0.69086893991662379 0.69680350202348051 80.684300803057667 173.46700731874034 0.7157729612931566 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 -4 -2 -3 -1 8 -8 -5 right_child=1 5 3 9 -6 -7 7 -9 -10 -11 leaf_value=-0.027915098249302227 0.0083243392807183861 -0.031274256610631192 -0.0027928453267368446 -0.034221329615570735 0.017676600764371254 0.0031823634849253235 -0.023942996641171978 0.0018433079058378166 -0.013829028819350563 -0.0070887898532439207 leaf_count=48561 240316 17978 183238 13391 188361 8687 51467 10710 89364 3450 internal_value=0 0.0936249 -0.106596 -0.0441865 0.110535 -0.178234 -0.168998 -0.143629 -0.155798 -0.254813 internal_count=855523 455342 400181 200079 428677 26665 200102 151541 140831 16841 shrinkage=0.112487 Tree=5 num_leaves=11 num_cat=0 split_feature=16 20 29 16 16 32 31 0 16 16 split_gain=6736.44 1838.72 1076.69 764.075 569.817 386.078 340.041 249.529 182.449 172.301 threshold=215.91343970665034 0.59470784190933457 0.64441553192448831 229.72984422049134 202.50888850584622 1.5000000000000002 1.5000000000000002 40.500000000000007 176.87319578654134 222.08203663620333 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 9 7 8 -2 -4 -1 -3 right_child=1 3 4 -5 -6 -7 -8 -9 -10 -11 leaf_value=-0.022780910140094535 0.0015585123361331519 0.0020457787052583472 -0.0075547589884174277 0.014933777231185549 -0.001947292312137522 -0.033113148109903033 -0.029861517074751081 -0.017221301249565862 -0.012326760073491759 0.0082172242261229211 leaf_count=39613 5790 93891 65404 224412 121988 24992 17626 69903 45256 146648 internal_value=0 0.0770209 -0.102259 0.0907911 -0.0668739 -0.185132 -0.1964 -0.111558 -0.152963 0.0516354 internal_count=855523 488367 367156 464951 257295 109861 23416 135307 84869 240539 shrinkage=0.112487 Tree=6 num_leaves=11 num_cat=0 split_feature=16 32 16 26 29 32 16 16 17 17 split_gain=5349.76 1731.72 869.547 608.223 386.527 259.522 259.39 233.205 190.747 159.142 threshold=211.14783501473087 1.5000000000000002 224.54145792139349 0.70993503039340944 0.67835744781175855 1.5000000000000002 184.49614828897339 237.84090740197522 72.97166411590068 91.684246190139802 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 -3 -1 9 -4 -8 -5 right_child=1 4 7 6 -6 -7 8 -9 -10 -11 leaf_value=-0.015801266950170176 0.0023036390582913909 -0.028471212700257473 0.010246858102413429 -0.016395561561112958 -0.0044802563139434278 -0.029141879378928877 -0.0065334452622322131 0.017662806780749274 0.011086510463680567 0.0044719873846807354 leaf_count=89071 195536 19162 253980 51546 15268 23272 126299 68025 8284 5080 internal_value=0 0.058633 0.07308 -0.106642 -0.158529 -0.16504 -0.0723314 0.105022 -0.0484403 -0.129113 internal_count=855523 551971 517541 303552 34430 112343 191209 322005 134583 56626 shrinkage=0.112487 Tree=7 num_leaves=11 num_cat=0 split_feature=16 20 16 20 16 30 16 17 0 32 split_gain=4263.31 1481.82 806.226 398.852 282.758 240.574 226.472 158.732 132.778 123.005 threshold=208.71901655009285 0.57610489976460511 224.02340679167474 0.7031095704410798 178.96760410414706 1.5000000000000002 233.23046148852674 76.666613702575987 43.000000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 5 -3 9 8 -2 -4 -6 -5 -1 right_child=1 2 6 4 7 -7 -8 -9 -10 -11 leaf_value=-0.015506773067840781 -0.0052104726632533132 0.001365988979063275 0.0075638806515801998 -0.011101589059487537 -0.0073270791460869952 -0.02663894608643801 0.013419963428784579 0.009122399914524959 -0.021122281636692521 -0.025923507949847449 leaf_count=36499 10159 212435 184738 41312 139137 19080 152572 7841 28120 23630 internal_value=0 0.0487322 0.0603994 -0.102199 -0.0821801 -0.170631 0.0907905 -0.057336 -0.134771 -0.174247 internal_count=855523 578984 549745 276539 216410 29239 337310 146978 69432 60129 shrinkage=0.112487 Tree=8 num_leaves=11 num_cat=0 split_feature=16 33 1 16 16 32 0 0 9 1 split_gain=3401.18 905.18 721.023 388.882 302.128 228.942 191.09 157.895 115.54 93.0452 threshold=218.7806719958036 2.5000000000000004 430.50000000000006 202.09537939921475 232.58115078741517 1.5000000000000002 37.500000000000007 29.500000000000004 0.93391348895224524 446.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 6 9 7 -4 -1 -8 -2 right_child=1 -3 3 -5 -6 -7 8 -9 -10 -11 leaf_value=-0.0081867681474714817 -0.0010302977608694453 -0.019176001180323008 -0.0036173282493917802 -0.00041592236256674583 0.011544602119223974 -0.024447452754809959 -0.022243488737822052 -0.016870087315449946 -0.010485116509948829 0.0061152632066472029 leaf_count=58624 25549 16339 51825 155310 166651 23157 12818 48351 60401 236498 internal_value=0 0.0605371 -0.0656699 -0.037116 0.0693416 -0.127186 -0.0786233 -0.107671 -0.111512 0.048171 internal_count=855523 445037 410486 280354 428698 130132 125044 106975 73219 262047 shrinkage=0.112487 Tree=9 num_leaves=11 num_cat=0 split_feature=16 26 20 16 32 16 17 16 30 32 split_gain=2690.72 686.83 644.156 328.608 222.439 208.127 169.735 163.295 127.277 114.086 threshold=220.95789817031519 0.73355899382864298 0.53653786341622367 203.70985565570911 1.5000000000000002 236.57808768946668 76.666613702575987 177.93656996469272 1.0000000180025095e-35 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 4 9 6 7 8 -3 -1 -4 -2 right_child=2 3 5 -5 -6 -7 -8 -9 -10 -11 leaf_value=-0.01528218842912513 0.0042967366836195045 -0.0085646806086207942 0.0067921106104018615 0.00022588901416835809 -0.020745777691825451 0.012227995102742185 0.0057583401301580335 -0.0065817284476251828 -0.0013362393880366834 -0.020827696076517296 leaf_count=45478 2808 116768 276135 173753 31470 90283 11500 68271 26735 12322 internal_value=0 -0.0535064 0.0587728 -0.0263328 -0.110021 0.0665649 -0.0647236 -0.0894352 0.0540029 -0.143704 internal_count=855523 447240 408283 302021 145219 393153 128268 113749 302870 15130 shrinkage=0.112487 Tree=10 num_leaves=11 num_cat=0 split_feature=1 0 32 20 0 17 9 8 1 11 split_gain=1767.03 818.59 386.289 274.95 263.894 197.183 145.775 114.29 110.76 97.9691 threshold=470.50000000000006 40.500000000000007 1.5000000000000002 0.74057810340949271 29.500000000000004 46.453392794246852 0.9542020912722381 720.50000000000011 3520.5000000000005 0.84260243218417774 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 9 -5 8 -8 -3 -1 right_child=1 6 -4 5 -6 -7 7 -9 -10 -11 leaf_value=-0.005837751168560181 -0.00850999506257933 -0.011628435402448623 -0.019750162691949888 0.0084359537003196143 -0.012214664901493583 0.0036406850979111313 -0.0049004688837003324 0.0012681328039231123 0.0012221838411777342 0.00153951225953161 leaf_count=62227 17007 35889 35868 219916 69022 214174 67648 86729 11115 35928 internal_value=0 0.0254096 -0.0814119 0.0490756 -0.0612085 0.0539623 -0.0276026 -0.0127566 -0.0763617 -0.0278916 internal_count=855523 652478 203045 451097 167177 434090 201381 154377 47004 98155 shrinkage=0.112487 Tree=11 num_leaves=11 num_cat=0 split_feature=16 32 16 16 20 32 16 17 17 17 split_gain=1867.34 672.193 323.547 229.283 165.824 115.203 113.405 112.354 106.351 78.4404 threshold=208.71901655009285 1.5000000000000002 223.16227224502978 173.46700731874034 0.77707110241356825 1.5000000000000002 239.6501169165378 46.534220057263106 76.666613702575987 100.15119574651392 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 9 -3 7 -4 -5 -9 -1 right_child=1 4 6 5 -6 -7 -8 8 -10 -11 leaf_value=-0.013479962656725334 0.00096860768590758932 -0.015167060840208234 0.0059030491821722318 0.0067123282510036658 0.0028557162877170528 -0.014044260032464204 0.011921802053495807 -0.0060220475114066445 0.0063798819216787312 0.00084069118945671721 leaf_count=77056 195105 28451 301448 10421 8357 18085 45604 156565 9267 5164 internal_value=0 0.032314 0.0411923 -0.067573 -0.0984573 -0.0488445 0.0595088 -0.0410454 -0.0473746 -0.11184 internal_count=855523 578965 542157 276558 36808 194338 347052 176253 165832 82220 shrinkage=0.112487 Tree=12 num_leaves=11 num_cat=0 split_feature=16 20 16 16 30 0 13 20 16 30 split_gain=1476.12 563.458 282.267 166.102 123.372 96.1585 79.8275 78.1903 75.716 70.0876 threshold=207.07156018702236 0.64653381222724293 228.60912457534613 164.54761464724874 1.5000000000000002 33.000000000000007 30.024118619818164 0.69086893991662379 243.43372046271506 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 4 6 -1 -2 7 -3 -5 -4 -8 right_child=1 2 8 5 -6 -7 9 -9 -10 -11 leaf_value=-0.012338345419089992 -0.0025502609600312818 -0.0018749204887411226 0.0062661656011479602 -0.0088220458319468228 -0.01563689881375073 -0.0077128813533831686 0.0033387648095868278 -0.00089514504658392028 0.013777012990854372 -0.0023575963514805174 leaf_count=58887 15499 62206 227333 20560 22130 113114 218978 67234 18354 31228 internal_value=0 0.0273485 0.0353342 -0.0629826 -0.0910922 -0.0492933 0.0153907 -0.0244607 0.060694 0.0233611 internal_count=855523 595728 558099 259795 37629 200908 312412 87794 245687 250206 shrinkage=0.112487 Tree=13 num_leaves=11 num_cat=0 split_feature=16 16 33 20 17 16 9 17 13 6 split_gain=1178.15 336.382 289.392 211.144 92.9172 90.0764 87.9883 85.0833 65.7465 59.4182 threshold=220.77316937889935 189.16635950725822 2.5000000000000004 0.59470784190933457 69.787086313535596 238.30339044401546 0.93391348895224524 85.425401216567394 31.054418415122765 0.17250131279537897 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 -3 8 -2 -1 -8 -5 -7 right_child=2 3 -4 4 -6 9 7 -9 -10 -11 leaf_value=-0.014654482086475372 0.0041644997414209068 -0.011224585567159048 -0.011136011877152893 -0.0039276809332203311 0.0088103859219096584 -0.022043499534459818 -0.0080910861267795165 0.0043009552887904668 -0.00016568262820176199 0.0091545535115699229 leaf_count=24923 332793 28058 14755 88098 11737 782 107044 7502 176637 63194 internal_value=0 -0.0357579 0.0385147 -0.0171306 -0.00874227 0.0436285 -0.0764304 -0.0647143 -0.0126023 0.0779934 internal_count=855523 443999 411524 304530 276472 396769 139469 114546 264735 63976 shrinkage=0.112487 Tree=14 num_leaves=11 num_cat=0 split_feature=16 32 16 16 12 0 16 32 17 17 split_gain=941.049 377.328 178.861 117.554 116.311 79.5657 64.8445 59.9993 60.2757 56.1285 threshold=207.07156018702236 1.5000000000000002 221.70724266740459 161.65334741536117 110.98832970144353 33.000000000000007 240.26733480434277 1.5000000000000002 42.417254568266905 85.425401216567394 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 9 -3 7 -4 8 -5 -1 right_child=1 4 6 5 -6 -7 -8 -9 -10 -11 leaf_value=-0.011673647834102718 0.00035161191012790408 -0.013008612600793857 0.0041198146467099836 0.0089235437332717965 -0.00013039068277423578 -0.0063981928755024184 0.0089568303535994057 -0.010652204066490875 -0.0019394354454418151 0.000541029743240805 leaf_count=46733 185246 24411 332964 7072 13942 116529 39197 9055 75074 5300 internal_value=0 0.0219144 0.0285158 -0.0502125 -0.074028 -0.0395657 0.0411539 -0.0174434 -0.0089276 -0.0927176 internal_count=855523 595760 557407 259763 38353 207730 372161 91201 82146 52033 shrinkage=0.112487 Tree=15 num_leaves=11 num_cat=0 split_feature=16 30 13 9 17 29 8 0 0 0 split_gain=743.948 250.818 177.856 135.701 113.853 105.633 99.8775 59.9876 56.4615 56.3519 threshold=215.46997457444471 1.0000000180025095e-35 26.298353452306205 0.9400390662256457 69.787086313535596 0.52950585730008093 690.50000000000011 29.500000000000004 29.500000000000004 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 6 -1 7 9 -3 8 -4 -2 -5 right_child=1 5 3 4 -6 -7 -8 -9 -10 -11 leaf_value=-0.0080821871781040326 0.0029983467072488674 -0.012569498294661566 -0.0032361924184642044 0.000516230417012986 0.0077903361915558269 -0.0013932610938971104 0.0051193688749085328 -0.011210572687501308 -0.001492517064097645 -0.0033867500089356769 leaf_count=94709 114120 13773 20979 74392 16466 47970 267818 27692 51369 126235 internal_value=0 0.0250798 -0.0346411 -0.021381 -0.0106817 -0.0345494 0.0335766 -0.0691045 0.0142626 -0.0172424 internal_count=855523 495050 360473 265764 217093 61743 433307 48671 165489 200627 shrinkage=0.112487 Tree=16 num_leaves=11 num_cat=0 split_feature=16 20 0 30 2 14 19 30 9 26 split_gain=612.916 280.732 138.905 89.1728 78.5183 78.0962 60.9624 62.2142 50.3537 50.2389 threshold=203.70985565570911 0.74057810340949271 33.000000000000007 1.5000000000000002 13.44058823529412 19.878983477778295 613.25000000000011 1.0000000180025095e-35 0.94215150782486379 1.8405035577449373 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=4 3 5 -2 -1 -3 -4 -8 -6 -9 right_child=1 2 6 -5 8 -7 7 9 -10 -11 leaf_value=-0.006569977171912194 -0.0014646034173815151 -0.00060658403133920192 -0.0030042201243887876 -0.010473094356483715 -0.0069792588871114202 0.0044748732746997593 0.0021892823232588002 -0.0017833030116399798 -0.00068827250324036949 -0.016755282517348671 leaf_count=144327 28891 43404 54670 26802 21503 323518 132410 12251 64057 3690 internal_value=0 0.0162035 0.0228252 -0.0515608 -0.0441773 0.0344377 0.00183771 0.0123571 -0.0201742 -0.0466633 internal_count=855523 625636 569943 55693 229887 366922 203021 148351 85560 15941 shrinkage=0.112487 Tree=17 num_leaves=11 num_cat=0 split_feature=1 0 20 16 0 32 16 17 30 26 split_gain=504.213 284.92 98.6442 97.2407 91.6614 90.795 82.0067 51.7509 49.6002 53.9988 threshold=438.50000000000006 45.000000000000007 0.64653381222724293 195.0034597795792 35.000000000000007 1.5000000000000002 232.1039120097364 76.666613702575987 1.0000000180025095e-35 1.4068449276158057 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -3 5 -1 7 -4 -5 -10 right_child=1 3 6 8 -6 -7 -8 -9 9 -11 leaf_value=-0.002235765064402147 -0.0070300416415170243 -0.0074835904273111153 0.0016497036860161998 -0.00019442690244306126 -0.0093599279574239132 -0.010123302822588009 0.0049722368795904687 0.0090660999404943241 -0.0026053634199498317 -0.016589676278310848 leaf_count=98090 13035 41663 337805 99130 52236 22749 161950 12340 11508 5017 internal_value=0 0.0122254 0.023409 -0.0251058 -0.0482072 -0.0330765 0.0255957 0.0169894 -0.0101837 -0.0609052 internal_count=855523 682448 525130 157318 173075 120839 512095 350145 115655 16525 shrinkage=0.112487 Tree=18 num_leaves=11 num_cat=0 split_feature=16 26 29 0 29 22 16 10 30 16 split_gain=410.734 149.451 105.478 88.5091 68.7972 62.2189 58.5276 59.8449 55.9301 52.1563 threshold=220.95789817031519 0.55583159150450323 0.29061215211069252 48.000000000000007 1.5370149385662513 522.25000000000011 245.00439803042215 0.9883259395022258 1.0000000180025095e-35 186.15370218773731 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 5 9 -3 8 -8 -4 -5 right_child=2 3 6 4 -6 -7 7 -9 -10 -11 leaf_value=-0.006531329957868098 -0.0090306197421316809 -0.0029522803255507988 0.0030854078582747578 -0.0079574145516641322 -0.013152900747531939 0.00079926068450765877 0.011523717333281426 -0.063527039974336882 -0.0013815633384872586 -0.0015462498701482898 leaf_count=87044 9656 79389 347264 21996 10025 189363 11695 136 39501 59454 internal_value=0 -0.020877 0.0229909 -0.0118914 -0.0387591 -0.00274646 0.0254927 0.0947757 0.0233734 -0.0291379 internal_count=855523 447271 408252 360227 91475 268752 398596 11831 386765 81450 shrinkage=0.112487 Tree=19 num_leaves=11 num_cat=0 split_feature=26 0 16 32 11 14 16 22 31 21 split_gain=342.311 181.111 75.8028 73.4961 79.4698 63.6991 51.3665 47.8496 54.6465 42.7754 threshold=0.76712726520611596 35.000000000000007 195.59892324148524 1.5000000000000002 0.84960827897025826 19.231075207573259 187.68782894736844 614.25000000000011 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 5 -3 4 6 -2 -1 -4 -9 -7 right_child=1 2 7 -5 -6 9 -8 8 -10 -11 leaf_value=-0.0070128096825459807 -0.0021157617545810993 -0.0051262315142973002 -0.0030324217865358044 -0.0079468044839026003 0.00096391409348643611 0.0069198432565824508 -0.0021826732765338349 0.0017882341413836737 -0.0048325084366357893 0.0027441711964041856 leaf_count=53573 31851 48919 53383 46191 48212 34143 58041 121357 18131 341722 internal_value=0 0.0112696 -0.0104144 -0.0355129 -0.0253589 0.024129 -0.0400143 -0.00149724 0.0082468 0.0277676 internal_count=855523 649506 241790 206017 159826 407716 111614 192871 139488 375865 shrinkage=0.112487 Tree=20 num_leaves=11 num_cat=0 split_feature=14 0 0 13 32 30 26 5 21 16 split_gain=275.931 163.11 70.9008 64.6154 51.209 44.7309 40.4169 41.8695 33.5092 33.4175 threshold=19.800449570737097 46.500000000000007 26.000000000000004 31.778787273298267 1.5000000000000002 1.0000000180025095e-35 1.5923916355841687 29.516095161437992 1.5000000000000002 179.92445035593238 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 -1 8 7 -3 -5 -9 right_child=1 6 -4 5 -6 -7 -8 9 -10 -11 leaf_value=-0.00055932877698499359 -0.0003588082802612863 -0.0056070831753661024 -0.0060212509899636489 0.0062637511953485339 -0.0075425052093936844 -0.00040806917556403282 -0.0082145437612920463 -0.0063736277336618264 0.0027020566055688667 0.00021988045924732451 leaf_count=82974 118470 27761 91669 37256 15821 53784 13876 11114 324909 77889 internal_value=0 0.00967082 -0.0334989 0.0174138 -0.0149139 0.0232821 -0.022004 -0.0159405 0.0272784 -0.00536478 internal_count=855523 665059 190464 534419 98795 415949 130640 116764 362165 89003 shrinkage=0.112487 Tree=21 num_leaves=11 num_cat=0 split_feature=16 20 0 16 17 32 14 15 30 22 split_gain=236.073 104.221 64.3637 49.8565 56.038 53.146 46.7593 42.7975 41.4757 38.2988 threshold=203.31797869459243 0.76751355045706104 29.500000000000004 155.09255680856631 45.053154093344723 1.5000000000000002 13.139937917173446 0.35713826333384946 1.5000000000000002 535.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 8 6 -1 5 -5 -3 -6 -2 -4 right_child=1 2 9 4 7 -7 -8 -9 -10 -11 leaf_value=-0.0068125690750350147 -0.00062861091710249154 -0.0095592331785593586 -0.0031283849512457867 0.0049086377681251629 -0.01125055626330008 -0.0076529574946457559 0.0028036240091705192 -0.0027355451819624219 -0.006472968864723946 0.00081930711887738701 leaf_count=38286 34224 3919 36507 21423 7850 5320 316538 153791 27882 209783 internal_value=0 0.00997585 0.0142375 -0.0276657 -0.0209798 0.0214226 0.02358 -0.0279951 -0.0289136 0.00208158 internal_count=855523 628853 566747 226670 188384 26743 320457 161641 62106 246290 shrinkage=0.112487 Tree=22 num_leaves=11 num_cat=0 split_feature=13 16 9 11 0 32 17 11 16 10 split_gain=192.923 111.771 89.1912 84.6613 51.5813 39.4567 39.1499 37.3026 37.1793 37.9052 threshold=27.465676721644066 222.08203663620333 0.94215150782486379 0.68027942359739602 40.500000000000007 1.5000000000000002 65.086827043753175 0.87412022703818382 246.05408562485565 0.9883259395022258 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 6 5 7 -4 -1 -3 -10 right_child=1 8 3 -5 -6 -7 -8 -9 9 -11 leaf_value=-0.0025545052871070277 -0.004483962441454937 0.0020055660804952336 0.0028222771764609719 -0.00050186722922344006 -0.0071594904191564944 -0.0065250891837801278 0.011117543635844574 0.0028963318562332326 0.010231144609062628 -0.06355951481439534 leaf_count=72853 62858 351706 21168 245221 38360 23485 10909 20316 8558 89 internal_value=0 0.0071496 -0.00585156 0.00185799 -0.031837 -0.0213766 0.0501695 -0.012143 0.0194221 0.0842025 internal_count=855523 700509 340156 277298 155014 116654 32077 93169 360353 8647 shrinkage=0.112487 Tree=23 num_leaves=11 num_cat=0 split_feature=16 30 8 9 2 11 29 20 28 32 split_gain=158.64 85.0067 75.7128 53.2081 41.8799 36.6833 36.591 36.4476 35.3305 34.9871 threshold=195.59892324148524 1.0000000180025095e-35 690.50000000000011 0.89076967911465721 41.575187969924819 0.86437014286379088 1.8984096160590871 0.79064653807642749 302.25000000000006 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 -1 6 -5 7 -3 -2 -7 right_child=1 4 -4 5 -6 9 -8 -9 -10 -11 leaf_value=-0.010036796032494093 -0.016114348989346331 -0.0057172106199977037 0.0024311115595888073 -0.0030509293314795161 0.0015184116394122865 0.0054473229797552111 -0.012187492441849686 -0.00032325874964962632 -3.1958245621117908e-05 -0.006844284406165301 leaf_count=12716 1740 31269 325758 143899 25982 12525 5980 32147 259682 3825 internal_value=0 0.00694234 0.0114401 -0.0269634 -0.0207474 -0.0220227 -0.0335691 -0.0265178 -0.00123571 0.0228629 internal_count=855523 682558 587180 172965 95378 160249 69396 63416 261422 16350 shrinkage=0.112487 Tree=24 num_leaves=11 num_cat=0 split_feature=14 0 0 16 30 26 22 20 29 17 split_gain=134.218 99.9721 47.3367 39.1453 33.1617 45.5786 35.6995 31.6423 31.6381 26.5525 threshold=19.954474496174246 29.500000000000004 29.500000000000004 186.15370218773731 1.0000000180025095e-35 1.4068449276158057 618.25000000000011 0.55644839394130385 0.19359719737626715 76.666613702575987 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 7 8 -3 6 -6 -5 -2 -1 -9 right_child=1 3 -4 4 5 -7 -8 9 -10 -11 leaf_value=-0.0064088385571039307 -0.006377789390605266 -0.0039257148489185607 -0.0046567600282298744 -0.0017679798948083763 -0.00084433166296175963 -0.0096205916772857045 0.0011664675303013732 0.0021561727753339776 -0.00046634285345390441 0.0086989212133775657 leaf_count=12723 5381 39367 80719 73972 27040 10355 180366 313535 104015 8050 internal_value=0 0.00694857 -0.0227783 -0.00529975 -0.00130552 -0.0291106 0.00278264 0.0193517 -0.00990342 0.0206243 internal_count=855523 658066 197457 331100 291733 37395 254338 326966 116738 321585 shrinkage=0.112487 Tree=25 num_leaves=11 num_cat=0 split_feature=26 0 25 29 11 29 14 27 22 25 split_gain=113.174 74.5336 46.3499 33.837 39.5366 33.0148 37.7586 27.06 27.6804 26.9095 threshold=0.76712726520611596 48.000000000000007 657.25000000000011 0.17203284753135359 0.86256860098965371 1.5370149385662513 49.033602014249439 25.500000000000004 238.25000000000003 15817.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 -1 -5 -3 -7 8 -2 -4 right_child=1 5 9 4 -6 6 -8 -9 -10 -11 leaf_value=-0.0065612109440183744 -0.010733800973954714 -0.0012577776047870629 0.0020666570268530419 -0.0027087724471346873 0.0012060580295287328 -0.010332618037998981 0.0024194794003687789 -0.0022777423633534972 0.00083121647701277744 0.0091615388385574183 leaf_count=21156 2650 81762 274628 142518 42339 11159 3988 46859 221529 6935 internal_value=0 0.00645442 0.0109404 -0.0204454 -0.0161098 -0.019126 -0.0620089 0.00160591 0.00617414 0.019926 internal_count=855523 649510 552601 206013 184857 96909 15147 271038 224179 281563 shrinkage=0.112487 Tree=26 num_leaves=11 num_cat=0 split_feature=2 16 30 22 26 30 20 11 25 20 split_gain=100.967 63.7211 54.8975 43.7583 27.4778 28.969 27.5023 27.2517 25.1885 23.5582 threshold=24.855042016806724 177.93656996469272 1.0000000180025095e-35 522.25000000000011 1.4068449276158057 2.5000000000000004 0.87392682951123402 0.83062971693803345 15817.500000000002 0.69680350202348051 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 -3 6 -6 -4 -1 9 -2 right_child=8 2 4 -5 5 -7 -8 -9 -10 -11 leaf_value=-0.004811314618517787 -0.0025907417064066104 -0.0019701539224967791 -0.0044640858227460098 0.00073480922256871238 -0.013758559726857722 -0.00071544072172584393 0.00050006992435316987 0.00036497931687103395 0.0086723115314834981 0.0018153924906761021 leaf_count=65105 16302 99052 34785 320604 5937 3382 23772 16040 6444 264100 internal_value=0 -0.0077296 -0.00341105 0.000856573 -0.0297964 -0.080232 -0.0217699 -0.0336761 0.015282 0.0138615 internal_count=855523 568677 487532 419656 67876 9319 58557 81145 286846 280402 shrinkage=0.112487 Tree=27 num_leaves=11 num_cat=0 split_feature=0 14 13 9 21 11 7 9 20 17 split_gain=87.7247 53.4449 52.7888 37.1833 31.1643 29.3902 27.387 24.8075 20.3857 25.4266 threshold=35.000000000000007 19.05297433941254 30.234438484345905 0.93489046034955903 1.5000000000000002 0.90937259984639029 -1.0000000180025095e-35 0.95196787528841165 0.7031095704410798 80.684300803057667 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 7 -2 4 -4 6 8 -1 -3 -10 right_child=2 5 3 -5 -6 -7 -8 -9 9 -11 leaf_value=-0.0040625984563556023 -0.0040438315294366364 -0.0032949940103812131 0.00085291298670108146 -8.1352275591205594e-05 -0.0063959124890998111 0.0041821087336128462 0.00012261204567587275 -0.00030696352004657568 0.0020144199587819678 0.0088869857993443477 leaf_count=30290 77890 8715 11032 201281 23470 44217 182645 83889 185022 7072 internal_value=0 0.00763489 -0.0133786 -0.00592244 -0.0362542 0.0127665 0.00995144 -0.0115861 0.0180113 0.0201574 internal_count=855523 541850 313673 235783 34502 427671 383454 114179 200809 192094 shrinkage=0.112487 Tree=28 num_leaves=11 num_cat=0 split_feature=16 9 11 16 13 0 17 16 17 11 split_gain=71.3154 48.523 80.3056 31.9068 31.2045 24.9779 23.9359 23.1005 20.994 42.5166 threshold=227.50457742937604 0.9542020912722381 0.68027942359739602 176.87319578654134 31.778787273298267 45.000000000000007 65.086827043753175 107.53416182873731 50.141625343858458 0.7768583234946872 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 -1 5 -4 -3 -6 -2 -10 right_child=8 2 4 -5 7 -7 -8 -9 9 -11 leaf_value=-0.0056468787771245931 0.0015761400700347254 0.0032019512107366792 -0.00088693943082533396 -0.0016214082364816411 0.020226328981347848 -0.0038734791734564194 0.00977447712551654 0.00031568259519639973 0.00056530693090145186 -0.024989359217966169 leaf_count=32128 276502 24199 147318 110964 740 46656 9871 203035 2970 1140 internal_value=0 -0.00648981 -0.00120133 -0.0224492 -0.00519253 -0.0142709 0.0453938 0.00344919 0.0129573 -0.0579878 internal_count=855523 574911 431819 143092 397749 193974 34070 203775 280612 4110 shrinkage=0.112487 Tree=29 num_leaves=11 num_cat=0 split_feature=0 14 12 20 23 30 1 21 24 17 split_gain=62.8974 40.7357 31.6756 24.2269 21.3544 27.6147 24.5578 24.4328 20.6097 27.8339 threshold=29.500000000000004 20.168180426884735 72.884776310850256 0.47098984559035029 1.3859760867135995 1.0000000180025095e-35 708.50000000000011 9.5000000000000018 10.500000000000002 65.086827043753175 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 6 -6 -3 -8 -5 -10 right_child=1 4 3 8 5 -7 7 -9 9 -11 leaf_value=-0.0013222857331660516 -0.0031891366994875573 -0.0012439636702724277 -0.0066552666191362977 0.0021633772364409378 -0.0013632679348367814 -0.0087787642790621914 0.00050347735310739912 0.0066157047232812639 0.00016691294485877213 0.0075910948784703985 leaf_count=67238 85505 130226 4749 210491 29941 8066 149211 8761 154670 6665 internal_value=0 -0.00892269 0.00823807 0.0118079 -0.00383006 -0.0261099 -0.000891835 0.0074894 0.0127143 0.00421044 internal_count=855523 411710 443813 376575 326205 38007 288198 157972 371826 161335 shrinkage=0.112487 Tree=30 num_leaves=11 num_cat=0 split_feature=2 16 30 22 21 6 25 26 30 5 split_gain=52.4938 37.5605 34.2766 30.1991 22.4841 28.6642 24.25 22.4572 21.1171 20.5591 threshold=23.402127659574472 147.1914349678631 1.0000000180025095e-35 545.75000000000011 1.5000000000000002 0.17250131279537897 1166.2500000000002 1.4068449276158057 2.5000000000000004 17.992518424987797 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -2 -6 -4 -9 -5 right_child=4 2 7 9 6 -7 -8 8 -10 -11 leaf_value=-0.0054792849557579919 -0.023674407532403404 -0.0014828143571089601 -0.0019649670481789107 0.0064858523610154886 0.0012903550974794852 0.0039460187768226114 -0.0016206327687604083 -0.011732856547718254 -0.00062282916972854294 0.00036078682935845278 leaf_count=19653 481 140468 64785 7092 217870 40997 43428 6152 3340 311257 internal_value=0 -0.00577771 -0.00419495 -0.000968653 0.0106035 0.0322325 0.00717016 -0.0241242 -0.0695507 0.00442042 internal_count=855523 552747 533094 458817 302776 41478 261298 74277 9492 318349 shrinkage=0.112487 Tree=31 num_leaves=11 num_cat=0 split_feature=0 29 11 7 28 27 9 17 17 23 split_gain=47.9576 40.4243 33.9885 38.2359 37.8498 29.7916 28.6402 27.6593 19.3296 18.9716 threshold=48.000000000000007 0.50008005123278909 0.91072058675269696 -1.9091523885726926 302.25000000000006 4.5000000000000009 0.95670289792172303 67.170494721428057 60.001314010323036 0.91885219741339197 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 5 -5 -3 -8 -6 -9 right_child=-2 2 -4 4 8 -7 7 9 -10 -11 leaf_value=-0.0019575517911708399 -0.0020263136477580964 0.00012615968378049672 0.0032524714518161811 0.0014618407349471967 -0.00024010288171598331 -0.030667497345444827 0.0019906053305058747 0.00019714995379447537 -0.0062988095192320417 0.010719401982154526 leaf_count=85116 126500 127712 57833 600 302441 933 136612 2976 6813 7987 internal_value=0 0.00307871 0.00578606 0.00350379 -0.00409809 -0.160841 0.012086 0.0215746 -0.0033211 0.0699021 internal_count=855523 729023 643907 586074 310787 1533 275287 147575 309254 10963 shrinkage=0.112487 Tree=32 num_leaves=11 num_cat=0 split_feature=0 29 13 11 9 8 7 25 21 17 split_gain=41.3203 28.09 27.1591 24.8711 23.6681 22.9156 20.6459 23.8255 36.9312 20.8956 threshold=33.000000000000007 0.17203284753135359 28.533173675957332 0.92753937592120306 0.93489046034955903 4134.5000000000009 -8.1301026344299299 246.25000000000003 3.5000000000000004 58.552247812467208 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 6 5 -4 -3 8 -8 -9 right_child=2 3 4 -5 -6 -7 7 9 -10 -11 leaf_value=-0.004367341422281173 -0.0029730162975181683 0.0015725322933372798 -0.0048616213494983955 0.0041047635734039294 -4.3540243410162807e-05 0.0010696377195044974 0.0011481728038399801 0.0002588159138157573 -0.037377390862334776 -0.0051982939902251281 leaf_count=13772 67530 171826 26834 26967 240496 11896 740 285751 548 9163 internal_value=0 0.00572153 -0.008434 0.00696094 -0.00408173 -0.0270239 0.00525946 0.000200841 -0.135511 0.000793545 internal_count=855523 508767 346756 494995 279226 38730 468028 296202 1288 294914 shrinkage=0.112487 Tree=33 num_leaves=11 num_cat=0 split_feature=11 7 9 10 16 11 30 16 8 22 split_gain=38.5089 42.1367 29.3171 27.6096 26.7979 25.2464 22.6794 22.4108 23.1318 20.5718 threshold=0.87613269794721416 -1.0000000180025095e-35 0.95670289792172303 0.96747518564177537 223.68545848630419 0.66379562077736098 1.0000000180025095e-35 187.68782894736844 840.50000000000011 297.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 9 -1 -4 7 8 -2 -3 right_child=6 3 5 -5 -6 -7 -8 -9 -10 -11 leaf_value=-0.0019356456549183552 0.0059537255613173416 -0.0075573530886915924 0.0041976828211851723 -0.010021450651215012 0.00088017483741814671 0.00081973377507979679 -0.0026843123671172913 0.0015821163720598456 0.027196261635650313 -0.0010591684711930515 leaf_count=88722 5464 6287 34890 4538 82561 141683 15314 159248 736 316080 internal_value=0 -0.00348134 0.00417932 -0.011633 -0.00514175 0.0132211 0.0129536 0.0163614 0.0753461 -0.0105426 internal_count=855523 674761 347856 326905 171283 176573 180762 165448 6200 322367 shrinkage=0.112487 Tree=34 num_leaves=11 num_cat=0 split_feature=16 17 16 9 5 16 32 14 0 29 split_gain=36.1669 31.2738 25.0494 25.3572 25.2864 21.6677 25.3299 20.9992 20.7678 25.6529 threshold=161.65334741536117 40.719109820277495 107.53416182873731 0.9484867720254101 139.3874435424805 190.52852864575664 1.5000000000000002 31.201648924030021 49.500000000000007 1.5370149385662513 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 4 -1 6 -2 -5 -3 -10 right_child=1 8 -4 7 -6 -7 -8 -9 9 -11 leaf_value=-0.0071827109352702251 0.010836795282089608 0.00013142455234783646 -0.0036439303091134224 0.00565792020217421 0.025498902255414645 0.0014515017460681912 -0.0023345788580765832 0.028975247219386737 -0.0010030342024355979 -0.0068877273980204236 leaf_count=2152 6604 604848 47380 1350 348 105617 2565 766 73142 10751 internal_value=0 0.00167016 -0.0255434 0.0447765 -0.0234111 0.0169519 0.0635822 0.125338 -0.000876706 -0.0156211 internal_count=855523 803527 51996 4616 2500 114786 9169 2116 688741 83893 shrinkage=0.112487 Tree=35 num_leaves=11 num_cat=0 split_feature=2 9 21 6 16 1 25 29 17 16 split_gain=30.7121 26.2995 19.9884 24.0281 19.7804 19.7433 18.1059 16.8023 16.6677 18.4958 threshold=31.157072368421058 0.9597346856697585 1.5000000000000002 0.17250131279537897 179.92445035593238 719.50000000000011 1166.2500000000002 0.97807226598431274 56.41021723113429 218.974947584761 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 7 -1 -3 -4 -2 -8 -10 right_child=2 5 6 -5 -6 -7 8 -9 9 -11 leaf_value=-0.0039542313367237408 0.0043973943024966716 -0.00043000327333258951 0.0011766037469990822 0.0037589792188068641 -0.00098152956235022203 0.0012281592131454346 -0.00055644732599305791 -0.039735409825259659 -0.0042773465014286412 -0.02139018792552512 leaf_count=34974 181 310226 155833 37749 148925 128491 33017 275 4897 955 internal_value=0 -0.00371324 0.00974751 0.0306608 -0.0137517 0.000494617 0.00564384 -0.197515 -0.0136649 -0.0628522 internal_count=855523 622616 232907 38205 183899 438717 194702 456 38869 5852 shrinkage=0.112487 Tree=36 num_leaves=11 num_cat=0 split_feature=11 7 7 23 25 9 22 29 4 16 split_gain=27.218 33.1613 24.2418 27.4058 20.1574 24.6465 18.4918 17.1932 16.7605 14.8846 threshold=0.87613269794721416 -4.9697406291961661 -78.977756500244126 0.79446877850410469 10280.500000000002 0.87006133527589402 297.25000000000006 0.17203284753135359 231.72232055664065 187.68782894736844 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -5 -3 -2 -6 -9 right_child=7 6 3 4 8 -7 -8 9 -10 -11 leaf_value=-0.0014382620386358389 -0.0041206148822257073 -0.0069032692912875957 -0.0015346554217669083 -0.0040880571044712563 0.01009960165650175 0.00171445568067456 -0.00093525435348437963 0.0067900630605975129 -0.018646599034644159 0.0012469563421347756 leaf_count=62206 7305 6690 42684 9753 4844 184144 364169 6363 271 167094 internal_value=0 -0.0029254 0.00481884 0.00934987 0.0142814 0.0126468 -0.00927144 0.0108916 0.0762455 0.0128931 internal_count=855523 674761 303902 241696 199012 193897 370859 180762 5115 173457 shrinkage=0.112487 Tree=37 num_leaves=11 num_cat=0 split_feature=0 16 22 30 26 27 4 18 27 28 split_gain=26.4625 22.5472 18.7489 20.1517 21.7486 17.8279 17.3855 13.9427 16.2828 22.083 threshold=22.000000000000004 165.86365184033414 596.25000000000011 1.0000000180025095e-35 1.4556139868776994 14.500000000000002 5.0434677600860605 5.5000000000000009 25.500000000000004 478.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 7 6 -5 -6 -4 8 -3 -10 right_child=1 2 3 4 5 -7 -8 -9 9 -11 leaf_value=0.00083203873019945614 -0.0029044692870483692 -0.00089118057910532987 -0.025618396733844286 -0.00064597363412315144 -0.0031120888907757473 -0.012763763424970291 0.00061530848555844952 0.017310630635537595 -0.015172333727349396 -0.0030455000860045156 leaf_count=310858 44185 131069 320 47161 7674 3538 289322 508 2114 18774 internal_value=0 -0.00416661 -0.00225488 0.00179629 -0.0151542 -0.0547419 0.0052124 -0.011502 -0.012055 -0.0379851 internal_count=855523 544665 500480 348015 58373 11212 289642 152465 151957 20888 shrinkage=0.112487 Tree=38 num_leaves=11 num_cat=0 split_feature=0 29 17 11 22 24 25 25 21 14 split_gain=23.048 20.3029 21.8346 16.5489 17.1294 29.922 17.3081 16.6682 27.8181 23.1692 threshold=46.500000000000007 0.17203284753135359 33.344007869656998 0.92753937592120306 513.25000000000011 21.500000000000004 459.25000000000006 1188.2500000000002 1.5000000000000002 44.008449304864946 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -4 -7 -6 -9 -10 right_child=-2 2 3 -5 7 6 -8 8 9 -11 leaf_value=-0.0034598211512370685 -0.0012368344499557788 0.0035487512822999921 -0.00069321601581985939 0.0028403660810191298 0.00069608525334106345 -0.01993486578693357 -0.0051145490561700507 0.0018682198067875289 -0.0014972226441508773 -0.0076779916233562133 leaf_count=17933 155726 26360 128544 29720 422581 1491 3010 24640 35746 9772 internal_value=0 0.00245594 0.00332945 0.00219468 0.00109969 -0.0089689 -0.0891122 0.00381832 -0.0104559 -0.0251064 internal_count=855523 699797 681864 655504 625784 133045 4501 492739 70158 45518 shrinkage=0.112487 Tree=39 num_leaves=11 num_cat=0 split_feature=29 25 12 8 17 0 29 24 28 21 split_gain=21.1715 22.7999 21.9665 56.655 21.405 17.5988 19.6565 15.1668 20.6769 20.4659 threshold=0.48960570510572288 15817.500000000002 699.41273426595808 14139.000000000002 60.001314010323036 49.500000000000007 1.3316282923425782 9.5000000000000018 527.25000000000011 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 -4 -3 7 -7 -2 -9 -10 right_child=1 4 3 -5 -6 6 -8 8 9 -11 leaf_value=-0.0015847008741115792 0.00089894690677499057 0.003823189409281585 -0.064492719264846204 -0.0048985702473928108 0.020839482964359158 -0.0004936122830831119 -0.0047175308871453339 -0.0019748541317339409 -0.00021506697651861006 0.002294114654002337 leaf_count=94861 330197 7900 227 1822 1061 68890 17477 65110 217241 50737 internal_value=0 0.00175561 0.00115785 -0.102241 0.0518991 0.00144047 -0.0119868 0.00318885 -0.00157222 0.00231142 internal_count=855523 760662 751701 2049 8961 749652 86367 663285 333088 267978 shrinkage=0.112487 Tree=40 num_leaves=11 num_cat=0 split_feature=16 16 17 9 5 16 17 6 4 33 split_gain=18.9664 29.5404 27.3666 19.121 19.8356 17.3535 17.2056 17.135 16.5927 16.5473 threshold=147.1914349678631 107.53416182873731 36.440446521500121 0.9484867720254101 139.3874435424805 179.92445035593238 45.053154093344723 0.26540832895134991 39.683746337890632 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 3 7 4 -1 6 -4 -2 -5 -7 right_child=2 -3 5 8 -6 9 -8 -9 -10 -11 leaf_value=-0.0057366754076092416 -0.002928341973651616 -0.0049305185725349865 0.00098348370000082212 0.0077690867844881287 0.02280305479663694 0.00017979233349462207 -0.0029521202237328976 0.0032157220958654816 0.032205622128022277 -0.0027058792933429198 leaf_count=2139 6507 20201 19826 1675 360 681023 48292 48947 445 26108 internal_value=0 -0.0273355 0.000717846 0.0448117 -0.0144489 -0.000817242 -0.016061 0.0221784 0.114667 0.000651193 internal_count=855523 24820 830703 4619 2499 775249 68118 55454 2120 707131 shrinkage=0.112487 Tree=41 num_leaves=11 num_cat=0 split_feature=0 1 9 19 21 12 21 6 9 17 split_gain=18.077 16.7503 20.5292 16.6738 16.2067 15.5507 14.3776 13.9068 15.2567 12.3027 threshold=22.000000000000004 674.50000000000011 0.90750258047948751 12584.500000000002 9.5000000000000018 849.91525958289969 1.5000000000000002 0.84337346927869639 0.95520326410625489 76.666613702575987 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=9 7 6 4 5 -4 -3 8 -2 -1 right_child=1 2 3 -5 -6 -7 -8 -9 -10 -11 leaf_value=0.00057703480294104235 -0.0027721219992853305 0.00041778522548428923 0.00019203225565074121 0.0070286007310178507 0.0037951130062795243 -0.063183862877236346 -0.0045977085588113226 -0.002383951414900303 -0.00010308783576780694 0.0052806784188932417 leaf_count=303715 32409 12199 224866 4945 16850 49 17762 70131 165394 7203 internal_value=0 -0.00345832 0.0019993 0.00500115 0.00382541 0.00158441 -0.022719 -0.0090939 -0.00480409 0.00609854 internal_count=855523 544605 276671 246710 241765 224915 29961 267934 197803 310918 shrinkage=0.112487 Tree=42 num_leaves=11 num_cat=0 split_feature=15 16 25 18 11 7 29 17 27 25 split_gain=15.779 20.6331 14.4896 35.5382 14.7389 24.2687 17.0981 15.9474 14.2668 13.8958 threshold=0.26134947309528461 242.82416036039862 246.25000000000003 2.5000000000000004 0.86786091815161592 -8.1301016807556135 2.0013771648125878 72.97166411590068 3.5000000000000004 20244.000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 6 7 -4 -8 -9 right_child=1 -3 4 -5 -6 -7 8 9 -10 -11 leaf_value=-0.0027125252218490061 -0.00096294465977399008 0.0036406625145900839 0.00054090469925986815 -0.029203066716309699 0.00088424601776741112 -0.00085681677992912686 0.0080626652239982038 0.0035665433955880594 -0.0044759492063297509 0.023385533290514845 leaf_count=26306 2379 20157 232393 739 192943 349889 1266 16648 12343 460 internal_value=0 0.000762551 -2.4803e-05 -0.0680629 0.00023842 -0.00216078 0.0050951 0.00697781 -0.0294215 0.0364438 internal_count=855523 829217 809060 3118 805942 612999 263110 249501 13609 17108 shrinkage=0.112487 Tree=43 num_leaves=11 num_cat=0 split_feature=16 16 17 9 16 32 16 4 5 18 split_gain=14.8225 21.7179 18.3541 14.8192 14.7212 14.605 15.3997 14.4288 13.8679 13.627 threshold=147.1914349678631 107.53416182873731 37.713083724984806 0.9523885085611522 190.52852864575664 1.5000000000000002 169.73162922176229 39.683746337890632 139.3874435424805 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 8 5 6 -2 -5 -1 -4 right_child=2 -3 9 7 -6 -7 -8 -9 -10 -11 leaf_value=-0.0044620949968379627 0.0051056075879284618 -0.0043024508101697431 -9.469106178239618e-05 0.0068103686242527864 0.0010309688302162336 -0.0012692261594575524 0.016098347596929515 0.030830859636244788 0.019350568800774608 0.02091040364414715 leaf_count=2282 7916 20190 759368 1559 57714 3323 2025 397 358 391 internal_value=0 -0.0241256 0.000690976 0.0379162 0.0160694 0.0461103 0.0652954 0.103885 -0.0109609 -0.000745699 internal_count=855523 24786 830737 4596 70978 13264 9941 1956 2640 759759 shrinkage=0.112487 Tree=44 num_leaves=11 num_cat=0 split_feature=0 25 26 25 18 25 18 10 27 17 split_gain=14.1366 12.447 13.7078 12.2399 20.6569 12.9069 32.4282 27.6565 25.2443 18.1617 threshold=33.000000000000007 704.25000000000011 0.73355899382864298 246.25000000000003 2.5000000000000004 1142.2500000000002 1.5000000000000002 0.89749169983923915 14.500000000000002 69.787086313535596 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 -1 8 -7 -8 -5 -10 right_child=1 2 -4 5 -6 6 7 -9 9 -11 leaf_value=-0.0019246145565110398 -0.0012181148537762556 -0.0017021277849795619 0.00068312083159866391 0.0016398560825832877 -0.026683599571536275 -8.7907032794828102e-05 -0.01219201114649611 0.00080255368156331188 -0.00027250619664108758 0.0051844868536020019 leaf_count=1851 175825 39698 131375 185958 554 64839 5554 3306 238588 7975 internal_value=0 -0.00492041 0.00115229 0.00335879 -0.067812 0.00369691 -0.00853556 -0.0652811 0.00578125 -0.000853449 internal_count=855523 346898 171073 508625 2405 506220 73699 8860 432521 246563 shrinkage=0.112487 Tree=45 num_leaves=11 num_cat=0 split_feature=11 7 7 26 20 28 27 16 30 16 split_gain=12.7846 19.2658 15.8795 18.6597 15.5154 13.4092 17.9098 13.2583 12.3157 14.0939 threshold=0.87054182974559702 -4.3858180046081534 -78.977756500244126 0.78743238161358453 1.1140140431533356 302.25000000000006 4.5000000000000009 107.53416182873731 1.0000000180025095e-35 187.68782894736844 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 7 6 -3 -5 9 -2 right_child=8 5 3 4 -6 -7 -8 -9 -10 -11 leaf_value=-0.0012357551782342033 0.0058921403432891598 0.0036969284325031222 -0.0011563009436021592 0.014791387413478071 -0.00086230770000759549 -0.00078006169277053503 -0.021716750195978757 0.0016617546886379087 -0.00214011929056132 0.00084381901825829775 leaf_count=60630 7285 584 49676 979 35207 343107 879 163130 16777 177269 internal_value=0 -0.00219786 0.003527 0.00706089 0.0113827 -0.00734207 -0.102876 0.0154692 0.00691492 0.00927306 internal_count=855523 654192 309622 248992 199316 344570 1463 164109 201331 184554 shrinkage=0.112487 Tree=46 num_leaves=11 num_cat=0 split_feature=15 17 16 5 9 15 29 30 11 27 split_gain=12.4909 15.4474 14.9962 13.4223 24.6286 16.1961 12.6289 14.0749 14.3215 11.1335 threshold=0.26134947309528461 33.344007869656998 164.54761464724874 75.057678222656264 0.92657825561082696 0.85195699898512289 0.082126233657636064 1.0000000180025095e-35 0.69928803080977009 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 -3 -5 -6 7 8 -4 -8 right_child=1 2 6 4 5 -7 9 -9 -10 -11 leaf_value=-0.0024290712108125021 0.0025434059666886812 -0.0023943414265528338 -0.046574459169251958 -0.0036452974021724143 0.022838766776160879 -0.036005632873868848 0.00034158663798917186 -0.0022880818472969869 -0.011239160176735277 -0.00070753378220198156 leaf_count=26360 30483 45691 205 1381 977 63 584473 1514 497 163879 internal_value=0 0.000517234 -0.000326004 -0.0174408 0.0551205 0.171346 0.000771069 -0.0746089 -0.191648 0.000994283 internal_count=855523 829163 798680 48112 2421 1040 750568 2216 702 748352 shrinkage=0.112487 Tree=47 num_leaves=11 num_cat=0 split_feature=22 27 28 25 9 14 12 11 27 26 split_gain=11.773 30.4799 25.9281 12.805 12.6424 20.4259 15.9193 13.435 15.368 21.7372 threshold=507.75000000000006 32.500000000000007 487.25000000000006 6093.5000000000009 0.89821316579907295 83.102377754357349 849.91525958289969 0.67779596647459417 2.5000000000000004 1.0614251777799686 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -2 6 7 -6 9 -9 right_child=4 2 -4 -5 5 -7 -8 8 -10 -11 leaf_value=-0.00055294465948127415 -0.0014839118215341967 -0.019529451263798618 -0.0032205392502189251 -0.027649317990622001 0.0015780123707793115 0.0052247336912081624 -0.047591840641306074 -0.001960301825259813 0.00015319807602578507 -0.01543154108624155 leaf_count=151036 52580 1964 3316 221 84229 10610 88 13645 536129 1705 internal_value=0 -0.00787471 -0.0825606 -0.00526761 0.00171967 0.00293261 0.00220644 0.00226531 0.000468692 -0.0307292 internal_count=855523 156537 5280 151257 698986 646406 635796 635708 551479 15350 shrinkage=0.112487 Tree=48 num_leaves=11 num_cat=0 split_feature=16 17 16 32 16 16 16 18 33 29 split_gain=11.2831 13.2044 20.7036 13.8261 13.3701 12.4791 12.1526 11.5075 11.3527 12.9071 threshold=151.38509376195947 40.719109820277495 196.19887003660943 1.5000000000000002 180.89493529674255 107.53416182873731 169.73162922176229 6.5000000000000009 2.5000000000000004 0.17203284753135359 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 6 -3 -1 -2 8 9 -6 right_child=1 4 -4 -5 7 -7 -8 -9 -10 -11 leaf_value=0.0033297011937147725 0.0044761210465679487 -0.001706987526618799 0.00058143890154731324 -0.00097832310435292703 -0.0059547650416576512 -0.0030048988105339158 0.012184155583559468 0.019965102035484506 -0.0023588745935144116 0.00017746288465168492 leaf_count=4609 9403 59747 104825 3984 4374 26909 3571 367 24012 613722 internal_value=0 0.00080069 0.0104132 0.0428304 -0.000866367 -0.0184784 0.0586533 0.000464269 0.00036309 0.00119186 internal_count=855523 824005 121783 16958 702222 31518 12974 642475 642108 618096 shrinkage=0.112487 Tree=49 num_leaves=11 num_cat=0 split_feature=11 7 9 17 17 13 13 10 22 21 split_gain=10.9001 12.1617 16.6708 15.3579 15.0003 13.5973 13.2161 12.8015 12.1424 14.7513 threshold=0.89983659738075217 -1.9091523885726926 0.9658720718876509 51.341529561854749 65.086827043753175 168.98602353762865 48.760141962236368 0.96431019387626182 272.75000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 6 -5 8 9 -3 right_child=-2 7 4 5 -6 -7 -8 -9 -10 -11 leaf_value=0.00047968555226281863 0.0010921918678991156 -0.0015754682559377692 0.0010933244941217237 -0.00074642210970251568 0.005734887757705703 0.0068902991116548337 -0.0039198411549395823 -0.0049888660269531175 -0.00039807924505016714 -0.014271922051301369 leaf_count=159195 103693 3407 98014 58661 9680 2432 23162 8097 387428 1754 internal_value=0 -0.00122742 0.0030689 -0.00151385 0.0134285 -0.0124315 -0.0146216 -0.00499254 -0.00418079 -0.0523658 internal_count=855523 751830 351144 243450 107694 84255 81823 400686 392589 5161 shrinkage=0.112487 Tree=50 num_leaves=11 num_cat=0 split_feature=0 9 6 25 27 14 29 28 18 21 split_gain=10.5954 10.7713 13.1372 11.3012 10.9976 10.645 13.2152 10.4526 25.4497 18.4507 threshold=22.000000000000004 0.9597346856697585 0.7727272143769891 749.25000000000011 6.5000000000000009 22.641274398759474 2.2479051820490561 969.25000000000011 1.5000000000000002 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 left_child=7 5 4 -4 -3 6 -2 -1 -9 -10 right_child=1 2 3 -5 -6 -7 -8 8 9 -11 leaf_value=0.00080571512947749376 -0.0022516521685494333 -0.0012216979064164223 -0.0014469575212258 0.00092141865473351135 0.00084695913631322979 -0.00043826458920214275 -0.027821322669691569 0.0001111899103044618 -0.0060990851459200206 -0.043900961046930878 leaf_count=260864 52821 38634 102599 33922 205409 110852 257 42470 7528 167 internal_value=0 -0.00269548 0.000223646 -0.00763181 0.0046181 -0.00947223 -0.0211177 0.0046206 -0.00859899 -0.0615138 internal_count=855523 544494 380564 136521 244043 163930 53078 311029 50165 7695 shrinkage=0.112487 end of trees feature importances: Column_16=104 Column_17=43 Column_0=35 Column_32=34 Column_20=25 Column_9=24 Column_29=22 Column_30=22 Column_11=21 Column_25=17 Column_26=16 Column_21=13 Column_22=13 Column_14=12 Column_27=11 Column_7=10 Column_13=10 Column_1=8 Column_18=7 Column_28=7 Column_5=6 Column_6=6 Column_8=6 Column_2=5 Column_10=5 Column_12=5 Column_4=4 Column_15=4 Column_23=4 Column_33=4 Column_24=3 Column_19=2 Column_31=2 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.112487] [num_leaves: 11] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 25556] [feature_fraction: 0.974303] [feature_fraction_seed: 31605] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 6130] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 113] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_24.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:328009] [0:46527.857142857145] [0:1] [0:528.9998779296875] [0:844.9998779296875] [0:1] [-90:90] [1:385720] [0.22222222222222221:1] [0:1] [0.11764705882352941:1] [0:3981.8458505361982] [0:977.28110879625115] [0:565.29898221011058] [0:1] [0:255] [0:127.5] [1:8] [50:328009] [1.0004735574838757e-05:17.378234903782349] [1:22] [50:328009] [1.0004735574838757e-05:39.357798165137616] [1:40] [50:328009] [1.0004735574838757e-05:188.28971962616822] [1:67] [50:328009] [1.0004735574838757e-05:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=1473 1516 1516 1518 1523 1520 1521 1520 1516 1526 1530 1523 1533 1537 1530 1529 1542 1531 1536 1539 1525 1525 1536 1535 1536 1530 1544 1536 1541 1527 1537 1514 1528 1536 1527 1542 1533 1512 1529 1512 1528 1541 1530 1519 1527 1511 1520 1533 1534 1528 1544 1510 1532 1510 1506 1523 1496 1522 1510 1530 1525 1498 1516 1521 1486 1529 1491 1513 1523 1499 1510 1525 1502 1514 1469 1519 1494 1497 1490 1530 1482 1521 1480 1481 1496 1491 1456 1474 1488 1495 1500 1512 1504 1479 1518 1474 1475 1484 1514 1493 1487 1518 1490 1505 1485 1508 1472 1478 1499 1496 1471 1480 1511 1490 1507 1473 1503 1493 1487 1494 1516 1508 1477 1525 1509 1456 1478 1496 1507 1503 1522 1471 1488 1500 1479 1495 1514 1460 1509 1488 1490 1500 1518 1527 1488 1538 1507 1455 1489 1493 1454 1488 1478 1486 1477 1493 1505 1453 1466 1498 1507 1498 1520 1485 1509 1487 1509 1466 1507 1442 1490 1509 1510 1499 1460 1471 1488 1463 Tree=0 num_leaves=17 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 26 split_gain=22770 6121.21 3104.46 2683.06 1706.08 1462.2 788.126 557.788 443.043 399.363 325.298 323.044 192.436 136.528 122.848 117.612 threshold=215.42538577177757 1.5000000000000002 195.53695169824206 228.57366969313873 1.5000000000000002 0.6076806108030991 1.5000000000000002 86.129141288675186 168.21475827543244 236.11392478080299 206.76395663956643 223.13924881089062 0.67060755719144582 233.20341614906835 43.713433847576567 0.78329795493405274 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 -3 7 8 -1 -5 -4 -2 -6 -7 -10 -9 right_child=1 5 4 9 12 13 -8 15 14 -11 -12 -13 -14 -15 -16 -17 leaf_value=0.50359164425536163 0.53964381599135602 0.49256806562946442 0.52423166107564356 0.55346855129419992 0.49257286429838432 0.52582373657599224 0.49187046422748693 0.51744460187970476 0.52514076284946565 0.56084007761601473 0.53208165475930369 0.54646636279045613 0.51555622557729786 0.54595414473866966 0.51284817291517615 0.53839542799957574 leaf_count=56673 123628 19091 80147 155139 12735 7966 19328 3247 7343 101001 97264 108437 3980 4328 86272 7123 internal_value=0 0.135372 -0.188182 0.162892 -0.100468 -0.292711 -0.282787 -0.259835 -0.275313 0.233455 -0.0716923 0.0850079 -0.405886 -0.0237375 -0.233068 -0.035521 internal_count=893702 519590 374112 488205 194126 31385 179986 160658 150288 256140 177411 232065 16715 12294 93615 10370 shrinkage=1 Tree=1 num_leaves=17 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 29 0 29 16 8 29 split_gain=18829.7 5274.01 2513.5 2214.64 1273.67 1239.2 582.665 356.887 341.242 281.059 258.862 260.776 155.331 128.46 117.715 112.755 threshold=213.97665806134367 1.5000000000000002 228.57366969313873 193.08622905578554 1.5000000000000002 0.63197742298242987 1.5000000000000002 221.50426829903083 234.85490109674896 203.80589404574692 0.70475579191882154 37.500000000000007 0.59564915830142906 162.68302351286175 473.50000000000006 0.53608414998726428 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 9 15 10 -2 -4 -5 13 -12 -6 -1 -11 -3 right_child=1 5 8 4 12 -7 -8 -9 -10 14 11 -13 -14 -15 -16 -17 leaf_value=-0.030660052162243576 0.002741500050707492 -0.042539315450843621 0.016131744119999122 -0.011818566232555948 -0.041415894485287673 -0.0012415943304109483 -0.039516157010343951 0.00964929573587117 0.022794221833925817 -0.0098545059049174408 -0.012730839695178513 -0.023334020130732089 -0.023290596437147575 -0.022777765491955707 -0.0025563253671467855 -0.028144473293130707 leaf_count=30233 113584 14380 131675 67564 9577 11991 18050 137757 124484 23954 35274 42652 6681 39953 79281 6612 internal_value=0 0.117411 0.142594 -0.179485 -0.104856 -0.270072 -0.263499 0.0715474 0.212305 -0.0793977 -0.242827 -0.203151 -0.372311 -0.286878 -0.0465806 -0.416568 internal_count=893702 540483 507500 353219 187057 32983 166162 251341 256159 170799 148112 77926 16258 70186 103235 20992 shrinkage=0.0912343 Tree=2 num_leaves=17 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 29 16 split_gain=15602.1 4076.27 2214.42 1779.21 1232.66 1015.18 522.874 467.394 318.53 293.101 271.189 215.543 149.106 127.988 104.956 93.6572 threshold=215.88585309657296 1.5000000000000002 194.96463640574345 230.03345400011398 1.5000000000000002 0.65529126670431026 1.5000000000000002 86.129141288675186 174.35250445276438 223.6612451790634 208.80319283792372 238.13750474949794 0.70184940877553026 76.755345463167615 0.53608414998726428 232.08584159446312 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 14 7 8 -1 -2 13 -5 -6 -4 -3 -7 right_child=1 5 4 11 12 15 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.02540708300610809 0.0041338513381147177 -0.038652852082083543 -0.0091393162316208091 0.01652073664533046 -0.035003410674181293 -0.0063280511745190159 -0.035757508684597851 -0.0010233542035323565 -0.016918914844302545 0.010309386579336938 -0.0015130095354635724 0.022676151821041851 -0.014440077877517084 0.0075867079642570256 -0.024678220235465079 0.010962072337170649 leaf_count=71676 126706 13264 98600 158173 13814 6313 18983 10385 75627 129203 84493 67584 3727 3961 6750 4443 internal_value=0 0.114027 -0.153123 0.136569 -0.0823033 -0.238848 -0.235135 -0.21626 -0.230715 0.0794849 -0.0585339 0.201278 -0.335776 -0.0930937 -0.372006 0.0089222 internal_count=893702 512436 381266 481666 204595 30770 176671 157688 147303 255909 187054 225757 17541 102561 20014 10756 shrinkage=0.0912343 Tree=3 num_leaves=17 num_cat=0 split_feature=16 32 26 16 20 16 32 17 16 16 16 16 12 17 0 16 split_gain=12850.4 3558.24 1667.99 1657.23 849.373 809.658 619.253 370.107 318.698 271.805 197.787 179.614 119.908 92.9541 84.4583 78.776 threshold=214.48373023032056 1.5000000000000002 0.7000779354768728 229.54637266768211 0.59008689448142648 199.26640199090392 1.5000000000000002 81.054364818441442 188.89784172661874 221.68065943381853 237.68361375812103 179.66383225236203 92.719300090006314 73.084891878035862 29.500000000000004 208.80319283792372 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 -3 7 8 11 14 -2 -5 -4 -6 15 -1 -7 right_child=1 4 5 10 12 13 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.019144123350036242 0.0024775534574184113 -0.032439936277986782 -0.020478269579413975 0.014660363533399315 -0.019369255681878195 -0.0063984062338803271 -0.034305019208427281 0.0023638895510726477 -0.01209555110751164 0.0084058965198193555 0.02034332448689001 -0.012781928146694408 0.0021156088959756437 0.0089389822477486027 -0.026062660801458221 -0.0016604029859802049 leaf_count=28113 110156 19332 42736 161668 2731 61238 26309 10092 38650 154887 74451 61651 10382 4706 30753 55847 internal_value=0 0.0986276 -0.145848 0.119405 -0.222311 -0.0965771 -0.239861 -0.156957 -0.203129 0.0651288 0.18033 -0.174636 -0.0258562 -0.0398224 -0.249451 -0.045361 internal_count=893702 533607 360095 501162 32445 236270 123825 114479 97516 265043 236119 104387 13113 121791 58866 117085 shrinkage=0.0912343 Tree=4 num_leaves=17 num_cat=0 split_feature=16 32 29 16 16 20 32 17 16 16 16 32 16 16 16 0 split_gain=10663.8 2694.26 1655.65 1158.79 878.227 700.464 529.601 284.776 244.546 214.63 150.697 130.921 130.479 96.7609 91.1734 82.5573 threshold=216.59342318683869 1.5000000000000002 0.6408115898263812 230.79465870667795 199.26640199090392 0.65529126670431026 1.5000000000000002 76.755345463167615 200.30353598014892 224.8272957648326 178.63641148150185 1.5000000000000002 240.25848416110153 210.37237059083782 162.68302351286175 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 7 -3 8 10 14 -2 -4 13 -5 -6 -1 -12 right_child=1 5 4 12 11 -7 -8 -9 -10 -11 15 -13 -14 -15 -16 -17 leaf_value=-0.023912123858008782 0.0039995400135041572 -0.028057005851920603 -0.018896243071016429 0.014426142428313178 -0.0045145118683583424 0.0011724445947265756 -0.031826044860423008 0.00030406685631520204 -0.0086498865907300437 0.0092236550906101174 -0.0076513913105484719 -0.016172443076905289 0.020164544962414651 0.00015841441829238413 -0.017093434708500305 -0.014345941212869124 leaf_count=26828 139484 19365 42844 168040 78642 10538 26196 11696 21700 123350 23787 5908 41036 69463 41682 43143 internal_value=0 0.0964621 -0.123678 0.114907 -0.0814267 -0.194624 -0.22367 -0.145004 -0.187322 0.0707109 -0.160808 -0.0312835 0.170467 -0.0254603 -0.216624 -0.131164 internal_count=893702 501813 391889 471910 275483 29903 116406 121470 90210 262834 109774 154013 209076 148105 68510 66930 shrinkage=0.0912343 Tree=5 num_leaves=17 num_cat=0 split_feature=26 17 32 14 0 11 0 2 17 1 9 0 1 20 20 0 split_gain=5934.16 2597.53 1341.1 527.637 492.314 394.312 337.75 256.22 219.731 198.562 176.964 157.781 133.991 129.126 123.628 111.687 threshold=0.73530740209362888 48.711656225719175 1.5000000000000002 20.303388004240773 45.000000000000007 0.85734168878213213 45.000000000000007 15.262531328320804 43.918066180041102 500.50000000000006 0.93861006490713228 40.500000000000007 595.50000000000011 0.68949004233498312 0.53145844346075177 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 11 9 7 8 15 13 -3 -6 -2 -12 -5 -4 -1 right_child=1 4 14 6 10 -7 -8 -9 -10 -11 12 -13 -14 -15 -16 -17 leaf_value=-0.012686521567179615 0.0016170129994046059 -0.0043565538703585109 -0.029739733330904364 -0.0091308359769911723 -0.015722913444926091 -0.0020130366815189057 0.0015459730427265705 -0.0055581552501876444 0.0087014610750122956 0.0022713794752641041 -0.01048102881121697 -0.015920558032748798 -0.0031271101022228172 0.014090887362888075 -0.017880287515877471 -0.019755574695278003 leaf_count=50580 34460 48207 37604 2018 15033 40279 30668 31370 122817 171367 28357 4874 75616 161941 9084 29427 internal_value=0 0.0436138 -0.152479 0.103154 -0.0191262 -0.106855 0.116691 -0.137519 0.127357 0.00894654 -0.0709222 -0.00609554 -0.0562593 0.151315 -0.300679 -0.167553 internal_count=893702 695358 198344 356778 338580 151656 317444 111377 286776 219574 119006 39334 103973 163959 46688 80007 shrinkage=0.0912343 Tree=6 num_leaves=17 num_cat=0 split_feature=16 32 16 16 20 32 16 20 16 16 2 16 16 32 20 12 split_gain=7906.1 2210.26 1098.58 891.329 500.956 477.411 191.87 189.423 138.779 136.204 123.89 106.2 88.5111 74.3056 68.0775 67.4597 threshold=212.65632252901165 1.5000000000000002 227.46724237546945 189.65450464309691 0.57189695235792681 1.5000000000000002 234.51944145140274 0.69568322981366471 220.16122840286559 203.36324922936413 39.022233201581038 228.41154783353383 165.53348589999226 1.5000000000000002 0.71440913532963057 90.402543263816625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 -3 9 -4 13 -2 -5 12 -6 -9 -1 -7 -11 right_child=1 4 6 5 11 14 -8 10 -10 15 -12 -13 -14 -15 -16 -17 leaf_value=-0.018819361272071115 0.0011825499816729313 -0.025022374810189933 0.0097655090966330162 -0.0081994274801024981 -0.010367343112484493 -0.024610020959931436 0.014554785933570681 -0.018854005424533766 0.0055621970169685174 -0.0059827218560731185 -0.0052890595365623558 0.0052865715861923641 -0.013210557451969741 -0.027024358631590684 -0.0098214533037363216 -0.00091937249600050196 leaf_count=26028 107176 20114 148207 80023 7413 13264 131325 38139 137465 37529 11182 7027 58792 14199 3220 52599 internal_value=0 0.0727232 0.0888717 -0.121576 -0.172245 -0.0755882 0.1317 -0.179437 0.0399356 -0.059846 -0.157639 -0.0301379 -0.169137 -0.238019 -0.238082 -0.0331864 internal_count=893702 558727 524173 334975 34554 186635 279532 148340 244641 170151 108113 14440 96931 40227 16484 90128 shrinkage=0.0912343 Tree=7 num_leaves=17 num_cat=0 split_feature=29 17 30 0 0 11 12 1 20 9 1 30 0 1 0 17 split_gain=4245.91 1736.81 801.407 358.046 324.9 324.66 244.26 240.929 232.099 166.002 161.154 145.841 115.314 112.943 107.157 95.2995 threshold=0.74463112374730744 49.228492829287326 1.0000000180025095e-35 37.500000000000007 40.500000000000007 0.8736465381523415 75.816756826189717 625.50000000000011 0.562703115040179 0.93775145364260448 577.50000000000011 1.0000000180025095e-35 37.500000000000007 574.50000000000011 29.500000000000004 41.581652020601616 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 -3 7 6 14 -2 -4 -5 -6 15 -8 -11 -1 -9 right_child=1 3 8 9 10 -7 12 11 -10 13 -12 -13 -14 -15 -16 -17 leaf_value=-0.010380837127738298 0.0049661696843913781 0.001658145609692801 -0.024593684644958081 -0.012801724969461008 -0.011187945429715133 1.0293609475633037e-05 -0.0021431584090853308 0.013706780417588157 -0.010611130427116287 -0.0079922967706747526 0.0033009847816763208 0.0040154467856020276 -0.010743677351715898 -0.0019816222019334393 -0.0173177292187362 0.0096481176531798482 leaf_count=41820 90530 152513 38687 17968 7340 33392 33780 84316 13271 34681 49358 25190 21070 104213 33291 112282 internal_value=0 0.0389342 -0.122245 -0.0163265 0.0852635 -0.0878372 -0.110435 0.0979061 -0.230421 -0.049871 0.0156222 0.115651 -0.0597029 -0.0381704 -0.147482 0.12483 internal_count=893702 678391 215311 309375 369016 163353 129961 312318 51958 156862 56698 221788 54850 138894 75111 196598 shrinkage=0.0912343 Tree=8 num_leaves=17 num_cat=0 split_feature=16 32 16 16 23 32 17 16 16 17 16 16 23 32 17 21 split_gain=5829.35 1619.44 802.186 621.808 335.121 302.868 259.306 152.03 120.7 115.32 102.284 93.2975 85.0702 80.4719 100.659 73.2094 threshold=211.81169949453533 1.5000000000000002 226.98882186796882 189.65450464309691 0.68014487305029048 1.5000000000000002 93.158835808496619 233.20341614906835 156.61444361035936 73.084891878035862 218.9553102890641 202.94283814589667 0.9190304686735038 1.5000000000000002 42.871663270423177 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 -3 9 8 -4 -1 11 -2 -5 -8 14 -10 -6 right_child=1 4 7 5 15 -7 12 -9 13 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.019466283616386072 0.0006824570818756763 -0.020386390493511819 0.0077708967248503518 -0.0078140954290974243 0.01170084821595847 -0.018249042400525189 -0.0087745860071156007 0.011973519686433592 -0.0054619797255565771 0.0062819396692091458 0.0044926925993500916 -0.0033029976693168296 0.0085210881054424235 -0.021355310627104395 -0.013894588193250278 -0.0053730668446852368 leaf_count=38268 97446 21680 130812 72653 2570 15541 4431 158414 13910 7314 147273 80382 5082 9679 77047 11200 internal_value=0 0.06101 0.0747516 -0.106956 -0.145964 -0.0667332 -0.154624 0.110405 -0.165563 -0.0538147 0.0326135 -0.0596775 0.00509727 -0.147385 -0.138161 -0.023965 internal_count=893702 569395 533945 324307 35450 175890 148417 289226 138904 160349 244719 153035 9513 100636 90957 13770 shrinkage=0.0912343 Tree=9 num_leaves=17 num_cat=0 split_feature=16 20 16 16 20 31 17 16 17 16 32 12 20 16 16 32 split_gain=4816.61 1330.15 691.032 516.328 262.047 241.945 210.399 129.965 110.513 101.672 98.3313 88.2454 83.5636 80.1209 71.0081 67.383 threshold=211.81169949453533 0.59926199010998749 227.46724237546945 188.89784172661874 0.67060755719144582 1.5000000000000002 93.158835808496619 238.367286369482 69.660027368572159 162.68302351286175 1.5000000000000002 76.302038200428285 0.63197742298242987 202.50198957239584 220.91961325073194 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 10 6 15 -2 9 -4 13 -1 11 -3 -8 -6 -13 -5 right_child=1 2 7 4 8 -7 12 -9 -10 -11 -12 14 -14 -15 -16 -17 leaf_value=-0.017037337077146247 -6.0437111534729841e-05 -0.0029735575654620608 0.0081102775308922129 -0.0096197220628789683 -0.0071494076830156562 -0.018660017316185763 -0.015915336934112199 0.012726230349137765 0.0057442858149749807 -0.011887050410875606 -0.0082755606209122118 0.0018284838362269066 0.0048546172728554868 -0.002863272125833424 0.0050390162852521191 -0.019200282237712227 leaf_count=51504 7933 19371 218052 12280 66751 21870 2068 66181 8737 83841 6682 114307 7318 79582 115062 12163 internal_value=0 0.0553957 0.0667534 -0.0972907 -0.0614597 -0.150263 -0.141733 0.100676 -0.0462907 -0.151773 0.029005 0.0322208 0.00305161 -0.0528138 0.0376945 -0.157694 internal_count=893702 569458 539655 324244 179513 29803 144731 284233 155070 135345 255422 248740 9386 146333 229369 24443 shrinkage=0.0912343 Tree=10 num_leaves=17 num_cat=0 split_feature=16 33 16 16 20 17 16 20 1 17 16 16 26 0 16 30 split_gain=3983.81 1109.16 554.392 465.953 233.532 178.929 134.834 102.916 102.116 98.0914 89.93 73.1139 66.1921 65.3848 60.6958 59.4429 threshold=212.65632252901165 2.5000000000000004 225.83260623839345 189.65450464309691 0.67060755719144582 93.158835808496619 233.20341614906835 0.70810301827250988 315.50000000000006 69.660027368572159 162.68302351286175 203.36324922936413 0.89642726340859802 33.000000000000007 244.86544177078179 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 -5 10 -4 -3 -2 11 -1 -6 -7 -12 -8 -10 right_child=1 7 6 4 9 12 14 -9 15 -11 13 -13 -14 -15 -16 -17 leaf_value=-0.015527748263746347 -0.0067216606044197668 -0.018342285141614439 0.0060554833789818741 -0.013044117671557274 -0.0062750098356739743 -0.007665408949349967 0.0092995858623305984 -0.0022544961516735708 0.002993282484462019 0.0057989347919702554 -0.0079621408785407796 -0.0022689431975258614 0.0075930722072419582 -0.012980282455587962 0.015968609654326827 -0.0018662463939991087 leaf_count=51561 10657 17913 157120 24944 69827 4458 150146 4060 182888 8814 39289 82991 5044 48038 12289 23663 internal_value=0 0.0517479 0.0607625 -0.0861769 -0.0529151 -0.127998 0.0872586 -0.168464 0.0217816 -0.0390167 -0.137081 -0.044933 0.00476067 -0.117528 0.107461 0.0267067 internal_count=893702 558736 536763 334966 186576 148390 319555 21973 217208 161632 138888 152818 9502 87327 162435 206551 shrinkage=0.0912343 Tree=11 num_leaves=17 num_cat=0 split_feature=16 20 16 29 16 30 30 32 17 1 17 16 0 25 0 0 split_gain=3300.41 962.763 510.483 360.084 177.781 137.547 124.45 119.44 117.608 113.092 82.1282 72.515 62.3047 57.7076 59.1929 55.2301 threshold=211.25442348073125 0.54219645726701626 230.79465870667795 0.6337189620695628 184.15209800469486 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 93.158835808496619 574.50000000000011 76.755345463167615 243.34550682548567 29.500000000000004 252.25000000000003 29.500000000000004 46.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 6 7 8 -2 9 12 15 13 -6 -4 -1 -3 -15 -5 right_child=1 2 11 4 10 -7 -8 -9 -10 -11 -12 -13 -14 14 -16 -17 leaf_value=-0.0077800768265644761 -0.0033216732386884607 -0.021100336170175503 0.0078825756010518881 -0.0083883737654709446 -0.0040922356459674215 -0.017625960178847083 -0.0022151907639703966 -0.017838491343431462 0.0027996117955525744 0.0045986547846470693 0.0061012698470839389 0.01378357758246539 -0.012842965895618792 0.0027410710113560562 -0.0018836556276630243 -0.014165235736064626 leaf_count=41037 8191 988 194884 35715 143562 17658 37939 22139 6000 197815 6895 19026 39907 63307 36214 22425 internal_value=0 0.0450992 0.0539608 -0.0818606 -0.0585266 -0.143512 0.0296658 -0.130437 -0.10261 0.0365263 -0.0397339 0.0921521 -0.112635 0.00921138 0.0115988 -0.116366 internal_count=893702 576022 550173 317680 214597 25849 336263 103083 64140 298324 150457 213910 80944 100509 99521 58140 shrinkage=0.0912343 Tree=12 num_leaves=17 num_cat=0 split_feature=16 33 16 32 16 20 17 16 17 14 12 20 0 8 16 30 split_gain=2770.23 648.225 530.938 267.28 234.626 133.775 155.783 92.0743 82.2558 77.2558 76.9268 67.8297 52.0063 51.5839 53.9298 49.0533 threshold=218.13040573505694 2.5000000000000004 198.76803727252391 1.5000000000000002 231.92319978754082 0.61584217385407403 81.054364818441442 173.16965142308925 46.542289012075983 19.275213662858466 79.088834764831859 0.562703115040179 33.000000000000007 136.50000000000003 244.86544177078179 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 10 9 -1 7 -7 -9 -2 -4 -3 -12 -6 -15 -11 right_child=1 11 3 -5 13 6 -8 8 -10 15 12 -13 -14 14 -16 -17 leaf_value=-0.01354934047746327 -0.00061976181077697434 -0.016246339375400223 -0.0050419514413148703 -0.012887825798288548 -0.020562109319217529 -0.011317998327201513 0.0024276068924508963 0.0019563805077298106 -0.0075181043358097379 0.0046491658745161108 0.001520331509358252 -0.0042498067645203429 -0.0018224885054970283 0.0075385719472745418 0.013830171405863387 0.00013402406529245881 leaf_count=39727 30863 11998 37304 18129 530 57103 11855 8388 84105 216390 66041 5829 93705 177550 12114 22071 internal_value=0 0.0520154 -0.0595953 -0.0250666 0.0592737 -0.0965269 -0.0837355 -0.0924799 -0.0729866 0.0402849 -0.0143765 -0.135078 -0.0048285 0.0861627 0.0870333 0.046378 internal_count=893702 477345 416357 215179 459518 201178 161451 149596 92493 269324 197050 17827 159746 190194 189664 238461 shrinkage=0.0912343 Tree=13 num_leaves=17 num_cat=0 split_feature=16 32 16 32 16 20 20 17 9 13 0 14 17 32 16 13 split_gain=2281.74 540.638 446.935 215.289 186.599 165.553 116.387 133.282 82.1328 58.9539 57.708 53.5523 46.857 42.9189 41.8943 36.0088 threshold=218.13040573505694 1.5000000000000002 199.26640199090392 1.5000000000000002 231.92319978754082 0.75913687488177872 0.69568322981366471 86.129141288675186 0.91473144662829731 30.961193704644309 33.000000000000007 19.359833983397362 69.660027368572159 1.5000000000000002 245.96550973878354 24.565064740369102 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 9 11 -3 13 8 -8 -4 15 -2 -11 -1 -6 -10 right_child=1 5 3 -5 14 -7 7 -9 10 12 -12 -13 -14 -15 -16 -17 leaf_value=-0.0097646525694824703 -6.5548396953409111e-05 -0.012171339052512459 -0.0033349040206613299 -0.011590161818571917 0.0069896235375164666 0.0037307392215138739 -0.014016679555340059 0.003454070444180132 -0.0083470501148345446 -0.00036813471611923872 -0.0083454365801264637 0.0039842385351448436 0.0077384846562566414 -0.015306412768540856 0.013581545408374742 -0.0030385999953260346 leaf_count=31680 30767 20673 65704 17829 177073 7400 14258 9989 14504 121748 76120 233044 6239 18382 8406 39886 internal_value=0 0.0471694 -0.054124 -0.0218831 0.0555816 -0.0874625 -0.0874198 -0.0738618 -0.0815705 -0.0122038 -0.0736977 0.0384935 0.000296377 -0.129332 0.0798863 -0.0488214 internal_count=893702 477363 416339 211520 449290 28073 204819 154757 144768 193691 130510 263811 127987 50062 185479 54390 shrinkage=0.0912343 Tree=14 num_leaves=17 num_cat=0 split_feature=16 20 29 16 30 16 0 32 16 17 9 0 1 0 17 0 split_gain=1894.51 538.692 263.074 246.065 142.982 130.074 83.8538 79.3772 71.2162 57.4859 53.3357 49.0957 47.3562 46.0436 45.2619 38.3689 threshold=213.47784142571382 0.67750095372245223 0.6337189620695628 226.00828538089303 1.5000000000000002 193.68171626579701 35.000000000000007 1.5000000000000002 240.25848416110153 93.158835808496619 0.93861006490713228 29.500000000000004 315.50000000000006 29.500000000000004 69.660027368572159 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 12 -2 6 9 11 13 -4 -8 -1 -3 -5 -7 -14 right_child=1 3 5 8 -6 14 10 -9 -10 -11 -12 -13 15 -15 -16 -17 leaf_value=-0.0055516619268376104 -0.00085013626046467861 -0.0068909315389851034 -0.0043094255256680494 0.0059504387863784612 -0.012584019667327809 -0.0022344189758400934 -0.0142253971381389 -0.013702747000437035 0.0091764877073384384 0.0064477498516770414 -0.0071112022639275877 -0.0099721373579204683 0.0030163006295376793 0.0033647979047759019 0.0050017213001728586 0.00045613887329761839 leaf_count=42712 15116 5314 36832 185657 20189 135042 10985 23643 42375 4658 43535 40977 105833 82933 7600 90301 internal_value=0 0.0366121 -0.057911 0.044844 -0.0828647 -0.0394186 -0.0678749 -0.0990287 0.0624817 -0.0339975 -0.0936557 -0.0845743 0.0176177 0.0564707 -0.0202651 0.0201414 internal_count=893702 547718 345984 512413 35305 238652 96010 107332 310965 41490 54520 83689 201448 268590 142642 196134 shrinkage=0.0912343 Tree=15 num_leaves=17 num_cat=0 split_feature=16 32 16 16 12 32 17 16 17 17 9 20 28 2 11 10 split_gain=1575.37 517.294 281.612 160.182 132.824 95.3416 70.1951 67.2913 61.2473 65.7398 56.2281 55.5747 53.6324 41.5044 36.6957 33.6357 threshold=208.80319283792372 1.5000000000000002 223.81256808278872 178.63641148150185 92.719300090006314 1.5000000000000002 101.66698278575178 235.93274599586547 47.3479733480211 76.755345463167615 0.93397334604585913 0.79975277176769721 300.50000000000006 16.144957983193283 0.67653798971628443 0.92809847483775354 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 -3 8 10 -4 -5 15 -1 -6 -2 -14 -11 -10 right_child=1 4 7 5 11 -7 -8 -9 9 14 -12 -13 13 -15 -16 -17 leaf_value=-0.013515005959310494 -0.021454320935414828 -0.012638127471075958 0.0041092456946803741 0.003763907789006845 -0.0059942257714116461 -0.010461819243379342 0.0010183720833342345 0.006871941096857381 -0.0038488586295794057 0.0093477827244193741 -0.0079550047806228597 0.0042920164685147678 -0.00033612969036171355 0.002218457151536951 -0.0033655546751071301 -0.010401860130571655 leaf_count=18783 903 20361 247542 9654 11053 16992 6150 104308 144453 4831 78055 7233 116249 97203 3104 6828 internal_value=0 0.0289702 0.0366105 -0.060799 -0.0829667 -0.0432695 -0.0924344 0.0540177 -0.0360851 -0.0407746 -0.0990136 -0.0211052 0.00803786 0.00906669 0.0479491 -0.0454284 internal_count=893702 604852 566205 288850 38647 185862 102988 351850 168870 159216 96838 18286 214355 213452 7935 151281 shrinkage=0.0912343 Tree=16 num_leaves=17 num_cat=0 split_feature=16 20 16 32 16 17 1 9 0 30 5 26 30 5 0 20 split_gain=1316.76 315.576 275.655 151.493 120.764 72.7079 64.3931 59.3159 56.8753 55.0152 53.9139 49.3605 46.8665 42.9033 42.5184 36.1141 threshold=218.53654395627152 0.53145844346075177 190.38541317034728 1.5000000000000002 232.55297235501976 93.158835808496619 444.50000000000006 0.94020707891868727 35.000000000000007 1.0000000180025095e-35 24.000073432922367 2.0097433727570722 1.0000000180025095e-35 21.920311927795414 40.500000000000007 0.52149767384539547 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 5 6 10 7 -4 -1 -8 -2 -3 -10 -12 -9 -15 -7 right_child=1 4 3 -5 -6 15 8 13 11 -11 12 -13 -14 14 -16 -17 leaf_value=-0.011039361535836647 0.0016208521981425379 -0.0017983857898594879 -0.0040172682106632924 -0.0090074515888770093 0.005655825348867642 -0.012057568038880763 0.0013252138076259995 -0.0089786148066097592 -0.0015012096676716821 -0.011005325883754765 0.0033903811966982081 -0.012554715959834329 -0.00068508786211487289 -0.0030291755481271563 -0.007303606296600448 0.003299283156436511 leaf_count=28555 3583 21387 55832 23147 176774 1513 81827 36260 106881 14485 228231 3472 26181 38562 38921 8091 internal_value=0 0.0364146 -0.0404638 -0.0213586 0.0415884 -0.0745682 -0.0141376 -0.080252 -0.00545259 -0.0931829 0.0285105 -0.0202663 0.0325643 -0.0700223 -0.0567363 0.00964536 internal_count=893702 470641 423061 271159 452573 151902 248012 142298 192180 18068 275799 110353 254412 113743 77483 9604 shrinkage=0.0912343 Tree=17 num_leaves=17 num_cat=0 split_feature=16 20 16 23 30 0 9 16 17 32 22 5 14 0 16 17 split_gain=1095.17 358.453 193.384 120.741 88.1525 85.94 63.3295 53.4526 51.2284 46.2499 43.0816 43.0142 40.6987 39.6473 34.3843 30.9865 threshold=208.80319283792372 0.66310730533733175 224.8272957648326 0.71252986364831683 1.5000000000000002 33.000000000000007 0.95203134127669753 240.25848416110153 73.084891878035862 1.5000000000000002 533.25000000000011 28.00000095367432 19.018837001444201 29.500000000000004 158.2637375376768 40.49193642418259 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 9 -2 8 -7 12 -5 14 -8 -3 -4 -14 -1 -16 right_child=1 2 7 5 -6 6 10 -9 -10 -11 -12 -13 13 -15 15 -17 leaf_value=-0.0094876990667857666 -0.0011547806241213971 -0.0013070590954608146 -0.00080888534972682906 -0.0017871962823783154 -0.0098370119650656104 -0.0089521290170679092 -0.0066330771716403289 0.0072275834580596832 0.0056196189531683271 -0.010818997933997408 -0.0023769105857507759 0.0015149353435864588 0.0047765484463552126 0.0024517171082070717 0.0033911283883913067 -0.0055364965161906659 leaf_count=18886 16907 61260 15373 68584 22943 24907 29287 42373 8766 23073 61083 168957 186130 90867 3456 50850 internal_value=0 0.024218 0.0306836 -0.0506265 -0.0674465 -0.0361743 -0.0534764 0.0460267 -0.0103885 -0.0795456 -0.0411714 0.00837417 0.0412161 0.0439956 -0.0672389 -0.054457 internal_count=893702 604810 564960 288892 39850 192627 115277 334743 77350 96265 90370 230217 292370 276997 73192 54306 shrinkage=0.0912343 Tree=18 num_leaves=17 num_cat=0 split_feature=16 33 16 20 16 0 29 26 19 0 13 23 30 0 14 16 split_gain=906.698 245.185 181.406 110.892 92.5144 61.0728 48.5747 45.459 48.8157 44.7975 35.8632 33.6579 33.3909 32.2235 40.849 28.5536 threshold=216.81663442940041 2.5000000000000004 180.60863039584277 0.69568322981366471 231.27135258358666 33.000000000000007 0.17530168108202793 2.0097433727570722 474.25000000000006 45.000000000000007 33.26419572001118 0.78424742393857327 1.5000000000000002 33.000000000000007 20.907374035131983 245.96550973878354 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 9 12 6 10 -2 8 -7 11 -5 -1 -4 -8 -15 -6 right_child=1 -3 3 5 15 7 13 -9 -10 -11 -12 -13 -14 14 -16 -17 leaf_value=-0.006793643765979759 -0.016745765596977907 -0.0076286015453220519 -0.0044179262406819041 -0.0012354860669898924 0.0042340862816608645 -0.006123596539439077 0.0027579653026158727 -0.012404914162285417 -0.00149484205595803 -0.0089902137264510646 0.0021450904465878766 -0.0028277755474106596 -0.0097482336276536203 -0.0038492197491791619 0.0014317244148740172 0.0095396847752371432 leaf_count=41593 1158 18807 26744 55279 195166 22838 169371 3795 111823 37120 49520 31155 15424 14078 91006 8825 internal_value=0 0.0283888 -0.0357433 -0.0224523 0.0327809 -0.0142457 0.0208322 -0.0280309 -0.0249891 -0.0702717 0.00396689 -0.0558477 -0.0697941 0.0216946 0.00793826 0.0489248 internal_count=893702 498411 395291 285423 479604 243255 275613 138456 134661 109868 104799 72748 42168 274455 105084 203991 shrinkage=0.0912343 Tree=19 num_leaves=17 num_cat=0 split_feature=16 20 16 30 29 17 9 16 14 21 7 14 17 29 25 29 split_gain=771.631 283.764 154.008 83.5084 66.4214 51.3058 46.4836 41.2999 40.0971 39.4621 38.0703 34.1196 31.4758 29.5586 29.5074 29.4022 threshold=204.97572354635938 0.71440913532963057 223.81256808278872 1.5000000000000002 0.49800451287496689 76.755345463167615 0.89133106086524616 237.47666572557878 19.895278001527661 1.5000000000000002 -16.699242591857907 19.359833983397362 50.067371642576653 0.17530168108202793 873.25000000000011 0.11799705014749264 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 8 13 15 6 -6 11 -3 -7 14 -4 -10 -2 -11 -1 right_child=1 2 7 -5 5 9 -8 -9 12 10 -12 -13 -14 -15 -16 -17 leaf_value=-0.01163429228765778 -0.014802569584766204 -0.0021537398228522694 -0.00087757032745227486 -0.0083355111658167322 -0.0097793623307307394 0.014051746198326423 -0.0035128268712706521 0.0052860639163834749 -0.0011159032053937883 0.0057122295446715788 -0.0098276713402128939 0.0031942084471026067 0.0016141854232577064 -0.00035873638562618302 -0.0048597723235834066 -0.0060611113223467379 leaf_count=9267 1239 40774 18372 26739 10484 1881 163658 79240 45631 7073 2656 253341 153053 24487 3188 52619 internal_value=0 0.0182479 0.0245107 -0.0522307 -0.0471481 -0.0378349 -0.0426385 0.0378516 0.00495815 0.0186941 -0.00101203 0.0319934 0.0108202 -0.0115567 0.0266085 -0.0755818 internal_count=893702 642876 590411 52465 250826 188940 174142 350953 239458 14798 12917 271713 198684 25726 10261 61886 shrinkage=0.0912343 Tree=20 num_leaves=17 num_cat=0 split_feature=1 0 32 0 20 0 1 1 31 9 31 25 18 11 1 29 split_gain=536.077 270.857 103.264 92.0142 90.8733 70.8354 56.506 44.8954 43.0298 42.0694 36.424 35.5998 40.8908 32.3129 31.0335 44.1996 threshold=436.50000000000006 35.000000000000007 1.5000000000000002 29.500000000000004 0.71440913532963057 49.500000000000007 664.50000000000011 661.50000000000011 1.5000000000000002 0.96485732006544567 1.5000000000000002 252.25000000000003 2.5000000000000004 0.84802196925041762 3487.5000000000005 1.6892320599013428 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 11 -2 6 -3 -6 -8 14 -9 12 -1 -13 15 -7 right_child=1 5 -4 -5 7 9 8 10 -10 -11 -12 13 -14 -15 -16 -17 leaf_value=-0.0047762550492690559 -0.0042645791614876038 -0.0021558365261025027 -0.0087682423260401939 -0.0060720824698238867 0.0016360982436998751 -0.0053580930364793304 0.0018446981166991686 0.0039780400954209831 -0.0032485784368930324 -0.0015625207785412447 0.00070664363052603575 -0.0024453479745763893 -0.032423060535261596 0.0012684641630218315 0.00033907685633127282 -0.015124779176734058 leaf_count=1469 15726 69899 35986 60125 166954 25958 98898 222249 16047 50644 32468 56182 639 29868 6060 4530 internal_value=0 0.012485 -0.048053 -0.0363911 0.0278945 -0.0122915 -0.00120871 0.0306781 0.0124257 -0.0357865 0.0390319 -0.015819 -0.14421 -0.0126738 -0.0616434 -0.0746348 internal_count=893702 709433 184269 148283 437397 272036 184844 421671 114945 87192 254717 88158 2108 86050 36548 30488 shrinkage=0.0912343 Tree=21 num_leaves=17 num_cat=0 split_feature=16 30 8 20 0 16 0 25 1 0 22 26 29 0 9 21 split_gain=567.361 201.91 116.278 84.8616 59.1146 57.5094 42.7378 39.9174 36.2173 33.8607 31.8739 31.7765 31.2705 30.0528 29.6876 27.4957 threshold=204.97572354635938 1.0000000180025095e-35 691.50000000000011 0.48805959509552327 29.500000000000004 165.53348589999226 29.500000000000004 252.25000000000003 2393.5000000000005 29.500000000000004 7896.0000000000009 1.401990099009901 0.19532298549452823 33.000000000000007 0.95203134127669753 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 4 -3 7 8 -7 15 14 -5 13 -11 -9 -4 -1 -2 right_child=1 3 10 9 -6 6 -8 12 -10 11 -12 -13 -14 -15 -16 -17 leaf_value=-0.0094445888774745499 0.0017495845960182022 -0.0077296274325505815 0.0037749495426054047 0.00077674017965279009 -0.0012471265751143085 -0.001053625404653966 -0.0039197899687251356 -0.012588126043374191 0.0026777737245439002 -0.0014604196278605985 0.0075314141538092867 -0.0080870841095257162 0.0019306343561239355 0.0018910106674673809 -0.005149954442408484 -0.027655313113786606 leaf_count=20034 447 20770 182953 37239 91358 68407 118004 1245 3741 20961 13819 8452 150529 114646 40448 649 internal_value=0 0.0157623 0.0227908 -0.02891 0.00645558 -0.0403267 -0.0314355 0.0184827 -0.0661338 -0.0115178 0.0356016 -0.036879 0.0198559 0.0334215 -0.0720398 -0.171675 internal_count=893702 643068 555646 87422 244228 250634 186411 152870 64223 66652 311418 29413 151774 297599 60482 1096 shrinkage=0.0912343 Tree=22 num_leaves=17 num_cat=0 split_feature=16 13 33 9 11 14 0 16 12 16 31 24 25 12 32 11 split_gain=477.006 118.575 113.827 98.3397 90.1977 40.1091 39.9432 34.2385 31.0302 30.5542 28.3911 28.0081 30.9668 28.9981 27.0273 32.1958 threshold=218.9553102890641 26.19590237158199 2.5000000000000004 0.94303374245738969 0.65500397456279824 19.895278001527661 26.000000000000004 202.94283814589667 197.30865786510145 242.23047384566775 1.5000000000000002 21.500000000000004 427.75000000000006 42.538582233137681 1.5000000000000002 0.84074705072884692 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 5 6 8 11 -3 -6 -5 10 -7 13 -13 -2 15 -1 right_child=2 3 -4 4 7 9 -8 -9 -10 -11 -12 12 -14 -15 -16 -17 leaf_value=-0.0052965806215202185 -0.013610988640083305 -0.0016916851679172336 -0.0052579459217171939 0.004158495956837014 -0.0022418991517650965 0.0026355371549240101 -0.0064241109666466605 -5.9868456395335841e-05 0.015946352949510707 0.0056763044674810305 -0.00026435555830216337 -0.03162009507533553 -0.0043262096453614155 0.0010691779181999947 -0.0078297519728380335 -0.0014436145457105691 leaf_count=59570 1153 24340 17175 17478 107651 343967 38057 134818 2080 25270 30602 368 5789 39149 20334 25901 internal_value=0 -0.0239822 0.0222555 -0.0145014 -0.00600537 0.0253298 -0.0501793 -0.0112747 0.0593213 0.0285613 0.0262908 -0.00248118 -0.0652994 0.00711567 -0.0530525 -0.0452569 internal_count=893702 430229 463473 324424 262027 446298 62397 242469 19558 399839 374569 46459 6157 40302 105805 85471 shrinkage=0.0912343 Tree=23 num_leaves=17 num_cat=0 split_feature=16 30 19 16 20 24 25 17 25 7 17 32 14 27 11 16 split_gain=394.576 138.228 72.3879 58.5391 57.6438 35.3696 34.8743 34.2318 32.1747 32.9234 31.6749 38.624 30.9567 29.0033 28.7924 28.6865 threshold=208.80319283792372 1.0000000180025095e-35 572.25000000000011 174.35250445276438 0.48805959509552327 21.500000000000004 409.25000000000006 81.054364818441442 252.25000000000003 -2.7263108491897579 49.788520962231921 1.5000000000000002 9.3293468263826203 2.5000000000000004 0.83102172463322055 224.8272957648326 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 14 -3 8 -7 10 9 -2 11 -5 -4 -10 -1 -15 right_child=1 4 12 7 -6 6 -8 -9 13 -11 -12 -13 -14 15 -16 -17 leaf_value=-0.0055025357814023328 0.0050789701124088977 -0.0065913981535637598 -0.033080367295671063 0.0023898705891440717 -0.00083862713274316194 -0.029056666331372372 -0.0034395025117598512 0.0039041877437929859 -0.013981035941890886 -0.025295630415949077 -0.0026407187369501864 -0.0059027026051973004 0.0025569052889005102 -0.00035387858977680776 -0.0012710126158140386 0.0023502640079765612 leaf_count=72477 476 18962 203 22447 61588 458 12940 8096 1105 790 163394 5905 376483 72646 16416 59316 internal_value=0 0.0145334 0.0204575 -0.0303977 -0.0240356 0.00169684 -0.0472981 -0.0209012 0.00658346 -0.152083 -0.0235905 0.00726414 0.0278152 0.00809301 -0.0517469 0.00944398 internal_count=893702 604967 524417 288735 80550 147731 13398 199842 134333 1266 191746 28352 376686 133067 88893 131962 shrinkage=0.0912343 Tree=24 num_leaves=17 num_cat=0 split_feature=16 29 20 0 29 7 9 28 16 11 16 29 30 7 25 17 split_gain=334.985 105.129 76.236 61.2148 44.5231 38.7182 39.9804 37.027 36.0374 35.2093 31.2625 27.0011 25.4319 24.8913 27.4775 27.5172 threshold=220.35352502503312 0.52710032878126523 0.36713162355164081 48.000000000000007 1.5481568231881837 -12.081263542175291 0.94170538332183529 300.50000000000006 233.52965712150993 0.65500397456279824 188.89784172661874 0.15034153371075659 1.0000000180025095e-35 -15.945394992828367 252.25000000000003 54.876404880389103 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 -2 5 10 6 -3 -7 12 -8 -5 -1 13 -4 -15 -16 right_child=2 3 8 4 -6 7 9 -9 -10 -11 -12 -13 -14 14 15 -17 leaf_value=-0.0082012849450931683 -0.0060973975881943128 -0.0022084911661219881 0.0031635044925275393 -0.0049919849341326225 -0.0088289642665275152 -0.016513262959340025 0.0057679427428989783 -0.00104124004231575 0.003078969963999477 0.0010485533649232165 -0.0011958633143061316 -0.0038578584503876378 -0.0012433369352838157 -0.024865322970908328 0.0012440359106698749 -0.010603810462337805 leaf_count=14175 9950 22707 65637 26185 9943 1297 17313 175411 157419 54833 58178 74667 28323 339 175678 1647 internal_value=0 -0.0190246 0.0197023 -0.0115319 -0.0334817 -0.00390928 0.0123884 -0.0126575 0.0217092 0.0239063 -0.0260223 -0.0498811 0.0147322 0.0180336 0.0118857 0.0124295 internal_count=893702 454709 438993 365867 94306 271561 94853 176708 429043 72146 84363 88842 271624 243301 177664 177325 shrinkage=0.0912343 Tree=25 num_leaves=17 num_cat=0 split_feature=16 1 0 32 0 30 1 9 13 26 17 16 17 9 32 0 split_gain=284.306 112.513 57.018 46.0539 39.9557 34.6255 38.4242 33.8431 35.5848 33.7122 31.049 28.2424 26.8799 26.412 26.2707 26.2435 threshold=203.36324922936413 440.50000000000006 29.500000000000004 1.5000000000000002 29.500000000000004 1.0000000180025095e-35 706.50000000000011 0.95203134127669753 28.314077716062304 1.401990099009901 86.129141288675186 149.02345679012348 40.056601235226339 0.963395560839304 1.5000000000000002 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 -3 15 10 6 -4 -6 -9 -7 11 -1 14 -12 -13 -2 right_child=1 2 5 -5 7 9 -8 8 -10 -11 13 12 -14 -15 -16 -17 leaf_value=-0.0062797458173438998 0.00026831358313718037 0.0022649390136872788 -0.00061668153719803595 -0.0058462214314449271 -0.0061073649845760072 -0.00051060209492891724 0.0018067085688504548 -0.0048166825924965502 -0.0014916537363557855 -0.0071286452109694332 0.00017075154443718998 0.0053708726300297381 -0.0018032244014887921 0.011301574053836205 -0.0064664431041524936 -0.0038232461204820442 leaf_count=9914 45470 315041 91318 20838 35148 22353 134926 45475 65207 8981 4659 8510 62785 2866 1911 18300 internal_value=0 0.0107733 0.0158027 -0.0232653 -0.0296601 0.0047669 0.00908173 -0.0399082 -0.0313235 -0.0263878 -0.0131728 -0.0187415 -0.0119581 0.0483379 0.0350762 -0.00992868 internal_count=893702 657227 572619 84608 236475 257578 226244 145830 110682 31334 90645 83120 73206 7525 10421 63770 shrinkage=0.0912343 Tree=26 num_leaves=17 num_cat=0 split_feature=16 20 20 0 17 16 17 9 29 27 19 13 16 30 29 12 split_gain=236.546 80.7902 54.2045 51.2141 41.8037 36.2926 49.5513 33.8268 31.2269 29.8475 27.1191 26.4485 24.5218 23.9139 23.2522 22.5597 threshold=221.11264936468044 0.74794575579982181 0.36713162355164081 48.000000000000007 67.072581584564361 165.53348589999226 40.056601235226339 0.9485388250412774 1.5481568231881837 33.500000000000007 577.25000000000011 139.01473253290169 245.96550973878354 1.0000000180025095e-35 0.17530168108202793 71.026911934581207 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 4 5 -3 -7 11 10 12 -5 -6 13 -4 -8 -11 right_child=2 3 9 8 7 6 14 -9 -10 15 -12 -13 -14 -15 -16 -17 leaf_value=-0.0037990064106225721 -0.0052258993425440253 -0.0037913454677512858 0.0020412369893363516 -0.0044594244956234399 -0.0046109358042869149 0.0094191654484263084 -0.011399380022993798 0.0064796532598932451 -0.0075874444804981452 -0.019236871283670333 -0.00094740000951476163 0.0087517874706993463 0.0066753088127863101 -0.00035667237048579579 -0.00026561047326772644 -0.00090992342481879742 leaf_count=94582 9590 25351 342845 27297 5180 4412 1572 13312 9655 572 55532 1618 8782 38506 230156 24740 internal_value=0 -0.0155288 0.017048 -0.00892699 -0.00222157 -0.00560041 -0.00174035 0.0417136 -0.0293441 0.0187638 -0.0230705 -0.015679 0.0209228 0.0197197 -0.00373916 -0.0145129 internal_count=893702 468667 425035 374085 281601 261491 236140 20110 92484 415445 82829 6798 390133 381351 231728 25312 shrinkage=0.0912343 Tree=27 num_leaves=17 num_cat=0 split_feature=16 14 16 1 0 9 11 5 30 23 5 22 15 11 32 17 split_gain=204.838 90.9497 42.2882 36.2868 37.1481 32.0783 40.2041 40.411 27.3308 29.2577 27.1987 20.6862 20.03 19.9088 25.0302 18.9584 threshold=202.08746883431814 19.895278001527661 228.24619761786985 142.50000000000003 26.000000000000004 0.94094573664614123 0.66071555056361697 68.70127105712892 1.0000000180025095e-35 1.8325761888306815 30.200242996215824 7896.0000000000009 0.38236300312404986 0.84896247350291476 1.5000000000000002 50.067371642576653 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 8 -2 -5 12 7 -7 10 -10 -3 15 -1 -8 -15 -4 right_child=1 2 11 4 -6 6 13 -9 9 -11 -12 -13 -14 14 -16 -17 leaf_value=-0.0082706588123762272 -0.0067029824037520124 -0.00038550087130998276 0.0020003351961129564 0.0003684919710363172 -0.003292550264023586 0.0011353915316068437 -0.0027189439914978224 0.016654502245243397 -0.00095144067695401597 -0.010223900898457363 0.0015589888278470388 0.0051900599486652925 -0.0035587120101705158 0.00081989758920954139 -0.0060505491561991809 -0.0055013533146012561 leaf_count=9701 10606 91788 235023 58278 38186 11484 136219 1590 38566 3057 172221 17168 33237 28518 5222 2838 internal_value=0 0.0087562 0.0138564 -0.0179502 -0.011846 -0.0260755 -0.0203047 0.0331318 0.00592303 -0.017893 0.00967781 0.0233638 -0.0506748 -0.0244153 -0.00266845 0.0209442 internal_count=893702 667731 560661 107070 96464 225971 183033 13074 305632 41623 264009 255029 42938 169959 33740 237861 shrinkage=0.0912343 Tree=28 num_leaves=17 num_cat=0 split_feature=16 14 0 28 29 0 0 9 13 7 30 22 26 23 20 1 split_gain=164.905 76.3914 40.4348 34.7535 31.6873 31.5945 28.2171 26.9558 26.2191 24.7109 23.9403 26.0761 23.8801 22.1748 19.7936 18.9089 threshold=202.08746883431814 19.895278001527661 33.000000000000007 300.50000000000006 0.19532298549452823 33.000000000000007 26.000000000000004 0.93861006490713228 26.19590237158199 -1.0000000180025095e-35 1.0000000180025095e-35 578.25000000000011 1.86010852424655 0.88717286159146636 0.7380798771121353 4680.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 14 9 -5 -6 13 15 -9 -2 11 -4 -12 -1 -3 -8 right_child=1 2 10 4 5 -7 7 8 -10 -11 12 -13 -14 -15 -16 -17 leaf_value=-0.0018817100282195675 0.00066375981304902187 -0.0016657625307596802 -0.0016327466795469064 -0.0062873339396231883 0.0001573358113939113 -0.0036576214519154038 -0.0062669224819310448 -0.0042134589066852865 -0.0014142059508234195 -0.022758728244781781 -0.0011990269077109641 0.0010576447585447714 -0.0085862056448834673 0.0014335605468910175 0.0018859800083404891 0.0032420764322445375 leaf_count=44753 574 13590 37587 9672 71444 24187 23330 40657 88428 1081 21779 148296 4374 26880 335189 1881 internal_value=0 0.0078634 0.0125343 -0.0166278 -0.014368 -0.00885131 -0.0233911 -0.0310058 -0.0251645 -0.160413 0.00164409 0.00562975 -0.0266841 -0.00698934 0.0191549 -0.0609141 internal_count=893702 667773 560815 106958 105303 95631 225929 154296 129085 1655 212036 185883 26153 71633 348779 25211 shrinkage=0.0912343 Tree=29 num_leaves=17 num_cat=0 split_feature=16 29 0 7 29 28 9 29 24 12 11 30 22 21 13 16 split_gain=141.92 57.934 37.6714 32.6004 32.1377 30.0277 29.7042 26.812 24.0392 24.2714 23.3934 20.0018 19.6668 19.0307 19.0144 18.8733 threshold=222.03368520578422 0.51774734215093499 48.000000000000007 -10.30484628677368 0.17530168108202793 300.50000000000006 0.9485388250412774 1.5310857648685785 21.500000000000004 71.026911934581207 0.66071555056361697 1.0000000180025095e-35 7896.0000000000009 2.5000000000000004 131.24754873487208 97.46313204127101 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 -2 13 14 -4 11 -10 -8 12 -6 -5 -3 -16 right_child=4 2 7 5 8 -7 10 -9 9 -11 -12 -13 -14 -15 15 -17 leaf_value=-0.0031618152677926128 -0.0056272322538916059 -0.0018173527827971545 -0.0015987106961760492 -0.0012983563331014651 0.0016118202498103019 -0.00068490429259980318 0.0050458938525459098 -0.0063898124006581385 -0.019809415984367335 -0.0010693359592570846 0.0012836346591626946 -0.000386739886329738 0.0052351301998017812 -0.023222768600758645 0.026255213965920583 0.0033009938277509458 leaf_count=88698 5571 28727 87486 557 326059 191265 18134 10938 591 21606 56989 40844 12965 807 347 2118 internal_value=0 -0.0115482 -0.00639022 -0.000803401 0.0137526 -0.00856145 0.0132532 -0.0233591 0.0147978 -0.0171897 0.024024 0.0166669 0.0191856 -0.156408 -0.0126872 0.0715989 internal_count=893702 486066 397368 298944 407636 192629 106315 98424 402065 22197 75123 379868 339024 1364 31192 2465 shrinkage=0.0912343 Tree=30 num_leaves=17 num_cat=0 split_feature=13 0 20 16 0 14 28 9 25 29 30 26 28 30 2 22 split_gain=124.098 71.2557 40.2226 34.786 29.4508 26.9815 22.2498 21.6131 20.0503 19.335 18.609 24.3506 20.2443 18.0664 18.8993 16.5843 threshold=27.526549046775198 33.000000000000007 0.47631466467201844 197.71002319353147 40.500000000000007 19.753921202029943 851.25000000000011 0.95424032037108264 15901.500000000002 0.11799705014749264 1.0000000180025095e-35 1.4244802867383515 697.25000000000011 2.5000000000000004 59.066964285714292 612.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 7 6 -5 15 -3 9 -4 12 -12 -7 14 -13 -1 right_child=1 3 8 5 -6 10 -8 -9 -10 -11 11 13 -14 -15 -16 -17 leaf_value=-0.0017539961607246067 -0.0061570278041940645 -0.0045688015580381868 -0.013357845913868786 -0.0035893051265945249 -0.0043594265689651116 -0.00041811159142813523 -0.0054425393482869285 -0.0011777828908169968 0.0070875247242931164 0.0013432993007037076 -0.00022267346646088931 -0.013120636030168097 0.001473750432591086 -0.0014096861901561014 0.0018631803223629945 0.00089685332171683479 leaf_count=88307 5967 23864 746 16358 41184 89615 11108 45425 5073 414259 19358 3517 99192 3589 875 25265 internal_value=0 0.00571218 0.0140398 -0.00604398 -0.0245978 -0.000183079 -0.0169394 -0.0257106 0.0151978 0.014434 0.00278045 -0.0216036 0.00631123 -0.0680835 -0.111093 -0.0127616 internal_count=893702 727838 426045 301793 165864 232504 124680 69289 420078 415005 216146 27339 188807 7981 4392 113572 shrinkage=0.0912343 Tree=31 num_leaves=17 num_cat=0 split_feature=14 0 0 20 21 32 24 14 16 5 10 9 29 23 1 22 split_gain=107.074 59.5133 43.9007 35.8304 30.5834 30.4861 28.3714 26.6876 28.6004 24.9747 22.8898 22.6602 20.9626 19.8991 21.3001 19.7992 threshold=19.895278001527661 48.000000000000007 26.000000000000004 0.59926199010998749 1.5000000000000002 1.5000000000000002 2.5000000000000004 33.731229354187512 97.46313204127101 268.72648620605474 0.69243086944894838 0.87102798707174112 0.11799705014749264 1.239394567615691 2393.5000000000005 4536.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 -2 7 -1 9 12 -9 13 -8 -12 -5 14 -6 -16 right_child=1 -3 -4 4 6 -7 10 8 -10 -11 11 -13 -14 -15 15 -17 leaf_value=0.00012372349744805796 -0.00380442138316013 -0.001391408694328345 -0.0031341149229713434 -0.018763824600277236 -0.0040417221768134859 -0.004123908960426817 0.00011320592012420796 0.024675669209135925 0.0041986504294466397 -0.042905707274316265 -0.0027858369399844287 0.0015387978116958836 0.00063255520622459884 0.001931663000480458 -0.032875839688796357 -0.008624635918806205 leaf_count=93364 13002 109564 103533 478 4362 16559 185386 577 35401 137 10435 300791 15599 3323 451 740 internal_value=0 0.00609608 -0.0195754 0.0101945 0.0114043 -0.00565739 0.00902822 0.0344842 0.0496201 -0.046575 0.0100374 0.0152771 0.00061231 -0.0400352 -0.0766628 -0.195189 internal_count=893702 680246 213456 570682 557680 109923 505625 52055 35978 9013 496612 311226 16077 8876 5553 1191 shrinkage=0.0912343 Tree=32 num_leaves=17 num_cat=0 split_feature=16 33 2 28 29 9 17 12 14 0 22 27 6 16 11 13 split_gain=95.0177 46.9056 33.5802 27.1906 23.2795 22.5836 27.6578 21.0892 21.0108 19.7136 23.6429 21.0927 18.4604 15.8741 15.6634 16.5606 threshold=202.50198957239584 2.5000000000000004 21.715633423180595 300.50000000000006 0.17530168108202793 0.95669489576642808 67.072581584564361 197.30865786510145 64.65040338780635 29.500000000000004 542.25000000000011 22.500000000000004 0.90000000491512522 177.61684397163125 0.84616635397123219 23.947323233820175 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 -2 -5 13 14 -8 -3 -6 11 -11 -9 -1 15 -7 right_child=1 8 -4 4 9 6 7 12 -10 10 -12 -13 -14 -15 -16 -17 leaf_value=-0.0042175682133101852 -0.012014880164629481 -0.0035672452223126905 0.00145941548343159 -0.0077929458342470368 0.0010544805972397186 -0.0037366213190373173 0.0021757776842926072 0.019932159399534976 0.012925474680307971 -0.0010559253778476654 0.00018818993068897373 -0.0056530920482608694 -0.028418931011041385 -0.0015335653470281002 0.00040164761465647018 -0.0011846569162254064 leaf_count=37870 1529 26394 280815 3024 146573 28492 10301 885 659 34044 160320 10989 71 35569 33846 82321 internal_value=0 0.00608654 0.00781776 0.0013751 0.00194831 -0.0175208 -0.0107106 0.0370341 -0.0346963 0.00269902 -0.00362414 -0.0238697 0.179113 -0.0319794 -0.014426 -0.0201768 internal_count=893702 664347 637294 356479 354950 229355 155916 11257 27053 351926 205353 45033 956 73439 144659 110813 shrinkage=0.0912343 Tree=33 num_leaves=17 num_cat=0 split_feature=16 13 21 9 33 1 11 16 17 16 6 8 7 23 29 16 split_gain=77.4091 39.1862 23.426 20.835 20.5417 19.2017 28.5784 21.7087 29.3269 17.6601 19.7873 17.4407 17.9528 17.2867 16.9027 17.4006 threshold=202.08746883431814 30.557417994916314 14.500000000000002 0.89863308008469311 2.5000000000000004 2393.5000000000005 0.60960776046982956 146.86135011441652 40.056601235226339 239.63853563813589 0.17434479881573386 136.50000000000003 -6.5819447040557852 1.3178006355029976 1.6626666026656429 174.35250445276438 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 -1 11 7 -7 -5 -9 -3 13 -2 -13 -11 15 -10 right_child=1 9 -4 5 -6 6 -8 8 14 10 -12 12 -14 -15 -16 -17 leaf_value=-0.0044650996091977185 -0.0065655216709473337 0.00068638797706558339 -0.0095057595216054645 -0.0042220044629785007 -0.003557627084129285 0.013163252392497505 -0.0012964383878369121 0.0023905693289511102 -0.0028985750937574294 -0.0069033471850106169 0.0026885143433975577 0.0018069193136056858 -0.00075028379345782887 -0.048165884596567329 -0.0077126350453450392 -0.00072800400396475851 leaf_count=17694 3549 476489 2557 19624 18126 1909 2816 18740 41291 451 49076 31069 86401 104 3476 120330 internal_value=0 0.00541779 -0.00934237 -0.0159975 -0.00759939 -0.0131976 0.0498232 -0.0146611 -0.0112862 0.0093932 0.0273449 -0.0028971 -0.000810475 -0.160416 -0.0155416 -0.0140577 internal_count=893702 667822 141702 225880 139145 208186 4725 203461 183837 526120 49631 121019 117470 555 165097 161621 shrinkage=0.0912343 Tree=34 num_leaves=17 num_cat=0 split_feature=13 0 9 1 22 20 29 16 0 7 16 17 32 22 5 24 split_gain=67.986 48.7624 30.3485 28.9853 26.0881 25.6401 20.0902 21.5847 17.9952 17.0346 19.5853 17.5139 16.917 23.7828 21.0069 18.6657 threshold=26.50489771185914 29.500000000000004 0.95669489576642808 3761.5000000000005 620.75000000000011 0.47631466467201844 2.2436129265829545 179.66383225236203 40.500000000000007 -18.434947013854977 230.95674436394731 47.665471989801226 1.5000000000000002 610.75000000000011 17.003228187561039 20.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 5 3 6 -4 -2 7 -3 12 -7 -11 -12 13 -1 15 -15 right_child=1 2 4 -5 -6 9 -8 -9 -10 10 11 -13 -14 14 -16 -17 leaf_value=-0.0014374373929057222 -0.0051576397283461745 -0.0050900622399697231 -0.0010803226631230503 0.0015524991891006704 0.0007783867903556267 0.0020540962723918695 -0.0077427394690615312 -0.0013104505437794285 -0.0036544618675609557 3.6602956924694235e-05 0.0017290466553549395 -0.011800961886993411 -0.0034290324202200847 0.0082675173164030499 0.0002787680581843067 -0.020645171122338393 leaf_count=66235 5439 16002 99621 17787 170308 119212 5691 58755 34360 145805 112992 802 23291 5023 12186 193 internal_value=0 0.00375999 -0.00446434 -0.0195144 0.00101283 0.01164 -0.0275914 -0.0232313 -0.020147 0.0126188 0.00807458 0.0179065 -0.0137496 -0.00711198 0.0257866 0.0788925 internal_count=893702 752414 368164 98235 269929 384250 80448 74757 141288 378811 259599 113794 106928 83637 17402 5216 shrinkage=0.0912343 Tree=35 num_leaves=17 num_cat=0 split_feature=16 9 11 8 17 2 24 19 26 30 18 24 25 32 7 16 split_gain=59.0301 37.9582 45.0818 23.6044 19.0092 18.6603 17.2248 21.6688 16.7946 15.6905 14.6972 13.841 14.0257 13.8396 14.949 13.1526 threshold=223.31649383910027 0.96208701828231014 0.68139889393079989 723.50000000000011 63.152514530460003 27.372685185185187 21.500000000000004 359.25000000000006 1.584712627075167 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 32530.000000000004 1.5000000000000002 -58.298570632934563 146.86135011441652 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 13 -3 8 9 -8 15 -2 -9 -11 -13 14 -4 -1 right_child=6 2 3 -5 -6 -7 7 10 -10 11 -12 12 -14 -15 -16 -17 leaf_value=-0.0049798524071803007 0.0012240347216917018 0.0019730520601857096 0.001547861045758499 0.0011334974203991489 0.0077033515695455104 -0.00024513451997268274 -0.024532603414296413 0.0008211949972224521 -0.0060588910298402625 0.0044599504250279068 -0.004101852900522643 -0.0010986077067996636 -0.040330885131387821 -0.0038503724278206425 -0.00086913137081489722 -0.0016862397029639839 leaf_count=11087 319607 13185 23876 70795 7594 53832 340 11656 9024 4005 8903 38317 76 11531 197410 112464 internal_value=0 -0.00701643 -0.000481736 -0.00356577 0.0445806 -0.0183883 0.00940699 -0.0185073 -0.0247638 0.0110185 -0.0143664 -0.00705722 -0.0128928 -0.00842795 -0.00666795 -0.0217221 internal_count=893702 510798 324391 303612 20779 186407 382904 20899 132575 362005 20559 42398 38393 232817 221286 123551 shrinkage=0.0912343 Tree=36 num_leaves=17 num_cat=0 split_feature=2 30 22 26 20 16 4 12 30 6 29 11 21 6 25 13 split_gain=53.9154 31.2514 28.5439 24.606 22.1966 21.5436 19.6899 21.5938 19.3446 18.16 17.8671 16.2028 14.9701 21.2085 18.8457 17.6155 threshold=20.345883180858554 1.0000000180025095e-35 596.75000000000011 1.4365766713417487 0.71440913532963057 180.60863039584277 5.0068869590759286 60.074116139070419 2.5000000000000004 0.76666666785137827 0.42329069707710493 0.8809639953542393 1.5000000000000002 0.24001353180361093 1180.2500000000002 170.89774674656863 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 -3 -2 11 -7 -8 -5 -1 -9 -4 13 15 -14 -6 right_child=4 3 5 8 12 6 7 10 -10 -11 -12 -13 14 -15 -16 -17 leaf_value=-0.00038964586189082909 -0.0017656214721054578 -0.0016849450425624225 -0.002297427818031749 -0.0096838933295041035 -0.014799611811107857 -0.019731518018494702 0.0070864972016984589 -0.0045919848822838869 -0.000853460545567743 -0.0021167283581935261 0.00071318006322350315 0.0080918773586763047 0.0011346544361975693 0.0032044961632482195 -0.00097854896555381148 0.002634927427252198 leaf_count=125700 24824 67508 30425 6122 1024 393 4331 5420 3116 84907 210771 1303 248327 37704 40915 912 internal_value=0 -0.00640164 -0.00330522 -0.0250921 0.00948149 0.00386169 0.00736125 0.0077598 -0.0734961 -0.0119026 0.0063592 -0.020505 0.0116579 0.0298824 0.00916025 -0.0721949 internal_count=893702 539996 463250 76746 353706 252643 220915 220522 9238 210607 216191 31728 328882 39640 289242 1936 shrinkage=0.0912343 Tree=37 num_leaves=17 num_cat=0 split_feature=23 0 22 9 29 21 25 13 18 19 19 7 17 12 11 6 split_gain=46.4114 37.5996 27.3444 23.8287 18.22 17.9924 35.8934 38.4438 49.7972 33.6668 30.226 27.0543 25.5494 25.7097 23.1968 21.989 threshold=0.79424786948051251 48.000000000000007 519.75000000000011 0.96208701828231014 0.083116645715993961 1.5000000000000002 1180.2500000000002 44.997000513723684 1.5000000000000002 1298.2500000000002 912.25000000000011 -16.699242591857907 50.778677586892236 713.7853172679886 0.70932038640371986 0.24001353180361093 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -4 15 11 8 -8 10 -10 -7 13 -9 -15 -6 right_child=1 -3 4 -5 5 6 7 12 9 -11 -12 -13 -14 14 -16 -17 leaf_value=-0.0024344907490549397 -0.00052407909328773083 -0.0012646963510328682 -0.019028839874647614 -0.00041897256422342979 -0.005752711057589799 0.0022992171897248336 0.0012322916784183234 0.00023110482869828297 -0.011555247311730755 0.012086811680018204 -0.052863203441321761 0.00056672959554309138 -0.0056108570257089535 -0.0084892076916327722 -0.059166317171355579 0.0030362848018828936 leaf_count=80748 132167 102237 379 123501 2492 106411 738 32731 217 124 460 254377 8603 233 111 48173 internal_value=0 0.00383633 0.0069177 -0.013326 0.0105953 0.010778 0.00855032 -0.0186838 -0.173894 -0.346555 -0.434296 0.0118126 -0.0129525 -0.000325147 -0.272282 0.0285418 internal_count=893702 689453 587216 204249 455049 454670 404005 43217 1539 801 677 360788 41678 33075 344 50665 shrinkage=0.0912343 Tree=38 num_leaves=17 num_cat=0 split_feature=16 2 30 22 26 27 18 21 28 7 19 11 17 16 17 1 split_gain=41.0433 24.0594 21.6602 18.9789 18.8155 15.9098 16.5623 16.3493 14.9913 15.4402 15.081 14.9499 16.3024 16.1177 23.6055 15.2805 threshold=197.71002319353147 21.715633423180595 1.0000000180025095e-35 544.25000000000011 1.401990099009901 22.500000000000004 6.5000000000000009 1.5000000000000002 300.50000000000006 -1.0000000180025095e-35 288.25000000000006 0.8257111733582323 93.158835808496619 151.02438118811884 39.915206442873817 2628.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 5 -4 7 -7 -2 9 -9 -11 12 13 -1 -15 -14 right_child=1 -3 4 -5 -6 6 -8 8 -10 10 -12 -13 15 14 -16 -17 leaf_value=-0.0040439230237765212 -0.0069034489824779518 0.00094252502185975516 -0.0011120691238505316 0.00055401630184414251 -0.0058392862571595523 -0.0032570874821689472 0.02058816490989257 0.0036020875283330391 0.00016673683447286557 -0.022629697006859472 0.0071530269731398359 0.00024675694814944128 -0.00011584050836699671 0.0029949588814363695 -0.0018173317221199454 0.00830906269663775 leaf_count=23689 2989 297749 47250 247909 8229 23345 245 485 70452 706 177 46577 6954 9228 105304 2414 internal_value=0 0.00351826 -0.00153027 0.00140851 -0.0198745 -0.010342 -0.0329858 -0.00320153 -0.00018566 -0.103867 -0.182603 -0.0129151 -0.0178445 -0.0205806 -0.0156695 0.0225259 internal_count=893702 699536 401787 346308 55479 98399 23590 74809 71820 1368 883 194166 147589 138221 114532 9368 shrinkage=0.0912343 Tree=39 num_leaves=17 num_cat=0 split_feature=13 11 10 16 7 9 7 13 27 23 16 10 28 27 9 1 split_gain=35.857 21.4417 24.6042 20.5917 20.375 26.3027 17.101 14.2726 20.5249 20.3792 19.7243 19.4095 16.1791 16.1529 14.7339 13.6795 threshold=26.50489771185914 0.92817111831415322 0.96675497447494851 242.23047384566775 -8.1301016807556135 0.90515548603467089 -76.010265350341783 184.93868831196178 6.5000000000000009 2.4536208174637664 243.34550682548567 0.97401989085570306 496.25000000000006 15.500000000000002 0.9423922101122203 710.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 -2 -7 8 10 -10 12 -12 -4 -11 -13 -6 right_child=1 -3 7 -5 15 6 -8 -9 9 13 11 14 -14 -15 -16 -17 leaf_value=-0.0013311230711796236 -0.0018826993972532739 0.002490799622672922 -0.028716236870246725 0.0031601506727656696 -0.00068907721347252423 -0.00027615547522731566 0.0015918944407332914 0.0019861056661435112 -0.000358736234992235 -0.0052367325730475625 -0.062287330257197841 -0.050310844884148553 -0.0062800565171000858 -0.038076826096823155 0.0023111738802712679 0.00034136351570251234 leaf_count=141079 26959 34053 282 19430 240162 53966 167080 3453 7454 293 108 65 5214 217 139 193748 internal_value=0 0.00278239 0.00162045 0.00253748 0.00162284 0.00885309 0.0124496 -0.035718 -0.0501316 -0.0171638 -0.0953373 -0.339924 -0.0814525 -0.210555 -0.158445 -0.00250967 internal_count=893702 752623 718570 701345 681915 248005 221046 17225 13772 7964 5808 312 5496 510 204 433910 shrinkage=0.0912343 Tree=40 num_leaves=17 num_cat=0 split_feature=0 14 29 11 7 28 9 17 26 5 4 31 21 24 29 20 split_gain=37.7597 29.5324 25.3254 17.8633 22.2161 23.3725 16.8577 20.8179 16.7802 20.0578 18.2237 18.7061 15.9088 14.6782 13.6449 11.4843 threshold=35.000000000000007 20.907374035131983 0.17530168108202793 0.90545329067068203 -16.699242591857907 300.50000000000006 0.9512770286798663 64.777102894458224 1.584712627075167 29.497016906738285 45.533237457275398 1.5000000000000002 15.500000000000002 2.5000000000000004 7.0383625161483678 0.76834254604038787 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 6 13 -4 -8 9 12 11 -10 -3 -6 -9 -7 right_child=1 8 3 -5 5 15 7 14 10 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.0032242643816642481 -0.0022769328612440277 -0.001498854086891231 6.6561264569470771e-05 0.0019643585928480847 0.0035666650600653408 -0.0013691750494713687 0.001530287126016122 0.0061466651657219578 -0.0021875828815603108 0.00046640073924231136 0.0015506665046461109 -0.0085530560272930947 -0.025292270532613931 -0.017726564056824778 -0.057633613379589624 0.00019031694096254459 leaf_count=15238 82674 50183 63845 65185 369 45853 89576 9749 15078 167121 7142 5157 235 999 28 275270 internal_value=0 -0.00861486 0.00487459 0.005987 0.00390083 -0.000910365 0.0134081 0.0215554 -0.0030984 -0.000162005 -0.0264311 -0.0417591 -0.0176442 -0.131343 0.0653702 -0.000354715 internal_count=893702 327590 566112 550874 485689 322491 163198 99353 244916 217539 27377 20235 50418 1368 9777 321123 shrinkage=0.0912343 Tree=41 num_leaves=17 num_cat=0 split_feature=0 14 29 26 10 27 16 0 11 7 25 21 9 29 16 16 split_gain=31.5457 28.335 17.5537 15.4892 18.4264 14.5117 14.2641 13.35 12.9295 15.7143 16.7563 18.3976 11.5828 11.481 10.9429 10.0968 threshold=29.500000000000004 21.077936794711764 0.17530168108202793 1.6072809390709935 0.69243086944894838 25.500000000000004 97.46313204127101 52.500000000000007 0.92260465742361031 -18.434947013854977 252.25000000000003 3.5000000000000004 0.95489041753319481 1.3489033995052406 179.66383225236203 162.68302351286175 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 13 -1 4 5 -3 -5 -8 9 12 11 -11 -4 -2 -6 -12 right_child=1 3 8 6 14 -7 7 -9 -10 10 15 -13 -14 -15 -16 -17 leaf_value=-0.0028520242572797304 -0.001654543694085749 -0.00039113845490105841 0.00037231173004580425 0.020440898779157064 -0.0018658414545791352 -0.0035733024572557849 -0.0013879901449615705 -0.0067142945454462871 0.0023806988400901386 0.00039383791173308027 -0.0024206939081875944 -0.021564239844888724 0.0020697758783412173 -0.0093625246259292499 0.00095427191629655201 0.00026279561455468277 leaf_count=12450 116474 101062 61492 235 12389 13525 28660 4537 32259 649 12197 622 73400 1631 151585 270535 internal_value=0 -0.00610966 0.00578108 -0.00111577 0.00132521 -0.00840405 -0.0214544 -0.0231923 0.00680327 0.00531767 0.00109656 -0.113466 0.0142048 -0.0193018 0.00812413 0.00161157 internal_count=893702 430098 463604 311993 278561 114587 33432 33197 451154 418895 284003 1271 134892 118105 163974 282732 shrinkage=0.0912343 Tree=42 num_leaves=17 num_cat=0 split_feature=0 23 29 16 27 16 9 25 22 16 5 0 27 21 7 21 split_gain=27.6712 23.0969 21.2762 17.7889 15.6516 15.3796 14.833 13.3747 12.9791 12.3539 11.0672 11.061 10.9757 12.1785 10.3166 14.0642 threshold=46.500000000000007 0.88717286159146636 0.083116645715993961 97.46313204127101 3.5000000000000004 151.02438118811884 0.96208701828231014 679.25000000000011 477.25000000000006 170.76819016330083 14.005387783050539 17.500000000000004 22.500000000000004 5.5000000000000009 -89.940933227539048 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 -4 -3 -5 -1 -2 10 -9 -7 -12 -13 -14 -10 -16 right_child=7 2 3 5 -6 8 -8 9 14 -11 11 12 13 -15 15 -17 leaf_value=-0.0014902632185231903 -0.0020699449819654978 -0.020124261930236257 0.0098752095072018528 -0.0041918452242385336 0.016667742949833371 -0.014150633068164701 4.0181838843898945e-05 -0.0031212019604359622 -0.00258655116637037 2.3536127943664178e-06 0.00094228027332274561 -0.00068674975952262162 -0.015737573662006902 -0.0033220393687258837 0.0023941774573396114 0.00067971138401974065 leaf_count=85717 67650 649 1711 5614 113 492 136897 12066 7348 83313 29445 35695 729 6717 44559 374987 internal_value=0 0.00247498 0.00619662 0.00644743 -0.160775 0.00610294 -0.00601871 -0.0119334 0.00668738 -0.00430534 -0.00562709 -0.00461392 -0.0148123 -0.0497355 0.00879544 0.00944602 internal_count=893702 730673 508059 507297 762 505586 222614 163029 499972 95379 73078 72586 43141 7446 426894 419546 shrinkage=0.0912343 Tree=43 num_leaves=17 num_cat=0 split_feature=0 14 9 10 21 6 13 16 29 0 14 5 25 27 19 19 split_gain=24.693 26.2046 13.9965 16.5328 16.3199 14.0108 14.1921 12.9505 14.7094 13.2871 12.236 12.0508 11.8467 20.1052 11.5242 11.9877 threshold=22.000000000000004 20.168995441181274 0.96284882121137683 0.69034271831294458 1.5000000000000002 0.24001353180361093 207.42047116795888 182.45165417995702 2.0085448244307513 51.000000000000007 38.858512906421332 160.66774749755862 7151.5000000000009 2.5000000000000004 689.25000000000011 5772.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 4 -4 5 6 11 -6 10 -10 -9 -3 13 14 -5 -16 right_child=1 2 3 12 7 -7 -8 8 9 -11 -12 -13 -14 -15 15 -17 leaf_value=0.00063136621019618149 -0.0015036257697134037 -0.011787288119682108 -0.00042038560845063293 -0.017693582639222025 -0.0036033502705950164 0.001650788776639362 0.003126336985863688 -0.0001675331266623227 -0.0023927836565482276 -0.010198003350731399 -0.0042013196948274363 -0.04531170033090496 0.0081722425836056201 0.0010685248344526384 -0.0019405484162557613 -0.021723790902995643 leaf_count=324631 129991 595 126048 553 15831 27887 516 92819 10806 2182 6712 105 1886 149660 3203 277 internal_value=0 -0.00400936 -0.00031711 0.00390448 -0.00786802 0.0135122 -0.091562 -0.0127159 -0.00894814 -0.0405995 -0.00481789 -0.184316 0.010801 0.00983434 -0.059839 -0.0385299 internal_count=893702 569071 439080 281627 157453 29103 1216 128350 112519 12988 99531 700 155579 153693 4033 3480 shrinkage=0.0912343 Tree=44 num_leaves=17 num_cat=0 split_feature=0 29 14 11 7 28 9 17 27 29 16 14 26 4 30 5 split_gain=22.6277 17.2735 15.8222 11.6797 12.5916 17.1566 14.103 19.8586 13.5997 11.6968 11.2236 10.9133 10.7418 13.5972 13.8014 12.3093 threshold=35.000000000000007 0.17530168108202793 20.907374035131983 0.94358170565067134 -18.434947013854977 300.50000000000006 0.94594820724338813 64.777102894458224 2.5000000000000004 7.0383625161483678 204.97572354635938 17.673820953039783 1.584712627075167 44.999996185302741 1.0000000180025095e-35 29.497016906738285 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 4 6 8 -3 -8 -6 -9 -5 -10 15 14 -14 -4 right_child=2 3 12 10 5 -7 7 9 11 -11 -12 -13 13 -15 -16 -17 leaf_value=-0.0026739370562092108 -0.0016868368216167141 -0.00021433331637646722 -0.001261995806296181 0.014131994242299157 0.0087878686036107333 0.00011523443730051735 0.0012165313889285444 0.0055450812538121157 -0.017015808944617933 -0.050579424059734444 0.0023787754262484672 0.0060270680025821307 -0.0017634595420487086 0.0014431106494592063 -0.0072676682371015074 0.0003642206256485686 leaf_count=15226 82649 51807 50437 709 280 368933 102800 10482 1088 31 14659 203 14936 7282 5082 167098 internal_value=0 0.0039175 -0.00652561 0.00483566 0.0040558 0.000819009 0.0113187 0.0175677 -0.103462 0.0589645 0.0320166 -0.146792 -0.00248711 -0.0211847 -0.0346451 -0.000140615 internal_count=893702 566218 327484 550992 535624 370504 165120 113313 1571 10513 15368 1291 244835 27300 20018 217535 shrinkage=0.0912343 Tree=45 num_leaves=17 num_cat=0 split_feature=16 11 18 29 27 22 22 4 4 33 20 14 16 26 23 13 split_gain=18.7767 16.4298 16.1158 15.847 16.1239 27.919 26.2039 24.9615 16.5934 13.1566 13.8602 13.1608 12.1273 15.8625 16.2251 12.0957 threshold=177.61684397163125 0.83102172463322055 6.5000000000000009 0.17530168108202793 22.500000000000004 1145.7500000000002 462.75000000000006 60.001482009887702 30.913235664367679 2.5000000000000004 1.0984662946556527 64.65040338780635 97.46313204127101 1.050117940929397 1.2100275550583215 283.2229001974664 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 3 -2 9 6 -6 -7 -8 10 -5 -11 13 15 -15 -1 right_child=2 -3 -4 4 5 7 8 -9 -10 11 -12 -13 -14 14 -16 -17 leaf_value=-0.0006122538191088516 -0.0028714716898359189 0.0012554683970177592 0.018300469662906462 0.00068956789568182253 -0.0041369105753831775 -0.011861111750134179 2.3676047605481331e-06 -0.064456516455235174 -0.0060087167356428963 -0.0022572436163387877 -0.00051564184300306856 0.010731121947418196 -0.0019963954390386836 0.023533347784802816 -0.0052044897313770358 0.034685629907187071 leaf_count=3059 14272 18728 407 493589 15060 790 150638 83 3922 20141 94657 671 76825 543 234 83 internal_value=0 -0.0129246 0.00164953 0.00154753 0.00215208 -0.00644377 -0.00552572 -0.184816 -0.00164593 0.00455831 0.00543253 -0.0201513 -0.0191141 0.0351472 0.163082 0.00350949 internal_count=893702 99472 794230 793823 779551 170493 169620 873 154560 609058 588246 20812 80744 3919 777 3142 shrinkage=0.0912343 Tree=46 num_leaves=17 num_cat=0 split_feature=0 23 29 16 25 18 28 19 16 32 13 11 8 14 23 4 split_gain=18.387 16.6061 17.4854 14.9393 13.8502 13.8214 25.0646 18.6768 21.0353 15.0369 21.3048 14.1856 12.0424 11.3602 17.8219 13.5463 threshold=49.500000000000007 0.88717286159146636 0.083116645715993961 97.46313204127101 613.25000000000011 2.5000000000000004 892.25000000000011 858.25000000000011 219.35324316772389 1.5000000000000002 97.94976293210776 0.80672447778600598 119.50000000000001 37.194583664929354 0.32318157487651428 35.00041580200196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -3 -4 12 9 -7 8 -8 10 11 13 -5 -1 -15 -16 right_child=-2 2 3 4 -6 6 7 -9 -10 -11 -12 -13 -14 14 15 -17 leaf_value=-0.00023994280348961126 -0.001156835260781824 -0.012984808635163318 0.0085224643829778374 -0.015346034033260141 0.00078838122485585431 -0.001208050627258576 -0.011838635169652742 -0.0028695921112827823 -0.04037990765615955 -0.0016403090696366206 -0.013857064506562653 0.0015181998574826713 -0.0001162049825868198 0.023157290463403934 -0.041106045668053877 -0.0089458889350981247 leaf_count=60250 102466 809 1896 433 326078 75830 792 1140 295 36541 859 63416 221543 132 121 1101 internal_value=0 0.00155685 0.00458402 0.00480013 0.00449357 -0.00537621 -0.0163121 -0.120877 -0.214661 -0.00012057 0.00506352 0.00614189 -0.00159932 -0.00466569 -0.0952512 -0.132958 internal_count=893702 791236 550759 549950 548054 240477 78057 2227 1087 162420 125879 125020 221976 61604 1354 1222 shrinkage=0.0912343 Tree=47 num_leaves=17 num_cat=0 split_feature=0 14 29 23 6 29 11 7 28 5 17 6 21 23 4 26 split_gain=17.092 11.45 11.8946 11.3227 11.4894 10.1043 10.7463 13.623 13.0691 12.1325 17.0272 14.2378 12.4532 18.5585 19.3454 18.408 threshold=35.000000000000007 21.669566976118578 1.3584325537443895 1.179538555546795 0.7999999943133852 0.17530168108202793 0.90545329067068203 -16.699242591857907 300.50000000000006 49.489854812622077 64.777102894458224 0.70975333174136834 1.5000000000000002 1.161459852338359 49.011991500854499 1.0094702245294169 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -3 -1 7 9 -9 10 11 -7 -11 14 -14 -16 right_child=1 3 -4 -5 -6 6 -8 8 -10 12 -12 -13 13 -15 15 -17 leaf_value=-0.0020216635685871239 -0.0012087888315960816 0.0007382654648063837 -0.0088466743953482599 -0.0012591734409959209 -0.00086331449493297829 0.0019106927603591603 0.0014649792726798084 -0.0090741149258667404 -8.8537231419652223e-05 0.0016953005307737852 0.0046894549953879257 -0.00011141069438781562 -0.0033967817558967243 0.00064111178345083793 -0.026858997768241646 -0.00049768832450019899 leaf_count=15166 98168 113188 1727 58824 55597 63124 65229 1353 320975 12671 11312 53589 10044 11791 593 351 internal_value=0 -0.0057714 -0.0146966 -0.00185423 0.00230957 0.00330473 0.00400557 0.00238737 -0.00138385 0.0098232 0.0143565 0.0107661 -0.00654829 -0.0205271 -0.050095 -0.186961 internal_count=893702 327504 99895 227609 168785 566198 551032 485803 322328 163475 128025 116713 35450 22779 10988 944 shrinkage=0.0912343 Tree=48 num_leaves=17 num_cat=0 split_feature=16 16 26 17 29 10 21 12 15 12 6 25 21 27 26 11 split_gain=15.5305 16.1732 14.7223 14.433 13.6002 12.8683 20.2533 12.8111 12.7205 12.6082 11.739 14.5127 14.6531 12.8507 14.4295 11.8025 threshold=151.02438118811884 97.46313204127101 1.050117940929397 36.432496012898916 0.49800451287496689 0.69243086944894838 14.500000000000002 62.059397513308987 0.26450759575013749 49.088834764831851 0.51837196355993997 20554.500000000004 11.500000000000002 50.500000000000007 0.98746965298916833 0.88477539309237285 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 8 7 6 -6 -5 -2 -7 11 12 13 15 -15 -11 right_child=3 -3 -4 4 5 9 -8 -9 -10 10 -12 -13 -14 14 -16 -17 leaf_value=0.00048518322056983321 -0.0021868515275634136 -0.002780217230149097 0.013341626339686045 -0.00012745774431882241 -0.00035781279856022678 -0.015580234396033109 -0.0091841954774859284 -0.0024855058659030045 0.0020081988518947727 -0.0010320002920576091 0.00068649751744963674 0.010057790092253622 0.0030004120519964228 -0.045639026404477895 0.0092094078591340705 0.0010826361006728976 leaf_count=3819 6862 28133 920 43178 247961 412 2183 34502 48832 106429 331543 1118 9954 109 63 27684 internal_value=0 -0.0213696 0.0326747 0.000777526 -0.00029941 0.00104363 -0.00476619 -0.0128767 0.0163462 0.00408838 0.00423944 -0.00325353 -0.00413323 -0.00687738 -0.280039 -0.00652705 internal_count=893702 32872 4739 860830 805136 727456 250144 77680 55694 477312 476900 145357 144239 134285 172 134113 shrinkage=0.0912343 Tree=49 num_leaves=17 num_cat=0 split_feature=0 22 30 26 27 5 18 28 18 21 6 27 22 27 17 23 split_gain=14.5496 13.822 11.2418 12.7385 15.7779 10.9623 10.6202 10.0428 28.201 16.0767 12.1423 10.0128 15.903 9.81888 10.9425 12.469 threshold=22.000000000000004 614.75000000000011 1.0000000180025095e-35 1.401990099009901 14.500000000000002 448.97219848632818 6.5000000000000009 966.25000000000011 1.5000000000000002 10.500000000000002 0.33333333690165251 22.500000000000004 465.25000000000006 14.500000000000002 69.660027368572159 0.89693203264904231 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 6 -3 -4 5 -5 11 13 -9 10 -10 -2 -13 -1 -15 -16 right_child=1 2 3 4 -6 -7 -8 8 9 -11 -12 12 -14 14 15 -17 leaf_value=0.0013827124823430352 -0.00053573624902158534 0.00030771496716454138 -0.00039131092257103218 -0.0011793912698808142 -0.0083817372206387922 -0.0436039206764103 0.018605341625125362 0.00023781522345231478 0.0029209681785393972 -0.03319077981026318 -0.0065943733078586073 -0.0057579771943183679 -0.0013051814101919315 0.00013483098352459644 -0.0013370178625158712 0.0082865094619023038 leaf_count=108370 162210 292332 51554 8540 3977 51 233 44453 1341 172 6661 7939 41973 159161 1821 2914 internal_value=0 -0.00306216 0.000742641 -0.0112482 -0.0397948 -0.0156875 -0.0094488 0.00532604 -0.00731983 -0.0613033 -0.0548014 -0.00968318 -0.0220689 0.00777039 0.00288719 0.0502603 internal_count=893702 568809 356454 64122 12568 8591 212355 324893 52627 8174 8002 212122 49912 272266 163896 4735 shrinkage=0.0912343 Tree=50 num_leaves=17 num_cat=0 split_feature=16 18 7 25 21 11 13 7 17 19 27 15 13 14 28 23 split_gain=12.566 11.6707 11.0795 18.5648 21.3417 16.8588 14.682 13.6104 13.5431 12.2403 11.7029 11.0342 10.8326 9.62449 12.2863 9.44853 threshold=165.53348589999226 6.5000000000000009 -8.1301016807556135 252.25000000000003 3.5000000000000004 0.87624114474036319 51.891539039615303 -78.852966308593736 59.014989684975184 366.25000000000006 6.5000000000000009 0.26450759575013749 147.41929919628859 23.587165606251002 892.25000000000011 2.2472065296070425 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 7 4 -4 11 8 9 -7 -2 -11 15 -1 14 -13 -5 right_child=1 -3 3 5 -6 6 -8 -9 -10 10 -12 13 -14 -15 -16 -17 leaf_value=-0.0014036678968820939 0.0029295669600251924 0.015407995036984456 0.00042424942555651686 -0.0029384361612480293 -0.019233565090714548 0.00033229927466849957 0.0025133623402941565 0.00094038634355380767 -0.0092900008341485207 -0.0029403449830982462 -0.00018581579888077331 -0.00066569904029103869 0.0068291850592965414 8.7563603760097366e-05 -0.0038583929637352231 -0.015598458958092266 leaf_count=62991 7785 414 929 7944 910 142722 28601 204132 1228 17259 50125 176364 1359 179778 10638 523 internal_value=0 0.00102652 0.000942684 -0.00166346 -0.101969 -0.00132672 0.00685422 0.00607131 0.00274254 -0.00543231 -0.00976969 -0.00508859 -0.0134796 -0.00426469 -0.00928732 -0.0407789 internal_count=893702 829352 828938 549637 1839 547798 172551 279301 143950 75169 67384 375247 64350 366780 187002 8467 shrinkage=0.0912343 Tree=51 num_leaves=17 num_cat=0 split_feature=0 17 29 17 15 25 4 29 23 25 11 1 7 7 25 25 split_gain=12.5851 10.1489 9.32495 11.0208 11.2545 9.36141 19.2326 17.8252 12.2172 25.0666 23.5101 20.9021 9.24668 13.6692 14.2329 13.0265 threshold=46.500000000000007 55.25206928883712 0.15034153371075659 33.827959300762757 0.26450759575013749 1469.2500000000002 44.999996185302741 0.97840018867150669 1.0292149753047737 2529.7500000000005 0.61765675287913469 8295.5000000000018 -33.618085861206048 -44.937038421630852 1139.2500000000002 252.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 -4 7 -7 9 -9 -11 -10 13 14 -5 -14 right_child=1 -3 3 12 -6 6 -8 8 11 10 -12 -13 15 -15 -16 -17 leaf_value=-0.0020366236512459235 -0.0011920330430799306 0.00038285160857856447 0.0047876601532369396 0.00081460420525330949 0.0024450875925721401 0.0056748947461712392 0.0025916194085879368 -0.059075290796191532 0.0047413574855257601 -0.061108874622465899 -0.0018644763227252698 -0.059492680175461492 -0.0077466771776289805 0.0030321067454743035 -0.0015242850400928412 -3.3260719576544221e-05 leaf_count=15690 114416 48496 756 131102 27924 242 882 175 223 73 236 52 1829 18789 25942 506875 internal_value=0 -0.00792704 0.00179264 0.00232176 0.0209008 -0.0415207 -0.0792594 -0.174126 -0.249476 -0.34511 -0.173846 -0.0811615 0.00149225 0.00774364 0.0046939 -0.000668538 internal_count=893702 162912 730790 715100 30563 2639 1883 1001 759 484 309 275 684537 175833 157044 508704 shrinkage=0.0912343 Tree=52 num_leaves=17 num_cat=0 split_feature=16 16 17 29 16 18 17 7 25 21 18 21 14 5 13 17 split_gain=11.2072 14.6702 12.1262 11.61 11.3445 10.1527 9.90989 9.90857 14.2092 17.3958 12.786 13.7291 16.0618 12.4973 11.9892 17.7294 threshold=146.86135011441652 97.46313204127101 38.108009871051557 2.5574545454545459 177.61684397163125 6.5000000000000009 45.039312333317405 -8.1301016807556135 252.25000000000003 2.5000000000000004 3.5000000000000004 11.500000000000002 30.479074133764612 49.489854812622077 124.20192684737886 64.777102894458224 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -2 -1 6 7 -4 13 9 -9 11 -10 -13 -6 15 -15 right_child=2 -3 4 -5 5 -7 -8 8 10 -11 -12 12 -14 14 -16 -17 leaf_value=0.0016359816373561448 0.0011268313558922135 -0.0029002735878720957 0.00063352642887909655 0.021610868407874441 0.00085398415103697613 0.014712278937235843 -0.0019689911546159687 0.0047089716143156627 -0.00012578419525300844 -0.015588953039511157 -0.001754257115665226 0.0029319063915208077 -0.022173687408349754 -0.00095130145143770904 0.0020422749036491873 -0.0086136160953437842 leaf_count=4494 80638 21068 16863 256 192749 393 43841 527 426396 1055 38815 15803 215 37723 10173 2693 internal_value=0 -0.0204707 0.000671649 0.0297314 -0.000524669 0.000572608 -0.0136575 0.000485643 -0.00213682 -0.0967537 -0.00182577 -0.000298992 0.0284425 0.00568891 -0.00829959 -0.0160231 internal_count=893702 25818 867884 4750 787246 726542 60704 726149 482811 1582 481229 442414 16018 243338 50589 40416 shrinkage=0.0912343 Tree=53 num_leaves=17 num_cat=0 split_feature=0 9 6 21 21 6 25 17 14 16 21 28 17 7 5 19 split_gain=10.5325 15.9323 13.3002 12.6444 12.5226 12.0946 9.19733 15.4195 14.3512 13.3304 13.4982 9.38217 8.89948 9.31447 10.061 8.39436 threshold=22.000000000000004 0.95424032037108264 0.74504076459448909 14.500000000000002 1.5000000000000002 0.24001353180361093 849.25000000000011 45.671522789272487 115.83050931960031 233.20341614906835 2.5000000000000004 693.25000000000011 86.129141288675186 -51.84277153015136 213.48718261718753 5772.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 4 -3 -4 5 15 11 -8 9 -9 -11 -1 -7 14 -14 -2 right_child=1 2 3 -5 -6 12 7 8 -10 10 -12 -13 13 -15 -16 -17 leaf_value=0.00040071989689951349 -0.010389955104588892 0.00043658973397437962 -0.00053071189603493452 -0.0097299667497477531 -0.0015534972720147836 0.00081978142953358492 0.00040728750607196921 -0.0024926095443374963 0.0094089836355527 -0.0035706122162405696 -0.028392734162152187 0.0017915442592826259 0.0094414989190894499 0.01491190592946717 -0.03044478574021196 0.0023998998875107442 leaf_count=202056 1331 266511 167154 1253 106175 24843 49837 20975 816 396 338 50452 131 717 88 629 internal_value=0 -0.00254722 0.000389464 -0.00656724 -0.0120848 0.00683429 0.00458977 -0.0053496 -0.0270628 -0.0319565 -0.164422 0.00743812 0.0125919 0.108314 -0.0721863 -0.0688936 internal_count=893702 568832 434918 168407 133914 27739 324870 72362 22525 21709 734 252508 25779 936 219 1960 shrinkage=0.0912343 Tree=54 num_leaves=17 num_cat=0 split_feature=6 22 14 9 27 8 28 12 9 22 11 16 5 6 27 24 split_gain=9.9371 11.3613 11.2942 12.7567 14.4927 17.3938 25.3183 16.5593 30.8393 14.6202 18.7078 11.7914 11.9518 11.6099 10.6813 10.2377 threshold=0.87964878410860015 554.25000000000011 69.985052903198365 0.92693047489530589 2.5000000000000004 1433.5000000000002 389.75000000000006 258.93250352560284 0.97795707424129008 3558.7500000000005 0.81591334695267292 97.46313204127101 75.127388000488295 0.49930926699354811 4.5000000000000009 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 15 3 13 5 6 -5 -7 9 10 -9 12 -6 -1 -14 -2 right_child=1 -3 -4 4 11 7 -8 8 -10 -11 -12 -13 14 -15 -16 -17 leaf_value=-0.0022947031325086038 -0.0012850149931543998 -0.00010012945893792976 0.0021000270553879034 0.0091757242380709307 0.0035017519653166426 0.004558821330467356 -0.0063039540679779536 -0.002064467777043325 -0.027404787606968416 0.0018799420680041606 -0.048807048778056902 0.00024138740845734282 0.032473561565938509 -7.1386871143776972e-05 0.0041322315940353696 -0.0049638238681574175 leaf_count=34335 39798 84304 23329 972 1689 4389 9240 193 412 2341 113 639256 256 45400 195 7480 internal_value=0 -0.0080561 0.00135448 0.00067041 0.00211576 -0.0261449 -0.0529468 0.0106035 -0.0458765 -0.00626382 -0.211824 0.00289388 0.0769994 -0.0112762 0.221622 -0.0204644 internal_count=893702 131582 762120 738791 659056 17660 10212 7448 3059 2647 306 641396 2140 79735 451 47278 shrinkage=0.0912343 Tree=55 num_leaves=17 num_cat=0 split_feature=27 25 28 27 4 28 30 19 0 20 24 15 21 18 25 27 split_gain=9.43989 23.2402 18.8247 18.112 13.3947 16.5386 13.0473 12.2208 11.2351 13.0166 10.3321 9.65332 9.41382 12.9549 12.4754 11.2202 threshold=22.500000000000004 1041.7500000000002 448.25000000000006 32.500000000000007 29.830111503601078 768.25000000000011 1.0000000180025095e-35 516.25000000000011 51.000000000000007 0.69568322981366471 27.500000000000004 0.44553707717072294 11.500000000000002 3.5000000000000004 409.25000000000006 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 -2 5 12 -6 10 9 -1 -5 -3 15 -14 -15 -4 right_child=1 11 4 7 6 -7 -8 -9 -10 -11 -12 -13 13 14 -16 -17 leaf_value=-0.00083746937689584545 -0.0022124438530999888 0.0057070575259009779 -0.00077834991201196661 -0.024869188919697895 -0.0022393229876017506 0.002654997556896761 -0.01216079277798068 -0.0021474698860120623 -0.0010027457632056202 0.00042009331277698776 -0.004546287068628951 -0.026501170742231128 0.0026191346196157753 -0.02477935484640325 -0.00075029458140122218 -0.0101005208348475 leaf_count=77925 3118 96 125176 804 4729 15125 1439 482 63609 567043 281 401 17019 182 15189 1084 internal_value=0 -0.00633094 -0.00574961 -0.0683285 -0.00412031 -0.00249484 -0.0499156 -0.156035 0.00168868 0.00293919 -0.214895 -0.222283 -0.00550704 0.0097016 -0.0113423 -0.00940858 internal_count=893702 185125 184628 4685 179943 173775 6168 1567 708577 644968 1085 497 158650 32390 15371 126260 shrinkage=0.0912343 Tree=56 num_leaves=17 num_cat=0 split_feature=16 16 26 17 16 32 16 23 9 5 29 13 14 1 10 24 split_gain=9.9871 11.0062 11.2242 9.33133 11.6098 11.4916 12.1562 8.70355 8.68061 11.9621 10.9831 10.8739 8.31077 22.4802 8.30925 14.153 threshold=146.86135011441652 97.46313204127101 1.050117940929397 36.432496012898916 184.15209800469486 1.5000000000000002 170.76819016330083 1.2100275550583215 0.9485388250412774 78.422302246093764 0.34948317806918655 240.56997562628757 48.726215208923371 10533.000000000002 0.69243086944894838 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 5 6 -2 -4 11 -10 -11 -1 13 -6 15 -5 right_child=3 -3 7 14 12 -7 -8 -9 9 10 -12 -13 -14 -15 -16 -17 leaf_value=-0.0056422948023191572 0.0039554803263018821 -0.0026619207072804004 0.017394273833479808 -0.00031483219997608026 -0.0002755876135926379 -0.0014648619474011706 0.013304183312424731 -0.0015468383363248623 0.001420212088207404 0.039774209837431879 0.0038909645899940968 0.023978981668082242 0.0021131513167908841 -0.057131574231591847 0.00019422236116284786 -0.0044379519071089338 leaf_count=1924 6831 20989 622 277728 29097 2555 1394 299 1507 142 142 109 17799 58 525399 7107 internal_value=0 -0.0193437 0.0241516 0.000646164 0.0129293 0.0425246 0.060722 0.123255 0.000282757 0.0510446 0.239302 -0.0444366 0.00613462 -0.0042604 -0.000229082 -0.00457842 internal_count=893702 25734 4745 867968 57734 10780 8225 921 3824 1791 284 2033 46954 29155 810234 284835 shrinkage=0.0912343 Tree=57 num_leaves=17 num_cat=0 split_feature=9 11 17 16 26 13 20 29 5 4 14 23 5 4 27 28 split_gain=8.3997 13.8299 13.9325 12.8789 11.0405 11.0053 9.80136 10.4304 11.0049 15.8714 10.0056 9.57081 9.27028 15.8262 9.23867 12.705 threshold=0.96083391123993733 0.67401632586124161 61.024846484205348 228.57366969313873 7.019156192063682 44.997000513723684 1.1448813443623516 2.0085448244307513 298.69085693359381 188.99998474121097 37.96082658789885 0.78907412552869638 82.822822570800795 56.970235824584968 2.5000000000000004 374.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 6 14 7 8 9 11 -8 -1 13 -4 15 -3 right_child=1 5 12 -5 -6 -7 10 -9 -10 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.0013336363539197611 0.00095513017983419246 0.0073791337103416921 0.004603358708478859 0.00038358212191599373 0.011765265487673272 0.001106039830853982 -0.0019939921184803015 -0.0035875054626148812 0.011306164784706068 -0.025243332824622464 -0.0093665423689750626 6.6461844632531057e-05 0.014808388564846555 -0.044513068032205901 -2.1566430747798443e-05 -0.0050724392688869194 leaf_count=63666 26942 778 7621 124578 582 77628 25543 9135 663 215 1630 112364 761 55 436008 5533 internal_value=0 0.00244288 0.0215741 -0.00387766 -0.00858698 0.00114113 -0.00896242 -0.00637126 -0.00466979 -0.00515353 -0.0267031 -0.00482189 0.0570361 0.046599 -0.000786228 -0.0387732 internal_count=893702 555326 35379 338376 213798 519947 213216 186043 176908 176245 27173 176030 8437 7676 442319 6311 shrinkage=0.0912343 Tree=58 num_leaves=17 num_cat=0 split_feature=11 7 22 9 5 12 21 24 27 25 25 10 17 29 24 25 split_gain=8.11604 12.8495 10.3918 9.59005 9.50507 14.6399 10.1006 8.66421 12.6782 11.8889 13.1543 7.84284 7.77906 10.342 8.44638 13.739 threshold=0.87624114474036319 -4.2170312404632559 297.75000000000006 0.95424032037108264 40.999996185302741 123.30508652763324 12.500000000000002 9.5000000000000018 10.500000000000002 1041.7500000000002 1374.7500000000002 0.96315454070394924 64.777102894458224 7.0383625161483678 3.5000000000000004 988.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 -2 7 8 -7 -10 -11 -4 -5 14 -14 -16 right_child=4 2 11 12 -6 6 -8 -9 9 10 -12 -13 13 -15 15 -17 leaf_value=-0.00029457148576873522 0.000278891051538762 -0.0039929269407352735 -0.00038632887307579072 0.00052496076899834784 0.0016558268671633654 -0.004373319353141958 -0.048921748612283156 0.00025374940748093999 -0.0096785767060577604 -0.049900253829699766 0.0032640039648326852 -0.0032171548524787437 0.0086709218251155538 -0.044256199737024562 0.0031073089008709716 -0.005645135992440908 leaf_count=141666 144620 7022 361802 166001 46150 995 46 1125 281 172 50 8334 1793 39 11899 1707 internal_value=0 -0.00169128 -0.00565609 0.0029368 0.00562627 0.00170247 -0.0716854 -0.0635388 -0.113345 -0.242735 -0.415702 -0.0049331 0.0077508 0.0292221 0.0305246 0.0220228 internal_count=893702 700263 377158 323105 193439 147289 2669 2623 1498 503 222 370136 181439 15438 15399 13606 shrinkage=0.0912343 Tree=59 num_leaves=17 num_cat=0 split_feature=0 9 28 27 22 28 18 13 2 10 21 21 7 27 23 14 split_gain=7.88946 10.3644 9.98945 9.54321 15.8067 9.21821 18.0105 9.195 9.12748 9.12631 12.9272 8.66584 8.47595 8.81746 8.58853 8.29814 threshold=17.500000000000004 0.96284882121137683 695.25000000000011 22.500000000000004 462.75000000000006 966.25000000000011 1.5000000000000002 30.452804466593864 27.372685185185187 0.94765383801290282 9.5000000000000018 1.5000000000000002 -6.0265491008758536 2.5000000000000004 1.2591872403304885 16.238366434862904 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 8 3 11 -5 -1 -7 -4 -2 10 -8 -3 13 15 -15 -13 right_child=1 2 7 4 -6 6 9 -9 -10 -11 -12 12 -14 14 -16 -17 leaf_value=0.00066935893935331356 -0.0010336288090148779 -0.0030878673176634032 -0.0008960075385091304 -0.0053502659833739238 -0.00070577152372773306 -3.1663886919271399e-06 -0.0060789779943977015 0.0010052349911238876 0.00018998987661095724 0.0024350110334538677 -0.034077451768675208 0.011368244583715326 -0.00017203802182220635 0.0018311943481105334 -0.0016904506340222026 -0.02086276949810608 leaf_count=212578 162999 6838 25394 6768 61731 34542 5178 127398 73680 1064 141 88 126418 41930 6683 272 internal_value=0 -0.00190046 0.00118105 -0.00270303 -0.0127657 0.00469084 -0.00905263 0.00755471 -0.00715418 -0.0578537 -0.0747655 0.00107948 0.0024411 0.0136102 0.0147649 -0.142316 internal_count=893702 640199 403520 250728 68499 253503 40925 152792 236679 6383 5319 182229 175391 48973 48613 360 shrinkage=0.0912343 Tree=60 num_leaves=17 num_cat=0 split_feature=18 0 17 20 27 11 7 22 10 5 12 28 9 17 17 21 split_gain=7.98836 7.46703 9.25497 8.60887 6.7308 6.29285 7.86941 12.1452 7.87066 8.45243 8.86065 8.3979 7.81221 7.43934 7.43793 21.1417 threshold=6.5000000000000009 48.000000000000007 52.266454027669432 1.1968969232885509 44.500000000000007 0.90545329067068203 -1.9091523885726926 273.25000000000006 0.96675497447494851 298.69085693359381 872.73863607376256 300.50000000000006 0.95317873476960913 110.59926477246496 59.807676777421086 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -3 -5 6 12 -8 9 10 14 -10 -1 -7 -9 -16 right_child=-2 2 -4 4 -6 13 7 8 11 -11 -12 -13 -14 -15 15 -17 leaf_value=-0.00019755224283561022 0.012486958446813128 -0.0011744711148951614 4.954380155637179e-05 -0.0050068293673646586 -0.04047352180957025 0.00079053489340403886 -0.0045130053584350478 -9.2355625823288583e-05 -0.041947418374395869 0.0088871107066929005 -0.010157368409742686 -0.0032263670762976838 0.00072673814477909777 0.018769040888478385 0.010682895733274004 -0.0040433098492087156 leaf_count=130645 426 55341 72720 4349 45 86950 5566 338072 47 857 740 5800 182362 192 895 8695 internal_value=0 -0.000103697 -0.00703298 -0.0162558 -0.05886 0.00110266 6.83005e-05 -0.00311564 -0.00238914 -0.00177999 -0.00202398 -0.0387751 0.0037371 0.00909907 -0.00179132 -0.029254 internal_count=893702 893276 132455 59735 4394 760821 673679 360672 355106 349259 348402 5847 313007 87142 347662 9590 shrinkage=0.0912343 Tree=61 num_leaves=17 num_cat=0 split_feature=27 22 4 28 27 8 19 24 28 4 18 0 22 21 14 16 split_gain=7.37407 20.388 19.6911 14.6505 14.0461 10.3509 9.80679 8.89856 8.3608 18.0317 10.5201 9.52883 11.3554 10.1412 17.7227 8.60277 threshold=22.500000000000004 1145.7500000000002 60.001482009887702 448.25000000000006 32.500000000000007 2143.5000000000005 501.25000000000006 27.500000000000004 768.25000000000011 27.280031204223636 3.5000000000000004 33.000000000000007 491.25000000000006 12.500000000000002 32.629807988414058 203.36324922936413 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 5 4 -2 -3 7 -6 11 -10 -11 13 -13 -5 15 -15 right_child=1 2 -4 8 6 -7 -8 -9 9 10 -12 12 -14 14 -16 -17 leaf_value=0.00013546717030782322 -0.0018970298176873117 -0.015077973553906065 -0.056567628419764149 -0.00034995017319404273 -0.022240304629975585 0.0089631550696048397 -0.0020378849829412373 -0.0033985735739196737 0.0028692052958938616 -0.0043308919540923458 -0.029296065501014486 -0.0051520845901896995 -0.0010037319140652023 0.0084197478951901911 -0.044592178040803752 0.001626751093292079 leaf_count=708624 3117 679 82 89834 802 191 514 282 13992 2020 151 6135 52443 1762 67 13007 internal_value=0 -0.00560384 -0.151569 -0.00484915 -0.0598732 -0.107416 -0.136102 -0.190046 -0.00340309 0.018292 -0.0665024 -0.0055511 -0.0157638 0.00016437 0.0243855 0.0267134 internal_count=893702 185078 952 184126 4715 870 1598 1084 179411 16163 2171 163248 58578 104670 14836 14769 shrinkage=0.0912343 Tree=62 num_leaves=17 num_cat=0 split_feature=26 15 23 27 17 16 5 21 7 33 29 4 19 16 26 25 split_gain=6.83423 7.43272 14.8821 15.4568 8.47569 9.32372 8.46967 11.2047 11.3318 7.62539 7.59263 10.2206 14.3143 11.5359 11.2735 9.90352 threshold=7.019156192063682 0.26450759575013749 2.8178023613291479 14.500000000000002 33.395834831747827 151.02438118811884 109.20078277587892 1.5000000000000002 -41.633537292480462 2.5000000000000004 0.11799705014749264 12.789388656616213 329.25000000000006 216.59342318683869 0.44590002326749051 802.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 6 -6 8 -8 10 -7 12 13 -12 -14 -15 right_child=-2 4 3 -5 5 9 7 -9 -10 -11 11 -13 14 15 -16 -17 leaf_value=-0.0012348076140484628 0.0043074651867059189 0.0015067291956866269 -0.0037980185978638129 -0.03781621770579803 -0.0021467403568791008 -0.0042939620304941585 -0.0038370954216293777 -0.0085619360239658944 0.020105694299667239 -0.0015025843794257774 0.0011589652246168981 2.924913710618146e-05 0.0020162045088506836 -0.0037463899712385355 0.007449597433613917 -0.023852600816171594 leaf_count=26296 3046 30978 270 189 23367 3298 245 303 501 26386 10253 751033 9608 2960 4750 219 internal_value=0 -0.000235133 -0.0166504 -0.195162 0.000273248 -0.000330812 -0.0195837 0.0683205 0.134187 0.000250605 0.000814683 0.00101743 0.0198498 -0.00361511 0.0418013 -0.0562453 internal_count=893702 890656 26755 459 863901 832923 24416 1049 746 808507 782121 778823 27790 13432 14358 3179 shrinkage=0.0912343 Tree=63 num_leaves=17 num_cat=0 split_feature=18 27 14 28 1 21 22 20 28 18 0 27 21 14 16 20 split_gain=6.67493 6.59426 16.2264 11.1357 12.3724 11.9939 9.42613 8.92581 8.09975 15.9563 9.72662 9.81769 8.66568 15.6892 8.84563 7.87867 threshold=6.5000000000000009 22.500000000000004 69.985052903198365 448.25000000000006 1458.5000000000002 9.5000000000000018 1145.7500000000002 1.030665530948325 695.25000000000011 1.5000000000000002 33.000000000000007 52.500000000000007 12.500000000000002 32.629807988414058 203.36324922936413 1.0817699398039859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 3 4 5 -3 8 -7 10 -10 12 -12 -5 14 -14 -1 right_child=-2 2 -4 6 -6 7 -8 -9 9 -11 11 -13 13 -15 -16 -17 leaf_value=0.00025460136691004946 0.011488876668387309 0.00017986525353087915 -0.044094412616439982 -0.00049435754719957738 -0.052995201318986808 -0.013482228386316601 -0.009700569586751558 -0.0018122231598433881 -0.0067291576616867405 0.0011701239432019735 -0.0015889958497741746 -0.014066397666826543 0.0083776990446969846 -0.042417160323620452 0.0013319362681710844 -0.00058817733166184865 leaf_count=599512 421 2366 71 74529 44 1438 894 879 2243 41698 45698 531 1683 66 12491 109138 internal_value=0 -1.88598e-05 -0.00534181 -0.00515794 -0.0530686 -0.0481096 -0.00389858 -0.0992497 -0.00338684 0.00840582 -0.00722528 -0.0189875 -0.00109975 0.0215039 0.0237689 0.00136798 internal_count=893702 893281 184631 184560 4727 4683 179833 2317 178939 43941 134998 46229 88769 14240 14174 708650 shrinkage=0.0912343 Tree=64 num_leaves=17 num_cat=0 split_feature=25 4 25 10 7 29 6 16 26 15 10 28 5 9 12 14 split_gain=6.31194 8.90306 15.6222 14.1785 7.20211 8.99803 8.97554 7.11173 7.57727 6.08734 5.8649 11.5453 6.94997 9.27294 9.62594 8.83403 threshold=15901.500000000002 188.99998474121097 52046.500000000007 0.93079051868846108 -58.990983963012688 1.2941515120728779 0.7058823560523626 146.86135011441652 3.7103935437894231 0.45945055923577144 0.96675497447494851 26361.250000000004 200.39732360839847 0.92693047489530589 551.4513164990957 64.65040338780635 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 3 4 -3 6 -6 8 -1 -4 11 12 -9 14 15 -14 right_child=1 2 9 -5 5 -7 -8 10 -10 -11 -12 -13 13 -15 -16 -17 leaf_value=-0.0016716945088380653 0.0035270751725358603 0.0031151598007523851 -0.0051793361774098616 -0.057564783924903877 -5.4797501058111347e-05 -0.006391970436893552 -0.038043448446394887 8.0437216723764588e-05 0.01830910270969599 0.007924077102115696 -0.0014614761881200148 -0.040641591390213561 -0.001754639039844188 0.0061733267182863651 -0.0047329537446835204 -0.035364644279407921 leaf_count=24640 8823 346 419 50 73 594 178 832829 159 998 21578 58 104 564 2115 174 internal_value=0 0.0233751 -0.0273602 -0.109281 -0.08738 -0.13714 -0.295886 -0.000224208 -0.0169189 0.0443853 0.000258649 0.000678868 0.000709828 -0.0476847 -0.0748711 -0.249809 internal_count=893702 11481 2658 1241 1191 845 251 882221 24799 1417 857422 835844 835786 2957 2393 278 shrinkage=0.0912343 Tree=65 num_leaves=17 num_cat=0 split_feature=11 10 21 27 17 7 8 1 27 25 17 1 12 19 28 7 split_gain=6.07717 6.42732 8.54931 7.91012 12.8578 16.9727 13.0742 19.5568 11.4473 10.7641 15.7369 13.5481 10.4576 15.9421 10.1671 10.0489 threshold=0.92817111831415322 0.69243086944894838 14.500000000000002 7.5000000000000009 110.59926477246496 -56.967945098876946 17917.500000000004 2114.5000000000005 14.500000000000002 1139.2500000000002 67.072581584564361 1458.5000000000002 314.83809511662434 4837.0000000000009 300.50000000000006 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 15 6 7 -6 9 14 11 -11 -10 -14 -5 -3 right_child=-2 3 -4 8 5 -7 -8 -9 12 10 -12 -13 13 -15 -16 -17 leaf_value=-0.00034978439483831212 0.0010495565395399191 2.9340639587925055e-05 -0.0060177432401051735 -0.0091671323665103929 -0.023370092942105493 0.01367721588950443 -0.044460692219485495 0.018035442924106922 -2.4689012665454132e-05 -0.0029090208822248591 -0.011167657452378292 0.0014410639658002018 -0.026186105040281737 -0.00080571113678533607 0.0012776754203089715 -0.0016365107903144253 leaf_count=292628 44133 81789 2232 780 174 1128 67 209 254190 9986 1164 14779 321 575 141815 47732 internal_value=0 -0.000531586 -0.00430418 0.00147377 -0.00531424 0.0844081 -0.079791 -0.00849929 0.00357452 0.0099701 -0.00877199 -0.00343097 -0.000650754 -0.108495 0.0133781 -0.00640736 internal_count=893702 849569 294860 554709 131099 1578 450 383 423610 168524 25929 24765 255086 896 142595 129521 shrinkage=0.0912343 Tree=66 num_leaves=17 num_cat=0 split_feature=26 10 23 27 17 16 11 1 22 19 16 26 7 17 17 13 split_gain=6.3281 5.98505 10.2902 14.0363 6.30305 7.64604 6.29082 11.8634 8.95145 14.322 27.8713 17.3818 9.71442 9.38119 6.41272 6.44989 threshold=7.019156192063682 0.96675497447494851 2.8178023613291479 16.500000000000004 33.395834831747827 165.53348589999226 0.37489636747352162 2114.5000000000005 2168.5000000000005 2665.5000000000005 241.33857857392601 0.99424735808679154 -1.9749339222908018 49.083633825912237 101.66698278575178 184.93868831196178 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 -4 -1 -6 7 -3 13 10 14 -12 -13 -8 15 -10 right_child=-2 2 3 -5 5 -7 8 -9 9 -11 11 12 -14 -15 -16 -17 leaf_value=0.0012851922502623942 0.0041552282109190769 -0.009489689315534509 -0.0039458884386329137 -0.039434852358267304 -0.001084704174221943 4.9745260727822049e-05 0.0013554693823581336 0.0075157448524439223 -0.0091882396509306592 -0.0023911158985298192 0.0059871094267379783 -0.0027446926071393648 -0.061777485579453985 -0.003600540961149451 0.033741544743672261 0.030696410719515149 leaf_count=31877 3042 439 283 138 52789 782258 9407 1537 944 5875 52 27 165 4802 32 35 internal_value=0 -0.000142927 -0.0158092 -0.170757 0.000286008 -0.00024082 -0.0130113 0.0409683 -0.0180098 -0.046923 -0.143893 -0.447239 -0.586139 -0.00350129 -0.0706824 -0.0850813 internal_count=893702 890660 23736 421 866924 835047 23315 1976 21339 7130 1255 244 192 14209 1011 979 shrinkage=0.0912343 Tree=67 num_leaves=17 num_cat=0 split_feature=0 9 1 27 13 9 25 28 1 16 21 13 1 17 23 6 split_gain=5.71775 7.13568 8.16097 12.3803 16.7544 12.6538 8.91165 11.9853 7.74224 7.10855 7.43331 7.9457 8.34713 8.45373 10.7829 10.1847 threshold=13.500000000000002 0.96585438271247337 8295.5000000000018 2.5000000000000004 139.01473253290169 0.98497894368705474 1404.2500000000002 389.75000000000006 779.50000000000011 222.40608247774688 1.5000000000000002 56.834824729831418 1111.5000000000002 64.777102894458224 0.33798573509423607 0.17434479881573386 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 9 3 4 6 -6 7 -3 -5 10 -2 -12 -13 -14 -15 -16 right_child=1 2 -4 8 5 -7 -8 -9 -10 -11 11 12 13 14 15 -17 leaf_value=0.00046242036274743187 0.00094138653521195473 0.0067714679462305589 0.0050131825181410706 -4.1566118030210498e-05 -0.015794316872640528 -0.065594188622894595 0.00080499388976588504 -0.006665253280222997 0.0009123790975128492 5.3122514664263475e-05 -0.000747067445796894 -0.0068469501659112527 -0.00092857781000733994 0.018463937613091248 0.021502949903819048 -0.0074546799693518519 leaf_count=181770 18132 632 2853 283423 282 50 3973 4396 94405 142213 138718 3274 15707 148 104 3622 internal_value=0 -0.0012154 0.00166088 0.00126821 -0.0347113 -0.255324 -0.0265741 -0.0545443 0.00215696 -0.0047001 -0.0088804 -0.0110349 -0.0283115 -0.020497 -0.0623353 -0.07285 internal_count=893702 711932 390014 387161 9333 332 9001 5028 377828 321918 179705 161573 22855 19581 3874 3726 shrinkage=0.0912343 Tree=68 num_leaves=17 num_cat=0 split_feature=0 17 26 1 9 1 28 17 20 25 21 5 6 23 17 16 split_gain=5.24529 9.23055 7.12518 7.35427 7.05318 5.76675 14.9488 12.4949 9.07658 8.55639 15.0151 13.9241 13.4946 12.7054 17.0628 16.8147 threshold=49.500000000000007 55.25206928883712 1.4129854382684572 2393.5000000000005 0.96989288290060327 722.50000000000011 885.25000000000011 49.012841459670319 1.0469366181990767 1139.2500000000002 1.5000000000000002 298.69085693359381 0.36472482311299154 0.44721359558316087 56.924378141424327 219.96198745566988 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -4 6 -1 -8 -9 -7 -11 12 -12 -14 -15 -16 right_child=1 -3 3 -5 -6 9 7 8 -10 10 11 -13 13 14 15 -17 leaf_value=4.4723007482615851e-06 -0.0008336931715985941 0.00065248596875465046 -0.007463606399417142 8.5351602769710576e-06 -0.001203591723305218 0.00070561406378355507 -0.00043082377465006099 -0.003871383742870283 -0.018568554438789638 0.0010108657663199249 0.0011847488608616795 -0.029469783354316659 0.0047864601671976188 -0.0015805526453959546 -0.0047228041632447967 -0.017948512350940034 leaf_count=445813 59989 32536 4239 3340 2317 214654 15589 12297 360 42276 15215 145 2210 36858 4908 956 internal_value=0 -0.0067615 -0.013239 -0.0380996 -0.0575574 0.000843881 -0.00136446 -0.0236737 -0.0470153 0.00414404 -0.0033692 -0.0135007 -0.0127546 -0.0214708 -0.0252954 -0.075399 internal_count=893702 102421 69885 9896 6556 791281 474059 28246 12657 317222 102568 60292 60147 44932 42722 5864 shrinkage=0.0912343 Tree=69 num_leaves=17 num_cat=0 split_feature=6 22 22 24 28 15 11 20 0 13 29 24 22 16 29 1 split_gain=5.29846 8.36215 9.02269 13.9413 10.9357 9.69582 9.08839 8.09972 7.85208 7.80953 9.04493 6.51358 7.52485 6.36955 6.28148 7.74458 threshold=0.87964878410860015 554.25000000000011 4949.5000000000009 1.5000000000000002 579.25000000000011 0.76952971893284816 0.57543298110809404 1.545698564132999 43.000000000000007 101.78475893104418 3.0857191008699076 15.500000000000002 453.25000000000006 205.35653954622114 0.17530168108202793 444.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 7 8 -4 -5 6 -6 11 -3 -8 13 -2 -13 -11 15 -1 right_child=1 2 3 4 5 -7 9 -9 -10 10 -12 12 -14 -15 -16 -17 leaf_value=-0.00084991428050648708 -0.00124463481544937 0.00081181454097310009 0.001900692851969096 -0.046633914231892885 -0.0041618048278386456 -0.003861505750026565 -0.0012257857564245489 0.0052818009952319417 -0.0011559745486845229 -0.015499466478641097 -0.0089890387271359205 -0.0088761849316532776 -0.0023838578891202601 -0.051323408408028577 0.00013093590955650321 -0.0064150622665781728 leaf_count=18093 38576 56034 1781 62 277 1575 86 1418 24155 55 97 2066 5293 166 741616 2352 internal_value=0 -0.00591191 6.19353e-05 -0.0456999 -0.0968195 -0.085433 -0.185132 -0.0165453 0.00240113 -0.280789 -0.353092 -0.0188432 -0.046107 -0.464825 0.000958467 -0.016333 internal_count=893702 131641 84288 4099 2318 2256 681 47353 80189 404 318 45935 7359 221 762061 20445 shrinkage=0.0912343 Tree=70 num_leaves=17 num_cat=0 split_feature=18 18 21 7 13 22 27 25 25 27 15 21 14 20 10 19 split_gain=5.41281 5.42903 10.0806 8.23081 7.70349 12.6809 13.1825 20.9073 9.58718 9.2893 11.0272 10.0758 15.6651 9.15952 12.386 11.4045 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 -4.0650513172149649 44.768314060999607 901.25000000000011 31.500000000000004 416.25000000000006 547.25000000000011 18.500000000000004 0.54826823120987578 8.5000000000000018 16.383845195599783 1.004405300022279 0.8892435700266107 567.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 5 6 9 -8 -9 10 -5 12 -11 15 -15 -10 right_child=-2 3 -4 4 -6 -7 7 8 13 11 -12 -13 -14 14 -16 -17 leaf_value=-1.2331295460284229e-05 0.010314236442244669 0.001170719989447101 0.0021227754425044466 -0.012059792169100039 0.0015180876489985966 -0.020019206926252638 -0.021675415314467247 -0.00055485314942390837 -0.0081070850362935862 0.014877205775761616 -0.0015896286789350799 -0.0011328381184226781 0.0018063138865249593 -0.0077056693872855986 -0.032320513115348955 0.00092981692895884906 leaf_count=821625 422 12105 18828 1009 5872 324 534 6098 1980 905 4920 8102 4871 3112 180 2815 internal_value=0 -0.000228965 0.000389106 -0.0100622 -0.0168677 -0.0225134 -0.0206656 -0.0433327 -0.0360202 -0.00382116 -0.0369537 0.0103338 0.0422462 -0.0585953 -0.0992122 -0.0307099 internal_count=893702 893280 840453 52827 40722 34850 34526 14719 14185 19807 5929 13878 5776 8087 3292 4795 shrinkage=0.0912343 Tree=71 num_leaves=17 num_cat=0 split_feature=9 17 27 4 26 10 8 23 16 20 24 23 29 27 23 30 split_gain=5.0327 11.2348 8.00376 11.8145 22.1289 7.142 11.2987 9.4522 8.36944 8.57082 6.82724 6.51272 8.62493 9.2266 11.9625 11.3497 threshold=0.97239456243120304 81.054364818441442 2.5000000000000004 72.012905120849624 1.7159505723178501 0.86814052527996355 136.50000000000003 0.71837979085529147 97.46313204127101 0.62403848266606732 19.500000000000004 0.79424786948051251 0.083116645715993961 14.500000000000002 1.4670319230586537 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 4 -2 8 -7 -8 9 -4 -3 -1 -13 -14 -15 -16 right_child=1 10 5 -5 -6 6 7 -9 -10 -11 -12 12 13 14 15 -17 leaf_value=-0.00071843934970956997 -0.0033722901348997112 0.0064337790350566899 -0.0045906823102072484 0.0051532866062982781 -0.045565105896543064 -0.0025845378117950119 0.0058514665534455798 0.0015031994736664136 0.00015298462316695464 0.029336946740919141 -0.01732841288881791 -0.010182265123227608 0.00040150714839721878 -0.00016354280379526199 -0.0012500913933796234 -0.0059056628432706303 leaf_count=130738 7083 3119 100 1407 105 4607 5081 22986 253285 163 104 690 250359 188393 19901 5581 internal_value=0 0.00339421 0.00275227 -0.0273154 -0.0437185 0.00365517 0.0175703 0.0251043 0.00186197 0.180159 0.062115 -0.00163916 0.000114277 0.000280328 -0.00454308 -0.0248782 internal_count=893702 298040 294817 8595 7188 286222 32674 28067 253548 263 3223 595662 464924 464234 213875 25482 shrinkage=0.0912343 Tree=72 num_leaves=17 num_cat=0 split_feature=20 14 21 17 21 29 13 15 24 14 11 11 9 7 17 24 split_gain=5.19462 14.1889 7.89758 7.70318 7.63577 8.83962 7.51075 13.8077 8.0919 19.5554 17.4718 8.30549 7.5963 6.93057 6.39553 11.4205 threshold=1.0662905313640609 36.515064854609783 18.500000000000004 110.59926477246496 4.5000000000000009 1.090427594843256 71.13117562666379 0.39415934966830807 2.5000000000000004 23.7439357430675 0.71131421072365975 0.89103006189213108 0.93942925008483213 -4.2170312404632559 110.59926477246496 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 14 6 5 -3 7 12 9 -9 -11 -12 -2 -14 -1 -16 right_child=1 4 -4 -5 -6 -7 -8 8 -10 10 11 -13 13 -15 15 -17 leaf_value=7.2710633413245574e-05 -0.010291092396461697 -0.013856867860865816 0.012036331435677736 -0.018524004936474655 -0.0095386952524568625 -0.00079569442529854909 0.0034920137144054475 0.006620837534744916 -0.00017487019173339211 0.014104624824283771 -0.021319700182565085 -0.053283967213695424 0.0033134044784861806 -0.0054082731188369393 0.0088363085993320607 -0.0018056781998864347 leaf_count=725993 1587 497 461 193 1966 3263 4262 416 147560 106 387 82 1101 2437 1864 1527 internal_value=0 -0.0051485 0.00108204 -0.00337774 -0.0540503 -0.0276446 -0.00313375 -0.00428218 -0.00252155 -0.0925822 -0.212066 -0.294937 -0.0553148 -0.02953 0.000999342 0.0443267 internal_count=893702 163857 729845 158131 5726 3760 157938 153676 148551 991 575 469 5125 3538 729384 3391 shrinkage=0.0912343 Tree=73 num_leaves=17 num_cat=0 split_feature=0 29 27 25 28 1 21 15 16 16 21 12 23 18 25 19 split_gain=4.81426 8.91621 6.14187 14.8676 8.39201 9.49645 9.32723 8.15338 6.95116 6.23929 6.02505 6.7223 5.75821 10.9266 11.6812 12.9807 threshold=51.000000000000007 1.2088882839996964 22.500000000000004 1000.7500000000001 448.25000000000006 1458.5000000000002 9.5000000000000018 0.44553707717072294 234.85490109674896 221.11264936468044 4.5000000000000009 331.88277400417189 0.72435982638427387 2.5000000000000004 914.25000000000011 874.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 12 4 5 6 -4 -5 -8 -9 11 -6 13 -1 -15 -16 right_child=1 -3 3 7 10 -7 8 9 -10 -11 -12 -13 -14 14 15 -17 leaf_value=5.2904672883573303e-05 -0.00011464965876784684 -0.0024165317371521197 0.00028811484556308511 0.0065285043185106025 -0.002926059831960641 -0.047889316571498558 -0.010690222064422848 -0.0042455937513746272 0.0010014601647129039 -0.027993672850203908 -0.0001608376148041395 -0.041941081869142992 0.00032717682658656399 -0.0016143428212765769 -0.01936552486514672 -0.0019315462010422145 leaf_count=99529 54411 18862 2331 113 5657 41 1763 131 557 310 164328 37 521944 22261 671 756 internal_value=0 -0.00775149 0.000708472 -0.00454096 -0.00402233 -0.0457422 -0.0415182 -0.168102 -0.0864062 -0.229511 -0.00287101 -0.0348507 0.00213456 -0.00401418 -0.0233169 -0.111025 internal_count=893702 73273 820429 175268 174714 4692 4651 554 2320 441 170022 5694 645161 123217 23688 1427 shrinkage=0.0912343 Tree=74 num_leaves=17 num_cat=0 split_feature=26 9 11 28 8 7 17 5 23 17 1 5 21 24 24 6 split_gain=4.87793 4.7623 9.99669 13.2974 10.1304 8.23307 7.96091 7.8432 9.82658 10.1827 22.0731 23.3441 7.63172 8.201 7.25248 7.17012 threshold=7.019156192063682 0.89133106086524616 0.58723122314061704 1821.2500000000002 12095.500000000002 -26.645635604858395 59.374673792193896 50.000854492187507 1.2211084748702705 58.450368516695661 2393.5000000000005 57.856071472167976 6.5000000000000009 5.5000000000000009 5.5000000000000009 0.5137907568714265 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 3 4 7 -6 -5 -3 9 -9 11 12 13 -11 -8 -1 right_child=-2 2 -4 6 5 -7 14 8 -10 10 -12 -13 -14 -15 -16 -17 leaf_value=-0.0021802447966628924 0.0036521048124915365 0.0020925834135608508 -2.50542432204195e-05 0.0027333962306143617 0.0028219345390495553 -0.072187397135509063 0.0096515567954897803 -0.002238349004328928 0.0021418708490702734 0.013414800364817459 0.018799470903704756 -0.032940321179918665 0.024146376015236299 -0.0247608129824964 -0.0081461776450645808 1.5803826839021073e-05 leaf_count=20708 3028 11035 808516 7076 21 29 2709 4967 3794 80 150 433 83 113 205 30755 internal_value=0 -0.000174743 0.00039787 0.0181113 0.00365377 -0.445923 0.0480756 0.00474207 -0.0161284 -0.04192 -0.14245 -0.216183 0.0110943 -0.0979536 0.092065 -0.00951239 internal_count=893702 890674 839211 30695 20705 50 9990 20655 9620 5826 859 709 276 193 2914 51463 shrinkage=0.0912343 Tree=75 num_leaves=17 num_cat=0 split_feature=18 0 22 6 21 7 27 21 14 28 21 13 28 11 27 5 split_gain=4.60521 4.50897 5.39544 7.38831 6.8457 6.53626 6.9694 26.4199 16.652 10.7594 6.44224 7.81223 7.19956 9.60915 7.19062 6.31242 threshold=6.5000000000000009 9.0000000000000018 614.75000000000011 0.77419355119396316 14.500000000000002 -78.852966308593736 45.500000000000007 10.500000000000002 27.802199912836301 667.25000000000011 1.5000000000000002 26.50489771185914 579.25000000000011 0.95127394774373619 1.5000000000000002 49.000003814697273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 10 -5 -4 -7 9 -9 -8 11 14 13 -13 -3 -12 right_child=-2 2 5 4 -6 6 7 8 -10 -11 15 12 -14 -15 -16 -17 leaf_value=0.00067953426361136795 0.009503156212742836 0.013804637914901923 -0.00087967778505730848 -0.00084752995046707622 -0.007019463766066796 0.00025931973500911844 -0.041668187524850075 0.00054315875693196868 -0.035451193160925105 0.006317915307379623 0.00015905802814136511 -0.0068708617553682669 -0.0012441262840024087 -0.038965733726306621 -0.00029524843776044477 -0.0030690871867830663 leaf_count=73046 424 350 48800 118416 1515 441079 205 2009 113 48 194813 2641 2834 80 2153 5176 internal_value=0 -8.03919e-05 -0.000750856 -0.00389294 -0.0101442 0.00134264 0.00255145 -0.0514742 -0.0150557 -0.356928 -0.000289348 -0.0280115 -0.0489123 -0.0856529 0.0183743 0.000827639 internal_count=893702 893278 820232 327978 119931 492254 443454 2375 2122 253 208047 8058 5555 2721 2503 199989 shrinkage=0.0912343 Tree=76 num_leaves=17 num_cat=0 split_feature=11 10 30 29 29 22 20 30 17 23 29 9 14 6 19 28 split_gain=4.3055 4.7728 7.70724 8.34278 13.7163 10.4906 9.81293 7.43494 6.52985 5.9797 8.50107 17.556 18.4128 5.49819 5.39603 5.37425 threshold=0.92817111831415322 0.96675497447494851 1.5000000000000002 1.1685895601360392 0.92069299006202898 707.25000000000011 0.42571925286747098 1.0000000180025095e-35 33.827959300762757 1.033984924535839 1.0629785649793038 0.92962772247015302 24.276928802627495 0.22222222881410197 968.25000000000011 300.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 6 14 7 -3 -1 10 -6 -12 -13 -14 -5 -4 right_child=-2 2 15 5 9 -7 -8 -9 -10 -11 11 12 13 -15 -16 -17 leaf_value=0.0013091672164362458 0.00088046021415724533 -0.014053355283594122 -0.037901259393660042 0.001824091485203785 -0.00910924834267751 0.00069068772077044696 0.00074491444997339216 0.00063188084614707355 -6.0499122331526769e-05 -0.00026420138846498738 -0.0032361149663553274 0.0092962137862682096 -0.0097515652719182468 -0.059368104870185394 -0.021723465028870577 0.0014684701564502086 leaf_count=30062 44072 789 29 115 1818 6100 3466 451 799637 446 195 49 21 162 274 6016 internal_value=0 -0.000486521 -0.0157786 -0.0287532 -0.0517109 -0.00258313 -0.0191482 -0.0954925 -0.000119174 -0.108656 -0.129667 -0.25664 -0.442537 -0.588314 -0.161804 0.0140254 internal_count=893702 849630 19931 13886 7397 6489 4706 1240 829699 2691 2245 427 232 183 389 6045 shrinkage=0.0912343 Tree=77 num_leaves=17 num_cat=0 split_feature=0 28 18 10 27 10 21 17 17 22 10 9 10 19 16 6 split_gain=4.55456 7.34411 12.8067 8.17478 6.85141 6.53424 8.83875 6.06757 10.5219 8.34656 7.36124 5.86675 7.7679 5.87088 9.75859 6.94054 threshold=17.500000000000004 966.25000000000011 1.5000000000000002 0.31485258066417293 55.500000000000007 0.94765383801290282 10.500000000000002 46.034154980246228 67.072581584564361 1225.2500000000002 0.96675497447494851 0.72737711382773906 0.47220099419305711 9864.0000000000018 233.84854521308708 0.42857143093907357 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 -4 -2 6 -5 -3 11 -10 -11 12 -9 14 15 -13 right_child=4 2 3 5 -6 -7 -8 8 9 10 -12 13 -14 -15 -16 -17 leaf_value=0.00053842859099962508 -0.00012513807677387784 0.00059807500551207105 -0.03410585328643622 -0.0049845753146319453 -0.010387149485501313 0.0022931639307341586 -0.031359393495174012 -0.057534893622002578 -0.018301245149525695 0.0060127579602724732 -0.016400825232382642 -0.0092455526685622739 -0.011275514179547249 0.0049153748836753535 -0.022970752769894843 -0.0017179329246132656 leaf_count=212576 639731 25813 77 5103 542 1071 108 35 141 1974 130 1373 221 620 227 3960 internal_value=0 0.00354169 -0.00873798 -0.0499747 -0.00146683 -0.0460052 -0.0606264 -0.00113595 -0.0240062 0.0349408 0.0507253 -0.044568 -0.19291 -0.038423 -0.0487154 -0.0400721 internal_count=893702 253429 40853 6359 640273 6282 5211 34494 8681 2245 2104 6436 256 6180 5560 5333 shrinkage=0.0912343 Tree=78 num_leaves=17 num_cat=0 split_feature=16 16 26 8 17 26 14 7 27 5 27 25 28 27 28 27 split_gain=4.42703 6.6296 7.05577 5.47013 6.75919 8.74589 7.68137 5.69154 4.68499 4.26425 4.08136 12.2119 8.34813 8.25309 7.09621 8.63259 threshold=146.86135011441652 97.46313204127101 3.112451692022141 624.50000000000011 110.59926477246496 0.85469520938477361 29.63822693398912 -71.492889404296861 10.500000000000002 248.0187683105469 22.500000000000004 1056.2500000000002 846.75000000000011 25.500000000000004 448.25000000000006 32.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 -3 -5 7 -7 -6 -8 -1 -2 12 14 -14 15 -12 right_child=10 3 -4 4 5 6 8 -9 -10 -11 11 -13 13 -15 -16 -17 leaf_value=0.0008494819146370869 0.00013392128257988086 -0.00096408677274889196 0.021306837606198593 -0.005912354589564601 0.016842550941964501 -0.0038659629697284166 0.017317632993573532 -0.010646732630010475 -0.025823919065302344 0.019992217298576347 -0.0011274439264725834 -0.015480911272263727 -0.0015257514982436726 0.0072791819522794792 -0.00030997952674290932 -0.0094276727226305611 leaf_count=4484 685404 15178 151 4537 72 281 440 485 22 99 3111 443 1428 2335 173663 1569 internal_value=0 -0.0129565 0.0208511 -0.0205723 -0.0465886 0.0169833 0.0880005 -0.0777488 0.167298 0.0138434 0.000348779 -0.00385304 -0.00344964 0.0431619 -0.00443313 -0.0428583 internal_count=893702 25749 4734 21015 5837 1300 743 557 462 4583 867953 182549 182106 3763 178343 4680 shrinkage=0.0912343 Tree=79 num_leaves=17 num_cat=0 split_feature=11 7 25 27 7 19 26 5 27 29 11 8 30 16 22 23 split_gain=4.23399 6.4177 6.73347 6.44725 6.35856 12.5193 10.9352 10.4349 9.76211 8.7671 13.9513 31.5728 18.1943 8.70284 8.22897 8.42243 threshold=0.87532925241490322 -4.2170312404632559 308.25000000000006 54.500000000000007 -78.852966308593736 413.75000000000006 0.78833142639206721 26.385601997375492 1.5000000000000002 0.91368734335839608 0.56221420172458858 2550.5000000000005 1.0000000180025095e-35 97.46313204127101 512.25000000000011 1.1845151325836458 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 5 -1 9 8 -8 -6 -11 -12 -13 -9 15 -15 right_child=-2 2 -4 -5 6 -7 7 13 -10 10 11 12 -14 14 -16 -17 leaf_value=0.0026534971526827496 0.00037879444373533494 -0.0045028119222827673 -0.00032167846166983571 -0.023442549707317212 -0.00052268455484862737 -0.0011015705434637333 0.02501375001732211 0.0081667636948363469 0.0031055443817855333 0.0051939159706203856 -0.0041635979484194677 -0.051726661394192394 -0.0070554286207261899 0.00076861675898646533 0.00070983353776996006 -0.0029480682853769641 leaf_count=8514 196723 3234 370651 96 51028 55994 172 1242 10768 601 1161 216 117 9451 172773 10961 internal_value=0 -0.00110143 -0.00392225 0.00216282 0.00223984 -0.00664183 0.00445632 0.00776433 0.0378146 -0.00833204 -0.0717335 -0.123491 -0.394932 0.00607346 0.00553702 -0.0134511 internal_count=893702 696979 373885 323094 322998 64508 258490 205367 10940 53123 2095 1494 333 194427 193185 20412 shrinkage=0.0912343 Tree=80 num_leaves=17 num_cat=0 split_feature=22 21 25 9 20 27 21 28 20 11 7 5 27 27 18 28 split_gain=4.35088 9.12796 5.88954 6.25196 5.32088 5.21288 6.1704 6.118 5.24968 5.89864 6.31217 5.75864 8.08185 5.54876 14.1302 5.99346 threshold=317.25000000000006 13.500000000000002 338.25000000000006 0.91037960755906056 0.94631596764281245 9.5000000000000018 5.5000000000000009 607.25000000000011 1.545698564132999 0.6460489589292836 -30.256434440612789 16.000240325927738 5.5000000000000009 4.5000000000000009 1.5000000000000002 504.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -2 -3 6 8 -7 9 -1 11 12 -11 14 -12 -15 right_child=2 4 -4 -5 -6 7 -8 -9 -10 10 13 -13 -14 15 -16 -17 leaf_value=-0.013954867048811267 -0.011180396723966392 -0.0017865460288626746 2.169102960844302e-05 0.0052174247216991388 -0.031140888077955585 0.0014591895361633846 -0.017433360697580426 -0.0062431564906422774 0.0078057477867848266 -0.018546827569711984 -0.0040582860854956482 0.0035771130384659481 0.0035111679996155565 -0.0090094038825625881 0.014425343534550075 -0.0012944636668543452 leaf_count=374 208 83 873069 2783 135 7070 229 977 411 261 1665 2120 294 2255 434 1334 internal_value=0 -0.015472 0.000389511 0.0446881 -0.218829 -0.0129277 -0.0289509 0.00574383 -0.0248923 -0.030088 -0.0245932 0.0154682 -0.0752135 -0.0434336 -0.0025924 -0.0673193 internal_count=893702 17642 876060 2991 218 17424 9377 8047 9148 8737 8363 2675 555 5688 2099 3589 shrinkage=0.0912343 Tree=81 num_leaves=17 num_cat=0 split_feature=20 14 27 10 24 5 24 27 25 22 27 18 20 27 18 13 split_gain=4.15699 12.6133 9.59435 23.1479 17.1323 9.33483 6.82667 7.9435 11.1026 11.0976 10.3105 12.9319 14.9772 9.4814 8.77292 10.415 threshold=1.0662905313640609 39.792836807197077 45.500000000000007 0.70256478952494339 28.500000000000004 39.811571121215827 26.500000000000004 22.500000000000004 1056.2500000000002 468.25000000000006 48.500000000000007 2.5000000000000004 0.99713397813691473 43.500000000000007 1.5000000000000002 41.328657189991269 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 4 -4 -3 7 -1 9 13 14 -12 -13 -9 -11 -16 right_child=1 5 3 -5 -6 -7 -8 8 -10 10 11 12 -14 -15 15 -17 leaf_value=0.00020517711421829215 -0.00020580827805374496 -0.037166410454366444 -0.038668550047380186 -0.00090889894311790267 -0.0082094400412506159 -0.0052270302449813032 0.0024377372929528219 -0.0034675100632106377 -0.016262263166506554 -0.0030327527231402336 0.016276874974779233 -0.035106222243296362 -0.0023891648046252827 0.019691031676215515 -0.00039908221497186674 0.0019655171126441652 leaf_count=591335 157965 78 265 1959 366 3242 10228 11865 375 8471 106 237 229 149 88012 18820 internal_value=0 -0.00450724 -0.00324566 -0.0636164 -0.230191 -0.0655172 0.00106615 0.000701526 -0.00643234 -0.00592854 -0.00292906 -0.136856 -0.208568 -0.0348585 -0.00226467 0.000191552 internal_count=893702 163875 160555 2590 631 3320 729827 719599 128264 127889 115875 572 466 12014 115303 106832 shrinkage=0.0912343 Tree=82 num_leaves=17 num_cat=0 split_feature=26 17 27 18 9 17 27 4 26 5 27 10 11 13 28 1 split_gain=4.1012 4.18122 4.59888 3.96381 3.91261 9.20899 6.64641 9.13939 18.1626 7.07609 19.0362 12.731 13.3907 7.27663 6.72027 6.65048 threshold=7.019156192063682 48.271338411542601 4.5000000000000009 6.5000000000000009 0.97239456243120304 81.054364818441442 2.5000000000000004 72.012905120849624 1.7159505723178501 85.419528961181655 1.5000000000000002 0.74710747125794885 0.95567262230979366 65.841793576415469 389.75000000000006 6370.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 6 7 8 9 13 11 -11 -13 14 -6 -10 right_child=1 -3 -4 -5 5 -7 -8 -9 15 10 -12 12 -14 -15 -16 -17 leaf_value=-0.00015474347942420665 -0.013637304146103292 0.010770950484619228 0.0027831908452825385 0.0088250493041978576 0.00635264181028524 0.0051032970226857193 0.00027272156358130984 0.0043868960399731163 -0.0027703981021542021 -0.074793604816997511 0.0036055933047298714 -0.011357641367732251 -0.060826508012308954 0.0057163618808547664 -0.004388082329974485 -0.055483012662609292 leaf_count=592629 151 522 2374 422 537 3220 285807 1418 27 41 331 244 56 851 4996 76 internal_value=0 0.0365857 0.0197427 -0.000164554 -0.000210485 0.00274789 0.00216612 -0.0252626 -0.0397905 -0.0337049 -0.131311 -0.297133 -0.225703 -0.0234305 -0.036671 -0.456683 internal_count=893702 3047 2525 890655 890233 297604 294384 8577 7159 7056 672 341 300 6384 5533 103 shrinkage=0.0912343 Tree=83 num_leaves=17 num_cat=0 split_feature=6 22 22 24 7 22 10 27 28 9 28 0 16 26 26 9 split_gain=3.78461 7.06154 8.58203 10.3157 6.69112 10.4657 9.98056 9.06884 8.97358 9.84524 8.65853 6.1908 5.19764 7.16875 7.45847 8.13892 threshold=0.87964878410860015 554.25000000000011 3086.5000000000005 1.5000000000000002 -51.340192794799798 3558.7500000000005 0.72134113104287756 3.5000000000000004 9394.0000000000018 0.96016209885731818 581.25000000000011 43.000000000000007 241.7622828010619 0.39845539122137413 1.7501760234230106 0.95641133105508647 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 11 -4 5 7 -6 -5 9 -8 -7 -3 13 -12 15 -15 right_child=1 2 3 4 6 10 8 -9 -10 -11 12 -13 -14 14 -16 -17 leaf_value=7.4109018066743473e-05 -0.001349101349435825 0.00082914374071972857 0.0019904516294358414 -0.057749981737911509 -0.00071200730212205932 -0.044539778203003498 -0.0049909021794759664 -0.011797751162950091 -0.048294127988990201 -0.049204539881399938 0.0040907684292740172 -0.00093842179839463973 0.0042949809997040031 -0.030406243690381453 -0.0021837624043236112 -0.0019220046634790624 leaf_count=762201 47218 54789 2012 71 2110 53 331 72 61 48 218 23597 268 298 239 116 internal_value=0 -0.00499679 0.000488112 -0.0363018 -0.0664009 -0.123757 -0.036373 -0.379388 -0.173374 -0.11608 -0.0930904 0.00325583 -0.0747055 -0.112177 -0.164595 -0.245797 internal_count=893702 131501 84283 5897 3885 1335 2550 143 440 379 1192 78386 1139 871 653 414 shrinkage=0.0912343 Tree=84 num_leaves=17 num_cat=0 split_feature=11 20 16 25 17 27 21 0 21 7 5 17 19 24 25 20 split_gain=3.62809 4.92818 8.05178 6.07173 4.83592 3.86427 6.50311 6.9621 4.78121 3.59569 6.57229 8.30022 12.8772 8.34877 15.754 11.2512 threshold=0.94063022575250843 0.24599723947550037 204.21448748991125 3652.5000000000005 27.131852485301575 55.500000000000007 17.500000000000004 40.500000000000007 18.500000000000004 -8.1301016807556135 50.492046356201179 67.072581584564361 516.25000000000011 5.5000000000000009 1041.7500000000002 0.62403848266606732 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 4 -3 8 7 -7 9 10 11 -1 -13 -14 -15 -16 right_child=1 2 -4 -5 -6 6 -8 -9 -10 -11 -12 12 13 14 15 -17 leaf_value=0.00030136374381090292 -0.0015645587896674599 0.030148044169042751 0.0012428291146773015 -0.023613251464544172 0.0088774285464411629 0.0024174815038312137 -0.01943565330666791 -0.025517594618244342 0.0082764602257885574 -0.00016753481943385185 -0.00055490288790288589 -0.0053209464424130775 0.007847933224902107 0.0029093857883779957 0.0052734864285852888 -0.022138003110010174 leaf_count=215364 4926 99 20968 44 878 544 226 86 577 563143 69646 1634 2659 12353 189 366 internal_value=0 0.0114404 0.017845 0.104563 0.120928 -0.000348748 -0.0675044 -0.0152999 -0.000282362 -0.000343038 0.00243955 0.00499154 0.0261304 0.034995 0.0244842 -0.140334 internal_count=893702 26915 21989 1021 977 866787 856 630 865931 865354 302211 232565 17201 15567 12908 555 shrinkage=0.0912343 Tree=85 num_leaves=17 num_cat=0 split_feature=22 28 10 18 9 5 7 4 29 28 10 18 29 18 21 24 split_gain=3.67486 5.02234 8.22844 6.76187 7.38725 4.87949 4.4187 5.75752 8.1134 4.90668 8.84182 5.60586 8.05175 7.28843 14.4109 9.55734 threshold=297.75000000000006 410.75000000000006 0.67987540444132533 2.5000000000000004 0.99001545213517195 33.988233566284187 -1.0000000180025095e-35 15.895570755004885 1.0532479515287443 786.25000000000011 0.7195987895484427 2.5000000000000004 0.44606229787348611 1.5000000000000002 2.5000000000000004 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 -5 -4 -1 8 9 11 -11 13 -13 -8 15 -15 right_child=1 -3 5 4 -6 -7 7 -9 -10 10 -12 12 -14 14 -16 -17 leaf_value=0.00072674105080475172 0.0012647398128337289 -5.1611483476379435e-06 0.0044026091278016677 -0.0040390425854456968 -0.032995964758805098 -0.00066853869979693165 -0.0039307794642544098 0.0014943610665244735 -0.017033655251938593 0.0084149759222897375 -0.016796571490893957 0.0005970748585221303 -0.013271751037969173 0.021423617848165467 -0.0012725119810397176 -0.016293533549334337 leaf_count=4968 4035 863946 7481 2089 76 2002 2622 2131 372 152 486 607 818 443 1410 64 internal_value=0 0.00026537 0.0180004 -0.0103279 -0.0554128 0.0365215 -0.0160228 -0.0291118 -0.0430122 -0.0349158 -0.118268 -0.0259992 -0.0807165 -0.00882096 0.0380433 0.182634 internal_count=893702 879629 15683 6200 2165 9483 14073 9105 6974 6602 638 5964 1425 4539 1917 507 shrinkage=0.0912343 Tree=86 num_leaves=17 num_cat=0 split_feature=16 16 26 9 5 29 5 12 23 8 27 7 26 22 4 11 split_gain=3.64946 5.38104 6.5148 5.97105 8.34436 8.25411 6.50179 6.13687 5.5467 5.11699 5.1059 7.57736 5.75228 5.11857 5.05043 4.91185 threshold=146.86135011441652 97.46313204127101 1.050117940929397 0.9485388250412774 78.422302246093764 0.34948317806918655 51.548101425170906 424.206673505298 1.2662689541606145 630.50000000000011 4.5000000000000009 -68.198589324951158 0.19588031677063669 1080.2500000000002 40.772586822509773 0.62163007284958516 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 7 6 -6 10 -1 15 -3 13 12 -12 -5 -10 -4 right_child=-2 9 8 4 5 -7 -8 -9 14 -11 11 -13 -14 -15 -16 -17 leaf_value=-0.0050166332579025556 3.0793351763706205e-05 -0.00082586700548563157 0.018849439429365514 -0.014310789931511924 0.033682792164889369 0.0027381943505722329 -0.012586474398616508 0.011413820300215439 0.0087083654311767185 -0.004023559053665084 -0.0073750910130970177 0.0030473449001751952 0.031306396516483856 0.0051875925379604891 -0.016365876541041772 0.0021813912609911332 leaf_count=1833 867976 15255 429 211 143 144 240 211 151 5730 40 596 160 239 120 224 internal_value=0 -0.0117481 0.0186794 0.000440809 0.0429077 0.19901 0.0127586 -0.0363957 0.094022 -0.0186224 0.0417891 0.0899203 0.258347 -0.0433497 -0.0262469 0.143934 internal_count=893702 25726 4741 3817 1773 287 1486 2044 924 20985 1246 796 200 450 271 653 shrinkage=0.0912343 Tree=87 num_leaves=17 num_cat=0 split_feature=25 4 25 10 11 7 28 6 12 7 11 28 6 7 7 17 split_gain=3.65886 7.6591 11.8506 11.2803 6.63782 5.95728 9.09419 10.7811 5.29784 8.23533 10.3838 7.64744 5.20527 6.42219 4.639 6.39265 threshold=15901.500000000002 188.99998474121097 52046.500000000007 0.93079051868846108 0.69378344327737052 -64.34108734130858 17455.500000000004 0.69230769482060528 713.7853172679886 -89.940933227539048 0.8206905448204691 26361.250000000004 0.40000000347871084 -4.2170312404632559 -81.936210632324205 101.66698278575178 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 14 3 4 5 -3 -7 -8 11 10 -10 -1 13 -4 15 -2 right_child=1 2 12 -5 -6 6 7 -9 9 -11 -12 -13 -14 -15 -16 -17 leaf_value=-1.2663904872403502e-05 -0.00050699835425772606 0.0077630754073422471 -0.028897041471232052 -0.053050255639033768 -0.019190240929257942 0.0026784940230028379 0.005586210171416698 -0.030978910629973027 -0.039123134631909168 -0.0028873783448759125 0.0086487728551137653 -0.024404853683497298 0.0052400812428855742 0.0040000990099290385 0.0038433541127256866 -0.030666858229393346 leaf_count=879983 1426 271 89 47 301 307 98 213 117 1945 56 107 1220 111 7350 61 internal_value=0 0.0176661 -0.0294111 -0.100965 -0.081987 -0.0385288 -0.0927368 -0.213262 -0.000291528 -0.0502449 -0.259326 -0.000171311 0.0329215 -0.116613 0.0318206 -0.0191181 internal_count=893702 11494 2657 1237 1190 889 618 311 882208 2118 173 880090 1420 200 8837 1487 shrinkage=0.0912343 Tree=88 num_leaves=17 num_cat=0 split_feature=26 9 11 28 28 20 17 32 7 27 16 26 5 17 17 5 split_gain=3.48691 3.57417 7.61531 9.16856 7.23241 8.78606 9.10741 8.2192 8.20829 8.02813 18.3056 7.99999 7.15703 6.81949 6.12566 11.6839 threshold=7.019156192063682 0.86420501633436542 0.58723122314061704 1821.2500000000002 10876.000000000002 0.63981572781152929 63.152514530460003 1.5000000000000002 -31.93568134307861 2.5000000000000004 210.37237059083782 1.2060175774619555 50.000854492187507 53.458639485101841 93.158835808496619 57.117273330688484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 12 5 7 -7 -5 9 -6 11 -11 -3 -10 -14 -16 right_child=-2 2 -4 4 8 6 -8 -9 13 10 -12 -13 14 -15 15 -17 leaf_value=-0.00092892063013231467 0.0030831367188091634 0.0018102323494361336 -3.3256430654328938e-05 -0.031293361447474938 -0.0018886327836250328 0.0036826156865420435 0.010698244126019432 -0.0015737996550340666 -0.0012919895479581846 0.0097210446560331738 -0.047102483732882582 -0.037038797234241638 -0.00090930088576325868 0.016120419667826968 0.010827742437990473 -0.019217506774554329 leaf_count=34180 3036 12326 821999 92 1075 6644 2005 490 431 139 116 39 10261 331 149 389 internal_value=0 -0.00015393 0.000246251 0.0148039 0.0380653 0.0501875 0.0581905 -0.0687432 -0.0144452 -0.0607484 -0.20718 -0.00574443 0.00337489 0.0687424 -0.0154202 -0.119433 internal_count=893702 890666 856486 34487 11362 9231 8649 582 2131 1369 294 178 23125 762 10799 538 shrinkage=0.0912343 Tree=89 num_leaves=17 num_cat=0 split_feature=0 27 25 17 14 16 5 22 27 27 17 14 4 23 14 18 split_gain=3.38159 7.44745 6.55046 8.51087 7.97445 10.2389 7.28436 14.2451 11.7255 6.70714 7.2732 6.54182 12.0953 7.55205 7.14878 5.52992 threshold=22.000000000000004 58.500000000000007 849.25000000000011 45.671522789272487 115.83050931960031 232.72903377044057 92.30558013916017 3086.5000000000005 10.500000000000002 14.500000000000002 93.158835808496619 103.85110978470126 108.15917587280275 1.179538555546795 27.343300994456346 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 9 -4 5 11 7 8 -7 15 -11 14 13 -13 -5 -1 right_child=1 -3 3 4 -6 6 -8 -9 -10 10 -12 12 -14 -15 -16 -17 leaf_value=0.0010880159484381333 -0.00010997164869795479 -0.017897215160812118 0.00015213958897822915 -0.0032339614753296069 0.0068955242013470893 -0.00088754649116167634 -0.00071187932107553194 -0.048264147670212844 -0.031653644181333269 4.3899319845362565e-05 0.0061699746781038499 -0.049215571920183082 0.0049094774419403383 0.0072040596409425435 0.00019744871138879452 -0.045734645796329278 leaf_count=94939 568525 196 49786 11620 811 308 310 106 155 156126 1630 94 107 25 8943 21 internal_value=0 -0.00127257 0.00277113 -0.00562462 -0.0217752 -0.0254191 -0.131135 -0.198328 -0.122621 0.00517192 0.00117496 -0.0209492 -0.190157 -0.409525 -0.0190895 0.011812 internal_count=893702 568721 324981 72265 22479 21668 879 569 463 252716 157756 20789 226 119 20563 94960 shrinkage=0.0912343 Tree=90 num_leaves=17 num_cat=0 split_feature=20 14 5 27 6 24 27 24 5 10 17 27 25 25 14 19 split_gain=3.53416 10.0246 7.87756 7.17229 14.3049 9.40416 7.38142 11.2174 7.16437 10.6843 12.1764 7.54039 9.62568 9.69174 7.20738 11.9294 threshold=1.0662905313640609 39.792836807197077 39.811571121215827 31.500000000000004 0.80555550217139948 16.500000000000004 44.500000000000007 28.500000000000004 68.70127105712892 0.91829760373047498 73.084891878035862 14.500000000000002 402.25000000000006 720.75000000000011 21.930116765798601 1277.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 5 -5 8 -6 -8 9 -2 11 -11 -13 -14 15 -10 right_child=1 2 -4 4 6 -7 7 -9 14 10 -12 12 13 -15 -16 -17 leaf_value=9.5891524122537005e-05 -0.00029468315136623011 -0.03458007075509658 -0.0046702398259856918 -0.0010802002416092451 -0.0060598807537571783 0.0019846218024630203 -0.032959339959829893 -0.006183148132538294 0.0030869590435716895 -0.00094146052736619702 -0.041680339844075709 0.018180252588602369 -0.015246927586287037 -5.620583916829183e-05 0.0047531372736117298 -0.042146605315092601 leaf_count=729898 121418 75 3226 13059 1430 16379 245 278 141 2330 74 103 1136 505 3331 74 internal_value=0 -0.00408875 -0.0586381 -0.00296686 -0.0237775 -0.000819577 -0.1036 -0.205257 -0.00368311 -0.00493492 -0.0548417 -0.0475396 -0.0972665 -0.115879 0.0406443 -0.13681 internal_count=893702 163804 3301 160503 15012 145491 1953 523 129112 125566 4148 4074 1744 1641 3546 215 shrinkage=0.0912343 Tree=91 num_leaves=17 num_cat=0 split_feature=2 32 20 13 29 30 20 30 16 11 4 32 0 16 33 30 split_gain=3.2679 5.75216 5.16296 5.55644 5.07209 13.4011 15.9 14.2983 6.46279 6.76881 6.12553 4.95491 4.77812 4.71774 4.69328 6.0804 threshold=89.509259259259281 1.5000000000000002 0.8040535833679846 353.60312794058422 1.6892320599013428 1.0000000180025095e-35 0.71440913532963057 2.5000000000000004 193.68171626579701 0.83724239053493787 48.000888824462898 1.5000000000000002 22.000000000000004 203.36324922936413 2.5000000000000004 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 14 6 -6 10 9 -8 11 12 -7 -14 15 -1 right_child=1 2 -4 -5 5 7 8 -9 -10 -11 -12 -13 13 -15 -16 -17 leaf_value=-8.1629236135116496e-06 0.00030525680871233441 0.0001599792675589855 0.0052941026133287794 0.032773680092860628 -0.040182642993394309 -0.0030555215149993364 -0.0055253370333661683 0.0002372249865302071 0.00040040872172452779 0.012703408068679523 -0.0021262284748555294 -0.0025803493350969116 -0.0064871000669530767 -0.013715606861699868 -0.0011307137930082528 0.0013149108712138947 leaf_count=718114 61564 3696 3880 44 82 798 2480 4943 31849 182 2243 1155 1217 1965 29365 30125 internal_value=0 0.0065538 0.0324716 0.00595905 -0.000601506 -0.0106992 -0.000612526 -0.0390189 0.000432512 -0.0469017 -0.0669023 -0.0859458 -0.10268 -0.120031 7.70141e-06 0.000494393 internal_count=893702 69184 7620 3740 824518 46914 34593 12321 34511 2662 7378 5135 3980 3182 777604 748239 shrinkage=0.0912343 Tree=92 num_leaves=17 num_cat=0 split_feature=18 28 25 21 27 4 6 12 18 16 10 25 25 5 27 16 split_gain=3.31988 3.21882 8.17202 12.3461 12.1636 12.968 11.2271 16.1798 10.9562 14.3113 24.6812 19.6013 12.8522 12.0944 11.8107 13.8472 threshold=6.5000000000000009 693.25000000000011 1180.2500000000002 1.5000000000000002 2.5000000000000004 28.000044822692875 0.34375504714514249 713.7853172679886 1.5000000000000002 220.91961325073194 0.73547932442340158 1374.7500000000002 2077.2500000000005 200.39732360839847 9.5000000000000018 227.79321714940275 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 -3 7 -5 13 -10 11 14 -13 -8 -11 -16 right_child=-2 2 3 6 -6 -7 8 -9 9 10 -12 12 -14 -15 15 -17 leaf_value=-0.00015157035908889839 0.0080171681440265527 -0.0066588858566193612 0.00067836194620013337 0.0012570346617571972 0.0005873296093191941 0.0052890414515770045 -0.0009212060221335986 -0.035740555468439156 -0.0010632811330256945 -0.014471651523925736 -0.0036510882757416555 -0.0031682655336228421 -0.028626723915359878 -0.013986201726181988 -0.0093753920734659484 -0.048610240500254864 leaf_count=509499 430 3617 53577 15917 248172 956 48704 99 6178 287 4277 785 209 597 100 298 internal_value=0 -1.38436e-05 0.00217337 -0.00423558 0.00549589 -0.0456093 -0.012309 0.0112714 -0.0184564 -0.0453747 -0.0803519 -0.183094 -0.0933991 -0.0118312 -0.313251 -0.424755 internal_count=893702 893272 383773 131028 252745 4573 77451 16016 61435 12134 5956 1679 994 49301 685 398 shrinkage=0.0912343 Tree=93 num_leaves=17 num_cat=0 split_feature=11 31 16 22 0 25 20 20 21 1 15 14 22 27 13 20 split_gain=3.24554 7.48257 10.4646 7.75032 9.86879 9.00355 6.65501 7.52441 6.85474 7.10605 7.10341 6.4272 5.77628 8.59023 5.23743 6.45198 threshold=0.87000643500643504 1.5000000000000002 187.3873374121705 731.25000000000011 37.500000000000007 3157.5000000000005 0.28579563944028641 0.51025989483043277 10.500000000000002 142.50000000000003 0.37013758860901996 13.860891507068574 3558.7500000000005 2.5000000000000004 17.412236684815081 0.22334659664418735 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -5 11 8 9 -8 -11 14 13 -7 15 -4 right_child=1 -3 6 4 -6 12 7 -9 -10 10 -12 -13 -14 -15 -16 -17 leaf_value=-0.00010320005609637459 0.0021595893699180163 -0.0014918970309674609 0.0081923538270776645 0.016409516652893776 -0.0010444361196452344 0.039970540960420735 -0.0058740693785597643 0.00028862607750029031 -0.024330979347726555 -0.0062435418502823836 0.0087101693434896276 0.0096191996313183502 -0.026569342952705081 -0.0198404838898108 -0.019326060763994606 -0.019450907585789944 leaf_count=675719 5964 17782 176 1091 562 39 406 188466 66 297 2410 141 70 41 355 117 internal_value=0 0.00330642 0.00505253 0.0410393 0.0984912 0.148278 0.00360004 0.00397737 0.0522231 0.0589844 0.0774875 -0.0880523 -0.0814359 0.102126 -0.130154 -0.0311953 internal_count=893702 217983 200201 7767 1803 1241 192434 191645 3179 3113 2707 789 150 80 648 293 shrinkage=0.0912343 Tree=94 num_leaves=17 num_cat=0 split_feature=0 1 28 18 20 16 14 27 21 22 12 0 29 7 27 22 split_gain=3.17907 3.68782 6.974 13.1842 6.71831 10.5329 7.87936 7.14555 6.57422 5.76613 10.8822 8.95986 7.30722 5.57031 5.55932 7.73651 threshold=9.0000000000000018 726.50000000000011 885.25000000000011 2.5000000000000004 0.98294103162477831 214.72372774219954 20.104229023013591 18.500000000000004 1.5000000000000002 1036.2500000000002 89.23097038856281 37.500000000000007 0.84379602217879357 -89.940933227539048 22.500000000000004 446.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 8 -4 -5 7 -7 -6 -2 14 -11 12 -12 -3 -10 -16 right_child=1 13 3 4 5 6 -8 -9 9 10 11 -13 -14 -15 15 -17 leaf_value=0.00057991611329109654 -0.0021687939466425712 -0.0023833747033488923 -0.0010041665706335588 -0.005032307564622784 -0.014537882418148865 0.00091945220858745803 -0.03896578486378173 0.012202352108526842 0.00017091746930174441 0.00015664114877040792 -0.0076419050256970053 -0.0030437130456011179 -0.026598876502614079 0.00023558613486837355 -0.0029674010673672972 -0.00033608783561121433 leaf_count=73165 12643 6900 29538 1583 294 52 199 116 316524 2426 326 757 352 332816 10197 105814 internal_value=0 -0.000522979 -0.00230496 -0.0166203 -0.0905154 -0.175191 -0.336526 -0.0764225 -0.00129175 -0.000640475 -0.0391141 -0.108143 -0.191637 0.00199916 -0.000297043 -0.00621884 internal_count=893702 820537 480821 31782 2244 661 251 410 449039 436396 3861 1435 678 339716 432535 116011 shrinkage=0.0912343 Tree=95 num_leaves=17 num_cat=0 split_feature=21 21 19 0 24 6 20 27 22 28 20 18 16 22 20 8 split_gain=3.29251 5.01088 6.92805 7.30688 5.63469 11.4399 10.5023 5.81941 20.4092 9.56488 9.70881 11.0977 5.40218 8.58872 5.45589 5.89711 threshold=18.500000000000004 16.500000000000004 540.25000000000011 29.500000000000004 26.500000000000004 0.79310346172317259 1.1610138897387263 47.500000000000007 548.25000000000011 504.25000000000006 0.99998875115300689 2.5000000000000004 217.70166969725128 562.75000000000011 0.87275291763987628 294.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 7 -6 12 -1 -9 -10 11 -11 -7 14 15 -14 right_child=-2 2 -4 -5 5 6 -8 8 9 10 -12 -13 13 -15 -16 -17 leaf_value=-4.3947120881438036e-06 0.0063950281142581607 -0.0030784231745134023 0.0030600529254958121 -0.01539419112753624 0.0032416297821116912 0.0032126850004430218 -0.023723128767935545 0.011680168951370874 -0.05285004130895226 0.01568168704803714 -0.0036843972918477637 -0.033895561649266985 0.0044215922867748125 0.0042925301065313655 -0.0084506952590140301 -0.039166636366962174 leaf_count=877838 671 1234 809 594 9723 773 214 346 52 45 426 228 33 300 297 119 internal_value=0 1.91947e-05 -0.0435079 -0.0776065 0.000148105 0.0221798 -0.0525964 -0.000139131 -0.072928 -0.16551 -0.134729 -0.28195 -0.0234311 -0.0839549 -0.171486 -0.325573 internal_count=893702 893031 2637 1828 890394 11459 1736 878935 1097 751 699 273 1522 749 449 152 shrinkage=0.0912343 Tree=96 num_leaves=17 num_cat=0 split_feature=16 17 24 1 14 12 6 19 22 0 23 26 17 16 32 16 split_gain=3.10541 4.96847 6.2146 12.4105 5.46952 4.86089 5.76196 5.86439 4.76065 4.16515 3.98336 5.24814 3.40509 13.5953 13.0742 10.7299 threshold=146.86135011441652 110.59926477246496 5.5000000000000009 1098.5000000000002 92.608348554604348 314.83809511662434 0.49930926699354811 3918.5000000000005 1204.2500000000002 37.500000000000007 1.2591872403304885 3.112451692022141 36.432496012898916 213.73772277624258 1.5000000000000002 170.76819016330083 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 9 5 6 8 -8 -3 -4 11 -1 13 14 15 -2 right_child=12 2 3 -5 -6 -7 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 leaf_value=-0.0012056669989977855 0.0036671750071004747 -0.029786336162679283 0.0058320602772120476 -0.025221146340774155 -0.01039133356402403 0.018834439118731047 0.014831622662272862 -0.011197938971918482 0.0011874015174771098 -0.011519587122502589 -0.0068087192138910528 0.017039409773010619 -9.7921832758010793e-06 -2.0347915935338727e-05 -0.0010690219974261292 0.011499962305271848 leaf_count=22468 6817 57 609 163 126 334 444 86 150 142 1065 132 810236 45206 3816 1851 internal_value=0 -0.0107168 0.0357682 -0.0263239 0.0831802 0.106366 0.0610132 0.116272 -0.0804697 0.0279631 -0.0148634 -0.012047 0.000421197 0.00784418 0.0370565 0.0585286 internal_count=893702 25776 2111 914 1197 1071 737 530 207 751 23665 22600 867926 57690 12484 8668 shrinkage=0.0912343 Tree=97 num_leaves=17 num_cat=0 split_feature=22 21 14 25 8 27 15 13 29 18 21 20 28 12 28 8 split_gain=2.99722 6.21033 4.92252 4.8142 4.11838 4.53693 4.34195 4.01502 4.5696 4.53227 10.9325 10.265 7.69114 6.71656 5.99347 5.50334 threshold=317.25000000000006 13.500000000000002 12.878176270033437 358.25000000000006 332.50000000000006 1.5000000000000002 0.23585150436680144 18.00338052600398 0.45687766327516482 1.5000000000000002 2.5000000000000004 0.52149767384539547 300.50000000000006 62.059397513308987 756.25000000000011 286.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -3 4 -2 -6 -7 8 -1 13 11 -11 -12 -9 -13 -15 right_child=3 2 -4 -5 5 6 -8 9 -10 10 12 14 -14 15 -16 -17 leaf_value=-0.0021157921414503428 0.0058494473784692766 0.016420876591763351 -0.022364726838146883 1.9319377251323002e-06 0.014637480757082971 -0.025149212547211378 0.00046200811969789279 0.00094503757439912725 -0.010516457868809878 -0.020619196014899088 -0.0068576200355719595 0.012355815546706938 0.0010952281912840545 -0.010803202515424246 -0.019306448922309444 -0.0025969488560174487 leaf_count=2542 2115 32 183 870249 187 56 3423 2989 684 92 1243 1157 5451 970 52 2277 internal_value=0 -0.0129416 -0.181861 0.000212241 0.0289745 0.00870138 0.000545355 -0.0108612 -0.0427138 -0.0036406 0.0121204 0.0959998 -0.00418182 -0.0238473 0.120503 -0.0553351 internal_count=893702 17672 215 876030 5781 3666 3479 17457 3226 14231 7995 1301 6694 6236 1209 3247 shrinkage=0.0912343 Tree=98 num_leaves=17 num_cat=0 split_feature=28 8 25 21 28 17 7 14 28 23 9 22 23 6 29 17 split_gain=3.12465 6.84431 6.78464 11.1139 10.3322 9.59104 9.73529 9.48931 14.9616 12.8704 18.2333 13.0639 12.3436 11.0286 9.62215 8.47606 threshold=693.25000000000011 2798.5000000000005 1180.2500000000002 1.5000000000000002 10876.000000000002 59.374673792193896 -42.492166519165032 37.96082658789885 1389.2500000000002 1.4670319230586537 0.92693047489530589 1248.2500000000002 1.245592045108199 0.88001547578952866 1.2486397679168764 110.59926477246496 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 5 -2 -4 -7 8 -5 10 13 12 -12 15 -10 -9 right_child=2 -3 3 7 -6 6 -8 9 14 -11 11 -13 -14 -15 -16 -17 leaf_value=-0.00017526848721116531 0.0004947716991425458 0.0033671775076500213 0.00028644059626374498 -0.0023451368786087125 -0.019152136727628111 -0.00015972463345733835 0.0079469719720543439 -0.011452601472635011 0.00024476004785429719 0.00052258201897039541 -0.03765025099637237 -0.0014865108748222194 0.0015872390159155426 0.00098771073641624606 0.005016460190423561 0.0099716714800842203 leaf_count=505124 252583 4581 48542 19912 223 2159 2875 3909 29988 7680 163 10885 113 820 3985 160 internal_value=0 -0.00157211 0.00220512 -0.00362988 0.00523313 0.00744831 0.0489963 -0.0112769 -0.00393923 -0.027939 -0.0440488 -0.0217412 -0.236596 -0.0949744 0.00881769 -0.116296 internal_count=893702 509705 383997 131191 252806 53576 5034 77615 53885 23730 16050 11161 276 4889 33973 4069 shrinkage=0.0912343 Tree=99 num_leaves=17 num_cat=0 split_feature=20 14 27 6 24 16 12 5 28 21 12 24 16 24 23 16 split_gain=2.95128 6.95162 5.66954 16.2739 13.7742 7.70571 6.29063 5.37029 8.43493 5.1994 11.077 11.7232 9.29972 8.49103 8.2932 9.74046 threshold=1.0662905313640609 38.858512906421332 45.500000000000007 0.71362362774344623 29.500000000000004 225.51183166953203 79.473611075682101 39.811571121215827 789.25000000000011 11.500000000000002 69.227922061357859 32.500000000000007 198.76803727252391 22.500000000000004 1.4982120328696129 224.50091506766819 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 -4 6 -6 -5 8 -3 13 11 -11 -12 -1 15 -15 right_child=1 7 3 4 5 -7 -8 -9 -10 10 12 -13 -14 14 -16 -17 leaf_value=6.1825582615378249e-05 -0.00018573537401560367 0.012017374924058915 -9.2854523802132205e-05 0.006663373732834689 -0.017966172499253835 0.0099676370674922476 -0.032529986562980569 -0.0035178386439889404 -0.037161637501656519 -0.0052568580438962283 0.0075226125593471985 0.017265285356405251 0.0014199375505395836 0.00099779057440146273 -0.023230941242100071 -0.0067389884742870207 leaf_count=698025 157374 42 1894 38 152 179 331 3741 94 2908 2309 206 20819 2701 172 2717 internal_value=0 -0.00381417 -0.00280013 -0.0491703 -0.179457 -0.0313476 -0.312315 -0.0456545 -0.240852 0.000882237 0.0147028 -0.0412888 0.0222417 0.000366784 -0.038452 -0.0315892 internal_count=893702 163845 159968 2594 700 331 369 3877 136 729857 26242 3114 23128 703615 5590 5418 shrinkage=0.0912343 Tree=100 num_leaves=17 num_cat=0 split_feature=27 17 23 5 10 14 5 17 5 4 28 22 17 25 24 4 split_gain=2.86904 7.52026 7.41595 6.79475 6.54167 7.60461 8.15566 6.44593 7.69934 6.88036 6.29404 6.15974 6.04078 7.61621 5.90819 5.88914 threshold=7.5000000000000009 110.59926477246496 1.4670319230586537 200.39732360839847 0.48454615562512232 30.127784894672907 35.439294815063484 42.183527093680986 298.69085693359381 188.99998474121097 17455.500000000004 2265.2500000000005 69.660027368572159 3652.5000000000005 4.5000000000000009 83.214702606201186 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 12 -3 6 -6 -1 9 -9 -11 -8 -4 -14 -5 -7 right_child=-2 4 3 14 5 15 11 8 -10 10 -12 -13 13 -15 -16 -17 leaf_value=0.00024191394671097433 8.0009511006662182e-05 -0.015188590123379931 0.0025257715063246393 -0.0045431739822250714 0.015151740186201357 0.01252128506946442 -0.024869290073939392 -0.00096532153940882142 0.0063370963599910677 -0.00074885908131746507 -0.024341917478189447 0.0028140135460498947 -0.019008077344348083 0.0047177824131518654 -0.033398435502916574 0.0002621058113880383 leaf_count=58716 702768 125 12316 562 117 1165 164 115104 1201 177 201 113 247 207 66 453 internal_value=0 -0.0034944 -0.0041621 0.0185146 0.0554945 0.0692851 -0.0552999 -0.00589427 -0.0101946 -0.011023 -0.145717 -0.148805 0.0235086 -0.0897726 -0.083036 0.0996228 internal_count=893702 190934 188797 13398 2137 2012 394 175399 116683 115482 378 277 12770 454 628 1618 shrinkage=0.0912343 Tree=101 num_leaves=17 num_cat=0 split_feature=0 29 2 17 30 10 1 19 4 17 24 20 21 12 28 29 split_gain=3.17429 6.59468 6.84714 5.99395 4.59861 4.31801 4.14371 4.02129 3.92434 3.93373 3.70589 3.57512 3.16571 7.12304 5.45218 5.22668 threshold=51.000000000000007 1.332172349271719 38.013888888888893 56.50729788036805 1.0000000180025095e-35 0.69243086944894838 1157.5000000000002 1136.2500000000002 52.378276824951179 50.000995654886701 22.500000000000004 1.0353747366073265 4.5000000000000009 279.96803743153549 300.50000000000006 7.0383625161483678 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 3 4 5 -3 7 -6 -2 9 -8 -7 -9 -1 14 -14 -15 right_child=1 2 -4 -5 6 10 8 11 -10 -11 -12 -13 13 15 -16 -17 leaf_value=0.00023049962111089666 -0.0023591655602501448 -0.0022689198900749663 0.001470948492731783 0.0014585818469567777 -0.00021058755153357468 -0.00013503917899281871 -0.016879713173608486 0.0021716690118117094 -0.00058475002579532972 -0.0075388786123973834 0.0067144180799879778 -0.026042963712186354 -0.0064008153693457127 -0.013622802398003566 -9.364752534850376e-05 0.0022601524319822569 leaf_count=407873 14919 8004 3053 14484 684 26861 518 2297 445 1362 674 38 1144 556 410540 250 internal_value=0 -0.00631575 -0.0257816 -0.00169634 -0.0373982 -0.0074149 -0.0707257 -0.0198187 -0.0908537 -0.110842 0.000357556 0.0187704 0.00055096 -0.00140243 -0.00121856 -0.0953186 internal_count=893702 73339 14066 59273 11013 44789 3009 17254 2325 1880 27535 2335 820363 412490 411684 806 shrinkage=0.0912343 Tree=102 num_leaves=17 num_cat=0 split_feature=9 17 27 4 8 28 4 11 28 9 15 25 28 26 7 11 split_gain=2.8149 8.73942 6.17801 6.25154 17.1487 13.7288 6.18754 8.98084 4.84263 4.68476 4.48818 4.2739 6.9447 4.59791 5.99243 5.61403 threshold=0.97520953807974164 86.129141288675186 2.5000000000000004 69.002777099609389 5636.5000000000009 7125.5000000000009 56.970235824584968 0.77107486000589465 703.25000000000011 0.98536840227336453 0.4626468877167072 1027.2500000000002 410.75000000000006 0.46764625915619107 -71.565052032470689 0.91912236653326296 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 6 9 10 -8 -4 -6 -2 12 -12 -14 -15 -16 right_child=1 -3 8 -5 5 -7 7 -9 -10 -11 11 -13 13 14 15 -17 leaf_value=-8.2155352094673867e-05 0.0020303829102806133 0.0066566115996814041 3.3160985289506505e-05 0.0035885946026304387 -0.03089175251846376 -0.00030247547943836175 -0.045776183108148634 0.0029939840924365704 0.00096306698584287126 -0.062657916247513157 0.005052507073559454 -0.00032080567453430511 -0.024432546250563899 -0.017951919562784135 -0.0018299046507103938 -0.018778968715873284 leaf_count=668866 1550 1781 148196 1179 112 108 66 60 68005 59 356 1635 146 355 1035 193 internal_value=0 0.00318953 0.00263243 -0.0269256 -0.0406912 -0.282441 -0.0281915 -0.247191 0.00356947 -0.458731 -0.0229555 -0.041793 -0.0718086 -0.0979965 -0.0823356 -0.0492548 internal_count=893702 224836 223055 6854 5675 279 5396 126 216201 171 5270 3720 2085 1729 1583 1228 shrinkage=0.0912343 Tree=103 num_leaves=17 num_cat=0 split_feature=29 9 11 17 19 24 7 4 22 15 6 4 20 16 17 28 split_gain=2.62399 2.90063 6.25497 8.37323 5.82757 6.20561 5.73738 7.18 11.5717 8.02454 5.7214 7.14356 10.5031 6.22371 5.67091 6.22289 threshold=10.865582191780824 0.96247447701170863 0.6714371053080731 61.024846484205348 510.25000000000006 19.500000000000004 -18.434947013854977 47.00000190734864 835.25000000000011 0.55846142057031078 0.43750000314320775 5.0068869590759286 0.79975277176769721 97.46313204127101 51.135958441571979 26361.250000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 6 5 -5 -3 8 -8 -10 11 -4 -13 -12 -1 -16 right_child=-2 2 10 4 -6 -7 7 -9 9 -11 13 12 -14 -15 15 -17 leaf_value=4.1618646819517869e-05 0.0025817822751350384 0.00083773831273833499 -0.0017398410637890186 -0.0019044872979598947 0.0045890643686582406 -0.033602171247351598 0.001060740582336231 0.0040558518034295773 -0.030047338037380526 0.00085687999210099408 0.0085052081018444636 0.005495281574872374 0.0009487419287689191 -6.1397253614828935e-05 -0.00076937399438551984 0.0078819915201435754 leaf_count=240963 3245 21898 6136 327 7237 61 329 386 282 93 707 5010 27142 457166 122024 696 internal_value=0 -0.000189716 0.00130993 0.0151826 0.0438986 -0.0754967 0.00565761 -0.0651525 -0.12525 -0.245336 0.000453994 0.012197 0.0181642 -0.000527977 -0.00236187 -0.00789515 internal_count=893702 890457 526774 30613 7625 388 22988 1090 704 375 496161 38288 32152 457873 363683 122720 shrinkage=0.0912343 Tree=104 num_leaves=17 num_cat=0 split_feature=4 25 10 25 7 29 6 16 25 7 1 1 29 17 9 7 split_gain=2.99738 9.27864 9.50713 5.53029 5.49153 7.0133 6.40801 5.34534 4.60459 10.3151 8.27255 8.42858 9.0487 9.97034 8.09098 7.81789 threshold=188.99998474121097 52046.500000000007 0.93079051868846108 15901.500000000002 -57.501955032348626 1.2870146800341009 0.7058823560523626 221.85825475307948 3157.5000000000005 -67.354396820068345 3761.5000000000005 12280.000000000002 0.98402798867819108 73.084891878035862 0.98919243373024901 -85.883308410644517 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 8 -2 6 -6 -8 -1 15 -11 14 13 -13 -12 -10 right_child=1 -3 -4 -5 5 -7 7 -9 9 10 11 12 -14 -15 -16 -17 leaf_value=1.9182796914647228e-05 0.0023639253661646349 0.0022146549452927056 -0.045426779336839362 0.0022714154145429774 -0.00063102904300834024 -0.0057544252390802127 -0.0177346834194562 -0.049130664205223738 -0.0012588046783528226 -0.0023020522739388588 0.0017656427913154756 0.0038355043751993672 -0.0024742396271480124 -0.053527325822317805 -0.04037970692620689 -0.006808701842069281 leaf_count=842601 392 1421 55 8809 73 701 95 86 4610 10470 17076 43 3271 61 38 3900 internal_value=0 -0.0326717 -0.0903895 -3.52486e-05 -0.0737497 -0.114657 -0.257022 -0.357893 -0.000284235 -0.0108409 -0.0023651 0.00932018 -0.0363524 -0.326741 0.0183271 -0.0416755 internal_count=893702 2823 1402 890879 1347 955 254 181 882070 39469 30959 20489 3375 104 17114 8510 shrinkage=0.0912343 Tree=105 num_leaves=17 num_cat=0 split_feature=10 9 11 25 19 11 11 24 20 21 19 22 20 27 10 5 split_gain=2.80876 5.48721 7.19528 8.78236 11.1042 6.55261 5.82169 7.12026 8.62786 6.48443 5.91651 5.77026 6.27847 12.95 8.54007 5.827 threshold=0.69243086944894838 0.72737711382773906 0.45772971247109184 3157.5000000000005 8051.5000000000009 0.56918047053309284 0.87459888459888468 22.500000000000004 1.2311714147842636 12.500000000000002 288.25000000000006 612.75000000000011 0.78699542780729403 3.5000000000000004 0.49023211832732205 18.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 -3 11 -8 10 -10 -9 12 13 14 -7 -13 right_child=-2 5 3 4 -6 6 7 8 9 -11 -12 15 -14 -15 -16 -17 leaf_value=0.0042825326176675251 0.00011280032930627347 0.0041200807694960588 0.001324733884440979 -0.048568782987968545 -0.0099261723739439527 0.032406272358283354 0.00077111690692817662 -0.025839824937245428 -0.00029488029480805765 -0.030459072751999498 -0.00151310456139616 0.0026778541837517147 -0.00058531922726144181 -0.0025514463291882892 0.0024854530339328625 -0.00015250982244506108 leaf_count=227 587382 2881 152 108 145 144 57634 86 92 167 2572 6396 100357 21794 177 113388 internal_value=0 -0.00249875 -0.0955814 -0.175464 -0.289604 -0.00230631 -0.00275791 0.00601246 -0.0421888 -0.216414 -0.025212 -0.00495003 -0.00977664 -0.0250291 0.174363 -1.51192e-05 internal_count=893702 306320 632 405 253 305688 302807 60551 2917 259 2658 242256 122472 22115 321 119784 shrinkage=0.0912343 Tree=106 num_leaves=17 num_cat=0 split_feature=16 22 5 11 12 23 9 17 11 14 27 4 29 17 19 27 split_gain=2.97515 3.79667 7.60522 6.71427 10.507 8.70182 13.2053 4.9678 3.71484 3.73859 3.53304 5.93292 6.63781 4.56616 5.90226 3.48409 threshold=146.86135011441652 1746.2500000000002 57.856071472167976 0.60960776046982956 242.15485194281402 0.9531657804609176 0.83752411742066257 110.59926477246496 0.88477539309237285 19.194265456788084 6.5000000000000009 30.913235664367679 0.87616886053117427 86.129141288675186 1930.5000000000002 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 5 10 15 7 -7 -1 -10 13 12 -12 -5 -15 -3 right_child=-2 3 -4 4 -6 6 -8 -9 9 -11 11 -13 -14 14 -16 -17 leaf_value=-0.0014367173279011801 2.5904758176200053e-05 -0.0017210674681529903 -0.0094276462191440098 0.00040974173602396127 -0.011027969835875683 -0.013130302530559182 0.014544101011943448 0.010944110729613861 0.0010457140830413695 0.016066164138658034 -0.0048481902239287805 -0.020799204725125073 0.028228290873423632 0.019371401884969022 -0.00077669704469083222 0.026679281142803362 leaf_count=17732 867956 1273 982 1879 773 243 1046 101 460 197 319 155 60 269 220 37 internal_value=0 -0.0106241 -0.0175905 0.010544 -0.0172731 0.0484062 0.103519 -0.0664437 -0.0130117 0.0608276 0.0103232 -0.0631529 0.00425489 0.0268925 0.112971 -0.0100721 internal_count=893702 25746 19371 6375 3675 2700 1390 344 18389 657 2902 534 379 2368 489 1310 shrinkage=0.0912343 Tree=107 num_leaves=17 num_cat=0 split_feature=10 30 17 16 22 19 15 11 16 13 22 20 23 27 26 20 split_gain=2.67979 5.56078 5.84962 5.38013 5.32759 21.3301 18.5519 13.2083 9.00282 6.48522 5.49542 5.01513 5.64551 4.5443 4.10206 4.07221 threshold=0.96675497447494851 1.5000000000000002 48.340201392509613 227.30597206331365 2168.5000000000005 2665.5000000000005 0.23585150436680144 0.83724239053493787 243.34550682548567 184.93868831196178 2373.5000000000005 0.39691961012636395 0.78907412552869638 2.5000000000000004 1.1336542908197111 0.42571925286747098 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 13 11 6 8 -8 9 10 -6 -2 -13 14 -4 -15 right_child=1 -3 3 -5 5 -7 7 -9 -10 -11 -12 12 -14 15 -16 -17 leaf_value=2.0397284652041367e-05 -0.0052897282076213 0.0010177403386528482 -0.015548770287298065 0.011756731219510732 0.0022199104895724948 -0.00063210671701627893 0.0025129041983486824 -0.055634642232432537 -0.043643821684863013 0.040617194016691421 -0.018626164514538739 0.0092007298792585093 0.00083458883013844782 -0.010034665474077836 0.021052413640257377 -0.0028103287304786571 leaf_count=869407 902 8006 455 163 233 4407 42 144 55 25 192 787 4570 798 27 3489 internal_value=0 -0.0104246 -0.0210311 -0.0497877 -0.00854298 -0.0325416 -0.195895 -0.465883 -0.0964542 -0.0497755 -0.0788915 0.0110041 0.0226194 -0.0558938 -0.147954 -0.0455431 internal_count=893702 24295 16289 4932 11357 5098 691 186 505 450 425 6259 5357 4769 482 4287 shrinkage=0.0912343 Tree=108 num_leaves=17 num_cat=0 split_feature=21 21 15 19 22 10 27 5 24 6 20 27 22 16 13 15 split_gain=2.75642 4.73332 5.57377 5.68604 7.94724 6.95047 5.73692 4.91253 4.37147 8.69804 6.3679 5.0053 15.476 10.3188 9.06768 10.2161 threshold=18.500000000000004 16.500000000000004 0.48395210039086139 540.25000000000011 494.25000000000006 0.84120548622607683 46.500000000000007 19.798989295959476 26.500000000000004 0.79310346172317259 1.2132412334885492 31.500000000000004 402.25000000000006 212.09399764873416 46.315718915773473 0.44553707717072294 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 4 5 7 -6 -4 11 -10 -11 -1 -13 -14 15 -15 right_child=-2 2 3 -5 6 -7 -8 -9 9 10 -12 12 13 14 -16 -17 leaf_value=3.4649350591984155e-05 0.005877875714943301 0.0032664826242450452 -0.025132673405686635 0.0011006937476970612 -0.0044935024408127508 -0.027042774537223022 -0.026974939154150387 0.00013351841226334906 0.0028493778567785124 -0.0024455376407386351 -0.021990018898105358 -0.013955780986274003 0.001653275301529397 -0.0089540304007345809 0.0018955360452385472 -0.00181487013613041 leaf_count=836890 664 678 70 596 139 104 295 754 9688 1593 152 752 10942 1796 5099 23490 internal_value=0 -2.78653e-05 -0.0423403 -0.0693992 -0.105047 -0.0528086 -0.216746 -0.0220628 9.73991e-05 0.0195254 -0.0454651 -0.000155306 -0.0107975 -0.00821052 -0.0176929 -0.0254504 internal_count=893702 893038 2636 1958 1362 928 434 824 890402 11433 1745 878969 42079 41327 30385 25286 shrinkage=0.0912343 Tree=109 num_leaves=17 num_cat=0 split_feature=18 18 21 27 22 11 6 27 22 14 8 21 17 27 19 13 split_gain=2.77206 2.60241 10.0005 7.24119 16.6171 6.40701 7.22103 6.1036 6.0803 5.93149 5.91571 5.86033 10.34 7.031 14.1271 10.4921 threshold=6.5000000000000009 3.5000000000000004 9.5000000000000018 45.500000000000007 632.25000000000011 0.75824823761144533 0.39475657638296557 18.500000000000004 1225.2500000000002 14.634933354010565 1529.5000000000002 8.5000000000000018 60.348012632493003 18.500000000000004 731.25000000000011 40.414279836661116 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -3 7 -7 10 -9 -4 12 13 -8 -15 -16 right_child=-2 5 8 4 -6 6 11 9 -10 -11 -12 -13 -14 14 15 -17 leaf_value=-4.0499182589367982e-05 0.0073353382031244828 0.0018797517906410485 0.0014469599511573556 0.0032658220279060584 -0.049379815762224263 -0.007425237383415933 -0.0018244565495421959 0.010607844913398034 -0.027677252205093386 0.0017649559586670476 -0.016181945402326856 -0.0021557220838078327 -0.010370206090722865 0.0045490725420142628 -0.014506908047890435 -0.00023031001207520846 leaf_count=794776 428 7299 45210 130 81 410 5737 906 60 2083 159 27198 747 6229 576 1673 internal_value=0 -9.65225e-05 0.000331537 -0.000493078 -0.185721 -0.00690245 -0.0113092 0.0330299 0.0147619 0.0487244 0.0151826 -0.0148839 0.001012 0.00703833 0.0253333 -0.0426018 internal_count=893702 893274 840416 794987 211 52858 45559 3399 45429 2989 45369 42160 14962 14215 8478 2249 shrinkage=0.0912343 Tree=110 num_leaves=17 num_cat=0 split_feature=4 25 10 11 0 25 6 7 7 28 6 11 16 12 7 11 split_gain=2.58149 7.43938 8.33941 5.70762 4.47594 4.31074 4.29176 5.32748 3.83288 7.88597 6.86764 7.54858 5.30033 3.80797 5.76956 8.41933 threshold=188.99998474121097 52046.500000000007 0.93079051868846108 0.69378344327737052 37.500000000000007 15901.500000000002 0.40000000347871084 -4.2170312404632559 -57.501955032348626 9394.0000000000018 0.73633022397922054 0.51460120116127039 231.92319978754082 713.7853172679886 -89.940933227539048 0.8206905448204691 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 8 -5 13 7 -3 -2 -10 -11 -12 -13 -1 15 -15 right_child=1 6 -4 4 -6 -7 -8 -9 9 10 11 12 -14 14 -16 -17 leaf_value=3.26564950159781e-06 0.0050711517502468467 -0.026444980175091087 -0.042304138396954197 -0.026250089533815971 -0.0046844487644768229 0.0020214383682656697 0.0039666635718019995 0.0031576956301342229 0.0033147815375929764 0.0019459519407725953 0.010828591669516894 -0.023509907652275584 -0.057402740462319246 -0.035765064523772171 -0.0025441912946156005 0.0082986386561956019 leaf_count=880103 348 93 55 179 145 8819 1211 111 329 112 39 133 54 105 1811 55 internal_value=0 -0.0302055 -0.0820543 -0.0663786 -0.181936 0.000157416 0.0208739 -0.113309 -0.0294913 -0.0738784 -0.181155 -0.281501 -0.364963 -6.25325e-05 -0.0439679 -0.225991 internal_count=893702 2809 1394 1339 324 890893 1415 204 1015 667 338 226 187 882074 1971 160 shrinkage=0.0912343 Tree=111 num_leaves=17 num_cat=0 split_feature=0 25 18 27 1 15 5 28 20 20 6 22 23 16 19 11 split_gain=2.50426 6.11299 6.37007 8.27166 6.72897 5.98023 5.3249 7.24474 14.1825 19.6251 17.0758 11.0925 8.18027 6.0253 5.72317 5.3814 threshold=17.500000000000004 855.25000000000011 1.5000000000000002 21.500000000000004 1810.5000000000002 0.860442429414224 44.338102340698249 1142.2500000000002 0.84861562431138149 1.1522903874914245 0.84000000509755424 1323.2500000000002 0.99386878984722737 205.35653954622114 2256.5000000000005 0.78054404960364721 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -5 7 14 15 10 13 12 -12 -10 -4 -9 right_child=-2 2 6 4 -6 -7 -8 8 9 -11 11 -13 -14 -15 -16 -17 leaf_value=0.00047879642594354235 -9.7234152452532868e-05 -9.5434895434915748e-06 -0.0026471653944199159 -0.0028583648217876904 -0.045702469493037023 -0.048199942036760528 -0.00018012825235445712 0.0053831111842862558 -0.019520020660368922 0.00057757875728566205 0.00052488243204316866 0.019081485120194103 -0.049601279297200075 -0.056162133712166919 0.030783776403331325 -0.0076377587540247078 leaf_count=198017 640141 43808 4876 179 52 28 4750 407 47 243 47 65 64 182 43 753 internal_value=0 0.00264751 -0.00662331 -0.00115805 -0.179341 -0.0985542 -0.0276077 -0.0457076 -0.0998379 -0.218338 -0.353139 -0.118919 -0.311031 -0.533151 -0.0258118 -0.0336412 internal_count=893702 253561 55544 44067 259 207 11477 6727 1808 648 405 176 111 229 4919 1160 shrinkage=0.0912343 Tree=112 num_leaves=17 num_cat=0 split_feature=11 14 29 25 11 22 7 6 28 24 23 21 22 23 9 5 split_gain=2.63209 3.22352 9.67916 7.33246 8.2244 7.5629 7.15571 9.46142 6.86327 7.63376 10.6221 7.56848 7.03789 6.58495 6.25947 5.89896 threshold=0.94063022575250843 26.185633962707922 2.3803192715537116 1087.7500000000002 0.84074705072884692 1094.2500000000002 -89.940933227539048 0.17434479881573386 795.75000000000011 15.500000000000002 0.6055641761275895 7.5000000000000009 934.75000000000011 2.8178023613291479 0.97764763048076386 166.39163208007815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 5 -4 7 -3 -1 11 -11 13 -13 15 -9 -10 right_child=-2 6 3 -5 -6 -7 -8 14 9 10 -12 12 -14 -15 -16 -17 leaf_value=-2.9318388118296594e-06 0.00088339561925350181 -0.035997479844508747 -0.015379962807239356 -0.021710741839266693 0.0076160791649484303 0.0013219803381174274 0.00028865705553196119 -0.0009888909551628198 -0.00094965582069548367 -0.0082619712774489561 0.0048446094337207656 -0.0096602018673345013 0.0037954410696217212 -0.030896791131377062 -0.0087766457607418129 0.014147354888742638 leaf_count=500633 26945 72 586 249 338 367 271224 3935 81919 602 3549 1494 413 61 1099 216 internal_value=0 -0.000353242 -0.00167255 -0.0808482 -0.0505441 -0.0980777 0.0024657 -0.0346225 -0.0014655 -0.00959647 0.0322666 -0.0116627 -0.0739427 -0.0102177 -0.0294744 -0.00997381 internal_count=893702 866757 590427 1540 1291 953 276330 5106 588887 88254 4151 84103 1907 82196 5034 82135 shrinkage=0.0912343 Tree=113 num_leaves=17 num_cat=0 split_feature=26 16 27 10 23 27 27 25 22 19 16 29 7 27 23 32 split_gain=2.34149 3.45356 4.56441 2.41873 6.30045 10.0652 4.94498 8.76624 7.97054 21.1678 24.6346 18.8358 5.71556 6.22181 5.61521 8.94887 threshold=7.019156192063682 227.46724237546945 4.5000000000000009 0.96675497447494851 2.8178023613291479 16.500000000000004 6.5000000000000009 442.25000000000006 1854.2500000000002 3671.5000000000005 241.33857857392601 0.99907833788218203 -80.607040405273423 1.5000000000000002 0.32318157487651428 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 6 -6 7 -5 -9 10 12 -12 -10 -14 15 -8 right_child=1 2 -4 4 5 -7 14 8 9 -11 11 -13 13 -15 -16 -17 leaf_value=8.490703278484431e-06 0.0089633488421584327 -0.015196046744240624 0.0019972210043804621 -0.014335417341494927 -0.0022645032051525813 -0.032523140058027554 -0.010032976204678402 0.0020439152518823456 -0.018158982606768174 0.00033982292211882838 0.0084811929498877243 -0.047113455890809584 -0.023321357182864523 -0.0033000026746264044 0.001982263483761034 -1.8688130270024969e-05 leaf_count=866947 564 136 2338 471 284 135 927 3352 315 4477 65 231 140 1674 7909 3737 internal_value=0 0.0276299 0.0115316 -0.0001795 -0.0101428 -0.13168 -0.00795703 -0.0237311 -0.0176038 -0.0370333 -0.11228 -0.382588 -0.0746985 -0.0531072 0.00549854 -0.0220212 internal_count=893702 3038 2474 890664 23717 419 23298 10725 10254 6902 2425 296 2129 1814 12573 4664 shrinkage=0.0912343 Tree=114 num_leaves=17 num_cat=0 split_feature=27 22 4 8 23 4 12 23 4 28 27 15 22 11 17 14 split_gain=2.40766 10.2555 11.0951 7.69453 5.44149 5.10001 7.33662 6.72565 8.16811 7.67127 16.7615 11.3107 7.09015 7.06417 6.71442 6.4999 threshold=22.500000000000004 1145.7500000000002 60.001482009887702 2143.5000000000005 1.2729513349997419 30.000001907348636 107.71625176280139 0.67355677087783994 17.563498497009281 639.25000000000011 36.500000000000007 0.64871304169675348 628.25000000000011 0.84802196925041762 61.024846484205348 13.860891507068574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 4 -3 6 7 8 9 -2 11 -11 -13 -14 -8 -9 right_child=1 2 -4 -5 -6 -7 14 15 -10 10 -12 12 13 -15 -16 -17 leaf_value=8.9759950664737001e-05 0.0013441465496361119 -0.0084011366424008201 -0.042008858913775246 0.0094759614125805199 -0.034598904321811147 -0.0031238948571076582 0.00062693520237964593 0.0073634979012640487 0.0037842299476156787 -0.0057912458212198981 -0.019050965408048241 -0.0042605126650973012 0.00047353281001415469 0.010467177810836566 0.0060985625393328849 -0.00084427831899300352 leaf_count=708629 11364 610 81 191 74 4936 42282 809 6098 2612 477 997 1329 1057 1953 110203 internal_value=0 -0.0030667 -0.106373 -0.0735952 -0.123149 -0.0025303 -0.00165677 -0.00532034 0.00988389 -0.000917964 -0.0283989 -0.014044 0.0241228 0.0537158 0.00951956 -0.00859835 internal_count=893702 185073 956 875 684 184117 179181 134946 23934 17836 6472 5995 3383 2386 44235 111012 shrinkage=0.0912343 Tree=115 num_leaves=17 num_cat=0 split_feature=24 6 14 26 16 21 19 22 27 27 22 5 0 9 25 22 split_gain=2.67927 6.78632 6.39665 9.29842 9.93318 5.38836 4.80169 5.20206 4.59163 4.5792 17.0229 5.30222 6.83394 4.57478 4.48958 6.30028 threshold=26.500000000000004 0.79310346172317259 15.307395666105998 0.65506787745367834 220.54083333333335 16.500000000000004 557.75000000000011 507.75000000000006 52.500000000000007 47.500000000000007 514.75000000000011 35.439294815063484 40.500000000000007 0.95669489576642808 601.25000000000011 554.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 4 8 -5 7 13 -4 -1 -11 12 14 -7 15 -12 right_child=1 -3 3 5 -6 6 -8 -9 -10 10 11 -13 -14 -15 -16 -17 leaf_value=-7.0272707912088665e-06 0.0089104163831775079 -0.003549638985569108 0.00406945718833596 0.0027989639476308594 -0.045107504803673239 -0.018429922792512939 0.0040047682291485687 -0.017069497456061147 -0.023027539342793321 0.014670391881750313 -0.0028756049239123949 -0.0014520130201413129 -0.0043990302395917179 -0.00017287080410949678 -0.0059620295090600179 -0.036817788113891525 leaf_count=878406 1043 2090 149 8917 68 133 603 272 80 260 57 275 229 810 84 226 internal_value=0 0.0137045 0.0228107 0.0157337 -0.158808 0.0205627 -0.0290553 -0.0652605 -0.0591526 -0.000158899 -0.0637482 -0.130777 -0.183776 -0.0301184 -0.268361 -0.32862 internal_count=893702 14165 12075 11032 297 10735 1818 1215 229 879537 1131 871 596 943 367 283 shrinkage=0.0912343 Tree=116 num_leaves=17 num_cat=0 split_feature=11 17 30 7 17 21 8 29 13 16 11 22 5 9 11 9 split_gain=2.38238 3.19083 3.31792 3.05303 7.46439 18.6971 14.3955 10.2442 6.88234 9.81516 7.71985 8.33454 7.17017 7.0597 6.77604 7.87658 threshold=0.94063022575250843 43.514568964808767 1.0000000180025095e-35 -8.1301016807556135 63.152514530460003 1.5000000000000002 3725.5000000000005 1.0532479515287443 71.13117562666379 212.90733886139279 0.8257111733582323 598.75000000000011 17.003228187561039 0.92693047489530589 0.64902479510322653 0.9282976671081592 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 14 -6 8 -8 9 12 -11 -12 -7 -10 15 -5 right_child=1 2 -4 4 5 6 7 -9 13 10 11 -13 -14 -15 -16 -17 leaf_value=0.00020524818031454186 0.00010465517653625093 0.0029947997390056282 -0.0013386351964516947 -0.001261552150978141 0.0072605616137095732 0.0068824365680849459 -0.029654306192691653 -0.0047229388631083212 -0.0047568583566097019 -0.0031421586987533268 0.0036207872689813189 -0.029787672362504049 -0.0038674443992774443 0.013752210770184308 -6.2520067399121377e-05 -0.0077785404821790107 leaf_count=302308 17395 7789 1813 9809 1379 563 304 250 310 283 78 306 6248 384 542651 1832 internal_value=0 0.00922434 0.0238571 -0.000314787 -0.00168839 -0.0286227 -0.0457226 -0.201719 -0.0351472 -0.043988 -0.159759 -0.252115 -0.0326506 0.0601141 -0.00119737 -0.0250691 internal_count=893702 26997 9602 866705 564397 10105 8726 554 8172 7478 667 384 6811 694 554292 11641 shrinkage=0.0912343 Tree=117 num_leaves=17 num_cat=0 split_feature=4 29 30 25 4 20 25 22 25 28 25 13 6 22 16 23 split_gain=2.66242 6.99132 7.26601 10.2298 9.28756 13.4483 9.2642 8.35905 12.3578 10.7926 10.4898 10.0475 9.72607 7.38643 6.66949 6.33706 threshold=12.00056314468384 1.0532479515287443 1.0000000180025095e-35 3157.5000000000005 5.0068869590759286 0.36713162355164081 755.75000000000011 734.25000000000011 806.25000000000011 885.25000000000011 1548.2500000000002 18.528316514169756 0.53333333615903566 1065.7500000000002 217.70166969725128 0.2554450951950884 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -7 8 12 11 14 -9 -6 -11 -10 -14 right_child=-2 -3 -4 -5 7 6 -8 9 10 13 -12 -13 15 -15 -16 -17 leaf_value=-0.011487984189490614 -4.2517668735831162e-05 -0.011545792654701957 -0.00065519182861487881 -0.015967392080045148 0.0035926257379176401 -0.00057631047043144761 0.022070685737565512 0.018318185342180278 -0.0073960608218708217 -0.0076625860799499597 0.016139762412418643 0.0055366929168897865 0.0036999273492300555 0.0056566846239865434 -0.025978982772524219 -0.0012952588009313222 leaf_count=1050 840751 390 19977 275 13902 1508 167 817 576 594 122 1371 2835 832 223 8312 internal_value=0 0.00684475 0.00783454 0.0170407 0.0186754 -0.0371889 0.018432 0.0238211 0.0175505 0.0688812 -0.0962121 0.112998 0.0217333 0.00118974 -0.137915 -0.000272272 internal_count=893702 52951 52561 32584 32309 2725 1675 29584 25970 3614 921 2188 25049 1426 799 11147 shrinkage=0.0912343 Tree=118 num_leaves=17 num_cat=0 split_feature=22 21 25 20 27 28 12 13 27 25 25 11 29 6 18 10 split_gain=2.38223 4.50362 4.33332 4.14572 3.92686 5.51465 4.63471 5.97215 5.79911 7.2244 6.56192 5.76136 5.55164 4.61232 4.44527 4.34478 threshold=317.25000000000006 13.500000000000002 338.25000000000006 0.94631596764281245 9.5000000000000018 607.25000000000011 103.23097038856282 28.821761309052707 3.5000000000000004 802.25000000000011 511.75000000000006 0.68897140126953804 0.21277410003989874 0.90909091790281282 1.5000000000000002 0.79816365339502016 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -2 -3 6 -6 7 8 9 11 -10 -1 -11 -7 -13 -12 right_child=2 3 -4 -5 5 13 -8 -9 10 12 15 14 -14 -15 -16 -17 leaf_value=-0.014037874688923261 0.0034849649077366178 0.0017152392316293998 1.3311539953993188e-05 -0.024043125288413139 0.0014908525275976576 -0.0089431645974107545 0.0073925475085980059 -0.0078185480124482211 -0.0046695796163812005 0.001192660283402168 -0.0021485191128243803 0.0033074558773619972 -0.027410407592506871 0.0065438267750184539 0.014325666817073293 0.0094866259925152786 leaf_count=131 3003 85 872984 134 7069 786 406 1505 4359 115 571 1346 111 201 394 502 internal_value=0 -0.0114367 0.000276353 -0.153951 -0.00965281 0.00656453 -0.0234925 -0.0281898 -0.0166944 0.0279732 -0.0339381 0.0483727 -0.140909 -0.0634551 0.0635987 0.0361153 internal_count=893702 17715 875987 219 17496 8056 9440 9034 7529 2097 5432 1871 226 987 1740 1073 shrinkage=0.0912343 Tree=119 num_leaves=17 num_cat=0 split_feature=27 23 21 12 12 11 29 23 9 22 29 1 25 19 14 11 split_gain=2.33805 7.19756 6.69772 30.2599 26.2833 27.364 23.5008 18.2614 15.4273 14.381 14.3438 14.1478 11.2112 10.1811 9.69477 11.8942 threshold=6.5000000000000009 1.4670319230586537 1.5000000000000002 242.15485194281402 302.21677477306474 0.65197223749312816 1.3766171667923159 0.82956957611419868 0.89863308008469311 2265.2500000000005 2.3803192715537116 6370.5000000000009 559.25000000000011 4201.5000000000009 60.380750625233425 0.72735755311628436 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 12 14 5 10 7 -7 11 -9 -5 -6 -1 -11 -4 -16 right_child=-2 -3 3 4 8 6 -8 9 -10 13 -12 -13 -14 -15 15 -17 leaf_value=-0.0034596177992548939 8.0118683007550088e-05 0.0019719478010750973 -0.00046721642627268269 -0.0015234717541686498 -0.0019348028883045306 -0.0070332824416589508 0.00048579250309366794 0.00068535008882809011 0.0035910133053838056 -0.042861754037175896 -0.0411621292145695 -0.019941670422578616 0.00055108405490584991 -0.018829097464396292 -0.05502327973578508 -0.0040131939160884238 leaf_count=6398 737911 10724 69966 1228 983 275 309 91 1947 656 81 576 62204 189 60 104 internal_value=0 -0.00338517 -0.00523323 -0.0116692 -0.0778575 -0.149564 -0.240832 -0.303642 -0.0199977 -0.370204 -0.0435832 -0.0941286 0.00194045 -0.410881 -0.0056903 -0.248541 internal_count=893702 155791 145067 76465 6335 2829 1520 1211 3506 936 1309 1559 68602 845 70130 164 shrinkage=0.0912343 Tree=120 num_leaves=17 num_cat=0 split_feature=20 28 27 15 22 26 22 28 27 12 13 27 20 11 9 13 split_gain=2.35919 6.69039 5.23673 11.2213 9.35321 5.68282 5.50193 5.78995 5.62665 7.06311 6.96023 5.4846 7.23626 5.91075 5.3951 6.38951 threshold=1.0662905313640609 1945.7500000000002 32.500000000000007 0.73011894582612769 402.25000000000006 0.74691780243535832 1050.2500000000002 724.25000000000011 36.500000000000007 113.71625176280138 39.446246882070504 44.500000000000007 1.5228120983944831 0.81685705598749092 0.84783527509280032 71.13117562666379 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 14 4 -4 -6 7 8 10 -10 -7 12 -5 -13 -2 -16 right_child=1 -3 3 11 5 6 -8 -9 9 -11 -12 13 -14 -15 15 -17 leaf_value=7.0202207269278946e-05 -0.0050598246111759199 -0.007503586840698127 -0.019966381790218018 -0.0028741410032805232 0.019272741161091914 0.00091690135598109619 -0.044244450521742522 0.0058995995071576598 -0.0015738653108178016 0.005107660054792045 -0.0079823482060490773 0.0014864357071483155 -0.021432385672115955 -0.019314999010865693 -0.00015897305131700709 0.0032500297840198488 leaf_count=729895 1811 1070 207 1558 121 1213 24 1056 4717 1827 1843 146 197 514 142775 4728 internal_value=0 -0.00342987 -0.00291166 -0.0218313 -0.00828872 -0.00425339 -0.00669489 -0.00561773 -0.0133488 0.0031954 -0.0487758 -0.0835606 -0.0543361 -0.161271 -0.00121083 -0.000544776 internal_count=893702 163807 162737 13423 11008 10801 10680 10656 9600 6544 3056 2415 1755 660 149314 147503 shrinkage=0.0912343 Tree=121 num_leaves=17 num_cat=0 split_feature=28 25 27 18 6 21 16 13 25 19 28 11 16 5 7 28 split_gain=2.45818 5.11528 7.50999 7.19376 20.4051 8.51883 11.183 9.65219 10.6659 15.5115 8.32955 21.6221 11.6524 8.15142 8.79707 15.0667 threshold=693.25000000000011 957.25000000000011 2.5000000000000004 1.5000000000000002 0.40625000383994164 6.5000000000000009 217.25224699136743 44.768314060999607 1087.7500000000002 1277.2500000000002 2142.7500000000005 0.8838733536934531 228.89346312184989 52.570800781250007 -89.940933227539048 4354.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 13 -5 10 -7 8 -8 -10 -6 -12 -13 -3 15 -15 right_child=1 3 -4 4 5 6 7 -9 9 -11 11 12 -14 14 -16 -17 leaf_value=-0.00012765255509955981 -0.0040975705062189357 0.00099204602415083358 0.00054530146987629888 0.0032305723852589382 -0.0016557249557257953 -0.00064129935763639447 -0.0083835980133357673 -0.006988548063316149 -0.046109905339788711 0.0043892426151860174 -0.0042991229184796515 -0.010497669898591858 -0.052214585539239182 -0.010292808428313366 -0.00025758532208808738 0.0013547029889115509 leaf_count=509766 2941 51428 207484 5902 18157 892 220 676 229 65 1491 97 131 1957 90514 1752 internal_value=0 0.00195116 0.00526568 -0.00206851 -0.016791 -0.0308218 -0.0916798 -0.155132 -0.258416 -0.383026 -0.0244469 -0.0909789 -0.377781 0.000747592 -0.0047793 -0.0525125 internal_count=893702 383936 210425 173511 27860 21958 2082 1190 514 294 19876 1719 228 145651 94223 3709 shrinkage=0.0912343 Tree=122 num_leaves=17 num_cat=0 split_feature=16 11 4 24 1 17 14 23 32 29 13 16 12 11 21 11 split_gain=2.42088 6.1216 4.32974 3.77533 6.52397 6.44856 4.65209 3.91542 5.07412 4.36742 4.56606 4.86326 3.90879 6.73967 5.25792 4.14392 threshold=158.2637375376768 0.84074705072884692 11.999999046325685 3.5000000000000004 1098.5000000000002 101.66698278575178 136.73932208025624 0.44721359558316087 1.5000000000000002 0.82660611491256664 147.41929919628859 134.84407433818873 188.317279836453 0.70078898225957065 9.5000000000000018 0.60960776046982956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 -4 7 8 -7 10 11 -9 13 14 -6 -14 right_child=-2 -3 3 4 12 6 -8 9 -10 -11 -12 -13 15 -15 -16 -17 leaf_value=0.001572882286435707 3.4411913744953236e-05 0.0020859972931806452 -0.00074052065513778435 -0.0014556540249364891 -0.017908682869893191 0.028589881435944632 -0.036268268471938994 -0.017525948341404536 0.0013112040911601129 0.0087028645067720144 0.020050109779777996 0.0085972679639516412 0.00049121731955764376 0.00077405017902936986 0.0067069112576465337 -0.0096752285382993471 leaf_count=4684 846784 5987 7459 25035 667 141 21 182 95 680 54 88 907 309 81 528 internal_value=0 -0.00700232 -0.0113709 -0.0150681 -0.0208122 0.00306456 0.0692033 0.0771076 0.193009 0.0498639 -0.0456854 -0.0987755 -0.0696073 -0.115754 -0.167076 -0.0356167 internal_count=893702 46918 40931 36247 27527 8720 1261 1240 236 1004 324 270 2492 1057 748 1435 shrinkage=0.0912343 Tree=123 num_leaves=17 num_cat=0 split_feature=6 29 19 26 21 9 13 24 21 27 16 26 23 27 25 19 split_gain=2.39024 7.40194 10.8503 8.22562 8.52568 8.09688 10.7198 9.03467 11.6064 15.4681 9.91956 10.8335 8.91297 8.86145 8.04448 7.70535 threshold=0.51837196355993997 0.71049547694619675 542.75000000000011 0.2337119060473262 2.5000000000000004 0.92693047489530589 71.13117562666379 15.500000000000002 4.5000000000000009 10.500000000000002 212.65632252901165 0.81989049483382892 0.99182115351168643 29.500000000000004 1119.7500000000002 1067.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -3 7 8 13 15 -9 12 -12 -7 -13 -10 right_child=-2 5 -4 4 -6 6 -8 10 9 -11 11 14 -14 -15 -16 -17 leaf_value=-0.00080762753813215093 8.7827757345082939e-05 -0.0018770802993018816 -0.00054836685327472128 -0.00035924892584594499 0.004537875270884009 -0.00028320023509836271 0.0011381372866363642 0.0047038777004786763 -0.0086735882185360741 -0.0021656305902421277 -0.0068403236371270401 0.00044422353579017757 -0.039307208143328082 -0.04688059248340154 -0.054757338851921973 -0.028246747254606762 leaf_count=5412 693159 31516 24837 3945 11841 38748 34065 4322 1857 24057 952 18675 76 34 22 184 internal_value=0 -0.00295744 0.00817269 0.0247907 0.0363247 -0.00627362 -0.00260915 -0.00838735 -0.0145238 -0.0308281 0.00816899 -0.00133815 -0.101284 -0.00355187 0.0041571 -0.11441 internal_count=893702 200543 46035 21198 15786 154508 122992 88927 64880 26098 24047 19725 1028 38782 18697 2041 shrinkage=0.0912343 Tree=124 num_leaves=17 num_cat=0 split_feature=11 17 4 19 1 11 12 16 26 22 5 27 23 13 10 20 split_gain=2.41676 8.25077 7.66437 9.54432 8.05948 10.2968 11.1097 6.48526 7.56763 7.43989 5.96628 12.7932 12.3476 9.18824 8.98076 8.05852 threshold=0.68393125268125277 63.152514530460003 41.047498703002937 25115.000000000004 1424.5000000000002 0.78054404960364721 55.263455967290604 210.06268684312531 0.85060608286805772 624.25000000000011 49.489854812622077 2.5000000000000004 0.99386878984722737 50.011926070878097 0.94765383801290282 0.99520383386581479 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 -2 4 -4 5 -3 -7 -8 -9 -10 -1 13 14 -12 15 -13 right_child=1 2 3 -5 -6 6 7 8 9 -11 11 12 -14 -15 -16 -17 leaf_value=0.0007976314394769541 -1.352558215795215e-05 -0.00013040934497145386 -0.010540994966928084 0.016513176209828135 0.0063192927037346927 0.0061598172311372046 -0.0051538614518111927 -0.025390769332470711 0.0069225984343313099 -0.014959937623835165 -0.027238705751725198 -0.0019062740183858281 -0.00034466707865487715 0.002517928267722618 0.0014693759274640983 -0.0082900412462670377 leaf_count=93258 722491 8615 1354 118 1029 618 3578 309 193 392 87 2790 40991 11997 1868 4014 internal_value=0 -0.000648788 -0.0229636 -0.0917665 -0.0160898 -0.0224984 -0.0581584 -0.0755258 -0.15171 -0.0848428 0.00369438 -0.00393017 -0.0110304 0.0252503 -0.0453118 -0.0621735 internal_count=893702 738697 16206 1472 14734 13705 5090 4472 894 585 155005 61747 49663 12084 8672 6804 shrinkage=0.0912343 Tree=125 num_leaves=17 num_cat=0 split_feature=21 21 19 0 1 17 14 25 12 5 20 24 27 23 19 22 split_gain=2.21867 3.12441 4.46089 4.35939 5.03914 4.50492 4.82385 4.06412 3.82824 3.72967 3.70147 3.75512 4.82549 4.55621 4.45571 3.59166 threshold=18.500000000000004 16.500000000000004 557.75000000000011 29.500000000000004 643.50000000000011 51.485084636880593 14.393403323777136 695.25000000000011 102.64518395093592 20.660327911376957 0.99998875115300689 32.500000000000007 53.500000000000007 1.11542167386913 525.25000000000011 390.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 8 5 6 -5 -4 9 -3 -11 12 14 -14 15 -12 right_child=-2 2 7 4 -6 -7 -8 -9 -10 10 11 -13 13 -15 -16 -17 leaf_value=-4.6091629552438619e-06 0.0052421269647010315 -0.020579123455443844 0.0049580118772521555 0.016406404309114206 0.0135487461141779 -0.006095130243303732 -0.025470921716167983 -0.025018142763699056 -0.040920852160924788 0.0065282583174491211 -0.024306950009547121 0.0095136420883343772 -0.045587923944622438 -0.0082774599962511606 -0.03017358369877857 0.0020600271136683073 leaf_count=890417 669 81 640 25 61 300 272 40 21 420 48 137 48 63 47 413 internal_value=0 -0.000151905 -0.0346606 -0.059134 -0.125266 -0.153239 -0.240544 0.0350165 -0.0250847 -0.0180105 -0.00371477 -0.0455312 -0.0786875 -0.267572 -0.0374156 -0.00751188 internal_count=893702 893033 2616 1936 658 597 297 680 1278 1257 1176 756 619 111 508 461 shrinkage=0.0912343 Tree=126 num_leaves=17 num_cat=0 split_feature=1 22 18 20 25 16 26 9 26 19 22 25 15 5 6 25 split_gain=2.4517 7.03947 13.242 8.38141 7.87984 7.42763 6.17735 7.58095 5.79173 4.95685 6.76124 8.12719 7.62481 6.39778 5.95977 4.6849 threshold=805.50000000000011 917.25000000000011 2.5000000000000004 0.99998875115300689 6214.5000000000009 220.16122840286559 0.2337119060473262 0.92405488634816946 0.14977869918566733 299.25000000000006 3306.2500000000005 1310.2500000000002 0.82847441988403892 16.997058868408207 0.85714275213331104 957.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 9 8 -1 -5 7 -2 -4 10 11 12 13 15 -13 -3 right_child=6 2 3 5 -6 -7 -8 -9 -10 -11 -12 14 -14 -15 -16 -17 leaf_value=-2.6137791535469134e-05 -0.0019454945613641952 0.023350179936578463 0.0078860972188268263 -0.012376792239601468 -0.014302342624003348 -0.04085847077595528 0.0001753671004225236 0.0091271520515964748 -0.0072077299566007582 -0.0011034889406279121 -0.012724591090479723 0.023450340012198749 0.024881443538937939 -0.010738602092118417 -0.010470689319573592 -0.01364697492531697 leaf_count=564669 818 99 238 278 322 105 293820 1388 1908 29090 150 313 94 320 50 40 internal_value=0 -0.00120112 -0.0154698 -0.0849747 -0.000375671 -0.221244 0.00231798 0.0550378 -0.0606544 -0.00964084 0.0573336 0.0895615 0.0132459 -0.0398926 0.205822 0.139241 internal_count=893702 597676 32685 2529 564991 383 296026 2206 2146 30156 1066 916 553 459 363 139 shrinkage=0.0912343 Tree=127 num_leaves=17 num_cat=0 split_feature=18 18 21 4 27 17 20 26 27 22 26 1 9 19 16 15 split_gain=2.24196 2.26741 9.00916 6.49352 6.54675 5.24086 7.12718 9.51955 6.74471 7.67614 9.49005 7.12956 6.34536 6.18685 5.473 5.04396 threshold=6.5000000000000009 3.5000000000000004 11.500000000000002 22.82238864898682 53.500000000000007 50.847183096166525 0.63981572781152929 0.76296359683318449 16.500000000000004 675.75000000000011 0.72388000648870221 927.50000000000011 0.94949653371861664 136.25000000000003 138.38040546615125 0.36286505252145385 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 6 -3 -8 9 10 14 -11 -12 -10 -7 -9 right_child=-2 5 3 4 -6 8 7 15 13 11 12 -13 -14 -15 -16 -17 leaf_value=-1.3162921541117542e-05 0.0066157599750624263 0.0032068330072267063 0.0029506000569897023 -0.00047128317268342509 -0.022714852959615388 0.030043511487701947 -0.006669400810147226 0.0057332479312644982 0.02651504390500967 -0.016106185508828644 -0.0083909010303078839 0.0034224919636235878 0.0049788340451444096 0.0012380587193531597 -0.011073534828231622 -0.0013861349387931001 leaf_count=821531 426 2695 14356 4347 113 28 2890 855 81 585 361 212 1628 16323 716 26555 internal_value=0 -4.85957e-05 0.000351248 0.0219865 -0.0113428 -0.00639686 -0.0141313 -0.0185145 0.00640525 -0.0332474 -0.00806521 -0.1196 0.0279747 0.0149382 -0.104414 -0.012759 internal_count=893702 893276 840347 18816 4460 52929 32995 30300 19934 3530 2733 797 1989 16404 744 27410 shrinkage=0.0912343 Tree=128 num_leaves=17 num_cat=0 split_feature=11 17 4 19 4 16 11 22 27 0 28 15 7 4 20 28 split_gain=2.25025 7.06034 6.17622 7.78386 7.69391 8.31191 8.92758 6.67322 7.2817 6.112 5.83407 5.27451 7.05049 8.19911 13.4893 15.4333 threshold=0.68393125268125277 63.152514530460003 41.047498703002937 25115.000000000004 27.000873565673832 153.01155462184877 0.8206905448204691 737.25000000000011 12.500000000000002 29.500000000000004 510.75000000000006 0.48985519100056679 -1.0000000180025095e-35 40.772586822509773 0.99998875115300689 956.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 -2 4 -4 5 10 -7 -8 -9 -10 -3 12 -1 14 -14 -16 right_child=1 2 3 -5 -6 6 7 8 9 -11 -12 -13 13 -15 15 -17 leaf_value=-8.4243852954187559e-05 -2.7875253981492836e-05 0.018381385717750307 -0.0095510831088298741 0.014786323273461311 0.0023307725891475112 -0.0020583114649685074 -0.0042566073802744273 -0.0066732103540690091 -0.034047198017018332 -0.013336906681361354 0.0013354052795178494 0.00067353719837191849 0.00094240648019478814 0.0013205313401797069 -0.0033438947621240475 -0.018689399788398699 leaf_count=43554 722346 186 1354 119 3523 7123 1284 518 208 276 1647 106127 1376 1872 1156 1033 internal_value=0 -0.000769095 -0.0213905 -0.0831368 -0.0152306 -0.0280094 -0.040011 -0.0943846 -0.155546 -0.243737 0.033596 0.00342059 -0.00516193 -0.0391155 -0.0672557 -0.116026 internal_count=893702 738584 16238 1473 14765 11242 9409 2286 1002 484 1833 155118 48991 5437 3565 2189 shrinkage=0.0912343 Tree=129 num_leaves=17 num_cat=0 split_feature=28 8 22 17 21 1 0 8 27 27 17 29 14 22 11 24 split_gain=2.78204 5.26765 5.69142 9.02556 6.68429 9.17424 5.28018 5.6247 5.18442 4.85341 4.44724 3.77633 7.8157 7.31077 17.1508 6.36779 threshold=693.25000000000011 2332.5000000000005 1050.2500000000002 60.348012632493003 6.5000000000000009 1458.5000000000002 46.500000000000007 1462.5000000000002 50.500000000000007 11.500000000000002 56.651995232192299 2.1513177739896601 27.520373349095337 2168.5000000000005 0.77250140566176129 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 -4 -6 -1 8 10 -5 -8 -2 13 -13 -15 -14 right_child=11 -3 3 9 5 -7 7 -9 -10 -11 -12 12 15 14 -16 -17 leaf_value=-1.1917842930136677e-05 0.00026028966891165971 0.002612043444735188 -0.0015109287357294385 -0.0014342355636974169 -0.0021671997375330046 -0.049460508261987043 -0.0010979636397778849 -0.0088259953568273763 -0.017724335953964034 -0.023023025507638146 0.00076262796887058574 -0.004299431049768326 -0.0005077014542539829 -0.0015614528516624284 -0.049071985233850431 -0.032473780653826848 leaf_count=427289 362047 5743 5662 127 83 58 56305 731 150 273 13200 785 20939 147 111 52 internal_value=0 -0.00148461 -0.00182785 -0.0319315 -0.0219168 -0.236985 -0.00145264 -0.00947808 -0.0085623 -0.17722 -0.00816152 0.00207943 -0.010631 -0.0951222 -0.24116 -0.00643277 internal_count=893702 509621 503878 6203 5803 141 497675 70386 69655 400 69505 384081 22034 1043 258 20991 shrinkage=0.0912343 Tree=130 num_leaves=17 num_cat=0 split_feature=33 5 30 1 30 32 26 20 12 29 26 6 22 11 13 12 split_gain=2.23097 7.64876 4.62147 6.38428 4.8618 13.9075 12.4311 6.89113 6.73591 6.10946 7.56178 11.8538 9.73392 7.39795 6.45468 8.63143 threshold=2.5000000000000004 95.766769409179702 2.5000000000000004 247.50000000000003 1.0000000180025095e-35 1.5000000000000002 1.4365766713417487 0.8040535833679846 242.15485194281402 0.11799705014749264 0.2337119060473262 0.22222222881410197 680.75000000000011 0.68643637687850012 18.528316514169756 123.89087296526013 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 9 6 -6 -7 -8 13 11 -11 -13 -1 -14 -16 right_child=1 -3 3 -5 5 7 8 -9 -10 10 -12 12 14 -15 15 -17 leaf_value=-0.013017598425558904 -0.0010179080013432032 0.0062803732633248503 0.027763027612566715 0.00094053791418619059 -0.00099301543810898971 -0.00036792627819799077 -0.0077606023068820373 0.0027616156742495709 -0.0023409488289332279 -0.0078902632410219678 3.0596434012193633e-05 0.00067505960008677865 0.011883197456304199 -0.0017861446734091391 0.0011530068132840567 0.01178810989039477 leaf_count=609 31128 1243 74 40041 13818 27546 4644 7438 3241 832 751347 4886 1336 2460 2159 900 internal_value=0 -0.00808539 0.000370907 0.0108514 -0.000141046 -0.00907668 -0.0289632 0.00326029 -0.0606454 0.000521498 0.000700963 0.0278634 0.0381141 -0.0440061 0.0722604 0.0469341 internal_count=893702 32371 861331 40115 821216 56687 21703 34984 7885 764529 761460 10113 9281 3069 4395 3059 shrinkage=0.0912343 Tree=131 num_leaves=17 num_cat=0 split_feature=4 25 6 11 15 0 7 7 7 27 6 11 17 28 25 25 split_gain=2.28538 6.17956 6.57268 4.44012 3.6082 3.5735 3.7513 4.10565 3.14347 6.28609 4.93877 5.231 4.13802 3.00322 2.75921 3.53055 threshold=188.99998474121097 52046.500000000007 0.51565224545536681 0.69378344327737052 0.45945055923577144 40.500000000000007 -1.9091523885726926 -1.0000000180025095e-35 -60.746606826782219 2.5000000000000004 0.69230769482060528 0.51460120116127039 52.130724207685589 9394.0000000000018 15901.500000000002 3157.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 -2 8 -3 6 -5 -8 -4 10 -10 -12 -13 -6 15 -1 right_child=1 4 3 5 13 -7 7 -9 9 -11 11 12 -14 -15 -16 -17 leaf_value=3.5305753677245723e-05 -0.038103095136294104 -0.0054517976195733661 0.0051114622674501061 -0.047853757969792812 -0.020504416091737102 -0.0034831714246544979 -0.0051339050379266395 -0.036768967832354733 0.0030163011203047352 0.0023906800075971478 0.0091044391285064179 -0.035983698422176767 -0.0096063248217489964 0.0056482362307295813 0.0016170605405614116 -0.00084739424376789325 leaf_count=842582 54 418 302 40 38 132 96 53 96 367 40 142 76 957 8825 39484 internal_value=0 -0.0284284 -0.0755659 -0.0618218 0.0182086 -0.16443 -0.252606 -0.179611 -0.029625 -0.0655009 -0.160573 -0.232623 -0.293617 0.0509616 0.000129922 -4.61079e-05 internal_count=893702 2811 1398 1344 1413 321 189 149 1023 721 354 258 218 995 890891 882066 shrinkage=0.0912343 Tree=132 num_leaves=17 num_cat=0 split_feature=27 14 18 28 21 23 12 13 24 28 14 23 29 21 27 27 split_gain=2.13429 8.05859 4.95012 6.22008 5.97398 17.3967 7.70396 7.7526 5.57318 5.19388 10.9743 10.6196 7.77418 5.1515 4.86877 4.8121 threshold=22.500000000000004 69.985052903198365 1.5000000000000002 639.25000000000011 8.5000000000000018 1.4670319230586537 114.09797974644668 74.563975368052851 22.500000000000004 768.25000000000011 29.802742471955344 0.96879151940968999 1.0977818778187782 9.5000000000000018 34.500000000000007 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 14 -6 -7 -8 -5 -4 15 12 -12 -13 -2 -11 right_child=1 -3 9 8 5 6 7 -9 -10 10 11 13 -14 -15 -16 -17 leaf_value=7.2539209574214785e-05 -0.002734500011596969 -0.03058210476974715 -0.00030699797085413113 -0.0045128509570962743 0.012515444370730289 -0.040172989667169492 0.00066811578129918003 -0.042555923195501645 -0.029451851689929181 -7.5218512657908648e-05 -0.011370892574115466 -0.0016830388840230652 -0.051274648203650963 -0.023590282059691596 0.008330013413770463 0.0034760509338862397 leaf_count=708448 4114 73 159841 4011 847 64 253 40 76 4862 101 1289 68 96 360 9159 internal_value=0 -0.00301719 -0.00288624 -0.0247996 -0.00338712 0.0591401 -0.126011 -0.0573554 -0.0545475 -0.00166638 0.0157654 -0.0639679 -0.30062 -0.0350912 -0.0202138 0.0246025 internal_count=893702 185254 185181 9765 5678 1204 357 293 4087 175416 15575 1554 169 1385 4474 14021 shrinkage=0.0912343 Tree=133 num_leaves=17 num_cat=0 split_feature=27 17 24 10 5 10 19 20 28 27 25 29 12 29 25 5 split_gain=2.1453 9.59124 8.6284 7.28694 6.13438 7.77227 7.34567 5.22299 8.14284 6.93793 6.41928 6.31167 6.74486 5.12912 5.0114 5.67352 threshold=29.500000000000004 51.485084636880593 13.500000000000002 0.85644806945201013 41.958662033081062 0.96675497447494851 456.25000000000006 0.87910846215930971 635.25000000000011 52.500000000000007 427.75000000000006 0.72780063282246699 67.813708498984781 0.92069299006202898 422.25000000000006 30.729334831237797 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 7 14 6 -6 8 11 10 -9 12 -4 -12 -2 -16 right_child=1 2 3 -5 5 -7 -8 9 -10 -11 13 -13 -14 -15 15 -17 leaf_value=4.2021766858874453e-05 -0.0078898641612446183 -0.017104386220902726 -0.00039762707457981943 0.0042347697660557321 -0.023246079885332907 -0.029199852087857459 0.0019010236138725517 -0.014226062434454109 -0.0059697563927172482 -0.013318224373064949 0.0045896334684376759 -0.0044365383165417983 0.0097751771244094475 0.00056405464639165052 -0.00017157379201590566 -0.0022913820975786724 leaf_count=819099 1018 215 1306 5260 98 69 7221 204 2383 258 4269 1173 928 6881 17933 25387 internal_value=0 -0.00514078 0.0119088 0.0138005 -0.0126814 0.0139968 0.0171461 0.00394182 -0.0205925 0.0161752 0.0198598 0.010771 0.0419594 0.0230761 -0.0171267 -0.015497 internal_count=893702 74603 22877 22662 51726 7388 7319 17402 5790 11612 11354 3407 2234 11150 44338 43320 shrinkage=0.0912343 Tree=134 num_leaves=17 num_cat=0 split_feature=24 19 6 27 22 18 20 6 10 27 13 18 22 10 20 13 split_gain=2.29704 4.94518 5.51056 4.01376 12.9324 9.38154 8.36607 8.99037 5.52969 3.97764 6.82476 8.91005 9.53052 7.42114 6.69827 6.37699 threshold=26.500000000000004 320.25000000000006 0.79310346172317259 47.500000000000007 514.75000000000011 2.5000000000000004 0.99998875115300689 0.77262817211651347 0.74037167388837688 45.500000000000007 33.984427967337787 4.5000000000000009 570.25000000000011 0.80640291275111242 1.0024590180455648 31.687657402653731 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 9 -1 -5 -6 8 -8 -7 -3 11 12 -11 -13 -12 -14 right_child=1 2 -4 4 5 6 7 -9 -10 10 14 13 15 -15 -16 -17 leaf_value=-9.7755811016018525e-06 0.014663428960465942 0.0035083553997340565 -0.0034834577038087363 0.012633760608255988 0.011408087819476319 0.0044472281074686495 -0.0012587522048904238 -0.035278888984629088 -0.032139039775757765 0.0027689260907297025 0.0056786498175333041 -0.006715318041085599 -0.022319946887923249 -0.034210367652588912 -0.0014417751572847665 -0.0020669191050464112 leaf_count=878390 222 5422 2008 255 135 40 378 78 245 1267 2261 207 252 135 2141 266 internal_value=0 0.0126455 0.0102906 -0.000183803 -0.0597178 -0.117411 -0.161583 -0.0775803 -0.295987 0.0184348 0.00180959 -0.044702 -0.0163718 -0.192566 0.0242835 -0.13065 internal_count=893702 14181 13959 879521 1131 876 741 456 285 11951 6529 2127 1785 342 4402 518 shrinkage=0.0912343 Tree=135 num_leaves=17 num_cat=0 split_feature=0 6 22 20 22 24 28 15 11 13 26 12 24 21 7 19 split_gain=1.96561 2.39934 4.32739 7.21116 5.45379 8.05188 6.64459 7.25112 7.00792 6.11324 4.76232 3.72896 3.72612 5.13329 6.79858 4.6003 threshold=9.0000000000000018 0.88001547578952866 554.25000000000011 1.545698564132999 4949.5000000000009 1.5000000000000002 625.25000000000011 0.76952971893284816 0.57543298110809404 101.78475893104418 1.7501760234230106 551.4513164990957 14.500000000000002 7.5000000000000009 -87.26436614990233 260.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 12 -4 -6 -7 8 11 -10 -11 -8 -3 14 -14 -15 right_child=1 2 4 -5 5 6 7 -9 9 10 -12 -13 13 15 -16 -17 leaf_value=0.00044529430200189452 1.5911811507273367e-05 -0.00094792229072950614 0.00015030069802253189 0.0056080096007606103 0.0013665038137305615 -0.035396913544703541 -0.017281999309259052 -0.0026205362232723994 -0.00050803905987677049 -0.038342015895147005 -0.014573902354721549 0.0057694528589878327 0.013793922060937699 0.018993415003753157 -0.0072596261093018878 -0.0018102273800567059 leaf_count=73106 701385 32357 73661 1265 1655 67 92 1431 83 171 119 160 134 90 2702 5224 internal_value=0 -0.000530549 -0.00467819 -0.0128816 -0.000253145 -0.037309 -0.0780697 -0.0679706 -0.157831 -0.244868 -0.313357 -0.029004 -0.0152034 -0.0343138 -0.0686677 -0.0159796 internal_count=893702 820596 119211 41772 77439 3778 2123 2056 625 373 290 252 40507 8150 2836 5314 shrinkage=0.0912343 Tree=136 num_leaves=17 num_cat=0 split_feature=20 32 18 21 17 27 17 18 27 24 13 25 26 27 23 21 split_gain=2.00008 6.42089 10.4189 5.27162 12.5767 8.50237 8.5003 7.61363 6.69844 7.93481 6.04755 9.00739 6.35775 7.48042 7.42852 7.0011 threshold=0.88219500311506593 1.5000000000000002 1.5000000000000002 7.5000000000000009 49.654885742967629 23.500000000000004 58.185566682712185 2.5000000000000004 52.500000000000007 31.500000000000004 30.557417994916314 506.75000000000006 0.75772279247889018 30.500000000000004 0.57107832827569638 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 5 -5 -2 10 -8 -6 -10 12 -12 13 -7 -14 -16 right_child=1 2 -4 4 8 6 7 -9 9 -11 11 -13 14 -15 15 -17 leaf_value=-0.00025447903330353468 3.0408712254554297e-05 0.0060050514044196141 -0.00056780238577039453 -0.0002012586999712752 0.0018195493069247789 0.0013126813179330109 -0.0042528361559169116 0.0069095007198720689 -0.016935867850116693 0.0034865585033606104 0.0050507606997656253 -0.0015206279477610657 -0.060545731616337389 -0.014440476011885259 -0.013321853733048776 -0.0041201237092069352 leaf_count=194107 531120 3922 4112 68750 49431 2153 705 1826 346 292 1840 30778 21 284 882 3133 internal_value=0 0.000838782 0.0289464 0.000512251 0.00657393 -0.000745285 -0.0145087 0.041654 0.0186296 -0.0831806 -0.018145 -0.0126042 -0.0460658 -0.00573403 -0.0704187 -0.067316 internal_count=893702 699595 8034 691561 118819 572742 41622 2531 50069 638 39091 32618 6473 2437 4036 4015 shrinkage=0.0912343 Tree=137 num_leaves=17 num_cat=0 split_feature=4 25 10 11 29 9 27 7 28 6 11 16 6 7 29 16 split_gain=2.02986 5.33251 5.77999 3.71322 3.37142 3.05985 4.39414 2.737 5.77748 4.62335 5.30314 3.95043 2.65253 3.77532 2.50378 3.18542 threshold=188.99998474121097 52046.500000000007 0.93079051868846108 0.69378344327737052 0.60401363506732764 0.88227187836027865 6.5000000000000009 -57.501955032348626 9394.0000000000018 0.69230769482060528 0.51460120116127039 231.92319978754082 0.38913437568268983 -4.2170312404632559 10.865582191780824 231.4371065443049 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 7 -3 6 -5 -2 -9 -10 -11 -12 13 -6 -1 -16 right_child=1 4 -4 5 12 -7 -8 8 9 10 11 -13 -14 -15 15 -17 leaf_value=-4.730527654827727e-06 0.0039976423849257875 0.032864718792967408 -0.035989164775782637 -0.04400337033336265 -0.022541836931884413 -0.0069960659177165894 -0.0090087334738355781 0.0025908379220349223 0.0028125364924736548 0.0090946618973099212 -0.019398563003805939 -0.048300716984221448 0.0025169295819081009 0.0029038974684570873 0.0098259916734911874 0.0013966624033132315 leaf_count=888062 348 28 53 56 91 205 64 333 95 41 153 53 1178 104 442 2396 internal_value=0 -0.0269147 -0.0705393 -0.0578032 0.01671 -0.15092 -0.277742 -0.0282207 -0.0653604 -0.156651 -0.228758 -0.294128 0.00970458 -0.0983268 4.29191e-05 0.029698 internal_count=893702 2802 1401 1348 1401 325 120 1023 675 342 247 206 1373 195 890900 2838 shrinkage=0.0912343 Tree=138 num_leaves=17 num_cat=0 split_feature=6 29 19 27 12 16 20 12 14 24 27 18 17 19 27 1 split_gain=2.01834 7.58329 7.6544 7.5829 8.85391 10.4395 6.97085 6.16442 6.16016 7.63343 13.5325 9.30747 8.43606 7.28404 8.47313 8.91051 threshold=0.51837196355993997 0.76499457224181144 542.75000000000011 2.5000000000000004 68.541630560342625 193.08622905578554 0.28579563944028641 35.674621202458759 23.286571721037205 15.500000000000002 27.500000000000004 2.5000000000000004 51.413537533218516 557.75000000000011 29.500000000000004 800.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -5 -8 9 10 11 -3 13 14 -11 -16 right_child=-2 8 -4 6 5 -7 7 -9 -10 12 -12 -13 -14 -15 15 -17 leaf_value=0.0040223510879274938 6.8315491312248818e-05 -0.00093774401701401 -0.00031920483450584633 -0.0024558195028001836 -0.0028827302492774659 -0.03189410761036212 -0.009062779311198154 0.0029837727289999073 -5.6813679453364082e-05 0.0038786454280814154 -0.015837398007505183 -0.0038768896782598091 0.0032325401485443109 0.00035887337985187077 -0.0056520293120471132 -0.038119114539277875 leaf_count=331 692970 34823 28033 2376 229 188 360 19814 81865 848 570 12079 5687 10366 3091 72 internal_value=0 -0.00285225 0.0076337 0.0210286 -0.0780273 -0.174958 0.0243144 0.0303483 -0.00645499 -0.0135247 -0.0204363 -0.0185751 0.00282849 -0.0100679 -0.0462531 -0.0700513 internal_count=893702 200732 51331 23298 748 417 22550 20174 149401 67536 47472 46902 20064 14377 4011 3163 shrinkage=0.0912343 Tree=139 num_leaves=17 num_cat=0 split_feature=26 11 13 17 20 17 14 14 25 27 9 16 27 0 1 23 split_gain=2.10799 4.72435 7.62837 5.46926 8.06034 12.7431 12.3982 8.32334 10.1823 9.74074 7.27605 6.15339 5.41622 5.31574 5.07386 7.15682 threshold=0.53727817175066506 0.80556523422377091 114.78983285996142 42.423340076935204 0.72694689555591219 67.072581584564361 30.479074133764612 36.515064854609783 7151.5000000000009 2.5000000000000004 0.97306341320308742 204.97572354635938 4.5000000000000009 52.500000000000007 791.50000000000011 0.33798573509423607 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -5 7 10 9 12 11 -7 -6 13 -9 -11 -16 right_child=-2 2 -4 4 5 6 -8 8 -10 14 -12 -13 -14 -15 15 -17 leaf_value=0.00052960159583829904 5.655608769722627e-05 0.00017714987067000569 0.019944145413972453 -0.00057881958463383977 -0.0079390080514502408 -0.0069600810793870871 0.011553841438817349 -0.042541919615983165 0.00081580901540656971 -0.0039871682252646569 0.019361573613946963 -0.028005520873661913 -0.0072610276992981409 0.0012026359826195728 -0.015500090740518609 0.0049800965109008796 leaf_count=14869 784939 53508 163 26306 318 747 888 161 167 9999 99 212 75 27 164 1060 internal_value=0 -0.00407765 0.00259971 -0.0105828 -0.0166407 -0.036103 0.044105 -0.047519 -0.18417 -0.0425194 -0.0425266 -0.174996 -0.306792 -0.397432 -0.0362633 0.0245085 internal_count=893702 108763 53671 55092 40223 13917 1734 12183 430 11753 846 530 263 188 11223 1224 shrinkage=0.0912343 Tree=140 num_leaves=17 num_cat=0 split_feature=21 25 23 14 27 24 13 21 4 25 20 19 14 27 13 20 split_gain=1.89305 6.71011 6.71096 6.82704 6.44815 5.74653 7.99889 6.88855 6.82497 4.99514 4.9264 4.83701 7.82429 9.50269 4.75713 6.13625 threshold=11.500000000000002 416.25000000000006 0.46993173116841186 15.307395666105998 29.500000000000004 13.500000000000002 74.563975368052851 4.5000000000000009 27.577164649963382 1041.7500000000002 0.75913687488177872 384.25000000000006 13.534829119723456 27.500000000000004 46.025564287560364 1.004405300022279 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 11 -3 10 -1 7 -7 -6 -8 14 -4 12 -2 -14 15 -5 right_child=1 2 3 9 5 6 8 -9 -10 -11 -12 -13 13 -15 -16 -17 leaf_value=3.2300009066344923e-05 0.007401751085057212 -0.0056624073288103578 0.013432808999623352 0.0015381765692401711 -0.030450430505570562 -0.00090695474043850453 -0.040625522008640613 -0.0047966123270593679 -0.0069182507422528476 -0.025280896537512049 0.0032137171539910413 0.00088942963408564582 0.015039977215167564 -0.022519999092536193 0.0039799269201206524 -0.0012050837102895535 leaf_count=813874 137 1265 590 17207 116 43006 75 350 150 61 1174 424 65 408 3592 11208 internal_value=0 0.00710794 0.00944704 0.0121209 -0.000281341 -0.0121154 -0.0109248 -0.122569 -0.198982 0.0087892 0.0726883 -0.0722882 -0.129311 -0.190263 0.00933406 0.0049995 internal_count=893702 36131 35097 33832 857571 43697 43231 466 225 32068 1764 1034 610 473 32007 28415 shrinkage=0.0912343 Tree=141 num_leaves=17 num_cat=0 split_feature=11 17 13 27 28 13 22 17 16 11 16 16 20 6 14 5 split_gain=2.00063 4.41709 3.97388 2.872 3.07541 5.63937 3.02258 2.26889 5.42214 7.26706 4.84689 10.613 11.3749 6.37943 10.9466 7.02291 threshold=0.92817111831415322 44.412324476205804 56.834824729831418 3.5000000000000004 663.25000000000011 29.27107898165821 584.25000000000011 37.447264257549598 180.60863039584277 0.80139130855594287 230.63781358511804 156.61444361035936 0.31946636276401724 0.17434479881573386 22.134825368560701 149.00028991699222 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 3 4 5 -3 -7 10 9 -9 11 -1 -13 14 -12 -16 right_child=1 2 -4 -5 -6 6 -8 8 -10 -11 13 12 -14 -15 15 -17 leaf_value=0.00012564883924785737 -9.3655212268999873e-05 -6.0858774297952983e-05 0.007266425921625401 0.0016808405711273703 0.00069704922167234664 -0.017210074422799617 -0.049294434499264156 -0.001301067268062022 7.4921644193308119e-06 0.00056418883982454766 0.0015925889881400306 -0.0015354783538836835 0.0060805713990426643 3.536631040025323e-05 -0.049689209903703062 -0.014900248194430869 leaf_count=16241 27993 132 1037 14453 344 72 37 60487 694791 24399 361 2204 6293 44565 61 232 internal_value=0 0.00656024 0.0197718 0.015643 -0.0530477 -0.139673 -0.30801 -0.000350147 -0.000839642 -0.00838426 0.00510533 0.016359 0.0449949 -0.00105123 -0.0990992 -0.242705 internal_count=893702 44068 16075 15038 585 241 109 849634 779677 84886 69957 24738 8497 45219 654 293 shrinkage=0.0912343 Tree=142 num_leaves=17 num_cat=0 split_feature=28 8 25 13 7 24 10 10 0 8 22 17 17 16 16 19 split_gain=1.93253 4.21797 5.67067 4.841 6.93124 7.04116 6.1089 7.46181 4.13532 6.43696 4.46577 6.42221 4.42411 7.2138 5.95244 4.68266 threshold=693.25000000000011 2332.5000000000005 723.25000000000011 22.442181646431369 -89.940933227539048 7.5000000000000009 0.77242565239270788 0.86063362268360255 40.500000000000007 1567.5000000000002 1050.2500000000002 44.685628897993915 52.19883891460271 196.63433643954292 201.20043375863261 525.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 -4 5 6 -5 -8 10 12 -1 -12 13 -10 -14 -15 right_child=-2 -3 3 4 -6 -7 7 -9 9 -11 11 -13 14 15 -16 -17 leaf_value=9.6131628962930178e-05 0.00015448332677886177 0.0023411625739101888 0.003440789013406434 -0.00086174216846301099 -0.0016366325947527378 0.0017435821746274185 -0.043632782432911126 -0.01335690473546111 0.00039783753118459328 -0.0081686809961094946 0.001199595112727716 -0.0093610906715610193 -0.00093159853912500414 -0.0038260393354498262 0.00083565129762865704 -0.0012992498012255975 leaf_count=362608 384100 5747 1501 112 20287 214 117 161 17483 916 918 1003 29493 7905 34330 26807 internal_value=0 -0.00127719 -0.00158445 -0.0171405 -0.0210817 -0.126646 -0.206625 -0.286065 -0.000860961 -0.00603546 0.000798921 -0.0472891 -0.0053762 -0.0122047 0.000208193 -0.020548 internal_count=893702 509602 503855 22392 20891 604 390 278 481463 116934 364529 1921 116018 52195 63823 34712 shrinkage=0.0912343 Tree=143 num_leaves=17 num_cat=0 split_feature=33 13 30 1 9 30 20 29 27 20 18 29 19 11 28 22 split_gain=1.77696 5.15091 4.31852 5.80272 4.28908 4.27187 10.4277 7.97229 5.13781 5.13641 4.71906 4.67389 6.41665 6.14781 6.54906 7.83995 threshold=2.5000000000000004 74.563975368052851 2.5000000000000004 247.50000000000003 0.92076542971422148 1.0000000180025095e-35 0.99998875115300689 1.4683889506859475 14.500000000000002 0.8040535833679846 1.5000000000000002 0.11799705014749264 471.75000000000006 0.78657859054151291 715.25000000000011 3306.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 -4 -2 11 9 -8 -9 -7 -11 12 13 -1 -15 -16 right_child=1 -3 3 -5 -6 6 7 8 -10 10 -12 -13 -14 14 15 -17 leaf_value=-0.0062534304688525895 0.00054030606877334591 0.0035517370398831251 0.025354550915573947 0.00091062451265302481 -0.0017531948369619848 -0.00036404177649635626 -0.00080416357129900105 -0.0028116334044984248 -0.0073083237437682434 0.0044254653589397026 -0.00035070171916661556 6.081162199274277e-05 -0.0085907584617917129 -0.0091595626629523575 0.011790874524656271 -0.014488463574892882 leaf_count=771 10321 2256 81 39978 19822 28288 11864 6116 3233 4040 3001 761648 1235 229 710 109 internal_value=0 -0.00715945 0.000384365 0.0105229 -0.0106089 -0.000110178 -0.00849769 -0.0260233 -0.0478619 0.00202543 0.0261939 0.000509994 -0.0385323 -0.000763196 0.0491012 0.090902 internal_count=893702 32399 861303 40059 30143 821244 56542 21213 9349 35329 7041 764702 3054 1819 1048 819 shrinkage=0.0912343 Tree=144 num_leaves=17 num_cat=0 split_feature=18 18 21 7 20 28 16 27 22 18 9 21 13 11 4 9 split_gain=1.90589 1.90449 7.17194 5.37684 5.7161 8.04608 5.84905 5.08601 9.54847 9.37783 4.99396 5.81515 4.62311 6.15879 7.97238 4.36609 threshold=6.5000000000000009 3.5000000000000004 9.5000000000000018 -3.3664606809616084 1.1340273920641588 623.25000000000011 181.51295145717864 43.500000000000007 614.75000000000011 2.5000000000000004 0.94370067524097567 7.5000000000000009 30.961193704644309 0.74796333167413309 22.82238864898682 0.95000422225975345 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 5 10 15 -1 -9 -10 11 -3 13 -6 -15 -7 right_child=-2 3 -4 -5 12 6 -8 8 9 -11 -12 -13 -14 14 -16 -17 leaf_value=-3.4688580018712893e-05 0.0060520335698161726 -0.012939507858020029 0.0011387864475348787 -0.0010596639280586939 0.0026877516270693846 0.00045561623267533781 0.001000265234615712 0.00542970848968691 -0.0012058524648380132 -0.041380295599760981 0.0056861381064166007 0.0030523498222268927 -0.0010095658029317695 -0.0068250823269490838 -0.044689279644425157 -0.012650235586841852 leaf_count=794475 432 270 45448 40143 131 350 2918 164 84 114 4642 633 3174 108 81 535 internal_value=0 -0.000102277 0.000264381 -0.00591707 0.0118934 0.0247918 -0.0106341 -0.000434211 -0.118939 -0.266748 0.0490884 -0.0189542 -0.0226155 -0.137176 -0.252675 -0.0818456 internal_count=893702 893270 840285 52985 12842 9348 3803 794837 362 198 5545 903 3494 320 189 885 shrinkage=0.0912343 Tree=145 num_leaves=17 num_cat=0 split_feature=10 27 27 12 13 16 18 23 1 19 18 12 20 5 14 30 split_gain=1.78532 4.23787 6.04918 6.57485 11.5075 8.57565 6.3799 7.65214 8.7514 13.1464 6.33196 5.35504 10.8423 5.50421 5.39647 5.95586 threshold=0.69243086944894838 7.5000000000000009 14.500000000000002 250.11626970967632 57.518267998922219 196.63433643954292 1.5000000000000002 0.43487331328617435 460.50000000000006 710.25000000000011 1.5000000000000002 314.83809511662434 1.5718504319366009 124.00001144409181 25.352845684172589 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 6 -6 7 8 -3 -10 -7 13 -13 14 -4 -16 right_child=1 2 11 -5 5 10 -8 -9 9 -11 -12 12 -14 -15 15 -17 leaf_value=-0.00018094569060278509 -0.00034814304853087764 -3.3511455942097961e-06 -0.00022748943990243966 0.0031076423688410552 -0.0063241759636730541 -0.0014909996829858268 0.00034068032210397365 0.0019304985469354324 -0.027856729892487466 -0.0032506939231560549 0.0024133972159296191 -0.0036108995923273181 -0.035835002182071148 -0.036197041626200348 0.0011075654601656901 -0.0017657509257224494 leaf_count=306209 139602 4515 211743 8564 2544 17728 87834 51039 245 689 4295 918 96 35 50837 6809 internal_value=0 0.000994826 0.00249428 0.00703113 0.00566044 -0.0143465 0.00906609 0.0173568 -0.0182641 -0.106376 -0.00799646 -0.000482663 -0.0730175 -0.000209672 -0.000158152 0.00841982 internal_count=893702 587493 447891 177453 168889 24567 144322 56488 5449 934 22023 270438 1014 269424 269389 57646 shrinkage=0.0912343 Tree=146 num_leaves=17 num_cat=0 split_feature=22 4 26 18 22 27 25 6 9 13 18 20 25 5 22 19 split_gain=1.96595 3.05751 9.31174 5.28167 5.77704 5.56712 4.05107 3.83576 4.37543 9.49902 8.95498 7.5591 6.90293 9.49755 10.8207 8.24172 threshold=297.75000000000006 12.00056314468384 0.44590002326749051 1.5000000000000002 383.25000000000006 7.5000000000000009 474.25000000000006 0.51837196355993997 0.8949752561653791 71.13117562666379 1.5000000000000002 0.63981572781152929 7151.5000000000009 82.822822570800795 798.25000000000011 5772.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 6 -4 8 -3 -10 12 -12 13 -11 -15 -14 right_child=1 7 3 -5 -6 -7 -8 -9 9 10 11 -13 15 14 -16 -17 leaf_value=-0.0010647324574947512 0.00013053618488310831 -0.0017286889637800164 -0.019411157163242855 0.0048631453818525662 0.0025760534368414064 0.0015951980573873587 0.013417646838956973 8.0862418096680282e-05 -0.00072207904647627046 0.0016650228777495791 -0.012445178726173496 0.0044088380719683341 0.015947848172985168 -0.018176867166615693 -0.00118392230163771 0.0023346883450679058 leaf_count=14083 36964 18527 295 6179 1551 278 35 665050 104853 13764 229 6766 400 317 19445 4966 internal_value=0 0.000239025 0.00824001 0.0384267 -0.00415154 -0.0867707 -0.174598 -0.000195415 -0.00444553 -0.0026631 0.0093366 0.0422766 0.00341211 -0.00191781 -0.0159644 0.0367127 internal_count=893702 879619 45302 8338 2159 608 330 834317 169267 150740 45887 6995 38892 33526 19762 5366 shrinkage=0.0912343 Tree=147 num_leaves=17 num_cat=0 split_feature=11 17 30 29 18 16 19 21 28 6 9 17 17 1 22 16 split_gain=1.73028 2.43395 2.1355 2.67278 2.82501 2.71201 2.3281 2.10233 7.07696 8.34625 2.45162 2.35332 2.47392 2.36337 2.18671 2.134 threshold=0.94063022575250843 41.954416727860099 1.0000000180025095e-35 0.79013126063273564 4.5000000000000009 223.6612451790634 337.25000000000006 2.5000000000000004 506.25000000000006 0.4727272777739629 0.97534877904216888 53.760350372544885 52.415022718924583 200.50000000000003 236.75000000000003 214.22941130876256 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 7 -6 -5 8 9 14 -9 12 -12 -14 -3 -15 right_child=1 2 -4 6 5 -7 -8 10 -10 -11 11 -13 13 15 -16 -17 leaf_value=-2.3479051937208305e-05 -3.9118426728772375e-05 -0.020021975591801071 -0.0010134151151112729 -0.013322101439951687 -0.022133662027298183 0.0080143164674278001 0.0014510446257731508 -0.011282488149816205 0.0051792936390300101 0.002453623216894526 0.007041843403576103 0.018504320352815521 0.0083055030974403705 -0.040989819394804325 -0.053845039261409426 -0.0042117512403171556 leaf_count=866687 15312 26 1991 90 63 41 6614 62 664 84 1792 141 41 24 41 29 internal_value=0 0.00786947 0.0187267 0.024843 0.0496089 -0.112331 0.0137308 0.0554084 0.0123317 -0.183075 0.0722143 0.0782057 0.0688892 -0.0892454 -0.44632 -0.228708 internal_count=893702 27015 11703 9712 3008 104 6704 2904 815 151 2089 2027 1886 94 67 53 shrinkage=0.0912343 Tree=148 num_leaves=17 num_cat=0 split_feature=17 19 22 16 7 26 25 4 11 26 10 29 8 12 5 7 split_gain=1.8837 4.41792 6.85986 3.7032 3.26537 4.35899 12.574 8.95608 3.99057 3.05124 3.1559 3.14931 3.30507 3.23855 5.26371 3.72575 threshold=33.827959300762757 542.75000000000011 1248.2500000000002 165.53348589999226 -89.940933227539048 1.401990099009901 1104.2500000000002 62.003032684326179 0.86461931427448679 3.7103935437894231 0.89825680028992039 5.1386477506826456 621.50000000000011 108.05939751330901 39.811571121215827 -56.309932708740227 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 9 5 -3 -7 8 -8 11 -11 12 -2 -14 15 -15 right_child=3 4 -4 -5 -6 6 7 -9 -10 10 -12 -13 13 14 -16 -17 leaf_value=0.0020847030882049644 -0.00039981929669597626 -0.0013784980848228058 0.015994366965734145 1.5638224186917059e-05 0.00048308664618009866 0.0041313267557641234 -0.027381802982154479 -0.00076827936978762117 -0.062331997386785451 0.018262369872624976 -0.014206376976850912 0.013269461104250294 -0.0047266778286347991 0.011087453943129186 -0.0020958708877974351 0.00094889491412064023 leaf_count=6570 38737 3255 309 799477 30162 187 52 56 57 127 31 132 2924 408 10060 1158 internal_value=0 0.00659982 0.0296984 -0.000367962 0.00189445 -0.0265413 -0.132253 -0.333461 -0.500453 -0.00841644 0.130345 -0.00882686 -0.00920901 -0.0220593 -0.0145773 0.0393532 internal_count=893702 40648 6879 853054 33769 3607 352 165 109 53577 158 53419 53287 14550 11626 1566 shrinkage=0.0912343 Tree=149 num_leaves=17 num_cat=0 split_feature=11 17 16 23 24 6 11 5 23 14 5 14 4 19 20 23 split_gain=2.09749 6.45819 7.3384 7.7212 4.6077 8.88391 5.69393 4.51653 8.54476 9.76499 9.36508 10.2474 19.3231 12.718 8.77882 12.5559 threshold=0.68393125268125277 61.940942695269172 221.3111800734994 0.70035274356103039 10.500000000000002 0.69230769482060528 0.75824823761144533 48.553567886352546 0.99386878984722737 27.427559593264299 144.52374267578128 36.515064854609783 35.501708984375007 2256.5000000000005 0.99520383386581479 0.33798573509423607 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 -3 -4 5 6 -5 -1 10 -10 11 -9 13 -13 -14 -16 right_child=1 2 3 4 -6 -7 -8 8 9 -11 -12 12 14 -15 15 -17 leaf_value=0.00070220793615256741 -3.2689472751837031e-05 -0.001408410742021977 -0.033046137460557998 0.014463889742032861 0.0034656855367485276 -0.033436946610201877 -0.014565926246457568 -0.0015087969001333116 -0.0024726641307103829 0.00076603189750271562 0.0044108100690654333 -0.048138758165930759 -0.0014096784273894905 0.0026330804877231695 0.018095507203759673 -0.013907064312497381 leaf_count=91827 720257 17552 111 94 224 120 140 6299 9450 43051 1375 154 1616 56 111 1265 internal_value=0 -0.000828913 -0.0194112 -0.120646 -0.0742554 -0.145279 -0.0318343 0.00321517 -0.0032782 0.00200668 -0.0287895 -0.0399527 -0.0860151 -0.379239 -0.0654346 -0.124136 internal_count=893702 738498 18241 689 578 354 234 155204 63377 52501 10876 9501 3202 210 2992 1376 shrinkage=0.0912343 Tree=150 num_leaves=17 num_cat=0 split_feature=4 25 15 11 12 5 28 6 7 28 7 12 11 6 16 26 split_gain=2.05139 4.61172 4.77006 3.09926 3.04035 3.68115 4.3587 2.63476 3.40571 2.27974 4.8331 3.33237 4.14939 4.26655 2.37317 2.22288 threshold=188.99998474121097 52046.500000000007 0.36286505252145385 0.69378344327737052 872.73863607376256 298.69085693359381 1420.7500000000002 0.39475657638296557 -4.2170312404632559 3272.0000000000005 -57.501955032348626 872.73863607376256 0.54631804214223012 0.73633022397922054 225.33616788233314 0.60419536271809016 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 9 -5 6 -6 8 -3 -4 -11 -12 -13 -14 -15 -9 right_child=1 7 3 4 5 -7 -8 15 -10 10 11 12 13 14 -16 -17 leaf_value=1.1850673118790621e-05 -0.032251947918852407 -0.021377299745607838 0.004609117346043484 0.0019220639903926604 -0.0069428755908835056 0.0064841007841852216 -0.034426869497609841 0.027342288528417292 0.0026136557093272357 0.0030592811893469709 0.022070346697396291 0.00085831645073908703 -0.0023117782782182419 -0.016701321379903687 -0.036734957438457241 0.0021951287514251905 leaf_count=890888 56 92 269 86 81 42 118 30 106 331 23 116 83 96 101 1184 internal_value=0 -0.0269126 -0.0675394 -0.0556418 -0.140349 -0.19795 -0.254728 0.0134265 -0.0935356 -0.0284591 -0.0567861 -0.128135 -0.149628 -0.215514 -0.295639 0.0308717 internal_count=893702 2814 1402 1346 327 241 199 1412 198 1019 750 419 396 280 197 1214 shrinkage=0.0912343 Tree=151 num_leaves=17 num_cat=0 split_feature=20 14 17 26 21 13 29 25 12 28 0 21 25 27 22 24 split_gain=1.65547 4.81419 4.57414 4.44954 4.31327 7.57426 6.11999 5.49485 5.37831 3.94434 4.1527 6.37318 4.39731 3.76549 8.67723 8.28945 threshold=1.0662905313640609 37.96082658789885 110.59926477246496 0.26802430307362407 4.5000000000000009 43.264854285059442 1.1169369127363347 681.25000000000011 314.83809511662434 448.25000000000006 37.500000000000007 5.5000000000000009 1589.2500000000002 31.500000000000004 402.25000000000006 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 6 7 -3 -6 9 -7 12 -12 -11 15 -15 -5 right_child=1 4 -4 13 5 8 -8 -9 -10 10 11 -13 -14 14 -16 -17 leaf_value=6.3832969739728576e-05 -0.014779728465333942 -0.01125877532107813 -0.013996762635999211 -0.00024437075498889057 0.011621790875564076 -0.035138376739588077 0.00037539914443735829 -0.041713425950725372 -0.02811782013275602 0.0039456214828396795 0.001627805008750187 -0.01801698749472062 -0.021176699047382345 -0.01655186682349365 -0.001198880563325364 0.001942686316414336 leaf_count=729911 173 438 199 127712 20 33 2674 82 82 618 253 301 64 313 14567 16262 internal_value=0 -0.00281819 -0.00190022 -0.00171062 -0.0348369 -0.0798221 -0.0138332 -0.342585 -0.0599835 -0.0439447 -0.034835 -0.0991472 0.0174068 -0.00153605 -0.0166805 2.91493e-05 internal_count=893702 163791 159226 159027 4565 1453 3112 102 1351 1269 1236 554 682 158854 14880 143974 shrinkage=0.0912343 Tree=152 num_leaves=17 num_cat=0 split_feature=24 14 23 18 20 21 20 27 13 25 21 12 16 20 27 22 split_gain=1.75803 4.10407 5.41215 10.9443 7.334 5.23295 6.28166 9.19784 5.96584 5.2246 4.94408 5.62949 4.65897 4.22915 3.64148 10.1104 threshold=26.500000000000004 15.307395666105998 0.86547927349071696 3.5000000000000004 0.96045603902407339 16.500000000000004 0.82743109114076863 40.500000000000007 33.26419572001118 438.25000000000006 11.500000000000002 77.23097038856281 212.09399764873416 0.4509517907583856 31.500000000000004 402.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 13 3 9 -4 6 7 -5 12 -3 -11 -12 -9 -2 -1 -16 right_child=1 2 4 5 -6 -7 -8 8 -10 10 11 -13 -14 -15 15 -17 leaf_value=2.4929372069990267e-05 -0.0032296271633647585 -0.032361013908525575 0.0068637485525822493 0.014301660249371578 0.00040029020754127483 -0.019587110332107999 -0.00073855692854049289 -0.0093616757428085194 0.015324346486732317 -0.017730470026732021 0.011190757646449686 -0.00092173869724724797 -0.030866714512450294 0.0092734355576994058 -0.010731390496565057 -0.00063973783016689652 leaf_count=836889 301 34 1777 80 8224 275 796 131 37 83 651 627 233 894 843 41827 internal_value=0 0.0110523 0.00587714 -0.0317859 0.0169753 -0.0895616 -0.0626154 -0.15284 -0.214605 0.0324923 0.042165 0.0575249 -0.253493 0.0671253 -0.0001862 -0.00919732 internal_count=893702 14143 12948 2947 10001 1552 1277 481 401 1395 1361 1278 364 1195 879559 42670 shrinkage=0.0912343 Tree=153 num_leaves=17 num_cat=0 split_feature=11 17 16 11 27 24 1 1 17 7 23 5 13 11 19 9 split_gain=1.80275 5.35088 6.72809 8.77682 4.08419 6.72782 5.55357 5.2496 3.87001 9.43775 9.48503 8.38317 18.1942 9.1982 7.3969 6.46522 threshold=0.68139889393079989 61.024846484205348 218.9553102890641 0.75238641955059882 15.500000000000002 5.5000000000000009 3487.5000000000005 5098.0000000000009 67.072581584564361 -57.956214904785149 0.44721359558316087 135.02378082275393 110.39892013418326 0.48285600364547737 471.75000000000006 0.94170538332183529 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 -3 -4 5 6 -5 -8 -1 10 15 12 13 -12 -11 -10 right_child=1 2 3 4 -6 -7 7 -9 9 14 11 -13 -14 -15 -16 -17 leaf_value=0.00011286464844960756 -1.486941799883901e-05 -0.0010842264990793447 0.00026832963798725448 0.0029446389226971013 -0.0051878626708657229 -0.03211561188154085 -0.046580111835814265 -0.0049783519800745829 6.8605253330636902e-05 -0.0088791151258228573 -0.028025215488582455 0.0048097618759939242 -0.031973884909462964 -0.0030857650350739054 0.0028674764015880396 0.019810330504495238 leaf_count=132238 721297 19685 573 130 227 209 50 51 327 460 130 663 217 2318 14888 239 internal_value=0 -0.000620302 -0.0163844 -0.0878291 -0.165807 -0.222012 -0.104393 -0.280303 0.00316517 0.0164156 -0.0275524 -0.0479058 -0.0729393 -0.0483389 0.0275709 0.092123 internal_count=893702 742222 20925 1240 667 440 231 101 151480 19242 3894 3328 2665 2448 15348 566 shrinkage=0.0912343 Tree=154 num_leaves=17 num_cat=0 split_feature=22 5 32 21 24 11 29 19 20 21 25 27 21 14 22 28 split_gain=1.60937 4.8681 17.6811 10.7669 11.6251 7.55191 8.55515 7.56961 6.86159 5.59281 6.23479 4.94351 13.795 7.43479 7.35221 5.72347 threshold=620.75000000000011 19.002605438232425 1.5000000000000002 10.500000000000002 22.500000000000004 0.80889155982905991 0.19532298549452823 498.25000000000006 0.22334659664418735 5.5000000000000009 526.75000000000011 44.500000000000007 10.500000000000002 29.63822693398912 707.25000000000011 667.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 -2 -7 9 -5 -8 -11 -3 14 -14 15 -13 right_child=1 11 -4 8 -6 6 7 -9 -10 10 -12 12 13 -15 -16 -17 leaf_value=-0.00013983678725591503 0.0018421886138738461 7.1896882294499915e-05 -0.0007232102985534573 0.0091477473240995158 -0.026962384865635146 0.0011313258535272353 0.0016242495731368734 0.013917973871046927 -0.018258972549808478 -0.028972543703910565 0.011893040003134054 -0.031238216405487806 -0.00053923653713856205 -0.033329788301769955 0.012848756326492832 0.0037050644998704763 leaf_count=374170 2846 495372 12660 106 92 1282 1147 1890 269 32 1076 257 2351 59 47 46 internal_value=0 0.00118737 0.0159559 0.0505506 0.0579821 0.0619133 0.0837927 0.105873 -0.11522 0.0667505 0.117421 0.000552902 -0.0416514 -0.0147093 -0.227167 -0.284249 internal_count=893702 519532 21400 8740 8365 8273 5427 4145 375 2255 1108 498132 2760 2410 350 303 shrinkage=0.0912343 Tree=155 num_leaves=17 num_cat=0 split_feature=0 19 10 22 27 17 20 18 17 25 16 17 21 16 19 10 split_gain=1.67903 2.11041 3.33423 3.46349 2.88112 2.48411 4.12444 2.59584 2.20219 3.36658 2.79543 2.84842 2.65914 6.09605 2.9697 4.29394 threshold=9.0000000000000018 389.75000000000006 0.95352129994509849 183.25000000000003 42.500000000000007 57.406849721234316 0.72694689555591219 5.5000000000000009 44.314193652380489 839.25000000000011 229.875238545618 73.084891878035862 2.5000000000000004 237.07267459376001 1631.2500000000002 0.81696832898358462 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 7 -7 -5 -3 10 11 -10 -11 14 15 -14 right_child=-2 8 -4 4 -6 6 -8 -9 9 12 -12 -13 13 -15 -16 -17 leaf_value=-0.0074981724120784625 -3.6844829415317489e-05 0.0007538997292049933 0.010628383200308976 0.0021032849684197935 0.013868487917120999 0.010064930324258805 -0.0096393753936741197 -0.018161519772229202 -0.00051948469732623643 -0.00018875348089189431 0.0024143062952268648 0.0041919521202400363 -0.0017126438136896853 -0.047518225632164408 0.0030832646094669422 -0.009637439991414214 leaf_count=349 820571 33447 339 7241 161 117 362 53 21120 2323 3741 1125 1278 27 422 1026 internal_value=0 0.00459669 0.0192907 0.0153123 0.0196011 0.0168585 -0.0529014 0.0214397 0.00263276 -0.00343014 0.00117105 -0.00308231 -0.0269854 -0.0480102 -0.043327 -0.0574527 internal_count=893702 73131 8622 8283 7934 7773 479 7294 64509 31062 25986 22245 5076 2753 2726 2304 shrinkage=0.0912343 Tree=156 num_leaves=17 num_cat=0 split_feature=21 28 20 16 13 4 12 27 28 19 21 25 16 28 20 14 split_gain=1.70188 5.85963 4.82988 7.43976 5.04516 4.74655 5.20511 4.66308 6.01358 5.66921 5.90069 4.63734 5.81676 4.59477 12.0341 11.0068 threshold=11.500000000000002 947.25000000000011 0.41154631302835204 198.76803727252391 46.025564287560364 22.768889427185062 62.902543263816618 29.500000000000004 460.25000000000006 430.25000000000006 6.5000000000000009 384.25000000000006 229.54637266768211 691.25000000000011 0.84525663848093757 31.074086164323031 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 -2 5 -5 6 -4 -1 11 10 -10 -9 -13 -11 -15 -16 right_child=1 -3 3 4 -6 -7 -8 8 9 13 -12 12 -14 14 15 -17 leaf_value=2.1070549503972513e-05 -0.0062926714462704023 -0.017383782842698026 -0.0024673403349281813 -1.8229333129288529e-05 0.0036485037714606163 -0.0026757496043035857 0.0077818243589910354 0.016869800038971719 -0.0096132031526588724 -0.0017169000928794398 0.0041408129790731565 -0.015361560064104279 -0.0017296657183853838 -0.0051532881311320278 0.0027120670407903341 -0.011755176275908462 leaf_count=813999 807 150 490 27975 3516 605 2606 61 285 27604 2917 559 488 2508 8671 461 internal_value=0 0.00669613 0.00751797 0.009272 0.00428748 0.0516843 0.0675152 -0.000308446 -0.0103894 -0.00849098 0.0319684 -0.0831173 -0.0987328 -0.0117921 0.00487091 0.0217214 internal_count=893702 36149 35999 35192 31491 3701 3096 857553 43554 42446 3202 1108 1047 39244 11640 9132 shrinkage=0.0912343 Tree=157 num_leaves=17 num_cat=0 split_feature=4 25 6 6 13 28 7 9 22 16 15 9 28 7 9 10 split_gain=1.55173 3.58805 3.91653 2.59063 3.04167 2.72042 3.45069 2.5479 2.76963 2.28384 2.07793 2.33832 2.23248 2.16979 2.70871 2.19528 threshold=188.99998474121097 52046.500000000007 0.51219512308587101 0.68571429789989036 240.56997562628757 2949.7500000000005 -68.822341918945298 0.95552646270082919 23797.000000000004 209.43010313959127 0.45945055923577144 0.66284032196116993 9394.0000000000018 -52.290382385253899 0.81250549799628591 0.91599872801704951 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 -5 -6 -7 8 -8 -10 11 -3 -12 14 -13 -15 right_child=1 10 3 4 5 6 7 -9 9 -11 12 13 -14 15 -16 -17 leaf_value=1.102199220715874e-05 -0.031284977953953075 -0.030242451970456389 0.0039767907637726484 0.0068650139830070192 -0.0013093456037982704 -0.0013997154385601491 0.011367643034258496 0.0045653322019167143 -0.0079135756960000015 -0.024016565333059691 -0.018916965195971778 0.0017418701771060351 0.004225556482617421 -0.025847823433072514 -0.022249316163064543 0.0057533314890650597 leaf_count=890881 47 27 246 128 329 198 25 46 98 291 36 75 958 20 82 215 internal_value=0 -0.0233698 -0.0590968 -0.0492959 -0.0697888 -0.0885978 -0.125721 -0.173232 -0.19804 -0.218775 0.0122309 -0.0468342 0.0371285 -0.0272284 -0.118251 0.0335825 internal_count=893702 2821 1408 1361 1115 987 658 460 414 389 1413 419 994 392 157 235 shrinkage=0.0912343 Tree=158 num_leaves=17 num_cat=0 split_feature=16 9 29 30 11 29 16 25 6 15 26 27 22 25 2 27 split_gain=1.63503 3.94931 5.15624 4.18928 3.80618 4.00123 3.77595 3.44455 4.89437 3.61728 3.41568 3.27271 5.55102 3.26193 3.70793 3.56277 threshold=97.46313204127101 0.9485388250412774 3.0857191008699076 1.0000000180025095e-35 0.54631804214223012 0.55339479809867842 141.82230442904606 10717.500000000002 0.55263158337773011 0.49787648349060232 0.44590002326749051 17.500000000000004 620.75000000000011 7151.5000000000009 5.6412675374939534 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 7 5 -1 -2 9 -9 -3 -6 13 -13 14 -11 -16 right_child=6 3 -4 -5 10 -7 -8 8 -10 11 -12 12 -14 -15 15 -17 leaf_value=-0.0053262065912816521 -0.0014947103819126593 -0.0016085516632453004 0.0129896806173908 -0.0041389018739125929 -0.00041730246372533752 0.0074763718577260775 1.2173789140306751e-05 0.029194393674553867 -0.007561576909524071 0.016887218539390202 -0.0090633040788817912 0.019272087876360998 -0.017378578658523498 -0.011886852303640671 -0.0080805176369286823 0.010155843103859427 leaf_count=317 14064 459 211 375 777 566 874899 114 41 469 745 53 98 54 121 339 internal_value=0 0.0184961 -0.00750983 0.0505412 -0.02066 0.0315693 -0.00012787 0.0711162 0.213427 0.0572693 -0.0509612 0.087586 -0.0494818 0.108641 0.12253 0.0587376 internal_count=893702 4739 2616 2123 2405 883 888963 1748 155 1593 1522 1134 151 983 929 460 shrinkage=0.0912343 Tree=159 num_leaves=17 num_cat=0 split_feature=1 28 27 18 28 19 16 21 23 21 4 5 21 4 17 27 split_gain=1.66398 5.71482 6.25535 6.80435 10.2664 7.20371 12.3437 7.03448 5.06871 4.71065 5.03238 4.44015 8.52364 4.40105 4.15133 7.41722 threshold=805.50000000000011 795.75000000000011 26.500000000000004 2.5000000000000004 885.25000000000011 737.75000000000011 214.48373023032056 8.5000000000000018 0.62106956009416636 6.5000000000000009 22.406455993652347 42.250669479370124 5.5000000000000009 28.267571449279789 40.056601235226339 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 9 6 -6 14 -4 11 -11 -5 -13 -10 -3 -16 right_child=-2 2 8 4 5 -7 -8 -9 13 10 -12 12 -14 -15 15 -17 leaf_value=7.357495132069865e-06 0.00017435966376076081 0.00089940710371740214 -0.0043394536038793745 0.0012613998020747925 -0.0074178843438698541 -0.0036415578209663861 -0.027267406673481907 -0.017562679922504851 0.0071037743674783856 -0.0081261864199126486 0.0014967592228769342 0.011657552490501587 -0.040733895420007722 -0.030742292630019548 -0.006038160743450355 -0.00075690969398498455 leaf_count=534071 295713 11573 465 3472 907 1400 366 205 1568 1317 689 46 59 26 2345 39480 internal_value=0 -0.000988822 -0.00992481 -0.0117297 -0.0384537 -0.0894171 -0.143858 -0.0076136 0.0442987 -0.0140537 -0.0528419 0.00769899 -0.194899 0.0710967 -0.0069038 -0.0115419 internal_count=893702 597989 63918 61859 8256 2673 1273 53603 2059 5583 2006 3577 105 1594 53398 41825 shrinkage=0.0912343 Tree=160 num_leaves=17 num_cat=0 split_feature=11 17 16 20 5 20 16 23 16 21 28 28 17 1 1 13 split_gain=1.58901 7.09521 8.72884 6.34137 11.4541 5.81679 5.54198 7.95907 6.08934 5.64867 5.15876 6.96697 6.37445 4.74587 5.02664 5.39029 threshold=0.87000643500643504 47.97266157182645 230.79465870667795 0.99998875115300689 34.958330154418952 0.93372206355682497 196.63433643954292 0.96879151940968999 226.98882186796882 2.5000000000000004 3785.5000000000005 1420.7500000000002 93.158835808496619 342.50000000000006 520.50000000000011 29.164482400001031 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 5 4 -4 -3 7 -2 9 -8 11 13 -12 -7 -15 -16 right_child=1 2 3 -5 -6 10 8 -9 -10 -11 12 -13 -14 14 15 -17 leaf_value=-7.1168651135429138e-05 0.00054029441397382243 -0.00018295494897547447 0.0009602422768155988 -0.0051323623167698279 -0.05589339906244882 -0.0019005488098990755 0.0019505144171054188 0.0070179704020196781 -9.0278741576090742e-05 -0.0026640774177584168 -0.012175426294177647 0.0068514294587039134 0.012373909424272614 0.0033691769425462526 -0.0046231745529326023 0.0013335532012719099 leaf_count=675805 6961 24756 54 294 65 3403 2613 2042 113260 14245 441 2022 110 10683 1311 35637 internal_value=0 0.00232538 0.00990865 -0.135089 -0.329857 0.0106728 -0.00196858 0.0220259 -0.00362878 -0.0213605 0.0165277 0.0175274 -0.0797339 0.0152464 0.017824 0.0123001 internal_count=893702 217897 78776 413 119 78363 139121 9003 130118 16858 53607 53056 551 51034 47631 36948 shrinkage=0.0912343 Tree=161 num_leaves=17 num_cat=0 split_feature=18 28 8 25 5 10 27 21 27 28 7 18 11 7 8 9 split_gain=1.57508 1.57083 3.48232 4.49276 4.34841 5.21933 7.19538 8.11915 8.39859 10.0318 4.51289 4.51054 4.33713 5.7436 6.79541 5.5671 threshold=6.5000000000000009 693.25000000000011 2332.5000000000005 723.25000000000011 47.999996185302741 0.92320128515420263 1.5000000000000002 8.5000000000000018 30.500000000000004 623.25000000000011 -88.848457336425767 1.5000000000000002 0.74312218310879208 -5.1944291591644278 1174.5000000000002 0.91473144662829731 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 -7 8 10 -10 -8 -9 15 -14 -15 -12 right_child=-2 -3 -4 -5 5 6 7 11 9 -11 12 -13 13 14 -16 -17 leaf_value=-2.6522392465093062e-05 0.0055880448694742464 0.00013909349068960038 0.0021283767399730255 -0.0013927563255145988 -0.00047573231246007949 0.019622780145122445 0.0066525206811981884 -0.02099130517297438 -0.043789905060869397 -0.0018359144966453135 -0.0082279606360069011 0.0052382232223991097 -0.024135632711626612 -0.014935851733693196 -0.00044268252053667199 0.0031479902013867495 leaf_count=468565 420 383664 5744 22436 8797 101 221 59 109 84 863 727 221 562 517 612 internal_value=0 -3.75788e-06 -0.00115436 -0.00143346 -0.000788845 -0.0189206 -0.0485019 -0.0551993 -0.0776366 -0.27983 -0.0646114 0.0358346 -0.0755641 -0.117675 -0.087593 -0.0384494 internal_count=893702 893282 509618 503874 481438 12873 4076 3975 3189 193 2996 786 2775 1300 1079 1475 shrinkage=0.0912343 Tree=162 num_leaves=17 num_cat=0 split_feature=9 17 16 16 17 5 14 16 16 17 16 16 24 9 17 25 split_gain=1.49272 6.57602 7.39848 6.64418 5.25361 4.79205 6.21071 4.55108 4.2371 6.79683 4.60105 4.32057 4.23478 3.95146 3.33727 3.41824 threshold=0.97520953807974164 50.425133341573122 220.16122840286559 207.11366459627331 86.129141288675186 32.00000190734864 53.123675876597758 191.10825417622013 221.3111800734994 47.267844724148638 226.83227932365867 225.67245940063623 36.500000000000007 0.98847312576940627 53.15337787691665 531.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 4 5 7 -2 -7 -3 13 10 -10 -11 14 -5 15 -9 right_child=1 2 -4 8 -6 6 -8 12 9 11 -12 -13 -14 -15 -16 -17 leaf_value=-6.5572035008915487e-05 0.00072021336666958525 -0.0010992700102734679 0.0032696168956314045 -0.0027281841897631018 0.0054115424751849028 0.0056800864749484677 -0.02713705330975251 0.0016578001463319705 -0.0030494591036302511 3.8858503939195393e-05 -0.00052326771548240455 0.0025746261444732914 -0.032999303281585346 0.0015833449970321697 0.0012196950867381241 -0.00068367971311178606 leaf_count=668720 21802 13770 9008 11237 1791 2356 49 7026 6644 14306 62033 9183 31 2100 43790 19856 internal_value=0 0.00225904 0.00856733 -0.0023744 0.00571967 0.0125672 0.0549296 0.00458334 -0.00580265 -0.00339194 -0.00841414 0.011292 0.00782261 -0.022462 0.0079847 -0.000785889 internal_count=893702 224982 95272 129710 86264 24207 2405 84473 105503 92166 68677 23489 70703 13337 70672 26882 shrinkage=0.0912343 Tree=163 num_leaves=17 num_cat=0 split_feature=20 14 5 28 5 15 17 24 19 11 19 14 14 29 27 22 split_gain=1.50423 6.01159 10.2891 7.3537 6.01579 7.9057 7.59781 5.36213 12.2593 10.4415 6.87145 5.73983 9.45378 6.07279 4.38054 7.76073 threshold=1.0331103827073 39.792836807197077 39.999998092651374 1056.2500000000002 65.001308441162124 0.39415934966830807 73.084891878035862 2.5000000000000004 310.25000000000006 0.71131421072365975 1298.2500000000002 28.694003340312737 23.796583588979814 1.6892320599013428 32.500000000000007 402.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 6 -2 8 -7 -10 11 12 -11 -14 -9 -16 right_child=1 2 -4 -5 -6 7 -8 14 9 10 -12 -13 13 -15 15 -17 leaf_value=6.821069747188282e-05 -0.0031129804985251907 0.021570345990413974 -0.0030173190217491321 -0.038613170380412148 0.0030151310396750223 0.016202782255226509 -0.029126413365471723 5.1114334951207204e-05 0.009645874987394925 -0.0036155696289566289 -0.052080558604732125 0.0017918430660541977 -0.031237219273623107 0.0083978358451991496 -0.016106289898829201 -0.0012829238406488665 leaf_count=700748 5752 20 3300 109 4867 171 95 162698 179 249 39 173 303 36 300 14663 internal_value=0 -0.00240551 -0.0439026 -0.320958 -0.00165472 -0.00256938 -0.0387534 -0.00138619 -0.0694504 -0.112601 -0.161452 -0.140472 -0.187579 -0.29625 -0.000945611 -0.0173194 internal_count=893702 192954 3429 129 189525 184658 5847 178811 1150 979 800 761 588 339 177661 14963 shrinkage=0.0912343 Tree=164 num_leaves=17 num_cat=0 split_feature=27 7 7 28 21 14 10 7 25 28 19 26 1 7 13 1 split_gain=1.7043 6.68096 11.4821 7.49921 6.26148 21.8924 12.2822 8.89306 5.61125 6.79965 6.29104 6.43499 13.9654 5.94927 10.4776 18.6663 threshold=6.5000000000000009 -71.565052032470689 -1.0000000180025095e-35 300.50000000000006 3.5000000000000004 42.333029868584951 0.87914251178659442 -59.739793777465813 5587.0000000000009 1389.2500000000002 1277.2500000000002 0.55474810581480183 2509.5000000000005 -57.956214904785149 139.01473253290169 5098.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 8 7 -7 -6 9 -5 -11 12 -12 14 15 -10 right_child=-2 2 -4 4 5 6 -8 -9 13 10 11 -13 -14 -15 -16 -17 leaf_value=-0.001550065328723824 6.350407379934605e-05 0.018343891235685191 -0.00084888087616646836 0.00045826198744911923 0.0079107751006630301 -0.011868847721079425 -0.050993883617169257 -0.0030148662371282265 -0.0021929266772733771 0.0068170872262069788 -0.0017012611179011237 0.0026185079858408516 -0.044908962147417082 0.00018232258906558161 -0.0017764069248288109 -0.043534560422708132 leaf_count=27817 737910 204 64384 22726 776 170 110 3087 224 2717 1480 17847 65 12676 1356 153 internal_value=0 -0.00294389 0.000109202 0.0096402 0.00902414 -0.0285599 -0.298565 -0.00898918 0.0116524 0.0171696 0.0296553 0.0233412 -0.0385717 -0.00551477 -0.0604697 -0.207935 internal_count=893702 155792 127975 63591 63387 4143 280 3863 59244 44835 22109 19392 1545 14409 1733 377 shrinkage=0.0912343 Tree=165 num_leaves=17 num_cat=0 split_feature=22 28 10 17 18 9 11 27 5 27 4 32 16 9 18 5 split_gain=1.46767 3.6186 5.76141 5.98543 4.88702 6.42568 5.72957 3.68646 3.04266 3.13773 2.82971 3.33213 3.13842 2.79803 4.8692 3.08083 threshold=297.75000000000006 410.75000000000006 0.67987540444132533 73.084891878035862 2.5000000000000004 0.99001545213517195 0.84074705072884692 11.500000000000002 31.998984336853031 14.500000000000002 19.686664581298832 1.5000000000000002 168.21475827543244 0.97029922407134339 4.5000000000000009 23.000001907348636 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 6 13 -2 -7 9 10 11 12 -4 15 -15 -6 right_child=1 -3 8 -5 5 7 -8 -9 -10 -11 -12 -13 -14 14 -16 -17 leaf_value=-0.00092637764403125534 -0.0015514811070049758 -1.2929888866239264e-05 0.00068970680367462002 -0.032536780900675182 -0.004780781313005739 -0.048239779996190432 0.0054317787496589044 -0.0071362292485968575 0.00023759656998719456 0.00052038926620364106 -0.0014574159962697016 -0.0035555354701361512 0.0074898327293113779 -0.0055291483459304624 -0.041735470796493222 0.0048021831200900115 leaf_count=14095 2356 863890 673 49 561 42 1672 32 2749 1756 507 300 3518 914 32 556 internal_value=0 0.000131856 0.0151692 -0.0085077 -0.0057408 -0.0443951 0.0147667 -0.333923 0.0306514 0.0420672 0.0548431 0.0628378 0.0701255 -0.0340097 -0.0740279 -0.000117797 internal_count=893702 879607 15717 6214 6165 2137 4028 74 9503 6754 4998 4491 4191 2063 946 1117 shrinkage=0.0912343 Tree=166 num_leaves=17 num_cat=0 split_feature=7 18 28 27 27 16 22 7 27 7 29 0 5 23 17 23 split_gain=1.44202 4.283 6.45709 6.51184 4.98936 4.9704 6.9343 8.37372 4.73045 5.52817 4.62911 4.65959 4.5591 8.69729 8.39366 5.68168 threshold=-8.1301016807556135 4.5000000000000009 625.25000000000011 45.500000000000007 20.500000000000004 213.47784142571382 649.25000000000011 -71.492889404296861 29.500000000000004 -20.556043624877926 0.9606238409388016 24.000000000000004 50.492046356201179 1.245592045108199 64.777102894458224 0.76908995334338914 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 12 6 7 -6 9 -9 -10 -12 13 14 15 -1 right_child=-2 2 -4 -5 5 -7 -8 8 10 -11 11 -13 -14 -15 -16 -17 leaf_value=-0.00032157341006459889 -9.2264386900737911e-05 0.0097801664458640816 -0.0042557808103418819 -0.015276604910984535 0.00072355261720932057 8.8902227826356681e-05 0.00014752792720208545 -0.0070855578602561633 0.0038832358787287283 -0.0012937782621110553 0.009764027855955263 -0.013229905721557945 -0.000363619080770888 -0.0011409992319986863 0.003079894070455059 0.00090446976444118546 leaf_count=43681 586333 1204 496 93 3230 26463 8748 5469 918 1831 96 311 67188 23322 11852 112467 internal_value=0 0.00166282 0.0503947 0.0875054 0.00137688 -0.00809307 -0.0197396 -0.035499 -0.0517631 -0.0617405 0.00320681 -0.0855629 0.00310104 0.0055897 0.0081018 0.00615443 internal_count=893702 307369 1793 1297 305576 47066 20603 11855 8625 7300 1325 407 258510 191322 168000 156148 shrinkage=0.0912343 Tree=167 num_leaves=17 num_cat=0 split_feature=24 19 6 0 17 14 20 18 18 20 16 22 28 20 5 28 split_gain=1.53704 3.91169 3.31814 3.1849 3.67742 3.82218 5.11492 4.84462 4.01533 4.20902 3.86954 4.48526 3.22825 2.83374 2.90091 7.52819 threshold=26.500000000000004 320.25000000000006 0.7999999943133852 48.000000000000007 52.999966670569073 23.849479464830491 1.0898313450566368 3.5000000000000004 3.5000000000000004 0.88526071053060262 220.16122840286559 468.25000000000006 438.25000000000006 0.93122653520436571 30.369150161743168 569.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 13 4 5 6 8 -7 12 10 11 -10 -4 14 15 -3 right_child=1 2 3 -5 -6 7 -8 -9 9 -11 -12 -13 -14 -15 -16 -17 leaf_value=-1.3426455449947545e-05 0.012904059452694783 0.0050920677446066832 -0.028607561144378253 -0.015762332802615905 0.0061821750330731248 -0.0045515705857434897 -0.033359429235928918 0.012399332447030476 0.025090890243306688 0.0011253063503378321 -0.02565756115983512 -0.014238909811788257 0.0049365943576500145 0.00050399099873675655 0.0070672695788327527 -0.0080024870430166224 leaf_count=879493 224 1283 26 144 391 373 60 225 31 160 184 109 293 8930 1265 511 internal_value=0 0.0103372 0.00823729 -0.0295136 -0.0183751 -0.0414274 -0.0840044 0.0200174 -0.0629603 -0.120369 -0.185901 -0.060615 0.0241421 0.0145223 0.0407901 0.0149312 internal_count=893702 14209 13985 1996 1852 1461 863 598 803 484 324 140 319 11989 3059 1794 shrinkage=0.0912343 Tree=168 num_leaves=17 num_cat=0 split_feature=15 11 14 22 28 19 16 28 11 13 20 27 7 27 16 18 split_gain=1.50405 3.74279 5.12843 4.68545 8.0568 7.223 5.64384 5.08974 8.72429 5.96514 4.96403 15.8969 6.07394 5.46096 5.25186 4.91701 threshold=0.71239062858619462 0.86905089859635332 22.5842302329388 514.75000000000011 641.25000000000011 542.75000000000011 225.33616788233314 966.25000000000011 0.83459053038000419 16.734759178946494 0.83825633460651561 3.5000000000000004 -78.852966308593736 6.5000000000000009 218.13040573505694 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 5 10 7 9 -9 -6 11 12 -2 14 -13 -5 right_child=1 2 -4 15 6 -7 -8 8 -10 -11 -12 13 -14 -15 -16 -17 leaf_value=7.9826645503577474e-05 -0.013862106656297932 0.0015188734809925264 -0.00013092589764185004 -0.00045304556661871615 0.0074351738114814799 -0.0030983454748001703 0.0038783128818043345 -0.002531486886613948 0.02291757936064209 -0.006557490262982392 0.00023054097893635174 -0.0085819546594164478 0.025511473504296767 -0.0021496846734610419 -0.037603594358203658 0.00052157217966876618 leaf_count=571763 38 23569 46875 118138 267 8582 683 598 138 5050 39772 348 230 9766 61 67824 internal_value=0 -0.00182734 0.00461515 -0.00363188 -0.0109029 -0.0071499 -0.0436616 -0.0533849 0.0245545 -0.0641736 -0.00256786 -0.0219712 0.218434 -0.0283032 -0.141508 -0.00106959 internal_count=893702 321939 70444 251495 65533 58797 6736 6053 736 5317 50215 10443 268 10175 409 185962 shrinkage=0.0912343 Tree=169 num_leaves=17 num_cat=0 split_feature=25 21 7 19 13 0 0 5 1 16 29 5 12 26 26 26 split_gain=1.49589 6.14463 8.17498 6.57031 3.26964 2.8138 2.80741 2.92653 3.86749 3.06523 2.83984 2.76246 2.94396 3.25424 2.6532 2.64506 threshold=252.25000000000003 3.5000000000000004 -2.7263108491897579 136.25000000000003 24.565064740369102 33.000000000000007 20.000000000000004 29.963311195373539 293.50000000000006 170.76819016330083 0.44606229787348611 16.000240325927738 65.47056274847715 3.112451692022141 0.85060608286805772 0.68145274102951181 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 15 -6 7 9 -9 -5 -11 -8 -13 -14 -12 -3 right_child=-2 2 -4 6 5 -7 11 8 -10 10 14 12 13 -15 -16 -17 leaf_value=-0.010325635005283411 3.689861029378794e-06 0.0067098178151589437 -0.011219155161130064 -0.00093133992232225155 0.0055769529567594707 0.029300593162525819 -0.0075737327924082932 -0.034402916686860581 0.0080787710560840196 0.022913833860395496 -0.011878271474656005 0.0065225040909901574 -0.011553089992600038 0.017995220963170654 0.012016904752244241 -0.012761252512759788 leaf_count=341 890183 107 972 158 162 56 262 30 44 176 46 588 169 38 243 127 internal_value=0 -0.0206179 -0.0713025 0.013833 0.0398073 0.127924 0.0385254 0.0877928 -0.10022 0.110125 0.151012 0.00603788 0.0353858 -0.0671761 0.0900267 -0.0422847 internal_count=893702 3519 1424 2095 452 218 1754 697 74 623 465 1057 795 207 289 234 shrinkage=0.0912343 Tree=170 num_leaves=17 num_cat=0 split_feature=0 19 10 17 22 16 20 5 22 13 17 25 17 16 4 16 split_gain=1.52628 1.95944 3.32124 2.8664 3.02534 2.87775 2.74667 3.03153 2.97485 2.25536 2.22736 2.64069 3.01826 2.58546 2.38551 2.82927 threshold=9.0000000000000018 449.25000000000006 0.95352129994509849 57.232839149809202 550.25000000000011 153.01155462184877 0.978576209600306 27.242596626281742 443.25000000000006 27.104981701122664 44.314193652380489 839.25000000000011 69.660027368572159 230.17662550031852 27.447378158569339 220.16122840286559 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 8 9 -7 -8 -3 12 13 -12 -13 -16 right_child=-2 10 -4 4 -6 6 7 -9 -10 -11 11 14 -14 -15 15 -17 leaf_value=0.0014763560580769864 -3.0102954914336095e-05 0.00069463987674719854 0.0093047084826847724 0.015846855519761786 -0.013315992284440798 -0.0043690215191783824 -0.010694670174606555 0.0031663166941089684 0.013804705680175734 -0.034326881238344147 -0.00069157520429721038 -0.004231376544260485 0.00433342984984505 0.0021317502206101759 0.0030467531735107944 -0.0032602578169294515 leaf_count=12757 820636 31677 426 76 214 183 154 108 127 43 17879 2611 1259 3180 1138 1234 internal_value=0 0.00443963 0.0150353 0.012324 -0.0420588 -0.00988288 -0.0325688 -0.0999435 0.0337192 -0.173761 0.00190865 -0.00471096 -6.38058e-05 -0.00290725 -0.0255248 -0.00256901 internal_count=893702 73066 14088 13662 905 691 615 305 310 197 58978 27301 22318 21059 4983 2372 shrinkage=0.0912343 Tree=171 num_leaves=17 num_cat=0 split_feature=27 21 24 24 26 7 20 21 19 25 1 17 29 14 18 21 split_gain=1.50099 6.74615 7.13278 6.7571 9.00081 13.5263 8.40196 6.66416 9.82777 8.49338 10.8954 7.36116 6.84595 15.069 13.9983 10.8593 threshold=14.500000000000002 5.5000000000000009 9.5000000000000018 6.5000000000000009 0.56340876169596377 -85.883308410644517 0.36713162355164081 2.5000000000000004 547.75000000000011 1139.2500000000002 1458.5000000000002 73.084891878035862 0.91712331852029794 26.185633962707922 1.5000000000000002 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 -5 8 -6 -9 11 -11 13 14 15 -12 right_child=-2 2 -4 4 7 -7 -8 9 -10 10 12 -13 -14 -15 -16 -17 leaf_value=-4.7255116676831188e-05 -0.00011892959519837302 -0.0022964827787120001 0.00033945052805765531 -0.0018708855653940197 -0.0059789205706296525 -0.0021978466604604327 0.007137616296917202 0.001461181543443834 0.00034363484419170449 -0.0039790878148427307 -0.0029565489345338937 -0.023677412093909608 0.0021557426598457661 0.00090679098614189577 0.0088809048423807938 -0.073139022373382656 leaf_count=278325 433645 18968 15550 1349 2629 16451 2386 104702 9234 4251 25 164 5564 348 42 69 internal_value=0 0.00128949 -0.0121558 0.00238012 0.00785925 -0.0117559 0.0425711 0.0109763 -0.0115913 0.0133009 -0.0138653 -0.0516341 0.0137057 -0.100367 -0.382621 -0.597072 internal_count=893702 460057 34518 425539 147214 20186 3735 127028 11863 115165 10463 4415 6048 484 136 94 shrinkage=0.0912343 Tree=172 num_leaves=17 num_cat=0 split_feature=23 5 22 12 6 7 10 18 14 17 4 22 10 29 10 8 split_gain=1.4543 5.02887 7.00704 14.1656 6.65684 6.11475 5.86148 4.48248 8.76903 8.63791 6.90428 8.61929 7.99901 7.25362 6.85166 5.89848 threshold=1.000158378207159 200.39732360839847 5484.0000000000009 551.4513164990957 0.22222222881410197 -62.091485977172844 0.87276791599758963 2.5000000000000004 22.232322100137996 53.611618697665733 20.988938331604007 743.25000000000011 0.91829760373047498 3.0857191008699076 0.77380797338763307 786.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 7 6 5 -5 -4 -3 10 15 -10 13 12 14 -2 -12 -9 right_child=1 2 3 4 -6 -7 -8 8 9 -11 11 -13 -14 -15 -16 -17 leaf_value=-8.9388310255250899e-05 0.0011141226661190715 -0.046331307453254325 -0.0057276727842686401 -0.029592419433938689 -0.002303664524443692 -0.053788041433344258 0.0039543933962327207 -0.00031753118956629177 0.00052652175113761018 0.0024828404278603691 -0.0014604751108920676 0.00030171469400838062 -0.0068184418589348353 -0.032349836384804424 0.00033820875819517591 -0.0042398372292400581 leaf_count=547722 34608 20 30 86 552 83 547 29947 87191 23946 54281 83026 1931 54 26106 3572 internal_value=0 0.00163913 -0.0600131 -0.123368 -0.0655684 -0.449706 0.0239016 0.00187489 0.00611538 0.0103912 -0.00119208 -0.00388219 -0.0111332 0.0116402 -0.00960544 -0.00806185 internal_count=893702 345980 1318 751 638 113 567 344662 144656 111137 200006 165344 82318 34662 80387 33519 shrinkage=0.0912343 Tree=173 num_leaves=17 num_cat=0 split_feature=28 0 27 21 24 16 8 27 26 17 12 25 29 6 19 18 split_gain=1.46567 3.17804 4.04894 3.71379 8.7695 5.67659 8.6499 5.02099 6.13054 4.93229 3.64484 6.06779 11.8093 9.90011 7.31927 5.227 threshold=693.25000000000011 40.500000000000007 52.500000000000007 11.500000000000002 22.500000000000004 202.94283814589667 286.50000000000006 49.500000000000007 0.77335126653216779 58.450368516695661 104.09797974644668 561.25000000000011 1.2306524924364768 0.44444444655277265 569.75000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 6 -5 9 -9 -8 11 -6 13 14 -13 -12 right_child=-2 2 -4 5 10 -7 7 8 -10 -11 15 12 -14 -15 -16 -17 leaf_value=7.4851693538835545e-06 0.00013517153168047131 -0.00047790277623285766 -0.012782379856520087 -0.0038297425309501616 -0.00080538811343510233 0.00060227993806563629 0.011277719921001014 0.011419367856136554 -0.016102264012924271 -0.0013892424359201016 -0.020370979812017086 -0.041280578840251297 -0.046450946863876887 -0.0053700581961375234 -0.00087143482736566635 0.0017082680754469057 leaf_count=354129 384104 125102 223 719 1442 22249 1645 121 152 303 96 116 66 1911 55 1269 internal_value=0 -0.0011053 -0.00547817 0.000320853 -0.000502518 0.0120585 0.0533556 0.0842175 -0.0427913 0.102017 -0.0422806 -0.0590044 -0.0926892 -0.0794876 -0.310009 0.00170377 internal_count=893702 509598 125325 384273 359084 25189 2940 2221 273 1948 4955 3590 2148 2082 171 1365 shrinkage=0.0912343 Tree=174 num_leaves=17 num_cat=0 split_feature=16 26 16 9 5 5 27 27 27 23 22 33 0 23 23 7 split_gain=1.46314 3.6447 3.19112 3.15286 4.47302 4.51595 3.75554 3.60145 6.62734 7.27835 3.99202 5.00675 3.00476 2.93079 2.877 2.77506 threshold=97.46313204127101 1.0531096940003348 141.82230442904606 0.95354284982669857 78.422302246093764 51.548101425170906 4.5000000000000009 17.500000000000004 4.5000000000000009 0.17214923066113966 873.75000000000011 1.0000000180025095e-35 17.500000000000004 0.2554450951950884 1.0025817575058713 -71.492889404296861 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 14 -1 5 7 -6 8 10 -10 -5 12 -12 -7 -2 -3 right_child=2 15 -4 4 6 13 -8 -9 9 -11 11 -13 -14 -15 -16 -17 leaf_value=-0.0018581046733834386 -0.00092875399043796888 -0.01260440815814599 1.5079176220758279e-05 -0.016185563438018493 0.018635273964216891 0.020419173341691098 -0.018030749288385352 -0.0090472638241984368 -0.0066732421957478773 0.017675991319768158 0.047943270214354058 -0.0055315325384817171 0.010667485587100239 -0.014815001762729218 -0.0052322231457952789 0.0080048946331209361 leaf_count=2239 12672 58 874814 132 220 22 26 161 133 441 24 192 72 184 1440 872 internal_value=0 0.0174745 -7.53644e-05 0.00389024 0.0376864 0.0152563 0.161781 0.0395833 0.0620566 0.131903 -0.0334004 0.0326024 0.219067 -0.12114 -0.0149931 0.0736519 internal_count=893702 4776 888926 3846 1607 1361 246 1155 994 574 420 288 96 206 14112 930 shrinkage=0.0912343 Tree=175 num_leaves=17 num_cat=0 split_feature=4 10 6 24 13 5 26 29 26 22 25 24 19 4 29 8 split_gain=1.54075 3.52031 3.62298 12.2379 8.97784 9.19589 6.04628 4.08384 6.24109 3.77651 4.42362 3.57676 4.21624 3.41852 3.17001 3.91538 threshold=12.789388656616213 0.99551829065997965 0.17434479881573386 12.500000000000002 170.89774674656863 298.69085693359381 0.96903895229089221 2.3803192715537116 2.0097433727570722 3086.5000000000005 2288.5000000000005 8.5000000000000018 1669.7500000000002 24.149533271789554 1.0829569552628362 332.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 3 4 6 7 -2 -6 13 10 11 12 -8 -9 -1 -16 right_child=1 -3 -4 -5 5 -7 9 8 -10 -11 -12 -13 -14 -15 15 -17 leaf_value=0.00051612151618201025 -0.0022978954852819785 0.010514735953775915 -3.3462169627569545e-05 0.028448415894178292 0.008731016817506038 -0.023971038176812537 -0.024422846898512447 -0.058282925962160302 0.00017639191442178401 -0.045874371470630615 -0.039872908882089116 -0.030577742530210981 -0.00014647495393987599 -0.0076773638218431755 -0.015439417148007787 0.0049440973695998886 leaf_count=54348 243 263 836960 91 465 121 90 25 373 43 62 78 176 20 223 121 internal_value=0 -0.000426535 -0.000462806 -0.0454416 -0.0646105 -0.00420745 -0.152247 0.0312202 -0.0405084 -0.221013 -0.191166 -0.146852 -0.0916353 -0.392304 0.0050514 -0.0906417 internal_count=893702 839010 838747 1787 1696 1004 692 883 418 449 406 344 266 45 54692 344 shrinkage=0.0912343 Tree=176 num_leaves=17 num_cat=0 split_feature=26 17 28 5 13 27 11 5 17 28 29 11 28 7 25 20 split_gain=1.29074 2.83389 3.85069 1.70135 9.26663 6.97023 6.80603 6.4665 19.5114 15.1454 6.44904 10.2829 5.7243 6.30447 6.22299 5.57193 threshold=7.019156192063682 47.586535193920902 6236.5000000000009 82.822822570800795 74.563975368052851 29.500000000000004 0.48285600364547737 57.856071472167976 64.777102894458224 3504.2500000000005 7.0383625161483678 0.72923332481472025 1462.2500000000002 -51.84277153015136 695.25000000000011 0.99998875115300689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 7 6 12 -1 -9 -10 -8 -12 14 -14 -6 -5 right_child=1 -3 -4 15 5 -7 10 8 9 -11 11 -13 13 -15 -16 -17 leaf_value=2.37254520865434e-05 0.00087738547688056071 0.0076843090973373164 -0.038356764474526087 0.0021250710777820977 0.0032137163069622704 -0.013478494866347173 0.0023747919899488414 -0.00078351502425944919 -0.01572110999333181 0.0048742694853635199 -0.046906720656101721 0.030280293261784219 -0.016936109693341226 0.0051136432888231435 -0.016866926785428747 -0.00074736202492604463 leaf_count=779170 2459 569 21 6243 183 247 23083 22394 1292 386 51 20 132 592 431 56429 internal_value=0 0.0205784 0.00597539 -3.18058e-05 0.000348445 0.0194111 0.0210967 -0.000238664 -0.0163812 -0.120387 0.025104 -0.275816 -0.048249 0.0119859 -0.119275 -0.00505542 internal_count=893702 3049 2480 890653 827981 24739 24492 803242 24072 1678 23154 71 1338 724 614 62672 shrinkage=0.0912343 Tree=177 num_leaves=17 num_cat=0 split_feature=17 16 20 16 22 29 22 6 14 5 8 19 4 1 9 23 split_gain=1.58209 3.60059 4.99873 10.048 3.87592 6.27866 4.62303 4.62596 3.36705 8.00987 15.4186 5.72315 5.38346 5.03172 7.33069 3.16664 threshold=33.827959300762757 203.80589404574692 0.48805959509552327 170.76819016330083 449.75000000000006 0.89856220859459346 3306.2500000000005 0.50000001576351816 48.726215208923371 153.99998474121097 5110.0000000000009 9864.0000000000018 35.501708984375007 5672.5000000000009 0.98576036019798419 0.99998875115300689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -5 -6 -8 9 13 12 -12 -11 -3 -15 -10 right_child=-2 8 3 4 6 -7 7 -9 15 10 11 -13 -14 14 -16 -17 leaf_value=-0.00050126562920933435 -3.10003271947285e-05 -0.00063910077804338469 0.0018736123138425136 0.011992495464619855 0.016169250798993107 -0.01877783247919838 0.012328191162098235 -0.02772648725328495 0.0059626760519133964 -0.017977045435991611 0.0051276035350643432 -0.02805973850142944 -0.061107749183617444 0.007655317600040552 -0.059759984978993319 0.00053550100096782854 leaf_count=5313 852964 12421 7860 151 791 87 56 42 963 39 190 56 63 25 29 12652 internal_value=0 0.00603912 0.0188221 0.0331977 0.121502 0.00816051 0.151845 -0.0530294 -0.000875066 -0.0125036 -0.162144 -0.0266045 -0.489033 -0.00832926 -0.312922 0.010077 internal_count=893702 40738 14300 8987 1127 238 889 98 26438 12823 348 246 102 12475 54 13615 shrinkage=0.0912343 end of trees feature importances: Column_16=274 Column_27=168 Column_17=167 Column_20=127 Column_22=120 Column_28=119 Column_25=116 Column_11=113 Column_21=111 Column_29=108 Column_0=107 Column_7=94 Column_9=91 Column_5=89 Column_14=88 Column_13=77 Column_19=77 Column_23=76 Column_26=76 Column_18=72 Column_1=68 Column_6=68 Column_24=66 Column_4=62 Column_10=61 Column_12=58 Column_32=54 Column_30=47 Column_8=33 Column_15=31 Column_2=12 Column_33=12 Column_31=6 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0912343] [num_leaves: 17] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 3537] [feature_fraction: 0.9199] [feature_fraction_seed: 22900] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 23994] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 116] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_25.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325927] [0:39678.625] [0:1] [0:554] [0:834] [0:1] [-90:90] [1:389911] [0.23333333333333334:1] [0:1] [0.125:1] [0:3865.5088014401008] [0:994.79147012972851] [0:582.10542021879837] [0:1] [0:255] [0:124.86258898771557] [1:7] [50:328009] [6.2249252230857579e-06:26.586834733893557] [1:22] [53:328009] [6.2249252230857579e-06:27.959183673469386] [1:39] [67:328009] [6.2249252230857579e-06:83.418199187962742] [1:67] [76:328009] [6.2249252230857579e-06:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=589 608 608 607 609 608 614 610 610 609 612 616 616 611 616 614 610 614 620 609 612 614 618 616 617 616 622 614 617 620 614 619 621 618 617 612 619 620 618 621 614 616 618 619 619 615 611 620 619 621 614 619 625 612 616 619 620 618 618 622 617 617 620 619 619 616 615 618 611 626 621 618 624 626 617 621 621 613 616 622 614 621 622 615 608 617 619 609 619 620 606 613 620 619 617 616 612 622 615 616 611 615 622 616 617 610 625 604 610 614 621 619 623 615 618 624 622 619 624 618 612 617 614 609 607 619 625 627 607 600 609 599 619 615 606 607 608 621 623 599 618 610 624 610 625 612 615 615 620 622 593 620 613 611 621 622 599 595 620 605 631 609 624 594 605 622 620 621 602 623 615 609 612 616 609 606 593 621 624 611 608 630 595 616 612 595 605 613 617 608 604 606 596 618 617 613 603 625 605 602 625 620 612 617 623 620 596 606 617 615 619 588 592 612 608 604 617 595 597 602 621 616 624 619 623 610 599 611 616 617 622 607 608 602 610 606 595 602 604 621 601 594 622 617 619 596 625 598 619 596 585 616 601 620 612 619 598 608 625 607 609 584 608 608 605 613 606 613 614 601 605 619 616 601 597 606 611 609 610 606 603 607 607 615 607 619 618 619 611 602 598 599 619 601 612 612 604 621 607 590 600 613 607 613 613 612 593 615 608 616 606 604 620 594 619 607 620 608 609 598 602 622 589 610 601 600 609 611 608 616 Tree=0 num_leaves=6 num_cat=0 split_feature=16 20 16 16 30 split_gain=23175.5 5941.95 3165.41 2722.13 1318.9 threshold=213.9913916980245 0.59742438010078946 228.58848852040819 193.59378556794903 1.0000000180025095e-35 decision_type=2 2 2 2 2 left_child=3 4 -3 -1 -2 right_child=1 2 -4 -5 -6 leaf_value=0.51955498133619948 0.53852597070022368 0.54061604470459945 0.54962283212424612 0.5296693225767154 0.50954690050267337 leaf_count=168568 7129 257159 262467 186668 19606 internal_value=0 0.129344 0.152999 -0.198768 -0.330415 internal_count=901597 546361 519626 355236 26735 shrinkage=1 Tree=1 num_leaves=6 num_cat=0 split_feature=16 32 16 16 32 split_gain=20603.7 5440.43 2822.75 2444.04 1502.78 threshold=215.46068457733816 1.5000000000000002 197.55484676070628 230.15882537752105 1.5000000000000002 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.015176492461570405 0.0051472144095053808 -0.016327050577999769 -0.0036280447136699018 0.0132930439640558 -0.022679323958564011 leaf_count=192698 270257 30340 168859 224435 15008 internal_value=0 0.128056 -0.178469 0.153266 -0.0898341 internal_count=901597 525032 376565 494692 183867 shrinkage=0.0576962 Tree=2 num_leaves=6 num_cat=0 split_feature=16 32 16 20 16 split_gain=18318.7 5252.1 2755.99 1939.59 1482.23 threshold=212.67154724076286 1.5000000000000002 227.00620985423578 0.66869456061783694 189.55296758699902 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.019820287509656604 0.0031603812438857934 -0.015830580865252134 0.011513600436640391 -0.013750717808407847 -0.0050966139639572012 leaf_count=62458 239246 33418 291900 109750 164825 internal_value=0 0.110149 0.134342 -0.18447 -0.148289 internal_count=901597 564564 531146 337033 274575 shrinkage=0.0576962 Tree=3 num_leaves=6 num_cat=0 split_feature=16 20 16 16 32 split_gain=16372.1 4101.2 2522.36 1863.48 1361.92 threshold=216.62451325863211 0.57898775070669017 198.6272009136766 231.26516364070716 1.5000000000000002 decision_type=2 2 2 2 2 left_child=2 -2 -1 -3 -4 right_child=1 3 4 -5 -6 leaf_value=-0.013363359446188156 -0.017374534222014737 0.0049182266410898361 -0.0027032618260106273 0.012164793952057485 -0.0203307986874996 leaf_count=199972 22226 280354 179013 204147 15885 internal_value=0 0.118896 -0.152712 0.138165 -0.0717548 internal_count=901597 506727 394870 484501 194898 shrinkage=0.0576962 Tree=4 num_leaves=6 num_cat=0 split_feature=16 32 16 16 32 split_gain=14552.2 3585.86 2490.4 1436.12 1303.11 threshold=217.74781527856155 1.5000000000000002 200.52570600042907 232.53314393939397 1.5000000000000002 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.012310022408103216 0.0054378364574547049 -0.013526560138901061 -0.0019484807930533912 0.012083891285410044 -0.019056670216866863 leaf_count=213721 288481 27467 182575 173223 16130 internal_value=0 0.116584 -0.138432 0.137467 -0.0578417 internal_count=901597 489171 412426 461704 198705 shrinkage=0.0576962 Tree=5 num_leaves=6 num_cat=0 split_feature=16 32 16 32 16 split_gain=12957.6 3955.42 2181.7 1510.76 1159.77 threshold=211.56673552856728 1.5000000000000002 225.70802529372733 1.5000000000000002 188.85593962670984 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0120823520730181 0.0020292414755140827 -0.013751334754340717 0.0094439949671805707 -0.021418155232627786 -0.0047565153830627614 leaf_count=128428 225666 34590 318591 30780 163542 internal_value=0 0.0895595 0.110399 -0.160506 -0.138292 internal_count=901597 578847 544257 322750 291970 shrinkage=0.0576962 Tree=6 num_leaves=6 num_cat=0 split_feature=26 17 32 14 0 split_gain=7935.88 3380.34 2207.82 713.049 578.363 threshold=0.73252020427388576 48.731383636639166 1.5000000000000002 20.318573049852628 45.000000000000007 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.0069332052763450263 -0.00025808866146725148 0.00050536224434003928 -0.021492462836977623 0.0076804801679984927 -0.0044388483350865041 leaf_count=150143 42707 222885 45083 318981 121798 internal_value=0 0.0493412 -0.17844 0.116873 -0.021522 internal_count=901597 706371 195226 361688 344683 shrinkage=0.0576962 Tree=7 num_leaves=6 num_cat=0 split_feature=16 20 16 29 32 split_gain=10916.8 3343.26 1875.76 1158.4 742.995 threshold=211.00794898068236 0.57898775070669017 228.58848852040819 0.64355933066710236 1.5000000000000002 decision_type=2 2 2 2 2 left_child=3 4 -3 -1 -2 right_child=1 2 -4 -5 -6 leaf_value=-0.013640651793613312 0.0010365811215572096 0.0024812406273952525 0.0091858944498932251 -0.0062019634824311025 -0.020250479572187639 leaf_count=103790 7388 294533 262887 212103 20896 internal_value=0 0.080791 0.0978097 -0.149854 -0.254612 internal_count=901597 585704 557420 315893 28284 shrinkage=0.0576962 Tree=8 num_leaves=6 num_cat=0 split_feature=16 20 16 32 16 split_gain=9722.17 2343.15 1943.76 1053.47 990.017 threshold=218.5643650793651 0.56844638351583054 195.37279942279946 1.5000000000000002 233.00832599404959 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-0.010913900071856162 -0.013808086735573396 0.0044695676813815291 -0.0019021674083424861 -0.015697612837288745 0.010054757670320791 leaf_count=178875 19709 288988 227447 20051 166527 internal_value=0 0.0982506 -0.10974 -0.0523397 0.112857 internal_count=901597 475224 426373 247498 455515 shrinkage=0.0576962 Tree=9 num_leaves=6 num_cat=0 split_feature=16 20 16 32 16 split_gain=8690.65 2752.24 1530.16 1000.77 820.51 threshold=210.4202397955714 0.64597508292833461 224.37525842724526 1.5000000000000002 178.08227376517249 decision_type=2 2 2 2 2 left_child=3 -2 -3 4 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.011329748044756099 -0.011534576501300855 0.0011859210128327801 0.0074274555519588184 -0.017927507382607268 -0.0046262538792790726 leaf_count=89418 35278 209421 348067 29615 189798 internal_value=0 0.0709552 0.0880962 -0.13593 -0.117391 internal_count=901597 592766 557488 308831 279216 shrinkage=0.0576962 Tree=10 num_leaves=6 num_cat=0 split_feature=16 32 16 20 20 split_gain=7741.63 2638.97 1532.61 815.221 721.182 threshold=208.6216784870056 1.5000000000000002 223.6958543629539 0.6131673636098417 0.66146977323852163 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.014593181478859638 0.00080118657737858132 -0.016734861127003699 0.0069407482181569726 -0.0064182658480709453 0.00039879023853585187 leaf_count=48903 217444 25299 358489 239378 12084 internal_value=0 0.0634103 0.0801222 -0.135278 -0.194058 internal_count=901597 613316 575933 288281 37383 shrinkage=0.0576962 Tree=11 num_leaves=6 num_cat=0 split_feature=16 33 29 16 16 split_gain=6905.64 2019.08 1183.57 972.553 585.933 threshold=215.46068457733816 2.5000000000000004 0.64355933066710236 232.22335362172291 202.7160361094009 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.010904907953125913 0.0030620745289165374 -0.014019156232354444 -0.0063466387440861763 0.0083192922142545003 -0.00088824380890714151 leaf_count=112853 321421 19336 142793 184305 120889 internal_value=0 0.074154 -0.103306 0.0862794 -0.0666275 internal_count=901597 525062 376535 505726 263682 shrinkage=0.0576962 Tree=12 num_leaves=6 num_cat=0 split_feature=16 33 16 32 16 split_gain=6188.48 1493.19 1468.44 921.583 600.161 threshold=220.18425863103053 2.5000000000000004 189.55296758699902 1.5000000000000002 234.77738097628966 decision_type=2 2 2 2 2 left_child=2 4 -1 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-0.0094725089373135923 0.0040478188682183218 -0.012660295524351366 -0.0015325586959400836 -0.013128517978318452 0.0087442748594044727 leaf_count=147426 301541 15692 282652 24818 129468 internal_value=0 0.0835768 -0.0821274 -0.0427852 0.0946086 internal_count=901597 446701 454896 307470 431009 shrinkage=0.0576962 Tree=13 num_leaves=6 num_cat=0 split_feature=16 20 16 32 32 split_gain=5511.74 1948.75 1086.46 698.519 584.828 threshold=208.9397368421053 0.64597508292833461 229.53212123991199 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 left_child=3 4 -3 -1 -2 right_child=1 2 -4 -5 -6 leaf_value=-0.0055961944713947241 0.0004812773176480717 0.0018149514382303877 0.0069050570333439587 -0.015152842428928831 -0.014856643098509177 leaf_count=263359 12471 332257 240727 28185 24598 internal_value=0 0.0541461 0.0685218 -0.113007 -0.168062 internal_count=901597 610053 572984 291544 37069 shrinkage=0.0576962 Tree=14 num_leaves=6 num_cat=0 split_feature=16 29 32 16 32 split_gain=4969.27 1231.26 1191.37 636.992 521.993 threshold=220.18425863103053 0.62929265531393008 1.5000000000000002 203.103716665951 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 4 -2 -3 -1 right_child=2 3 -4 -5 -6 leaf_value=-0.0072012116645788675 0.0050422992232994346 -0.0052890285318902379 -0.0080127832859347558 -0.00023854844056344024 -0.016276612090487537 leaf_count=90323 422030 148930 24627 188160 27527 internal_value=0 -0.073569 0.0749181 -0.0428088 -0.161553 internal_count=901597 454940 446657 337090 117850 shrinkage=0.0576962 Tree=15 num_leaves=6 num_cat=0 split_feature=16 16 20 32 16 split_gain=4408.27 1158.79 1104.96 696.774 507.625 threshold=220.77517232058389 188.85593962670984 0.5364410871964681 1.5000000000000002 236.1893476205484 decision_type=2 2 2 2 2 left_child=1 -1 -2 -3 -4 right_child=2 3 4 -5 -6 leaf_value=-0.0082062124757129092 -0.01081232008125816 -0.0011837857126102121 0.0035973537007930774 -0.011055062559745659 0.0082736051060804949 leaf_count=143918 15792 295876 318048 25886 102077 internal_value=0 -0.0676436 0.0722812 -0.0342819 0.0820423 internal_count=901597 465680 435917 321762 420125 shrinkage=0.0576962 Tree=16 num_leaves=6 num_cat=0 split_feature=16 20 16 17 16 split_gain=3993.3 1495.64 878.876 495.627 543.34 threshold=206.93570365377596 0.65383132673032451 230.7921982578265 79.457504064263304 168.6641480383212 decision_type=2 2 2 2 2 left_child=3 -2 -3 4 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.011050020300693082 -0.0082463840622089158 0.0015770606540841041 0.0062104929906728846 0.0038798504517140548 -0.0049298310331807099 leaf_count=64849 40253 377990 213105 16320 189080 internal_value=0 0.0435854 0.0562867 -0.101678 -0.112535 internal_count=901597 631348 591095 270249 253929 shrinkage=0.0576962 Tree=17 num_leaves=6 num_cat=0 split_feature=16 33 20 16 17 split_gain=3540.43 1214.98 668.444 626.803 498.756 threshold=212.93924740583273 2.5000000000000004 0.69618830292776768 233.4664692231274 75.395042567121337 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.0097610241823949413 0.0020823138814091481 -0.010791469212384762 -0.0039851471788443053 0.0064116364856115597 0.0065007402881832495 leaf_count=68031 382635 21037 256850 157001 16043 internal_value=0 0.0487308 -0.0804953 0.057922 -0.0583868 internal_count=901597 560673 340924 539636 272893 shrinkage=0.0576962 Tree=18 num_leaves=6 num_cat=0 split_feature=16 29 20 16 17 split_gain=3194.71 964.624 815.913 503.504 415.168 threshold=221.52867890429175 0.57450655758992342 0.51413308666517665 203.53988377811996 84.139609593125826 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -3 right_child=2 3 -4 -5 -6 leaf_value=-0.0081785508889328836 -0.010001655740430989 -0.0050145182274350091 0.0041440749868462629 -1.8890307927125943e-05 0.0070471370082168406 leaf_count=102354 14041 153791 407558 213728 10125 internal_value=0 -0.055643 0.0636604 -0.0323046 -0.0739992 internal_count=901597 479998 421599 377644 163916 shrinkage=0.0576962 Tree=19 num_leaves=6 num_cat=0 split_feature=1 0 32 0 20 split_gain=2496.9 1050.74 830.06 346.683 339.699 threshold=461.50000000000006 40.500000000000007 1.5000000000000002 29.500000000000004 0.56844638351583054 decision_type=2 2 2 2 2 left_child=2 4 3 -1 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.0016946805034342299 -0.0090951656574933711 -0.0016717874303861875 -0.01338093365071796 -0.006841431880919643 0.0034101576575010627 leaf_count=106297 7345 211963 36179 73826 465987 internal_value=0 0.0295387 -0.0936972 -0.0659341 0.055742 internal_count=901597 685295 216302 180123 473332 shrinkage=0.0576962 Tree=20 num_leaves=6 num_cat=0 split_feature=16 32 16 32 17 split_gain=2703.38 1051.51 635.435 389.6 401.513 threshold=206.93570365377596 1.5000000000000002 225.86516474865991 1.5000000000000002 79.457504064263304 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0046844676814397999 0.00065751628567984027 -0.007118335761902325 0.0044442331487682925 -0.011475978124847902 0.0053492240706213695 leaf_count=229585 277052 38902 315510 26457 14091 internal_value=0 0.0358863 0.046342 -0.0836492 -0.0711355 internal_count=901597 631464 592562 270133 243676 shrinkage=0.0576962 Tree=21 num_leaves=6 num_cat=0 split_feature=16 20 16 32 16 split_gain=2417.95 967.012 614.062 367.547 325.806 threshold=204.35057338744392 0.66869456061783694 234.11663034232501 1.5000000000000002 173.64295886785683 decision_type=2 2 2 2 2 left_child=4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.0077303111926649805 0.00037261199251927436 0.001427901744156789 0.0057613576961622502 -0.010352352187816251 -0.0033306607720609183 leaf_count=86577 17082 469215 141733 28192 158798 internal_value=0 0.0317229 0.0421728 -0.109293 -0.0846331 internal_count=901597 656222 610948 45274 245375 shrinkage=0.0576962 Tree=22 num_leaves=6 num_cat=0 split_feature=16 16 33 32 16 split_gain=2204.23 689.602 542.065 482.635 277.234 threshold=221.52867890429175 179.14274432484282 2.5000000000000004 1.5000000000000002 237.83796583925289 decision_type=2 2 2 2 2 left_child=1 -1 4 -3 -2 right_child=2 3 -4 -5 -6 leaf_value=-0.0068221050916825168 0.0027224828588484433 -0.00090597270269270427 -0.0078859559548997791 -0.0084564187374529289 0.0066236102128023342 leaf_count=104481 332730 344954 14588 30689 74155 internal_value=0 -0.0463811 0.0527188 -0.0263938 0.0595094 internal_count=901597 480124 421473 375643 406885 shrinkage=0.0576962 Tree=23 num_leaves=6 num_cat=0 split_feature=16 26 20 32 17 split_gain=1963.21 676.197 488.37 331.142 298.819 threshold=222.10035752387728 0.73252020427388576 0.38174940009311992 1.5000000000000002 79.457504064263304 decision_type=2 2 2 2 2 left_child=1 3 -2 -1 -3 right_child=2 4 -4 -5 -6 leaf_value=-0.0042464466924761112 -0.010296998367116726 -0.0013449496416162957 0.0032392903465415274 -0.010803886436133956 0.0078327689701780216 leaf_count=122943 9073 323494 401441 32389 12257 internal_value=0 -0.0427434 0.0509586 -0.0972987 -0.0175038 internal_count=901597 491083 410514 155332 335751 shrinkage=0.0576962 Tree=24 num_leaves=6 num_cat=0 split_feature=16 32 16 17 16 split_gain=1814.86 709.809 461.034 310.972 329.758 threshold=204.35057338744392 1.5000000000000002 227.50029726516055 84.139609593125826 164.71078991322381 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0086002866561605395 0.00061602386401950855 -0.0057787280448783349 0.0037859791291517918 0.0042899807414258778 -0.0035088581895787534 leaf_count=55743 333525 40933 281748 13454 176194 internal_value=0 0.0273532 0.0358363 -0.0734509 -0.0820247 internal_count=901597 656206 615273 245391 231937 shrinkage=0.0576962 Tree=25 num_leaves=6 num_cat=0 split_feature=16 20 16 30 17 split_gain=1608.26 673.065 434.69 287.729 277.793 threshold=203.53988377811996 0.69618830292776768 235.99724640020585 1.5000000000000002 84.139609593125826 decision_type=2 2 2 2 2 left_child=4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.0045492854840505168 -0.00052095794107313072 0.0012892181655177997 0.0053781034887251649 -0.0092188724414176797 0.0040181165701701996 leaf_count=224921 24948 508369 104308 25705 13346 internal_value=0 0.0252513 0.0344104 -0.0855326 -0.0705315 internal_count=901597 663330 612677 50653 238267 shrinkage=0.0576962 Tree=26 num_leaves=6 num_cat=0 split_feature=16 13 30 20 16 split_gain=1438.03 456.697 432.666 278.455 239.982 threshold=218.15753653035208 26.405146190353218 1.0000000180025095e-35 0.55852286680146934 172.36801055583959 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -3 right_child=2 4 3 -5 -6 leaf_value=-0.005651857952308448 0.002778514659408982 -0.0051595310275620431 -0.0092779480987532151 -0.00012293560835466294 -0.00065295418119120871 leaf_count=110306 426650 46258 15241 40309 262833 internal_value=0 -0.0427199 0.0373491 -0.045666 -0.0230067 internal_count=901597 419397 482200 55550 309091 shrinkage=0.0576962 Tree=27 num_leaves=6 num_cat=0 split_feature=16 20 20 16 17 split_gain=1291.37 513.486 324.246 312.047 248.222 threshold=223.1690411440787 0.7144832189168574 0.38174940009311992 175.86463228244054 90.755686840516873 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -3 right_child=2 3 -4 -5 -6 leaf_value=-0.0058826510335026122 -0.0086906612762990797 -0.0058424721607499459 0.0027505031471450904 -0.00040385855674475381 0.0073936231270556371 leaf_count=89201 8428 58767 381256 358817 5128 internal_value=0 -0.0330139 0.0433834 -0.018465 -0.0828509 internal_count=901597 511913 389684 422712 63895 shrinkage=0.0576962 Tree=28 num_leaves=6 num_cat=0 split_feature=1 0 32 16 0 split_gain=1183.51 567.387 428.269 316.297 247.163 threshold=469.50000000000006 35.000000000000007 1.5000000000000002 196.45708626050904 29.500000000000004 decision_type=2 2 2 2 2 left_child=2 -2 4 -3 -1 right_child=1 3 -4 -5 -6 leaf_value=-0.00076084080444591454 0.0025372816027710125 -0.0048025870436912881 -0.0093247118613082394 0.00013597728648730641 -0.0050033510543684165 leaf_count=110944 414826 54555 36649 206877 77746 internal_value=0 0.0209817 -0.0626974 -0.0155052 -0.0434844 internal_count=901597 676258 225339 261432 188690 shrinkage=0.0576962 Tree=29 num_leaves=6 num_cat=0 split_feature=16 30 8 20 32 split_gain=1082.83 470.96 335.287 261.205 219.402 threshold=203.53988377811996 1.0000000180025095e-35 681.50000000000011 0.55852286680146934 1.5000000000000002 decision_type=2 2 2 2 2 left_child=4 2 -2 -3 -1 right_child=1 3 -4 -5 -6 leaf_value=-0.0027539422871782604 0.00024172814985270281 -0.0078088765428136744 0.003041438777520456 -0.00077989820728848185 -0.0085902955463806104 leaf_count=214396 256770 24506 319658 62443 23824 internal_value=0 0.0207508 0.0310992 -0.0478535 -0.0578483 internal_count=901597 663377 576428 86949 238220 shrinkage=0.0576962 Tree=30 num_leaves=6 num_cat=0 split_feature=16 13 20 16 16 split_gain=991.4 415.221 235.166 202.326 195.464 threshold=223.35007616031172 26.549590565000532 0.39691429425743202 238.29238619605482 169.95403587443948 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -3 right_child=2 4 3 -5 -6 leaf_value=-0.0045569649689498727 -0.007193673619617107 -0.0044607161551551248 0.0018058185271569874 0.0052812143556143281 -0.00028237339613928776 leaf_count=124161 8642 41715 309339 68024 349716 internal_value=0 -0.0285947 0.0384217 0.042157 -0.0126119 internal_count=901597 515592 386005 377363 391431 shrinkage=0.0576962 Tree=31 num_leaves=6 num_cat=0 split_feature=14 0 32 0 16 split_gain=897.437 474.999 331.051 226.927 206.986 threshold=20.126723297493502 40.500000000000007 1.5000000000000002 33.000000000000007 192.32600838208825 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.00079956237283846721 0.0021028321742642283 -0.0048973166623326883 -0.0082779308835930123 -0.0049743411493305177 -0.00031859787070131123 leaf_count=130887 460804 40779 34953 64801 169373 internal_value=0 0.0184783 -0.0538308 -0.0378191 -0.0209212 internal_count=901597 670956 230641 195688 210152 shrinkage=0.0576962 Tree=32 num_leaves=6 num_cat=0 split_feature=16 13 9 30 17 split_gain=821.51 341.026 216.126 208.45 190.374 threshold=223.35007616031172 26.84289203823505 0.93883426093441436 1.0000000180025095e-35 71.753849241190537 decision_type=2 2 2 2 2 left_child=1 -1 -3 -2 -4 right_child=3 2 4 -5 -6 leaf_value=-0.0040641434268539577 0.0024815787408111129 -0.0037625676750254159 -0.00036368831527330023 -0.0018419311100973032 0.0061232574312401894 leaf_count=129680 344329 62089 308058 41607 15834 internal_value=0 -0.0260736 -0.0111675 0.0349324 -0.00080704 internal_count=901597 515661 385981 385936 323892 shrinkage=0.0576962 Tree=33 num_leaves=6 num_cat=0 split_feature=16 1 32 17 16 split_gain=751.583 349.668 275.111 211.737 192.589 threshold=202.28602323282257 586.50000000000011 1.5000000000000002 84.139609593125826 161.89728060456736 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0064684124701996333 -0.00016792798982790297 0.0019068323207738838 -0.0065947027102774489 0.0042359883457224086 -0.0023538702367168203 leaf_count=49126 200727 448370 24926 13186 165262 internal_value=0 0.0168913 -0.0152149 -0.0495742 -0.0571389 internal_count=901597 674023 225653 227574 214388 shrinkage=0.0576962 Tree=34 num_leaves=6 num_cat=0 split_feature=16 32 16 30 16 split_gain=679.492 305.921 238.775 167.853 147.7 threshold=223.6958543629539 1.5000000000000002 173.64295886785683 1.0000000180025095e-35 239.29604593649626 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -2 right_child=3 -3 -4 -5 -6 leaf_value=-0.0038713409761903426 0.0017855527359351092 -0.0058939598857238864 -0.00035604346250247827 -0.001645759946500901 0.0052134025026847218 leaf_count=76607 289355 45039 401099 40579 48918 internal_value=0 -0.0233697 -0.0159416 0.0322488 0.0395391 internal_count=901597 522745 477706 378852 338273 shrinkage=0.0576962 Tree=35 num_leaves=6 num_cat=0 split_feature=1 32 0 0 16 split_gain=634.85 319.101 287.332 279.22 139.186 threshold=574.50000000000011 1.5000000000000002 46.500000000000007 35.000000000000007 240.44910695554276 decision_type=2 2 2 2 2 left_child=1 3 4 -1 -2 right_child=2 -3 -4 -5 -6 leaf_value=-0.00010152614189185631 0.0015932940274225472 -0.0066670453939380783 -0.0013695887002379175 -0.003776383882874539 0.0052583641128025899 leaf_count=216653 393447 41182 111635 100873 37807 internal_value=0 -0.0327353 0.0214792 -0.021994 0.0331842 internal_count=901597 358708 542889 317526 431254 shrinkage=0.0576962 Tree=36 num_leaves=6 num_cat=0 split_feature=14 16 32 17 16 split_gain=581.385 291.653 207.446 153.297 170.775 threshold=19.852386147703907 224.70308270676693 1.5000000000000002 79.457504064263304 185.71400560224092 decision_type=2 2 2 2 2 left_child=2 3 -1 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.0018342765987681864 -0.0037444469145907025 0.0020865741230804663 -0.0067311150485212228 0.005446389117484433 -3.3248360383737105e-05 leaf_count=182083 47844 321992 34209 14832 300637 internal_value=0 0.0142515 -0.0452155 -0.0051696 -0.00940737 internal_count=901597 685305 216292 363313 348481 shrinkage=0.0576962 Tree=37 num_leaves=6 num_cat=0 split_feature=16 30 8 17 16 split_gain=531.347 263.627 198.574 165.386 153.689 threshold=202.28602323282257 1.0000000180025095e-35 691.50000000000011 84.139609593125826 161.89728060456736 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0056352892772514396 0.00011028470323982498 -0.0021243801019125192 0.0022414020243350105 0.0038453370580069793 -0.0019601374387091296 leaf_count=49127 271686 88644 313488 13229 165423 internal_value=0 0.0140007 0.0216992 -0.0418678 -0.0485588 internal_count=901597 673818 585174 227779 214550 shrinkage=0.0576962 Tree=38 num_leaves=6 num_cat=0 split_feature=14 0 32 0 16 split_gain=482.207 316.628 185.982 171.072 139.61 threshold=20.126723297493502 35.000000000000007 1.5000000000000002 29.500000000000004 194.77223630831648 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.00018424028357107473 0.0017826954380972225 -0.0034988652495308863 -0.0061537050090092879 -0.0036635577465471535 -0.00013188721860927393 leaf_count=116866 409453 50899 34958 78735 210686 internal_value=0 0.0135357 -0.0394743 -0.0274674 -0.0136409 internal_count=901597 671038 230559 195601 261585 shrinkage=0.0576962 Tree=39 num_leaves=6 num_cat=0 split_feature=23 0 32 16 16 split_gain=448.689 295.763 190.175 135.968 109.859 threshold=0.78107959444593122 33.000000000000007 1.5000000000000002 199.59228696217826 161.89728060456736 decision_type=2 2 2 2 2 left_child=2 -2 4 -3 -1 right_child=1 3 -4 -5 -6 leaf_value=-0.0048589013813577315 0.0016580757173627789 -0.0029624511194631608 -0.0055467300455059572 -3.6682776584056026e-05 -0.00068216334284061544 leaf_count=25335 417440 69772 49231 218340 121479 internal_value=0 0.0117285 -0.0423515 -0.0129162 -0.0243157 internal_count=901597 705552 196045 288112 146814 shrinkage=0.0576962 Tree=40 num_leaves=6 num_cat=0 split_feature=13 0 9 1 20 split_gain=424.614 272.556 132.554 112.382 111.013 threshold=27.656027275604483 33.000000000000007 0.9396237474839082 664.50000000000011 0.51413308666517665 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=-0.0025549034862781396 -0.005551024535270498 -0.0036097460555612384 -0.0016447136527649668 0.00080780477847653353 0.001673079394902703 leaf_count=174979 7203 44888 106378 149753 418396 internal_value=0 0.0105908 -0.0124383 -0.00365347 0.026879 internal_count=901597 726618 301019 256131 425599 shrinkage=0.0576962 Tree=41 num_leaves=6 num_cat=0 split_feature=1 32 16 9 17 split_gain=377.894 184.537 180.454 131.468 130.145 threshold=574.50000000000011 1.5000000000000002 236.58515856650766 0.92822128758056022 75.395042567121337 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -5 right_child=2 -3 -4 4 -6 leaf_value=-0.00098113490886184932 -0.0019622376093530783 -0.0050860047002328056 0.0033351357567351454 0.00069806895752740539 0.0067377140678639806 leaf_count=317505 62506 41186 89077 379062 12261 internal_value=0 -0.0251744 0.0166537 0.00857657 0.0153789 internal_count=901597 358691 542906 453829 391323 shrinkage=0.0576962 Tree=42 num_leaves=6 num_cat=0 split_feature=16 30 16 17 16 split_gain=358.685 176.767 140.744 131.812 137.281 threshold=206.93570365377596 1.0000000180025095e-35 238.06587332092576 79.457504064263304 155.18882701917025 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0054473373261837241 0.00079158861004878013 -0.0017548145533936939 0.0036577497524042531 0.0032756230771442325 -0.0015434585414972905 leaf_count=34739 485557 81247 64623 16294 219137 internal_value=0 0.0131252 0.0195549 -0.0304142 -0.03601 internal_count=901597 631427 550180 270170 253876 shrinkage=0.0576962 Tree=43 num_leaves=6 num_cat=0 split_feature=16 2 16 30 16 split_gain=324.543 163.181 103.754 88.6279 87.724 threshold=223.6958543629539 14.747340425531917 164.71078991322381 1.0000000180025095e-35 238.76308507485604 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -2 right_child=4 -3 3 -5 -6 leaf_value=-0.0043443999476651951 0.00089254178066003483 0.0003025489192225397 -0.0008880493547929638 -0.0037918058039244714 0.0032422073006700392 leaf_count=44734 315474 212075 224309 41457 63548 internal_value=0 -0.0161381 -0.0307422 -0.0232426 0.0222977 internal_count=901597 522575 310500 265766 379022 shrinkage=0.0576962 Tree=44 num_leaves=6 num_cat=0 split_feature=13 0 16 32 0 split_gain=305.291 217.701 109.308 96.4427 94.9709 threshold=27.523790201092783 33.000000000000007 188.85593962670984 1.5000000000000002 40.500000000000007 decision_type=2 2 2 2 2 left_child=3 -2 -3 4 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.00066741732022331543 0.0013579256746214037 -0.0032210387013424961 -0.00019382822052604843 -0.0050286955532501953 -0.0041707416449922987 leaf_count=105048 427878 47020 255287 32237 34127 internal_value=0 0.0090221 -0.0115202 -0.0378728 -0.0264569 internal_count=901597 730185 302307 171412 139175 shrinkage=0.0576962 Tree=45 num_leaves=6 num_cat=0 split_feature=14 0 20 0 17 split_gain=279.306 205.856 110.576 104.047 97.1598 threshold=19.627878783045475 45.000000000000007 0.55852286680146934 29.500000000000004 79.457504064263304 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.0008022767115813186 -0.0051224325852937637 -0.0012449417045439241 0.0010923322080793674 -0.0034458731015491024 0.0066392464897639487 leaf_count=122037 9355 163620 512403 83450 10732 internal_value=0 0.00944525 0.0189777 -0.0325128 0.0209048 internal_count=901597 696110 532490 205487 523135 shrinkage=0.0576962 Tree=46 num_leaves=6 num_cat=0 split_feature=1 0 0 32 16 split_gain=255.884 152.671 144.694 107.456 91.2511 threshold=595.50000000000011 29.500000000000004 49.500000000000007 1.5000000000000002 242.09608447396212 decision_type=2 2 2 2 2 left_child=1 3 4 -1 -2 right_child=2 -3 -4 -5 -6 leaf_value=0.00032691603597796389 0.0010198432995449569 -0.0024148863311587868 -0.001622522921521916 -0.0039369089404373645 0.0045821162725258272 leaf_count=194491 421166 170002 68668 21890 25380 internal_value=0 -0.0194292 0.0146136 -0.00181 0.0211853 internal_count=901597 386383 515214 216381 446546 shrinkage=0.0576962 Tree=47 num_leaves=6 num_cat=0 split_feature=23 16 32 17 16 split_gain=237.337 143.08 119.567 117.417 100.278 threshold=0.79581834885571534 234.77738097628966 1.5000000000000002 79.457504064263304 184.86313654821834 decision_type=2 2 2 2 2 left_child=2 3 -1 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.00093497819690206816 -0.0023658164373356405 0.0022972834442732386 -0.0041818362303594602 0.0058125639235482975 0.00025667245002585122 leaf_count=155275 53661 122622 49885 11838 508316 internal_value=0 0.00881059 -0.0298886 0.00218467 0.00010852 internal_count=901597 696437 205160 573815 561977 shrinkage=0.0576962 Tree=48 num_leaves=6 num_cat=0 split_feature=16 31 8 0 20 split_gain=219.409 160.749 137.906 91.7732 86.4484 threshold=179.14274432484282 1.5000000000000002 688.50000000000011 29.500000000000004 0.5364410871964681 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.0024862285630526918 0.00065301418209188329 -0.0042882115958157744 0.0014647847390214844 -0.0012530169342334523 -0.00069908428004979812 leaf_count=104495 195100 31414 345461 147792 77335 internal_value=0 0.0056419 0.0112864 -0.00292075 -0.0300863 internal_count=901597 797102 688353 342892 108749 shrinkage=0.0576962 Tree=49 num_leaves=6 num_cat=0 split_feature=16 30 9 19 17 split_gain=202.143 110.252 103.664 97.1735 88.0838 threshold=202.28602323282257 1.0000000180025095e-35 0.93883426093441436 660.75000000000011 90.755686840516873 decision_type=2 2 2 2 2 left_child=2 3 -1 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.0041542324641392027 1.0363456688149534e-05 -0.0013955448622266231 -0.0011693863127425132 0.0014985126020159907 0.0053388261395043522 leaf_count=40019 279656 88664 180285 305774 7199 internal_value=0 0.00867438 -0.0257988 0.0136514 -0.0159366 internal_count=901597 674094 227503 585430 187484 shrinkage=0.0576962 Tree=50 num_leaves=6 num_cat=0 split_feature=0 13 16 20 17 split_gain=192.191 141.57 117.272 75.7065 77.218 threshold=40.500000000000007 24.939812826916036 185.71400560224092 0.46685942998719548 33.594360608133243 decision_type=2 2 2 2 2 left_child=1 -1 -2 -3 -5 right_child=2 3 -4 4 -6 leaf_value=-0.0016423488783965177 -0.0036978150927043712 -0.0044452900028464793 -0.00069262354831821327 0.0041845482025869123 0.00081354813143968399 leaf_count=85961 54621 8765 207197 23646 521407 internal_value=0 0.00929207 -0.022871 0.0151526 0.0166353 internal_count=901597 639779 261818 553818 545053 shrinkage=0.0576962 Tree=51 num_leaves=6 num_cat=0 split_feature=0 14 13 31 25 split_gain=176.534 123.495 95.4056 74.7446 63.3771 threshold=29.500000000000004 21.343352297295887 24.939812826916036 1.5000000000000002 654.25000000000011 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -3 right_child=1 3 -4 -5 -6 leaf_value=-0.0012868240289811727 -0.0023385105772076283 -0.0009893885617308024 0.0011031350235074912 -0.002545157660577434 0.00084543729794366127 leaf_count=64487 128966 101707 403540 39638 163259 internal_value=0 -0.0145941 0.0134122 -0.00361248 0.00244627 internal_count=901597 433570 468027 304604 264966 shrinkage=0.0576962 Tree=52 num_leaves=6 num_cat=0 split_feature=2 30 16 22 20 split_gain=161.022 122.08 106.407 71.1392 69.0295 threshold=20.372685185185187 1.0000000180025095e-35 164.71078991322381 610.25000000000011 0.70266710041205827 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -2 right_child=4 -3 3 -5 -6 leaf_value=-0.0030394567299851065 -0.0020841647203364137 -0.0027836177028608342 -0.00075660181155128123 0.0007235239398282364 0.0011775499304841693 leaf_count=42247 23117 74793 213082 219391 328967 internal_value=0 -0.0106951 -0.00477888 -9.95343e-05 0.0166977 internal_count=901597 549513 474720 432473 352084 shrinkage=0.0576962 Tree=53 num_leaves=6 num_cat=0 split_feature=0 14 16 16 17 split_gain=152.387 131.59 73.8694 70.4412 67.92 threshold=46.500000000000007 19.316130631087372 185.71400560224092 241.64620703384418 79.457504064263304 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -3 right_child=2 3 -4 -5 -6 leaf_value=-0.0010692205047681876 -0.0037621536459114977 0.00052968051543233758 -0.0008978027333443701 0.0035741234902353682 0.0048851006296303616 leaf_count=166475 39416 530006 125082 28425 12193 internal_value=0 0.0062052 -0.0274566 0.0134221 0.0108781 internal_count=901597 737099 164498 570624 542199 shrinkage=0.0576962 Tree=54 num_leaves=6 num_cat=0 split_feature=0 29 16 1 17 split_gain=142.764 102.029 89.2416 63.1492 55.6224 threshold=35.000000000000007 0.16024714671702425 192.32600838208825 670.50000000000011 90.755686840516873 decision_type=2 2 2 2 2 left_child=1 -1 -2 -3 -5 right_child=2 3 -4 4 -6 leaf_value=-0.0045008195572290317 -0.0026215698931643812 0.00011489791541966583 -0.00041655995697960401 0.0012306025934387141 0.0076097506360683909 leaf_count=13010 80928 308140 249379 245504 4636 internal_value=0 0.00953378 -0.0165835 0.0115739 0.0233782 internal_count=901597 571290 330307 558280 250140 shrinkage=0.0576962 Tree=55 num_leaves=6 num_cat=0 split_feature=16 30 17 20 26 split_gain=131.869 104.179 94.9207 64.828 64.1491 threshold=173.64295886785683 1.0000000180025095e-35 38.418206034390131 0.5364410871964681 1.398795933898674 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=-0.0021418857417275033 0.0026848617080307649 -0.0035750768340353269 0.00028053845803923208 0.00045701645597095829 -0.0033028557585830739 leaf_count=86682 59731 32671 643844 58278 20391 internal_value=0 0.0039023 0.00840015 -0.0245203 -0.00897012 internal_count=901597 814915 703575 111340 78669 shrinkage=0.0576962 Tree=56 num_leaves=6 num_cat=0 split_feature=0 13 9 20 28 split_gain=126.835 91.3135 106.656 66.7201 61.9036 threshold=29.500000000000004 30.178188598495037 0.9396237474839082 0.28464866869620314 684.25000000000011 decision_type=2 2 2 2 2 left_child=3 -2 -3 -1 -4 right_child=1 2 4 -5 -6 leaf_value=-0.0031156542867179279 -0.0021084703624740905 -0.0025913930076852773 -0.00066935175614739491 0.00078394305952297298 0.0010912741104577225 leaf_count=15092 114586 52320 126251 452936 140412 internal_value=0 -0.0123309 -0.00363288 0.011408 0.00446667 internal_count=901597 433569 318983 468028 266663 shrinkage=0.0576962 Tree=57 num_leaves=6 num_cat=0 split_feature=16 9 12 17 0 split_gain=117.443 98.0654 94.4399 76.1799 59.3799 threshold=231.26516364070716 0.9396237474839082 98.787319574666853 66.270070408960137 40.500000000000007 decision_type=2 2 2 2 2 left_child=1 -1 4 -4 -3 right_child=-2 2 3 -5 -6 leaf_value=-0.0020457749310985444 0.001190260686345731 -0.00016357766888954782 0.00057596616059380748 0.0048985343399521328 -0.0017541276778094673 leaf_count=98791 211736 256953 207320 14523 112274 internal_value=0 -0.0062943 -0.00141995 0.0148874 -0.0112179 internal_count=901597 689861 591070 221843 369227 shrinkage=0.0576962 Tree=58 num_leaves=6 num_cat=0 split_feature=13 0 20 17 17 split_gain=111.781 99.4841 67.6915 70.0843 71.4037 threshold=26.263482400632682 48.000000000000007 0.51413308666517665 79.457504064263304 33.118762897292029 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.0014999883225403155 -0.0036693047644422885 -0.0012671511255075148 0.0037484394968135271 0.0049340895290799066 0.00043351707402608541 leaf_count=139780 12374 117733 22444 12402 596864 internal_value=0 0.00476598 0.00965171 0.0110865 0.00959597 internal_count=901597 761817 644084 631710 619308 shrinkage=0.0576962 Tree=59 num_leaves=6 num_cat=0 split_feature=16 30 17 22 20 split_gain=106.384 86.6032 89.6692 56.6708 53.3611 threshold=164.71078991322381 1.0000000180025095e-35 37.575284314737338 596.25000000000011 0.5364410871964681 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-0.0023119383011706639 0.0027215054566656562 -0.0032010291959039391 -0.0004046948858564806 0.00066900782894951905 -0.00049024069323349738 leaf_count=61943 51416 34572 280476 392827 80363 internal_value=0 0.0028726 0.00691704 0.0038432 -0.0226295 internal_count=901597 839654 724719 673303 114935 shrinkage=0.0576962 Tree=60 num_leaves=6 num_cat=0 split_feature=0 29 14 9 28 split_gain=98.8481 67.2818 67.1841 46.539 46.6679 threshold=33.000000000000007 0.16024714671702425 20.910860968928969 0.95645286710480126 684.25000000000011 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -5 right_child=2 -3 3 4 -6 leaf_value=-0.0037279909349884526 -0.0020428035549916179 0.00059932637517721358 -0.0015772342461598118 -0.000688870376318763 0.0010645448277568292 leaf_count=12240 95753 524090 67346 102684 99484 internal_value=0 0.00867595 -0.012653 -0.00456923 0.00301511 internal_count=901597 536330 365267 269514 202168 shrinkage=0.0576962 Tree=61 num_leaves=6 num_cat=0 split_feature=0 1 32 17 26 split_gain=95.6264 82.9107 57.0224 51.7654 51.2897 threshold=48.000000000000007 661.50000000000011 1.5000000000000002 79.457504064263304 1.6005746192563466 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -2 right_child=4 3 -4 -5 -6 leaf_value=-8.9609707563910609e-05 -0.0010611367239686028 0.00078340053095281759 -0.0024593503214609554 0.0050787928420137308 -0.0049854459200510352 leaf_count=375751 121284 345618 37143 9599 12202 internal_value=0 0.0043886 -0.00524794 0.0155898 -0.0246092 internal_count=901597 768111 412894 355217 133486 shrinkage=0.0576962 Tree=62 num_leaves=6 num_cat=0 split_feature=16 17 20 16 30 split_gain=90.9997 72.1487 55.5157 54.5581 51.5086 threshold=161.89728060456736 40.571031347512701 0.26546180366539657 212.40105963188833 1.0000000180025095e-35 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-0.0022800090536877564 -0.0035924103024910438 0.00011711312190951573 0.0063524429247013865 0.0014187989631711465 -0.0013094824111792676 leaf_count=55049 6804 631631 8045 102850 97218 internal_value=0 0.00244158 0.0254147 0.0307943 -0.00126827 internal_count=901597 846548 117699 110895 728849 shrinkage=0.0576962 Tree=63 num_leaves=6 num_cat=0 split_feature=0 9 1 1 29 split_gain=84.1901 65.3275 72.2751 50.4774 45.684 threshold=29.500000000000004 0.95209646931302971 661.50000000000011 3602.5000000000005 0.16024714671702425 decision_type=2 2 2 2 2 left_child=4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.0032091555819197567 -0.0026293278288243116 -0.00098564532979821874 0.00069179336434998162 0.00089124160494468373 0.00062501333347061495 leaf_count=10584 72410 186693 157757 16680 457473 internal_value=0 -0.0100106 -0.00376773 -0.0341475 0.00933012 internal_count=901597 433540 344450 89090 468057 shrinkage=0.0576962 Tree=64 num_leaves=6 num_cat=0 split_feature=2 9 13 0 16 split_gain=80.4247 69.5281 53.202 42.6207 41.6606 threshold=24.971405228758172 0.95209646931302971 30.589701095084603 43.000000000000007 182.10891689694685 decision_type=2 2 2 2 2 left_child=1 4 3 -3 -1 right_child=-2 2 -4 -5 -6 leaf_value=-0.0036487476364877687 0.0007844437773536797 -0.00028673597559901334 0.00042182506898226469 -0.0021948757016746027 -0.0010514450536026178 leaf_count=26423 294299 143167 291556 53539 92613 internal_value=0 -0.00654604 -0.0012629 -0.0139713 -0.0282164 internal_count=901597 607298 488262 196706 119036 shrinkage=0.0576962 Tree=65 num_leaves=6 num_cat=0 split_feature=0 14 20 17 17 split_gain=75.3492 65.1312 46.6453 57.5783 46.0806 threshold=48.000000000000007 21.02555254775152 0.56844638351583054 79.457504064263304 30.331503845671389 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=-0.00053840070254223952 -0.0012635634978614835 -0.0035392373465355136 0.0042591474547248294 0.0047674084694870559 0.00048974521054522913 leaf_count=252134 133471 8936 11042 11143 484871 internal_value=0 0.00384134 0.0102782 0.0115404 0.00994302 internal_count=901597 768126 515992 507056 495913 shrinkage=0.0576962 Tree=66 num_leaves=6 num_cat=0 split_feature=16 30 17 25 18 split_gain=71.9962 55.9955 64.4322 46.8532 54.0996 threshold=166.08163643095153 1.0000000180025095e-35 36.600460377575061 240.25000000000003 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.0018416441463939654 0.0025554444800992096 -0.0010420858587430245 -0.0019963481449538868 0.00022798653927915099 -0.020103728457165491 leaf_count=65538 40930 114342 1787 678207 793 internal_value=0 0.00249915 0.0057566 0.00343982 -0.131064 internal_count=901597 836059 721717 680787 2580 shrinkage=0.0576962 Tree=67 num_leaves=6 num_cat=0 split_feature=0 1 26 17 16 split_gain=67.0111 61.9076 48.2384 46.3517 41.1776 threshold=49.500000000000007 679.50000000000011 1.4348428278935328 79.457504064263304 147.19751937032797 decision_type=2 2 2 2 2 left_child=1 4 -2 -3 -1 right_child=2 3 -4 -5 -6 leaf_value=-0.0032541598068785149 -0.00090233909479271789 0.00063906862671220136 -0.0046156912700982102 0.0046831184125115831 -0.00016973199765725504 leaf_count=14906 89830 342430 13380 9702 431349 internal_value=0 0.00309465 -0.0239831 0.0130076 -0.00472751 internal_count=901597 798387 103210 352132 446255 shrinkage=0.0576962 Tree=68 num_leaves=6 num_cat=0 split_feature=16 0 1 17 28 split_gain=64.4529 50.6682 43.192 43.5105 41.2047 threshold=164.71078991322381 29.500000000000004 2639.5000000000005 84.139609593125826 690.25000000000011 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-0.0021406177227732072 0.00056160493193350947 -0.00088250567528659629 -0.0017537822443118383 0.011892402598233579 0.00029531352342537575 leaf_count=58927 441987 213128 1612 1503 184440 internal_value=0 0.00236592 -0.0310351 0.083724 -0.00582518 internal_count=901597 839555 62042 3115 397568 shrinkage=0.0576962 Tree=69 num_leaves=6 num_cat=0 split_feature=11 16 30 13 17 split_gain=63.0398 59.3735 44.3827 39.0676 46.1848 threshold=0.87143170834942307 175.86463228244054 1.0000000180025095e-35 30.968360245804202 71.753849241190537 decision_type=2 2 2 2 2 left_child=1 -1 -2 -3 -5 right_child=2 3 -4 4 -6 leaf_value=-0.0016888415755494822 0.0010892355014041693 -0.00082057944975197448 -0.0019781740864283507 0.00011906904468108745 0.0037735130094722837 leaf_count=86466 201421 166803 17030 418039 11838 internal_value=0 -0.00478134 0.0147342 -0.00123246 0.00380797 internal_count=901597 683146 218451 596680 429877 shrinkage=0.0576962 Tree=70 num_leaves=6 num_cat=0 split_feature=29 11 0 26 13 split_gain=60.2699 61.8894 52.5198 45.6904 43.0805 threshold=0.16024714671702425 0.87143170834942307 48.000000000000007 1.9627382920110195 26.263482400632682 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-0.0031202513710653973 -0.0011583191876802213 0.00093128240688904499 -0.0010792398789773697 -0.006353760469845959 0.00024107794925744267 leaf_count=20150 86612 211580 103484 5772 473999 internal_value=0 0.0012315 -0.00347777 -0.0235352 0.000431173 internal_count=901597 881447 669867 109256 560611 shrinkage=0.0576962 Tree=71 num_leaves=6 num_cat=0 split_feature=0 9 1 21 25 split_gain=53.0865 53.2084 51.1394 43.0135 36.8646 threshold=29.500000000000004 0.93418136440083754 705.50000000000011 1.5000000000000002 240.25000000000003 decision_type=2 2 2 2 2 left_child=4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.006876636283686597 0.00047536183727050953 -0.00078740142860280707 0.0005667941137182924 -0.0032305967318393262 0.00046333539167125293 leaf_count=2289 14471 222896 159084 37293 465564 internal_value=0 -0.00794954 -0.00387229 -0.0380366 0.00740818 internal_count=901597 433744 381980 51764 467853 shrinkage=0.0576962 Tree=72 num_leaves=6 num_cat=0 split_feature=29 11 0 23 23 split_gain=50.9975 55.2832 45.9374 34.7416 31.8759 threshold=0.16024714671702425 0.86718964668437459 40.500000000000007 2.0005293806246693 0.7860551478557315 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-0.0028787102693647328 -0.00080383770333526021 0.00083066396482295269 -0.00081803435617529372 -0.0058377155538337335 0.00036900255196544465 leaf_count=20131 98787 228479 197469 4699 352032 internal_value=0 0.00100897 -0.00367555 -0.0162005 0.00194121 internal_count=901597 881466 652987 202168 450819 shrinkage=0.0576962 Tree=73 num_leaves=6 num_cat=0 split_feature=14 16 30 25 27 split_gain=48.8876 51.4426 45.8828 40.5911 48.6481 threshold=73.84495289978463 153.47282957843206 1.0000000180025095e-35 644.25000000000011 31.500000000000004 decision_type=2 2 2 2 2 left_child=1 -1 3 4 -3 right_child=-2 2 -4 -5 -6 leaf_value=-0.0021980211866689447 0.0025418093140532382 -2.4942098685599026e-05 -0.0010763320911473912 0.00063074940567684162 -0.002322095057598231 leaf_count=36306 24492 343880 110361 352862 33696 internal_value=0 -0.00124179 0.000349612 0.00322102 -0.00398547 internal_count=901597 877105 840799 730438 377576 shrinkage=0.0576962 Tree=74 num_leaves=6 num_cat=0 split_feature=0 9 1 16 21 split_gain=45.5387 53.961 55.7749 41.2889 28.8304 threshold=22.000000000000004 0.95585773560378129 705.50000000000011 196.45708626050904 1.5000000000000002 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=0.0005484863432662139 -0.0028343273031254321 -0.00049094783097057126 0.00086261117845585144 0.0012786405793086611 -0.001150512899856563 leaf_count=327888 40700 270932 161895 20431 79751 internal_value=0 -0.0052672 0.000265851 -0.0222662 -0.0113545 internal_count=901597 573709 432827 140882 100182 shrinkage=0.0576962 Tree=75 num_leaves=6 num_cat=0 split_feature=11 5 15 17 31 split_gain=43.7089 45.6121 40.5309 39.046 37.9881 threshold=0.85887799258176922 25.491941452026371 0.45574047425905295 68.718801202621208 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -2 right_child=4 2 3 -5 -6 leaf_value=-0.0012375520635770597 0.00081264720424623765 -0.0011952559914864913 8.9770579417594487e-05 0.0027407273315577271 -0.0017551212752433178 leaf_count=127363 249253 81312 403507 19384 20778 internal_value=0 -0.00454068 -0.00026948 0.00366197 0.0106604 internal_count=901597 631566 504203 422891 270031 shrinkage=0.0576962 Tree=76 num_leaves=6 num_cat=0 split_feature=14 16 30 29 20 split_gain=44.97 44.2867 36.1051 36.9758 46.7654 threshold=73.84495289978463 155.18882701917025 1.0000000180025095e-35 1.9129515619946245 0.73880654766291787 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=-0.0019546461197845785 0.0024353953245883852 0.00016635908244829983 -0.0019487666448873286 -0.0042339138943705053 0.00055860446054650358 leaf_count=39631 24515 727615 46516 10373 52947 internal_value=0 -0.00121353 0.000332271 -0.0165676 -0.0106423 internal_count=901597 877082 837451 109836 99463 shrinkage=0.0576962 Tree=77 num_leaves=6 num_cat=0 split_feature=0 29 25 21 29 split_gain=43.0342 39.1424 36.2824 40.1614 35.4557 threshold=49.500000000000007 1.5368260363589159 240.25000000000003 3.5000000000000004 0.16024714671702425 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.0011631979572938897 -0.00068706156690886619 -0.0041138307300941116 -0.0024284514273406801 -0.014592624453271513 0.00022692805136168394 leaf_count=2076 90643 12644 17107 1153 777974 internal_value=0 -0.019179 0.00251328 -0.103274 0.00294291 internal_count=901597 103287 798310 3229 795081 shrinkage=0.0576962 Tree=78 num_leaves=6 num_cat=0 split_feature=16 9 17 26 16 split_gain=41.3465 42.7175 41.8697 39.3169 36.9369 threshold=236.58515856650766 0.91645791158741308 75.395042567121337 0.76581433096249885 199.59228696217826 decision_type=2 2 2 2 2 left_child=1 4 -3 -4 -1 right_child=-2 2 3 -5 -6 leaf_value=-0.00343622503957115 0.0011067177252918963 -8.7329405465419463e-05 -0.0013364867658349298 0.0045383048124503656 -0.00054730384257242303 leaf_count=22772 98937 720298 5464 12394 41732 internal_value=0 -0.00248427 -0.000327739 0.047504 -0.0271627 internal_count=901597 802660 738156 17858 64504 shrinkage=0.0576962 Tree=79 num_leaves=6 num_cat=0 split_feature=2 9 21 6 28 split_gain=39.4094 43.5736 32.795 28.8704 24.8391 threshold=24.971405228758172 0.95209646931302971 1.5000000000000002 0.79253048466462594 303.50000000000006 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -3 right_child=2 3 -4 -5 -6 leaf_value=-0.0012555515061958935 0.0021087394899903956 -0.0060674530578895157 0.00030988942470510132 -0.00066601017827789025 0.00032192133704647891 leaf_count=119088 38866 2038 255674 157973 327958 internal_value=0 -0.00461162 0.00948513 -0.000426242 0.00489567 internal_count=901597 607057 294540 487969 329996 shrinkage=0.0576962 Tree=80 num_leaves=6 num_cat=0 split_feature=0 17 26 26 13 split_gain=38.0328 34.4058 49.8932 32.8331 41.274 threshold=45.000000000000007 90.755686840516873 0.79600166527893434 1.4217076821253338 30.285470562423004 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -2 right_child=3 2 -4 -5 -6 leaf_value=0.00014980141514268837 -0.0018615702162653785 -0.0017080945516162911 0.0072842658108755714 -0.0026707951378342602 0.00013244235687120111 leaf_count=697167 48093 3348 5314 24916 122759 internal_value=0 0.00337461 0.0660108 -0.0123785 -0.00743291 internal_count=901597 705829 8662 195768 170852 shrinkage=0.0576962 Tree=81 num_leaves=6 num_cat=0 split_feature=14 11 5 16 7 split_gain=35.8163 35.2816 47.4293 40.4771 37.7899 threshold=73.84495289978463 0.84665441585922718 287.42741394042974 180.18735250193595 -15.255119323730467 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -5 right_child=-2 -3 -4 4 -6 leaf_value=-0.0014350481466733568 0.0021758011075398024 0.00042529250179695243 -0.022718965390653673 0.00050248580818293594 -0.00054664151383680031 leaf_count=91477 24450 315430 315 196247 273678 internal_value=0 -0.00109217 -0.00584477 -0.00562711 -0.00188074 internal_count=901597 877147 561717 561402 469925 shrinkage=0.0576962 Tree=82 num_leaves=6 num_cat=0 split_feature=0 9 28 27 13 split_gain=33.7376 41.5221 44.1982 39.4772 30.0656 threshold=22.000000000000004 0.95703289542965464 684.25000000000011 28.500000000000004 29.650092388315191 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=0.00046731033493860362 -0.0010973296481613789 -0.00045469898430004763 -0.0015092193664345396 0.0035992639404390965 0.00080103113818780637 leaf_count=327754 148422 256108 21837 14744 132732 internal_value=0 -0.00461774 0.000406644 0.0129427 0.00822665 internal_count=901597 573843 425421 169313 154569 shrinkage=0.0576962 Tree=83 num_leaves=6 num_cat=0 split_feature=0 17 26 16 9 split_gain=32.3042 28.9063 34.6039 28.6714 27.113 threshold=33.000000000000007 90.755686840516873 0.79600166527893434 147.19751937032797 0.93418136440083754 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -2 right_child=4 2 -4 -5 -6 leaf_value=-0.0027506316236678768 -0.0017720587895960649 -0.0012014008579499427 0.0073437560938241168 0.00030019133998330193 -0.00023381514935390772 leaf_count=10461 43269 2561 4108 519187 322011 internal_value=0 0.00498239 0.0704081 0.00415859 -0.00721064 internal_count=901597 536317 6669 529648 365280 shrinkage=0.0576962 Tree=84 num_leaves=6 num_cat=0 split_feature=14 5 16 17 24 split_gain=31.99 50.6095 32.5551 31.1151 37.8587 threshold=68.347193573928436 287.42741394042974 151.47452332469456 90.755686840516873 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -2 right_child=3 -3 -4 -5 -6 leaf_value=-0.0018372732845828355 0.0040934144388393686 -0.021477678909491153 2.1627071838940969e-05 0.01125599174396648 -0.0003107222991715843 leaf_count=32577 11167 367 840806 1142 15538 internal_value=0 -0.000982919 -0.000826909 0.0334466 0.0265341 internal_count=901597 873750 873383 27847 26705 shrinkage=0.0576962 Tree=85 num_leaves=6 num_cat=0 split_feature=29 17 16 16 6 split_gain=30.7833 45.3414 35.0294 44.1321 29.6955 threshold=0.16024714671702425 31.235360690223349 98.968522220833862 147.19751937032797 0.12689209075690511 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=-0.0022286359032786507 -0.021456269377957866 0.0063606002479562329 -0.0028874039421710076 3.4314440833310093e-05 0.0032119453843227194 leaf_count=20107 164 2869 17568 843743 17146 internal_value=0 0.000944351 -7.06937e-05 -0.000438145 0.0516192 internal_count=901597 881490 864180 861311 17310 shrinkage=0.0576962 Tree=86 num_leaves=6 num_cat=0 split_feature=25 18 11 23 17 split_gain=30.974 46.4254 31.6378 30.1336 40.2951 threshold=240.25000000000003 2.5000000000000004 0.87322226267459546 0.79581834885571534 90.755686840516873 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -5 right_child=2 -3 -4 4 -6 leaf_value=-0.0014726167282625873 -0.00086138345540196968 -0.016758705924046793 0.00063645509766505071 -1.6288429789307565e-05 0.0045991595255965509 leaf_count=2518 161484 897 210476 519848 6374 internal_value=0 -0.0951142 0.000303086 -0.00298029 0.000686655 internal_count=901597 3415 898182 687706 526222 shrinkage=0.0576962 Tree=87 num_leaves=6 num_cat=0 split_feature=0 29 14 25 21 split_gain=29.2145 33.4969 33.3206 26.2253 32.2259 threshold=49.500000000000007 1.5368260363589159 49.207336349724464 240.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 left_child=3 -2 -3 4 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.00075999842562393173 -0.00052567571363942931 -0.0054024022107159227 0.00146624274409271 0.00013922573079560511 -0.012751251510029097 leaf_count=2081 90538 9484 3126 795205 1163 internal_value=0 -0.0158364 -0.0641233 0.00204703 -0.0876827 internal_count=901597 103148 12610 798449 3244 shrinkage=0.0576962 Tree=88 num_leaves=6 num_cat=0 split_feature=30 25 27 17 22 split_gain=28.2337 40.0334 43.6655 28.0994 34.6538 threshold=1.0000000180025095e-35 644.25000000000011 31.500000000000004 84.139609593125826 5850.5000000000009 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -5 right_child=-2 3 -4 4 -6 leaf_value=-9.564574155121076e-05 -0.00080845086238367668 0.00047018543741088304 -0.0022556443474531572 0.0023085978278365215 0.012750546572142557 leaf_count=359611 125042 374075 34110 7528 1231 internal_value=0 0.00217891 -0.00490114 0.00946029 0.0654483 internal_count=901597 776555 393721 382834 8759 shrinkage=0.0576962 Tree=89 num_leaves=6 num_cat=0 split_feature=0 9 1 16 17 split_gain=27.8271 32.894 37.3205 26.3585 21.8539 threshold=22.000000000000004 0.95703289542965464 716.50000000000011 197.00857654889916 66.270070408960137 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -4 right_child=1 2 4 -5 -6 leaf_value=0.00042688043609206906 -0.0021807446155217599 -0.00038408498086608793 0.00059722089693338995 -0.00048695420297664515 0.0040111532051646994 leaf_count=327821 43117 273596 145322 105219 6522 internal_value=0 -0.00415041 0.000320454 -0.0169732 0.0128926 internal_count=901597 573776 425440 148336 151844 shrinkage=0.0576962 Tree=90 num_leaves=6 num_cat=0 split_feature=14 5 28 0 29 split_gain=26.2847 45.2387 27.4021 26.7946 42.8795 threshold=68.347193573928436 287.42741394042974 15116.500000000002 49.500000000000007 1.5971251475796933 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -5 right_child=-2 2 -4 4 -6 leaf_value=7.7676069100485309e-05 0.0017574118261898682 -0.03011624897424164 0.0054774799380891874 -0.00054289197843214183 -0.0046514985287816101 leaf_count=774421 27788 264 99 89689 9336 internal_value=0 -0.000780956 -0.35373 -0.000634272 -0.0161232 internal_count=901597 873809 363 873446 99025 shrinkage=0.0576962 Tree=91 num_leaves=6 num_cat=0 split_feature=29 17 16 16 26 split_gain=25.911 39.7088 29.0493 40.8122 26.8216 threshold=0.16024714671702425 33.118762897292029 98.968522220833862 147.19751937032797 0.97795206904701071 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=-0.0020529285866992329 0.0021929903281765555 0.000354539467118432 -0.0029522455215291827 7.4204736804794865e-06 0.01161510689066126 leaf_count=20111 27661 1451 15803 835203 1368 internal_value=0 0.000719792 -0.000488259 -0.000823969 0.100857 internal_count=901597 881486 853825 851006 2819 shrinkage=0.0576962 Tree=92 num_leaves=6 num_cat=0 split_feature=11 7 15 24 19 split_gain=25.9061 27.7247 30.5619 26.1321 28.0611 threshold=0.86718964668437459 -16.699242591857907 0.25375349139022996 22.500000000000004 339.25000000000006 decision_type=2 2 2 2 2 left_child=1 -1 -3 -2 -5 right_child=3 2 -4 4 -6 leaf_value=0.00030024573424559047 0.00068602553257780807 -0.0038852687888374523 -0.00040142718143962921 -0.016982888972822317 -0.001290101087066526 leaf_count=244450 218623 8556 412636 388 16944 internal_value=0 -0.00326756 -0.00818419 0.00892718 -0.0284491 internal_count=901597 665642 421192 235955 17332 shrinkage=0.0576962 Tree=93 num_leaves=6 num_cat=0 split_feature=25 18 0 9 28 split_gain=24.3316 39.2638 23.9889 29.4097 33.2556 threshold=240.25000000000003 2.5000000000000004 22.000000000000004 0.95134017624912559 684.25000000000011 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -5 right_child=2 -3 3 4 -6 leaf_value=-0.0011816234017679268 0.0004070411052451607 -0.015230577062554701 -0.0010294068678839328 -0.00041160475196461334 0.00059224718684522317 leaf_count=2530 325941 897 116900 270220 185109 internal_value=0 -0.0842146 0.000207255 -0.00369316 -6.06587e-05 internal_count=901597 3427 898170 572229 455329 shrinkage=0.0576962 Tree=94 num_leaves=6 num_cat=0 split_feature=16 17 26 16 17 split_gain=23.1744 23.5871 35.7555 28.2386 34.7787 threshold=236.58515856650766 99.825372185828954 0.93247881803459542 147.19751937032797 36.600460377575061 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -5 right_child=-2 2 -4 4 -6 leaf_value=-0.0021237516752125414 0.00083297862943048772 -0.0010645243753358749 0.0072076921126061171 0.0027660670398977289 -0.00012520117960581741 leaf_count=23004 99043 3343 3626 14107 758474 internal_value=0 -0.00177563 0.0561483 -0.00228302 -0.00125498 internal_count=901597 802554 6969 795585 772581 shrinkage=0.0576962 Tree=95 num_leaves=6 num_cat=0 split_feature=29 17 16 16 26 split_gain=23.0959 34.6102 27.0339 30.7091 22.6745 threshold=0.16024714671702425 31.235360690223349 98.968522220833862 147.19751937032797 0.98563354888448118 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=-0.0019296788804336201 0.0025965408206403361 0.0006552823314220868 -0.0024161981651431566 2.5040284263838794e-05 0.010964738513750362 leaf_count=20164 17351 1478 17509 843728 1367 internal_value=0 0.000783238 -0.00010472 -0.000426202 0.0972142 internal_count=901597 881433 864082 861237 2845 shrinkage=0.0576962 Tree=96 num_leaves=6 num_cat=0 split_feature=25 18 11 24 25 split_gain=22.0363 33.9595 22.0336 23.2295 24.9721 threshold=240.25000000000003 2.5000000000000004 0.87322226267459546 22.500000000000004 398.25000000000006 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -5 right_child=2 -3 3 4 -6 leaf_value=-0.0012106905128248344 -0.00014143265015642196 -0.014326354559165529 0.00070607321296041025 -0.022844088380310597 -0.0013480206184650889 leaf_count=2520 687888 889 194526 182 15592 internal_value=0 -0.0802652 0.00028721 0.00924494 -0.0276628 internal_count=901597 3409 898188 210300 15774 shrinkage=0.0576962 Tree=97 num_leaves=6 num_cat=0 split_feature=30 22 26 20 2 split_gain=21.803 30.9803 24.561 41.3818 29.4358 threshold=1.0000000180025095e-35 596.25000000000011 1.4095151040306437 0.73880654766291787 70.202040816326544 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -4 right_child=2 -3 4 -5 -6 leaf_value=-0.00032172002627486206 -0.0014845211103106796 0.00041964130769713232 -0.0038572377071399927 0.00082534696097939753 0.00079139721488709011 leaf_count=317131 51825 459528 15201 51450 6462 internal_value=0 0.00202653 -0.0122067 -0.00578514 -0.0428202 internal_count=901597 776659 124938 103275 21663 shrinkage=0.0576962 Tree=98 num_leaves=6 num_cat=0 split_feature=6 16 17 12 16 split_gain=22.4651 27.5555 22.2145 31.4843 24.6867 threshold=0.24134482151136602 243.82598787754003 99.825372185828954 197.71067811865478 147.19751937032797 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-0.0019650995308537638 -0.0019321063074328757 0.0024348868340309747 0.00058905621249307882 0.009020816799750404 2.5983453206681502e-05 leaf_count=18899 21996 15777 4593 2171 838161 internal_value=0 0.000785116 3.13774e-05 0.0571155 -0.000417514 internal_count=901597 882698 866921 6764 860157 shrinkage=0.0576962 Tree=99 num_leaves=6 num_cat=0 split_feature=0 26 5 30 4 split_gain=21.5784 22.6421 28.0767 26.3556 22.2765 threshold=43.000000000000007 1.6233437170937173 29.00000095367432 1.0000000180025095e-35 48.000944137573249 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=0.0001582906644190899 -0.0012559840471978029 -0.00096574106529213172 0.00015670591135087436 -0.0079775217188072772 -0.00012254200666715037 leaf_count=673317 70635 12895 138977 4067 1706 internal_value=0 -0.008507 -0.00553489 -0.0418791 -0.0980353 internal_count=901597 228280 209612 18668 5773 shrinkage=0.0576962 Tree=100 num_leaves=6 num_cat=0 split_feature=0 26 18 24 25 split_gain=20.084 27.1014 22.75 26.7499 32.3973 threshold=51.000000000000007 1.398795933898674 3.5000000000000004 20.500000000000004 416.25000000000006 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=0.00015946781904475251 -0.00045868569035890309 -0.0036010763085027441 -7.7980791455289499e-05 -0.015325678797333203 -0.0023159237210074791 leaf_count=774148 63240 10679 33623 659 19248 internal_value=0 -0.0158184 0.00138529 -0.0185523 -0.0476045 internal_count=901597 73919 827678 53530 19907 shrinkage=0.0576962 Tree=101 num_leaves=6 num_cat=0 split_feature=17 26 16 17 20 split_gain=19.584 31.1564 24.2187 32.6715 21.514 threshold=90.755686840516873 0.78120802644653786 147.19751937032797 37.575284314737338 0.24428151705818432 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.0019055257785990974 -0.0016115498084542195 0.0048647092075856978 -0.0019424925626371828 -8.6989677334960326e-05 0.0015130773755316538 leaf_count=22317 3928 6675 6603 796660 65414 internal_value=0 0.0427325 -0.000499478 0.000336177 0.0207335 internal_count=901597 10603 890994 868677 72017 shrinkage=0.0576962 Tree=102 num_leaves=6 num_cat=0 split_feature=11 7 9 17 16 split_gain=18.9632 26.3202 25.4669 32.5906 23.0782 threshold=0.85541939873967188 -8.1301016807556135 0.95134017624912559 66.270070408960137 187.2791884470324 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -2 right_child=4 -3 3 -5 -6 leaf_value=-0.00045079196665545628 0.0025140548182125654 -0.00051860872107335678 0.00043580447740119418 0.0032891023130259133 0.0002635804681976307 leaf_count=108406 16077 340125 153903 14589 268497 internal_value=0 -0.00309563 0.00414296 0.0118354 0.00677204 internal_count=901597 617023 276898 168492 284574 shrinkage=0.0576962 Tree=103 num_leaves=6 num_cat=0 split_feature=6 17 16 16 11 split_gain=19.5265 23.3424 19.89 19.434 31.1958 threshold=0.24134482151136602 36.600460377575061 147.19751937032797 180.18735250193595 0.80357486395866562 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=-0.001834926064463329 -0.0011989687845674448 -0.0015853515623851808 0.0015506013191319385 5.5745035619812854e-05 0.00085181537383159319 leaf_count=18812 10462 59511 53768 734288 24756 internal_value=0 0.000755963 0.0191129 -0.000684461 -0.0150679 internal_count=901597 882785 64230 818555 84267 shrinkage=0.0576962 Tree=104 num_leaves=6 num_cat=0 split_feature=25 7 21 0 28 split_gain=19.3686 31.6186 29.9675 17.8918 20.9734 threshold=240.25000000000003 -1.0000000180025095e-35 3.5000000000000004 35.000000000000007 696.25000000000011 decision_type=2 2 2 2 2 left_child=1 -1 -3 -2 -5 right_child=3 2 -4 4 -6 leaf_value=0.0031292456655071669 0.00021165013481075305 -0.0028653631298469714 -0.016554819889026715 -0.00075550370308539788 0.00016648373948862299 leaf_count=1217 568425 1303 900 174914 154838 internal_value=0 -0.0751294 -0.146595 0.000268944 -0.00559094 internal_count=901597 3420 2203 898177 329752 shrinkage=0.0576962 Tree=105 num_leaves=6 num_cat=0 split_feature=28 6 5 4 11 split_gain=18.4715 20.9054 23.8626 50.4051 18.6517 threshold=21547.750000000004 0.24134482151136602 287.42741394042974 50.230829238891609 0.90970664118490208 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -3 right_child=-2 4 3 -5 -6 leaf_value=-0.0016388839965114322 0.0033320078896733373 -6.1536683032126235e-05 -0.034269697157128555 0.0056865142356673478 0.00086872777654795118 leaf_count=17577 5513 799263 224 198 78822 internal_value=0 -0.000310756 -0.0340472 -0.269038 0.000380774 internal_count=901597 896084 17999 422 878085 shrinkage=0.0576962 Tree=106 num_leaves=6 num_cat=0 split_feature=2 30 22 7 25 split_gain=17.457 19.126 22.5908 20.9403 30.4535 threshold=695.52455357142867 1.0000000180025095e-35 596.25000000000011 -88.824836730957017 240.25000000000003 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -5 right_child=-2 -3 -4 4 -6 leaf_value=0.0019814563188603179 0.0028837176502597033 -0.00068855950603290768 0.00034716498210735525 -0.0070010329371840646 -0.00033389208240922432 leaf_count=12987 6947 122791 454986 2298 301588 internal_value=0 -0.000341872 0.00150229 -0.00498037 -0.00666091 internal_count=901597 894650 771859 316873 303886 shrinkage=0.0576962 Tree=107 num_leaves=6 num_cat=0 split_feature=18 17 1 25 24 split_gain=17.6013 16.4421 30.451 23.5741 26.1029 threshold=5.5000000000000009 90.755686840516873 2390.5000000000005 1046.2500000000002 4.5000000000000009 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -5 right_child=-2 2 -4 4 -6 leaf_value=-1.6640241684833699e-05 -0.0079872421257648207 0.0025922231059261895 0.0075992846673714511 0.002020967948676729 -0.0098239793466931621 leaf_count=890052 917 5476 2669 1182 1301 internal_value=0 0.000178475 0.0392783 0.00828128 -0.0725411 internal_count=901597 900680 10628 7959 2483 shrinkage=0.0576962 Tree=108 num_leaves=6 num_cat=0 split_feature=18 27 28 28 25 split_gain=16.6618 23.2856 34.2653 24.1766 21.7704 threshold=3.5000000000000004 31.500000000000004 684.25000000000011 462.25000000000006 240.25000000000003 decision_type=2 2 2 2 2 left_child=-1 4 3 -3 -2 right_child=1 2 -4 -5 -6 leaf_value=6.8173748121634492e-05 -0.021125241761704501 -0.010626705711951109 0.002754726820341395 -0.0028293278437587308 7.5263672349604229e-05 leaf_count=845353 162 1437 3546 16790 34309 internal_value=0 -0.0165934 -0.0421954 -0.0596931 -0.000422389 internal_count=901597 56244 21773 18227 34471 shrinkage=0.0576962 Tree=109 num_leaves=6 num_cat=0 split_feature=0 26 18 24 25 split_gain=16.2589 25.0141 17.0549 20.9162 26.7846 threshold=52.500000000000007 1.4217076821253338 3.5000000000000004 20.500000000000004 416.25000000000006 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=0.00011766025197560879 -0.00051090369535789903 -0.0043395360889232687 -6.7985041639126778e-05 -0.01372031995455127 -0.0020147568739553919 leaf_count=800775 39455 6636 34401 673 19657 internal_value=0 -0.0184091 0.000872027 -0.0162066 -0.0416363 internal_count=901597 46091 855506 54731 20330 shrinkage=0.0576962 Tree=110 num_leaves=6 num_cat=0 split_feature=29 28 16 16 17 split_gain=15.994 25.1965 24.0239 24.8446 25.0948 threshold=0.16024714671702425 21547.750000000004 98.968522220833862 147.19751937032797 36.600460377575061 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -5 right_child=1 -3 3 4 -6 leaf_value=-0.0016099359187701939 0.0046759575304768436 0.0044184780919410702 -0.0020472756435318384 0.0012883095696068047 -3.7138835074436185e-05 leaf_count=20096 3665 4346 19390 50541 803559 internal_value=0 0.000627469 0.000251142 -8.78516e-05 0.000715714 internal_count=901597 881501 877155 873490 854100 shrinkage=0.0576962 Tree=111 num_leaves=6 num_cat=0 split_feature=9 17 12 16 6 split_gain=15.8711 29.1375 26.3983 23.9613 21.412 threshold=0.96069972376604484 68.718801202621208 91.769552621700498 227.50029726516055 0.70833333481650629 decision_type=2 2 2 2 2 left_child=3 4 -3 -1 -2 right_child=1 2 -4 -5 -6 leaf_value=-0.00070826791301495352 0.00045864224288625927 -0.001376889300951251 0.0043969854881314276 0.00029023623934932685 -0.00026068138711752523 leaf_count=202338 295406 3605 9806 132322 258120 internal_value=0 0.00325134 0.0493085 -0.00543306 0.00213545 internal_count=901597 566937 13411 334660 553526 shrinkage=0.0576962 Tree=112 num_leaves=6 num_cat=0 split_feature=0 9 21 28 26 split_gain=15.6571 22.0248 25.894 23.6404 34.6037 threshold=22.000000000000004 0.93418136440083754 1.5000000000000002 684.25000000000011 0.73252020427388576 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=0.00031679437985241847 0.00068742125105340432 -0.00038929826081495725 -0.0018346424016066265 -0.00092934409020140865 0.000812184615129229 leaf_count=327886 18576 291313 50099 49397 164326 internal_value=0 -0.00317198 -0.0199744 -0.000887185 0.00710049 internal_count=901597 573711 68675 505036 213723 shrinkage=0.0576962 Tree=113 num_leaves=6 num_cat=0 split_feature=6 17 20 17 26 split_gain=14.6088 17.3913 14.6317 14.3892 23.9656 threshold=0.24134482151136602 33.594360608133243 0.51413308666517665 99.825372185828954 0.93247881803459542 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=-0.0015878325316969716 -0.0013163014872910909 -3.9524817272454834e-05 0.0018690767149108229 -0.00099665772074644253 0.00588089585290475 leaf_count=18914 5801 842288 27827 3197 3570 internal_value=0 0.000567319 0.0228712 -0.000316058 0.0456124 internal_count=901597 882683 33628 849055 6767 shrinkage=0.0576962 Tree=114 num_leaves=6 num_cat=0 split_feature=2 0 26 30 28 split_gain=14.8109 17.0021 19.0681 20.0368 14.52 threshold=12.433647798742141 45.000000000000007 1.8716345656000832 1.0000000180025095e-35 21547.750000000004 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -2 right_child=4 2 3 -5 -6 leaf_value=-2.687877614391443e-05 0.00018174727279077029 -0.00071064531726391152 -0.0010047257328398408 -0.0090303704355242116 0.0041389926588302614 leaf_count=289326 493064 111930 2259 1912 3106 internal_value=0 -0.00456809 -0.0147909 -0.0811787 0.00357943 internal_count=901597 405427 116101 4171 496170 shrinkage=0.0576962 Tree=115 num_leaves=6 num_cat=0 split_feature=11 7 25 21 9 split_gain=14.4051 14.7799 29.1413 26.8112 22.7214 threshold=0.90970664118490208 -1.0000000180025095e-35 240.25000000000003 3.5000000000000004 0.96113259791549133 decision_type=2 2 2 2 2 left_child=1 4 3 -3 -1 right_child=-2 2 -4 -5 -6 leaf_value=-0.00018356295663052007 0.00071952948265054399 -0.0018716828492922094 -0.00026226112021131672 -0.015881365845385353 0.00073233404321094043 leaf_count=215120 85142 1148 444209 753 155225 internal_value=0 -0.00119766 -0.00507428 -0.128622 0.00347202 internal_count=901597 816455 446110 1901 370345 shrinkage=0.0576962 Tree=116 num_leaves=6 num_cat=0 split_feature=18 11 7 16 15 split_gain=14.292 13.9911 22.9798 22.7111 22.0965 threshold=5.5000000000000009 0.84665441585922718 -16.699242591857907 187.2791884470324 0.25375349139022996 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -4 right_child=-2 3 4 -5 -6 leaf_value=0.00028053224545088304 -0.0071507176669132737 0.0022142777858086453 -0.0035441547832578504 0.00019478743191446478 -0.00038815582430460797 leaf_count=237603 928 19758 7551 300068 335689 internal_value=0 0.000226939 -0.00269769 0.00553842 -0.00793094 internal_count=901597 900669 580843 319826 343240 shrinkage=0.0576962 Tree=117 num_leaves=6 num_cat=0 split_feature=29 28 11 6 27 split_gain=13.3647 20.2083 15.6139 16.1907 33.5272 threshold=0.16024714671702425 21547.750000000004 0.92698814241946048 0.24134482151136602 1.5000000000000002 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.0014725177435944016 -0.015374778021474767 0.0039569970877301533 0.0011096323298465233 -1.3086504463360807e-05 -0.0014841705319531427 leaf_count=20104 615 4345 41155 825651 9727 internal_value=0 0.000553752 0.000216764 -0.000719351 -0.0400406 internal_count=901597 881493 877148 835993 10342 shrinkage=0.0576962 Tree=118 num_leaves=6 num_cat=0 split_feature=0 9 6 21 28 split_gain=13.6487 16.9952 24.2631 19.8466 16.4676 threshold=17.500000000000004 0.95286340886340903 0.79253048466462594 1.5000000000000002 3400.2500000000005 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=0.00035241631158912292 0.00067359842502619509 0.00028312265614780635 -0.00058458339750708298 -0.00087739919054699133 -0.0041230645052336944 leaf_count=255961 28313 345373 155606 110884 5460 internal_value=0 -0.00252107 0.000235888 -0.012069 -0.0178472 internal_count=901597 645636 500979 144657 116344 shrinkage=0.0576962 Tree=119 num_leaves=6 num_cat=0 split_feature=25 18 27 28 27 split_gain=12.9215 24.6765 13.0478 28.6614 30.3857 threshold=240.25000000000003 2.5000000000000004 14.500000000000002 654.25000000000011 27.500000000000004 decision_type=2 2 2 2 2 left_child=1 -1 -2 -4 -5 right_child=2 -3 3 4 -6 leaf_value=-0.00058539011157493004 0.0002375511758035305 -0.011695067138900107 -0.00055846316644428981 -3.9982824010936136e-05 0.001778614477793528 leaf_count=2500 447673 907 281727 128670 40120 internal_value=0 -0.0614073 0.000293784 -0.00350557 0.00679911 internal_count=901597 3407 898190 450517 168790 shrinkage=0.0576962 Tree=120 num_leaves=6 num_cat=0 split_feature=18 27 28 25 11 split_gain=13.3667 18.6784 27.1626 20.7385 16.1434 threshold=3.5000000000000004 31.500000000000004 705.25000000000011 416.25000000000006 0.84665441585922718 decision_type=2 2 2 2 2 left_child=4 -2 3 -3 -1 right_child=1 2 -4 -5 -6 leaf_value=-0.00011639789619469383 -1.9848972194161022e-05 -0.01344131198338012 0.0031575485630822076 -0.00261065169756739 0.00041621188214162113 leaf_count=558695 34525 608 2771 18370 286628 internal_value=0 -0.014804 -0.0377583 -0.0512622 0.00111267 internal_count=901597 56274 21749 18978 845323 shrinkage=0.0576962 Tree=121 num_leaves=6 num_cat=0 split_feature=22 0 25 27 21 split_gain=12.4235 13.4147 15.6062 20.9539 19.5663 threshold=245.25000000000003 17.500000000000004 892.25000000000011 14.500000000000002 1.5000000000000002 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.0024079887631325535 0.0013677096521018226 -0.00012787864838018109 0.0012231852172843161 0.0001505494331931122 -0.0013154832847009589 leaf_count=7116 73614 641783 14367 130639 34078 internal_value=0 0.000213616 0.00638522 0.0102125 -0.00975121 internal_count=901597 894481 252698 204253 48445 shrinkage=0.0576962 Tree=122 num_leaves=6 num_cat=0 split_feature=17 8 16 17 16 split_gain=13.3976 22.9296 15.5476 17.0433 26.2531 threshold=99.825372185828954 2766.5000000000005 151.47452332469456 38.418206034390131 203.95816642437953 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.0013032932297657907 0.00053012236443865032 0.0080291637227656362 0.0031615323263733701 -4.9451675432646084e-05 0.00036950193413703644 leaf_count=29956 5074 1853 13383 782262 69069 internal_value=0 0.0439569 -0.000191668 0.000584232 0.0142589 internal_count=901597 6927 894670 864714 82452 shrinkage=0.0576962 Tree=123 num_leaves=6 num_cat=0 split_feature=9 16 16 1 1 split_gain=12.5828 30.8932 18.7992 23.7499 18.2189 threshold=0.90658139244099878 196.45708626050904 98.968522220833862 1633.5000000000002 24098.500000000004 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -4 right_child=2 -3 4 -5 -6 leaf_value=-0.0028202258824504842 0.00085647186627850307 -1.4074096502143251e-05 2.4328383967966602e-05 0.011052039018559473 0.0046069885366860162 leaf_count=17846 2216 48695 828784 1158 2898 internal_value=0 -0.0132881 0.00100064 0.075494 0.000698428 internal_count=901597 66541 835056 3374 831682 shrinkage=0.0576962 Tree=124 num_leaves=6 num_cat=0 split_feature=18 19 16 29 16 split_gain=11.9695 12.4089 12.1004 23.7246 20.0737 threshold=5.5000000000000009 339.25000000000006 98.968522220833862 0.9835345415111082 144.91213496448304 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -4 right_child=1 -3 4 -5 -6 leaf_value=-7.829405440130949e-06 -0.017271300716669741 -0.002412777478034929 -0.0019212937379212405 0.0086373882808440383 2.4628841287722726e-05 leaf_count=3127 259 674 18009 1596 877932 internal_value=0 -0.113309 1.50613e-05 0.0504984 -0.000251064 internal_count=901597 933 900664 4723 895941 shrinkage=0.0576962 Tree=125 num_leaves=6 num_cat=0 split_feature=0 29 14 30 18 split_gain=12.0635 22.3086 13.4995 13.6183 13.4913 threshold=51.000000000000007 1.3324798148506318 49.207336349724464 1.0000000180025095e-35 3.5000000000000004 decision_type=2 2 2 2 2 left_child=4 -2 3 -3 -1 right_child=1 2 -4 -5 -6 leaf_value=0.00012418941923128174 -0.00021859525057607438 -0.0024014281981387968 0.00094975091944348247 -0.0068520753644365669 -0.00082224538273433651 leaf_count=774136 59705 8348 2645 3153 53610 internal_value=0 -0.0122487 -0.0479552 -0.0627697 0.00109006 internal_count=901597 73851 14146 11501 827746 shrinkage=0.0576962 Tree=126 num_leaves=6 num_cat=0 split_feature=23 11 24 32 28 split_gain=12.0473 20.7102 21.3778 22.8952 20.621 threshold=0.80503461495809781 0.80883738878128797 24.500000000000004 1.5000000000000002 658.25000000000011 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -2 right_child=4 2 -4 -5 -6 leaf_value=-0.00095721919276443531 -0.00019003966291249774 0.00075125216331396185 -0.0045678418118226963 -0.0014231062269702372 0.00044093282372468975 leaf_count=105225 357795 82710 3058 20023 332786 internal_value=0 -0.00665723 0.00322306 0.00567563 0.00197624 internal_count=901597 211016 105791 102733 690581 shrinkage=0.0576962 Tree=127 num_leaves=6 num_cat=0 split_feature=22 0 9 16 10 split_gain=10.9325 11.9058 15.5913 19.3168 18.5317 threshold=278.25000000000006 22.000000000000004 0.93418136440083754 199.59228696217826 0.69215841029017189 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -4 right_child=1 2 4 -5 -6 leaf_value=-0.0018466497524743117 0.00029851842658764363 -0.0023142212181455927 -0.00046147673178936223 -0.00026408715068626461 0.00025607441846879343 leaf_count=10588 322204 23126 198709 45204 301766 internal_value=0 0.000317117 -0.00243408 -0.0166033 -0.000499559 internal_count=901597 891009 568805 68330 500475 shrinkage=0.0576962 Tree=128 num_leaves=6 num_cat=0 split_feature=29 17 10 1 23 split_gain=11.2039 17.0872 15.7875 40.1283 14.9073 threshold=0.097043482965949848 33.118762897292029 0.98684195242616524 8905.5000000000018 0.99999216791979961 decision_type=2 2 2 2 2 left_child=4 2 -2 -4 -1 right_child=1 -3 3 -5 -6 leaf_value=-0.0011157064114574694 0.0015966845383531239 -2.269131885890943e-05 0.001332664268405711 -0.036476841130718383 -0.0085733634706243959 leaf_count=12820 27774 859576 339 129 959 internal_value=0 0.000401916 0.0246049 -0.157535 -0.0283337 internal_count=901597 887818 28242 468 13779 shrinkage=0.0576962 Tree=129 num_leaves=6 num_cat=0 split_feature=17 26 19 25 25 split_gain=11.5317 19.6575 14.8202 17.2569 12.3788 threshold=99.825372185828954 0.93247881803459542 768.25000000000011 7258.7500000000009 2369.2500000000005 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-2.1739548301585033e-05 0.0042647381109457332 0.0027631150420499421 -0.0064311943755176373 0.0062773528841810885 0.00980076032010831 leaf_count=894639 1202 2327 1683 451 1295 internal_value=0 0.0404916 -0.0148923 -0.0649153 0.0915023 internal_count=901597 6958 3336 2134 3622 shrinkage=0.0576962 Tree=130 num_leaves=6 num_cat=0 split_feature=18 16 29 16 9 split_gain=10.5103 10.8273 19.5791 16.5427 15.4177 threshold=5.5000000000000009 98.968522220833862 0.9835345415111082 144.91213496448304 0.94323772309727172 decision_type=2 2 2 2 2 left_child=1 2 4 -3 -1 right_child=-2 3 -4 -5 -6 leaf_value=-0.0043212356112122671 -0.006107570381823654 -0.0017426257365446955 0.0079556640029404633 2.3976101932632662e-05 0.0038308937546628914 leaf_count=1425 938 18007 1597 877944 1686 internal_value=0 5.15069e-05 0.0478818 -0.00019983 0.00167765 internal_count=901597 900659 4708 895951 3111 shrinkage=0.0576962 Tree=131 num_leaves=6 num_cat=0 split_feature=17 8 25 10 24 split_gain=10.2373 17.7138 13.2126 21.5961 11.8557 threshold=99.825372185828954 2766.5000000000005 1046.2500000000002 0.81891739796778606 4.5000000000000009 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-1.4985534654716939e-05 0.0026734282890856008 0.0069874574066852019 0.0083737857708676856 -0.0095414431386874731 -0.0049643298432735508 leaf_count=894634 3218 1882 539 947 377 internal_value=0 0.0382329 0.00753617 -0.0594841 0.0499892 internal_count=901597 6963 5081 1863 916 shrinkage=0.0576962 Tree=132 num_leaves=6 num_cat=0 split_feature=2 0 26 30 25 split_gain=10.0995 12.8942 15.5747 15.3837 10.351 threshold=12.433647798742141 43.000000000000007 1.9627382920110195 1.0000000180025095e-35 13962.750000000002 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -2 right_child=4 2 3 -5 -6 leaf_value=1.3231373917599362e-05 0.00014191077840427892 -0.00056835429916109561 -0.00092901969597702807 -0.0080401177153727136 0.0024268330638713325 leaf_count=271262 489672 129894 2209 1870 6690 internal_value=0 -0.0037349 -0.0117615 -0.0726056 0.00299339 internal_count=901597 405235 133973 4079 496362 shrinkage=0.0576962 Tree=133 num_leaves=6 num_cat=0 split_feature=9 11 16 9 29 split_gain=10.4992 20.1775 17.1519 15.3104 17.521 threshold=0.96069972376604484 0.64878360277855662 180.18735250193595 0.8654203094791747 3.3417654506023555 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.0038492177159697646 0.0019032943658868636 8.2205489664864377e-05 -9.1101499453348126e-05 -0.00097759173402398752 0.011249295507084195 leaf_count=6635 21034 545840 287862 39832 394 internal_value=0 0.00259597 -0.00446719 -0.0222091 -0.0148681 internal_count=901597 566874 334723 46861 40226 shrinkage=0.0576962 Tree=134 num_leaves=6 num_cat=0 split_feature=6 17 20 4 8 split_gain=10.0611 12.471 10.5831 10.4404 36.4941 threshold=0.24134482151136602 33.594360608133243 0.51413308666517665 52.397287368774421 11655.000000000002 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.0013121659507969148 -0.0011207399456566712 -1.0165588852546939e-05 0.0015898658287396589 0.005014490512715835 -0.02469459415095536 leaf_count=17836 5793 849085 27828 830 225 internal_value=0 0.000571757 0.0194609 -0.0227518 -0.0277914 internal_count=901597 882706 33621 18891 18061 shrinkage=0.0576962 Tree=135 num_leaves=6 num_cat=0 split_feature=18 27 28 25 25 split_gain=10.7106 16.0352 24.4498 16.7282 15.3815 threshold=3.5000000000000004 31.500000000000004 684.25000000000011 416.25000000000006 240.25000000000003 decision_type=2 2 2 2 2 left_child=-1 4 3 -3 -2 right_child=1 2 -4 -5 -6 leaf_value=5.1890436252313279e-05 -0.017958131893995533 -0.012291781817121402 0.002393002435707631 -0.0025265784277897271 8.5071947818445446e-05 leaf_count=845327 158 604 3535 17597 34376 internal_value=0 -0.0133489 -0.034627 -0.0494077 4.36885e-05 internal_count=901597 56270 21736 18201 34534 shrinkage=0.0576962 Tree=136 num_leaves=6 num_cat=0 split_feature=25 18 29 15 27 split_gain=10.5542 21.2012 12.2304 11.2943 10.3504 threshold=240.25000000000003 2.5000000000000004 0.7013348577537567 0.40695350173204531 14.500000000000002 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -2 right_child=4 2 -4 -5 -6 leaf_value=-0.0070082371793980256 0.00020854028379536235 -0.0020944318434069089 -0.016062028756619908 0.0018028749866165338 -0.00018317775614343226 leaf_count=655 447931 333 559 1858 450261 internal_value=0 -0.0555686 -0.188013 -0.00855679 0.000210988 internal_count=901597 3405 892 2513 898192 shrinkage=0.0576962 Tree=137 num_leaves=6 num_cat=0 split_feature=9 17 12 17 15 split_gain=9.80735 20.9352 24.6419 16.8877 16.8806 threshold=0.96069972376604484 66.270070408960137 91.769552621700498 49.878800536273658 0.45574047425905295 decision_type=2 2 2 2 2 left_child=3 -2 -3 -1 -5 right_child=1 2 -4 4 -6 leaf_value=8.0172299457344519e-05 8.9907525912951986e-05 -0.0015772954992331265 0.0036918651295062919 -0.0019797866618864127 -0.00040583575873250663 leaf_count=204832 551911 4043 10974 29291 100546 internal_value=0 0.00256067 0.0394005 -0.00426602 -0.0131883 internal_count=901597 566928 15017 334669 129837 shrinkage=0.0576962 Tree=138 num_leaves=6 num_cat=0 split_feature=20 30 14 23 28 split_gain=10.2694 15.6036 16.1896 11.6272 17.109 threshold=1.1919517619550579 1.0000000180025095e-35 33.02844631020163 0.80503461495809781 636.25000000000011 decision_type=2 2 2 2 2 left_child=3 -2 -3 -1 -5 right_child=1 2 -4 4 -6 leaf_value=-0.00030884582053873253 -0.00032348089419827089 -0.0015598115168222266 -0.0073511905852105975 -0.00014962068586438519 0.00046913238695403937 leaf_count=209427 81507 7708 2030 270723 330202 internal_value=0 -0.0101267 -0.0479597 0.00106348 0.00329965 internal_count=901597 91245 9738 810352 600925 shrinkage=0.0576962 Tree=139 num_leaves=6 num_cat=0 split_feature=16 1 9 11 16 split_gain=9.43697 19.9155 15.6231 14.6697 13.0756 threshold=98.968522220833862 1633.5000000000002 0.9561588491584424 0.64558598672992817 144.91213496448304 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -2 right_child=4 2 -4 -5 -6 leaf_value=-0.00051065442571643165 -0.0015474942016251941 0.0078442696855483759 0.015887671571826703 -0.005033010481890551 2.4074595681629362e-05 leaf_count=2810 17984 991 500 419 878893 internal_value=0 0.0447028 0.123491 0.069634 -0.00012892 internal_count=901597 4720 1910 1410 896877 shrinkage=0.0576962 Tree=140 num_leaves=6 num_cat=0 split_feature=0 29 7 25 21 split_gain=9.87652 18.9539 11.7879 24.6259 20.4696 threshold=52.500000000000007 1.4092990172948106 -1.0000000180025095e-35 240.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=0.00029248491727649003 -0.00029477180669942204 -0.0034144013702665948 -0.0016022245497629832 -0.00011371191768850153 -0.013068202804673204 leaf_count=363763 38185 7809 1261 489699 880 internal_value=0 -0.0142892 0.00075337 -0.00243875 -0.109453 internal_count=901597 45994 855603 491840 2141 shrinkage=0.0576962 Tree=141 num_leaves=6 num_cat=0 split_feature=11 16 32 17 16 split_gain=9.08345 21.5248 20.167 17.052 21.9116 threshold=0.84665441585922718 187.2791884470324 1.5000000000000002 59.682256050780317 219.78872305140965 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=-0.00013661107655390652 0.0029622094034626417 0.00016727031748150394 -0.0018318878711576639 -0.0021773490086970013 -0.016297389827314806 leaf_count=581217 16127 297865 3567 2389 432 internal_value=0 0.00426401 0.0362917 0.00216629 -0.0752155 internal_count=901597 320380 19694 300686 2821 shrinkage=0.0576962 Tree=142 num_leaves=6 num_cat=0 split_feature=15 17 10 9 16 split_gain=9.06775 11.6896 9.92676 12.0516 15.0411 threshold=0.26713610339988297 33.594360608133243 0.69215841029017189 0.90658139244099878 190.2906071076012 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=-0.0010403101861371487 0.0011090624181951943 -0.00026372677881215614 -0.0027059131784262186 0.00022731149577182489 -0.00016914205043615626 leaf_count=26828 32570 311103 10303 489013 31780 internal_value=0 0.000633631 -8.52465e-05 0.00254237 -0.013696 internal_count=901597 874769 842199 531096 42083 shrinkage=0.0576962 Tree=143 num_leaves=6 num_cat=0 split_feature=29 28 16 23 22 split_gain=8.88321 13.4876 13.669 15.1625 14.9055 threshold=0.16024714671702425 21547.750000000004 98.968522220833862 0.99597342313348269 1650.2500000000002 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.0012026980007659321 -0.00016178993695624853 0.0032352642889148281 -7.9120708745227947e-06 0.00033731126971334126 0.011197942531148428 leaf_count=20143 1846 4329 873459 660 1160 internal_value=0 0.000393423 0.000118615 0.0610529 0.125822 internal_count=901597 881454 877125 3666 1820 shrinkage=0.0576962 Tree=144 num_leaves=6 num_cat=0 split_feature=11 30 16 7 25 split_gain=8.89669 10.9672 17.6231 10.4765 19.2927 threshold=0.90970664118490208 1.0000000180025095e-35 197.55484676070628 -1.0000000180025095e-35 308.25000000000006 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=0.00017135457001018331 0.0051538428632436403 -0.001360250472455655 0.00061091328212375983 -0.0042211954278901526 -0.00020756385240353024 leaf_count=370576 2957 8836 73429 4023 441776 internal_value=0 0.00977824 0.0136365 -0.000959172 -0.0042253 internal_count=901597 85222 76386 816375 445799 shrinkage=0.0576962 Tree=145 num_leaves=6 num_cat=0 split_feature=18 24 28 15 20 split_gain=8.7766 14.1946 19.5706 13.6913 15.5229 threshold=3.5000000000000004 19.500000000000004 614.25000000000011 0.68912445486457663 0.84177857087837327 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=4.7440110032199253e-05 9.0671665887946819e-05 0.0030211555519418214 0.00035804422578405244 -0.0059637308031333415 -0.0029403850579383826 leaf_count=845381 32341 1727 9008 3944 9196 internal_value=0 -0.0120814 -0.0305757 -0.0528617 -0.0346266 internal_count=901597 56216 23875 14867 10923 shrinkage=0.0576962 Tree=146 num_leaves=6 num_cat=0 split_feature=11 30 16 20 4 split_gain=8.54423 18.7854 20.5501 19.6986 18.4234 threshold=0.84665441585922718 1.5000000000000002 187.2791884470324 0.57898775070669017 6.0041637420654306 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.00013499870422404737 0.0022337583115223402 -0.0015513886130525071 -0.0031610874235010042 0.00013465002527604948 0.0038318680310562682 leaf_count=581209 18036 18445 1478 274149 8280 internal_value=0 0.00409207 0.00598463 0.00390528 0.0480565 internal_count=901597 320388 301943 283907 9758 shrinkage=0.0576962 Tree=147 num_leaves=6 num_cat=0 split_feature=0 25 17 27 17 split_gain=8.15311 16.3402 16.4733 13.7034 16.3621 threshold=17.500000000000004 899.25000000000011 44.27873888406284 14.500000000000002 71.753849241190537 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -5 right_child=-2 2 -4 4 -6 leaf_value=0.001106952977541749 -0.00011168718896630436 6.1466944776188067e-05 -0.0022174978392335864 3.6925547908660929e-05 0.0043113940614575982 leaf_count=76709 645791 32086 15737 128222 3052 internal_value=0 0.00473484 -0.0119326 0.00856731 0.00236243 internal_count=901597 255806 47823 207983 131274 shrinkage=0.0576962 Tree=148 num_leaves=6 num_cat=0 split_feature=22 27 28 27 17 split_gain=8.34082 9.47693 20.6512 27.4203 18.6889 threshold=278.25000000000006 14.500000000000002 658.25000000000011 28.500000000000004 59.682256050780317 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=-0.0016058001483611334 0.00021260896710045406 -0.00045963074099808775 -2.6886988831449241e-05 0.0012860516745748553 0.005274779746730282 leaf_count=10591 441937 285678 129761 29113 4517 internal_value=0 0.000397441 -0.00283788 0.00612897 0.0315757 internal_count=901597 891006 449069 163391 33630 shrinkage=0.0576962 Tree=149 num_leaves=6 num_cat=0 split_feature=20 30 14 23 17 split_gain=8.32507 12.0003 14.3945 9.66672 16.6753 threshold=1.1919517619550579 1.0000000180025095e-35 33.415614157165386 0.80503461495809781 90.755686840516873 decision_type=2 2 2 2 2 left_child=3 -2 -3 -1 -5 right_child=1 2 -4 4 -6 leaf_value=-0.00028364131255834645 -0.00029926646597389474 -0.0013535332187813208 -0.0069670363451319415 0.00014025393373770899 0.0031301543030257005 leaf_count=209523 81422 7815 1888 594674 6275 internal_value=0 -0.00914843 -0.042391 0.000932776 0.00297201 internal_count=901597 91125 9703 810472 600949 shrinkage=0.0576962 Tree=150 num_leaves=6 num_cat=0 split_feature=27 21 14 6 18 split_gain=8.40665 14.003 21.3474 17.026 9.81718 threshold=46.500000000000007 9.5000000000000018 30.123048417195275 0.56250000206960571 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 3 4 -2 -3 right_child=1 2 -4 -5 -6 leaf_value=1.8620899778950272e-05 -0.030479318028422294 0.0042317921609931015 -0.033704504433954931 0.00064406225557776559 -0.002194141997663334 leaf_count=895263 125 937 68 110 5094 internal_value=0 -0.036237 -0.0270076 -0.275771 -0.0207255 internal_count=901597 6334 6099 235 6031 shrinkage=0.0576962 Tree=151 num_leaves=6 num_cat=0 split_feature=9 17 17 12 15 split_gain=8.24202 19.1733 16.7546 14.2106 12.7832 threshold=0.96857179809326743 66.270070408960137 51.540455765133373 91.769552621700498 0.44474946653598973 decision_type=2 2 2 2 2 left_child=2 -2 -1 -3 -4 right_child=1 3 4 -5 -6 leaf_value=7.1490629227468423e-05 0.00012885462722529571 -0.00082104058348163983 -0.0018293923694342169 0.0042238651063348622 -0.00042169224130100217 leaf_count=335299 394955 2591 25476 6576 136700 internal_value=0 0.00328271 -0.00279698 0.0484945 -0.0111416 internal_count=901597 404122 497475 9167 162176 shrinkage=0.0576962 Tree=152 num_leaves=6 num_cat=0 split_feature=0 25 18 24 19 split_gain=8.34344 17.9131 26.1328 23.7307 30.8037 threshold=35.000000000000007 1145.2500000000002 1.5000000000000002 6.5000000000000009 1336.2500000000002 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=0.00025821956817613018 -0.00023584839583369984 -0.00026848997723772245 -0.00087596013876067174 -0.010791264781207635 -0.0014320220352589952 leaf_count=491844 330372 68943 5737 2498 2203 internal_value=0 0.00222579 -0.0117134 -0.058344 -0.111018 internal_count=901597 571225 79381 10438 4701 shrinkage=0.0576962 Tree=153 num_leaves=6 num_cat=0 split_feature=18 19 11 30 20 split_gain=8.90814 9.26013 7.72472 9.31485 22.386 threshold=5.5000000000000009 339.25000000000006 0.90970664118490208 1.0000000180025095e-35 0.5364410871964681 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-4.1118783444186534e-05 -0.014996400321871474 -0.0021064816042484936 0.0060713346421627261 -0.0012382354504765203 0.00055898634703512278 leaf_count=815733 255 681 2537 8817 73574 internal_value=0 -0.0973748 0.00023228 0.00930859 0.0128731 internal_count=901597 936 900661 84928 76111 shrinkage=0.0576962 Tree=154 num_leaves=6 num_cat=0 split_feature=6 9 15 17 17 split_gain=7.95896 12.4983 18.4665 17.1275 12.9367 threshold=0.87946194403893463 0.92822128758056022 0.45574047425905295 48.442536343967483 84.139609593125826 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -3 right_child=-2 4 -4 -5 -6 leaf_value=-0.00049347147283144966 -0.00040025456354523533 0.00012923964899240792 0.00013887690234008873 -0.0029493691385539273 0.0022636894347827998 leaf_count=22802 140142 659267 53649 16147 9590 internal_value=0 0.00126299 -0.00962554 -0.0261994 0.00277043 internal_count=901597 761455 92598 38949 668857 shrinkage=0.0576962 Tree=155 num_leaves=6 num_cat=0 split_feature=10 9 15 17 21 split_gain=7.87167 11.9285 18.3481 15.5358 10.7933 threshold=0.69215841029017189 0.92822128758056022 0.45574047425905295 48.442536343967483 1.5000000000000002 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -4 right_child=1 -3 4 -5 -6 leaf_value=-0.00023545581890553244 -0.00046303633807034825 0.0002307439223275826 0.0017706727799140579 -0.0028032295357369712 -0.00023822214549622117 leaf_count=320025 22762 494133 11745 16139 36793 internal_value=0 0.00209417 -0.00867199 -0.0248529 0.00429631 internal_count=901597 581572 87439 38901 48538 shrinkage=0.0576962 Tree=156 num_leaves=6 num_cat=0 split_feature=22 16 7 25 14 split_gain=7.54688 10.3729 10.4626 9.45634 8.65755 threshold=192.25000000000003 209.82741993929454 -1.0000000180025095e-35 421.25000000000006 16.048284153276125 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=-0.00054495463424660158 1.3404198501390825e-05 0.00042879096467487928 -0.017084341907778067 0.0026878827625725667 0.0057318413762953643 leaf_count=2347 898169 374 517 128 62 internal_value=0 -0.0467777 -0.127832 -0.199386 -0.253763 internal_count=901597 3428 1081 707 579 shrinkage=0.0576962 Tree=157 num_leaves=6 num_cat=0 split_feature=27 28 21 14 19 split_gain=7.89936 12.0524 14.2421 19.244 13.4293 threshold=46.500000000000007 487.25000000000006 9.5000000000000018 31.519290240877499 608.75000000000011 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=1.586799317249938e-05 0.0031218660317228505 -0.019018514502142682 -0.0049083409001884175 -0.038647181284359122 0.001213713015986968 leaf_count=895261 1221 184 2809 49 2073 internal_value=0 -0.035159 -0.056468 -0.0462749 -0.0400163 internal_count=901597 6336 5115 4931 4882 shrinkage=0.0576962 Tree=158 num_leaves=6 num_cat=0 split_feature=9 17 17 11 16 split_gain=7.05136 18.6714 14.3051 14.1155 13.5353 threshold=0.96549270461011949 68.718801202621208 51.540455765133373 0.71799014778325132 197.55484676070628 decision_type=2 2 2 2 2 left_child=2 -2 -1 -3 -4 right_child=1 3 4 -5 -6 leaf_value=6.0861360528013889e-05 0.00010142674471654132 0.0042654896811115412 -0.0014091407040361704 -0.00011829177095282339 -0.00021552572221875379 leaf_count=289995 465554 6363 50177 3971 85537 internal_value=0 0.00269117 -0.00291071 0.0447335 -0.0113844 internal_count=901597 475888 425709 10334 135714 shrinkage=0.0576962 Tree=159 num_leaves=6 num_cat=0 split_feature=18 27 28 28 25 split_gain=7.28622 12.6611 20.239 15.073 10.1886 threshold=3.5000000000000004 31.500000000000004 462.25000000000006 707.25000000000011 240.25000000000003 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=4.4567345262607277e-05 -0.01456312653139639 -0.0083688483738604425 -0.0018734963996479964 0.002733145228490442 0.00012183619789533778 leaf_count=845279 158 1425 17657 2730 34348 internal_value=0 -0.0109747 -0.0298334 -0.02178 0.000946249 internal_count=901597 56318 21812 20387 34506 shrinkage=0.0576962 Tree=160 num_leaves=6 num_cat=0 split_feature=20 14 7 11 26 split_gain=7.4784 12.0967 9.76644 15.898 15.5862 threshold=1.0825881751954516 38.050425729890087 -1.0000000180025095e-35 0.80357486395866562 0.76024913378497194 decision_type=2 2 2 2 2 left_child=2 -2 4 -4 -1 right_child=1 -3 3 -5 -6 leaf_value=-0.00039642744022772052 -0.00027375940169623497 -0.0033441354266070078 -0.00070080260518855383 0.00010540157179983287 0.00054615688999292409 leaf_count=76922 153205 4394 109837 314746 242493 internal_value=0 -0.00622856 0.00135457 -0.00178796 0.00553177 internal_count=901597 157599 743998 424583 319415 shrinkage=0.0576962 Tree=161 num_leaves=6 num_cat=0 split_feature=0 28 18 24 15 split_gain=7.24619 15.6978 25.3206 17.3287 16.3575 threshold=22.000000000000004 977.75000000000011 1.5000000000000002 6.5000000000000009 0.92026644171595751 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=0.0003853136751349496 -0.00012344158150694453 -0.00016822394430910384 -0.0012865682694913529 -0.0058941410381111838 -0.024559196247754676 leaf_count=278142 573784 41924 4255 3328 164 internal_value=0 0.003754 -0.0126213 -0.0651444 -0.117351 internal_count=901597 327813 49671 7747 3492 shrinkage=0.0576962 Tree=162 num_leaves=6 num_cat=0 split_feature=6 22 9 21 25 split_gain=6.96445 11.8921 9.75016 15.3113 25.5557 threshold=0.87946194403893463 562.75000000000011 0.95134017624912559 1.5000000000000002 3192.2500000000005 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=0.00082282784362303519 -0.0010237234411132313 6.3699642778320033e-05 0.00019688777751464447 -0.00035593265711104949 -0.0038236245428560031 leaf_count=34491 55325 84777 569263 150317 7424 internal_value=0 -0.00633861 0.00133313 -0.00482453 -0.00899778 internal_count=901597 140102 761495 192232 157741 shrinkage=0.0576962 Tree=163 num_leaves=6 num_cat=0 split_feature=16 26 13 9 4 split_gain=7.10877 15.8217 12.3989 14.9057 17.0937 threshold=98.968522220833862 1.0483931016261141 277.49783082697155 0.9466365788795269 39.655393600463874 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -5 right_child=-2 -3 -4 4 -6 leaf_value=-0.0036666535676883548 -1.9488067222057456e-05 0.0089167172245309036 0.022080530862268858 0.0012099732026120973 0.016099507581857089 leaf_count=1818 896902 942 87 1540 308 internal_value=0 0.0386756 0.0095922 0.000737685 0.0639827 internal_count=901597 4695 3753 3666 1848 shrinkage=0.0576962 Tree=164 num_leaves=6 num_cat=0 split_feature=31 25 12 27 7 split_gain=7.09864 7.96807 10.8498 24.3618 9.63034 threshold=2.5000000000000004 13962.750000000002 671.4802307403553 1.5000000000000002 -89.940933227539048 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -5 right_child=-2 -3 3 4 -6 leaf_value=2.7178423374759065e-05 -0.0008160167648885849 0.0017889254434155621 -0.027707207342170394 -0.016186226699640628 -0.0011551886668028446 leaf_count=857297 33899 8538 138 156 1569 internal_value=0 0.00060749 0.000305402 -0.075926 -0.043582 internal_count=901597 867698 859160 1863 1725 shrinkage=0.0576962 Tree=165 num_leaves=6 num_cat=0 split_feature=27 28 27 27 17 split_gain=6.93385 18.6149 24.7963 21.6503 17.4277 threshold=14.500000000000002 614.25000000000011 27.500000000000004 28.500000000000004 59.682256050780317 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=0.00016150673147111711 -0.00020201319132367307 -8.3018518873727198e-05 -0.0016475966897941442 0.00092291256108551314 0.0045178671284166602 leaf_count=450810 175172 176293 51000 43314 5008 internal_value=0 -0.00274714 -0.00915105 0.00370116 0.0224536 internal_count=901597 450787 226172 224615 48322 shrinkage=0.0576962 Tree=166 num_leaves=6 num_cat=0 split_feature=17 5 21 11 8 split_gain=7.06511 13.2393 21.5584 27.7868 15.9438 threshold=39.968326581547025 50.000854492187507 1.5000000000000002 0.8000544662309369 738.50000000000011 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=0.00039388481390281797 -0.00015900216879308451 0.00074088891202207959 -0.0020772883985222313 0.00032258646952716181 0.0004532201498494479 leaf_count=129900 474468 25311 45151 24927 201840 internal_value=0 -0.00114458 -0.0121735 -0.0212084 0.000410977 internal_count=901597 771697 95389 70078 676308 shrinkage=0.0576962 Tree=167 num_leaves=6 num_cat=0 split_feature=0 29 27 25 24 split_gain=6.72999 15.3923 9.43404 18.7227 17.5231 threshold=52.500000000000007 1.4092990172948106 14.500000000000002 1195.2500000000002 1.5000000000000002 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=0.00046274613372198449 -0.00020340155950522104 -0.0030133676580498072 -0.0001529069140312196 0.0010966201953111511 -0.00075137502130495637 leaf_count=308447 38230 7816 434549 20998 91557 internal_value=0 -0.0117924 0.000618295 0.00399197 -0.00704755 internal_count=901597 46046 855551 421002 112555 shrinkage=0.0576962 Tree=168 num_leaves=6 num_cat=0 split_feature=22 7 16 25 21 split_gain=7.18241 10.9804 8.93356 16.1183 10.901 threshold=278.25000000000006 -1.7843554019927976 197.00857654889916 240.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.0010640716401647931 1.5093006687427946e-05 -0.00084721499755828977 -0.0040291573097263967 -0.0021595397413870874 -0.01556584947365946 leaf_count=3660 890977 3608 475 2237 640 internal_value=0 -0.0258989 -0.0492164 -0.0863861 -0.184607 internal_count=901597 10620 6960 3352 1115 shrinkage=0.0576962 Tree=169 num_leaves=6 num_cat=0 split_feature=10 22 30 11 21 split_gain=6.57934 9.26254 11.1508 10.573 11.5461 threshold=0.69215841029017189 614.25000000000011 1.5000000000000002 0.85817993600602305 10.500000000000002 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -5 right_child=-2 2 -4 4 -6 leaf_value=-0.0008047388624114755 0.00011681794114422069 0.00028238288382586592 -0.0013102956580324282 0.00049074987354484503 -0.0025770965761027736 leaf_count=117260 581582 137731 16373 44151 4500 internal_value=0 -0.00362085 0.00196142 -0.00880586 0.00358754 internal_count=901597 320015 154104 165911 48651 shrinkage=0.0576962 Tree=170 num_leaves=6 num_cat=0 split_feature=7 25 27 9 17 split_gain=6.85071 16.175 13.618 13.0997 13.6111 threshold=-1.0000000180025095e-35 240.25000000000003 1.5000000000000002 0.9659886191232544 66.270070408960137 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-4.3675516604572574e-05 0.0089686859596479363 -0.00011610114782064478 -0.006590191922995715 0.00051312278930320686 0.0029020269646749556 leaf_count=263173 207 515503 1964 112206 8544 internal_value=0 -0.00237503 -0.0885099 0.0031997 0.0118232 internal_count=901597 517674 2171 383923 120750 shrinkage=0.0576962 Tree=171 num_leaves=6 num_cat=0 split_feature=18 6 16 26 16 split_gain=6.40512 7.10311 6.66577 13.5849 11.8365 threshold=5.5000000000000009 0.57673838450661252 98.968522220833862 1.0483931016261141 147.19751937032797 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -4 right_child=1 -3 4 -5 -6 leaf_value=0.00060724123757913292 -0.00013331081519198183 -0.010267477129482743 -0.0013408603306867357 0.0083183219173883719 2.9468348892461118e-05 leaf_count=3735 501 426 21499 955 874481 internal_value=0 -0.0830286 0.000137677 0.0377392 -5.91482e-05 internal_count=901597 927 900670 4690 895980 shrinkage=0.0576962 Tree=172 num_leaves=6 num_cat=0 split_feature=0 25 21 13 8 split_gain=6.55581 14.5189 15.7479 16.7561 15.0144 threshold=22.000000000000004 872.25000000000011 6.5000000000000009 49.915648489437281 967.50000000000011 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.00039489261187733047 -0.00011999712254326955 -0.00038497617546485498 -0.0063614914090953725 -0.00010119401573255092 -0.021516013094019692 leaf_count=262644 573582 62804 1073 1221 273 internal_value=0 0.00352518 -0.00981036 -0.0865818 -0.163532 internal_count=901597 328015 65371 2567 1346 shrinkage=0.0576962 Tree=173 num_leaves=6 num_cat=0 split_feature=26 29 30 27 0 split_gain=6.32601 7.60321 15.4433 22.8861 12.0826 threshold=6.8304094018809947 2.0149582583882775 1.0000000180025095e-35 14.500000000000002 51.000000000000007 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=2.3127263235958426e-05 0.002574296488072047 -6.8835027193279855e-05 0.00012398352954040763 -0.0065828288774945334 -0.0056913544234339078 leaf_count=858774 3157 28219 6637 3361 1449 internal_value=0 -0.000224362 -0.0137602 -0.0447405 -0.0159129 internal_count=901597 898440 39666 11447 8086 shrinkage=0.0576962 Tree=174 num_leaves=6 num_cat=0 split_feature=20 27 28 4 22 split_gain=6.66533 8.93125 14.2291 15.8335 9.18251 threshold=1.0825881751954516 31.500000000000004 602.25000000000011 30.219505310058597 403.25000000000006 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=6.7764686514359531e-05 -0.0002052591271567087 -0.012511462136790856 0.00081244199016833785 -0.0094342258458871911 -0.0030370836164564929 leaf_count=744165 142591 358 6964 541 6978 internal_value=0 -0.00598752 -0.0293341 0.00127925 -0.0606528 internal_count=901597 157432 14841 7505 7336 shrinkage=0.0576962 Tree=175 num_leaves=6 num_cat=0 split_feature=25 21 6 19 4 split_gain=6.20304 20.4095 18.1552 16.1644 38.913 threshold=962.25000000000011 1.5000000000000002 0.24134482151136602 4958.0000000000009 35.511806488037116 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=7.2247061289284237e-05 -0.0052138770978524592 -0.00075870901912906757 0.0008852676868568467 0.00018806973361127404 -0.043721417763531979 leaf_count=732766 1731 113481 51325 2202 92 internal_value=0 -0.00547137 0.0102718 -0.0544013 -0.12405 internal_count=901597 168831 55350 4025 1823 shrinkage=0.0576962 Tree=176 num_leaves=6 num_cat=0 split_feature=17 12 5 11 19 split_gain=6.61468 16.7907 21.1267 22.6708 9.6331 threshold=99.825372185828954 197.71067811865478 57.185142517089851 0.74703849662043653 352.75000000000006 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-1.3359419295085592e-05 0.019563796872909447 0.0057899254394973097 -0.017078735590535826 0.010836278602902354 0.00077897014055909651 leaf_count=894659 93 2312 430 125 3978 internal_value=0 0.0307651 -0.00401324 -0.187041 0.020939 internal_count=901597 6938 4626 555 4071 shrinkage=0.0576962 Tree=177 num_leaves=6 num_cat=0 split_feature=2 29 30 30 20 split_gain=6.23126 9.66996 23.3069 13.255 7.45497 threshold=12.433647798742141 2.0149582583882775 1.0000000180025095e-35 2.5000000000000004 0.7144832189168574 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -2 right_child=4 2 3 -5 -6 leaf_value=-0.00010849684272517515 -0.00060284632182036136 1.498836303328164e-05 -0.0066109206802686376 -0.00011666157155818794 0.00020794542448535416 leaf_count=390175 41166 10137 3666 1464 454989 internal_value=0 -0.00284652 -0.0275354 -0.0824593 0.00243818 internal_count=901597 405442 15267 5130 496155 shrinkage=0.0576962 Tree=178 num_leaves=6 num_cat=0 split_feature=10 18 6 9 13 split_gain=6.36191 8.85086 8.76578 15.4118 12.6944 threshold=0.69215841029017189 4.5000000000000009 0.51851852262977938 0.925437180750456 71.096773783732118 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -5 right_child=2 -3 -4 4 -6 leaf_value=-0.00018236889068858669 -0.0012363503559010662 -0.0038984489683318293 0.00027389939221399699 -0.00023422761921873254 0.00097981474193733023 leaf_count=317967 38413 2148 383547 122048 37474 internal_value=0 -0.00359303 0.00195807 -0.00344667 0.00088339 internal_count=901597 320115 581482 197935 159522 shrinkage=0.0576962 Tree=179 num_leaves=6 num_cat=0 split_feature=0 28 18 24 15 split_gain=6.36014 12.569 19.0786 13.7782 12.8881 threshold=17.500000000000004 965.25000000000011 1.5000000000000002 6.5000000000000009 0.92026644171595751 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=0.00041537231717997424 -9.6768676593239598e-05 -0.00015607082975729189 -0.0011651376629272792 -0.0057214222539201439 -0.023441888135228121 leaf_count=216610 645670 33118 3387 2668 144 internal_value=0 0.00421361 -0.0122355 -0.0631515 -0.114893 internal_count=901597 255927 39317 6199 2812 shrinkage=0.0576962 Tree=180 num_leaves=6 num_cat=0 split_feature=16 1 21 16 17 split_gain=5.93585 14.0973 11.9723 9.95002 9.17216 threshold=98.968522220833862 1633.5000000000002 1.5000000000000002 144.91213496448304 38.418206034390131 decision_type=2 2 2 2 2 left_child=1 -1 -3 -2 -5 right_child=3 2 -4 4 -6 leaf_value=-0.00055788340899934146 -0.0013514088513865382 0.011487764981346347 0.0021471689804454103 0.00058026127398484858 -4.439349168088821e-05 leaf_count=2805 18043 760 1145 86829 792015 internal_value=0 0.0354163 0.101802 -0.00017702 0.000300225 internal_count=901597 4710 1905 896887 878844 shrinkage=0.0576962 Tree=181 num_leaves=6 num_cat=0 split_feature=20 9 7 26 7 split_gain=5.91113 10.0192 8.45319 12.2303 15.147 threshold=1.0825881751954516 0.83885574005250785 -1.0000000180025095e-35 0.73252020427388576 -76.440814971923814 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.00037433798402902296 -0.0049584161098491265 -0.00027724397530475524 -0.00010262779202465668 -0.00040060269242010732 0.00071256263951814908 leaf_count=71526 1537 156107 424575 51316 196536 internal_value=0 -0.00559628 0.00114481 0.00503134 0.00835565 internal_count=901597 157644 743953 319378 247852 shrinkage=0.0576962 Tree=182 num_leaves=6 num_cat=0 split_feature=17 8 19 10 29 split_gain=6.28517 13.352 9.45032 8.82633 8.23585 threshold=99.825372185828954 2766.5000000000005 352.75000000000006 0.52202108545342141 1.5971251475796933 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -4 right_child=1 3 4 -5 -6 leaf_value=-1.5741476999668318e-05 0.018418168568722387 -0.016243951487592549 0.0004341205900038558 0.0066227037448537895 -0.0096503655152222929 leaf_count=894661 93 58 4697 1802 286 internal_value=0 0.0299462 0.00338704 0.102427 -0.00250762 internal_count=901597 6936 5076 1860 4983 shrinkage=0.0576962 Tree=183 num_leaves=6 num_cat=0 split_feature=27 28 27 4 17 split_gain=5.58869 16.2832 24.1764 15.9337 14.0931 threshold=14.500000000000002 684.25000000000011 27.500000000000004 30.219505310058597 52.320830625858967 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=0.00014279052431731256 -0.00036506662475367061 -2.1103471005644207e-05 0.0011694615461744734 -0.0042883198598971922 0.003869242271486586 leaf_count=450853 320919 100872 17406 1334 10213 internal_value=0 -0.00250455 0.00694526 0.0324168 0.0375725 internal_count=901597 450744 129825 28953 27619 shrinkage=0.0576962 Tree=184 num_leaves=6 num_cat=0 split_feature=25 21 4 6 25 split_gain=6.06303 17.3341 16.8012 24.1539 16.4457 threshold=962.25000000000011 1.5000000000000002 27.000001907348636 0.12689209075690511 3192.2500000000005 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=7.0020998802670505e-05 -0.0015219066298300255 -0.00047244741828900833 -0.03046086808036574 0.0010741347543965108 -0.0026559964887220115 leaf_count=732732 10772 100509 81 44540 12963 internal_value=0 -0.00543312 0.00906788 0.0176249 -0.012512 internal_count=901597 168865 55393 44621 113472 shrinkage=0.0576962 Tree=185 num_leaves=6 num_cat=0 split_feature=27 21 14 11 6 split_gain=5.91943 10.8391 17.0985 16.3336 14.2404 threshold=46.500000000000007 9.5000000000000018 28.027567380575519 0.84314297147430406 0.56250000206960571 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=1.0261577635349597e-05 -0.026806057620725209 -0.00072502271638768461 -0.0030275108916916218 -0.036102832185591523 0.0015911729171398266 leaf_count=895264 129 5895 111 90 108 internal_value=0 -0.0305029 -0.0223456 -0.30916 -0.24032 internal_count=901597 6333 6096 201 237 shrinkage=0.0576962 Tree=186 num_leaves=6 num_cat=0 split_feature=11 30 20 4 18 split_gain=5.86841 7.14117 20.1772 8.84662 10.0247 threshold=0.90970664118490208 1.0000000180025095e-35 0.51413308666517665 6.0041637420654306 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=-4.763815419093081e-05 -0.0015143099773804595 -0.0010967033052790927 0.00046960223181748969 0.010726089153046035 0.0018861463156884114 leaf_count=816421 431 8841 74022 1227 655 internal_value=0 0.00789702 0.0110131 0.102986 0.132582 internal_count=901597 85176 76335 2313 1882 shrinkage=0.0576962 Tree=187 num_leaves=6 num_cat=0 split_feature=18 24 25 28 10 split_gain=5.49229 10.6792 15.8397 11.3192 10.2705 threshold=3.5000000000000004 19.500000000000004 416.25000000000006 684.25000000000011 0.72524894066481471 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=3.1647396166873941e-05 0.00012622330007330408 -0.0097612305516164895 -0.0042257299245076225 0.0016848612569174898 -0.0010574891719277175 leaf_count=845228 32411 745 4402 3757 15054 internal_value=0 -0.00964621 -0.0256555 -0.0210491 -0.0307527 internal_count=901597 56369 23958 23213 19456 shrinkage=0.0576962 Tree=188 num_leaves=6 num_cat=0 split_feature=26 29 2 30 27 split_gain=5.31713 6.76338 12.5745 20.3021 11.791 threshold=6.8304094018809947 2.0149582583882775 45.234432234432241 1.0000000180025095e-35 14.500000000000002 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -5 right_child=-2 2 -4 4 -6 leaf_value=2.9868748772155857e-05 0.0023644727673214267 -0.00055095976002302299 0.00023729619421728943 -0.0027010916469136672 -0.0081004358795387504 leaf_count=858790 3166 13003 20795 3739 2104 internal_value=0 -7.17892e-05 -0.0128424 -0.0315511 -0.0805137 internal_count=901597 898431 39641 18846 5843 shrinkage=0.0576962 Tree=189 num_leaves=6 num_cat=0 split_feature=17 16 11 16 22 split_gain=5.55566 12.3387 15.1339 9.1624 12.8731 threshold=37.575284314737338 173.64295886785683 0.8000544662309369 98.968522220833862 1700.2500000000002 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=0.00044569348570787631 -0.0032929021246435519 1.881551645281511e-05 0.00056368723663095268 -0.00160186849949272 0.0050439233966429603 leaf_count=84347 988 753973 18585 42064 1640 internal_value=0 -0.000799534 -0.0142121 -0.024185 0.0330989 internal_count=901597 817250 63277 44692 2628 shrinkage=0.0576962 Tree=190 num_leaves=6 num_cat=0 split_feature=22 29 4 13 27 split_gain=5.64751 6.78631 9.64409 8.10437 5.75809 threshold=192.25000000000003 1.0049505085299606 15.876310348510744 18.171006086982739 14.500000000000002 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -2 right_child=4 2 -4 -5 -6 leaf_value=-0.004712256467432621 0.00015399995998313851 -0.016763664572354228 0.0023503514075983137 0.0012375308909663508 -0.00013817707943539811 leaf_count=1384 447809 236 140 1696 450332 internal_value=0 -0.0403719 -0.167199 -0.0248891 0.000130009 internal_count=901597 3456 376 3080 898141 shrinkage=0.0576962 Tree=191 num_leaves=6 num_cat=0 split_feature=11 16 17 16 13 split_gain=5.4494 16.8648 19.6178 18.294 13.7569 threshold=0.84665441585922718 205.13115766770323 58.928027858810204 218.9775187458649 61.633762882390123 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=-0.00010493942112388265 0.0010658690669586061 6.4831047975748635e-05 -0.0021255094990941738 -0.014891830249623471 0.0069642456953950566 leaf_count=581149 41876 275460 1213 540 1359 internal_value=0 0.00331757 0.000452574 -0.105 0.0216872 internal_count=901597 320448 277213 1753 43235 shrinkage=0.0576962 Tree=192 num_leaves=6 num_cat=0 split_feature=17 12 5 11 19 split_gain=5.57629 11.9681 17.4954 19.9079 7.64022 threshold=99.825372185828954 197.71067811865478 57.185142517089851 0.74703849662043653 352.75000000000006 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-8.2683982599807219e-06 0.017330549190179192 0.0050169586505792599 -0.015570859681346602 0.010507384119139576 0.00085989241250921148 leaf_count=894624 96 2318 430 126 4003 internal_value=0 0.0282456 -0.000989133 -0.167447 0.0215896 internal_count=901597 6973 4655 556 4099 shrinkage=0.0576962 Tree=193 num_leaves=6 num_cat=0 split_feature=25 21 14 26 28 split_gain=5.31006 15.8548 20.1626 16.9426 15.6187 threshold=973.25000000000011 1.5000000000000002 36.647368785584973 1.0000954745083066 1427.2500000000002 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=6.4160373771889398e-05 0.00050208224784235693 -0.00087856132622285746 -0.00392451789824598 -0.0010118977345409889 0.00076028756298558611 leaf_count=735832 55126 48098 9899 20245 32397 internal_value=0 -0.00515295 -0.0120563 -0.0341162 -0.00379523 internal_count=901597 165765 110639 30144 80495 shrinkage=0.0576962 Tree=194 num_leaves=6 num_cat=0 split_feature=10 9 16 8 1 split_gain=5.26273 7.93734 16.3246 11.7382 10.5916 threshold=0.69215841029017189 0.91645791158741308 199.59228696217826 700.50000000000011 4234.5000000000009 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.00018343658015918855 -6.5812686322070735e-05 0.00018518094836491775 8.8935560406097627e-05 -0.0037204123046858414 0.0010238485544912695 leaf_count=320046 7299 513950 48202 10251 1849 internal_value=0 0.00186972 -0.00831684 -0.0328124 -0.0519175 internal_count=901597 581551 67601 19399 12100 shrinkage=0.0576962 Tree=195 num_leaves=6 num_cat=0 split_feature=22 4 32 22 26 split_gain=5.57374 6.30043 22.4515 12.0845 11.767 threshold=278.25000000000006 12.00056314468384 1.5000000000000002 3736.2500000000005 0.54019955580601331 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=-0.0013198909704523678 0.0017951021705411953 -0.000781814717388289 -0.00086731957969319966 -0.015638234736182942 3.7260770804858125e-05 leaf_count=10582 27567 63102 18913 133 781300 internal_value=0 0.000209691 0.0115275 0.0296622 -0.000415081 internal_count=901597 891015 46613 27700 844402 shrinkage=0.0576962 Tree=196 num_leaves=6 num_cat=0 split_feature=6 23 22 27 14 split_gain=5.05994 7.66665 21.3968 6.83016 16.2409 threshold=0.24134482151136602 2.4890880562951696 807.25000000000011 1.5000000000000002 39.932534848341454 decision_type=2 2 2 2 2 left_child=1 3 -3 4 -1 right_child=-2 2 -4 -5 -6 leaf_value=-0.0089462159557129276 1.3862645742474561e-05 -0.022704107754915364 0.00043893046653934565 -0.00040656299245334229 0.0040815184962337495 leaf_count=947 882756 201 393 16820 480 internal_value=0 -0.0163215 -0.128124 -0.0126819 -0.0791053 internal_count=901597 18841 594 18247 1427 shrinkage=0.0576962 Tree=197 num_leaves=6 num_cat=0 split_feature=7 25 21 11 16 split_gain=5.87103 12.2512 14.8085 10.6431 13.0322 threshold=-1.0000000180025095e-35 240.25000000000003 4.5000000000000009 0.80357486395866562 198.6272009136766 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=0.00016253593288357988 -0.0014891343110652582 -0.00056820606451927569 -0.012079232413465188 0.00080811089295930894 -0.00011031051637946326 leaf_count=383984 1573 130077 610 61128 324225 internal_value=0 -0.00234355 -0.0770994 -0.00202694 0.000613166 internal_count=901597 517613 2183 515430 385353 shrinkage=0.0576962 Tree=198 num_leaves=6 num_cat=0 split_feature=16 26 16 11 11 split_gain=5.32281 11.6501 9.3706 10.1481 9.21862 threshold=98.968522220833862 1.0483931016261141 151.47452332469456 0.80143198906356805 0.6703023142036274 decision_type=2 2 2 2 2 left_child=1 -1 3 -2 -3 right_child=2 4 -4 -5 -6 leaf_value=0.00048535278984601968 -0.0016822671275041284 0.011484203598552813 2.4867716373449403e-05 0.00077102156189683775 -0.0005589482206312306 leaf_count=3796 21192 653 868008 7635 313 internal_value=0 0.0333636 -0.000158057 -0.0178954 0.131413 internal_count=901597 4762 896835 28827 966 shrinkage=0.0576962 Tree=199 num_leaves=6 num_cat=0 split_feature=27 28 23 14 11 split_gain=5.48128 10.4519 11.7021 12.0851 16.5258 threshold=46.500000000000007 487.25000000000006 0.80051328144548495 28.027567380575519 0.85973393789297947 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=1.3517458319818916e-05 0.0030939765365711348 -0.0088297031169295419 -0.00082073982814466939 -0.0025102644654050755 -0.034433106868642496 leaf_count=895264 1226 895 3981 145 86 internal_value=0 -0.0292892 -0.0491938 -0.0271282 -0.249496 internal_count=901597 6333 5107 4212 231 shrinkage=0.0576962 Tree=200 num_leaves=6 num_cat=0 split_feature=11 30 23 7 15 split_gain=5.06167 7.05829 8.47092 6.42273 11.0684 threshold=0.92698814241946048 1.0000000180025095e-35 0.66345573907395383 -16.699242591857907 0.25375349139022996 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=0.00020641788461621405 0.0031263925877162081 -0.0011502838299040699 0.00055961652166484227 -0.0019456681504805911 -0.00010431573400636203 leaf_count=257142 4873 6708 35175 11072 586627 internal_value=0 0.0100841 0.0151126 -0.000601328 -0.00239921 internal_count=901597 46756 40048 854841 597699 shrinkage=0.0576962 Tree=201 num_leaves=6 num_cat=0 split_feature=20 9 27 30 22 split_gain=5.34721 9.34938 7.88043 12.8327 11.8139 threshold=1.0825881751954516 0.83885574005250785 31.500000000000004 1.0000000180025095e-35 403.25000000000006 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=6.3186105995826727e-05 -0.0047788850906945284 -0.00012986100903625354 -0.011660445972050683 -0.0080417770931261769 -0.00081770931921312177 leaf_count=744113 1541 141140 343 943 13517 internal_value=0 -0.0053189 -0.00455296 -0.0265033 -0.0188234 internal_count=901597 157484 155943 14803 13860 shrinkage=0.0576962 Tree=202 num_leaves=6 num_cat=0 split_feature=0 29 2 16 13 split_gain=5.1375 12.595 10.6146 8.66697 9.53802 threshold=51.000000000000007 1.3324798148506318 62.379807692307701 185.71400560224092 35.057224366599655 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=3.5286954966747024e-05 -0.0011283592036064503 -0.0026335321363233069 0.0020016080355022572 -0.00067154709408735237 0.0011134609747855406 leaf_count=827696 18722 12279 1899 17080 23921 internal_value=0 -0.00809045 -0.0348845 -0.00172966 0.00641066 internal_count=901597 73901 14178 59723 41001 shrinkage=0.0576962 Tree=203 num_leaves=6 num_cat=0 split_feature=25 28 21 14 28 split_gain=4.79123 15.1253 13.5556 20.6788 17.9737 threshold=1145.2500000000002 10211.750000000002 1.5000000000000002 36.647368785584973 1394.7500000000002 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -4 right_child=2 -3 3 -5 -6 leaf_value=6.3551269886976959e-05 0.00041809240623010913 -0.014734357088651348 -0.0013896053468582439 -0.0020619684487005203 0.00071483797711550912 leaf_count=765552 52086 230 22613 27555 33561 internal_value=0 0.00102445 -0.00542026 -0.0132999 -0.00229324 internal_count=901597 765782 135815 83729 56174 shrinkage=0.0576962 Tree=204 num_leaves=6 num_cat=0 split_feature=17 25 28 29 27 split_gain=4.91804 7.81413 12.1066 21.5388 20.263 threshold=35.113191968873231 1145.2500000000002 696.25000000000011 0.52972500472500483 28.500000000000004 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -5 right_child=1 -3 3 4 -6 leaf_value=0.00054136343828645303 -0.00012052661145425502 -0.00049372625893683041 -0.001170365690602782 0.00039439284390260343 0.0023097829780551523 leaf_count=52491 518169 107541 26090 176786 20520 internal_value=0 -0.000591219 0.00056402 0.00671769 0.0102883 internal_count=901597 849106 741565 223396 197306 shrinkage=0.0576962 Tree=205 num_leaves=6 num_cat=0 split_feature=27 28 27 26 0 split_gain=5.23764 13.0519 20.7523 15.8682 14.776 threshold=14.500000000000002 606.25000000000011 27.500000000000004 1.64717866812503 46.500000000000007 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=0.00014241766504510567 -0.00015864023758884076 0.00027465484852446428 -0.0015256609727056258 -0.00068610767970877216 -0.0051713257666569333 leaf_count=450993 166420 223396 47523 10032 3233 internal_value=0 -0.00235209 -0.00801258 0.00276502 -0.0308385 internal_count=901597 450604 213943 236661 13265 shrinkage=0.0576962 Tree=206 num_leaves=6 num_cat=0 split_feature=17 24 25 19 32 split_gain=4.98578 11.5367 20.5301 11.6992 7.76995 threshold=99.825372185828954 4.5000000000000009 1101.7500000000002 729.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=-8.345878681243672e-06 0.0044911697711203132 0.0034404830099218878 0.01576013544042261 -0.0089944198893566873 -0.0034789687756714995 leaf_count=894653 2701 2515 68 972 688 internal_value=0 0.0267546 -0.00576623 -0.127839 0.0338704 internal_count=901597 6944 4243 1040 3203 shrinkage=0.0576962 Tree=207 num_leaves=6 num_cat=0 split_feature=26 6 23 27 11 split_gain=5.497 5.19611 15.8335 14.3688 6.59604 threshold=6.8304094018809947 0.24134482151136602 2.8707714815872114 16.500000000000004 0.37986325084879885 decision_type=2 2 2 2 2 left_child=1 2 4 -4 -1 right_child=-2 -3 3 -5 -6 leaf_value=0.0034412505489275465 0.0024111273453847146 1.9092213014781598e-05 -0.0042207169573133963 -0.031815573566424692 -0.0010423801639211888 leaf_count=1167 3156 879960 161 103 17050 internal_value=0 -1.76091e-05 -0.0166121 -0.259755 -0.0130884 internal_count=901597 898441 18481 264 18217 shrinkage=0.0576962 Tree=208 num_leaves=6 num_cat=0 split_feature=0 25 17 27 17 split_gain=5.01017 10.9884 11.4541 9.64222 10.1436 threshold=17.500000000000004 860.25000000000011 44.753143558860536 14.500000000000002 71.753849241190537 decision_type=2 2 2 2 2 left_child=1 3 -3 -1 -5 right_child=-2 2 -4 4 -6 leaf_value=0.00093430594337330002 -8.5079952447505877e-05 6.2213252876664713e-05 -0.0017607033662508753 3.01276426980304e-05 0.0034351336312263146 leaf_count=73910 645743 35400 16977 126586 2981 internal_value=0 0.00375424 -0.00916265 0.00707917 0.00187998 internal_count=901597 255854 52377 203477 129567 shrinkage=0.0576962 Tree=209 num_leaves=6 num_cat=0 split_feature=6 12 14 7 26 split_gain=4.59969 9.40838 10.7909 12.7814 15.296 threshold=0.88000002412626732 99.029960261786144 35.987820458758655 -53.130102157592766 1.3155232102049867 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=5.467324518539231e-05 -0.00065581408823527359 0.00089515804835312322 -0.0089384869741759247 -9.2514962982617369e-05 -0.0006233622966746521 leaf_count=764052 89781 34109 1340 10680 1635 internal_value=0 -0.00533423 0.00600483 -0.0177508 -0.0757183 internal_count=901597 137545 47764 13655 2975 shrinkage=0.0576962 Tree=210 num_leaves=6 num_cat=0 split_feature=17 16 11 16 16 split_gain=4.81484 12.7955 11.2093 10.9511 29.4558 threshold=39.968326581547025 175.86463228244054 0.80143198906356805 220.77517232058389 153.47282957843206 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.00031292872282477082 -0.0013281991296793844 1.9093571378129365e-05 0.00037929085098545746 1.7604918649006284e-06 0.003009002052897516 leaf_count=19687 44818 708881 17914 94102 16195 internal_value=0 -0.000880465 -0.0145694 0.00569842 0.0205628 internal_count=901597 771613 62732 129984 35882 shrinkage=0.0576962 Tree=211 num_leaves=6 num_cat=0 split_feature=18 19 1 25 19 split_gain=4.92851 6.71417 7.44355 6.96436 7.26531 threshold=5.5000000000000009 339.25000000000006 250.50000000000003 574.25000000000011 582.25000000000011 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=9.7147132931498708e-06 0.0012905945446961213 0.0032461822792356058 -0.01927169054594836 -0.023877363220543749 -0.0023769574900994964 leaf_count=900658 90 433 168 75 173 internal_value=0 -0.0723172 -0.209698 -0.0202697 -0.153894 internal_count=901597 939 258 681 248 shrinkage=0.0576962 Tree=212 num_leaves=6 num_cat=0 split_feature=17 26 28 7 10 split_gain=5.08439 10.7984 11.956 11.221 16.2469 threshold=99.825372185828954 0.93247881803459542 550.25000000000011 -57.072771072387688 0.84768427190262863 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=-1.0571954077150111e-05 0.012015323744594247 0.0040685007414994617 -0.0017593965006072671 0.0051824388758294369 -0.01497562076172094 leaf_count=894629 225 386 3096 3018 243 internal_value=0 0.0269343 -0.014319 0.0645 -0.0570014 internal_count=901597 6968 3321 3647 629 shrinkage=0.0576962 Tree=213 num_leaves=6 num_cat=0 split_feature=18 27 28 28 16 split_gain=4.85357 9.16842 14.9745 10.2973 8.4054 threshold=3.5000000000000004 31.500000000000004 462.25000000000006 707.25000000000011 214.50034965034968 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=3.4353013814771953e-05 6.6885861040810098e-05 -0.0071445276479895625 0.00065636568085830713 0.0022681861507623893 -0.0022715882182907537 leaf_count=845428 34400 1434 4325 2708 13302 internal_value=0 -0.00900412 -0.0250646 -0.0180998 -0.0269199 internal_count=901597 56169 21769 20335 17627 shrinkage=0.0576962 Tree=214 num_leaves=6 num_cat=0 split_feature=29 13 22 17 6 split_gain=4.71464 11.6667 13.0423 8.35938 12.1397 threshold=0.097043482965949848 39.911021581405898 1159.2500000000002 30.331503845671389 0.12689209075690511 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -2 right_child=3 2 -4 -5 -6 leaf_value=-0.00060932892331222823 -0.01557005959919342 -0.015522240118515697 -0.0016177467694776426 -7.7548938313508659e-06 0.0015640610044621184 leaf_count=12815 139 380 549 873535 14179 internal_value=0 -0.0184055 -0.126616 0.000258433 0.0242255 internal_count=901597 13744 929 887853 14318 shrinkage=0.0576962 Tree=215 num_leaves=6 num_cat=0 split_feature=22 7 16 25 21 split_gain=4.81797 8.68974 6.94248 10.9406 8.58254 threshold=278.25000000000006 -1.7843554019927976 197.00857654889916 240.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.0010512493431365244 8.4519830160724534e-06 -0.00066260181950699999 -0.0030942203626771296 -0.0019758930754031436 -0.013292064013539948 leaf_count=3647 891004 3589 478 2233 646 internal_value=0 -0.0213065 -0.0420602 -0.0747491 -0.155214 internal_count=901597 10593 6946 3357 1124 shrinkage=0.0576962 Tree=216 num_leaves=6 num_cat=0 split_feature=2 23 25 25 27 split_gain=4.68052 7.51642 4.85086 11.3036 17.874 threshold=1599.3157894736844 0.99999216791979961 962.25000000000011 658.25000000000011 26.500000000000004 decision_type=2 2 2 2 2 left_child=2 -2 3 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=3.5130137130356953e-05 0.0087998860895277531 0.00086041880304330368 -0.000294531009813527 0.00034648192545910756 -0.00093724243575861552 leaf_count=386841 505 1855 166564 270677 75155 internal_value=0 0.0443587 -0.000233648 0.00087376 -0.00213272 internal_count=901597 2360 899237 732673 461996 shrinkage=0.0576962 Tree=217 num_leaves=6 num_cat=0 split_feature=16 1 9 29 13 split_gain=4.48528 9.82489 11.0689 8.63917 10.3848 threshold=98.968522220833862 1633.5000000000002 0.9561588491584424 3.3417654506023555 236.73625400843858 decision_type=2 2 2 2 2 left_child=1 -1 3 4 -3 right_child=-2 2 -4 -5 -6 leaf_value=-0.00039754477117718022 -5.3204683215672155e-06 -0.0015760842914874407 0.012379914996154611 0.012800866564283631 0.014745899264126179 leaf_count=2810 896867 1053 496 223 148 internal_value=0 0.0307827 0.0859188 0.0411075 0.00754441 internal_count=901597 4730 1920 1424 1201 shrinkage=0.0576962 Tree=218 num_leaves=6 num_cat=0 split_feature=17 12 10 25 24 split_gain=4.31337 14.4645 9.06765 8.31651 6.4731 threshold=109.69949239715693 197.71067811865478 0.81891739796778606 1508.2500000000002 4.5000000000000009 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-1.5911442324042965e-06 0.010341525753558001 0.0065083771004160133 -0.0018630077782068578 -0.014253404379695519 -3.6183871931893104e-05 leaf_count=898135 255 1421 599 258 929 internal_value=0 0.035338 -0.0185962 -0.0969411 0.0381113 internal_count=901597 3462 2041 857 1184 shrinkage=0.0576962 Tree=219 num_leaves=6 num_cat=0 split_feature=11 30 20 8 18 split_gain=4.6062 6.12917 13.1499 8.72859 8.33695 threshold=0.92698814241946048 1.0000000180025095e-35 0.5364410871964681 156.50000000000003 4.5000000000000009 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=-3.1067615773982158e-05 -0.000744880556602296 -0.0010521074765964566 0.00061953702807239638 0.0097209546012975226 -0.021124042929542557 leaf_count=854780 443 6747 38543 1054 30 internal_value=0 0.00964859 0.0143437 0.105357 0.15369 internal_count=901597 46817 40070 1527 1084 shrinkage=0.0576962 Tree=220 num_leaves=6 num_cat=0 split_feature=0 9 17 15 16 split_gain=4.41113 5.14867 9.55652 7.98653 9.35828 threshold=9.0000000000000018 0.97239400379133467 66.270070408960137 0.62745275208618334 217.94425079587765 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=0.00043522270713996055 -0.00013566889984455019 0.0012576409648878469 0.0024988541901021328 -0.00010275965277726328 9.3723071363149599e-05 leaf_count=73729 539596 37467 5731 185537 59537 internal_value=0 -0.000528655 0.00288328 0.00206326 0.00941616 internal_count=901597 827868 288272 282541 97004 shrinkage=0.0576962 Tree=221 num_leaves=6 num_cat=0 split_feature=7 25 6 29 28 split_gain=4.40748 10.1412 9.98203 12.4725 8.97559 threshold=-1.0000000180025095e-35 308.25000000000006 0.4722222242449074 1.0526572528883185 965.25000000000011 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=0.0001500735821205004 -0.0039223282081812891 3.0636103980201297e-06 -0.0010699538261046348 -0.017038504129872171 -0.00075531338879610249 leaf_count=384023 1043 454293 3266 314 58658 internal_value=0 -0.00187023 -0.0484968 -0.120585 -0.00145001 internal_count=901597 517574 4623 1357 512951 shrinkage=0.0576962 Tree=222 num_leaves=6 num_cat=0 split_feature=27 29 30 28 27 split_gain=4.32415 11.3441 18.7224 13.0992 17.9753 threshold=14.500000000000002 1.9129515619946245 1.0000000180025095e-35 684.25000000000011 27.500000000000004 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=0.00012824165097979971 -0.00026983818991831821 -0.0004292799352948996 -0.0049532721429688944 5.1701939648931796e-05 0.0017028334888426124 leaf_count=451026 311344 11124 4193 95403 28507 internal_value=0 -0.0021573 -0.0289051 -0.00121602 0.00747995 internal_count=901597 450571 15317 435254 123910 shrinkage=0.0576962 Tree=223 num_leaves=6 num_cat=0 split_feature=11 30 20 14 7 split_gain=4.44709 12.3966 13.363 17.7626 9.25814 threshold=0.84665441585922718 1.5000000000000002 0.57898775070669017 7.405782211557697 -16.699242591857907 decision_type=2 2 2 2 2 left_child=4 2 3 -2 -1 right_child=1 -3 -4 -5 -6 leaf_value=0.00017963028853952188 -0.0022514036236047819 -0.0012825824635265529 0.00017095833500633474 0.0028600646935374422 -0.00028866485751993538 leaf_count=237782 2768 18417 286605 12408 343617 internal_value=0 0.0029572 0.00449431 0.0334124 -0.00168365 internal_count=901597 320198 301781 15176 581399 shrinkage=0.0576962 Tree=224 num_leaves=6 num_cat=0 split_feature=20 9 14 2 7 split_gain=4.55439 7.52663 6.17268 7.23443 6.08269 threshold=1.0825881751954516 0.84936444393308774 38.050425729890087 43.430194805194809 -1.0000000180025095e-35 decision_type=2 2 2 2 2 left_child=4 -2 -3 -4 -1 right_child=1 2 3 -5 -6 leaf_value=0.0002533363885385279 -0.0038078045816173265 -0.00017618848167718075 -0.0049122826583091117 0.00017022261090039731 -7.9925733345782556e-05 leaf_count=319462 1986 151737 2003 1744 424665 internal_value=0 -0.00482521 -0.00404385 -0.0441396 0.00109448 internal_count=901597 157470 155484 3747 744127 shrinkage=0.0576962 Tree=225 num_leaves=6 num_cat=0 split_feature=0 28 24 11 18 split_gain=4.20394 11.061 16.3678 14.7062 12.1343 threshold=17.500000000000004 965.25000000000011 14.500000000000002 0.88158322775057363 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 -1 4 -4 -3 right_child=-2 2 3 -5 -6 leaf_value=0.00036279107449247317 -7.5121605426763777e-05 -0.00016618707929313866 -0.0022940665322800239 -0.031399631998548803 -0.0029893421100930392 leaf_count=216632 645639 33110 123 109 5984 internal_value=0 0.00348709 -0.0119418 -0.276771 -0.0103702 internal_count=901597 255958 39326 232 39094 shrinkage=0.0576962 Tree=226 num_leaves=6 num_cat=0 split_feature=16 11 29 17 4 split_gain=4.16221 10.9498 7.75411 7.57774 7.19422 threshold=161.89728060456736 0.8354185301132977 3.3417654506023555 68.718801202621208 11.00072765350342 decision_type=2 2 2 2 2 left_child=1 2 4 -4 -1 right_child=-2 -3 3 -5 -6 leaf_value=0.0011969577686467973 3.5816325163917619e-05 0.0014009270006137193 -0.0033162346066734879 0.01329929410660316 -0.0011497735221220385 leaf_count=4862 846490 8667 144 250 41184 internal_value=0 -0.00834843 -0.014438 0.125253 -0.0156333 internal_count=901597 55107 46440 394 46046 shrinkage=0.0576962 Tree=227 num_leaves=6 num_cat=0 split_feature=26 29 15 25 5 split_gain=4.4486 5.04025 10.8549 11.0901 10.1766 threshold=6.8304094018809947 2.1685551303854882 0.37914729169960909 438.25000000000006 148.02256011962893 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -4 right_child=-2 2 4 -5 -6 leaf_value=1.8179171138346316e-05 0.0021539829092005799 -0.018820546908439952 0.00042399515861876269 -0.0021594827786891452 -0.0029780450706587678 leaf_count=865481 3178 135 20446 8941 3416 internal_value=0 -0.000146984 -0.0122883 -0.0417238 -0.00109243 internal_count=901597 898419 32938 9076 23862 shrinkage=0.0576962 Tree=228 num_leaves=6 num_cat=0 split_feature=2 0 21 19 29 split_gain=4.08277 7.11777 8.13786 10.6419 8.25138 threshold=12.433647798742141 43.000000000000007 14.500000000000002 538.25000000000011 1.6188290249338639 decision_type=2 2 2 2 2 left_child=1 -1 4 -4 -3 right_child=-2 2 3 -5 -6 leaf_value=3.5807341816487879e-05 0.00011282842965717803 -0.00031948645962323954 -0.011659179052174357 -0.00023665417258189687 -0.0021922612378571541 leaf_count=271602 495975 124568 498 597 8357 internal_value=0 -0.00232197 -0.00828535 -0.0941406 -0.0075781 internal_count=901597 405622 134020 1095 132925 shrinkage=0.0576962 Tree=229 num_leaves=6 num_cat=0 split_feature=27 26 17 7 13 split_gain=4.28865 10.2963 13.4107 10.9564 16.8758 threshold=14.500000000000002 0.76581433096249885 50.465496889449092 -89.940933227539048 182.42627626505916 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -3 right_child=-2 3 -4 -5 -6 leaf_value=0.0002008593688020806 -0.00012479957206537899 -0.00094910689938351809 -0.0010277363467778924 0.00035103071241554393 -0.01027544061996645 leaf_count=68505 450599 8965 52044 320788 696 internal_value=0 0.00219894 -0.00571191 0.00508485 -0.0280954 internal_count=901597 450998 120549 330449 9661 shrinkage=0.0576962 Tree=230 num_leaves=6 num_cat=0 split_feature=10 0 22 25 18 split_gain=4.30708 6.34847 8.02469 9.62718 20.7093 threshold=0.69215841029017189 49.500000000000007 614.25000000000011 924.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -5 right_child=-2 -3 3 4 -6 leaf_value=-0.00036158717550827709 9.41170946158966e-05 -0.00086420714577300941 0.00051899565994698135 0.00012318189932453654 -0.0036708714013280832 leaf_count=150592 581592 38511 102072 22765 6065 internal_value=0 -0.00293658 -0.00128912 0.00443762 -0.0116988 internal_count=901597 320005 281494 130902 28830 shrinkage=0.0576962 Tree=231 num_leaves=6 num_cat=0 split_feature=21 14 18 27 22 split_gain=4.13844 4.67629 4.33706 9.28756 14.922 threshold=18.500000000000004 16.839656429191564 3.5000000000000004 31.500000000000004 403.25000000000006 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=2.94267069105768e-05 0.0096025829095914995 0.00017568687901483484 8.7051145882711202e-05 -0.0099345871476221089 -0.0011717564272089001 leaf_count=845240 318 390 34505 668 20476 internal_value=0 0.0764314 -5.29621e-05 -0.00860409 -0.0251074 internal_count=901597 708 900889 55649 21144 shrinkage=0.0576962 Tree=232 num_leaves=6 num_cat=0 split_feature=9 17 27 7 11 split_gain=3.85683 9.99528 8.18958 10.3932 8.296 threshold=0.97239400379133467 66.270070408960137 2.5000000000000004 -89.940933227539048 0.85817993600602305 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-8.7670509373090561e-05 -0.011584481971870984 0.0024785794700533555 0.00016777514330174715 -0.00072253005076143952 -0.0026502240692016675 leaf_count=597134 564 6090 290319 6595 895 internal_value=0 0.00285387 0.0020353 -0.0294192 -0.105794 internal_count=901597 304463 298373 8054 1459 shrinkage=0.0576962 Tree=233 num_leaves=6 num_cat=0 split_feature=28 12 4 6 7 split_gain=4.23579 7.20111 38.9783 8.13471 8.47162 threshold=21547.750000000004 671.4802307403553 50.230829238891609 0.42592592751265074 -89.940933227539048 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=5.6612321202208348e-06 0.0015940609547540326 -0.025706559843500069 0.0025531417515820376 -0.017882331854989868 -0.0020824761897179928 leaf_count=891005 5537 224 1436 117 3278 internal_value=0 -0.000115405 -0.037752 -0.0188436 -0.0455312 internal_count=901597 896060 5055 4831 3395 shrinkage=0.0576962 Tree=234 num_leaves=6 num_cat=0 split_feature=11 30 20 18 26 split_gain=3.87304 4.93981 12.0819 6.96273 7.42749 threshold=0.92698814241946048 1.0000000180025095e-35 0.54787556415215999 3.5000000000000004 0.1633419319197944 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-3.133372104824604e-05 -0.0075267474951874616 -0.00093825702049746675 0.00054679342741528443 -0.0077521552903112283 0.0079296274798288449 leaf_count=854801 112 6733 38469 119 1363 internal_value=0 0.00880011 0.0130121 0.0983233 0.117096 internal_count=901597 46796 40063 1594 1475 shrinkage=0.0576962 Tree=235 num_leaves=6 num_cat=0 split_feature=31 17 6 14 12 split_gain=3.79137 6.93068 5.3622 6.94498 27.7683 threshold=2.5000000000000004 31.235360690223349 0.3239510034784352 51.420975212007065 362.9147365726364 decision_type=2 2 2 2 2 left_child=1 2 3 4 -1 right_child=-2 -3 -4 -5 -6 leaf_value=-0.00013747772061968252 -0.00060109533569824519 -3.2040815086714797e-06 0.0015774921453718201 0.00250055292515842 -0.018472104288146936 leaf_count=1757 33895 849122 15295 1202 326 internal_value=0 0.000362528 0.0194683 -0.0171886 -0.0521167 internal_count=901597 867702 18580 3285 2083 shrinkage=0.0576962 Tree=236 num_leaves=6 num_cat=0 split_feature=26 16 27 9 17 split_gain=3.81574 4.39095 4.50061 5.12252 3.7144 threshold=6.8304094018809947 98.968522220833862 4.5000000000000009 0.8654203094791747 99.825372185828954 decision_type=2 2 2 2 2 left_child=4 -2 3 -3 -1 right_child=1 2 -4 -5 -6 leaf_value=-1.8210021859405308e-05 0.019139795756994898 0.0015727239191874595 0.0024340064125083806 -0.013987855202700737 0.0013182329819233162 leaf_count=891468 49 163 2816 124 6977 internal_value=0 0.0347186 0.0300284 -0.089266 -0.00013574 internal_count=901597 3152 3103 287 898445 shrinkage=0.0576962 Tree=237 num_leaves=6 num_cat=0 split_feature=16 11 29 17 13 split_gain=3.84548 8.75966 6.54751 6.90342 6.31184 threshold=161.89728060456736 0.83807457066921087 3.3417654506023555 68.718801202621208 277.49783082697155 decision_type=2 2 2 2 2 left_child=1 2 4 -4 -1 right_child=-2 -3 3 -5 -6 leaf_value=-0.00087438285269291057 3.0744042843781415e-05 0.0012711927427369494 -0.0031688132775516708 0.012399738520911792 0.010534042620780195 leaf_count=46332 846483 8216 152 252 162 internal_value=0 -0.00808781 -0.0133646 0.113392 -0.014466 internal_count=901597 55114 46898 404 46494 shrinkage=0.0576962 Tree=238 num_leaves=6 num_cat=0 split_feature=28 17 12 8 11 split_gain=3.74698 6.94006 6.86359 32.3062 10.0509 threshold=21547.750000000004 62.790354067529002 671.4802307403553 13333.000000000002 0.48779384173932244 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=3.9132492946602194e-06 0.00085046842916330207 0.0079462068727609494 -0.021321235991167944 0.0031733107053485794 -0.0026897047992878861 leaf_count=891018 5020 505 276 1361 3417 internal_value=0 0.0259816 -0.000140614 -0.0368883 -0.0176726 internal_count=901597 5525 896072 5054 4778 shrinkage=0.0576962 Tree=239 num_leaves=6 num_cat=0 split_feature=20 9 13 10 14 split_gain=3.84657 6.14546 6.34465 9.22445 9.08893 threshold=1.0825881751954516 0.83885574005250785 71.096773783732118 0.91920627947841471 38.050425729890087 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=5.2124297246834539e-05 -0.0038814832978802654 -0.00015257783171304662 0.0018234452520667346 -0.002911849548232745 -0.0035517671709810275 leaf_count=744101 1546 144066 4872 4345 2667 internal_value=0 -0.00453649 -0.00391454 -0.00505996 -0.00371534 internal_count=901597 157496 155950 151078 146733 shrinkage=0.0576962 Tree=240 num_leaves=6 num_cat=0 split_feature=22 7 27 25 20 split_gain=3.67701 6.82442 7.06018 8.56314 8.68059 threshold=278.25000000000006 -57.960309982299798 1.5000000000000002 240.25000000000003 0.46685942998719548 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.0013421562963178714 1.0054600786007139e-05 0.0070349139766340387 0.016619159226756705 -0.001129252856646797 -0.0062305122086837366 leaf_count=2851 891002 280 57 5500 1907 internal_value=0 -0.0185655 -0.0339647 -0.0398128 -0.0964943 internal_count=901597 10595 7744 7464 1964 shrinkage=0.0576962 Tree=241 num_leaves=6 num_cat=0 split_feature=17 12 10 25 10 split_gain=3.87005 12.8667 7.80219 7.2422 6.78844 threshold=109.69949239715693 197.71067811865478 0.81891739796778606 1508.2500000000002 0.69009821760715184 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-7.8303867691838826e-06 -0.001870485125041793 0.006147764143304384 -0.0016959172951692882 -0.0132478608203142 0.0068994995491877074 leaf_count=898136 664 1418 592 260 527 internal_value=0 0.033368 -0.0174288 -0.0904939 0.0348394 internal_count=901597 3461 2043 852 1191 shrinkage=0.0576962 Tree=242 num_leaves=6 num_cat=0 split_feature=10 6 9 13 16 split_gain=3.72251 6.19612 11.0786 10.1255 13.6353 threshold=0.69215841029017189 0.51851852262977938 0.94717121518418701 69.256151622657811 207.27774349284024 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -5 right_child=1 -3 3 4 -6 leaf_value=-0.00015393874364647521 -0.00076689147149081949 0.00022621868285923068 -0.00011404049793110715 0.0054748276368526416 0.00075490630129573799 leaf_count=320101 68143 383812 103489 2228 23824 internal_value=0 0.00157818 -0.00297024 0.0024593 0.0200803 internal_count=901597 581496 197684 129541 26052 shrinkage=0.0576962 Tree=243 num_leaves=6 num_cat=0 split_feature=25 28 7 21 7 split_gain=3.67881 12.2427 11.9613 12.096 9.52126 threshold=1145.2500000000002 10211.750000000002 -50.194429397583001 10.500000000000002 -1.0000000180025095e-35 decision_type=2 2 2 2 2 left_child=1 -1 -2 4 -4 right_child=2 -3 3 -5 -6 leaf_value=4.907207751098171e-05 -0.0011795088474589298 -0.013011303726312252 0.00061899360747478757 -0.025227815032062402 -0.00050955297880955059 leaf_count=765567 36171 239 50371 63 49186 internal_value=0 0.000779879 -0.00486774 0.000787637 0.00106483 internal_count=901597 765806 135791 99620 99557 shrinkage=0.0576962 Tree=244 num_leaves=6 num_cat=0 split_feature=17 16 11 16 16 split_gain=3.6715 11.4089 12.2817 10.4084 26.3499 threshold=39.968326581547025 180.18735250193595 0.80143198906356805 220.77517232058389 157.09737329146381 decision_type=2 2 2 2 2 left_child=3 2 -2 4 -1 right_child=1 -3 -4 -5 -6 leaf_value=-0.00010746834136955641 -0.0011989916397322675 2.3898570602380403e-05 0.00040216633007864608 -3.6604314419528747e-05 0.003114689461539527 leaf_count=22200 53336 695550 22749 94123 13639 internal_value=0 -0.000857536 -0.0124836 0.00488778 0.0193906 internal_count=901597 771635 76085 129962 35839 shrinkage=0.0576962 Tree=245 num_leaves=6 num_cat=0 split_feature=27 21 6 14 0 split_gain=3.63791 9.83974 15.938 13.0806 8.49769 threshold=45.500000000000007 9.5000000000000018 0.55265059232865421 31.27295284365438 33.000000000000007 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=6.5880777347604564e-06 -0.024682110719315999 0.00079446913287209116 0.00011149173484831254 -0.029094778934140596 -0.0034309626463056896 leaf_count=894005 153 4829 198 54 2358 internal_value=0 -0.0218687 -0.185384 -0.0139424 -0.0102583 internal_count=901597 7592 351 7241 7187 shrinkage=0.0576962 Tree=246 num_leaves=6 num_cat=0 split_feature=27 29 30 21 25 split_gain=3.87812 9.80443 15.6836 10.8736 9.53788 threshold=14.500000000000002 1.9129515619946245 1.0000000180025095e-35 6.5000000000000009 660.25000000000011 decision_type=2 2 2 2 2 left_child=-1 4 -3 -4 -2 right_child=1 2 3 -5 -6 leaf_value=0.00011117040187576251 -0.00028169430938191194 -0.00042776919681832465 -0.0028623737813463098 -0.0096242039874781284 0.00027983713553942084 leaf_count=450972 277205 11091 3136 1059 158134 internal_value=0 -0.00222114 -0.0271137 -0.0791967 -0.00134709 internal_count=901597 450625 15286 4195 435339 shrinkage=0.0576962 Tree=247 num_leaves=6 num_cat=0 split_feature=16 9 4 11 7 split_gain=3.85461 8.34462 11.8125 10.4752 10.002 threshold=98.968522220833862 0.95246974510117421 39.001714706420906 0.55925213005030527 -50.194429397583001 decision_type=2 2 2 2 2 left_child=1 3 -3 4 -1 right_child=-2 2 -4 -5 -6 leaf_value=-0.0026690568814850589 -9.8942535641923756e-06 0.0022538099529309128 0.013320351215925364 -0.0033535669294790446 0.0084953718532545137 leaf_count=453 896839 1611 401 1642 651 internal_value=0 0.0283667 0.0772913 -0.00748043 0.0678435 internal_count=901597 4758 2012 2746 1104 shrinkage=0.0576962 Tree=248 num_leaves=6 num_cat=0 split_feature=17 16 16 16 20 split_gain=3.48848 10.1131 9.05556 23.6073 27.5111 threshold=39.968326581547025 175.86463228244054 220.77517232058389 157.09737329146381 0.30347803941899282 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-0.00010639765146810253 -0.00074910279991659257 1.5184799186103465e-05 -2.0595359616602019e-05 -0.0012475504970612642 0.0045470216784637973 leaf_count=22113 62732 708949 94164 3769 9870 internal_value=0 -0.000813678 0.00478743 0.0183368 0.0510562 internal_count=901597 771681 129916 35752 13639 shrinkage=0.0576962 Tree=249 num_leaves=6 num_cat=0 split_feature=22 16 12 21 10 split_gain=3.65763 6.00254 6.64468 7.35554 6.16561 threshold=192.25000000000003 209.82741993929454 40.399494936611667 3.5000000000000004 0.94077987781382111 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=-0.0002417268247689894 4.6607542967290494e-06 -0.016018948535033575 0.0015885353289534676 -0.011776811302206841 0.0062410819926879812 leaf_count=2344 898169 167 465 376 76 internal_value=0 -0.0326462 -0.0941797 -0.0607682 -0.151609 internal_count=901597 3428 1084 917 452 shrinkage=0.0576962 Tree=250 num_leaves=6 num_cat=0 split_feature=18 6 22 12 16 split_gain=3.48492 5.70504 4.68809 6.31268 4.51636 threshold=5.5000000000000009 0.57673838450661252 531.25000000000011 105.23097038856282 226.19093542461499 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=6.2230681977678349e-06 0.0048545470751260606 -0.0061648007149661304 -0.02098898017582072 0.0013616072029863471 -0.024011493625325991 leaf_count=900666 320 375 66 116 54 internal_value=0 -0.0611055 0.01126 -0.11688 -0.145785 internal_count=901597 931 502 182 429 shrinkage=0.0576962 Tree=251 num_leaves=6 num_cat=0 split_feature=2 23 25 7 28 split_gain=3.52957 7.17328 4.31261 10.9729 10.3333 threshold=1599.3157894736844 0.99999216791979961 1170.2500000000002 -50.710590362548821 1363.2500000000002 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=4.6501941825631936e-05 0.0083088131473579938 0.00056740378192990956 -0.0011946271214846812 -0.0010866156236124835 0.00033335158797184598 leaf_count=768751 507 1861 34507 22191 73780 internal_value=0 0.0385619 -9.62372e-05 -0.00541192 8.69746e-05 internal_count=901597 2368 899229 130478 95971 shrinkage=0.0576962 Tree=252 num_leaves=6 num_cat=0 split_feature=21 27 23 16 19 split_gain=3.66806 4.08085 8.58443 13.5976 13.043 threshold=18.500000000000004 46.500000000000007 0.85901947491680031 206.5767872434096 603.75000000000011 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -5 right_child=-2 2 -4 4 -6 leaf_value=5.3918885152509911e-06 0.0041352447046417223 0.0021216380692803665 -0.00024951898749720874 -0.012165510835632462 0.0067707605742660607 leaf_count=894864 713 531 4525 822 142 internal_value=0 -8.11134e-05 -0.0260301 -0.0917272 -0.162509 internal_count=901597 900884 6020 1495 964 shrinkage=0.0576962 Tree=253 num_leaves=6 num_cat=0 split_feature=0 29 14 10 25 split_gain=3.67045 9.22937 18.0788 7.99804 7.4057 threshold=49.500000000000007 1.5368260363589159 49.207336349724464 0.75940737162406069 1195.2500000000002 decision_type=2 2 2 2 2 left_child=4 3 -3 -2 -1 right_child=1 2 -4 -5 -6 leaf_value=0.00010829966970101974 -0.00061684436445349697 -0.0030493590366199143 0.0020018027101209907 0.00047224477182033147 -0.00040282043634663295 leaf_count=689055 49586 9462 3142 41012 109340 internal_value=0 -0.00567357 -0.0310276 -0.00214632 0.000663854 internal_count=901597 103202 12604 90598 798395 shrinkage=0.0576962 Tree=254 num_leaves=6 num_cat=0 split_feature=10 22 27 27 24 split_gain=3.59116 6.0929 7.35976 10.5629 17.5449 threshold=0.69215841029017189 447.25000000000006 22.500000000000004 38.500000000000007 23.500000000000004 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -4 right_child=-2 -3 3 -5 -6 leaf_value=-0.00043521023650873957 9.0141490775697212e-05 -4.9312853449772813e-05 -0.0022819387517144969 0.0053658496891880649 -0.014684431282431448 leaf_count=36735 581505 275570 6841 544 402 internal_value=0 -0.00260836 -0.0134627 -0.0413881 -0.0514817 internal_count=901597 320092 44522 7787 7243 shrinkage=0.0576962 Tree=255 num_leaves=6 num_cat=0 split_feature=0 9 17 21 17 split_gain=3.4751 3.86849 8.35358 12.9829 11.6343 threshold=9.0000000000000018 0.96857179809326743 51.406925304215243 3.5000000000000004 66.270070408960137 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=0.00038138649242197483 -0.00014746394612839069 -0.000116394254104931 -0.0006666811446379478 0.00075985939103781388 0.0037878496850520401 leaf_count=73671 446274 230049 38860 110688 2055 internal_value=0 -0.000556889 0.00178056 0.0075437 -0.00767724 internal_count=901597 827926 381652 151603 40915 shrinkage=0.0576962 Tree=256 num_leaves=6 num_cat=0 split_feature=16 9 12 4 21 split_gain=3.56844 7.71603 11.8489 10.2621 8.19921 threshold=98.968522220833862 0.94922018272679121 423.49190103891175 38.000907897949226 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -3 right_child=-2 3 -4 -5 -6 leaf_value=-0.0021114863790978383 -1.5498870896040349e-05 -0.0057462545484940949 0.0090081881287620846 0.011901923186366266 0.0041634038592324027 leaf_count=2239 896864 352 372 449 1321 internal_value=0 0.0272619 -0.00913786 0.0720496 0.0360233 internal_count=901597 4733 2611 2122 1673 shrinkage=0.0576962 Tree=257 num_leaves=6 num_cat=0 split_feature=26 29 0 14 14 split_gain=3.50495 3.65762 9.57636 8.0868 7.69853 threshold=6.8304094018809947 2.0149582583882775 51.000000000000007 15.879423613634366 49.207336349724464 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -4 right_child=-2 2 4 -5 -6 leaf_value=1.6254446611291627e-05 0.0019154636981821311 -0.023418413509032013 -0.0047539945105671 -0.00019865144879012542 0.00033531801807971511 leaf_count=858588 3162 50 2985 35332 1480 internal_value=0 -0.000152947 -0.00951886 -0.00401178 -0.0531587 internal_count=901597 898435 39847 35382 4465 shrinkage=0.0576962 Tree=258 num_leaves=6 num_cat=0 split_feature=27 28 27 21 27 split_gain=3.6873 8.95085 14.7199 14.8725 14.4034 threshold=14.500000000000002 606.25000000000011 27.500000000000004 8.5000000000000018 28.500000000000004 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=0.00011174278086333217 -0.00033604684958267374 -0.00011408491238494249 -0.0012872668619012941 0.0013528245235357266 0.00097757481579645138 leaf_count=450793 146739 185441 47557 19686 51381 internal_value=0 -0.00210788 -0.00679559 -0.00236193 0.00212773 internal_count=901597 450804 213982 166425 236822 shrinkage=0.0576962 Tree=259 num_leaves=6 num_cat=0 split_feature=4 4 32 19 16 split_gain=3.64259 8.08882 10.3675 13.566 14.3523 threshold=5.0068869590759286 11.00072765350342 1.5000000000000002 208.25000000000003 208.9397368421053 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.0010061017761736097 0.0010742496875979944 -1.5505145856979802e-05 -0.00089694262802298959 0.0023897508537055467 -0.0048830735628588532 leaf_count=11723 4440 858763 7751 16988 1932 internal_value=0 0.000305113 0.0161452 0.0266605 -0.0126875 internal_count=901597 889874 31111 23360 6372 shrinkage=0.0576962 Tree=260 num_leaves=6 num_cat=0 split_feature=7 17 21 16 4 split_gain=3.51133 8.42491 23.6198 10.8076 9.48114 threshold=-1.0000000180025095e-35 62.790354067529002 1.5000000000000002 212.67154724076286 39.655393600463874 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=0.00012464920921085484 -7.5243757967468058e-05 -0.0010004607309317165 -0.0022700429188349525 -0.0092547217027020585 0.010146369908702916 leaf_count=384019 508915 402 6743 828 690 internal_value=0 -0.00183052 -0.0327536 -0.0525844 0.104736 internal_count=901597 517578 8663 7571 1092 shrinkage=0.0576962 Tree=261 num_leaves=6 num_cat=0 split_feature=26 4 11 27 21 split_gain=3.42321 3.5106 3.49411 3.45417 10.0471 threshold=6.8304094018809947 157.2709655761719 0.55171083439761615 22.500000000000004 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=-7.8013070002825907e-06 0.0025576167270614913 0.006898137171070364 -0.01587528717897253 -0.042746377073755351 0.0037662472804402282 leaf_count=898446 2974 33 70 22 52 internal_value=0 0.0328829 -0.148692 0.0390188 -0.174393 internal_count=901597 3151 103 3048 74 shrinkage=0.0576962 Tree=262 num_leaves=6 num_cat=0 split_feature=11 16 32 29 19 split_gain=3.38939 8.90991 11.6382 8.08719 7.25428 threshold=0.87322226267459546 183.03463088142254 1.5000000000000002 1.1556535577886684 339.25000000000006 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=-5.7845223181074356e-05 0.0027572417767195625 -0.0015446271920928859 -0.0013816800694488609 0.011430902870225301 0.0001985631130076868 leaf_count=690111 6136 8286 2479 380 194205 internal_value=0 0.00357321 0.0343695 0.0565561 0.00220519 internal_count=901597 211486 8995 6516 202491 shrinkage=0.0576962 Tree=263 num_leaves=6 num_cat=0 split_feature=16 9 8 5 9 split_gain=3.30078 7.37758 9.99548 9.69073 11.9856 threshold=166.08163643095153 0.8654203094791747 704.50000000000011 75.000194549560561 0.92683263525070381 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -5 right_child=-2 3 -4 4 -6 leaf_value=0.00093187050789984177 3.2686941841059575e-05 -0.00038017519264882898 -0.0045412281479411398 -0.0010926427742328963 0.0065017367986187147 leaf_count=1738 836022 57962 3078 1254 1543 internal_value=0 -0.00680124 -0.0444759 -0.00381499 0.0536758 internal_count=901597 65575 4816 60759 2797 shrinkage=0.0576962 Tree=264 num_leaves=6 num_cat=0 split_feature=11 30 16 20 19 split_gain=3.25692 4.83884 9.35401 7.53353 3.92794 threshold=0.93793714844705323 1.0000000180025095e-35 201.00667570089308 0.54787556415215999 144.25000000000003 decision_type=2 2 2 2 2 left_child=-1 2 4 -4 -2 right_child=1 -3 3 -5 -6 leaf_value=-1.8609473488011515e-05 0.018459531161478616 -0.00092220350869455276 0.0059896792019276278 0.00051475963045096297 0.0053953313705692851 leaf_count=871622 84 5685 869 22466 871 internal_value=0 0.0102789 0.0164256 0.0124557 0.113429 internal_count=901597 29975 24290 23335 955 shrinkage=0.0576962 Tree=265 num_leaves=6 num_cat=0 split_feature=7 29 16 27 10 split_gain=3.16585 7.91142 10.8116 10.5651 11.9736 threshold=-1.0000000180025095e-35 1.3243416493416496 98.968522220833862 3.5000000000000004 0.98684195242616524 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.000272718434097894 -8.6363218397339641e-05 0.006994288151323933 0.0019867576971312867 -0.00060563768897505042 -0.020891284182093638 leaf_count=298217 517631 661 6918 78093 77 internal_value=0 0.00229275 -0.00617236 -0.00716204 0.0300699 internal_count=901597 383966 85749 85088 6995 shrinkage=0.0576962 Tree=266 num_leaves=6 num_cat=0 split_feature=0 25 17 16 8 split_gain=3.26377 7.15942 8.96568 6.52527 12.6718 threshold=13.500000000000002 860.25000000000011 45.020392776077649 232.69278547699 4152.5000000000009 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=0.00039888544075942676 -5.6639364634112846e-05 0.00010203815182587222 -0.0014613242905484167 -0.012514700312998853 0.0027064990001164084 leaf_count=145783 718410 25830 10791 495 288 internal_value=0 0.00374692 -0.00859509 -0.0317239 -0.119871 internal_count=901597 183187 37404 11574 783 shrinkage=0.0576962 Tree=267 num_leaves=6 num_cat=0 split_feature=6 12 14 7 26 split_gain=3.12436 7.8983 9.71436 10.1558 14.0192 threshold=0.88235295085091991 99.029960261786144 35.987820458758655 -53.130102157592766 1.3155232102049867 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=4.791278165617609e-05 -0.00057345800284835024 0.0008806695389199493 -0.0083842754882712568 -0.00012122510131025893 -0.0003433482905944053 leaf_count=766348 88474 33364 1315 10496 1600 internal_value=0 -0.0043828 0.00612715 -0.0166033 -0.0688213 internal_count=901597 135249 46775 13411 2915 shrinkage=0.0576962 Tree=268 num_leaves=6 num_cat=0 split_feature=18 17 20 24 19 split_gain=3.30405 7.51005 8.97524 8.32518 11.4747 threshold=3.5000000000000004 50.816876803338978 0.76901102487481021 20.500000000000004 359.25000000000006 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=2.6075474941384767e-05 -0.00022610752342178933 -0.0019447022284000658 0.0010576331886282873 -0.0098908122739413858 -0.0016835862623292876 leaf_count=845372 21651 4157 16355 592 13470 internal_value=0 -0.0074647 0.00778516 -0.0162236 -0.0351688 internal_count=901597 56225 20512 35713 14062 shrinkage=0.0576962 Tree=269 num_leaves=6 num_cat=0 split_feature=21 8 21 27 15 split_gain=3.39892 4.48634 3.6777 5.88576 6.60242 threshold=18.500000000000004 412.50000000000006 16.500000000000004 56.500000000000007 0.48404419582078861 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=8.7751293370039034e-07 0.0094276800194002114 0.00012115786952685797 0.0041124299893909345 -0.010473731428048364 -0.0028816188899668713 leaf_count=898111 295 415 585 254 1937 internal_value=0 0.0691198 -9.71213e-05 -0.0364391 -0.0218262 internal_count=901597 710 900887 2776 2522 shrinkage=0.0576962 Tree=270 num_leaves=6 num_cat=0 split_feature=22 7 27 27 6 split_gain=3.05931 6.57309 6.59595 7.30762 9.21922 threshold=278.25000000000006 -53.130102157592766 1.5000000000000002 10.500000000000002 0.64102564382969196 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.0013819096173521366 1.1788106153752117e-05 0.0068795113755836055 -0.0060446606579697866 0.00029586549720948374 -0.0010237598158810127 leaf_count=2878 890966 278 2393 2604 2478 internal_value=0 -0.0168605 -0.0320103 -0.0376353 -0.0604962 internal_count=901597 10631 7753 7475 4871 shrinkage=0.0576962 Tree=271 num_leaves=6 num_cat=0 split_feature=27 26 17 32 20 split_gain=3.3805 8.49651 11.4519 10.3436 32.4784 threshold=14.500000000000002 0.76581433096249885 50.465496889449092 1.5000000000000002 0.76440569456802454 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -5 right_child=-2 3 -4 4 -6 leaf_value=0.00018633996274299369 -0.00011296235442844491 0.0001995223168975401 -0.00094880025985430579 -0.0016082070585566957 0.0045113176959217932 leaf_count=68478 450682 318502 52090 4985 6860 internal_value=0 0.00191482 -0.00527043 0.00453725 0.0335533 internal_count=901597 450915 120568 330347 11845 shrinkage=0.0576962 Tree=272 num_leaves=6 num_cat=0 split_feature=20 9 13 10 9 split_gain=3.05041 5.29977 5.31106 7.71222 8.35316 threshold=1.0825881751954516 0.83885574005250785 71.096773783732118 0.91920627947841471 0.9371089782809775 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -5 right_child=1 2 -4 4 -6 leaf_value=5.4733482757185016e-05 -0.0035633394777684325 -0.00018095049303992769 0.0016788774211249906 -0.0066835990294380841 -0.00105926501161891 leaf_count=743981 1567 146820 4897 1226 3106 internal_value=0 -0.00389424 -0.00331316 -0.00436323 -0.0459477 internal_count=901597 157616 156049 151152 4332 shrinkage=0.0576962 Tree=273 num_leaves=6 num_cat=0 split_feature=11 1 16 29 12 split_gain=3.0913 18.8019 10.0251 6.02299 5.93559 threshold=0.46461906327697305 2206.5000000000005 194.77223630831648 0.59915402775790538 215.8198051533947 decision_type=2 2 2 2 2 left_child=1 2 4 -3 -1 right_child=-2 3 -4 -5 -6 leaf_value=-0.0037831494473642645 -1.5340203634853577e-05 -0.0089945485208343598 5.2463989592980391e-05 0.0032819306542986554 -0.012471171815357163 leaf_count=1149 890944 136 2931 6098 339 internal_value=0 0.0168704 -0.0330279 0.052241 -0.0998761 internal_count=901597 10653 4419 6234 1488 shrinkage=0.0576962 Tree=274 num_leaves=6 num_cat=0 split_feature=17 20 24 25 19 split_gain=3.04936 7.80635 7.21567 17.2492 10.1442 threshold=99.825372185828954 0.49168395573997237 4.5000000000000009 1064.2500000000002 751.25000000000011 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=-7.2291272602967954e-06 -0.0037382555973844035 0.0043449479119838583 0.0026766190759354952 0.012866380817303283 -0.0083953379391880321 leaf_count=894647 922 2486 2621 82 839 internal_value=0 0.0209024 0.0340096 0.00502433 -0.112699 internal_count=901597 6950 6028 3542 921 shrinkage=0.0576962 Tree=275 num_leaves=6 num_cat=0 split_feature=25 21 14 8 16 split_gain=3.14188 17.9742 12.5422 23.5776 14.3276 threshold=3192.2500000000005 1.5000000000000002 39.932534848341454 4517.5000000000009 243.82598787754003 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=2.1362110799502934e-05 -0.0011534577120803199 -0.0022955335624074871 0.00073006191365188294 -0.0071305933695200259 -0.029290273319508283 leaf_count=852672 6375 12968 29165 263 154 internal_value=0 -0.00787008 0.00364069 -0.0350607 -0.265429 internal_count=901597 48925 35957 6792 417 shrinkage=0.0576962 Tree=276 num_leaves=6 num_cat=0 split_feature=0 25 21 10 17 split_gain=2.89656 6.10162 8.36107 9.48621 5.75634 threshold=13.500000000000002 860.25000000000011 5.5000000000000009 0.37081447102148885 44.080748052256943 decision_type=2 2 2 2 2 left_child=1 -1 4 -4 -3 right_child=-2 2 3 -5 -6 leaf_value=0.00036757597805058413 -5.8059531391796784e-05 0.0003191212487448046 -0.023562524753350359 -0.0029032643138123351 -0.0012570403559834275 leaf_count=145867 718260 22993 76 2794 11607 internal_value=0 0.003447 -0.00793541 -0.0598018 -0.0036332 internal_count=901597 183337 37470 2870 34600 shrinkage=0.0576962 Tree=277 num_leaves=6 num_cat=0 split_feature=33 20 18 1 20 split_gain=3.00116 26.7214 11.3649 9.23223 9.2832 threshold=2.5000000000000004 0.77866334446827989 1.5000000000000002 457.50000000000006 0.55852286680146934 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=2.4072992081518688e-05 -0.00051974780627443761 0.0078705699375749005 0.0014301047182567628 -0.004643313911210604 -0.00060577206697629048 leaf_count=870456 19618 1505 2315 4333 3370 internal_value=0 -0.00957381 0.0687656 -0.0205272 -0.0498633 internal_count=901597 31141 3820 27321 7703 shrinkage=0.0576962 Tree=278 num_leaves=6 num_cat=0 split_feature=21 4 18 27 29 split_gain=3.04678 3.63487 3.4016 7.06177 12.4983 threshold=18.500000000000004 15.876310348510744 3.5000000000000004 35.500000000000007 1.0402854090354092 decision_type=2 2 2 2 2 left_child=2 -2 3 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-4.668213722728351e-06 0.00809480039059776 -0.00017536161881761593 -0.00044154490113541573 0.0021543229831979898 -0.00048344336938753847 leaf_count=820932 339 370 55687 13593 10676 internal_value=0 0.0654968 -8.26915e-05 0.000416082 0.0172275 internal_count=901597 709 900888 845201 24269 shrinkage=0.0576962 Tree=279 num_leaves=6 num_cat=0 split_feature=17 20 16 16 10 split_gain=3.06009 5.70381 7.64854 28.5345 15.6666 threshold=34.036308781858985 0.51413308666517665 205.13115766770323 171.23018314217103 0.98684195242616524 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -4 right_child=-2 2 4 -5 -6 leaf_value=-0.0008055261036835924 -2.019884034685536e-05 0.0010364797218704511 0.00046251867020772784 0.010737314644269707 -0.012104217451326007 leaf_count=8956 859779 8152 23223 1152 335 internal_value=0 0.00840979 0.0145067 0.0387827 0.00491916 internal_count=901597 41818 32862 9304 23558 shrinkage=0.0576962 Tree=280 num_leaves=6 num_cat=0 split_feature=11 17 14 24 28 split_gain=2.91987 4.02337 5.48443 3.84677 5.09352 threshold=0.92698814241946048 47.933370755866228 18.70318802684103 5.5000000000000009 620.25000000000011 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=-2.1964571509700494e-05 0.000180478751697018 -0.0078043640290996093 0.002648505608682847 0.00090851385022510344 0.00057571168254837819 leaf_count=854749 37589 453 5638 2651 517 internal_value=0 0.00772748 0.0263998 -0.00396933 -0.0578525 internal_count=901597 46848 9259 3621 970 shrinkage=0.0576962 Tree=281 num_leaves=6 num_cat=0 split_feature=4 29 32 4 21 split_gain=3.18547 14.5829 11.0845 11.0918 11.199 threshold=12.00056314468384 1.0170754847965939 1.5000000000000002 5.0068869590759286 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -5 right_child=-2 -3 -4 4 -6 leaf_value=-0.0025448347774516462 -2.1993039257358477e-05 -0.0096892253782893852 -0.00058150077189003451 -0.0024391294088938627 0.0017699473469877448 leaf_count=2486 848679 469 19031 2271 28661 internal_value=0 0.00761568 0.00918546 0.0201561 0.0253209 internal_count=901597 52918 52449 33418 30932 shrinkage=0.0576962 Tree=282 num_leaves=6 num_cat=0 split_feature=16 11 14 16 22 split_gain=2.95323 6.97387 5.7156 5.97414 7.30316 threshold=161.89728060456736 0.83452487435045586 10.722574391394049 98.968522220833862 1531.2500000000002 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -4 right_child=-2 -3 3 -5 -6 leaf_value=0.001643995092651556 2.2625815666003284e-05 0.0010717959039850081 -0.0021016093801077117 -0.0010793270735282821 0.0032837337718646924 leaf_count=3230 846475 8839 1304 39402 2347 internal_value=0 -0.00716199 -0.0120775 -0.0151213 0.0235768 internal_count=901597 55122 46283 43053 3651 shrinkage=0.0576962 Tree=283 num_leaves=6 num_cat=0 split_feature=27 28 27 4 23 split_gain=2.93222 8.80838 13.269 12.1607 12.5884 threshold=14.500000000000002 696.25000000000011 27.500000000000004 30.219505310058597 0.60044872127840332 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=0.00010431144727716012 -0.00025495217177151999 3.8289599556098711e-06 -0.0027387914381695718 -0.0040940287717114686 0.0021647569610016753 leaf_count=450940 333523 91774 1891 1233 22236 internal_value=0 -0.00179886 0.00566127 0.0259084 0.0308587 internal_count=901597 450657 117134 25360 24127 shrinkage=0.0576962 Tree=284 num_leaves=6 num_cat=0 split_feature=25 21 5 14 8 split_gain=2.86994 15.5529 16.1733 10.7456 19.4276 threshold=3192.2500000000005 1.5000000000000002 287.42741394042974 39.932534848341454 4517.5000000000009 decision_type=2 2 2 2 2 left_child=-1 3 -3 4 -2 right_child=1 2 -4 -5 -6 leaf_value=1.8457211878904019e-05 -0.0010858407767431843 -0.0019269782917040565 -0.021109218488315346 0.00066308023013555983 -0.013811474889492789 leaf_count=852556 6384 12864 148 29219 426 internal_value=0 -0.00754696 -0.0371802 0.00315521 -0.0326173 internal_count=901597 49041 13012 36029 6810 shrinkage=0.0576962 Tree=285 num_leaves=6 num_cat=0 split_feature=27 17 14 17 14 split_gain=3.22206 10.4823 9.17024 10.7028 12.5001 threshold=7.5000000000000009 42.163205421444012 26.338180258074356 66.270070408960137 37.301898917024388 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=0.00040502204790922981 5.7282797422405883e-05 -0.0010007071856394456 0.00049237548700965046 0.0020208464504906944 -0.0013924658031164473 leaf_count=60191 722002 63811 27644 7625 20324 internal_value=0 -0.00374039 -0.0091646 0.000224382 -0.00530763 internal_count=901597 179595 119404 55593 47968 shrinkage=0.0576962 Tree=286 num_leaves=6 num_cat=0 split_feature=7 9 17 12 24 split_gain=2.98651 7.8327 8.69911 11.6754 10.6669 threshold=-1.0000000180025095e-35 0.96615438295131251 57.946124483579624 92.63351365237942 12.500000000000002 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -4 right_child=-2 2 3 -5 -6 leaf_value=-4.9621416973696888e-05 -8.7198413155116321e-05 0.00032629421453424408 0.0016724730426227665 0.0028540294793016237 -0.0040733672846494087 leaf_count=264847 517591 104121 2642 10582 1814 internal_value=0 0.00216933 0.00890251 0.0313852 -0.0115538 internal_count=901597 384006 119159 15038 4456 shrinkage=0.0576962 Tree=287 num_leaves=6 num_cat=0 split_feature=27 27 25 17 0 split_gain=2.8848 7.75481 13.2026 15.7119 10.9197 threshold=14.500000000000002 7.5000000000000009 1170.2500000000002 58.649663261030284 52.500000000000007 decision_type=2 2 2 2 2 left_child=1 -1 4 -4 -3 right_child=-2 2 3 -5 -6 leaf_value=-0.00019696833291089368 -0.00010919968794784045 0.00054060637295183381 -0.00039638500284083577 -0.00491912537554051 -0.0011810626195260011 leaf_count=179519 450751 223573 32000 2779 12975 internal_value=0 0.00168485 0.00505835 -0.0131338 0.00773309 internal_count=901597 450846 271327 34779 236548 shrinkage=0.0576962 Tree=288 num_leaves=6 num_cat=0 split_feature=6 22 20 0 22 split_gain=2.99175 7.12613 7.78231 7.408 7.89957 threshold=0.88235295085091991 562.75000000000011 1.5659478266446474 43.000000000000007 4792.5000000000009 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=4.2493215679694524e-05 -0.00089842161053422988 0.000598359943632928 0.0031643708624401776 -0.0007548561469375081 -0.0024637396307130989 leaf_count=766415 51306 54731 1619 24570 2956 internal_value=0 -0.00436594 -0.0134175 0.00145793 0.00765131 internal_count=901597 135182 52925 82257 57687 shrinkage=0.0576962 Tree=289 num_leaves=6 num_cat=0 split_feature=11 1 17 13 29 split_gain=2.77069 15.1973 8.66131 7.16268 5.44156 threshold=0.46461906327697305 2206.5000000000005 49.948390121713871 99.25570405356747 0.59915402775790538 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -3 right_child=-2 4 3 -5 -6 leaf_value=0.00076896448556888167 -4.6370698002746121e-06 -0.008648170964052404 -0.0029094654246177099 -0.012253183906353275 0.0030207822549204711 leaf_count=2317 890958 136 1768 323 6095 internal_value=0 0.0161535 -0.0287822 -0.0754435 0.0479423 internal_count=901597 10639 4408 2091 6231 shrinkage=0.0576962 Tree=290 num_leaves=6 num_cat=0 split_feature=17 12 10 7 4 split_gain=2.86873 9.16221 6.96645 6.49855 6.43094 threshold=109.69949239715693 197.71067811865478 0.81891739796778606 -54.417205810546868 93.781402587890639 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -3 right_child=1 4 3 -5 -6 leaf_value=-6.8219124940327078e-06 0.002043401373928817 0.0072744252963980504 -0.012564665295316205 -0.0015400683576823472 -0.0020903294423010236 leaf_count=898128 1189 1109 252 606 313 internal_value=0 0.0286942 -0.0141398 -0.0828141 0.0903547 internal_count=901597 3469 2047 858 1422 shrinkage=0.0576962 Tree=291 num_leaves=6 num_cat=0 split_feature=27 28 19 26 21 split_gain=3.05261 9.23393 12.0806 16.5441 13.6069 threshold=45.500000000000007 487.25000000000006 633.75000000000011 1.4898679757105173 9.5000000000000018 decision_type=2 2 2 2 2 left_child=-1 -2 4 -4 -3 right_child=1 2 3 -5 -6 leaf_value=3.6057840147103283e-06 0.0031735175840583011 -0.018708203248834012 0.0025796225640619054 -0.017568307954902797 -0.0032299865696305292 leaf_count=894011 1347 199 2108 145 3787 internal_value=0 -0.0200824 -0.0362935 0.0222359 -0.069376 internal_count=901597 7586 6239 2253 3986 shrinkage=0.0576962 Tree=292 num_leaves=6 num_cat=0 split_feature=2 0 27 26 30 split_gain=2.83141 5.24329 6.94593 6.459 10.0308 threshold=12.433647798742141 43.000000000000007 45.500000000000007 1.831676291579474 1.0000000180025095e-35 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -5 right_child=-2 2 -4 4 -6 leaf_value=3.2621350205524307e-05 9.2468864345403718e-05 -0.00029874051576697652 -0.0060801680738252649 -0.00013044845674655594 -0.0053352160567604759 leaf_count=271461 496348 128066 715 2813 2194 internal_value=0 -0.0019598 -0.00708353 -0.00655537 -0.0417897 internal_count=901597 405249 133788 133073 5007 shrinkage=0.0576962 Tree=293 num_leaves=6 num_cat=0 split_feature=20 14 5 29 24 split_gain=2.92529 4.90349 6.50503 10.0421 5.48672 threshold=1.0825881751954516 38.050425729890087 39.813531875610359 1.5368260363589159 16.500000000000004 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -4 right_child=1 2 4 -5 -6 leaf_value=4.979830400039538e-05 -0.0001694448641794321 -0.02828978227687811 -0.0011075567033380542 -0.0013260364665181204 -0.009610264256162097 leaf_count=744188 153022 79 3928 110 270 internal_value=0 -0.00388187 -0.0368452 -0.218326 -0.0286747 internal_count=901597 157409 4387 189 4198 shrinkage=0.0576962 Tree=294 num_leaves=6 num_cat=0 split_feature=22 4 20 22 10 split_gain=2.71197 4.82236 16.5618 13.1934 9.23575 threshold=300.75000000000006 11.00072765350342 0.36676831216733169 3144.2500000000005 0.82163605502928394 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=-0.00078629704869288223 -0.00031645174078966153 -1.0826509081624325e-05 -5.1375807176772852e-05 -0.015751460032259034 0.0032682970748343049 leaf_count=14212 22310 850794 3823 135 10323 internal_value=0 0.0002958 0.0115366 0.0381278 0.0410971 internal_count=901597 887385 36591 14281 14146 shrinkage=0.0576962 Tree=295 num_leaves=6 num_cat=0 split_feature=11 17 5 1 5 split_gain=2.68027 4.29337 4.44368 9.40342 9.76501 threshold=0.90477634352710168 46.172397493366539 44.662763595581062 995.50000000000011 40.000247955322273 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -5 right_child=1 -3 -4 4 -6 leaf_value=-3.2225533846524967e-05 -0.00012691370673769794 0.00079498272346334485 0.0007933518088726328 -0.0085058058389421709 -3.0076948102891729e-05 leaf_count=802890 44283 35422 17191 927 884 internal_value=0 0.00496342 2.9283e-05 -0.00508812 -0.0757166 internal_count=901597 98707 63285 46094 1811 shrinkage=0.0576962 Tree=296 num_leaves=6 num_cat=0 split_feature=28 12 4 11 6 split_gain=2.81771 6.3284 21.7838 6.86943 7.76524 threshold=21547.750000000004 671.4802307403553 50.230829238891609 0.48779384173932244 0.80555550217139948 decision_type=2 2 2 2 2 left_child=1 -1 -3 -4 -5 right_child=-2 2 3 4 -6 leaf_value=2.4499742206232768e-06 0.0012965692450857074 -0.020102412668332653 0.0021529241859511578 -0.0011971466179857891 -0.0078510538383311183 leaf_count=891001 5536 213 1403 2699 745 internal_value=0 -0.000157806 -0.0354227 -0.0216682 -0.0456964 internal_count=901597 896061 5060 4847 3444 shrinkage=0.0576962 Tree=297 num_leaves=6 num_cat=0 split_feature=6 9 28 1 14 split_gain=2.57978 8.87958 7.81854 7.25242 11.7303 threshold=0.51851852262977938 0.97354766479893651 303.50000000000006 409.50000000000006 26.05344422394943 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -5 right_child=-2 -3 3 4 -6 leaf_value=-0.0056020488278947485 5.7145206002456693e-05 0.00053632201818608349 0.00063769411906106045 -0.00095018465676232873 0.00016641796218955771 leaf_count=951 703170 44798 21135 80128 51415 internal_value=0 -0.00309244 -0.00670478 -0.00614175 -0.00890437 internal_count=901597 198427 153629 152678 131543 shrinkage=0.0576962 Tree=298 num_leaves=6 num_cat=0 split_feature=16 11 4 29 9 split_gain=2.7268 5.73477 5.11568 5.22308 5.57881 threshold=161.89728060456736 0.8354185301132977 11.00072765350342 3.3417654506023555 0.89302114739927052 decision_type=2 2 2 2 2 left_child=1 2 -1 4 -4 right_child=-2 -3 3 -5 -6 leaf_value=0.0011197517645174088 2.6053892645785633e-05 0.00097003437243996032 -0.0026126584410068833 0.005826128130631901 -0.00065097545594640339 leaf_count=4884 846452 8665 5582 386 35628 internal_value=0 -0.00680579 -0.0112089 -0.0148037 -0.0158882 internal_count=901597 55145 46480 41596 41210 shrinkage=0.0576962 Tree=299 num_leaves=6 num_cat=0 split_feature=18 19 1 25 27 split_gain=2.6988 4.82415 6.58501 5.63019 6.53322 threshold=5.5000000000000009 339.25000000000006 250.50000000000003 574.25000000000011 43.500000000000007 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=1.9788614267425094e-06 0.0025581946043675102 0.0087089127741795443 -0.016577743873119607 -0.0075433051638386659 -0.0061361358724369179 leaf_count=900662 93 278 168 243 153 internal_value=0 -0.053719 -0.169148 -0.00902029 0.0596069 internal_count=901597 935 261 674 431 shrinkage=0.0576962 Tree=300 num_leaves=6 num_cat=0 split_feature=21 8 21 19 0 split_gain=2.6707 3.03157 2.98489 10.4788 7.00745 threshold=18.500000000000004 412.50000000000006 16.500000000000004 572.25000000000011 29.500000000000004 decision_type=2 2 2 2 2 left_child=2 -2 -1 4 -4 right_child=1 -3 3 -5 -6 leaf_value=2.1201039586498466e-06 0.0080992960250958496 0.00042847440009949735 -0.0016662070221947869 0.0033995048363350817 -0.0089250616883195331 leaf_count=898090 288 424 1245 863 687 internal_value=0 0.0612047 -6.47995e-05 -0.0326934 -0.0736163 internal_count=901597 712 900885 2795 1932 shrinkage=0.0576962 Tree=301 num_leaves=6 num_cat=0 split_feature=23 32 20 29 27 split_gain=2.51881 17.9661 25.2376 12.6697 12.7607 threshold=0.80503461495809781 1.5000000000000002 0.76901102487481021 0.097043482965949848 4.5000000000000009 decision_type=2 2 2 2 2 left_child=-1 3 -3 4 -2 right_child=1 2 -4 -5 -6 leaf_value=-0.00017467902355858942 -0.0088513652183300207 -0.0013104490490987847 0.003691495515558555 1.8536611281222743e-05 0.012259162673570545 leaf_count=211197 873 5041 10057 674322 107 internal_value=0 0.000918914 0.0350356 0.000156154 -0.113464 internal_count=901597 690400 15098 675302 980 shrinkage=0.0576962 Tree=302 num_leaves=6 num_cat=0 split_feature=33 14 9 30 8 split_gain=2.62945 13.3206 7.22255 5.5948 6.59617 threshold=2.5000000000000004 54.462301350401447 0.91195952352515353 2.5000000000000004 253.50000000000003 decision_type=2 2 2 2 2 left_child=3 2 -2 -1 -5 right_child=1 -3 -4 4 -6 leaf_value=-7.5728865547869555e-06 0.00059334578553136078 0.0061975257627704334 -0.0013287958624517277 0.018398737271744372 0.00067157207154213393 leaf_count=831883 9475 954 20778 70 38437 internal_value=0 -0.00892813 -0.0125969 0.00041422 0.0121983 internal_count=901597 31207 30253 870390 38507 shrinkage=0.0576962 Tree=303 num_leaves=6 num_cat=0 split_feature=29 0 14 19 9 split_gain=2.7379 8.55137 8.73704 8.23308 7.37607 threshold=1.350194151377873 51.000000000000007 15.879423613634366 3353.0000000000005 0.96135409306840847 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -3 right_child=1 3 -4 -5 -6 leaf_value=4.501339330913952e-05 -0.011061283393071157 -0.0038008863648738493 -6.5569145304210147e-05 0.00095894414787038216 -0.00071473859036611529 leaf_count=757804 241 5655 129974 3185 4738 internal_value=0 -0.00397939 -0.00148918 -0.0278609 -0.0414925 internal_count=901597 143793 130215 13578 10393 shrinkage=0.0576962 Tree=304 num_leaves=6 num_cat=0 split_feature=25 18 24 0 17 split_gain=2.70877 9.01807 18.2645 16.5235 22.7893 threshold=962.25000000000011 1.5000000000000002 6.5000000000000009 31.000000000000004 57.227441039073305 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=4.7979795689463546e-05 -2.5540770694525125e-05 0.0002495026963528819 -0.0035024940361270823 -0.00071029421334249318 -0.013685524388393702 leaf_count=732623 142237 14078 5410 6403 846 internal_value=0 -0.00361003 -0.0204599 -0.0480224 -0.0845731 internal_count=901597 168974 26737 12659 6256 shrinkage=0.0576962 Tree=305 num_leaves=6 num_cat=0 split_feature=20 27 4 28 18 split_gain=2.59757 5.04427 9.99143 10.2985 8.00805 threshold=1.0825881751954516 31.500000000000004 30.219505310058597 602.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=5.1344590848303113e-05 -0.00010133378687899393 0.0011482540936663546 -0.0073312434370374656 0.00071958638408352944 -0.0034790840196169803 leaf_count=744167 142609 1618 840 6963 5400 internal_value=0 -0.00358116 -0.0211398 -0.0147755 -0.0418095 internal_count=901597 157430 14821 13981 7018 shrinkage=0.0576962 Tree=306 num_leaves=6 num_cat=0 split_feature=16 13 9 29 5 split_gain=2.74323 5.80519 8.16463 10.8391 9.2561 threshold=98.968522220833862 277.49783082697155 0.92683263525070381 1.72495639818311 75.000194549560561 decision_type=2 2 2 2 2 left_child=1 2 3 -1 -4 right_child=-2 -3 4 -5 -6 leaf_value=-0.0041950247343343358 -1.5225496322516198e-05 0.014792992257796225 0.0010319868648067049 0.0080887958012234931 0.0084974658394053257 leaf_count=1409 896869 105 2186 288 740 internal_value=0 0.0238871 0.0186062 -0.0365764 0.0506107 internal_count=901597 4728 4623 1697 2926 shrinkage=0.0576962 Tree=307 num_leaves=6 num_cat=0 split_feature=10 18 11 24 1 split_gain=2.83107 5.22126 5.57584 11.2018 11.2815 threshold=0.69215841029017189 4.5000000000000009 0.86806807122754426 22.500000000000004 1005.5000000000001 decision_type=2 2 2 2 2 left_child=1 2 -1 -4 -5 right_child=-2 -3 3 4 -6 leaf_value=-0.00025035650739865242 7.4964615566750929e-05 -0.0029844053977429747 0.00046746734126748297 -0.0028203610460114099 -0.029710371045381292 leaf_count=245909 581564 2132 69349 2590 53 internal_value=0 -0.00240397 -0.0020732 0.00566704 -0.0582289 internal_count=901597 320033 317901 71992 2643 shrinkage=0.0576962 Tree=308 num_leaves=6 num_cat=0 split_feature=25 21 12 19 1 split_gain=3.01117 13.8992 10.4183 14.9226 18.3373 threshold=3192.2500000000005 1.5000000000000002 171.17514421272205 4196.2500000000009 6238.5000000000009 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=2.2909955903954272e-05 0.00014203380068697965 0.00091682962475945855 -0.0060144342402820329 0.001885895510317251 -0.0042447544176406173 leaf_count=852669 35941 3007 3468 3097 3415 internal_value=0 -0.00766979 -0.0357084 -0.0512554 -0.0230365 internal_count=901597 48928 12987 9980 6512 shrinkage=0.0576962 Tree=309 num_leaves=6 num_cat=0 split_feature=17 27 20 4 12 split_gain=2.72587 6.03916 8.96522 16.751 15.1969 threshold=36.600460377575061 7.5000000000000009 0.99999216791979961 15.000534534454347 174.46803743153549 decision_type=2 2 2 2 2 left_child=-1 2 -2 4 -4 right_child=1 -3 3 -5 -6 leaf_value=0.00034041804377524818 0.00047682384715463407 3.8111339490699626e-05 -0.0026239832257120323 -0.00041392712843752859 -0.01597729622962437 leaf_count=70327 32351 685268 8105 105252 294 internal_value=0 -0.00058358 -0.00642298 -0.0106038 -0.0535807 internal_count=901597 831270 146002 113651 8399 shrinkage=0.0576962 Tree=310 num_leaves=6 num_cat=0 split_feature=7 17 25 16 23 split_gain=2.51069 7.30839 15.75 7.43865 6.93883 threshold=-1.0000000180025095e-35 62.790354067529002 7258.7500000000009 215.70192505450211 0.60906427078620229 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -5 right_child=1 2 -4 4 -6 leaf_value=0.00011587428456528263 -5.047464347298951e-05 -0.0019587797647002982 0.0065649030072811075 -0.02400959217998069 -0.0061330233271533752 leaf_count=383830 509046 7419 700 84 518 internal_value=0 -0.00136659 -0.0300704 -0.0426247 -0.149532 internal_count=901597 517767 8721 8021 602 shrinkage=0.0576962 Tree=311 num_leaves=6 num_cat=0 split_feature=25 21 5 14 12 split_gain=2.57647 11.4109 12.8173 8.88911 16.0515 threshold=3192.2500000000005 1.5000000000000002 287.42741394042974 39.932534848341454 392.91525958289969 decision_type=2 2 2 2 2 left_child=-1 3 -3 4 -2 right_child=1 2 -4 -5 -6 leaf_value=3.29264684816293e-05 -0.0011029148064602096 -0.0016720587532147407 -0.019041335305286639 0.00057117592475250389 -0.013981958758332266 leaf_count=852675 6477 12845 143 29118 339 internal_value=0 -0.00689165 -0.032295 0.00229014 -0.030218 internal_count=901597 48922 12988 35934 6816 shrinkage=0.0576962 Tree=312 num_leaves=6 num_cat=0 split_feature=27 28 26 27 0 split_gain=2.53808 7.14713 11.8894 11.5886 11.3762 threshold=14.500000000000002 696.25000000000011 1.4095151040306437 27.500000000000004 49.500000000000007 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -4 right_child=1 2 4 -5 -6 leaf_value=9.5632811256467015e-05 -0.00023403869764759984 0.00016088766059066756 -0.00057758679030877149 0.0016086752499942156 -0.0051130227652246823 leaf_count=450978 333633 80623 10272 23848 2243 internal_value=0 -0.00169812 0.00502744 0.00851667 -0.0240995 internal_count=901597 450619 116986 104471 12515 shrinkage=0.0576962 Tree=313 num_leaves=6 num_cat=0 split_feature=17 12 10 14 4 split_gain=2.59144 7.8379 6.56653 6.25789 12.3483 threshold=109.69949239715693 197.71067811865478 0.81891739796778606 99.803027975909103 115.02841567993165 decision_type=2 2 2 2 2 left_child=-1 2 -2 -3 -5 right_child=1 3 -4 4 -6 leaf_value=-6.67755141838701e-07 0.0020511785237660321 0.0067157150438899712 -0.0046010991613045504 -0.030693001990552107 0.0025839376678025517 leaf_count=898154 1193 1150 843 45 212 internal_value=0 0.0274758 -0.0121876 0.0848707 -0.0562041 internal_count=901597 3443 2036 1407 257 shrinkage=0.0576962 Tree=314 num_leaves=6 num_cat=0 split_feature=0 6 12 14 7 split_gain=2.61186 3.25198 7.19528 6.55539 8.52274 threshold=9.0000000000000018 0.88000002412626732 99.029960261786144 35.987820458758655 -71.565052032470689 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=0.000329329025983096 1.9510084663582624e-05 -0.00061500052157926555 0.00074298239925993457 -0.0044008849109842775 -0.00018725395643419298 leaf_count=73679 700980 82802 31479 1876 10781 internal_value=0 -0.000505228 -0.00516256 0.00514966 -0.0140701 internal_count=901597 827918 126938 44136 12657 shrinkage=0.0576962 Tree=315 num_leaves=6 num_cat=0 split_feature=4 4 29 32 22 split_gain=2.50769 6.61528 14.2164 9.17772 9.38185 threshold=5.0068869590759286 11.00072765350342 1.0145008410973089 1.5000000000000002 3144.2500000000005 decision_type=2 2 2 2 2 left_child=-1 2 3 4 -2 right_child=1 -3 -4 -5 -6 leaf_value=-0.00083371496856332107 0.0016387888342472797 -1.3653807312362392e-05 -0.010604396381011291 -0.00073557055337295646 -0.014954027233437072 leaf_count=11706 22844 858787 357 7789 114 internal_value=0 0.000282235 0.0146087 0.0169124 0.0269757 internal_count=901597 889891 31104 30747 22958 shrinkage=0.0576962 Tree=316 num_leaves=6 num_cat=0 split_feature=17 16 23 29 14 split_gain=2.34978 4.85745 5.52269 5.52895 4.90375 threshold=35.113191968873231 166.08163643095153 1.2417441526761375 3.3417654506023555 36.647368785584973 decision_type=2 2 2 2 2 left_child=-1 2 3 -2 -3 right_child=1 4 -4 -5 -6 leaf_value=0.00037063939715568185 -0.00048356459070957535 4.7855072737539768e-05 -0.003220202420472123 0.0075068066133591269 -0.00050835636224750398 leaf_count=52614 48395 740995 2493 290 56810 internal_value=0 -0.000462863 -0.00990698 -0.00755628 0.000142963 internal_count=901597 848983 51178 48685 797805 shrinkage=0.0576962 Tree=317 num_leaves=6 num_cat=0 split_feature=33 20 18 1 20 split_gain=2.42763 21.52 7.18266 6.3681 10.1883 threshold=2.5000000000000004 0.82761359590260486 1.5000000000000002 461.50000000000006 0.55852286680146934 decision_type=2 2 2 2 2 left_child=-1 3 -3 -2 -5 right_child=1 2 -4 4 -6 leaf_value=1.7452459755008388e-05 -0.00043089349740097773 0.0079163561360327643 0.0019978094689750716 -0.0042962134902687649 -0.00023979722094259195 leaf_count=870480 19954 1094 1815 4266 3988 internal_value=0 -0.00868668 0.0732045 -0.0171319 -0.0404934 internal_count=901597 31117 2909 28208 8254 shrinkage=0.0576962 Tree=318 num_leaves=6 num_cat=0 split_feature=22 13 21 4 23 split_gain=2.57912 5.23401 4.45022 3.96081 11.9746 threshold=300.75000000000006 18.171006086982739 13.500000000000002 12.00056314468384 0.492238932700584 decision_type=2 2 2 2 2 left_child=1 -1 -3 4 -2 right_child=3 2 -4 -5 -6 leaf_value=-0.002870296792761495 8.8460847032400481e-05 -9.840960603172979e-05 -0.014691924488366695 -1.9915710248610906e-05 0.0025012820689774957 leaf_count=3102 37253 11056 70 841727 8389 internal_value=0 -0.0134244 -0.00329702 0.000146785 0.00921962 internal_count=901597 14228 11126 887369 45642 shrinkage=0.0576962 Tree=319 num_leaves=6 num_cat=0 split_feature=25 26 9 28 11 split_gain=2.42864 11.2193 15.599 11.2706 11.7311 threshold=3192.2500000000005 2.0307020597465755 0.9093642534072911 4144.2500000000009 0.55171083439761615 decision_type=2 2 2 2 2 left_child=-1 -2 3 4 -3 right_child=1 2 -4 -5 -6 leaf_value=2.5564361162672026e-05 -0.0002388774006717824 -0.0053744312749185019 0.0017563237431124602 -0.0021009830692810664 -0.022865053903013733 leaf_count=852669 47462 218 603 337 308 internal_value=0 -0.00680159 -0.0929627 -0.179188 -0.27066 internal_count=901597 48928 1466 863 526 shrinkage=0.0576962 Tree=320 num_leaves=6 num_cat=0 split_feature=11 1 16 27 12 split_gain=2.46447 13.2733 7.80363 5.00603 4.70008 threshold=0.46461906327697305 2206.5000000000005 194.77223630831648 3.5000000000000004 215.8198051533947 decision_type=2 2 2 2 2 left_child=1 2 4 -4 -1 right_child=-2 -3 3 -5 -6 leaf_value=-0.0031701131448034357 -1.0499293000215548e-05 0.0025879649981514707 0.006538109059911628 -0.00070779844847962262 -0.010864029940404694 leaf_count=1152 890930 6234 362 2576 343 internal_value=0 0.0151086 -0.0267228 0.00320631 -0.0855401 internal_count=901597 10667 4433 2938 1495 shrinkage=0.0576962 Tree=321 num_leaves=6 num_cat=0 split_feature=27 28 8 30 30 split_gain=2.44868 7.49301 8.59341 9.02658 8.88828 threshold=14.500000000000002 1394.7500000000002 1251.5000000000002 1.0000000180025095e-35 2.5000000000000004 decision_type=2 2 2 2 2 left_child=-1 2 -2 -4 -5 right_child=1 -3 3 4 -6 leaf_value=9.9035584004958748e-05 -5.7901774580906611e-05 0.0026778009126792453 -0.00052706266183736726 -0.0054633982495137503 -0.00072446704448813595 leaf_count=450926 428460 3230 13659 2924 2398 internal_value=0 -0.00157952 -0.00192596 -0.0227474 -0.0576835 internal_count=901597 450671 447441 18981 5322 shrinkage=0.0576962 Tree=322 num_leaves=6 num_cat=0 split_feature=16 9 12 5 19 split_gain=2.5916 5.52398 9.00874 7.43469 8.30504 threshold=98.968522220833862 0.94922018272679121 423.49190103891175 77.68591690063478 2695.5000000000005 decision_type=2 2 2 2 2 left_child=1 2 -1 -3 -5 right_child=-2 3 -4 4 -6 leaf_value=-0.0018113638379588389 -8.9885298052376681e-06 0.0018268501478967759 0.0078736111493065124 0.019419949261537867 0.00315039269812202 leaf_count=2238 896876 1687 373 188 235 internal_value=0 0.0233355 -0.00741463 0.061387 0.17993 internal_count=901597 4721 2611 2110 423 shrinkage=0.0576962 Tree=323 num_leaves=6 num_cat=0 split_feature=21 8 18 27 22 split_gain=2.59729 2.84359 2.66497 6.84463 10.3392 threshold=18.500000000000004 412.50000000000006 3.5000000000000004 31.500000000000004 403.25000000000006 decision_type=2 2 2 2 2 left_child=2 -2 -1 -4 -5 right_child=1 -3 3 4 -6 leaf_value=2.3249224570556535e-05 0.0079486753147228594 0.00048914199865725987 0.00011240408050826191 -0.0082910365452844043 -0.00097588656720866364 leaf_count=845207 285 422 34500 664 20519 internal_value=0 0.0605961 -3.84993e-05 -0.00673936 -0.0208885 internal_count=901597 707 900890 55683 21183 shrinkage=0.0576962 Tree=324 num_leaves=6 num_cat=0 split_feature=26 29 13 26 5 split_gain=2.71551 3.14067 11.7418 17.6677 11.8068 threshold=6.8304094018809947 6.519195326543489 89.408995594474632 1.5390969012855644 143.46479034423831 decision_type=2 2 2 2 2 left_child=1 -1 3 -3 -4 right_child=-2 2 4 -5 -6 leaf_value=-2.9610279453262751e-06 0.0016935095803630852 -0.042397374292071931 0.0032616861137745165 0.00066321214659337702 -0.0035676212405079434 leaf_count=894711 3126 58 1329 70 2303 internal_value=0 -0.000172523 -0.0290133 -0.326687 -0.0185226 internal_count=901597 898471 3760 128 3632 shrinkage=0.0576962 Tree=325 num_leaves=6 num_cat=0 split_feature=17 20 20 12 16 split_gain=2.28155 7.70827 7.79781 6.27254 3.95701 threshold=109.69949239715693 0.63815328116926262 1.064687112958415 165.44722215136417 147.19751937032797 decision_type=2 2 2 2 2 left_child=4 -2 -3 -4 -1 right_child=1 2 3 -5 -6 leaf_value=-0.00073158238920935305 -0.0040527162865087825 0.0037411278288946078 -0.012141761512938869 0.011902123707957433 1.5212000021213203e-05 leaf_count=24275 674 2547 183 45 873873 internal_value=0 0.025683 0.0489816 -0.128193 -8.61796e-05 internal_count=901597 3449 2775 228 898148 shrinkage=0.0576962 Tree=326 num_leaves=6 num_cat=0 split_feature=25 18 24 0 17 split_gain=2.43 8.4159 17.9145 14.0203 18.4043 threshold=962.25000000000011 1.5000000000000002 6.5000000000000009 31.000000000000004 57.227441039073305 decision_type=2 2 2 2 2 left_child=-1 -2 -3 4 -4 right_child=1 2 3 -5 -6 leaf_value=4.4415992503651443e-05 -2.1659234902018617e-05 0.00027667510422017491 -0.0034246311233353467 -0.00081807913265469071 -0.012605068585413163 leaf_count=732712 142134 14104 5400 6407 840 internal_value=0 -0.0034379 -0.0197096 -0.0470377 -0.0807758 internal_count=901597 168885 26751 12647 6240 shrinkage=0.0576962 Tree=327 num_leaves=6 num_cat=0 split_feature=7 17 21 16 26 split_gain=2.30271 6.60216 17.0914 8.11481 7.1709 threshold=-1.0000000180025095e-35 62.790354067529002 1.5000000000000002 205.13115766770323 0.86132360097323601 decision_type=2 2 2 2 2 left_child=-1 -2 -3 -4 -5 right_child=1 2 3 4 -6 leaf_value=0.00010765143243346077 -5.1874535008096871e-05 0.0050553812927542239 -0.0016272198916993767 -0.0112427313332634 -0.0033622023890502832 leaf_count=384132 508773 1103 5915 598 1076 internal_value=0 -0.00136597 -0.0286938 -0.0455991 -0.107067 internal_count=901597 517465 8692 7589 1674 shrinkage=0.0576962 Tree=328 num_leaves=6 num_cat=0 split_feature=25 21 5 4 19 split_gain=2.35695 10.5578 10.7173 7.85515 17.1426 threshold=3192.2500000000005 1.5000000000000002 287.42741394042974 40.001062393188484 4196.2500000000009 decision_type=2 2 2 2 2 left_child=-1 -2 3 -3 -5 right_child=1 2 -4 4 -6 leaf_value=2.3804631755172618e-05 0.00012088343293259467 0.00021736433896996603 -0.017792444657104289 -0.0069495831500253364 -0.0010456409389351616 leaf_count=852666 35966 4805 138 2292 5730 internal_value=0 -0.00672416 -0.0311897 -0.0282075 -0.0473598 internal_count=901597 48931 12965 12827 8022 shrinkage=0.0576962 Tree=329 num_leaves=6 num_cat=0 split_feature=21 6 29 19 21 split_gain=2.37842 2.38228 7.54683 14.6043 12.3404 threshold=19.500000000000004 0.51851852262977938 0.71898488682231154 549.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 left_child=1 2 3 4 -1 right_child=-2 -3 -4 -5 -6 leaf_value=-0.0033187936240651537 0.005548961973377735 4.7582732790403755e-05 -0.00037795522992890146 -0.0004947338223702443 0.0019191896262818467 leaf_count=1615 257 703006 151052 25130 20537 internal_value=0 -3.8806e-05 -0.00309959 0.00792593 0.0266449 internal_count=901597 901340 198334 47282 22152 shrinkage=0.0576962 end of trees feature importances: Column_16=219 Column_17=132 Column_0=87 Column_25=78 Column_27=78 Column_20=74 Column_9=63 Column_11=62 Column_29=61 Column_28=59 Column_21=57 Column_14=52 Column_26=51 Column_32=50 Column_30=48 Column_18=45 Column_7=41 Column_22=37 Column_1=35 Column_4=35 Column_6=35 Column_13=31 Column_12=30 Column_19=29 Column_10=28 Column_24=26 Column_23=22 Column_8=21 Column_5=20 Column_2=16 Column_15=16 Column_33=7 Column_31=5 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0576962] [num_leaves: 6] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 14285] [feature_fraction: 0.963394] [feature_fraction_seed: 14195] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 9090] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 120] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_26.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:321289] [0:40080.375] [0:1] [0:528.9998779296875] [0:844.9998779296875] [0:1] [-90:90] [1:385720] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3660.5037508062173] [0:979.03511456017009] [0:565.50874026102747] [0:1] [0:255] [0:125.19376919732906] [1:8] [50:325927] [6.8547848111678151e-06:26.586834733893557] [1:22] [50:325927] [6.8547848111678151e-06:33.644680851063832] [1:40] [50:325927] [6.8547848111678151e-06:188.30093457943926] [1:66] [50:325927] [6.8547848111678151e-06:188.30093457943926] [0:3] [1:18] [1:18] [0:3] tree_sizes=1625 1682 1687 1691 1692 1681 1693 1685 1683 1701 1696 1682 1699 1690 1691 1695 1709 1702 1701 1698 1697 1712 1682 1691 1693 1701 1700 1691 1692 1683 1679 1690 1702 1681 1707 1695 1692 1685 1707 1699 1692 1699 1700 1691 1696 1686 1664 1701 1681 1671 1686 1695 1650 1681 1673 1659 1668 1664 1693 1680 1675 1688 1694 1689 1690 1662 1664 1685 1675 1688 1661 1651 1651 1685 1653 1614 1688 1691 1683 1657 1617 1675 1647 1684 1649 1642 1636 1662 1691 1664 1692 1673 1676 1626 1670 1683 1674 1667 1687 1664 1614 1671 1662 1615 1666 Tree=0 num_leaves=19 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 21 17 0 1 23 split_gain=22356 5824.13 2979.6 2798.72 1624.96 1205.49 789.076 481.756 446.144 400.026 355.491 289.821 178.747 132.334 116.53 96.2147 93.5882 85.0719 threshold=215.07142809192234 1.5000000000000002 195.42911304858868 228.5672645855982 1.5000000000000002 0.65127032568559151 1.5000000000000002 88.277283648117347 173.65976288514531 236.22124166472074 223.15564623695866 207.13306658637848 0.65892934714893314 1.5000000000000002 46.508070102681181 35.000000000000007 364.50000000000006 0.91721558480489429 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 16 7 8 15 -5 -2 -4 -6 -7 -10 -1 -3 -9 right_child=1 5 4 9 12 13 -8 17 14 -11 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=0.50980669238345655 0.54225148686035962 0.48913708852735133 0.52682452751456943 0.5569651864505798 0.49243025361564036 0.55069994796000665 0.49243932902058146 0.52324266253392548 0.52730043047319075 0.56470840125987887 0.54960736732156923 0.53460865713400629 0.51391188161229606 0.52727646171264664 0.5155441652740268 0.50273568001131219 0.50364261967744528 0.54344568761234091 leaf_count=35748 129036 11392 82876 156936 10888 2728 18411 2996 8469 96799 108553 89031 5106 10476 70961 33404 6144 4978 internal_value=0 0.132464 -0.190694 0.158883 -0.103253 -0.289802 -0.2846 -0.26157 -0.274421 0.231916 0.0808872 -0.0748874 -0.40813 -0.0615874 -0.223293 -0.333149 -0.461639 -0.0221155 internal_count=884932 522064 362868 491324 187901 30740 174967 156556 148582 253735 237589 171907 15994 13204 79430 69152 17536 7974 shrinkage=1 Tree=1 num_leaves=19 num_cat=0 split_feature=23 0 32 8 8 12 0 30 12 8 0 22 20 9 0 20 19 0 split_gain=10476.6 3525.67 2459.38 2162.91 789.349 470.468 463.757 455.797 454.034 440.461 276.073 239.015 216.411 211.874 191.854 191.513 185.189 178.855 threshold=0.7132324753759004 40.500000000000007 1.5000000000000002 570.50000000000011 612.50000000000011 74.645183950935916 51.000000000000007 1.0000000180025095e-35 77.47056274847715 767.50000000000011 31.000000000000004 1533.2500000000002 0.70041237288712044 0.93419569844221606 43.000000000000007 0.54064656431063385 1551.7500000000002 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 8 5 -3 -2 11 9 10 -5 -1 13 -9 -6 -10 -4 -11 -7 right_child=1 4 15 7 6 17 -8 12 14 16 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.014424231278614258 -0.011690288040204187 -0.014854934214878063 -0.043371678989741133 0.0099417399943399782 -0.016073458483254074 0.0049955981184878449 -0.0098518313951704087 -0.025464476793093389 -0.0017901760590075101 0.015167669132662931 -0.026490605003741563 0.01099607671078461 0.0051529988805219546 0.00075480984660378995 -0.016566531514874253 -0.02723651419987334 0.021849535192198229 -0.0027481363097872991 leaf_count=45523 29290 58113 38180 139953 7305 65112 46470 2183 26737 140793 27171 19345 40597 82953 11183 7981 50597 45446 internal_value=0 0.0504629 -0.234517 0.0953824 -0.0573279 -0.0107209 -0.0202844 0.135044 -0.153606 0.147586 -0.199878 0.0152097 0.0379042 -0.00640965 -0.0648995 -0.4284 0.178764 0.019133 internal_count=884932 728157 156775 513971 214186 139848 156073 374123 110614 331343 72694 109603 42780 90258 37920 46161 191390 110558 shrinkage=0.0947291 Tree=2 num_leaves=19 num_cat=0 split_feature=29 0 30 8 11 11 30 23 8 8 11 0 8 9 0 8 0 8 split_gain=9186.65 2839.86 2014.01 1094.94 893.331 485.786 482.965 429.723 389.755 301.759 273.417 269.393 232.697 223.147 221.649 193.969 191.514 172.481 threshold=0.74369930422212338 43.000000000000007 1.0000000180025095e-35 642.50000000000011 0.85716059896387775 0.8465017298632469 1.0000000180025095e-35 0.53803422494201258 466.50000000000006 4637.5000000000009 0.86483006104603211 24.000000000000004 735.50000000000011 0.93419569844221606 29.500000000000004 687.50000000000011 24.000000000000004 720.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 8 9 11 -4 14 13 16 -5 -6 -3 -1 -15 -2 -7 right_child=1 5 7 6 12 17 -8 -9 -10 -11 -12 -13 -14 15 -16 -17 -18 -19 leaf_value=-0.015597008821186189 0.0037992466096031306 -0.020735999838506981 -0.039289719521788335 0.016421900264142305 -0.0033242786682336216 -0.00365774248891564 0.0026775486768742403 -0.019594954772943193 -0.0079729329455510804 0.0073858272208045944 0.0083361025036372185 0.010587430362794291 0.017370136484541759 -0.013476023882805751 -0.025506776008391071 -0.004686887271484301 -0.003911815793655688 0.006949359497706047 leaf_count=45195 64259 14692 36224 149623 39324 24578 41183 13702 34003 9913 56960 135171 5566 37414 36701 56649 52530 31245 internal_value=0 0.056962 -0.182252 0.0953123 -0.127774 -0.0528698 0.129486 -0.3577 -0.174163 -0.0890587 0.0311969 0.144124 -0.00800532 -0.104283 -0.211529 -0.0863811 0.00349336 0.0240604 internal_count=884932 674217 210715 499726 160789 174491 325977 49926 115899 118668 173749 284794 44890 108755 81896 94063 116789 55823 shrinkage=0.0947291 Tree=3 num_leaves=19 num_cat=0 split_feature=16 20 16 16 20 30 30 20 17 16 16 16 16 30 17 17 16 33 split_gain=15088 3109.56 2408.9 1640.67 864.5 799.425 318.544 309.585 340.344 268.574 256.704 252.144 203.296 119.436 86.5226 83.935 78.1447 68.212 threshold=216.68988465916703 0.59967219043390474 195.42911304858868 230.00236863624684 0.65791770000918548 1.0000000180025095e-35 1.0000000180025095e-35 0.59967219043390474 88.277283648117347 169.91407177075553 223.68125671950727 209.11644342180955 237.93584949545553 1.0000000180025095e-35 43.716151180385317 76.764744356930862 188.59240772686778 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 7 10 6 -2 -4 13 9 -9 17 15 -5 -1 -11 -6 -16 -3 right_child=1 3 4 12 11 -7 -8 8 -10 14 -12 -13 -14 -15 16 -17 -18 -19 leaf_value=-0.025366238170848553 0.0060999250999084677 0.0042461745484873789 -0.011702466645185056 0.016446399981521038 -0.0089183038169199213 -0.033380713995207451 -0.033556609948394392 -0.026811093216675935 -0.00076711798487106837 -0.0068867704674863348 0.010115015078197117 -0.0014740739049644495 0.022533991976288407 -0.036546517628930471 -0.021272446351879533 0.0070107555559176631 -0.015028809998409796 -0.016585557058385582 leaf_count=19670 6292 115182 10603 155784 94235 17138 13742 50577 7598 5807 129791 90711 71969 15200 46997 3065 29143 1428 internal_value=0 0.115165 -0.148036 0.132738 -0.0764484 -0.240458 -0.25376 -0.234908 -0.213926 -0.225726 0.076184 -0.0534889 0.193922 -0.319224 -0.19036 -0.0888484 -0.199333 0.0421314 internal_count=884932 497584 387348 474154 212356 23430 24345 174992 140122 132524 246401 188011 227753 34870 81947 97300 76140 116610 shrinkage=0.0947291 Tree=4 num_leaves=19 num_cat=0 split_feature=26 17 30 11 12 17 17 12 23 0 22 0 0 12 30 0 0 0 split_gain=6424.01 3646.59 1383.77 606.149 443.086 397.295 369.23 308.484 287.839 197.527 186.458 170.166 142.43 133.702 133.083 123.499 118.559 114.579 threshold=0.76693412800011895 48.729034778135954 1.0000000180025095e-35 0.86060993567387445 83.376154339498697 53.231935663003348 44.315428374642572 75.13046532517447 0.51801592593444168 46.500000000000007 1136.2500000000002 37.500000000000007 48.000000000000007 104.0477272147525 1.0000000180025095e-35 49.500000000000007 37.500000000000007 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 7 16 15 9 17 -4 -6 -11 -9 -7 -5 -8 -3 -2 -1 right_child=1 5 8 13 6 12 14 11 -10 10 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.015598683357294777 0.0018191751269762036 0.0015783666166654978 -0.032463505246429471 -0.0022905022111356522 0.015641413757337342 -0.0041617784331663575 0.0094475263451100338 -0.0041185633337702445 -0.017196050189610006 -0.015336076718864838 0.011467204146311078 -0.015029420400760806 -0.010266985809647026 0.013666138419543823 -0.00019365623942500397 -0.0059708110578389831 -0.016301389268532741 -0.024829085563271489 leaf_count=47840 20711 142102 36014 36854 177882 107820 122295 34010 16006 3576 6679 20594 50281 5403 14356 22529 3841 16139 internal_value=0 0.0480102 -0.151334 -0.10548 0.11881 -0.0286269 0.128602 -0.142127 -0.293108 0.157337 0.0223869 -0.0869174 -0.0644303 -0.00264204 0.0890398 0.00575637 -0.0107218 -0.189246 internal_count=884932 672072 212860 160840 349340 322732 324788 118583 52020 188137 10255 54604 158101 42257 136651 164631 24552 63979 shrinkage=0.0947291 Tree=5 num_leaves=19 num_cat=0 split_feature=16 32 16 16 32 26 17 16 16 16 16 32 26 17 8 17 16 16 split_gain=11029.2 2665.88 1427.41 1410.35 632.639 412.16 257.514 246.867 229.714 184.777 166.058 116.104 109.92 93.8741 78.3099 61.1549 57.4172 53.005 threshold=213.62302383256329 1.5000000000000002 227.48814062088152 190.06721489828951 1.5000000000000002 0.66124736320431043 98.024979210007118 234.78286150983521 203.26528609774726 161.77420458941438 220.98407225279374 1.5000000000000002 0.90556415548675628 43.716151180385317 4637.5000000000009 76.764744356930862 245.04998708166519 178.18263162032255 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 8 -3 9 -4 15 -1 -2 13 -8 -11 -7 -5 -9 -15 right_child=1 5 7 4 -6 14 12 16 -10 11 -12 -13 -14 17 -16 -17 -18 -19 leaf_value=-0.025922107632862162 0.0019170135703160545 -0.027662049425671315 0.012111965085806536 -0.010878046100817792 -0.025536117358267219 -0.0096711385758180418 -0.015610735857411559 0.017142101063375551 -0.0034804946586471062 -0.0095387704964837918 0.0069731276702823339 -0.029056221797990493 0.009081126400200994 -0.021829222825915914 0.0076175417201760146 0.0033303237398442423 0.024104576319592164 -0.016602397259243607 leaf_count=48976 109703 17808 153085 73351 17003 11564 2935 111833 102305 11204 124376 8782 3605 30751 2951 2823 11745 40132 internal_value=0 0.0884446 0.10607 -0.140838 -0.0852571 -0.190064 -0.215062 0.154698 -0.0676983 -0.224132 0.0485969 -0.197446 -0.0211129 -0.185754 -0.0649877 -0.109275 0.187945 -0.199199 internal_count=884932 543065 510742 341867 195482 32323 146385 276663 178479 139845 234079 90869 6540 82087 14515 76174 123578 70883 shrinkage=0.0947291 Tree=6 num_leaves=19 num_cat=0 split_feature=26 17 30 1 20 17 20 0 17 12 0 17 1 0 19 0 30 1 split_gain=4415.35 2510.94 876.168 440.765 280.916 272.828 272.322 262.614 252.91 189.867 148.967 144.841 141.141 119.442 129.252 104.161 93.2155 86.9229 threshold=0.72925332688955258 48.729034778135954 1.0000000180025095e-35 512.50000000000011 0.64992892315054429 52.641037275522386 0.58987553173061558 29.500000000000004 44.315428374642572 69.127416997969533 28.000000000000004 51.085085643428933 473.50000000000006 46.500000000000007 1321.2500000000002 48.000000000000007 1.0000000180025095e-35 484.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 10 -5 16 -4 9 13 -1 -2 -11 -9 -6 -15 -7 17 -3 right_child=1 5 6 4 8 15 -8 12 -10 11 -12 -13 -14 14 -16 -17 -18 -19 leaf_value=-0.010042338895655071 0.0036608723723822356 -0.0038646788288884148 -0.027191316703664918 -0.016362359740199523 0.013450745671230446 -0.0032950784386722737 -0.0098745973039674473 -0.016311949048571292 0.0073732485336732269 0.0039146923250111465 -0.0085131804169869974 -0.007871693236093916 -0.0065928319057219058 -0.012475953656989967 0.01043491539718007 -0.0081522427509864541 -0.0057911246242341721 0.0026018186806143189 leaf_count=37656 31509 22464 39259 3510 171452 128999 10284 45211 128527 24216 12637 15247 19061 3323 6595 57181 17829 109972 internal_value=0 0.0370596 -0.134659 0.0954075 0.108585 -0.024949 -0.249097 -0.0945599 0.111771 -0.055216 0.00185785 -0.0067468 -0.141768 0.13582 0.0291219 -0.0505319 0.00674848 0.015887 internal_count=884932 693998 190934 357553 313407 336445 49543 141391 309897 77119 44146 39463 64272 181370 9918 186180 150265 132436 shrinkage=0.0947291 Tree=7 num_leaves=19 num_cat=0 split_feature=16 32 16 16 32 12 17 16 16 16 16 23 32 17 23 16 17 21 split_gain=8123.7 1996.52 1130.45 911.599 357.53 284.194 217.747 187.696 138.984 137.545 126.716 65.3528 63.0147 74.7067 55.5308 54.1424 53.6221 39.6711 threshold=211.47702164818654 1.5000000000000002 227.00048216007715 189.31557108538985 1.5000000000000002 96.63351365237942 98.024979210007118 234.10534237887063 219.06114978539244 164.69273981534064 203.26528609774726 0.76913325173070535 1.5000000000000002 43.815614428395044 0.92002695018698055 241.42325710146804 76.764744356930862 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 10 -3 9 -4 -2 -1 16 -7 13 -11 -8 -9 -5 -13 right_child=1 5 7 4 -6 11 14 15 -10 12 -12 17 -14 -15 -16 -17 -18 -19 leaf_value=-0.022249158094344412 0.00082041013536316722 -0.023383988160099057 0.0098817436208983606 -0.0093714077383490989 -0.021496720413278735 -0.013675180927570234 -0.010756317400054932 0.013718368155186197 0.005359927517324988 -0.0072093972917419025 -0.0034851767361267689 0.0095292396540680967 -0.024220113839286111 -0.016409037960646543 0.0068385269684383358 0.018218265483647585 0.0035475086787171302 -0.0046711691651845242 leaf_count=55902 103074 18409 149347 76505 15109 6345 2882 106200 146602 9047 76570 2305 7807 63648 3646 30997 2996 7541 internal_value=0 0.0709638 0.0859867 -0.129271 -0.0800448 -0.161856 -0.188226 0.128846 0.0367983 -0.196765 -0.0658252 -0.0652185 -0.170303 -0.161134 -0.00981002 0.155549 -0.0937891 -0.0142172 internal_count=884932 570820 536220 314112 171180 34600 142932 286544 249676 136404 156071 16191 80502 72695 6528 137197 79501 9846 shrinkage=0.0947291 Tree=8 num_leaves=19 num_cat=0 split_feature=29 2 32 11 14 11 20 32 2 12 1 31 2 9 31 1 9 14 split_gain=3058.28 784.271 637.221 456.377 365.963 272.339 264.734 190.073 126.782 112.002 109.902 89.4721 93.9352 70.2664 60.2838 104.985 79.0645 58.54 threshold=0.64742077890662808 31.131884057971018 1.5000000000000002 0.87014905612000426 20.952181380527151 0.8726365441906655 0.6936999936999938 1.5000000000000002 15.89417693169093 89.512193308819775 705.50000000000011 1.5000000000000002 88.34103260869567 0.91898610622038557 1.5000000000000002 1912.5000000000002 0.8814639782722179 24.78990787960025 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 4 13 8 -3 9 -1 -6 -5 12 -8 -2 15 16 -11 -7 right_child=1 6 -4 10 7 17 11 -9 -10 14 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.012775414691229784 -0.017606318630585118 -0.011380717302010252 -0.022229071394975999 0.0031506168586571386 -0.0031549796964935057 -0.0014470981597329324 0.0072820518235095317 -0.01422599484303687 -0.0046711985652789232 -0.012797355343343966 0.0088181871306421654 0.0027939137578197127 0.011982453402548058 -0.0059726198246535236 -0.0025912885406023513 0.0097242090433245134 0.001904012756904234 0.011950288723329294 leaf_count=70170 4955 6597 40208 75679 51509 21536 133897 7708 23000 3340 51662 27059 53356 77951 25911 15617 191390 3387 internal_value=0 0.0274623 -0.125927 0.00574893 -0.0116782 -0.088906 0.0771702 0.00479534 -0.113743 0.00894633 0.0575318 0.0832438 0.0910109 -0.0703894 0.018158 0.0237644 0.0174377 0.00394375 internal_count=884932 726631 158301 505722 378381 118093 220909 295475 93170 287767 127341 214312 187253 82906 236258 210347 194730 24923 shrinkage=0.0947291 Tree=9 num_leaves=19 num_cat=0 split_feature=1 11 30 1 30 11 25 1 30 14 30 12 14 1 7 12 1 8 split_gain=2544.59 492.263 412.879 285.49 309.49 249.669 160.115 156.721 124.352 120.317 107.402 120.267 74.2497 73.5305 68.1167 67.0628 63.6185 49.0842 threshold=437.50000000000006 0.87609196992758653 1.0000000180025095e-35 665.50000000000011 1.0000000180025095e-35 0.83536039749938173 884.25000000000011 3931.5000000000005 2.5000000000000004 20.720465424491142 1.0000000180025095e-35 107.23097038856282 19.788486913607965 285.50000000000006 -1.9091523885726926 67.716251762801377 3931.5000000000005 138.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 7 15 12 9 16 -5 11 -3 -2 -4 -14 -1 -6 -7 right_child=1 10 13 4 8 17 -8 -9 -10 -11 -12 -13 14 -15 -16 -17 -18 -19 leaf_value=-0.013839582469649434 -0.005184164610750744 0.0053891184343651498 -0.021629194754395932 -0.0089036384750879102 -0.010367273201594985 -0.012994864735393252 -0.013466850343319197 0.011288926542617544 0.0010864285852850569 0.0039062968171328736 -0.004216456852911497 0.010768317690670662 0.0020774519321861053 -0.012812521785935812 -0.0017561139865444743 -0.0085086344995789816 -0.00053412685023333719 -0.0021218686147622063 leaf_count=38604 31130 84785 25711 6764 21263 4001 9573 25989 29221 241376 7037 66591 71447 12672 99538 46905 8174 54151 internal_value=0 0.0271933 -0.105465 0.0129187 0.0311817 -0.0808483 -0.0157918 0.0452884 -0.0347439 0.0375504 0.0762557 0.0818698 -0.00980642 -0.197599 -0.0016282 -0.115227 -0.0806175 -0.0302965 internal_count=884932 702888 182044 544475 332787 143661 211688 274129 58658 248140 158413 151376 202115 38383 170985 85509 29437 58152 shrinkage=0.0947291 Tree=10 num_leaves=19 num_cat=0 split_feature=20 17 14 32 17 17 11 11 2 2 17 9 13 13 2 12 11 13 split_gain=2163.06 1584.56 768.836 305.162 168.127 167.87 161.275 102.955 89.3468 82.4873 82.381 68.4598 69.3411 66.3107 62.9559 52.499 52.3124 43.7008 threshold=0.6936999936999938 49.239827639621375 20.067468300619826 1.5000000000000002 53.8461240656654 45.135940954016014 0.83536039749938173 0.86060993567387445 15.633974358974362 45.477225672877857 72.675590167386432 0.94389091615504828 26.548610363711298 25.056676329069081 17.515030946065433 83.716251762801377 0.66981630060056951 24.028777214730002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 8 9 14 -1 13 15 11 -6 -13 -3 -2 -4 -12 -8 right_child=1 4 5 -5 10 -7 17 -9 -10 -11 16 12 -14 -15 -16 -17 -18 -19 leaf_value=-0.010491652472959107 -0.011086240576197452 -0.0094155479777740681 -0.00012286423207588925 -0.018274591224817466 -0.010141086275591385 0.0047978161950474052 -0.0061290716267859667 -0.001184795280278922 0.0012806946110076529 0.0112566903488614 0.0059692393889392032 -0.010262809646451538 -0.0039130404026721166 -0.0019600990169025829 -0.0022054007158811228 0.0079975449499983028 -0.0046914765873214389 0.0028423918282577494 leaf_count=39281 23202 12028 7596 49328 26304 133538 6038 14642 87541 90179 9339 18023 107379 97358 10362 120152 7406 25236 internal_value=0 0.0179287 0.0601086 -0.136074 -0.0301301 0.0785666 -0.0399463 -0.0840767 -0.0102906 0.0956744 -0.0533235 -0.0606706 -0.0509415 -0.0293457 -0.0880882 0.0793283 0.0132399 0.0117207 internal_count=884932 781681 416303 103251 365378 351465 64838 53923 196927 217927 168451 151706 125402 109386 33564 127748 16745 31274 shrinkage=0.0947291 Tree=11 num_leaves=19 num_cat=0 split_feature=16 32 16 16 32 2 17 16 16 16 16 26 17 17 16 12 17 17 split_gain=5151.65 1035.19 653.254 603.482 151.907 150.317 141.503 125.171 92.1528 86.5239 63.9161 56.4047 37.8018 36.9538 36.8366 35.1659 31.9843 30.7268 threshold=211.19761642502644 1.5000000000000002 225.68940888776459 189.31557108538985 1.5000000000000002 36.754310344827594 98.024979210007118 233.12183731241035 166.02786676459559 201.99383232016214 218.24540893015032 0.93231545118869719 52.427744117411457 49.60450814427319 240.68278100378595 92.5802127934803 48.43397264394293 76.764744356930862 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 -3 8 -4 15 17 12 -8 -2 -10 -9 -1 -12 -5 right_child=1 5 7 4 -6 -7 11 14 13 -11 16 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.016415328002548066 -0.0015669185544310248 -0.015031289637203397 0.0072327235562144017 -0.0079396171737861985 -0.01514692135876157 -0.0019902947668854584 -0.010077939747056794 0.010216227013468948 -0.0098863148379672739 -0.0030188305866158528 0.0011740146273188272 0.00752822574814478 0.002270628127402672 -0.014301053865418203 0.013630895929459343 -0.021613821515662157 0.0046145274283584071 0.0023592983719516155 leaf_count=43045 41681 22770 155740 67312 14781 12171 3085 120463 25300 82876 31897 3469 51488 51953 37075 16024 101098 2704 internal_value=0 0.0560835 0.066888 -0.103785 -0.0630923 -0.110723 -0.15154 0.0964555 -0.15844 -0.0537336 0.0259316 -0.00801319 0.00584641 -0.135705 0.11633 -0.188174 0.0400021 -0.0796152 internal_count=884932 574383 539442 310549 167673 34941 142876 313278 136322 152892 226164 6554 93169 77253 157538 59069 132995 70016 shrinkage=0.0947291 Tree=12 num_leaves=19 num_cat=0 split_feature=20 14 2 32 2 29 30 2 30 2 12 30 2 26 19 21 2 14 split_gain=1495.19 650.164 357.282 193.768 138.623 111.665 75.5078 92.021 71.3597 61.2399 60.0227 55.8134 48.5464 38.3166 38.0143 37.7254 34.3449 31.4083 threshold=0.66523594742713044 20.337229585452501 25.89699381078692 1.5000000000000002 16.819090909090914 0.95266570132942441 1.0000000180025095e-35 6.8404545454545458 2.5000000000000004 16.144957983193283 69.816756826189717 1.0000000180025095e-35 97.284161490683246 1.4417145880138236 4368.5000000000009 1.5000000000000002 10.504716981132077 55.186016629927032 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 16 10 -3 7 14 13 -9 -2 12 -4 -8 -7 -12 -1 -5 right_child=1 2 11 17 -6 6 8 9 -10 -11 15 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.0087202929484952573 -0.0090958163491677083 -0.0014570610332774721 0.0053725895040009249 -0.015865998993439202 3.048622580320021e-05 0.0037333568542941968 -0.0030668513262972689 -0.0026701516957073402 0.0022369881416767017 0.0020893917372819962 -0.013413913062338885 0.0016980982190682571 0.0088249023891836201 -0.013145337673474937 0.010099688055950202 -0.0038627155858537874 -0.00328124367741998 -0.00050620256357887799 leaf_count=31298 36456 119270 161791 46717 50837 130046 7640 36934 13133 70688 3924 28709 47219 6078 8999 68351 15616 1226 internal_value=0 0.0142394 0.0286707 -0.118633 -0.0427835 0.0101519 0.0212859 0.0267678 -0.0290732 0.00481372 -0.0629373 0.0592698 0.0649486 -0.0795141 0.0437604 -0.0462506 -0.072943 -0.163342 internal_count=884932 790075 630507 94857 159568 392788 273518 246667 26851 107622 108731 237719 209010 13718 139045 72275 46914 47943 shrinkage=0.0947291 Tree=13 num_leaves=19 num_cat=0 split_feature=16 16 16 29 29 17 16 9 16 16 0 17 29 16 6 16 29 17 split_gain=3948.57 566.269 473.046 235.782 114.341 106.227 100.059 91.2985 61.0343 57.7731 45.9084 43.1007 38.296 35.9656 37.7198 34.5257 32.9666 31.5768 threshold=211.19761642502644 226.02243351338589 190.7909680120888 0.17942083732398675 0.4724071532911337 81.657229130098031 232.19331360946748 0.93883167882328034 203.26528609774726 219.06114978539244 35.000000000000007 51.569512254121598 0.81301232950346047 245.04998708166519 0.13049196133958638 164.69273981534064 0.17942083732398675 47.827177193483017 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 -3 16 7 -5 -1 -4 11 15 -6 -7 -8 -15 -9 -2 -11 right_child=1 3 8 6 9 12 13 10 -10 17 -12 -13 -14 14 -16 -17 -18 -19 leaf_value=-0.018148797136826395 -0.014572273427889981 -0.014661480323913068 -0.0068813155892962488 0.0056028570821016095 -0.0025232562774650837 -0.0097599933557864643 0.0086438057904908716 -0.012966162935934614 -0.0031909475059187981 8.5858420354546408e-05 -0.013822007186029618 0.0015344645047666535 0.0019273273350945738 -0.04823300861085577 0.014361451414470365 -0.00812878169641763 -0.0041288073359034769 0.0039018135046048341 leaf_count=26249 3370 4340 80381 134578 35163 4431 172421 21663 80484 23980 57698 70762 5821 87 12328 34052 13900 103224 internal_value=0 0.0491238 -0.0908141 0.0767427 0.0134138 -0.131228 0.0798884 -0.138441 -0.053151 0.0192299 -0.12614 0.00197889 -0.0329786 0.0949907 0.146975 -0.105666 -0.0650983 0.0335952 internal_count=884932 574153 310779 323754 250399 149914 319414 139662 160865 233129 113413 105925 10252 184836 12415 55715 17270 127204 shrinkage=0.0947291 Tree=14 num_leaves=19 num_cat=0 split_feature=16 32 16 16 20 32 16 17 16 9 16 17 17 29 16 20 17 12 split_gain=3234.84 688.785 415.665 363.33 160.483 95.293 90.8247 86.5561 86.5522 74.4812 53.813 36.8254 33.8032 34.1922 31.7464 29.0687 28.5155 28.1573 threshold=210.59052956010092 1.5000000000000002 224.3567167773829 182.03555095150401 0.58987553173061558 1.5000000000000002 233.44520390832648 98.024979210007118 199.1433463796478 0.95140109932408523 234.10534237887063 76.764744356930862 47.372198233626925 1.3416039135931406 216.68988465916703 0.64223583692610253 49.815399945611297 115.13046532517448 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 14 7 -3 8 -4 9 11 17 -6 12 -5 -14 -2 -9 -16 -1 right_child=1 4 6 5 10 -7 -8 15 -10 -11 -12 -13 13 -15 16 -17 -18 -19 leaf_value=-0.014500344923340335 9.1244487623324974e-05 -0.013827849908439407 0.0056225307705537715 -0.00053296301937078819 -0.0044704714275977334 -0.012120791193927121 0.0087403542334257931 -0.014054062381153335 -0.0028403733127765726 -0.011213890886166278 0.008497497891410041 0.0025238925667836385 -0.0074430515391970481 -0.014825309419598276 0.0007016970720606265 0.0022389155692462757 0.0036093405528690378 -0.020357680114268945 leaf_count=19455 76933 21340 188860 5734 10290 17326 150782 1239 95608 74744 3983 3423 63169 6181 48356 4749 80909 11851 internal_value=0 0.0436724 0.0524637 -0.0836955 -0.0910727 -0.0572256 0.0739653 -0.128925 -0.0501877 -0.13553 -0.00899038 -0.0747922 -0.0794165 -0.0855177 0.017047 -0.0119533 0.0266194 -0.176479 internal_count=884932 581453 545840 303479 35613 191441 339642 112038 174115 106050 14273 78507 75084 69350 206198 5988 129265 31306 shrinkage=0.0947291 Tree=15 num_leaves=19 num_cat=0 split_feature=16 32 16 16 20 16 17 32 9 16 17 17 16 16 29 17 17 17 split_gain=2664.77 575.337 389.062 254.254 136.621 84.9101 69.5327 65.0378 59.8211 54.6191 31.3992 31.3704 31.1826 30.1477 29.778 26.9277 26.7212 26.3098 threshold=208.79831230874916 1.5000000000000002 223.68125671950727 181.09577343917616 0.75856793288277802 231.07528591177584 98.024979210007118 1.5000000000000002 0.95567595334381872 198.65783893716377 76.764744356930862 47.372198233626925 239.1729776524511 215.32153155529684 1.3172224156455787 48.43397264394293 53.083225253942153 44.775005316410336 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 13 6 -3 17 8 9 -1 10 11 -5 -7 16 -13 -15 -2 -4 right_child=1 4 5 7 -6 12 -8 -9 -10 -11 -12 14 -14 15 -16 -17 -18 -19 leaf_value=-0.014915765294610105 -0.0024428388653258042 -0.011097610312098076 0.0013094938878603344 -0.00043696445974286224 0.002248305732996593 0.0068179712107007415 -0.0011761810682793979 -0.011116632186269133 -0.010098489289630011 -0.0030185623764616117 0.0022254465562449406 -0.006883365846114051 0.0094895423109254747 -0.0015190457939926389 -0.013606106857667256 0.0024767510187377008 0.0011358159291887798 0.0050388563946623883 leaf_count=35267 32571 28140 19470 6108 9112 147201 5895 15892 67229 80042 3508 62430 53438 17356 6531 118223 44039 132480 internal_value=0 0.0376796 0.045619 -0.0799882 -0.0826899 0.0659799 -0.118027 -0.0563616 -0.124101 -0.050251 -0.0689796 -0.0733009 0.0794847 0.0117857 -0.0793847 0.0207458 -0.0040712 0.0481478 internal_count=884932 602030 564778 282902 37252 352589 108391 174511 102496 158619 78577 75069 200639 212189 68961 135579 76610 151950 shrinkage=0.0947291 Tree=16 num_leaves=19 num_cat=0 split_feature=20 17 14 0 32 0 0 19 17 10 11 19 13 29 30 0 19 11 split_gain=739.081 557.26 236.484 148.969 110.576 104.74 86.1205 58.1211 57.1655 46.293 46.241 42.9626 39.6777 38.5275 32.9382 31.8972 31.5793 30.0501 threshold=0.66523594742713044 49.95530526772145 20.067468300619826 46.500000000000007 1.5000000000000002 35.000000000000007 33.000000000000007 473.25000000000006 45.848200370902759 0.89584301634133345 0.83193628622017379 640.25000000000011 24.028777214730002 0.17942083732398675 1.0000000180025095e-35 28.000000000000004 667.25000000000011 0.84400203252032535 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 8 10 12 13 -8 15 17 -1 -5 -2 -3 -13 -4 -17 -9 right_child=1 6 3 11 -6 -7 7 9 -10 -11 -12 14 -14 -15 -16 16 -18 -19 leaf_value=-0.007174567028090599 -0.0045155003279630148 -0.017832251275834033 0.006226419748067185 -0.0085972679825218803 -0.0111102376858353 -0.0082977078164151383 -0.0072040003552034625 -0.0029289877811541475 0.0029789630214900045 -0.0074278528359803158 -0.0011558203756645549 0.0011873587045615754 0.0015164360828647198 -8.4100015727631353e-05 -0.0080438095700436554 -0.00031553658018104383 0.0048612877166170397 3.3811913829992592e-05 leaf_count=27232 12597 1106 165851 6892 47899 17071 28728 105477 118295 16004 19771 22830 43852 143997 4090 13714 46184 43342 internal_value=0 0.00992831 0.032933 0.0430295 -0.0834705 -0.0189581 -0.0207335 -0.034541 0.0492541 -0.0273065 -0.0490122 -0.0203074 0.00179846 -0.00231586 -0.00227119 0.0585852 0.0388056 -0.0218106 internal_count=884932 790030 451376 377856 94902 73520 338654 193551 344044 164823 47003 33812 56449 145103 26920 225749 59898 148819 shrinkage=0.0947291 Tree=17 num_leaves=19 num_cat=0 split_feature=29 0 32 1 14 0 0 9 32 1 29 30 19 19 29 1 14 1 split_gain=587.489 411.986 136.724 100.86 94.3508 90.2143 86.607 72.6772 42.6464 39.2938 37.1412 37.0266 39.5343 36.7465 34.9351 34.5722 34.1584 33.4696 threshold=0.63338007289020848 35.000000000000007 1.5000000000000002 575.50000000000011 19.63848041680399 49.500000000000007 29.500000000000004 0.95826951988048037 1.5000000000000002 3388.5000000000005 0.15509567352032613 1.0000000180025095e-35 748.75000000000011 228.75000000000003 1.6995316546323032 716.50000000000011 27.156763028890136 834.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 -3 13 11 10 9 15 14 -1 12 -5 -2 -7 -6 -8 -12 right_child=1 3 -4 5 8 7 16 -9 -10 -11 17 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.011040497835466538 -0.015508797440734664 -0.0049104626160237919 -0.010167299508206556 -0.00067797579975539324 0.0026093308296225842 -0.0079104351613330012 -0.0074967410314080354 -0.0013668538199879811 -0.0020306645320173826 -0.0010170985883148258 -0.0014977734047021745 -0.0036031203231028275 0.0027751274954734644 -0.00028963441730782088 -0.018210687698910613 0.0044023652083280858 0.00081063899112761577 0.0065302768230901366 leaf_count=3365 1459 69884 39482 53815 185518 13261 44260 44800 12729 5530 54484 16122 66540 58747 3802 201101 4937 5096 internal_value=0 0.011658 -0.0567218 -0.0190525 0.0299521 -0.00781438 -0.038904 -0.0377497 0.0355156 -0.0839924 -0.0143353 0.00696781 0.0129962 -0.00695084 -0.107734 0.0373906 -0.0703383 -0.0085625 internal_count=884932 733308 151624 273754 459554 203870 112142 67393 399348 22593 62945 136477 120355 60206 17063 386619 49197 59580 shrinkage=0.0947291 Tree=18 num_leaves=19 num_cat=0 split_feature=20 2 14 32 13 30 30 2 28 9 13 9 2 9 26 9 24 10 split_gain=513.338 233.552 148.243 70.3277 51.4843 43.6346 50.2443 40.4986 37.3705 34.6876 34.1772 33.1242 30.7277 33.659 27.8682 25.8812 24.989 39.9144 threshold=0.64223583692610253 23.464102564102564 20.132458310255448 1.5000000000000002 30.534916253873075 1.0000000180025095e-35 2.5000000000000004 9.2043135435992607 1311.7500000000002 0.95140109932408523 23.080991322607193 0.91036453296055797 52.395652173913049 0.90495884246204683 1.4560967094352801 0.93962713625727667 1.5000000000000002 0.98717556526365235 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 8 -4 7 14 -6 15 -9 -2 -12 13 -3 -7 -1 17 -14 right_child=1 12 4 -5 5 6 -8 9 -10 -11 11 -13 16 -15 -16 -17 -18 -19 leaf_value=-0.01284745851991111 -0.0064190909365004134 -0.0045803219943251709 -0.0016760000651736952 -0.0093721831934052025 0.0023431100707052219 -0.0030338188982489828 0.0015398366319402084 -0.0057582268195478115 -0.018871220723606766 0.00047380159021772743 -0.011200261165617877 -0.0021835007273250302 0.0084009815490193422 0.0022634322492900423 -0.011257358831369708 -0.0028849273800991278 0.003483916595976912 -0.032005477612813873 leaf_count=2493 26138 6737 82221 46724 160418 9905 15078 8716 1470 99597 3810 90475 13511 150753 5901 38123 122639 223 internal_value=0 0.0079267 -0.00517448 -0.0722293 0.00447356 0.0105564 -0.0250416 0.0146475 -0.0425787 -0.000292336 -0.0357664 -0.0268963 0.0303187 0.0208033 -0.0644362 -0.0369097 0.0413076 0.0817584 internal_count=884932 796122 502259 88810 381836 299615 30884 268731 42086 108313 120423 94285 293863 157490 15806 40616 136373 13734 shrinkage=0.0947291 Tree=19 num_leaves=19 num_cat=0 split_feature=16 32 16 16 20 16 17 1 17 16 16 11 24 9 18 16 30 17 split_gain=1742.26 296.045 218.299 179.889 71.2912 51.1605 48.1082 51.9759 46.256 44.81 41.7045 37.4977 31.7826 27.3998 26.1503 25.7654 21.4732 21.2989 threshold=208.79831230874916 1.5000000000000002 223.15564623695866 179.20438826022431 0.57103428263973977 236.62481529897562 98.024979210007118 512.50000000000011 76.764744356930862 198.65783893716377 228.41374726034533 0.67832911489492265 20.500000000000004 0.95660788766190541 3.5000000000000004 147.12317464036758 1.5000000000000002 39.238400200724733 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 16 12 7 15 9 -5 -6 -10 -4 -9 -14 -1 -3 -17 right_child=1 4 5 8 10 -7 -8 13 11 -11 -12 -13 14 -15 -16 17 -18 -19 leaf_value=-0.011801208542922697 0.00093964582680832875 -0.0012242006904244756 0.0044879937593021177 -0.0061090850683268227 -0.0047740584440958498 0.0067796198357374512 -0.00084143911688708305 -0.015588740139606464 0.0094441081108498637 -0.0030727164679983073 0.0051264690940950727 -0.0046935945054984067 0.003425009630812415 -0.0098934991191858696 -0.0030878815279759054 -0.0037538953481124435 -0.0099602286041490552 -0.0083524801092700503 leaf_count=14629 202175 2916 249060 89369 8591 90237 5693 16840 3878 85190 6872 2975 13773 13786 9246 11753 18823 39126 internal_value=0 0.0305505 0.0362448 -0.0645642 -0.0558541 0.0509347 -0.098202 -0.103491 -0.0456833 -0.0488471 -0.00394925 0.0349069 0.0440913 -0.137498 0.00854002 -0.0875928 -0.0927741 -0.0769585 internal_count=884932 601693 564491 283239 37202 362316 101827 96134 181412 174559 15463 6853 272079 30626 23019 65508 21739 50879 shrinkage=0.0947291 Tree=20 num_leaves=19 num_cat=0 split_feature=16 33 16 16 16 0 25 9 12 29 20 16 16 29 11 15 29 9 split_gain=1419.58 264.687 197.281 149.853 48.0216 46.2724 29.8418 28.4141 40.5519 27.9799 26.7363 25.5575 24.8967 18.9717 19.5451 18.6791 18.5109 17.6382 threshold=208.79831230874916 2.5000000000000004 228.5672645855982 184.66063472885949 220.80455188982799 45.000000000000007 249.50000000000003 0.95567595334381872 176.8822509939086 2.0249832104136742 0.57103428263973977 199.67413684871315 238.89145384708729 1.5367111408324616 0.76776436283015237 0.25715173642915073 3.1588667216793191 0.94929729401218543 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 5 6 7 -2 16 -9 11 -3 -5 -4 14 17 -14 -1 -8 right_child=1 10 12 9 -6 -7 13 8 -10 -11 -12 -13 15 -15 -16 -17 -18 -19 leaf_value=-0.0094665090632191674 -0.018440671190896225 -0.0094927975079907786 0.0044326884711151275 -0.0046574029050713119 0.0026254328415938892 -0.010579772237320026 -0.00041877520170062108 -0.0058049610848370662 0.012312223351524517 -0.011994383855544938 -0.0025351601477790601 -0.0022428903776976752 0.00067627721485546781 -0.0031965572186738568 1.1111472309245219e-05 0.007125419638188202 0.011981367775397687 0.0037338298742259479 leaf_count=26965 759 15967 200766 78669 153494 42103 13486 51596 1133 3516 7187 78688 4352 12277 110379 54491 366 28738 internal_value=0 0.0274301 0.0316246 -0.0584421 0.0149723 -0.084847 0.0031637 -0.0707333 -0.0571701 -0.038391 -0.0774117 -0.0364196 0.052095 0.00407438 0.00711691 0.0701837 -0.0969004 0.0254148 internal_count=884932 601896 578742 283036 319133 122163 165639 80060 52729 160873 23154 157357 259609 164880 152603 58843 27331 42224 shrinkage=0.0947291 Tree=21 num_leaves=19 num_cat=0 split_feature=29 17 0 29 9 11 11 28 0 28 30 17 0 0 1 11 22 5 split_gain=265.176 231.202 98.0372 66.6785 63.5905 72.7718 62.841 36.3077 31.7928 31.7005 30.9141 29.0142 28.2266 25.5075 25.0906 23.0648 22.0302 21.4252 threshold=0.63338007289020848 50.454325806299885 46.500000000000007 0.15509567352032613 0.94880195337623296 0.68095767195767209 0.83105825334086214 660.25000000000011 29.500000000000004 818.25000000000011 1.0000000180025095e-35 51.15722192218059 40.500000000000007 46.500000000000007 834.50000000000011 0.81565436978480466 536.75000000000011 86.621883392333999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 -1 13 17 12 8 -2 15 11 -8 14 -3 -5 -4 -7 -6 right_child=1 4 9 6 5 16 10 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.0087214283235687532 0.0023904617588518672 -0.0029216554639734747 -0.0082456901616332866 -0.0039906288385143339 0.0038065174254600914 -0.002709888877850117 0.0027360690470365108 0.0034871902619538413 -0.00027340721752448462 0.0006981857699886007 -0.0055036380362690519 -0.0024768370712107183 -0.0072397570885797688 -0.0074134253164025721 0.0025614770509059534 -0.0021511831998836549 -0.00057848175096453052 0.016062939333599546 leaf_count=19871 151694 38875 9369 52887 20297 60693 26689 194943 54702 17792 8185 14947 23266 16020 5822 13751 153763 1366 internal_value=0 0.00786757 0.0222717 -0.0380677 -0.0140223 -0.00689476 -0.0299261 0.0270254 0.0177817 -0.0243611 -0.00191665 0.00912788 -0.0469491 -0.0446799 -0.0352677 -0.0487799 -0.0124744 0.0483417 internal_count=884932 733265 442251 151667 291014 236119 131796 401339 206396 40912 49821 41636 81975 54895 58709 23120 214456 21663 shrinkage=0.0947291 Tree=22 num_leaves=19 num_cat=0 split_feature=16 32 16 16 2 9 12 7 29 16 22 21 26 21 7 16 6 16 split_gain=1073.77 187.631 126.247 121.611 38.3425 35.0795 45.2051 32.9617 32.5786 29.9412 28.3452 37.3142 25.6152 25.2376 23.3815 21.5489 29.667 21.2609 threshold=208.79831230874916 1.5000000000000002 228.5672645855982 178.18263162032255 75.009433962264168 0.96082510285839995 183.85281374238573 -16.699242591857907 0.76487823842343139 197.60479519991586 238.75000000000003 4.5000000000000009 1.2963997347937843 13.500000000000002 -76.379405975341783 246.15088385505973 0.13049196133958638 221.17209155759841 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 -3 -1 -7 14 -4 12 11 -9 -5 17 -2 -10 -17 -12 right_child=1 4 8 9 -6 6 -8 10 15 -11 13 -13 -14 -15 -16 16 -18 -19 leaf_value=-0.0095146891335818346 0.00075344288465070827 -0.0057279114020638462 0.0079924203850552412 -0.004110348589201427 0.001981836509434978 -0.0062733326088426121 0.014581824213676082 -0.001683439271193404 0.0037779607706267784 -0.0022016058234050656 0.00022533617356135347 -0.035387380465882357 -0.0096735644825081905 -0.0044345736168599909 0.0041518858802725702 -0.062572380410517187 0.0092097245769747951 0.0020957035326612892 leaf_count=43397 27058 30131 19368 81966 7165 54201 949 877 226228 94579 117732 444 8167 7675 55286 52 8053 101604 internal_value=0 0.0238643 0.0284039 -0.0508045 -0.0448308 -0.079172 -0.0624355 0.0148884 0.0449547 -0.0356699 0.00870273 -0.137356 -0.0487119 0.00955266 0.0320405 0.0416968 0.09236 0.011525 internal_count=884932 601673 564377 283259 37296 98547 55150 310676 253701 184712 228332 1321 90133 227011 82344 234333 8105 219336 shrinkage=0.0947291 Tree=23 num_leaves=19 num_cat=0 split_feature=16 33 16 16 16 29 27 20 7 1 16 29 1 29 16 1 7 7 split_gain=889.537 180.305 156.833 67.5156 33.865 26.941 23.9144 20.78 20.6675 18.9617 27.4082 29.3436 16.9939 16.8705 15.9958 15.6323 15.4626 14.8294 threshold=204.09376991105339 2.5000000000000004 222.11024215515445 173.65976288514531 234.96489452954049 1.6477799265789816 30.500000000000004 0.56161204235774587 -12.528806686401365 477.50000000000006 105.11375388657036 0.99260214087235299 7504.0000000000009 1.6001214539776181 234.62056557123177 515.50000000000011 -76.379405975341783 -16.699242591857907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 9 6 17 15 -3 13 -1 11 -11 -13 16 -9 -4 -2 -5 right_child=1 7 4 5 -6 -7 -8 14 -10 10 -12 12 -14 -15 -16 -17 -18 -19 leaf_value=-0.0060024098570475026 -0.00019412217623136329 -0.0078759595329520541 0.0047649899429335514 -0.0020473811102029171 0.0046024919889292417 -0.0098263933789073006 0.00011577588978628032 -0.0041036403074501057 -0.00036539307695491948 -0.0083294202743090379 -0.0099162711888876529 0.0038724117199242462 0.02874660550111029 -0.0031570152145897544 0.0066188843950828842 0.0026781327980753742 0.003097441780709493 -0.0041284508247715354 leaf_count=52679 18454 17222 38431 43832 123481 6313 28587 6505 166438 2062 28228 1146 314 6050 1545 199024 41852 102769 internal_value=0 0.0192646 0.0226271 -0.0523002 0.0348996 -0.0397677 0.0285473 -0.0635372 0.00209214 -0.0749984 -0.0943021 -0.011123 0.097352 0.0170147 -0.0215954 0.0318369 0.0220651 -0.0370133 internal_count=884932 647589 622317 237343 389523 152914 266042 25272 232794 84429 31750 3522 1460 66356 8050 237455 60306 146601 shrinkage=0.0947291 Tree=24 num_leaves=19 num_cat=0 split_feature=16 33 16 16 0 32 26 16 30 26 11 13 11 14 0 9 23 26 split_gain=741.212 126.389 113.988 72.2583 36.0178 27.4736 23.4399 20.8974 18.8831 20.5371 20.3778 19.5014 18.009 16.319 15.3262 15.1842 15.1298 14.881 threshold=212.56115266267895 2.5000000000000004 188.59240772686778 230.60213434552389 45.000000000000007 1.5000000000000002 2.031675761309629 161.77420458941438 1.0000000180025095e-35 1.4044117353398116 0.73908824282401142 40.175192881352181 0.69318954854669157 72.364083673797793 51.000000000000007 0.95567595334381872 0.65892934714893314 1.1788735937305079 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 7 6 12 13 10 -10 11 -2 15 -1 -8 -4 -12 -6 right_child=1 -3 5 -5 17 -7 14 -9 9 -11 16 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.006575898637216763 0.0049900566406271239 -0.0051189419588638183 -0.0012030902200236516 0.0037318903969396394 -0.0070272163352408891 -0.0057323888307182361 -0.005021928433395783 -0.0033417318421141173 0.00068520050698391 -0.0048242097990409656 0.0042105275182131082 0.00142107017666709 -0.0019163935731381192 0.0079407141821765028 -0.018885055940657692 0.0038597866288105965 0.0011418590594791753 -0.011789378848139404 leaf_count=34968 30217 20894 12144 215599 42016 16569 2102 54818 24836 8036 15444 25193 147011 709 1085 9454 216989 6848 internal_value=0 0.0222657 -0.0376669 0.0252384 -0.0593494 -0.0216255 -0.0178749 -0.047536 0.0157214 -0.00698464 0.0183145 0.0355473 -0.016269 -0.0663725 -0.102836 0.0106943 0.0142064 -0.0812274 internal_count=884932 557208 327724 536314 139359 188365 171796 90495 320715 32872 287843 55410 168609 35677 3187 21598 232433 48864 shrinkage=0.0947291 Tree=25 num_leaves=19 num_cat=0 split_feature=16 16 20 16 30 30 16 0 29 22 24 1 20 29 0 9 5 22 split_gain=603.584 119.019 57.7683 45.3433 43.689 31.7596 30.4105 30.0489 26.7707 25.0943 23.6514 22.5341 22.4744 26.0896 18.3817 17.4515 47.7211 16.5139 threshold=204.09376991105339 221.93773575941853 0.53007936392645649 161.77420458941438 1.0000000180025095e-35 1.0000000180025095e-35 237.46729048021393 29.500000000000004 1.5192088977590286 545.25000000000011 21.500000000000004 314.50000000000006 0.74784864752296565 1.5192088977590286 52.500000000000007 0.92693696459329689 73.001609802246108 188.75000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 4 15 -3 9 10 -5 -9 17 -4 -12 -7 -14 -15 -1 -17 -2 right_child=1 2 6 7 -6 12 -8 8 -10 -11 11 -13 13 14 -16 16 -18 -19 leaf_value=-0.0099042722531979786 -0.013907163489579679 0.0075555418624043162 0.0024940670745070385 -0.0018007918724623545 -0.006017218581153963 -0.0053559200451510011 0.004350427442431231 -0.0039312996225501764 -0.0097284133926526257 0.001026196122267788 -0.031092021591867143 -0.00047685857655378549 0.00080705337207231779 -0.0043412838515787932 -0.01997793969382251 -0.0062783656606578801 0.010661812757405796 -0.0010791460917364897 leaf_count=10929 914 2615 292491 67555 11431 15974 79243 108797 7651 137912 218 20825 19560 4654 789 40731 1549 61094 internal_value=0 0.0157379 0.026169 -0.0432226 -0.0368453 -0.00187784 0.0284224 -0.0357879 -0.0455212 0.00332049 0.0239988 -0.00838204 -0.0272396 -0.00852052 -0.069756 -0.068933 -0.0597254 -0.013388 internal_count=884932 647720 406823 237212 14046 240897 392777 184003 116448 199920 313534 21043 40977 25003 5443 53209 42280 62008 shrinkage=0.0947291 Tree=26 num_leaves=19 num_cat=0 split_feature=0 32 1 17 30 29 1 17 25 1 25 18 27 29 1 4 0 29 split_gain=134.688 82.5181 67.8837 51.9642 36.3477 31.3239 25.9056 23.2297 28.0424 19.2394 19.2379 17.3724 17.016 20.7855 16.9641 16.208 15.1254 14.3524 threshold=33.000000000000007 1.5000000000000002 575.50000000000011 50.94134276202896 1.0000000180025095e-35 1.8329475469005461 4556.5000000000009 76.764744356930862 884.25000000000011 705.50000000000011 249.50000000000003 2.5000000000000004 14.500000000000002 0.15509567352032613 854.50000000000011 45.000905990600593 49.500000000000007 0.53292191704710612 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 17 12 9 -6 -3 8 10 -4 11 -5 13 -1 -10 -7 -11 -2 right_child=2 6 4 7 5 15 -8 -9 14 16 -12 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.0070312121965852336 -0.0048542282717121445 -0.0039770240687194 -0.0014135824071298761 -0.0036553101435600728 -0.0017989367534917017 -0.012832689468451321 0.0064432264561873733 0.0042805261721989962 -0.0095426215912969761 0.0012679324622184276 -2.2957747127840125e-05 -0.031301969157498527 0.0012655902806344163 0.0026906158573915275 -0.0024420573621390146 -0.0039331800103402925 -0.00085526744448972589 -0.0025732675574953652 leaf_count=1997 33916 34867 59430 534 25099 4060 2281 9202 4341 98231 107833 330 186932 167550 9917 3353 43416 91643 internal_value=0 0.0102068 -0.0149166 0.013661 -0.00483699 -0.0358591 -0.0352288 -0.00327581 -0.00690278 0.000178959 -0.00143319 -0.150057 0.0199399 0.0271945 -0.0486007 -0.0929737 0.00651493 -0.0336686 internal_count=884932 525784 359148 488636 233589 32512 37148 132157 122955 201077 108697 864 356479 169547 14258 7413 141647 125559 shrinkage=0.0947291 Tree=27 num_leaves=19 num_cat=0 split_feature=20 0 2 17 9 13 17 28 8 9 11 33 9 4 28 27 8 11 split_gain=111.941 112.902 39.1586 38.9364 25.6138 28.315 21.6669 22.5858 22.6107 21.1181 20.8585 19.3331 17.6349 16.9404 15.068 14.7497 14.1156 13.8551 threshold=0.59967219043390474 33.000000000000007 13.408627087198516 47.982089064051493 0.93795660872645292 30.420862082380275 76.764744356930862 966.75000000000011 138.50000000000003 0.96892240391034146 0.61334180970544616 2.5000000000000004 0.93419569844221606 5.043994903564454 25496.750000000004 16.500000000000004 7421.5000000000009 0.91355348271030035 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 3 4 15 -3 -6 7 8 -5 10 -8 13 -4 -1 -9 -2 -12 -15 right_child=1 2 12 6 5 -7 9 14 -10 -11 16 -13 -14 17 -16 -17 -18 -19 leaf_value=-0.0071261442455423998 0.0025902558444413346 -0.0053564555228852086 -0.0024232641189521459 -0.012269010444974351 -0.0030855040854417979 -0.00057399973707132363 0.0078968375783776482 -0.0036678895838812143 0.00045635340633278827 0.01279789434424706 -0.001340110905135742 -0.0057952602638031616 0.00058639258897951103 -0.0023474962679306505 0.016960673706075565 0.001190002405166422 -0.026959145250310179 0.0037393656147920976 leaf_count=6283 157403 17700 20379 1262 66680 101753 3028 16473 175115 2241 3295 22102 122414 46462 324 118196 205 3617 internal_value=0 0.00345521 -0.0108014 0.013275 -0.020358 -0.0165553 0.00272633 0.000519419 0.00385628 0.0513428 0.0225898 -0.0361107 0.00165591 -0.026281 -0.0345193 0.0210044 -0.0299871 -0.0201402 internal_count=884932 806468 328926 477542 186133 168433 201943 193174 176377 8769 6528 78464 142793 56362 16797 275599 3500 50079 shrinkage=0.0947291 Tree=28 num_leaves=19 num_cat=0 split_feature=16 16 16 30 32 17 4 17 16 17 29 17 11 29 26 10 5 25 split_gain=443.168 75.9449 37.9266 36.4204 33.1624 24.6178 35.327 24.3333 28.1171 25.3319 23.8728 23.5189 26.0248 22.5949 20.8095 19.8989 22.021 19.9066 threshold=203.67438929738492 221.75479142070051 173.65976288514531 1.5000000000000002 1.5000000000000002 98.024979210007118 21.00000095367432 50.236214379810889 216.21979638763 54.333378588562532 0.82650567646504625 76.764744356930862 0.69813880649793969 0.76487823842343139 1.2963997347937843 0.99493533409045531 271.70437622070318 8223.0000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 13 7 6 -1 10 9 -9 -2 14 -13 -3 -4 17 -17 -15 right_child=1 3 11 -5 -6 -7 -8 8 -10 -11 -12 12 -14 15 -16 16 -18 -19 leaf_value=-0.0043895409340440625 0.001812647504205294 0.0046116076927680411 -0.0025226633501232573 -0.00070977735018880675 -0.0038646771933873426 0.0012193100621709667 -0.0089962295981134786 -0.0013742037177588674 0.0024062045498805143 0.0013765445374077476 -0.00326587454779641 0.0073978602977787331 -0.0047735047613561036 0.0019878986515079744 -0.0064861692318146447 0.0037789154901527273 -0.063620709664146971 0.0060805321560240475 leaf_count=59083 11600 35720 129626 38625 18942 5127 19993 64768 60307 56033 29251 4213 2519 324837 13087 87 87 11027 internal_value=0 0.0134601 -0.0373059 0.0217336 -0.000634067 -0.0542793 -0.0586331 0.00279345 0.0077662 -0.0010375 -0.0192526 -0.0277425 0.0300176 0.0247702 -0.0304671 0.0222284 -0.315857 0.0224035 internal_count=884932 651284 233648 410383 240901 84203 79076 221959 181108 120801 40851 149445 6732 371758 142713 336038 174 335864 shrinkage=0.0947291 Tree=29 num_leaves=19 num_cat=0 split_feature=16 16 32 9 28 21 7 32 16 7 9 12 10 4 4 16 10 14 split_gain=370.535 66.1369 43.3737 32.2949 27.3914 24.2391 23.3621 22.6603 22.1655 20.1026 21.9249 18.5097 20.7462 18.3889 17.916 16.5433 19.2999 26.3035 threshold=203.26528609774726 227.00048216007715 1.5000000000000002 0.89052533409736012 306.25000000000006 14.500000000000002 -1.0000000180025095e-35 2.5000000000000004 173.65976288514531 -16.699242591857907 0.94929729401218543 195.95889244992068 0.53064996355104987 14.849242687225344 21.00000095367432 243.52336035631305 0.9650856740991286 39.706726815730001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 -1 6 9 -2 15 11 10 -6 14 -13 -8 -5 -3 -17 -18 right_child=1 7 -4 8 5 -7 13 -9 -10 -11 -12 12 -14 -15 -16 16 17 -19 leaf_value=-0.0075000495361154784 0.0033256961791745137 0.0020958296468465759 -0.0034999546613836059 -0.003807470386666221 -0.00074831813138713564 -0.0056928054873314291 -0.028186432342832846 -0.003769079760146018 -0.0022660818222998542 0.00025833566802191122 0.0027967583918617101 -0.026827224290700325 0.0043993364007380549 0.010358390493075919 -0.0073964089227843222 0.0059988038108544734 -0.016358611177872812 0.0058415809711520562 leaf_count=15175 506 278518 25554 56701 20557 5386 730 5662 138830 233077 65651 203 3209 131 16005 17095 858 1084 internal_value=0 0.0120593 0.00272633 -0.0345886 0.00583582 0.00643057 -0.135421 0.0228813 -0.031441 0.0075528 0.0205999 -0.0451552 0.026829 -0.235639 -0.0485333 0.0240738 0.0525942 -0.0418746 internal_count=884932 654809 351592 230123 326038 324671 1367 303217 214948 319285 86208 76118 3412 861 72706 297555 19037 1942 shrinkage=0.0947291 Tree=30 num_leaves=19 num_cat=0 split_feature=20 29 11 22 30 28 25 18 21 27 25 15 27 10 25 4 28 4 split_gain=65.27 34.7047 32.0457 27.2158 27.0461 19.3341 18.0944 36.9699 18.6477 17.9982 16.7053 16.51 32.6149 21.3166 22.8273 16.0003 24.1843 15.083 threshold=0.74246708468123068 0.12503177427554654 0.92692637551128132 545.25000000000011 1.5000000000000002 4260.5000000000009 249.50000000000003 2.5000000000000004 1.5000000000000002 14.500000000000002 16118.750000000002 0.25715173642915073 1.5000000000000002 0.98118419824799175 2181.2500000000005 187.11240386962893 46988.000000000007 5.043994903564454 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 5 3 6 17 -2 7 -3 -8 -10 11 12 13 -5 -15 -12 -17 -1 right_child=1 2 -4 10 -6 -7 8 -9 9 -11 15 -13 -14 14 -16 16 -18 -19 leaf_value=-0.0065184498845075019 -8.3207703207533644e-05 -0.0013318419746279557 0.00311372290024306 -0.0054502572080242975 -0.004126899497269112 -0.017035987443983953 -0.0050485291619481653 -0.025645013486651463 0.00071422055012750605 -0.0012154800450297461 0.007695752556381716 0.00059064722589351334 -0.001740630872699 -0.0084766245954558013 -0.056779621122240581 -0.011907383037260515 0.0076296372398211828 -0.00076930552002448785 leaf_count=4324 968 1926 36294 337 38235 1604 8203 792 73146 106556 5504 516180 10913 142 230 1093 1185 77300 internal_value=0 0.00347995 0.00387112 0.00242184 -0.0216172 -0.112485 -0.00783957 -0.0888478 -0.0066678 -0.0045394 0.00607404 0.00539589 -0.0318775 -0.239711 -0.404748 0.0520682 -0.0184142 -0.0113362 internal_count=884932 765073 762501 726207 119859 2572 190623 2718 187905 179702 535584 527802 11622 709 372 7782 2278 81624 shrinkage=0.0947291 Tree=31 num_leaves=19 num_cat=0 split_feature=16 16 33 16 7 28 9 29 11 1 7 14 16 21 19 28 1 29 split_gain=296.824 52.8408 43.8683 27.666 23.0921 30.5511 20.0074 17.5124 17.473 24.3812 17.4584 17.4415 17.0367 16.7837 20.8553 16.6804 15.1855 14.3279 threshold=212.02813057041001 190.7909680120888 2.5000000000000004 230.90802001386581 -17.650122642517086 306.25000000000006 0.8814639782722179 0.85992562850125576 0.61334180970544616 1777.5000000000002 -76.379405975341783 16.586806941726923 151.19449301609112 13.500000000000002 303.25000000000006 1249.2500000000002 453.50000000000006 0.74369930422212338 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 4 10 11 -1 -5 9 -8 15 -6 -10 17 -15 -2 -14 -7 right_child=2 -3 -4 7 5 13 8 -9 12 -11 -12 -13 16 14 -16 -17 -18 -19 leaf_value=-0.0076415768337272849 0.0013315247420528447 -0.0011619012924141362 -0.0029092972587322925 0.0047300680756439135 -0.02639328519048911 0.0025648438517180956 -0.002323629887529436 0.002016347352644336 -0.0057832953092225347 0.0093809223139913814 0.0032126298325376146 0.011926230208960208 -0.0020112686700334624 -0.033241536568443836 -0.0028712295968837381 -0.0049455152532526872 -0.0042805895401033991 0.00038459962208445508 leaf_count=10231 25730 171168 21284 24125 572 31159 5515 184809 25031 2248 58144 131 58508 208 8278 4457 48309 205025 internal_value=0 -0.0242697 0.0138225 0.0155693 0.00991939 0.00492831 -0.0379823 0.0245932 -0.0348542 0.0112506 0.023784 -0.203239 -0.0375688 0.00552643 -0.0381681 0.00427263 -0.0320661 0.00709636 internal_count=884932 321010 563922 542638 333704 245373 149842 208934 139611 7763 88331 703 131848 244670 8486 30187 106817 236184 shrinkage=0.0947291 Tree=32 num_leaves=19 num_cat=0 split_feature=0 14 20 9 6 21 29 22 32 25 11 7 17 21 17 7 25 0 split_gain=66.4776 38.671 33.0657 22.8895 25.1839 19.1109 18.3597 17.4451 16.3832 14.4606 14.2888 14.9543 25.644 20.2282 16.8795 15.9533 14.8505 14.0448 threshold=29.500000000000004 21.60748959840766 0.59967219043390474 0.93419569844221606 0.79999999457727544 1.5000000000000002 1.3612269763085785 321.25000000000006 1.5000000000000002 1258.7500000000002 0.9250199362041468 -18.434947013854977 58.627837650760121 1.5000000000000002 69.290247037706493 -56.88398361206054 645.25000000000011 48.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 8 5 -5 -3 -2 -4 9 -1 11 14 -13 -14 -9 -16 -15 -6 right_child=1 3 7 4 17 -7 -8 10 -10 -11 -12 12 13 16 15 -17 -18 -19 leaf_value=0.00068069937106971401 -0.0020575616263543133 0.00054680079230392945 -0.0026979796979384927 0.00075599839687847791 -0.00038087609919462408 -0.0038164753420484769 -0.011308642724563823 0.0015974923646223378 -0.0035839119130270046 -0.012226982728103143 0.0032716562875529766 0.00076850515878694784 0.0096019179683251871 -0.0017097419015856831 -0.00052860989066413617 0.0089825407455426543 -0.010682709714651272 -0.0029683672882718274 leaf_count=19652 130039 13607 10851 169438 56365 26651 1954 107239 21304 811 26634 257032 776 3063 2236 5415 3601 28264 internal_value=0 -0.00894407 0.00840204 -0.00256602 0.000944377 -0.0247201 -0.0231662 0.0110898 -0.0184228 0.00178547 0.0121474 0.0105755 0.00643735 -0.0514402 0.0201014 0.0654805 -0.0692335 -0.0131431 internal_count=884932 426318 458614 294325 254067 40258 131993 416847 41767 20463 405996 379362 264472 7440 114890 7651 6664 84629 shrinkage=0.0947291 Tree=33 num_leaves=19 num_cat=0 split_feature=16 16 33 23 27 28 29 29 28 7 14 26 4 16 16 26 7 30 split_gain=227.057 46.4219 30.643 22.617 21.5078 24.0379 16.6428 21.9871 18.2909 16.3052 16.2215 16.0344 15.181 21.6705 18.001 25.7329 13.5463 12.795 threshold=213.8556243880395 194.77974062016332 2.5000000000000004 1.3550757090586643 29.500000000000004 461.75000000000006 0.17942083732398675 0.74369930422212338 306.25000000000006 -1.0000000180025095e-35 16.586806941726923 2.031675761309629 21.976593017578129 147.12317464036758 105.11375388657036 0.97796983498842693 -68.198589324951158 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 12 6 -6 -2 -8 9 -9 -11 -3 13 -1 15 -14 -17 -5 right_child=2 11 -4 17 5 -7 7 8 -10 10 -12 -13 14 -15 -16 16 -18 -19 leaf_value=-0.0053253447774509414 -0.0065901441248016447 -0.00068460159145178573 -0.0024205520504958864 -0.0087256737626812426 -0.0095209628207902908 3.1166562891655886e-05 0.0035434607907989446 0.0070411087770980881 0.0014152333241840332 -0.027997197456214071 0.0065584405383222744 -0.0074227860652268662 -0.0054462005438721131 -0.0016374361795832655 -0.0046587923871865972 -0.012576197970507448 0.015728651093568961 0.0075292217663388708 leaf_count=16727 2234 170791 20064 7854 2471 54641 47173 292 412285 512 160 3229 1550 98463 44619 173 1234 460 internal_value=0 -0.0200466 0.0127947 -0.031744 0.014275 -0.00403376 0.0165351 0.0169529 0.0146181 -0.122967 -0.208697 -0.0085468 -0.0291453 -0.0229387 -0.0441727 0.0313867 0.129299 -0.0826179 internal_count=884932 345100 539832 171080 519768 57112 462656 460422 413249 964 672 174020 162766 115190 47576 2957 1407 8314 shrinkage=0.0947291 Tree=34 num_leaves=19 num_cat=0 split_feature=0 14 26 30 8 32 17 17 25 21 18 14 26 21 13 13 17 27 split_gain=48.3777 31.157 18.4456 26.7842 21.5802 18.4184 17.5184 17.4221 16.5345 16.0023 14.2916 14.0054 12.8442 12.1252 11.3553 11.2486 11.0123 10.9141 threshold=29.500000000000004 20.132458310255448 1.5924657779025351 1.0000000180025095e-35 739.50000000000011 1.5000000000000002 52.137529788930401 88.277283648117347 884.25000000000011 3.5000000000000004 1.5000000000000002 52.238037424357735 1.0801209804629814 15.500000000000002 31.038422456910364 75.167070406382948 76.764744356930862 15.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 12 4 15 9 6 17 8 -8 -3 -10 -7 -2 -11 -15 -4 -17 -1 right_child=1 2 3 -5 -6 11 7 -9 10 13 -12 -13 -14 14 -16 16 -18 -19 leaf_value=0.0016678913922797583 -0.0020322075455325075 -0.0027544045936296088 -0.0024232377149144462 -0.0067748934005175971 0.00071235359718964148 -0.0020638432009219628 -0.00019129372140293428 0.0050973369957050887 -0.002085098670216516 -0.00026878627512836911 -0.0099803165281661891 0.005780429426737798 -0.0075469346897114572 -0.024353691334186519 -0.0028844903312038104 0.0010456895729265777 0.018095750463244267 0.00059843691699580019 leaf_count=174517 87723 32268 15296 9120 155851 29575 69095 4906 7480 110780 2838 2194 3961 358 578 9915 352 168125 internal_value=0 -0.00763615 -0.00315998 -0.0249933 -0.000634441 0.00716144 0.00888988 -0.00402263 -0.0075954 -0.00946085 -0.0449355 -0.016068 -0.0239679 -0.00379504 -0.117134 -0.00839464 0.0172095 0.0120675 internal_count=884932 426202 334518 34683 299835 458730 426961 84319 79413 143984 10318 31769 91684 111716 936 25563 10267 342642 shrinkage=0.0947291 Tree=35 num_leaves=19 num_cat=0 split_feature=16 16 17 16 17 17 33 24 18 29 17 11 22 16 4 23 1 29 split_gain=183.796 34.5884 25.1165 27.8461 31.3482 25.0293 18.2013 17.5198 17.6355 17.4774 25.8042 19.7586 17.2515 17.1808 17.2122 16.6626 15.885 14.6281 threshold=201.99383232016214 220.04652529646316 81.657229130098031 151.19449301609112 39.238400200724733 53.009764575726997 2.5000000000000004 20.500000000000004 3.5000000000000004 0.82200872778823253 55.826665041400965 0.74421641076693346 394.75000000000006 178.18263162032255 20.223432540893558 1.7808377178429795 527.50000000000011 0.15509567352032613 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 16 -5 15 7 9 -9 10 17 -12 -10 14 -6 -2 -1 -3 right_child=1 6 -4 4 13 -7 -8 8 12 -11 11 -13 -14 -15 -16 -17 -18 -19 leaf_value=-0.0040018319959181804 -0.0010059655233797132 -0.0063614325915384434 0.0017967174048440517 0.0019532905684015167 -0.0027748313159740175 0.00081472276163306015 -0.0019074829076059104 0.0010929160782351859 -0.026171617178301573 0.0013224475664641584 0.0023670023841333766 -0.027955382150281059 -0.0029192153315001673 -0.0019138903116204 -0.0064654131030982198 -0.0085524556649151252 -0.0090825718405544518 0.0036962208647978306 leaf_count=19712 106348 1332 12290 15068 34016 114115 15504 19014 293 342150 358 418 12567 114031 17011 2692 7671 50342 internal_value=0 0.00839676 -0.0249579 -0.0275594 -0.0230427 -0.00175188 0.0135208 0.0147444 -0.00780731 0.016566 0.0335639 -0.147436 -0.036409 -0.0270287 -0.0422802 -0.0125861 -0.05727 0.036282 internal_count=884932 665133 219799 207509 180126 223155 441978 426474 31874 394600 52450 776 12860 165058 51027 109040 27383 51674 shrinkage=0.0947291 Tree=36 num_leaves=19 num_cat=0 split_feature=20 29 17 17 9 17 9 11 11 21 25 8 11 24 25 23 15 15 split_gain=27.7391 22.8819 21.7394 21.1063 21.4736 19.8103 25.539 19.4952 15.7063 15.2272 12.5837 11.8797 11.7136 12.0131 16.547 11.4966 13.3457 11.2642 threshold=0.59967219043390474 0.12503177427554654 30.879357138991601 76.764744356930862 0.96124266240827605 51.501863065597156 0.962882875301173 0.61334180970544616 0.66044164701453711 3.5000000000000004 949.25000000000011 724.50000000000011 0.92692637551128132 20.500000000000004 426.25000000000006 0.67387272841818302 0.56153987831156005 0.32082545281981628 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 8 -3 5 7 12 -7 -5 -2 -8 -9 -11 13 -4 -15 -1 -17 -12 right_child=1 2 3 4 -6 6 9 10 -10 11 17 -13 -14 14 -16 16 -18 -19 leaf_value=-0.0013439398938263141 -0.025102659387951871 0.0037109468871243047 0.0004059670802317483 0.0052460939397082455 0.0077869668565979603 -0.0018945493070913399 -0.0014048029430670996 0.0008432238480016132 -0.0054009385238063127 6.241803005523945e-05 0.014241805890043932 0.0021675014485959725 0.0021380538357295181 -0.013776630320987967 -0.0011167804277527789 -0.011142748086426497 -0.0024242406446790417 -0.01185232128458597 leaf_count=71404 435 15433 447304 3876 6430 91298 46040 2162 2197 92379 162 32527 32482 955 31006 2371 4696 1775 internal_value=0 0.00169984 0.00200464 0.00127704 0.0392038 0.000571173 -0.00649611 0.00453524 -0.0913881 0.000715797 -0.0435433 0.00644582 0.00419279 0.00294727 -0.0157825 -0.0179951 -0.0564697 -0.10208 internal_count=884932 806461 803829 788396 14405 773991 262244 7975 2632 170946 4099 124906 511747 479265 31961 78471 7067 1937 shrinkage=0.0947291 Tree=37 num_leaves=19 num_cat=0 split_feature=16 16 17 9 17 17 1 29 0 31 29 17 21 21 20 8 14 29 split_gain=143.724 32.4143 20.6413 19.3184 29.0951 14.4109 15.5645 14.091 14.2743 13.6422 14.7972 23.2767 19.5555 15.2585 13.7828 13.304 12.3179 12.1189 threshold=198.65783893716377 218.24540893015032 53.083225253942153 0.96082510285839995 72.675590167386432 76.764744356930862 542.50000000000011 1.8329475469005461 49.500000000000007 1.5000000000000002 0.74369930422212338 54.931923768062298 2.5000000000000004 14.500000000000002 0.55147922830117935 513.50000000000011 85.500999202915949 0.17942083732398675 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 15 -5 -4 -7 -2 -9 10 11 13 -13 17 -11 -1 -12 -3 right_child=1 9 5 4 -6 6 -8 8 -10 14 16 12 -14 -15 -16 -17 -18 -19 leaf_value=-0.0019991652710527703 -0.001170435610259517 -0.0075293824865436225 0.00029775515846676447 -0.0018535026777927034 0.0048715955319867414 -0.0073242768109670255 0.0088766105202126994 -0.0028288974658840734 -0.016030290329577496 -0.0027979753605796411 0.00099765096538464797 0.0095999084606716387 -0.021231174725759878 -0.011181918656865819 0.00058576028019271089 -0.0045310354561241706 0.004128852813738022 0.0039140828652753949 leaf_count=32658 88173 850 121206 113220 6083 638 3207 2043 1148 14661 367403 262 625 633 41041 43338 11631 36112 internal_value=0 0.00684536 -0.0032925 -0.0238845 -0.0159466 0.00505523 0.0653273 -0.0147181 -0.0799992 0.0114817 0.0134428 0.0321265 -0.12799 0.0359042 -0.00321816 -0.0363458 0.0115459 0.0385407 internal_count=884932 689633 216415 195299 119303 125051 3845 91364 3191 473218 417516 38482 887 37595 55702 75996 379034 36962 shrinkage=0.0947291 Tree=38 num_leaves=19 num_cat=0 split_feature=0 14 29 28 29 31 29 15 25 18 11 7 17 25 17 18 27 6 split_gain=30.8617 18.7572 14.1541 13.944 13.8315 12.8068 16.9184 14.1888 12.2248 26.728 12.0197 12.7079 22.9599 11.1935 16.8517 11.9425 10.7039 10.165 threshold=33.000000000000007 21.981117286329113 0.17942083732398675 25496.750000000004 1.3612269763085785 1.5000000000000002 1.8329475469005461 0.64996865593619602 249.50000000000003 2.5000000000000004 0.93778441446508687 -16.699242591857907 58.93096995595193 849.75000000000011 72.675590167386432 1.5000000000000002 20.500000000000004 0.41666667386209366 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 8 -2 7 16 -3 9 17 11 13 -13 14 -10 -15 -7 -4 right_child=1 5 3 -5 -6 6 -8 -9 10 -11 -12 12 -14 15 -16 -17 -18 -19 leaf_value=-0.0024723558528356752 -0.0015054909240207501 0.0010085531764268373 -0.010142125482289497 0.0078984676459776769 -0.0093168981134329268 -2.7552587580976237e-06 -0.0059759327340566217 -0.00057847206757049316 0.0014434792607976091 -0.021402760472041749 0.0029383858509968636 0.00028124383307823615 -0.0043371373216734887 0.00059544407385962706 0.0069724389047911874 -0.0037825053030829136 -0.0058916770936071356 0.0052033606472852443 leaf_count=14289 117352 86651 575 2307 2070 21288 7261 121349 99722 726 18223 334293 9947 32552 5205 6751 3184 1187 internal_value=0 -0.00708274 0.00494331 0.00581052 -0.0173219 -0.00198214 -0.0206947 0.000872687 0.00545907 -0.064466 0.00580242 0.00486169 0.00156017 0.0127416 0.0181333 -0.00165258 -0.00811736 0.00206495 internal_count=884932 359155 525777 511488 119422 239733 31733 208000 509181 2488 506693 488470 344240 144230 104927 39303 24472 1762 shrinkage=0.0947291 Tree=39 num_leaves=19 num_cat=0 split_feature=16 16 17 26 17 7 7 28 33 18 24 6 18 19 16 4 7 16 split_gain=112.468 22.6311 19.9221 17.2561 17.3017 22.9533 20.9419 17.1473 16.2401 15.7492 14.8585 29.4357 14.4553 15.1342 13.7926 14.8627 13.5884 13.3572 threshold=209.11644342180955 158.67821027773297 40.374473151239208 1.3623704724613759 72.675590167386432 -26.645635604858395 -57.464933395385735 306.25000000000006 2.5000000000000004 6.5000000000000009 22.500000000000004 0.72000000341196901 3.5000000000000004 715.25000000000011 188.59240772686778 21.00000095367432 -1.0000000180025095e-35 232.19331360946748 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 14 6 -6 16 9 10 17 12 -12 -14 15 -4 -2 -9 right_child=7 2 3 -5 5 -7 -8 8 -10 -11 11 -13 13 -15 -16 -17 -18 -19 leaf_value=-0.0034706995479908587 0.0023966561621446007 0.0024532807180507417 -0.0015143636491461475 -0.0042334090489983796 -0.0017960589574700038 -0.0034665063516509088 0.0094970540814965226 0.00063269267213566681 -0.0017119294330960795 0.020213131103434003 0.0026777830215480034 -0.0073322173210329756 -0.003678409967879089 0.0072417924572991772 -0.00074843473355798483 -0.0045005112088775112 -0.015922917292342027 0.0016384878286636088 leaf_count=46147 575 12818 51191 17609 2168 3619 4600 372948 22950 377 11043 5758 8852 1307 127197 21131 987 173655 internal_value=0 -0.0163548 -0.0124601 -0.0146212 -0.0120987 0.0276917 0.0620667 0.00773921 0.00801304 0.00905609 0.00892179 -0.013996 0.00322363 -0.0239998 -0.0141702 -0.0251966 -0.096899 0.0100522 internal_count=884932 286480 240333 227515 209906 10387 6768 598452 596890 573940 573563 26960 21202 10159 199519 72322 1562 546603 shrinkage=0.0947291 Tree=40 num_leaves=19 num_cat=0 split_feature=16 16 7 28 9 17 17 21 16 16 17 21 9 17 12 10 13 4 split_gain=94.2411 20.3982 16.7483 19.7703 17.7875 16.5938 16.1732 24.8958 17.1939 16.1264 19.3857 15.0706 14.6942 19.8451 17.0557 25.0187 19.443 15.6905 threshold=200.14324163870216 229.53112414971935 -16.699242591857907 306.25000000000006 0.95437381178707237 46.902603234952892 60.862607514340404 2.5000000000000004 212.81796941376385 216.00392287114673 54.416193212791832 4.5000000000000009 0.94118972211547391 66.645835181574355 195.95889244992068 0.5079724125157542 57.555652917027388 19.96959209442139 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 4 11 -2 -5 9 -8 -9 10 -7 -4 -1 17 16 -16 -15 -14 right_child=1 -3 3 5 -6 6 7 8 -10 -11 -12 -13 13 14 15 -17 -18 -19 leaf_value=-0.0034179527464374242 -0.00049090374942576851 0.0012269148196219595 -0.0028123191123103383 -0.0019010559392303734 0.0019471464542881224 -0.0016513318317356524 0.0076629687826878677 -0.0037658397916742296 -0.016278182818463854 0.00085913677925485545 0.0008555705470376624 -0.025289251692678361 -0.00086832267196718398 0.0018671899661990218 -0.036073084766727506 0.013964278338323173 -0.016638712051147645 -0.0028056676564830862 leaf_count=39414 41012 247043 590 42922 77782 68254 1098 2697 1553 149024 46565 490 90660 9604 95 1598 538 63993 internal_value=0 0.00570413 0.00155934 -0.00227544 0.0116695 -0.00180808 0.00110348 -0.0533398 -0.0880194 0.00220703 -0.00669967 -0.137341 -0.018719 -0.0146086 0.0248581 0.117773 0.00934784 -0.0176289 internal_count=884932 679030 431987 313193 118794 312113 269191 5348 4250 263843 114819 1080 205902 166488 11835 1693 10142 154653 shrinkage=0.0947291 Tree=41 num_leaves=19 num_cat=0 split_feature=16 16 30 29 10 12 29 27 20 4 27 10 27 22 19 29 27 22 split_gain=78.3459 18.8475 14.0256 12.653 13.4879 15.1322 12.7532 12.3787 14.2324 12.2147 11.7661 13.6291 14.3405 16.5479 13.9886 11.6129 11.5899 11.5318 threshold=208.79831230874916 166.02786676459559 1.0000000180025095e-35 0.74369930422212338 0.99493533409045531 562.41778489984142 0.17942083732398675 14.500000000000002 0.58166759894519349 10.999999046325685 26.500000000000004 0.67908473458666474 32.500000000000007 996.75000000000011 387.25000000000006 1.9196870748755204 36.500000000000007 5211.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 6 9 -6 -2 8 -4 -5 -11 12 13 -12 -14 -9 -3 -1 right_child=2 16 7 4 5 -7 -8 15 -10 10 11 -13 14 -15 -16 -17 -18 -19 leaf_value=-0.0030786500985088053 -0.0067124859172518767 -0.00099892365976363617 -0.0022096357111646594 -0.011308956129120723 0.004062108824948076 -0.05099269951884168 0.0023299989263863511 -0.0014387188837830204 0.0013426642406278544 0.00087083482736763915 -0.00045596855118843773 0.00031794623385430598 -0.029527582814037445 -0.047657158596344236 -0.0052967253660690522 -0.0073265297438490163 0.0031516812650843164 0.0019821886097663951 leaf_count=59254 1435 213188 14146 767 84 96 56765 25050 35571 385759 12782 59221 221 67 6561 3416 6213 4336 internal_value=0 -0.0136978 0.00647652 0.0083415 0.00660368 -0.267082 0.0222428 -0.00601724 0.00350396 0.00670954 0.00691769 -0.00421303 -0.0270477 -0.00741161 -0.0642497 -0.0226464 -0.00930428 -0.0288567 internal_count=884932 282991 601941 523758 465558 180 58200 78183 49717 465378 464611 78852 19631 12849 6782 28466 219401 63590 shrinkage=0.0947291 Tree=42 num_leaves=19 num_cat=0 split_feature=0 9 1 27 13 7 6 22 22 13 22 27 0 27 17 22 18 15 split_gain=20.4555 17.645 17.5745 13.5159 19.5706 15.6814 10.1353 9.60597 9.43852 11.0004 9.2725 8.76323 8.73588 8.67251 9.48446 9.02618 17.8734 16.148 threshold=29.500000000000004 0.95597671347169066 716.50000000000011 2.5000000000000004 31.55095083085661 -4.5739209651947013 0.77500001134838492 577.25000000000011 781.25000000000011 52.163971171221782 275.25000000000006 1.5000000000000002 52.500000000000007 14.500000000000002 88.277283648117347 963.25000000000011 1.5000000000000002 0.64446738469279363 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 8 3 4 -3 12 -7 -8 9 -2 11 -1 -5 15 -15 -12 -17 -18 right_child=1 2 -4 5 -6 6 7 -9 -10 -11 13 -13 -14 14 -16 16 17 -19 leaf_value=0.014986562637684175 -0.0020821017424860074 -0.0015253332905505656 0.0007730147368589786 0.0012972948681342078 -0.01671780598064751 -0.00038161752395909275 -0.0030393753757786816 -0.00067510091618139029 -0.00083366238988087627 -0.0067796594828981949 0.0014014191089397826 -0.0035361434775892423 -0.003458509182294167 4.6180584602160851e-05 0.006261522804461744 0.00065299943936200156 -0.00057641187169700438 -0.0086205483521931137 leaf_count=237 34311 2296 122408 44185 1138 86292 34020 28207 64349 5144 136081 6968 3761 235311 2224 68634 5661 3705 internal_value=0 -0.00492806 -0.00127614 -0.00705452 -0.06925 -0.00596741 -0.0110436 -0.0207715 -0.0162671 -0.0284448 0.00469418 -0.0308972 0.00975664 0.005262 0.00110181 0.00987797 0.00130138 -0.0396764 internal_count=884932 426111 322307 199899 3434 196465 148519 62227 103804 39455 458821 7205 47946 451616 237535 214081 78000 9366 shrinkage=0.0947291 Tree=43 num_leaves=19 num_cat=0 split_feature=16 16 17 17 11 9 26 18 7 17 9 25 25 24 17 16 16 16 split_gain=64.3841 16.7346 17.638 15.7298 22.7994 15.6291 12.3141 11.3223 11.5682 26.2597 16.8527 14.1096 13.6997 15.0541 13.5263 22.8707 21.785 11.9361 threshold=212.56115266267895 164.69273981534064 46.508070102681181 72.675590167386432 0.7137917751447852 0.96617729955567355 1.3623704724613759 6.5000000000000009 -1.0000000180025095e-35 58.362955470947043 0.96124266240827605 2181.2500000000005 249.50000000000003 4.5000000000000009 51.853529506627829 224.85914507518029 221.17209155759841 228.5672645855982 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 6 5 -5 -4 8 10 12 17 -11 13 -10 16 -16 -14 -2 right_child=7 2 3 4 -6 -7 -8 -9 9 11 -12 -13 14 -15 15 -17 -18 -19 leaf_value=-0.002475098307378147 -0.00058475593065855386 0.0016863360550784503 -0.00093840296846960135 0.002310210504825971 -0.0033904259319135314 0.011186225078768933 -0.0034515746203537378 0.017830558795939311 0.0074317057463635042 -0.014806248889720805 0.0020418454470662317 0.0048913606853882444 -0.0018739157864975636 -0.021544379189488407 0.0022376189732430385 -0.012799253424313926 0.00045740204976010476 0.0011803393638235905 leaf_count=60205 59310 24668 212015 5233 4072 2698 19069 343 234 1555 100868 413 42747 515 41448 928 226824 81787 internal_value=0 -0.0110638 -0.00767661 -0.0102621 0.0250335 0.0562624 -0.0120954 0.00659724 0.00648532 0.00248769 0.011684 -0.112664 0.00321241 -0.131868 0.00353675 0.0201451 0.000925958 0.00462775 internal_count=884932 327960 267755 243087 12003 7931 231084 556972 556629 314664 241965 1968 312696 749 311947 42376 269571 141097 shrinkage=0.0947291 Tree=44 num_leaves=19 num_cat=0 split_feature=29 7 25 21 11 9 14 1 10 30 23 11 28 28 23 13 13 27 split_gain=11.6907 12.4953 18.9323 22.3661 18.009 17.8864 14.3717 16.9205 14.0765 10.6129 10.4447 10.298 11.8786 11.1721 9.19384 9.09225 21.7146 11.2208 threshold=0.12503177427554654 -16.699242591857907 249.50000000000003 3.5000000000000004 0.80358144941478293 0.95437381178707237 50.164934721787937 10775.500000000002 0.96843987584518454 1.5000000000000002 0.33993046012291822 0.67832911489492265 3705.5000000000005 3255.5000000000005 1.2474107621715038 187.33649458457379 148.30278683518478 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 8 -2 7 9 -4 10 -6 12 13 -7 -13 16 -10 -18 right_child=1 2 4 -5 6 11 -8 -9 15 -11 -12 14 -14 -15 -16 -17 17 -19 leaf_value=-0.0024961227688816692 -0.00036850420804766169 -0.00059013427015625606 -0.00078550765370317358 -0.019754496315711457 0.0032439003416488564 0.0023139359479484706 0.0033722294004050559 -0.049385231152738955 -0.0052092443852518461 -0.0019737075455944901 0.00013752809779122237 0.0011189267897284913 0.0089122712589610048 -0.013801560334550463 -0.0015722171100623528 0.0010374926104736062 -0.010949438685266169 -0.037738487142845903 leaf_count=16540 98549 1260 187203 965 9964 37857 12391 62 2765 20917 385722 93150 2482 390 12979 1170 257 309 internal_value=0 0.000487845 -0.00189294 -0.0939718 -0.0015629 0.00653166 0.00203742 0.00103936 -0.00962086 0.0011171 0.00227756 0.0135252 0.0270426 0.0226922 0.00833761 -0.0648838 -0.0915209 -0.269976 internal_count=884932 868392 622985 2225 620760 245407 429056 416665 191704 416603 395686 146858 40729 38247 106129 4501 3331 566 shrinkage=0.0947291 Tree=45 num_leaves=19 num_cat=0 split_feature=0 22 27 28 21 10 21 17 27 6 8 28 8 24 28 27 21 9 split_gain=14.4168 13.7505 11.6485 11.4003 24.4282 20.4641 18.6073 16.1228 15.7279 12.3574 12.0144 23.0033 11.8538 12.3744 11.849 18.2011 11.344 11.1142 threshold=33.000000000000007 523.25000000000011 55.500000000000007 966.75000000000011 6.5000000000000009 0.90563713164825599 1.5000000000000002 47.292901788709244 14.500000000000002 0.20731706919945186 2132.5000000000005 3705.5000000000005 1390.5000000000002 8.5000000000000018 461.75000000000006 32.500000000000007 8.5000000000000018 0.96432375712543617 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 8 6 12 9 -8 -1 10 -5 -12 13 -6 15 -10 -16 -3 right_child=1 17 -4 4 5 -7 7 -9 14 -11 11 -13 -14 -15 16 -17 -18 -19 leaf_value=0.0012112633439262087 -0.0016759045874085233 -0.00092256563282601064 -0.030507297336018434 -2.6028508865188179e-05 -0.071867503688993667 0.0040207457131761371 -0.00035928500541039884 -0.0038290023386132756 -0.0012057707245122556 0.0017742698609251597 -0.044883365040061823 -0.0040112891806944806 -0.0027737536977561002 -0.022298845008332246 -0.00015606977333478756 -0.010621923483091504 0.0013044625903228819 0.00026832256657531161 leaf_count=172776 63250 115205 126 771 48 479 35496 18169 16351 29791 191 350 285 773 183827 2076 64453 180515 internal_value=0 -0.0049297 -0.0182966 0.00329006 -0.00721418 -0.130215 -0.0049143 -0.0161936 0.00535401 0.0145469 -0.0804343 -0.194673 -0.204993 -0.265989 0.000539088 -0.0239272 0.00235494 -0.00206502 internal_count=884932 359096 63376 525836 86353 1585 84768 53665 439483 31103 1312 541 1106 821 266707 18427 248280 295720 shrinkage=0.0947291 Tree=46 num_leaves=19 num_cat=0 split_feature=16 4 17 8 18 16 16 27 32 5 22 30 12 5 15 27 5 8 split_gain=51.8986 15.4906 20.2662 12.6748 12.6358 12.0405 11.9061 10.9252 10.3789 16.8912 17.5798 10.3902 9.77929 23.2338 17.4593 12.2561 10.6827 15.0701 threshold=196.5065070149976 20.999998092651371 76.764744356930862 153.50000000000003 6.5000000000000009 238.16157699565477 153.13195236442377 36.500000000000007 1.5000000000000002 16.99705791473389 694.25000000000011 1.5000000000000002 195.95889244992068 58.17248725891114 0.86178071833887759 13.500000000000002 171.28799438476565 22022.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 6 -2 5 8 -3 -1 9 10 -5 -10 13 15 16 -4 -14 -18 right_child=3 2 12 4 -6 -7 -8 -9 11 -11 -12 -13 14 -15 -16 -17 17 -19 leaf_value=-0.0008989636850182135 -0.0027137878894851241 -0.0066827406220078579 -0.0044511533174621011 0.003610980907720321 0.017268542847807895 0.0015822881091239343 -0.0026678089495717756 0.0047786767395448411 0.0016144442905439635 0.0003278025943725846 0.020625745239967228 -0.0022558259247531715 0.0090339554771527424 -0.019260934888211862 -0.024299319406903559 0.0050042011493899689 -0.021209676352297535 0.0099621862038912282 leaf_count=108531 11812 7572 2094 2711 399 70154 53164 3129 8180 583222 682 26039 2976 558 170 2982 272 285 internal_value=0 -0.0151241 -0.0267785 0.00383321 0.00438813 0.0042854 -0.0334465 -0.00781029 0.00288219 0.00386971 0.074222 -0.0140468 0.0165956 -0.00964166 0.0565148 0.0116499 0.071577 -0.0555265 internal_count=884932 181733 70073 703199 691387 690988 60736 111660 620834 586615 3393 34219 9337 5634 3703 5076 3533 557 shrinkage=0.0947291 Tree=47 num_leaves=19 num_cat=0 split_feature=0 21 9 6 21 7 27 27 14 24 27 27 10 6 14 24 11 7 split_gain=10.9156 11.9857 12.0992 10.6745 8.57789 7.08599 7.40073 7.28204 6.63652 6.46812 7.72154 6.37107 6.33205 6.30612 6.94147 6.11568 5.88578 8.14014 threshold=29.500000000000004 15.500000000000002 0.93419569844221606 0.87913163065185762 1.5000000000000002 -1.0000000180025095e-35 52.500000000000007 2.5000000000000004 117.82521013613058 25.500000000000004 56.500000000000007 45.500000000000007 0.64409561680688954 0.2281289390413975 172.20126597232607 32.500000000000007 0.90478479853479865 -18.434947013854977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 4 5 13 6 8 -7 -4 11 12 -3 -11 -2 -15 16 17 -1 right_child=1 9 3 -5 -6 7 -8 -9 -10 10 -12 -13 -14 14 -16 -17 -18 -19 leaf_value=0.00079386090506905417 -0.0071256846794499782 -0.013493521470907544 0.00063065520415484856 -0.0012577785730990946 -0.0024600898125129301 -0.0036420974401943748 -0.037305081337168415 -0.00014957413460904719 0.0081496806991576461 -0.014969888809307627 -0.027454362725941466 -0.051280118316180845 4.2195911058333387e-05 0.0013288431037679304 -0.0062656741618310301 0.0078007054483797628 0.0011811607699616304 -0.00012375680132405048 leaf_count=127707 985 445 116368 61982 36425 5515 46 187289 1063 312 123 44 1314 13228 1176 978 59428 270504 internal_value=0 -0.00367457 -0.00328938 -0.00129662 -0.0176065 0.00109672 0.00721887 -0.00263356 0.00737596 -0.0766637 -0.0482375 -0.178335 -0.0299628 0.00218873 0.00748235 0.00335436 0.00318554 0.00180013 internal_count=884932 426315 424077 372263 51814 310281 117477 192804 117431 2238 1749 489 1626 15389 14404 458617 457639 398211 shrinkage=0.0947291 Tree=48 num_leaves=19 num_cat=0 split_feature=18 0 22 28 18 10 21 22 27 4 27 4 29 22 23 32 9 27 split_gain=11.4216 8.80464 11.465 10.3015 39.9225 20.9258 19.5878 18.2453 13.8288 11.1112 11.5879 11.0693 10.1961 10.529 9.75258 9.67962 9.31408 9.0138 threshold=6.5000000000000009 29.500000000000004 520.75000000000011 966.75000000000011 1.5000000000000002 0.94594734349727971 5.5000000000000009 1352.2500000000002 14.500000000000002 21.976593017578129 16.500000000000004 25.274041175842289 0.6988466191351862 603.25000000000011 0.65127032568559151 1.5000000000000002 0.90762476338186926 54.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 17 8 -5 6 -6 9 -1 -8 -11 -12 13 -10 -14 -15 -4 -3 right_child=-2 2 16 4 5 -7 7 -9 12 10 11 -13 14 15 -16 -17 -18 -19 leaf_value=0.0011844020188276727 0.015523389281565518 -0.0013243908482484261 -0.001713155476769384 0.00016173465189035094 -0.0059884196774466934 0.0031827694414687706 -0.01106993124696669 -0.0013224785730404725 0.0002001046211006392 -0.043471559936179016 -0.048031888433656231 -0.0087600588425622277 -0.0070087111675071201 0.0046131852680399051 -0.00020736670082315863 -0.00083746027662674825 5.5336399431934455e-05 -0.020977584429017399 leaf_count=150434 425 75230 29148 63585 7487 1822 358 423 26783 358 87 248 1911 11966 189243 3869 321345 210 internal_value=0 -0.000101714 -0.00337542 0.00293897 -0.00783398 -0.064097 -0.0839611 -0.189332 0.00502421 -0.259914 -0.333816 -0.200139 0.000211528 0.0141982 -0.00290682 0.03464 -0.000968408 -0.0145583 internal_count=884932 884507 425933 458574 74368 10783 8961 1474 384206 1051 693 335 233772 42618 191154 15835 350493 75440 shrinkage=0.0947291 Tree=49 num_leaves=19 num_cat=0 split_feature=16 23 16 4 16 29 5 22 13 16 24 25 29 28 8 21 13 1 split_gain=40.5291 16.3015 13.3995 11.9681 12.5574 16.1044 10.9207 14.564 9.44837 8.90339 8.45348 17.1383 11.9933 9.83554 9.03137 9.94979 10.6121 9.81421 threshold=215.32153155529684 1.648584245486697 175.94336577493036 11.00072765350342 105.11375388657036 1.0346583219473029 217.92421722412112 22550.000000000004 158.06934128573525 151.19449301609112 22.500000000000004 426.25000000000006 1.1598769722501976 704.25000000000011 555.50000000000011 1.5000000000000002 27.114346312727271 147.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 8 9 -8 -5 -6 14 12 -12 -13 15 16 -2 -17 right_child=10 -3 -4 4 6 -7 7 -9 -10 -11 11 13 -14 -15 -16 17 -18 -19 leaf_value=0.0010845977349722882 0.0009740654708714346 -0.0046830596012587657 -0.00032689181247981406 -0.0014697164078420137 -0.0038492098116358273 0.013965604485777165 -0.035960031634955363 0.0076126016942295914 0.021054815245586736 -0.0016008181389570025 -0.023650503022257366 -0.0013084551405172439 0.0007843980510620095 0.0057007218304628102 0.00041904703405176724 -0.0019671654434552078 -0.010579448502455869 0.001857798765217624 leaf_count=12279 1648 9290 267145 2992 23063 930 193 107 177 50216 506 21660 280 1959 395721 6456 1258 89052 internal_value=0 -0.00808127 -0.00700542 -0.0175616 -0.0221475 0.0317216 -0.0251485 -0.215553 -0.00223417 -0.024369 0.00565833 -0.0125098 -0.157776 -0.00767559 0.00655564 0.0151284 -0.0425151 0.0168823 internal_count=884932 366392 357102 89957 77678 4099 73579 300 3169 73279 518540 24405 786 23619 494135 98414 2906 95508 shrinkage=0.0947291 Tree=50 num_leaves=19 num_cat=0 split_feature=16 27 1 1 9 11 1 16 16 29 11 25 9 15 29 22 28 27 split_gain=35.1933 10.2995 9.9287 9.57231 9.59837 12.6044 18.0603 9.90699 8.84098 11.371 9.41025 13.4378 9.88148 9.15096 14.3566 18.6521 53.4685 34.0313 threshold=197.60479519991586 36.500000000000007 147.50000000000003 453.50000000000006 0.84619200244200254 0.64103444027946443 2465.5000000000005 105.11375388657036 232.19331360946748 0.85992562850125576 0.68095767195767209 3653.2500000000005 0.961043559839594 0.25715173642915073 1.2149447593755853 2060.5000000000005 2409.2500000000005 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -2 -1 -5 6 -6 -8 10 -10 12 -12 -4 14 15 -11 17 -17 right_child=2 -3 8 4 5 -7 7 -9 9 13 11 -13 -14 -15 -16 16 -18 -19 leaf_value=-0.0005562925586316236 -0.0024248969530176966 0.003589715183790369 0.00046086532725016281 -0.0062063892043072583 -0.00080161596757975448 -0.0021717159653431716 0.017708744909109644 0.0045596304182597995 0.0029563204737226229 0.0057026229130514739 5.4633910292284554e-05 -0.0045822183445099083 0.0030064859229168473 0.00079390297632734859 0.00024268648354178868 0.00038166094941188513 -0.0067860155863260288 -0.076177286531993182 leaf_count=91036 11672 4036 46612 4466 10252 76045 687 2044 21733 549 427962 5683 19370 156859 4382 73 1289 182 internal_value=0 -0.0120784 0.00332209 -0.0131714 -0.0202785 -0.0180091 0.0107878 0.0830512 0.0038151 0.00971929 0.00162813 -6.47416e-05 0.0127539 0.00686001 -0.0299809 -0.0981138 -0.154405 -0.572795 internal_count=884932 188566 696366 184530 93494 89028 12983 2731 684694 185067 499627 433645 65982 163334 6475 2093 1544 255 shrinkage=0.0947291 Tree=51 num_leaves=19 num_cat=0 split_feature=18 10 6 29 29 14 23 29 22 9 20 27 5 20 6 29 5 8 split_gain=9.35374 8.30386 12.8822 14.8958 16.2088 15.1587 14.3821 13.0374 12.0323 9.80627 9.7921 26.8205 9.56416 16.189 11.8547 9.41454 8.92951 8.73503 threshold=6.5000000000000009 0.69156267911648472 0.51851852472383475 0.82200872778823253 0.17942083732398675 22.747381733664536 1.3550757090586643 2.632758154629661 567.25000000000011 0.73004854368932048 1.1935047242364318 47.500000000000007 22.998040199279789 0.49438989078777584 0.33405611569993293 0.49285276431782366 251.83237457275393 470.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 4 17 6 16 -8 -1 -10 -11 -12 -6 -14 -15 -4 -5 -3 right_child=-2 2 15 5 12 -7 7 -9 9 10 11 -13 13 14 -16 -17 -18 -19 leaf_value=-0.0011490541538414795 0.014056757328499632 -0.0012689256894351146 -0.001127971649512439 -0.0016162493894578004 0.0054018441506591356 -0.00015304527016080368 -0.0058520914585982057 -0.031752840176504253 -0.011928218093418144 0.00029915850070021425 -0.0019754684656823895 -0.055982928893262104 -0.0041206017927735029 0.0053473389645764613 0.00099009188128520022 0.00064785988166042509 -0.036750318745955052 -0.0095404339595502007 leaf_count=121135 424 11789 28981 49000 5559 81645 5600 180 610 172171 14082 83 4529 7109 26452 354249 65 1269 internal_value=0 -0.000175138 0.00206487 -0.00459326 0.00902948 -0.010253 -0.0231112 -0.0702919 -0.00436625 0.000664347 0.00107874 -0.0241945 0.0182766 0.0126217 0.020195 0.00542142 -0.0175531 -0.021881 internal_count=884932 884508 576427 193197 56707 136490 54845 5780 308081 186946 186336 14165 43649 38090 33561 383230 49065 13058 shrinkage=0.0947291 Tree=52 num_leaves=19 num_cat=0 split_feature=25 6 22 27 14 13 14 26 28 22 28 15 7 29 26 33 26 25 split_gain=7.9316 8.85667 15.7557 18.2191 21.1571 18.1263 18.3475 17.2452 13.4369 13.4326 11.031 14.3086 22.7173 15.7665 10.7468 9.75093 8.81581 16.6849 threshold=16118.750000000002 0.26088961841996028 2154.2500000000005 1.5000000000000002 39.706726815730001 187.33649458457379 35.284887184372259 0.80984646082562894 25496.750000000004 4804.5000000000009 2409.2500000000005 0.2266190629058997 -2.2025979757308956 1.0126097289204889 1.5510859357404805 2.5000000000000004 1.0458525934604326 32575.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 7 6 10 -4 15 14 11 -5 -13 -14 -8 -3 -2 -18 right_child=16 8 3 5 -6 -7 9 -9 -10 -11 -12 12 13 -15 -16 -17 17 -19 leaf_value=-0.00031334675854427019 0.0032508484842261316 7.7401725512572491e-05 -0.0015818679622160341 -0.0071048990388789925 0.015702961966328498 0.0035395615030858123 -0.061704545265403095 -0.045594843005816128 -0.033090402187238271 -0.0012139673372863066 -0.00088279864942616829 2.2127401199000928e-05 -0.0017710419023425372 -0.060824427564084772 -0.013056495513124886 -0.0017700460777047686 -0.0028127009142665726 -0.051006825637576581 leaf_count=15006 10303 826289 111 1404 99 1729 127 285 110 88 1710 156 53 173 60 26458 700 71 internal_value=0 -0.000332665 -0.0206204 -0.0639552 -0.247714 -0.0474169 -0.0862894 -0.351084 0.000166906 -0.334991 -0.0667262 -0.12169 -0.293287 -0.495894 -0.486604 0.000211987 0.026599 -0.0765426 internal_count=884932 873858 21001 5995 495 5500 3771 396 852857 275 3496 1786 382 226 187 852747 11074 771 shrinkage=0.0947291 Tree=53 num_leaves=19 num_cat=0 split_feature=16 17 20 16 17 29 20 15 16 20 29 11 25 32 29 25 11 24 split_gain=28.0132 13.3128 16.535 15.3362 16.6542 11.9829 11.2668 10.6012 10.2391 10.0489 9.09234 8.74373 13.2445 8.45541 7.97111 9.57189 18.9403 13.2817 threshold=215.32153155529684 72.675590167386432 0.82436768304446284 147.12317464036758 36.378471612865759 1.5192088977590286 0.21019835784656324 0.34497869094726669 180.18489163130741 1.4810858351755452 0.86347756930230524 0.64103444027946443 11003.000000000002 1.5000000000000002 0.55930328169826304 949.25000000000011 0.81365797199638668 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 13 6 8 -5 -8 10 11 -6 -4 14 -1 -13 -16 -17 -18 right_child=-2 2 9 4 5 -7 7 -9 -10 -11 -12 12 -14 -15 15 16 17 -19 leaf_value=-0.0041384310832994573 0.00044902228112793103 -0.0026941670779349167 0.0063216938440388308 -0.0019959371516444007 -0.0010085335786865195 -0.0031850667697551679 0.015649751154283683 0.0035474170463935034 -0.00032021402541609548 -0.014008700871907333 -0.0036148945842252819 0.0098258893906493366 -0.019895334525264995 0.0012425098357586681 0.0033226429111316573 -0.011866524974946497 0.015085385779875869 -0.030883841174693158 leaf_count=17002 518641 5427 6584 3278 46292 17120 703 8536 234289 290 16219 1081 249 3098 4425 1159 475 64 internal_value=0 -0.00668318 0.0185672 -0.00812256 -0.0064718 -0.00789808 0.0292984 0.0471691 -0.00641422 0.0363736 -0.0177852 0.0401803 0.0167223 -0.0349319 0.0245596 0.0105829 -0.0532441 0.101627 internal_count=884932 366291 19754 346537 326437 313920 12517 9239 296800 14327 62511 14037 7453 20100 7204 6123 1698 539 shrinkage=0.0947291 Tree=54 num_leaves=19 num_cat=0 split_feature=17 18 7 22 9 17 18 4 5 24 12 4 12 18 4 6 24 18 split_gain=9.10287 8.31476 7.8811 11.8947 11.8121 17.9057 11.3175 7.96428 9.86516 7.86762 8.36129 7.63393 14.4433 7.1938 6.49682 8.95034 9.98317 6.65239 threshold=33.725588154252478 6.5000000000000009 -16.699242591857907 321.25000000000006 0.96632906654285611 69.290247037706493 2.5000000000000004 187.11240386962893 304.95614624023443 20.500000000000004 52.642135623730958 62.003032684326179 867.94469683442264 1.5000000000000002 6.0100460052490243 0.41176470864932951 6.5000000000000009 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 4 6 -2 14 13 -5 -9 10 -8 12 -1 -4 -6 16 -16 -17 right_child=1 -3 3 7 5 -7 9 8 -10 -11 -12 -13 -14 -15 15 17 -18 -19 leaf_value=0.00068327229958344406 -0.0001080371598105966 0.013175933191530497 -0.0043158419403391147 -0.00018906802562667041 -0.0041872587786913381 0.0065761502104087835 -0.014460607896427388 -0.020953577242048663 0.00036617751014207163 -0.024725812164597495 -0.0029753970305954574 0.0034829888433885454 -0.040667284007003306 0.0011844420833626548 0.0011850624667980297 0.00024244196330167525 0.010944392495581092 0.002212473351073854 leaf_count=28868 155331 425 4330 592474 2170 5372 876 371 410 247 1622 11246 76 4207 2104 51096 1701 22006 internal_value=0 -0.000746083 -0.000816472 -0.00274061 0.00403469 0.0135536 -0.0349063 -0.00212891 -0.103045 -0.0907616 -0.073927 0.0146575 0.00606673 -0.0169465 0.00975837 0.0112809 0.058566 0.00881971 internal_count=884932 844742 844317 604537 239780 84449 11282 593255 781 2745 2498 40190 28944 8537 79077 76907 3805 73102 shrinkage=0.0947291 Tree=55 num_leaves=19 num_cat=0 split_feature=5 4 10 29 11 10 10 13 25 29 20 14 27 10 22 15 22 19 split_gain=7.46262 17.9355 14.0767 11.4813 11.3193 8.54771 6.89146 7.56042 10.7149 6.44908 6.36942 10.2068 9.79807 28.1515 12.9436 7.22888 6.852 19.2605 threshold=304.95614624023443 187.11240386962893 0.98717556526365235 0.85992562850125576 0.50916450843539207 0.77557738400822962 0.63902641064118548 240.66630473658043 54202.500000000007 0.8519151946343112 1.0834996699827755 37.934201791160227 45.500000000000007 0.70159323481279656 520.75000000000011 0.25715173642915073 2060.5000000000005 2615.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 9 -4 -3 6 7 -6 -9 -2 15 12 -12 14 -14 16 -1 -18 right_child=2 4 3 -5 5 -7 -8 8 -10 -11 11 -13 13 -15 -16 -17 17 -19 leaf_value=-0.00031500036959181886 0.026632556377740899 0.0085719101515330538 0.010257337376417897 -0.034950043170456489 -0.002769573820130814 -0.042976759443099158 -0.0045539732728362191 -0.047229044767803381 0.0053555980228534826 0.0044446486295513683 -0.00033790045186947313 -0.0049636932545947107 -0.006031990669264937 -0.00052478437853027975 -0.037806195692202414 0.00016049190070776487 -0.014596981923274402 -0.0017879663426764087 leaf_count=13484 121 169 77 146 95 110 315 153 45 4126 145835 4591 179 1503 322 705821 1254 6586 internal_value=0 -0.000229225 0.0407338 -0.204164 -0.142356 -0.197162 -0.150753 -0.261142 -0.372409 0.0535928 -8.58984e-05 -0.00596335 -0.00452134 -0.073969 -0.279257 0.00114618 -0.0169938 -0.0405024 internal_count=884932 880462 4470 223 887 718 608 293 198 4247 879575 152430 147839 2004 501 727145 21324 7840 shrinkage=0.0947291 Tree=56 num_leaves=19 num_cat=0 split_feature=16 4 17 12 5 14 4 33 12 5 22 27 4 17 16 5 32 27 split_gain=24.3932 9.65075 12.3897 11.0165 11.8255 11.5659 10.6802 8.29784 11.6312 10.5056 11.8861 8.05242 7.75284 7.45178 10.2937 10.1495 7.93375 7.83416 threshold=190.7909680120888 21.976593017578129 108.75581829954004 183.85281374238573 60.002815246582038 93.816001366280076 116.28593063354494 2.5000000000000004 42.985281374238575 17.992518424987797 676.25000000000011 37.500000000000007 91.999992370605483 37.627986784899242 149.30146908271914 50.001810073852546 1.5000000000000002 8.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 -3 4 -4 -5 -7 8 -2 10 -10 -12 -9 14 -1 17 -16 -15 right_child=7 2 3 5 -6 6 -8 12 9 -11 11 -13 -14 15 16 -17 -18 -19 leaf_value=-0.0010871599382677026 -0.0046045089134413688 -0.0026689542720987206 -0.00029178782388892177 0.011655831892905822 -0.031816736906290978 -0.027954409330182738 0.0084351333646144472 -0.0015634588042915637 0.0018200981525479944 0.00027475381947704252 0.011832815312840542 -0.030169236090520045 0.011081103782348367 -0.0025941647782240767 0.0047040374908797452 -0.0080298073348001858 -0.0011682225034184053 -0.00035792990349184682 leaf_count=10625 4342 42455 969 1503 120 139 151 28001 6071 694549 1653 42 442 18047 7576 1807 2838 63602 internal_value=0 -0.0116832 -0.0238675 0.0395811 -0.0397514 0.0877646 -0.095079 0.00231634 0.00299039 0.00330938 0.0398854 0.113925 -0.0144302 -0.00639684 0.0104221 -0.0106368 0.0327644 -0.00899626 internal_count=884932 149832 45337 2882 1089 1793 290 735100 706657 702315 7766 1695 28443 104495 21039 83456 10414 81649 shrinkage=0.0947291 Tree=57 num_leaves=19 num_cat=0 split_feature=17 18 25 21 4 17 13 18 0 25 20 13 19 25 29 27 25 1 split_gain=7.5382 6.76764 6.32311 13.718 21.3103 15.5944 14.8367 16.8221 13.1212 20.3727 15.788 16.3949 12.6738 14.0367 16.0753 13.0347 12.0368 11.3406 threshold=36.640988653870316 6.5000000000000009 1153.7500000000002 1.5000000000000002 48.396789550781257 59.671776845945331 76.851575034298477 1.5000000000000002 26.000000000000004 1350.2500000000002 0.79206828570336363 44.284577314565816 3807.5000000000005 3418.7500000000005 1.0203664950313074 5.5000000000000009 3173.2500000000005 530.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 5 6 -4 7 -5 9 10 -9 17 13 -6 15 -15 -8 -12 right_child=1 -3 3 4 12 -7 16 8 -10 -11 11 -13 -14 14 -16 -17 -18 -19 leaf_value=0.00093643425887378177 1.2379449166504485e-05 0.012131789184930398 -6.5915406186122343e-05 -0.00080910070414047519 -0.0077287868055136042 0.0058011726427843018 0.0024044620593707015 -0.0041942761191286022 -0.0026284664583892067 -0.0047338339748168312 -0.0051482993223133438 -0.015443235703904412 -0.00342171657969786 -0.042907007744098821 0.0007141309076040813 -0.00020899135397421461 -0.0050591099761316703 -0.049577562301921875 leaf_count=71131 713247 407 30309 29315 2386 4695 14817 398 5791 2350 62 474 6445 324 164 80 2231 306 internal_value=0 -0.000849564 -0.000914071 -0.00835481 -0.0169341 0.00761141 -0.0095073 -0.0203359 -0.0571936 -0.104693 -0.208398 -0.285976 -0.0609814 -0.115221 -0.256504 -0.363689 0.0150718 -0.444343 internal_count=884932 813801 813394 100147 65143 35004 55744 38696 9381 3590 1240 842 9399 2954 568 404 17048 368 shrinkage=0.0947291 Tree=58 num_leaves=19 num_cat=0 split_feature=16 26 16 8 8 16 16 29 6 20 21 8 23 21 13 23 15 11 split_gain=20.5948 9.1994 20.4656 7.88119 12.918 8.07704 7.7941 8.46317 8.92419 12.6972 11.1271 9.52819 7.78389 7.70011 7.68413 7.65682 8.16516 7.74008 threshold=188.59240772686778 1.0346421117541034 105.11375388657036 22022.500000000004 18017.000000000004 147.12317464036758 224.85914507518029 0.8519151946343112 0.53125000478941453 0.58166759894519349 1.5000000000000002 645.50000000000011 0.35557410498979786 2.5000000000000004 208.33417853744911 1.4049441275753698 0.67732676896076016 0.73154062686082411 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 5 12 15 -8 9 10 -9 13 -1 -11 -4 -2 -17 -18 right_child=6 2 14 -5 -6 -7 7 8 -10 11 -12 -13 -14 -15 -16 16 17 -19 leaf_value=0.00054659346768589528 2.2771576804708125e-05 0.011130161204262145 -0.0033838432030198822 0.013938390482381612 -0.03465193564913447 -0.00038447409457526211 0.0016122949421767993 0.0082514571060275637 0.00064653920145499864 -0.016569456001391376 -0.016907843390964863 -9.9290571994293164e-05 -0.0034512296914711951 -0.0030942730641589393 -0.020512245846749169 -0.00034980332944761392 0.00072550635800372237 -0.005064220316476545 leaf_count=5963 367240 886 18851 327 101 96705 53710 201 211601 408 733 76394 16363 5653 238 18557 2769 8232 internal_value=0 -0.0112159 -0.0310797 -0.00789446 -0.00832001 -0.00801668 0.00202525 0.00547445 0.0033723 -0.00538934 -0.12133 -0.00407604 -0.0251608 -0.0422401 -0.0379756 -0.00100585 -0.0164896 -0.0380762 internal_count=884932 139434 19975 119459 119132 119031 745498 348700 294990 83389 934 82455 22326 6061 19089 396798 29558 11001 shrinkage=0.0947291 Tree=59 num_leaves=19 num_cat=0 split_feature=6 22 14 21 19 14 26 11 27 22 28 26 15 28 19 28 27 14 split_gain=6.47724 14.009 8.85083 7.05972 6.93538 10.7356 15.0854 8.43235 8.16691 13.6713 7.54862 7.84135 6.82681 7.82541 8.84535 8.70522 8.11959 8.10058 threshold=0.87913163065185762 561.25000000000011 35.889230228315121 14.500000000000002 1298.2500000000002 39.706726815730001 1.0517531939556097 0.83620871143375697 22.500000000000004 1154.7500000000002 532.25000000000011 1.5158395107982983 0.50849231650664739 306.25000000000006 451.25000000000006 696.25000000000011 29.500000000000004 15.540845070434814 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 3 -3 -2 5 -4 -7 8 10 -10 11 -6 13 -1 17 -16 -17 -15 right_child=1 2 4 -5 7 6 -8 -9 9 -11 -12 -13 -14 14 15 16 -18 -19 leaf_value=-0.0068177439123383865 -0.0017042091853410048 0.00059278786620660612 -0.0032379265657735477 -0.011564946884421319 -0.056102685438888002 -0.042650617571178565 -0.0083743256241928625 0.0034009239538935897 0.0039084230552211613 -0.051999961253363938 -0.001747104524281418 -0.0010862318932418999 0.00028082642884707702 0.0025342486597734093 -0.001500498938324614 -0.00021407902479875747 0.0041501594306646884 -0.0021940693484000457 leaf_count=1676 50780 69906 2409 660 47 157 433 2985 79 78 8083 46 556216 15918 56403 111008 3962 4086 internal_value=0 -0.0063231 0.00161849 -0.0193259 -0.0210336 -0.0637904 -0.184688 -0.00970402 -0.0260406 -0.251958 -0.0217024 -0.304977 0.00118621 -0.00393737 -0.00334156 -0.00566429 -0.000672257 0.0165572 internal_count=884932 135663 84223 51440 14317 2999 590 11318 8333 157 8176 93 749269 193053 191377 171373 114970 20004 shrinkage=0.0947291 Tree=60 num_leaves=19 num_cat=0 split_feature=16 23 27 28 27 25 13 26 25 14 28 28 13 12 20 4 7 5 split_gain=17.9984 9.76854 7.63409 12.3002 7.22705 11.9412 11.7019 8.8303 9.74491 8.41535 8.07658 14.3686 10.5362 33.3376 15.6568 9.32493 7.97508 7.79675 threshold=215.32153155529684 1.648584245486697 33.500000000000007 454.25000000000006 27.500000000000004 455.75000000000006 25.768234189280232 0.7052082552063802 1046.2500000000002 19.066245051133127 1140.7500000000002 1377.2500000000002 45.218483356290413 128.89087296526017 1.0325288880840631 34.440677642822273 -89.935623168945298 142.99998474121097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 10 6 -6 8 9 -7 -2 12 13 -12 15 -15 -13 -14 right_child=4 -3 3 -5 5 7 -8 -9 -10 -11 11 16 17 14 -16 -17 -18 -19 leaf_value=-0.00051826720912381038 0.00070663078476476628 -0.0035307590219051796 -0.015195903725343988 0.0021134780801516772 -0.014769895452860192 0.00094020910296134822 -0.0026224609917941933 -0.00052429169739848594 -0.044086750423915952 0.0091479980627130648 -0.0029626040594246503 -0.0041955500634419359 -0.0011470527559277004 -0.032444941089861838 -0.054022356096284592 -0.0063483588567752472 0.00045161303351134996 -0.01314582306942203 leaf_count=342063 356109 9337 378 14500 956 2934 2784 64194 38 1814 2560 3475 11205 238 149 254 71436 508 internal_value=0 -0.0053418 -0.00450655 0.0176683 0.00381467 -0.00542912 -0.0604622 -0.0024453 0.0389916 0.0430284 0.00532209 -0.00315157 -0.0314971 -0.0823406 -0.286287 -0.20028 0.00249172 -0.0176023 internal_count=884932 366278 356941 14878 518654 72720 3740 68980 4786 4748 445934 89825 14914 3201 641 492 74911 11713 shrinkage=0.0947291 Tree=61 num_leaves=19 num_cat=0 split_feature=10 24 12 4 27 10 24 18 27 26 8 24 19 28 26 23 28 27 split_gain=5.84501 10.4069 12.0823 10.3332 8.72871 8.08685 11.3781 11.1669 14.0882 14.2112 9.64963 12.8626 9.14335 12.9707 9.11334 9.10596 12.8923 14.5225 threshold=0.69156267911648472 22.500000000000004 85.316756826189717 18.933231353759769 32.500000000000007 0.8604519220905047 27.500000000000004 2.5000000000000004 49.500000000000007 0.96453494977035559 1158.5000000000002 14.500000000000002 589.75000000000011 4969.2500000000009 2.2275982022563698 0.98995839887527171 586.25000000000011 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -2 7 12 10 -10 11 14 13 -7 -9 -13 17 -17 right_child=5 2 4 -5 -6 6 -8 8 9 -11 -12 15 -14 -15 -16 16 -18 -19 leaf_value=-0.00024410662454693829 0.00042852682098724876 -0.004967560529746993 0.0042446948260787291 0.0039415140458440925 -0.0097004304957403528 0.0017369392926032663 0.0056467014390843518 -0.0039954618640104037 -0.042698972500642522 0.00067535927846381152 0.0024973588703060936 0.0020693781836989777 -0.00038509616144968259 -0.01879296821945586 -0.042275017078263755 0.0024583355605918896 -0.00017849553179976856 -0.011518702343409864 leaf_count=300095 382657 2335 464 2338 3053 27098 2824 16436 151 123 4421 7461 123967 279 56 954 8002 2218 internal_value=0 -0.00353673 -0.0387067 -0.0053855 -0.0829802 0.00185734 -0.00340222 -0.00433306 -0.0192329 -0.245205 -0.0176673 -0.0232089 -0.000412569 0.0161272 -0.0435499 -0.00520707 -0.0232702 -0.0772203 internal_count=884932 308285 8190 4673 3517 576647 193990 191166 39822 274 39548 35127 151344 27377 16492 18635 11174 3172 shrinkage=0.0947291 Tree=62 num_leaves=19 num_cat=0 split_feature=16 4 11 23 1 29 29 20 33 11 23 5 11 6 1 11 14 33 split_gain=15.8017 8.2132 14.3705 8.16452 7.93256 7.33119 7.71778 9.4215 12.3994 8.30575 11.2196 9.26594 9.54807 9.84962 18.2892 8.91767 8.0919 8.07581 threshold=189.31557108538985 20.506096839904789 0.88611699623352169 0.35557410498979786 147.50000000000003 0.051244890375325168 0.73299742782685218 0.74784864752296565 2.5000000000000004 0.74421641076693346 0.47275880694015771 45.356214523315437 0.47076876880126389 0.20731706919945186 3632.5000000000005 0.65715664031409904 25.924123109729333 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -6 17 8 -8 10 -9 -12 16 14 15 -14 -13 -7 right_child=4 2 -4 -5 5 6 7 9 -10 -11 11 12 13 -15 -16 -17 -18 -19 leaf_value=-0.00036913547899100114 -0.0020882650419274278 0.0035944088770124634 0.0091719143630574432 -0.0023400136159407257 -0.012461666642688878 0.0012774573423195014 -0.00082300297486576242 -0.020149411325079743 -0.0070192316973901646 -4.7613084238613941e-05 0.0014206719943292161 -0.006086808177927264 -0.042663740762294025 -0.00030530908744269092 0.002932189401152442 -0.013077405141358545 0.0044371934947821292 -0.001106422796060153 leaf_count=90677 13641 2173 1038 48804 409 94890 15645 230 3557 444139 88810 735 165 58610 401 205 6071 14732 internal_value=0 -0.00964283 -0.0196599 -0.0220317 0.00184758 0.00229489 0.00237007 0.000999567 -0.0208046 0.00169811 0.0079949 0.0083224 -0.000633883 -0.00470013 -0.116991 -0.277331 0.0348433 0.0101034 internal_count=884932 142692 52015 50977 742240 728599 728190 618568 19202 599366 155227 154997 66187 59381 771 370 6806 109622 shrinkage=0.0947291 Tree=63 num_leaves=19 num_cat=0 split_feature=17 22 10 21 9 11 25 10 14 14 20 10 24 19 28 4 10 4 split_gain=6.87829 5.64099 5.46557 9.48718 7.70018 7.69668 9.91201 11.7639 7.68931 7.93835 8.32129 6.75505 10.2088 8.21933 7.44884 7.53477 8.64356 8.15637 threshold=33.725588154252478 275.25000000000006 0.69156267911648472 14.500000000000002 0.73004854368932048 0.47076876880126389 3173.2500000000005 0.57638375131548314 30.479230830911195 24.907207242685178 1.088688835396119 0.8604519220905047 28.500000000000004 278.25000000000006 694.25000000000011 12.00056314468384 0.89392610833582797 6.0100460052490243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -7 -8 9 10 -5 -4 13 -13 15 17 -17 -15 right_child=1 2 11 8 -6 6 7 -9 -10 -11 -12 12 -14 14 -16 16 -18 -19 leaf_value=0.0012081747521202773 -0.0022931270179864529 0.0026241958366897819 0.00037771112762373615 -0.0062199885509100382 -0.00028667588205045906 0.0021068084951066544 -0.054526382936736957 -0.013010945222462168 -0.039587149119987834 0.0031117329689498009 -0.02576692630181638 0.0041967212159197973 0.0062188249101800585 -0.0027300047824252468 -2.2554061728870094e-05 -0.00068261681318186477 -0.0031150298542043475 0.0029187565614587048 leaf_count=40274 10021 235 366241 1581 292502 130 104 149 60 723 223 3389 2103 3455 103994 28995 23928 6825 internal_value=0 -0.000622501 -0.000339334 -0.00379398 -0.00326186 -0.114768 -0.202184 -0.317501 -0.0640863 -0.0556856 -0.091168 0.00155621 -0.00359963 -0.00445333 -0.00544158 -0.0140034 -0.0188155 0.0107704 internal_count=884932 844658 834637 295707 293120 618 383 253 2587 2527 1804 538930 172689 170586 167197 63203 52923 10280 shrinkage=0.0947291 Tree=64 num_leaves=19 num_cat=0 split_feature=16 17 20 16 17 17 16 9 17 11 12 16 16 17 4 27 27 16 split_gain=14.0033 10.5694 14.206 10.2005 17.1189 10.0485 25.449 9.44798 9.33757 46.1822 15.6075 14.1724 9.01305 8.83695 14.2544 12.0364 8.76108 8.68312 threshold=216.68988465916703 72.675590167386432 0.76337995888039989 155.0722093023256 46.508070102681181 49.815399945611297 224.85914507518029 0.97101915880437129 56.433253990408012 0.76364164290993575 160.68124086713195 226.84223413489045 175.94336577493036 54.578606547409116 20.999998092651371 52.500000000000007 28.500000000000004 204.49248077792859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 -5 6 -2 -4 -7 -10 11 16 -6 14 -14 -16 -11 -15 right_child=5 2 7 4 12 8 -8 -9 9 10 -12 -13 13 17 15 -17 -18 -19 leaf_value=-0.0021229850332777876 -0.0016535516390573698 -0.0028625738353511257 0.0019179500800152226 0.0015053563542653933 -0.0022800801056121599 0.0014608454841060271 0.00044955747970449971 0.0077884752697870117 0.0026746366203538037 -0.017128602618683767 0.00066189434414075984 -0.037539104269532698 -3.4693989730078636e-05 -0.0005079697941044552 -0.0018612254115248773 -0.042030629498767347 0.0026676832611498605 0.0011277480505432944 leaf_count=33019 60974 4684 12223 38352 26752 91806 336973 3080 5689 1249 554 270 74958 73471 72326 67 239 48246 internal_value=0 -0.00442463 0.0179699 -0.00564361 -0.00398684 0.00359415 0.001344 0.0327196 0.0125659 -0.0201984 -0.139374 -0.185498 -0.00656395 -0.00482347 -0.010032 -0.0200403 -0.147251 0.00148205 internal_count=884932 387178 19987 367191 334172 497754 397947 15303 99807 8001 2312 1758 295820 269068 147351 72393 1488 121717 shrinkage=0.0947291 Tree=65 num_leaves=19 num_cat=0 split_feature=7 25 9 24 17 24 25 25 22 7 26 1 22 28 5 13 30 27 split_gain=6.43741 16.5279 13.4224 13.0839 12.3122 10.3595 9.59892 9.50767 8.42834 8.014 11.7463 9.55541 10.0743 8.89531 8.06844 7.64426 13.7819 7.30613 threshold=-1.0000000180025095e-35 249.50000000000003 0.96602068626008053 1.5000000000000002 69.290247037706493 4.5000000000000009 5896.2500000000009 378.25000000000006 300.75000000000006 -74.703083038330064 0.58720780065005429 7504.0000000000009 10358.250000000002 1448.2500000000002 138.27857208251956 369.46251135967617 1.0000000180025095e-35 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 17 -2 -5 -1 -7 10 -8 12 14 -13 -12 -11 -17 -4 right_child=1 -3 4 6 -6 8 9 -9 -10 15 11 13 -14 -15 -16 16 -18 -19 leaf_value=0.018356533848698734 -0.0023545805273835893 -0.00018207756185981304 -0.002413938469796787 -0.00013195725963211825 0.0053945434930128874 -0.017646693011086192 0.0015208082632078191 0.0023430480795402137 0.01686697298815348 -0.0011091690103303372 -0.041611542512038996 -0.047788040881669103 0.022879787587898687 -0.0076228946933521906 0.0085751810494332833 0.0044623431244837494 -0.045532436876146054 0.0010967953392078062 leaf_count=341 1184 506886 5602 236785 5806 958 688 13690 68 5938 223 52 30 1021 33 101 97 105429 internal_value=0 -0.00229831 0.00315815 -0.000855661 0.0120558 -0.0885898 -0.00255668 0.0288425 -0.162138 -0.0362293 -0.090411 -0.144309 -0.306727 -0.101018 -0.370975 -0.0181541 -0.211446 0.00970835 internal_count=884932 509096 375836 258999 116837 2210 244968 14031 1026 8183 2047 1359 286 1073 256 6136 198 111031 shrinkage=0.0947291 Tree=66 num_leaves=19 num_cat=0 split_feature=20 14 29 5 24 8 28 11 21 14 13 9 2 13 15 18 23 11 split_gain=5.25196 8.2387 7.59015 13.2343 7.3948 10.9016 7.68765 7.19605 6.84764 13.5435 8.37986 5.66527 5.39514 5.19828 11.6359 6.05316 10.009 6.05696 threshold=1.0654389704584701 37.175439711843019 1.2884410994696274 39.811574935913093 12.500000000000002 5355.5000000000009 440.25000000000006 0.65107082173645658 13.500000000000002 31.554768982116098 41.527435330941479 0.84619200244200254 44.870952821461621 71.874953402170476 0.42663654050919469 2.5000000000000004 1.4568003773430134 0.78789100684261981 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 -3 -4 6 -6 -5 11 10 -10 -2 -8 14 15 16 -13 -18 right_child=1 2 4 7 5 -7 12 -9 9 -11 -12 13 -14 -15 -16 -17 17 -19 leaf_value=0.00012129928183265599 -0.0064082425488944618 -0.04232570600270015 -0.00010250659195579596 -0.024406977457067904 -0.05842051154902228 -0.065464887625751519 -0.011987304913325532 -0.0035103418585931737 -0.0056279755024374331 -0.043230521610087169 0.0031206110980534626 0.0013910232466930869 0.0019874649917440718 0.0033963763752420987 -7.5133018996079178e-05 -0.0067500054995445723 -0.0015352302222272044 -0.014780747106898157 leaf_count=717951 1324 111 3217 185 26 30 605 737 3526 77 1362 3132 420 3553 143929 3501 577 669 internal_value=0 -0.00494588 -0.0436253 -0.120592 -0.0251267 -0.0966822 -0.0797157 -0.0813189 -0.00367029 -0.0402328 -0.0336777 -0.0025117 -0.0660943 -0.0019566 -0.00284153 -0.0402605 -0.0154741 -0.0912812 internal_count=884932 166981 5331 1033 4298 1081 1051 922 161650 4965 4888 156685 1025 155361 151808 7879 4378 1246 shrinkage=0.0947291 Tree=67 num_leaves=19 num_cat=0 split_feature=16 27 28 20 29 27 10 29 20 14 30 7 28 14 7 28 8 13 split_gain=11.9507 7.84885 10.434 7.68759 8.54352 11.8002 8.83407 7.11302 7.89686 8.68065 7.18407 6.48731 10.2383 10.3981 7.50801 6.96302 9.39228 8.0465 threshold=213.8556243880395 33.500000000000007 454.25000000000006 0.40341394716394724 0.77565807431462996 49.500000000000007 0.89584301634133345 0.80866695806554323 0.55147922830117935 55.186016629927032 1.5000000000000002 -1.0000000180025095e-35 306.25000000000006 16.887992724376137 -78.662040710449205 1140.7500000000002 890.50000000000011 44.979730161534619 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 -5 -6 -7 -2 9 10 -9 14 13 -13 -10 16 -14 -17 right_child=7 2 3 4 5 6 -8 8 11 -11 -12 12 15 -15 -16 17 -18 -19 leaf_value=-0.00052321826168249001 0.0010572588533973746 -0.014267771361985249 -0.0063558126072033837 0.005534785523136067 0.0017461052763464006 -0.017898587293325361 0.012122352538647263 -0.00071624309276362326 -0.00062098413687794636 0.010356354134219484 -0.01089216118329428 -0.019082032857152025 -0.00031251229225146232 0.0093622944586014799 0.0008540763956913453 -0.012134679578928761 0.0011195332856584869 -0.0014384602933297916 leaf_count=331130 89015 355 885 5627 6565 474 108 1072 38429 302 1485 478 174331 152 159428 651 53776 20669 internal_value=0 -0.00454227 0.0186381 0.0230371 0.0292815 0.00633424 -0.130136 0.00299198 0.00137885 -0.0510099 -0.0699468 0.00171325 -0.001672 -0.128992 0.00599162 -0.00135042 0.000264871 -0.0186328 internal_count=884932 345144 14014 13659 12774 7147 582 539788 450773 2859 2557 447914 250057 630 197857 249427 228107 21320 shrinkage=0.0947291 Tree=68 num_leaves=19 num_cat=0 split_feature=16 11 29 29 4 9 25 28 5 16 33 5 25 21 30 16 29 25 split_gain=10.7102 9.23759 7.94374 7.37167 9.33764 7.31228 6.6823 13.4329 6.5022 5.98626 6.13448 8.60798 8.15979 9.71226 7.45143 7.1834 6.41845 5.7169 threshold=173.65976288514531 0.79895469114219131 5.0797400723950483 0.28125784781516833 38.638820648193366 0.92693696459329689 1318.2500000000002 2841.2500000000005 13.00000047683716 238.39673754812398 2.5000000000000004 17.992518424987797 689.25000000000011 4.5000000000000009 2.5000000000000004 206.41951306838527 0.051244890375325168 4906.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -6 7 -5 -2 10 11 12 -10 -14 16 -16 -13 -8 right_child=8 -3 -4 6 5 -7 17 -9 9 -11 -12 14 13 -15 15 -17 -18 -19 leaf_value=0.00013832291889365785 -0.0022476841792333562 0.00037179922901775444 0.017716501629764184 -0.0019000249900970169 0.0023384399087658333 0.029155308917762995 -0.007122196724564561 0.0305211997156867 0.0012841809902752249 0.00099964708413064732 -0.0014359401724782378 -0.010573726617502457 0.0016898514062687515 0.012955983130279101 0.0041773561082947457 0.00074990341110901533 5.8041474051091283e-06 -0.00090882269837565895 leaf_count=7882 10348 28610 188 40930 184 181 4204 115 9324 66908 23695 515 1415 1334 6804 28354 651998 1943 internal_value=0 -0.0106771 -0.0181872 -0.0188831 0.0087012 0.165067 -0.0237035 -0.0190985 0.00117698 0.00150306 0.000666093 0.00120195 0.0276726 0.0755516 0.00073722 0.0149184 -2.68747e-05 -0.0544523 internal_count=884932 84237 55627 55439 8247 365 47192 41045 800695 790347 723439 699744 12073 2749 687671 35158 652513 6147 shrinkage=0.0947291 Tree=69 num_leaves=19 num_cat=0 split_feature=7 25 21 19 7 28 19 23 20 28 25 20 4 28 4 11 7 22 split_gain=4.9903 10.648 12.8124 6.61174 6.37458 12.2814 9.90556 8.90746 8.70863 8.58815 9.45617 8.26729 6.83686 7.16933 9.69541 9.18468 7.71416 8.54633 threshold=-16.699242591857907 249.50000000000003 3.5000000000000004 278.25000000000006 -76.379405975341783 306.25000000000006 392.25000000000006 0.7839033161093315 0.70041237288712044 1013.2500000000001 705.25000000000011 1.1220463887183609 22.150826454162601 2206.5000000000005 38.638820648193366 0.5232967754669714 -68.198589324951158 2154.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 6 -6 -1 -7 -9 10 -8 12 -10 15 -15 16 17 -14 right_child=1 -3 3 -5 5 7 9 8 11 -11 -12 -13 13 14 -16 -17 -18 -19 leaf_value=0.0023745163573318283 -0.00051604590788988222 -0.00012555896024180559 -0.017514316075760643 0.0082054940283391529 0.021729471900277297 -0.00082546147641894563 -0.0010134186748052734 -0.0057081152565053089 0.002575533987163097 -0.0022097322410866856 0.0014681841110843698 -0.00056831515714858441 -0.0010481744076395276 0.0086065626088027477 0.0017745448218367324 0.00087099730109491569 -0.0022421014737568959 -0.029902980784851405 leaf_count=11066 1317 630053 870 100 249 29084 34924 1711 32909 22691 22758 22246 173 2256 10726 56541 5061 197 internal_value=0 -0.00157268 -0.0696831 -0.156898 0.00368547 0.00746957 -0.00298367 0.00712615 0.010621 -0.00684568 -0.000362306 0.0115531 0.0151732 0.00989782 0.0312661 0.00542156 -0.0338589 -0.173246 internal_count=884932 632340 2287 970 252592 161153 91439 160904 131820 80373 57682 130109 107863 74954 12982 61972 5431 370 shrinkage=0.0947291 Tree=70 num_leaves=19 num_cat=0 split_feature=16 17 23 16 4 23 21 14 21 25 21 27 23 4 12 23 11 17 split_gain=9.75317 7.03255 7.01998 6.82205 9.04191 16.3039 8.52483 6.80613 6.23699 5.77701 12.8614 13.4247 15.7485 21.8472 14.8031 17.4393 9.31952 8.22981 threshold=161.77420458941438 38.069281264726961 1.2229374537297935 105.11375388657036 39.679904937744148 0.99799799599198413 1.5000000000000002 11.194911511614849 2.5000000000000004 3173.2500000000005 1.5000000000000002 4.5000000000000009 1.5180830096337317 39.679904937744148 298.87362902255705 0.7886823847047375 0.47076876880126389 81.657229130098031 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 6 8 -1 -5 -6 -3 16 12 13 -12 15 -15 -11 -13 right_child=1 9 -4 7 5 -7 -8 -9 -10 10 11 17 -14 14 -16 -17 -18 -19 leaf_value=-0.0093062856436793764 0.00097661519038464155 4.3646324107782986e-05 -0.006121807718743451 0.0018552616760939336 0.0010372719182575266 0.015724078787922331 0.002474420922541683 -0.0017525106195242226 -0.023468145178386173 0.0057536646475226634 -0.0022790260253031042 -0.0021489967859840507 0.0016546333002492757 -0.013226414725083313 -0.011300438859898575 -0.042710783756319939 -0.00082773017317480939 0.012841608449344663 leaf_count=729 71724 734852 2521 5299 323 968 2260 40986 131 2211 1147 3566 979 328 915 399 15232 362 internal_value=0 0.000844106 -0.0131201 -0.0105589 0.0270181 0.092659 -0.00421017 -0.01414 -0.063694 -4.91939e-05 -0.0149556 -0.049008 -0.0916512 -0.129954 -0.203926 -0.310447 6.86089e-05 -0.00810183 internal_count=884932 831715 53217 50696 4411 1422 2989 46285 454 759991 25139 7696 3768 2789 1642 727 17443 3928 shrinkage=0.0947291 Tree=71 num_leaves=19 num_cat=0 split_feature=16 23 24 17 16 17 17 11 8 27 13 13 23 10 23 27 16 11 split_gain=7.92233 10.0458 10.4275 8.36768 18.6962 9.60343 9.59149 39.3466 19.2728 10.2122 9.47986 17.078 15.3847 16.1312 9.5218 9.49955 9.2808 19.3744 threshold=218.24540893015032 1.648584245486697 3.5000000000000004 49.815399945611297 225.68940888776459 47.827177193483017 55.826665041400965 0.77070985875933751 1446.5000000000002 28.500000000000004 170.11783308576503 55.283556606913329 1.2286097333725641 0.76061446699419066 0.96445689041337135 4.5000000000000009 228.25539723661487 0.78667310167310178 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -2 16 10 9 -9 11 -8 13 14 -13 -15 -5 -18 right_child=3 2 -4 6 -6 -7 7 8 -10 -11 -12 12 -14 15 -16 -17 17 -19 leaf_value=-0.0002370758404313181 -0.0028497915835177866 0.0074532047775984853 -0.0039356435923544692 0.001676333115350795 0.00038062683590358838 -0.00052522375932932653 0.0047724224809876153 -0.021532352950509922 0.0020831576613354521 0.0012186426141710483 0.012021093084198652 0.011583380657332843 0.0051471391305960412 0.0073998588584868741 -0.039109519560330888 -0.01556067212242131 0.0014769402862915173 -0.016388197875555587 leaf_count=400596 24191 776 10257 69660 322757 46804 2983 1340 553 204 762 38 550 267 266 410 1721 797 internal_value=0 -0.00332252 -0.0330903 0.0026762 0.000786281 -0.013906 0.0120307 -0.0223251 -0.138199 -0.195572 0.02373 0.00631417 -0.079543 -0.154602 -0.345964 -0.068673 0.0155402 -0.0441021 internal_count=884932 411629 11033 473303 393752 70995 79551 7373 2097 1544 5276 4514 1531 981 304 677 72178 2518 shrinkage=0.0947291 Tree=72 num_leaves=19 num_cat=0 split_feature=16 9 12 32 26 6 14 17 12 14 26 12 27 11 17 22 27 24 split_gain=7.39869 6.45913 10.5598 10.0781 7.19767 5.88298 5.05781 8.03727 15.3974 12.0009 5.05388 4.99692 5.70446 6.03843 4.98907 6.22303 9.65918 12.6278 threshold=166.02786676459559 0.96082510285839995 183.85281374238573 1.5000000000000002 3.7196308532900892 0.81250001393186688 19.717379833570451 108.75581829954004 200.33809511662432 93.816001366280076 0.25349667449139285 152.42945519839782 17.500000000000004 0.67832911489492265 36.378471612865759 2597.2500000000005 7.5000000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 6 10 -1 -8 11 -10 -4 12 13 -9 -2 -16 17 -17 right_child=14 2 5 -5 -6 -7 7 8 9 -11 -12 -13 -14 -15 15 16 -18 -19 leaf_value=-0.00165407118192399 0.00099629422314552137 -0.00033605479867958982 0.035405759044070381 0.0016508281064033514 0.018366067468369631 -0.013208580578142538 -0.0053391694856088634 -0.029691501579117402 0.013437274558428311 -0.018187517332285689 0.010720021251020487 -0.025207634320576905 0.012266006859078755 0.0040911689529099975 8.2274601382581515e-05 0.0011015804454462988 0.0019813072133908075 -0.0031087897376968435 leaf_count=12776 50117 32865 85 5545 143 81 10019 106 818 124 598 162 113 86 733175 9017 7142 21960 internal_value=0 -0.0103529 -0.000845754 -0.0210485 -0.0298113 0.115377 -0.0311329 -0.0464173 0.0243 0.0979039 0.145596 -0.124169 -0.048781 -0.153698 0.000849069 0.000220849 -0.0122365 -0.0198799 internal_count=884932 63521 33629 29892 24347 764 24204 11428 1409 942 683 467 305 192 821411 771294 38119 30977 shrinkage=0.0947291 Tree=73 num_leaves=19 num_cat=0 split_feature=16 29 26 23 0 28 13 1 24 6 24 23 5 28 19 7 31 24 split_gain=6.31378 6.80028 7.9742 7.87089 6.50417 7.60138 7.30179 6.70716 6.60188 6.15861 7.98728 6.83255 5.91186 5.85683 16.9554 9.67686 5.782 5.57939 threshold=211.47702164818654 0.80866695806554323 0.76201413864172174 0.89468754391983618 35.000000000000007 814.25000000000011 66.576200082083659 147.50000000000003 20.500000000000004 0.53125000478941453 15.500000000000002 0.42498568155784655 304.95614624023443 2295.5000000000005 2729.5000000000005 -74.703083038330064 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 4 3 -3 5 7 8 -2 -7 11 17 16 -1 -5 -15 -16 -4 -11 right_child=1 2 9 13 -6 6 -8 -9 -10 10 -12 -13 -14 14 15 -17 -18 -19 leaf_value=-0.00035445815945570346 -0.0013182007743654191 -0.00068775351221466059 -0.058294063031609764 -0.0054466038850069102 -0.00046825583165580997 -0.00080508133386340667 0.0033127375930070337 0.0023434548898322994 -0.034285516193917703 0.0025316486183781586 -0.00058756023711290753 -0.0004887315905561893 0.012125244850876184 -0.054106710099824304 -0.040303844737600764 -0.0008848110716135392 -0.010857516785849343 0.00042649016491474052 leaf_count=313687 4973 3431 31 1719 23497 18785 4594 46125 53 11804 74730 117303 341 91 69 294 90 263315 internal_value=0 0.00198382 0.000412439 -0.0370854 0.00956406 0.0141377 -0.000775724 0.0209766 -0.00949314 0.000862149 0.00296541 -0.00540425 -0.00359875 -0.084177 -0.185198 -0.0884383 -0.24291 0.00545568 internal_count=884932 570904 472877 5604 98027 74530 23432 51098 18838 467273 349849 117424 314028 2173 454 363 121 275119 shrinkage=0.0947291 Tree=74 num_leaves=19 num_cat=0 split_feature=16 1 11 1 18 8 17 10 4 15 6 28 11 10 25 25 26 6 split_gain=5.89467 6.35775 7.06995 6.11022 5.35844 5.07454 6.68772 7.73948 7.35032 8.88445 11.8465 11.0113 11.5477 8.98065 6.79081 5.94884 5.94206 5.90682 threshold=171.24759120022281 477.50000000000006 0.88517013116555454 677.50000000000011 6.5000000000000009 121.50000000000001 30.879357138991601 0.99493533409045531 187.11240386962893 0.35977343378890836 0.68571429010786777 46988.000000000007 0.50916450843539207 0.76968364089770847 20189.000000000004 312.25000000000006 1.0458525934604326 0.92307692598528135 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 15 7 -7 14 -10 -11 12 -12 17 -8 -2 -16 -14 right_child=4 2 3 -5 -6 6 8 -9 9 10 11 -13 13 -15 16 -17 -18 -19 leaf_value=-0.000130237778981753 -0.010734065472990235 -0.0021814888660027084 -0.0038320432356077822 0.011883940956709816 0.01094063187957425 0.002346040879190579 5.9736430595977676e-05 -0.026843949108214381 -0.041381099239347539 0.005545239822500974 0.0059152443804199907 0.0083328567953274077 -0.02285746173203701 -0.046898612844194311 0.0058519010940091629 -0.0013358977574799281 -0.018932790694911925 7.6427974986754969e-06 leaf_count=48560 636 27848 351 604 407 13642 776425 82 62 613 168 207 390 108 2444 12158 90 137 internal_value=0 -0.0083566 -0.0201274 0.0644754 0.000780917 0.000723075 0.00104128 0.0229247 0.000656565 -0.0653191 -0.0511269 -0.117686 -0.170699 -0.232381 0.00079928 -0.0190341 0.0524825 -0.178545 internal_count=884932 77363 28803 955 807569 807162 794368 13724 780644 1685 1623 1010 803 635 778959 12794 2534 527 shrinkage=0.0947291 Tree=75 num_leaves=19 num_cat=0 split_feature=17 26 26 7 21 5 24 6 20 5 24 4 8 24 29 7 29 26 split_gain=4.72084 8.43601 12.439 11.7501 10.5111 9.55939 8.49987 9.04389 7.56361 7.18491 7.2519 6.78205 6.6023 6.40654 6.31755 5.88812 9.25688 5.24652 threshold=81.657229130098031 0.78178531139758867 0.5510643069304666 -71.565052032470689 1.5000000000000002 77.224731445312514 4.5000000000000009 0.57894737666079221 0.81695123474784503 26.999344825744632 4.5000000000000009 31.843885421752933 2424.5000000000005 12.500000000000002 0.58573492280568107 -29.711684226989743 0.89409256534740622 0.19932686809671815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 6 -4 14 -3 13 -6 -5 -11 -12 -13 -8 -2 16 -10 -7 right_child=1 3 4 9 8 17 7 -9 15 10 11 12 -14 -15 -16 -17 -18 -19 leaf_value=-3.7633804818121934e-05 0.0011595995033194257 -0.019546127764393753 0.014379446429871934 0.014428786004887218 -0.0036539399604898419 0.038476910672403851 -0.027667036531255407 0.011130776875404284 -0.0032461578927023395 0.0075163936168112424 0.0028109461107453482 -0.02038901283465153 0.0001152915736062567 0.030460277291783321 -0.019844207917521627 -0.025817559647854631 -0.03744331417458991 0.010564468580376123 leaf_count=871074 2671 321 178 611 865 72 114 269 387 2825 3997 235 352 20 135 343 87 376 internal_value=0 0.0182059 -0.0140562 0.0370746 -0.0792887 0.0232309 -0.084932 0.0117703 -0.103744 0.0480887 0.0394933 0.0149331 -0.0854375 -0.20048 0.00157376 -0.172743 -0.100527 0.158878 internal_count=884932 13858 5114 8744 1860 3254 724 403 1682 8020 7409 4584 587 134 2806 817 474 448 shrinkage=0.0947291 Tree=76 num_leaves=19 num_cat=0 split_feature=7 25 21 29 4 7 29 22 21 26 9 18 21 14 10 22 22 21 split_gain=4.29258 9.17085 9.74543 7.08645 5.76015 8.1549 9.56021 8.3675 7.185 7.18143 6.62092 5.71789 11.9621 11.1828 8.54362 18.0577 6.76182 6.14836 threshold=-16.699242591857907 249.50000000000003 3.5000000000000004 0.32336702559934988 22.208541870117191 -89.935623168945298 0.090041516271984867 506.25000000000006 1.5000000000000002 0.23659704266321915 0.97059407791722185 3.5000000000000004 11.500000000000002 31.554768982116098 0.70693523335759634 943.75000000000011 963.25000000000011 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 8 6 -6 -7 -1 -8 -9 12 -3 16 15 -13 -14 -15 right_child=1 11 -4 -5 5 7 9 10 -10 -11 -12 14 13 17 -16 -17 -18 -19 leaf_value=-0.0019153665258606946 -0.012785396182624304 -0.00010399906518337884 -0.013171958486250709 0.0032356871223005253 -0.026877434651815673 -0.0030949950656393296 0.015942511428810643 -4.3130059715852606e-05 0.0010658263730392889 -0.0031155188372306375 0.0017123093031787568 -0.0027988426383254912 0.0026488071019012214 0.00066542876917832501 -0.00031680240179282832 -0.037622930792108059 -0.044791985909851555 -0.033072117218840111 leaf_count=7815 330 564143 993 994 149 6958 182 105615 101168 7063 23586 13068 18400 80 34103 135 27 123 internal_value=0 -0.00136375 -0.0641616 -0.00799631 0.00351331 -0.000647986 -0.0329915 0.0011084 0.00899459 -0.0278348 0.00292761 -0.00113282 -0.000274543 0.0246566 -0.0117062 -0.0333046 0.0272281 -0.208769 internal_count=884932 632396 2317 1324 252536 143553 7394 136159 108983 7245 129201 630079 582773 18630 47306 13203 18427 203 shrinkage=0.0947291 Tree=77 num_leaves=19 num_cat=0 split_feature=18 6 22 27 13 27 25 27 18 25 13 28 6 4 24 22 24 29 split_gain=4.08775 3.82947 10.8236 6.20066 13.8206 5.32889 16.0833 6.85705 13.0083 11.7526 8.76047 7.68751 7.66668 11.2265 9.1402 7.35022 12.5973 9.77312 threshold=6.5000000000000009 0.87913163065185762 563.25000000000011 24.500000000000004 28.016957907172099 22.500000000000004 1046.2500000000002 36.500000000000007 3.5000000000000004 413.25000000000006 81.218817214634683 680.25000000000011 0.68383415877313458 21.724694252014164 22.500000000000004 441.75000000000006 23.500000000000004 0.71670303545631631 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -3 -4 -5 -1 7 15 10 -10 12 -11 -9 -14 -15 16 -7 -17 right_child=-2 2 3 4 -6 6 -8 8 9 11 -12 -13 13 14 -16 17 -18 -19 leaf_value=0.00021156003264432142 0.0093498440845376247 -0.0015440665399077311 -0.00013842553777483415 0.0060539972082421945 -0.00048315991261329699 -0.0023864975360791247 -0.019807831555867596 0.0038551324274009378 -0.027820200696602449 -0.0019128775597842228 -0.034924019192531915 0.0061771302709016391 0.0040813119677083525 0.0016572730885317944 -0.0089973193589975749 0.001460272784136812 -0.01722463118178906 -0.00081280330363883507 leaf_count=579406 419 52074 71504 4907 7103 7723 382 13125 150 11066 56 1165 2709 1277 1664 20085 550 109567 internal_value=0 -9.48572e-05 -0.00498505 0.00207011 0.023095 0.00079048 -0.00414105 -0.00367814 0.0097066 -0.0154706 0.0262601 -0.0120587 0.0274381 -0.0033611 -0.0461424 -0.00670707 -0.0356063 -0.00486303 internal_count=884932 884513 135588 83514 12010 748925 169519 169137 31212 12381 18831 12231 18775 5650 2941 137925 8273 129652 shrinkage=0.0947291 Tree=78 num_leaves=19 num_cat=0 split_feature=16 23 27 12 20 23 27 21 13 23 4 20 28 21 27 29 10 4 split_gain=6.09284 6.69584 8.35457 6.34043 6.22461 10.5836 5.69473 5.48315 7.09756 9.46511 6.13765 5.52811 5.6912 5.06818 7.14198 18.0289 7.41991 10.5698 threshold=220.80455188982799 1.648584245486697 14.500000000000002 88.58326112068525 0.53007936392645649 0.63653602356932426 2.5000000000000004 13.500000000000002 23.820587367933143 0.58598642533936662 18.999998092651371 1.4032314816916758 440.25000000000006 7.5000000000000009 20.500000000000004 0.66764647555468304 0.69961916033457527 28.376666069030765 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 6 7 5 -5 -3 -2 9 -9 -11 -10 -13 14 16 -16 17 -1 right_child=3 2 -4 4 -6 -7 -8 8 11 10 -12 12 -14 -15 15 -17 -18 -19 leaf_value=-0.0010735665954711155 0.0012510246754141026 0.020028100834012456 -0.0049294941852871723 -0.00050037355637299339 0.00013250502561044729 -0.011087599588390316 -0.00046169941101921144 0.0054372663327952606 -0.0003658294370069659 -0.030704487530620276 0.0090799723892633251 -0.0031848811436151754 -0.055047834165470731 0.00052385475839244219 0.0015749701270514624 -0.0023707750214489328 0.00022587984164769025 0.0013255982747467829 leaf_count=108786 68201 124 6068 2918 352285 1194 6622 143 2876 230 41 43 34 75600 14081 39659 186607 19420 internal_value=0 -0.00257861 -0.025115 0.0026721 0.000947267 -0.0377348 -0.000898045 0.0112615 -0.0281324 -0.150753 -0.26059 -0.0109414 -0.275368 -0.00192843 -0.00345836 -0.014113 -0.00163957 -0.00749667 internal_count=884932 456967 12814 427965 356397 4112 6746 71568 3367 414 271 2953 77 444153 368553 53740 314813 128206 shrinkage=0.0947291 Tree=79 num_leaves=19 num_cat=0 split_feature=16 16 26 1 6 12 11 23 26 23 11 16 12 26 5 24 6 28 split_gain=5.52828 6.33301 6.98517 5.87422 5.65317 5.08431 4.91125 7.38027 6.41224 4.45981 5.19345 4.35488 7.01446 5.55555 8.42899 8.44679 7.63339 6.81039 threshold=147.12317464036758 105.11375388657036 1.0579419196983677 614.50000000000011 0.41176470864932951 436.25335469952398 0.83881296847594056 0.35557410498979786 0.31532602652336583 1.933821055390627 0.64477127748866891 231.07528591177584 95.648232278140839 2.3563631706739181 67.001228332519545 12.500000000000002 0.27274076780019479 404.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -3 -4 6 7 -1 -8 10 -6 13 -13 -2 15 17 -16 -15 right_child=11 3 4 -5 9 -7 8 -9 -10 -11 -12 12 -14 14 16 -17 -18 -19 leaf_value=0.0037381461033351385 -4.6972108827075779e-05 -0.0011847007886056527 -0.017158197429258251 -0.0049069714262825002 0.019086750756209653 0.015530258578396725 -0.0025456658100622993 -0.0061158546248610002 0.014938779560679041 -0.02239327234004123 0.0027846554059146851 0.0016146111166836711 0.00016739900373596609 0.010024189120914092 -0.0087689459660571858 -0.016570196857515151 0.0010491058410166314 -0.0057557036435108228 leaf_count=1080 638488 15445 66 5048 484 181 381 1851 372 33 275 36243 175985 276 826 595 5087 2216 internal_value=0 -0.0145773 0.0184338 -0.0221854 0.100056 0.000314248 -0.0077251 -0.0262317 0.0643104 0.123489 0.139136 0.000444908 0.00437611 -0.000843627 -0.0255155 -0.0678703 -0.00340338 -0.0423102 internal_count=884932 25216 4723 20493 858 3865 3684 2931 753 792 759 859716 212228 647488 9000 3087 5913 2492 shrinkage=0.0947291 Tree=80 num_leaves=19 num_cat=0 split_feature=17 5 10 15 27 24 28 27 22 20 26 20 27 26 22 22 4 5 split_gain=4.14997 6.65586 15.3927 10.5225 8.98626 9.07321 9.53732 7.94215 7.72929 7.3647 5.98121 5.80018 5.74976 5.3909 5.20256 4.7203 7.1456 5.6363 threshold=81.657229130098031 71.000812530517592 0.91928342397302842 0.86178071833887759 16.500000000000004 4.5000000000000009 878.25000000000011 36.500000000000007 605.25000000000011 1.4160499703059124 0.61006390418391554 1.345439556321667 4.5000000000000009 0.19932686809671815 1269.2500000000002 974.25000000000011 35.501708984375007 18.997112274169925 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 13 5 9 -7 8 -6 12 -8 -12 15 -3 -10 17 -17 -2 right_child=1 3 -4 -5 7 6 10 -9 14 -11 11 -13 -14 -15 -16 16 -18 -19 leaf_value=-2.5270772289457435e-05 0.033997523338619426 0.030323699985432963 -0.015821247439592154 -0.019595077049942053 0.01010449009121759 -0.00079273129698886229 -0.0041168008713121495 -0.026058414630754145 0.002584457654447969 -0.029695983401141175 -0.021751251868524918 0.0053672421378730467 0.0093713072073269982 0.0054602417377885761 -0.019689594086355931 0.0097486472056932758 -0.0097962428210491385 -0.01899618130166841 leaf_count=871163 20 80 502 150 1632 2138 515 75 2364 58 517 82 1045 3585 98 464 263 181 internal_value=0 0.0172308 0.00361946 0.052745 0.012682 -0.0147087 -0.0474594 0.0473918 0.0532993 0.037731 -0.122483 -0.190426 0.0480556 0.0633698 0.0179231 -0.00923001 0.0282709 -0.144868 internal_count=884932 13769 9954 3815 9452 5283 3252 4169 4094 2031 1114 599 1973 3665 2462 928 727 201 shrinkage=0.0947291 Tree=81 num_leaves=19 num_cat=0 split_feature=16 11 26 8 9 26 17 16 23 25 14 30 26 11 28 9 15 26 split_gain=4.40447 6.55546 6.27143 5.93156 5.77973 4.9301 4.50048 7.47794 5.63452 4.70771 9.15795 16.3722 10.3743 8.95358 8.04931 6.70116 14.5501 8.88396 threshold=158.67821027773297 0.83105825334086214 0.19932686809671815 1548.5000000000002 0.91898610622038557 3.7196308532900892 38.069281264726961 186.22596336145611 0.17892186311025673 3173.2500000000005 20.196382439798935 1.0000000180025095e-35 0.23659704266321915 0.47076876880126389 25496.750000000004 0.76750485436403681 0.81525953757775815 1.0517531939556097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -4 7 8 -2 14 11 -11 -12 -14 -8 16 17 -15 right_child=6 -3 5 4 -6 -7 9 -9 -10 10 12 -13 13 15 -16 -17 -18 -19 leaf_value=0.0010321751417298759 -0.0012480598695666582 0.0015862735542687624 -0.0019112373507468011 0.00071372987714616286 0.026133457947780197 0.015187213328271996 2.3857178156174223e-05 0.00042757953970538052 0.0049189841770086408 -0.020737854126656591 0.006272988868755284 4.0640717393915219e-05 0.0036422496242393418 0.00029513546517192867 -0.0474874709990004 -0.0015976638403029867 -0.039482888766593865 -0.015157737326048849 leaf_count=3774 1709 7868 34056 149 174 152 740126 65477 5986 590 1702 804 2769 905 32 18008 122 529 internal_value=0 -0.00954539 -0.0149456 0.0220275 0.15209 -0.0193738 0.000486651 0.00797931 0.0374682 -0.00022947 -0.0136079 -0.0924077 -0.00903761 -0.014773 0.000230162 -0.0223058 -0.0852672 -0.0570617 internal_count=884932 46173 38305 4097 323 34208 838759 73172 7695 765587 25429 1394 24035 22333 740158 19564 1556 1434 shrinkage=0.0947291 Tree=82 num_leaves=19 num_cat=0 split_feature=16 4 13 19 25 31 9 16 27 23 11 5 27 23 25 27 5 13 split_gain=4.7192 6.40931 5.03538 7.5653 6.94483 4.92996 5.79875 11.4632 6.3882 7.81513 5.21945 4.9131 6.97547 8.22174 4.78516 5.0507 5.26114 4.26073 threshold=184.66063472885949 10.999999046325685 16.100421474068519 179.25000000000003 930.25000000000011 1.5000000000000002 0.95567595334381872 105.11375388657036 35.500000000000007 0.61152947621409137 0.64103444027946443 78.29645156860353 4.5000000000000009 0.36941004666297589 525.25000000000011 17.500000000000004 50.494859695434577 31.971053976802583 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -2 6 -3 11 10 -10 -9 12 13 -8 -14 16 -16 -12 right_child=2 5 -4 -5 -6 -7 7 8 9 -11 17 -13 14 -15 15 -17 -18 -19 leaf_value=0.0014516034653242235 -0.011909187190869978 -0.0021742781197171984 0.00010973244501093876 -0.0012194476701012562 0.035221161853797159 0.00089933175519153806 0.016830442337711578 0.0040069327275463872 -0.0015250979054045987 0.011144613824739623 -0.0005912943454805062 0.018564629222028315 0.035660783840738647 -0.01211291641691988 0.017049259566617112 -0.0097655784157839893 -0.0034053227172125412 -0.0023986100575672047 leaf_count=12824 862 27971 752903 8892 29 13623 120 1894 860 888 47094 295 62 331 438 117 152 15577 internal_value=0 -0.00582717 0.000865488 -0.0216757 -0.109525 -0.00830601 -0.0108372 -0.00584105 -0.00780601 0.051845 -0.00942097 0.0801675 0.0521646 -0.0465728 0.110072 0.0867118 0.12435 -0.010984 internal_count=884932 122246 762686 9783 891 109422 95799 67828 66313 1748 64565 1515 1220 451 769 707 590 62671 shrinkage=0.0947291 Tree=83 num_leaves=19 num_cat=0 split_feature=16 13 2 27 14 15 11 15 7 20 23 32 9 27 28 25 7 14 split_gain=3.99308 6.20635 5.45183 8.24268 6.50053 5.96544 5.95521 7.09371 5.65952 5.17064 9.72 6.86793 5.11033 6.68749 13.2525 8.69336 9.71709 8.34701 threshold=231.07528591177584 31.654483724256369 29.882307692307695 14.500000000000002 17.601942733986714 0.24290616188441264 0.68095767195767209 0.43064470216597267 -29.054602622985836 0.51832054272537886 0.60271803207109842 1.5000000000000002 0.96226565292751742 2.5000000000000004 353.50000000000006 990.25000000000011 -67.332862854003892 16.586806941726923 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 12 -4 5 -5 7 8 -6 10 -3 -11 -1 14 -14 16 17 -16 right_child=1 9 3 4 6 -7 -8 -9 -10 11 -12 -13 13 -15 15 -17 -18 -19 leaf_value=-0.00040203414993125242 0.0017496155231893191 -0.00016256952128323619 1.8757341551563786e-05 0.024571380513256753 -0.0010380656793970307 0.00131375155523545 -0.0022450659248222974 0.0012178012437913583 -0.015390912061983722 0.00012875727884564738 -0.013458413019931859 0.0035514986554002668 0.010121846100615678 0.00028024265195449543 -0.0038500692307288711 -0.00015131353689184861 -0.0045279747637644403 -0.024287434321947073 leaf_count=171396 25482 1592 73451 101 576 4910 44665 8686 431 179008 715 5420 658 361494 287 2877 2705 478 internal_value=0 0.00383024 -0.00114488 -0.00688444 -0.0156468 0.0188171 -0.0188239 0.0036445 -0.0758071 0.00183253 -0.0452163 0.00242106 0.000267116 0.00236534 -0.0282374 -0.0422421 -0.0759409 -0.175448 internal_count=884932 212217 672715 132820 59369 5011 54358 9693 1007 186735 2307 184428 539895 368499 7005 6347 3470 765 shrinkage=0.0947291 Tree=84 num_leaves=19 num_cat=0 split_feature=17 16 5 13 25 5 30 33 1 1 18 22 5 20 18 27 19 5 split_gain=3.60146 5.9419 5.85966 7.30955 7.02533 5.4617 6.18909 4.65789 6.67673 9.18006 7.44074 7.65103 9.83415 5.96219 7.26378 5.08501 6.07517 5.83227 threshold=33.725588154252478 182.03555095150401 171.28799438476565 187.33649458457379 16118.750000000002 251.83237457275393 1.5000000000000002 2.5000000000000004 132.50000000000003 234.50000000000003 2.5000000000000004 700.25000000000011 26.999344825744632 0.8280969247692691 1.5000000000000002 10.500000000000002 206.25000000000003 12.002450466156008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -4 6 -6 8 -3 10 15 -12 -13 -9 -15 -10 -17 -18 right_child=1 7 4 -5 5 -7 -8 13 9 -11 11 12 -14 14 -16 16 17 -19 leaf_value=0.00088349492757070901 -0.00068146414050722218 -0.0032451926819321991 -0.018057640834759307 0.027109686104908073 -0.022916202990991362 0.0097889917539428772 0.015858201282080209 -0.001642420817002046 0.0016950666145750211 7.8089611291769744e-05 -0.00230188171969919 0.011198110115333041 -0.03717234233010528 0.0097491498195495206 -0.0005233786452000593 0.011729421137661913 -0.021669404290611819 0.0046534951005581856 leaf_count=40141 98575 5306 383 85 134 223 51 24135 4899 698340 3945 661 40 944 1787 1241 77 3965 internal_value=0 -0.000367965 -0.00762837 -0.00694106 -0.0933547 -0.00204551 -0.129074 0.000600793 0.0010842 0.00134715 0.0259689 -0.00719333 0.0890753 -0.0123269 0.0319588 0.0411007 0.0626207 0.0438307 internal_count=884932 844791 99451 98660 791 408 185 745340 718474 713168 14828 4646 701 26866 2731 10182 5283 4042 shrinkage=0.0947291 Tree=85 num_leaves=19 num_cat=0 split_feature=7 17 7 10 14 14 10 22 24 1 21 14 24 5 11 6 19 5 split_gain=3.47312 6.8529 7.23325 9.73899 7.55097 7.70501 13.8912 5.4461 9.01254 6.85748 5.95994 5.43999 15.8963 11.1245 8.27482 11.077 8.89859 5.86725 threshold=-16.699242591857907 72.675590167386432 -62.075883865356438 0.85176168447276857 25.133577745040096 46.648584575123493 0.55429974963982809 615.25000000000011 6.5000000000000009 285.50000000000006 11.500000000000002 36.527450442415805 1.5000000000000002 469.99996948242193 0.94674022269657609 0.62857143079325206 7414.5000000000009 40.000247955322273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 4 -3 -6 -7 8 -4 -10 -9 -1 -13 14 17 16 -16 -14 right_child=-2 2 7 -5 5 6 -8 10 9 -11 -12 12 13 -15 15 -17 -18 -19 leaf_value=0.00035113102198210838 -0.00011659332166597554 -0.004938688362567013 -0.01451633812554398 -0.00868237789594321 0.0093216557563918605 -0.032742217691024068 0.0040517064013936947 0.00268396555247885 -0.010433032485866302 0.0099535199887491044 -0.017106084403904202 0.0027023708215751243 -0.012369920020556556 -0.048797805279601224 -0.056482916710897307 0.0045567315491428922 0.0043788593947624342 -0.0017729063909178672 leaf_count=207509 632324 973 160 1112 1296 119 407 7771 158 2354 139 7761 479 46 84 84 29 22127 internal_value=0 0.00315573 0.0242708 -0.0125006 0.0189911 0.0569744 -0.0451012 0.0378472 0.0768799 0.0915373 0.0246619 0.00187093 -0.0105739 -0.0238552 -0.0228642 -0.226926 -0.431372 -0.0210859 internal_count=884932 252608 14489 3907 2795 1822 526 10582 2672 2512 7910 238119 30610 22849 22803 197 113 22606 shrinkage=0.0947291 Tree=86 num_leaves=19 num_cat=0 split_feature=21 14 22 14 1 0 26 14 24 15 5 21 27 27 28 27 5 27 split_gain=3.65218 5.79903 5.83705 7.18753 7.38782 6.39743 6.87389 6.12607 5.16018 9.62386 5.48802 8.30499 5.02987 6.94734 7.37898 5.49568 10.2878 5.16931 threshold=14.500000000000002 31.554768982116098 337.25000000000006 14.702232097387411 569.50000000000011 40.500000000000007 1.0902891335448543 13.255222626764692 27.500000000000004 0.78512117327271413 26.00000095367432 12.500000000000002 34.500000000000007 45.500000000000007 588.25000000000011 30.500000000000004 28.991379737854007 48.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 7 -4 5 6 12 -2 -1 -10 11 -11 15 -14 17 -5 -17 -15 right_child=1 -3 3 4 -6 -7 -8 -9 9 10 -12 -13 13 14 -16 16 -18 -19 leaf_value=6.8947737928005396e-06 0.011278444038602021 -0.037271831279937745 0.0067811376368804403 0.0029677915078619482 0.0013106129563879971 -0.010966670729851878 -0.014120487942608465 -0.023080082795784301 0.0056537257920866585 -0.020357324530358566 -0.0194950384714466 0.0048809771764002884 0.0031600615430685377 -0.012766087303640187 -0.025019169740035038 -0.0050602938127143737 -0.041679861312080249 -0.00040568334624674921 leaf_count=869782 60 41 918 162 3762 998 430 208 3298 156 199 468 2161 383 147 184 110 1465 internal_value=0 -0.0180718 -0.0166711 -0.0130268 -0.020951 -0.0426177 -0.0281384 -0.162441 0.000240046 0.0355425 -0.0611959 -0.0150809 -0.0168641 -0.00592506 -0.0484778 -0.116563 -0.198054 -0.031325 internal_count=884932 11029 10988 10720 9802 6040 5042 268 873903 4121 823 624 4612 4156 1995 456 294 1848 shrinkage=0.0947291 Tree=87 num_leaves=19 num_cat=0 split_feature=16 22 8 9 21 25 30 5 14 9 25 33 30 8 20 15 22 19 split_gain=3.51295 6.62834 8.63204 7.83652 6.29033 6.14584 5.00401 4.23653 3.66679 3.72461 3.61616 3.35115 6.43298 7.81314 6.11158 5.96594 7.71468 25.7843 threshold=147.12317464036758 1715.7500000000002 624.50000000000011 0.95222757041985673 1.5000000000000002 1416.2500000000002 1.0000000180025095e-35 96.447311401367202 78.093394703128425 0.82514523835794462 11003.000000000002 2.5000000000000004 2.5000000000000004 252.50000000000003 0.8280969247692691 0.25715173642915073 2060.5000000000005 2615.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 8 -4 10 -6 -3 -10 -5 12 15 -14 -13 16 -2 -18 right_child=11 3 5 6 7 -7 -8 -9 9 -11 -12 14 13 -15 -16 -17 17 -19 leaf_value=-0.0009030287435034558 -1.1634844401035448e-05 0.0014748712989518138 -0.0038867826771850356 0.0084219598340635436 -0.0016149113196477639 -0.012713331932804521 -0.00030691138192018264 -0.010770106559103088 -0.012276593088631677 0.016137447071312531 0.02675042843705534 -0.0013910245759339915 0.032235986485616437 0.0012151493896097913 0.0031265956649284021 4.9685704627353098e-05 -0.019145774815451412 -0.001954897632365791 leaf_count=14604 9566 1539 3330 1207 1929 899 644 593 48 301 105 27266 73 37831 2981 774962 897 6157 internal_value=0 -0.0116241 -0.0210535 0.0162716 -0.00709486 -0.060838 0.0689537 -0.0397721 0.0365556 0.1291 0.10439 0.000354848 0.000731857 0.0134583 -0.00998415 0.000122465 -0.0186239 -0.0437133 internal_count=884932 25199 18833 6366 4410 4229 1956 2522 1888 349 1312 859733 829486 37904 30247 791582 16620 7054 shrinkage=0.0947291 Tree=88 num_leaves=19 num_cat=0 split_feature=16 17 16 17 16 17 16 11 20 17 11 17 16 17 16 20 5 17 split_gain=3.37884 8.55225 12.137 11.9791 12.4298 10.4053 9.36705 12.5272 8.52776 13.8613 8.14699 7.5185 13.381 8.95172 7.97249 9.04824 7.55231 7.14447 threshold=208.79831230874916 53.009764575726997 220.80455188982799 49.170576975670407 225.68940888776459 51.085085643428933 230.00236863624684 0.801381354777157 0.8205286874841331 58.627837650760121 0.67832911489492265 46.669793343449342 229.53112414971935 45.044326173993184 233.12183731241035 0.99816007203986579 34.942176818847663 44.211522978464863 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 -5 -8 9 -3 -11 12 13 -6 -13 16 -16 -14 right_child=1 8 3 6 11 -7 7 -9 -10 10 -12 14 17 -15 15 -17 -18 -19 leaf_value=-0.00026848866120390656 -0.0018729599496237722 -5.7960229073201645e-05 -0.0014475203529172526 0.001715277465684292 -0.0039538124637162626 1.9160461044630875e-05 -0.00090393809369371009 -0.0215796991475973 0.0014637222632063903 0.00063260815986157602 -0.014466781427638565 0.0014847919623598097 4.2305282005234318e-05 -0.00067678984171027452 0.00094917836085399248 -0.0032371322279091631 -0.045476363688385375 0.0013729494851628299 leaf_count=283039 52016 10248 45322 53850 10833 52309 1031 353 66824 464 1038 46334 191784 24169 47 540 95 44636 internal_value=0 0.00135516 -0.000105458 0.0022976 0.000214042 -0.00975669 0.0160195 -0.0652118 0.0110832 -0.013761 -0.103477 0.00241934 0.000396999 -0.0178511 0.0140942 -0.0932384 -0.317855 0.00309863 internal_count=884932 601893 523319 418994 363760 104325 55234 1384 78574 11750 1502 318438 271422 35002 47016 682 142 236420 shrinkage=0.0947291 Tree=89 num_leaves=19 num_cat=0 split_feature=17 27 14 8 21 14 15 21 22 17 29 17 10 22 8 22 29 10 split_gain=3.57991 4.23241 9.01495 13.0317 17.7461 13.9417 11.7972 10.3936 10.1459 9.31184 9.6931 9.17467 13.4492 7.82923 13.8068 8.22381 10.5313 7.84382 threshold=38.069281264726961 7.5000000000000009 27.692588100848614 2888.5000000000005 1.5000000000000002 38.76303474933195 0.49321336148780198 3.5000000000000004 3492.2500000000005 53.7652601903145 2.4429183012640894 59.671776845945331 0.47528152220942171 2482.2500000000005 3629.5000000000005 6428.5000000000009 1.4479936134832356 0.90357396472501617 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 9 -4 11 -6 7 13 -9 10 -2 -5 -13 -7 -15 -16 -17 -18 right_child=1 -3 3 4 5 6 -8 8 -10 -11 -12 12 -14 14 15 16 17 -19 leaf_value=0.00056212665904419197 -0.00048705626552337481 4.0898589600558935e-05 0.0014644696773122123 -0.00051244530306029945 0.0042881668812855007 0.0017207983732921153 -0.0031345190961744899 -0.049780201890093044 0.0016117146974111254 -0.0028892575825146881 -0.016551986175136452 -0.028492372185116837 0.0059303970308009586 -0.031670461343267398 -0.0056734704542220939 -0.0050629235785560637 0.0012002670156630742 -0.038051961237486734 leaf_count=91867 58076 648263 37136 14252 1417 500 5404 111 50 21421 339 105 3398 266 1755 268 56 248 internal_value=0 -0.000660078 -0.00554804 0.00319879 -0.0131618 -0.046684 -0.0617332 -0.109303 -0.357018 -0.0126657 -0.00612574 0.00586023 0.0517116 -0.0964085 -0.118501 -0.0938304 -0.197961 -0.325362 internal_count=884932 793065 144802 64966 27830 10075 8658 3254 161 79836 58415 17755 3503 3093 2593 2327 572 304 shrinkage=0.0947291 Tree=90 num_leaves=19 num_cat=0 split_feature=20 14 26 20 7 18 22 26 28 18 14 5 23 22 32 13 19 4 split_gain=3.69052 6.04443 5.14271 4.76073 4.59374 8.30613 6.91303 5.90085 8.39026 16.8361 7.16298 8.80996 6.61606 6.20261 6.66783 11.1975 7.46518 6.69806 threshold=1.0654389704584701 37.175439711843019 0.72350346768951435 1.0756540064700761 -1.0000000180025095e-35 4.5000000000000009 441.75000000000006 0.74046624702970576 884.25000000000011 2.5000000000000004 21.500677163055492 165.00247955322268 0.42498568155784655 609.25000000000011 1.5000000000000002 20.310796645248264 821.75000000000011 6.0100460052490243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 5 -1 -6 8 13 10 11 -10 -9 -8 15 16 -15 -17 right_child=1 2 3 -5 6 -7 7 12 9 -11 -12 -13 -14 14 -16 17 -18 -19 leaf_value=0.00032885147193400984 -0.00029463293003743982 -0.028172527633803929 -0.027552622852255761 -0.0028549396645890148 -0.0012747510927579287 0.0058959577072122075 0.00029467220354763762 -0.0099401524537191619 -0.002200594502907383 -0.010875743162091663 0.0013668666847158428 0.042904772379372555 -0.00019017394405304025 0.0055196120885406619 -0.00045230200492965864 -0.014005933068874654 0.017886108626718768 0.0019647475103630658 leaf_count=306071 161617 75 71 5164 41225 2424 39440 626 10701 1432 11478 39 267522 4613 7835 238 484 23877 internal_value=0 -0.004201 -0.0373989 -0.0336739 0.00101901 0.00393327 -0.00117637 0.00019827 0.00674848 -0.00971299 -0.00293933 -0.0215013 -0.00224784 0.0118384 0.0211299 0.0280778 0.0706637 0.0190768 internal_count=884932 166927 5310 5235 718005 308495 409510 368285 100137 23650 22218 10740 268148 76487 37047 29212 5097 24115 shrinkage=0.0947291 Tree=91 num_leaves=19 num_cat=0 split_feature=16 22 8 25 26 23 17 16 22 28 17 10 32 16 0 26 16 17 split_gain=3.02566 5.34463 7.13335 5.12371 4.79643 4.60297 4.2827 5.91832 4.34988 7.87275 5.82642 6.55326 7.59128 10.3079 7.20305 6.45398 6.14467 5.30762 threshold=147.12317464036758 1715.7500000000002 624.50000000000011 1416.2500000000002 3.1954626720121362 1.0594215201397605 36.378471612865759 182.95776698033913 3226.5000000000005 25496.750000000004 88.277283648117347 0.78440634779259477 1.5000000000000002 228.5672645855982 48.000000000000007 1.6171225832990541 201.99383232016214 60.862607514340404 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 7 -2 9 -8 11 12 13 14 15 -10 -12 -13 right_child=6 4 3 -5 -6 -7 8 -9 10 -11 16 17 -14 -15 -16 -17 -18 -19 leaf_value=-0.00083807767884754253 0.0028394958413577964 0.0015813882226430904 -0.0035384143701969314 -0.011580989240732269 0.017485695892679062 -0.009205547337522298 1.2804557556818531e-05 0.00035684303571560975 -0.015513223653286896 -0.043684670352397377 0.0023826776007089532 -0.00097094357109838759 0.0013072986267475227 -0.0018275890325724763 -0.0030980161499888996 -0.003245678428681014 0.02135744670531255 0.0041929938517092811 leaf_count=14618 10559 5830 3340 903 161 378 771317 46839 1514 37 1467 17665 2286 4160 1184 516 171 1987 internal_value=0 -0.0108669 -0.0193246 -0.0554216 0.0141796 0.00976026 0.000243613 0.00858822 -0.000353372 0.000113043 -0.0119776 -0.0152211 -0.0365476 -0.0521559 -0.0946919 -0.130846 0.0460636 -0.00473795 internal_count=884932 25230 18861 4243 6369 6208 859702 57398 802304 771354 30950 29312 9660 7374 3214 2030 1638 19652 shrinkage=0.0947291 Tree=92 num_leaves=19 num_cat=0 split_feature=18 18 21 7 5 13 4 19 21 11 22 15 22 15 21 17 9 0 split_gain=3.33661 3.60323 8.48469 8.40945 7.66828 7.87713 8.18173 7.29753 7.27046 6.83466 6.82225 8.7543 6.6814 5.73199 5.68698 8.66977 8.16662 5.68515 threshold=6.5000000000000009 3.5000000000000004 8.5000000000000018 -3.3664604425430293 26.999344825744632 39.749119351778312 30.000001907348636 355.75000000000006 11.500000000000002 0.84491027938608598 1022.2500000000001 0.79174231149833907 829.25000000000011 0.47630758769346798 5.5000000000000009 56.705926881380016 0.970745704551783 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 14 -3 12 -6 -7 8 -5 -10 -9 -12 17 -11 -1 -16 -17 -4 right_child=-2 3 4 7 5 6 -8 10 9 13 11 -13 -14 -15 15 16 -18 -19 leaf_value=0.00011114747442465378 0.0083864740051924746 0.0013416296639425867 0.0035345823400055511 -0.0025499516190896632 -0.00040781895347948255 0.002414745938433448 -0.0062640351232125784 -0.00098630511186598656 -0.0013125024525834797 0.01081231373720693 -0.0060827379007480286 -0.044882988071650691 -0.011030285379256002 -0.022131702292613849 -0.00068549145600687081 -2.0484603821370738e-05 0.0039460717152444797 -0.00060136306563211405 leaf_count=552193 426 13203 16507 1542 35845 18490 1029 39048 284 52 205 70 319 535 181102 13263 7179 3640 internal_value=0 8.82091e-06 0.000528231 -0.00783415 0.010611 0.00449696 0.0206612 -0.0147928 -0.0681726 -0.141208 -0.0115172 -0.168472 0.0271507 -0.202824 -0.000486155 -0.0050328 0.0144889 0.0294242 internal_count=884932 884506 829567 54939 75830 55364 19519 41736 2413 871 39323 275 20466 587 753737 201544 20442 20147 shrinkage=0.0947291 Tree=93 num_leaves=19 num_cat=0 split_feature=21 21 27 24 5 6 0 8 29 6 20 6 22 20 4 28 5 17 split_gain=3.46814 7.41535 3.73209 5.28496 5.0014 4.46418 4.10505 3.65789 3.62927 4.36861 3.69067 3.39064 7.24553 8.5926 6.23435 8.58652 8.89226 6.32455 threshold=18.500000000000004 16.500000000000004 56.500000000000007 31.500000000000004 30.786766052246097 0.48357238606640912 26.000000000000004 432.50000000000006 0.80866695806554323 0.60714285898120357 0.99998934026926489 0.87913163065185762 573.25000000000011 1.5229716373059976 145.541862487793 6555.2500000000009 171.28799438476565 37.384867600440394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 5 4 -4 -3 -5 -2 9 -7 -10 -1 13 -13 -14 16 -16 -18 right_child=7 2 3 6 -6 8 -8 -9 10 -11 -12 12 14 -15 15 -17 17 -19 leaf_value=8.0026869289397473e-05 0.014671951053604054 0.004144722579438943 -0.053291720242202203 0.0091187427766368893 -0.014179930899201304 0.0042516545700537964 -0.025870134590431526 0.00057728195812364533 0.005541594048374769 -0.018624509544065408 -0.0063099148731865047 -0.001486784146973162 0.00022998982703327999 0.005203698289406658 -0.048866665252549998 -0.0027768979015277951 -0.04310522498842953 0.005077561957304624 leaf_count=746265 296 486 50 87 71 96 46 374 303 341 1063 53389 79346 1780 82 736 34 87 internal_value=0 -0.00014618 -0.0540683 -0.169071 -0.320301 -0.041307 -0.0314863 0.0718278 -0.0642351 -0.143558 -0.0388589 9.33853e-06 -0.0045935 -0.0134163 0.00146924 -0.079535 -0.261617 -0.0893221 internal_count=884932 884262 2543 254 121 2289 133 670 1803 437 1366 881719 135454 55169 80285 939 203 121 shrinkage=0.0947291 Tree=94 num_leaves=19 num_cat=0 split_feature=20 27 15 22 12 27 13 15 14 5 20 9 19 16 18 27 13 14 split_gain=2.87295 6.33548 17.6051 6.82344 5.61345 7.88209 6.00966 7.93923 7.17722 7.28796 7.65102 5.56831 5.33784 4.85723 4.82259 6.82641 6.52744 6.44721 threshold=1.0654389704584701 45.500000000000007 0.74271572844801204 525.75000000000011 310.6015510839149 16.500000000000004 71.874953402170476 0.39680696319480507 38.76303474933195 39.387214660644538 1.2904649326347915 0.95140109932408523 3153.5000000000005 213.35056199445191 3.5000000000000004 38.500000000000007 30.940707128399271 34.785742792205021 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 13 -4 6 -6 7 11 14 10 -10 -2 -8 -3 15 -9 -16 -17 right_child=1 2 3 -5 5 -7 12 8 9 -11 -12 -13 -14 -15 16 17 -18 -19 leaf_value=8.496491713571806e-05 -0.0073765808546050601 -0.013001966966174497 -0.0057973306029431675 -0.029698700073846084 -0.0031397655266195449 -0.027395037225896573 0.0031753036562003215 -5.690673974102023e-05 -0.041235820265384859 -0.0040340252614047504 0.0016337033232525682 -0.0011421466759598362 -0.029590325808982298 0.00096463134943256641 -0.0062936234250796251 0.005258998325191013 -0.00091023252477088373 -0.034032958970825374 leaf_count=717983 2374 261 163 313 493 159 5236 131534 99 2129 60 2804 45 1553 2345 2708 14635 38 internal_value=0 -0.0037085 -0.0559448 -0.227111 -0.00298202 -0.095586 -0.00261388 -0.00371803 -0.00241928 -0.0580084 -0.264529 -0.0422309 0.0305725 -0.0110304 -0.00157843 0.000429469 -0.0174571 0.0497763 internal_count=884932 166949 2290 476 164659 652 164007 158726 153548 2288 159 5178 5281 1814 151260 134280 16980 2746 shrinkage=0.0947291 Tree=95 num_leaves=19 num_cat=0 split_feature=16 13 8 4 31 21 7 27 31 11 20 8 6 27 20 13 22 25 split_gain=3.02228 4.75122 7.56125 4.26794 4.20894 3.98391 3.68784 3.68535 3.63297 3.73502 3.76917 7.42328 3.93314 3.59579 8.28833 8.36806 7.51595 7.37729 threshold=178.18263162032255 208.33417853744911 22022.500000000004 10.999999046325685 1.5000000000000002 10.500000000000002 -54.425733566284173 9.5000000000000018 1.5000000000000002 0.79895469114219131 1.0001436368859526 681.50000000000011 0.38461538940995843 14.500000000000002 0.64223583692610253 14.003828219729968 516.25000000000011 1153.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 5 -3 7 -4 -1 9 -5 -11 12 -12 14 -2 -16 -15 -17 right_child=13 2 6 8 -6 -7 -8 -9 -10 10 11 -13 -14 16 15 17 -18 -19 leaf_value=-8.6777113518392345e-05 -0.0010935579247211822 -0.031653181782020499 -0.017541359259673633 -0.0013592106415716344 -0.0081491854821688671 -0.0076111196668970562 0.0079982174521071991 0.0034809006628684276 0.00098977248391203358 -0.00035428547174256084 -0.02200272095841669 -0.005718840747228577 0.0066171878274851543 -0.00092516827515300539 -0.017230483246609234 0.00070633575213148577 8.1834119737288162e-05 -0.00024939125314087123 leaf_count=5176 36029 143 67 50666 131 429 209 5217 10524 22893 44 625 2082 84272 241 248258 315567 102359 internal_value=0 -0.00515723 -0.0978405 -0.00463523 -0.215518 0.014091 0.0189846 0.0179892 -0.00696906 -0.00937113 0.00046267 0.0354359 0.063601 0.000726353 0.00289973 0.00438294 -0.00137663 0.00451098 internal_count=884932 98206 550 97656 274 10822 276 10393 86834 76310 25644 2751 2126 786726 386887 350858 399839 350617 shrinkage=0.0947291 Tree=96 num_leaves=19 num_cat=0 split_feature=1 7 27 19 29 11 27 24 18 6 27 30 29 19 29 6 18 14 split_gain=2.9947 7.93415 16.2941 26.0021 12.8417 7.63414 6.23066 7.36086 5.87653 6.28031 8.35397 7.69961 6.66239 5.59826 5.24238 11.4456 7.4113 16.3534 threshold=506.50000000000006 -89.935623168945298 2.5000000000000004 936.25000000000011 1.6995316546323032 0.85893137035378431 9.5000000000000018 8.5000000000000018 3.5000000000000004 0.52631579123485595 16.500000000000004 1.0000000180025095e-35 0.92602934585631058 876.25000000000011 0.68699178392272087 0.50619335854555103 2.5000000000000004 13.893765646505596 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 -5 -6 14 8 9 11 -11 12 13 -8 16 -16 -1 -18 right_child=1 -3 -4 4 5 -7 7 -9 -10 10 -12 -13 -14 -15 15 -17 17 -19 leaf_value=-0.0008231035118545679 -0.027100238468129013 -7.0572123158904666e-05 -0.00071615936009165372 -0.0024088852180186773 -0.0066159639521264158 -0.061005349279742063 0.0068031657171105757 0.00022420183886565797 -0.0080439230431830194 0.00078854239975248615 0.0071665377661504015 -0.00069538688095105731 -0.0061582750173375901 -0.022521699915538623 -0.0046949702879369058 0.0016420450659506182 0.0025321693481004533 -0.011830860964028815 leaf_count=38747 569 615294 9431 1884 40 55 5924 153903 555 30834 1960 2273 397 59 3008 17082 1230 1687 internal_value=0 -0.00124123 -0.0267302 -0.0976854 -0.043518 -0.402248 0.00280808 0.005569 0.0173026 0.0186713 0.0123482 0.0426352 0.0604402 0.0687643 -0.00595052 0.007318 -0.0123485 -0.0609576 internal_count=884932 627273 11979 2548 1979 95 257659 195905 42002 41447 32794 8653 6380 5983 61754 20090 41664 2917 shrinkage=0.0947291 Tree=97 num_leaves=19 num_cat=0 split_feature=26 8 0 28 23 16 29 14 7 11 26 0 0 22 29 11 4 14 split_gain=3.16625 3.2132 7.43677 7.01747 7.11518 6.00093 5.73916 5.4776 7.91963 6.07998 5.3563 10.4756 7.82222 7.3484 7.42701 15.8676 6.60324 5.17822 threshold=7.0031669297553281 524.50000000000011 17.500000000000004 680.25000000000011 0.7586393491565907 169.91407177075553 0.8519151946343112 12.903815708939772 -88.52166366577147 0.71154042586626864 1.6992282059812347 52.500000000000007 43.000000000000007 54132.000000000007 10.644754080946145 0.68095767195767209 65.984836578369155 52.238037424357735 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 -5 -3 8 -7 -10 12 13 -9 14 -12 16 -16 -8 right_child=-2 3 -4 5 -6 7 17 10 9 -11 11 -13 -14 -15 15 -17 -18 -19 leaf_value=0.0010092096190412437 0.0030469616684747204 0.0012142799106843794 -7.9330503532328979e-05 -0.001518057492429243 -0.00040643051798631914 -0.02930176374185163 -0.0060656428960759812 7.0070849163794238e-05 -0.03064953136641884 0.0043893840543530538 -0.00013202174636716178 -0.0068403713585623678 0.0011337518151950303 -0.031277672129316793 -0.051404939784503383 -0.050188134771470203 0.001653803861337047 0.026985199364998394 leaf_count=83157 3052 1467 174513 18004 278948 136 3964 203894 54 251 25363 2489 89174 69 23 83 248 43 internal_value=0 -9.9931e-05 0.00287103 -0.00132633 -0.0049911 0.0017413 -0.0406954 0.00273535 -0.108637 -0.0191517 0.00288819 -0.0102559 0.00415633 -0.00427579 -0.00340137 -0.147247 -0.0300788 -0.0602873 internal_count=884932 881880 257670 624210 284422 339788 5474 321784 441 305 321343 28275 293068 25786 25717 354 271 4007 shrinkage=0.0947291 Tree=98 num_leaves=19 num_cat=0 split_feature=17 4 7 2 22 12 28 29 11 15 24 16 17 8 27 17 4 30 split_gain=3.29027 4.47551 7.83856 5.53349 4.93579 5.25643 5.60701 5.56044 5.18055 5.10399 5.25938 4.67347 4.88934 6.40593 4.82661 5.31691 10.0556 6.50169 threshold=33.725588154252478 187.11240386962893 -69.398483276367173 1829.4267053701019 22550.000000000004 627.1173157302029 25496.750000000004 0.82650567646504625 0.67560093960956047 0.26919294841046787 1.5000000000000002 201.99383232016214 81.657229130098031 561.50000000000011 36.500000000000007 57.324754097736822 20.999998092651371 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 -4 5 6 11 -7 -9 -10 -11 14 -13 -14 15 16 -2 -18 right_child=1 2 3 -5 -6 7 -8 8 9 10 -12 12 13 -15 -16 -17 17 -19 leaf_value=0.00083280259927481098 -0.00020548761241074055 0.0066314804805681022 -0.012368567114264621 0.0034485474288968258 0.0040167601265206094 0.011343478286957212 -0.028752263754861701 -0.0028493375187141571 0.0018285633416754521 0.00039899590645675663 -0.023137387322170501 8.3541861990432461e-05 -0.010060138292070449 0.0081775373410938046 0.0025205740595210437 0.00035461965944996813 -0.002298491267745601 0.00051334326549302392 leaf_count=40173 97296 384 921 253 2689 204 61 2485 166 112 356 631055 201 1233 4874 49526 44080 8863 internal_value=0 -0.000471274 -0.0540185 -0.0945848 -0.000372333 -0.000509181 -0.000351628 -0.0402027 -0.0506643 -0.13135 -0.184787 -0.000329536 0.00101444 0.0593398 -0.00448344 -0.00524203 -0.0082041 -0.0192947 internal_count=884932 844759 1558 1174 843201 840512 837189 3323 3119 634 468 837128 632489 1434 204639 199765 150239 52943 shrinkage=0.0947291 Tree=99 num_leaves=19 num_cat=0 split_feature=11 27 26 26 30 16 27 4 23 26 4 24 13 27 13 28 8 24 split_gain=2.76412 4.26644 10.694 13.859 3.75238 5.16557 3.70321 19.3844 19.177 10.8058 9.99961 7.79976 7.19927 6.37415 9.0554 6.9796 6.20518 5.74264 threshold=0.93778441446508687 2.5000000000000004 1.6992282059812347 1.8745135892194718 1.0000000180025095e-35 197.06137375344227 22.500000000000004 56.968801498413093 3.9331335934596807 0.6872507428062985 17.439996719360355 33.500000000000007 39.474131778183484 36.500000000000007 81.218817214634683 378.25000000000006 651.50000000000011 19.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 -4 5 -3 -1 9 -9 10 11 17 -11 15 -15 -14 -12 -8 right_child=1 4 3 -5 -6 -7 7 8 -10 12 16 -13 13 14 -16 -17 -18 -19 leaf_value=7.0959856161590025e-05 -0.0012948947484547988 0.009488503841079304 -0.054603062682166206 0.0065413970622887514 -0.0011079416890789815 0.0015236331162777398 0.0010852774888030076 -0.058577058737279412 -0.0027095299423707947 -0.0011457416424561094 0.0043217813558823802 0.022907217296199951 -0.036757678351604588 0.0026144914348990487 -0.039516895874435812 -0.00023465446696962152 -0.024002138462676074 -0.0023014681318589041 leaf_count=664949 2669 757 78 58 4871 21016 14923 102 120 103920 8218 135 47 9515 46 47010 70 6428 internal_value=0 0.0094889 -0.0276074 -0.30114 0.0133943 0.0190074 -0.000364637 -0.00425143 -0.299574 -0.00390694 0.0135901 0.00220809 -0.00715201 0.00192051 0.0254598 -0.0028622 0.0430972 0.000693061 internal_count=884932 29449 2805 136 26644 21773 855483 190534 222 190312 29774 21486 160538 56618 9561 47057 8288 21351 shrinkage=0.0947291 Tree=100 num_leaves=19 num_cat=0 split_feature=5 4 7 4 25 25 28 9 4 29 17 6 9 7 16 17 12 6 split_gain=2.73956 10.1387 9.53153 8.24896 6.72914 6.4157 6.24548 6.04649 4.0943 11.5083 4.39079 4.03415 3.6355 3.5112 3.27067 2.78208 5.32335 9.46384 threshold=304.95614624023443 187.11240386962893 -57.464933395385735 62.003032684326179 12691.250000000002 54202.500000000007 25496.750000000004 0.89468689078883989 230.99998474121097 1.7281507008956816 38.494417229770498 0.35087720294514674 0.66905692059902 -89.935623168945298 222.28346246874108 108.75581829954004 183.85281374238573 0.56116936959345198 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 13 6 -4 12 -2 8 -5 11 -11 -10 -6 -3 -9 -1 17 -17 right_child=3 2 4 7 5 -7 -8 14 9 10 -12 -13 -14 -15 -16 16 -18 -19 leaf_value=-1.1158914365625152e-05 -0.025434775820658454 -0.028238434611051091 0.007289263258476026 0.0025379465100479363 -0.0010930096381240285 0.0099663717583114309 0.0073669334162858426 0.017621568521174226 -0.028454795601766329 -0.048935892225121319 -0.016824691167441234 0.0032881735399122353 -0.029045597840968832 0.005766837123954198 0.0055195651213573909 -0.011321593069696292 0.0062504400243728149 0.0038605039855731382 leaf_count=876115 161 30 82 1375 47 50 77 223 39 58 112 456 374 297 1977 552 1799 1108 internal_value=0 -0.000113385 -0.107397 0.0246837 -0.187427 -0.233454 -0.156472 0.0348523 -0.00436384 -0.068783 -0.29326 0.00831014 -0.273675 0.0279438 0.0712164 -6.04925e-06 0.0282983 -0.012541 internal_count=884932 880454 880 4478 553 471 238 4240 2040 665 170 495 421 327 2200 879574 3459 1660 shrinkage=0.0947291 Tree=101 num_leaves=19 num_cat=0 split_feature=18 28 18 15 21 11 17 27 5 27 28 28 7 28 22 28 11 7 split_gain=2.67815 2.56544 12.9187 16.3329 13.5089 12.2394 11.7975 10.838 8.6021 7.30392 18.5801 8.87985 8.71164 7.19605 6.94824 9.85587 9.22416 6.77002 threshold=6.5000000000000009 957.25000000000011 1.5000000000000002 0.35275463434037163 6.5000000000000009 0.88141160423540588 43.716151180385317 18.500000000000004 43.622829437255866 2.5000000000000004 353.50000000000006 692.25000000000011 -38.659807205200188 485.25000000000006 434.25000000000006 806.25000000000011 0.91355348271030035 -82.84075546264647 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 17 -4 -5 7 -7 8 -6 10 -1 -11 13 -12 15 16 -14 -3 right_child=-2 2 3 4 5 6 -8 -9 -10 11 12 -13 14 -15 -16 -17 -18 -19 leaf_value=0.0085257857830481881 0.0075685089790606041 -0.0017560927024602823 0.0031666643495898445 -0.0027333615815216981 -0.022332540876032515 -0.049384838337510062 -0.013730231712812329 0.0026341010901877117 -0.0020481894062573556 -0.00011944845611726276 0.001805308875363198 0.00060881580635932606 -0.0012971558415051567 -0.014101034003486316 -0.00054174005303709726 -0.03316402322970663 -0.028178780678483319 0.00025717403527287017 leaf_count=1043 419 17131 3967 18180 490 134 220 561 304 502848 316 214261 674 1327 2943 139 138 119837 internal_value=0 -7.10871e-05 -0.00368376 -0.0251593 -0.0368451 -0.121847 -0.287415 -0.0785916 -0.153767 0.000731751 -0.0324334 0.00103607 -0.0554964 -0.116561 -0.0297312 -0.104041 -0.0619208 5.66743e-05 internal_count=884932 884513 160824 23856 19889 1709 354 1355 794 723689 6580 717109 5537 1643 3894 951 812 136968 shrinkage=0.0947291 Tree=102 num_leaves=19 num_cat=0 split_feature=16 17 16 17 16 17 7 12 11 14 15 16 11 14 16 19 17 17 split_gain=2.63699 6.27074 11.6312 7.18159 12.863 6.8312 30.0551 21.304 10.9302 10.2568 9.62096 8.8529 13.1656 6.37669 5.69428 5.56591 5.56589 5.44716 threshold=223.15564623695866 47.598684910932185 228.25539723661487 45.221657603145083 231.71127539573726 53.926361853052867 -17.102727890014645 130.58935777509512 0.829419424019608 17.46424438032194 0.75506493676076802 232.65084427524411 0.7891275516088111 25.308934421826603 234.44518733489602 614.25000000000011 44.211522978464863 45.044326173993184 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 17 4 16 11 -7 8 -8 -10 -11 -3 -13 15 -5 -14 -4 -2 right_child=1 5 3 14 -6 6 7 -9 9 10 -12 12 13 -15 -16 -17 -18 -19 leaf_value=-0.00014216057276801664 -0.0038981393066312743 0.0013398461717280495 -0.0029920647061746626 0.0015172623315025172 0.00031654727283542632 0.0030293184945208058 -0.0092506452459378379 -0.0012915685702450958 0.01271499854572913 -0.04028141587088381 -0.0083812706742264105 -0.00054199941907099203 0.0022233378696809168 -0.013794403048240448 -0.0068946511038018715 -0.052113465816233474 -0.00050693189947109999 -0.00098178005030890203 leaf_count=501799 6822 69395 15883 41247 189900 3223 365 834 46 425 106 851 21 238 735 87 16477 36478 internal_value=0 0.00198323 -2.24789e-05 0.00246696 0.000201223 0.0101434 -0.0255797 -0.130034 -0.233088 -0.318762 -0.358004 0.0126732 -0.072594 -0.237069 0.0144622 -0.438598 -0.0182277 -0.0152145 internal_count=884932 383133 307542 264242 222260 75591 4999 1776 942 577 531 70592 1197 346 41982 108 32360 43300 shrinkage=0.0947291 Tree=103 num_leaves=19 num_cat=0 split_feature=21 21 27 26 13 20 23 27 22 13 10 12 23 22 26 12 8 26 split_gain=2.53352 3.47139 4.08923 4.18549 4.11032 4.66718 8.228 4.75782 4.80676 4.01879 3.95953 6.29647 6.08854 2.82486 2.68121 2.64359 3.0466 2.9923 threshold=19.500000000000004 16.500000000000004 56.500000000000007 0.95893631777200594 22.564826536425226 1.1434838248241204 1.3115041586576244 36.500000000000007 534.75000000000011 26.243358564037255 0.77127108306068004 78.337572106361023 0.79341057183329611 488.25000000000006 0.56093026495887732 97.175144212722032 501.50000000000006 1.1430700678821484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 9 14 10 7 -7 15 -4 12 -12 13 -6 -3 16 -9 -18 right_child=-2 2 3 -5 5 6 -8 8 -10 -11 11 -13 -14 -15 -16 -17 17 -19 leaf_value=4.1085575707874162e-06 0.0095691196868781317 -0.0070660801004692282 0.0072503831067921281 -0.0056256035521709781 0.0012203589199629907 -0.036234168165061136 0.0048141748253952505 0.009261973682055032 -0.032570086281194663 -0.038230923899020927 0.017682810516690479 0.00090253816533047201 0.00038044030052816351 -0.027520803176386218 -0.033300399558099811 0.020082233265365193 -0.035888470690457155 -0.0056301667692146415 leaf_count=881704 248 88 22 206 41 89 260 58 71 84 261 868 593 122 58 34 47 78 internal_value=0 -7.17891e-05 -0.0341448 -0.14247 -0.0214771 -0.0120333 -0.0860348 -0.180418 -0.117968 -0.303934 0.0129741 0.0504783 -0.0430342 -0.214205 -0.18461 -0.0440704 -0.0916456 -0.179536 internal_count=884932 884684 2980 312 2668 2522 637 377 288 106 1885 1129 756 163 146 217 183 125 shrinkage=0.0947291 Tree=104 num_leaves=19 num_cat=0 split_feature=4 4 6 5 23 13 8 21 24 5 6 24 8 5 9 21 4 8 split_gain=2.53973 4.99207 8.22283 6.46343 5.32828 5.74779 10.2712 5.81874 5.08702 4.70335 4.52324 6.37663 8.16164 11.8755 5.30789 5.53751 11.4427 14.7305 threshold=5.043994903564454 11.999999046325685 0.53846154026813298 77.224731445312514 0.98121023385126882 27.382649364221027 339.50000000000006 3.5000000000000004 9.5000000000000018 24.000073432922367 0.51851852472383475 1.5000000000000002 18017.000000000004 171.28799438476565 0.97242439116836599 1.5000000000000002 63.999996185302741 5355.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 7 8 -6 9 -7 14 -12 -13 -14 -3 16 17 -16 right_child=1 10 -4 -5 5 6 -8 -9 -10 -11 11 12 13 -15 15 -17 -18 -19 leaf_value=-0.0013799364432250866 0.0034284221586131599 -0.00075112887189451416 -0.00056170746141266615 -0.015299741222553813 0.0070952096039397939 -0.040168426808472407 0.0044525994760584355 -0.0072026018013896121 0.013543997461756429 -0.011088437740556548 0.001785578669370341 4.9936176930526841e-05 -0.022038490257821529 -0.0027705596411140231 -0.0031043023367305273 0.00098332486680226716 0.005441452095453706 -0.022343078550623223 leaf_count=11869 14846 130576 13789 181 1036 53 654 339 71 856 19115 653739 338 1904 2600 31425 1127 414 internal_value=0 0.000159979 0.012454 0.0265087 0.0284147 -0.00995668 -0.0500493 0.037688 -0.114817 -0.134953 -0.000305117 0.000845213 0.000320581 -0.0599114 -0.00497933 0.00585084 -0.0285227 -0.0606669 internal_count=884932 873063 31825 18036 17855 3009 1634 1375 980 909 841238 675096 655981 2242 166142 35566 4141 3014 shrinkage=0.0947291 end of trees feature importances: Column_16=203 Column_17=140 Column_27=90 Column_29=90 Column_11=78 Column_22=66 Column_28=65 Column_14=64 Column_20=62 Column_9=61 Column_21=60 Column_0=59 Column_4=58 Column_26=58 Column_25=57 Column_7=54 Column_23=50 Column_13=49 Column_1=48 Column_5=48 Column_8=47 Column_30=44 Column_24=43 Column_32=41 Column_12=40 Column_18=38 Column_10=37 Column_6=36 Column_19=30 Column_15=29 Column_2=21 Column_33=16 Column_31=8 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0947291] [num_leaves: 19] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 25034] [feature_fraction: 0.601376] [feature_fraction_seed: 5491] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 26954] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 123] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_27.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:220003] [0:16672.25] [0:1] [0:506] [0:900.36224365234375] [0:1] [-90:90] [1:260258] [0.25714285714285712:1] [0:1] [0.13846153846153847:1] [0:3741.0144648186224] [0:1059.5611181807872] [0:526.92406768985688] [0:1] [0:255] [0:125.69740146356995] [1:8] [50:221674] [1.581202662745284e-05:12.574378718935947] [1:22] [50:221674] [1.581202662745284e-05:39.357798165137616] [1:40] [53.5:221674] [2.0956232907572535e-05:188.28971962616822] [1:67] [76:221674] [2.0956232907572535e-05:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=2056 2093 2089 2091 2099 2092 2100 2088 2113 2112 2097 2105 2108 2114 2119 2126 2109 2130 2130 2122 2117 2119 2122 2123 2117 2105 2119 2120 2102 2122 2130 2109 2104 2095 2091 2101 2089 2085 2112 2120 2083 2112 2098 2090 2109 2084 2074 2095 2086 2119 2115 2122 2124 2097 2118 2111 2087 2089 2107 Tree=0 num_leaves=24 num_cat=0 split_feature=16 20 16 16 20 30 20 17 30 16 16 16 16 30 33 33 30 17 17 29 26 1 30 split_gain=22804.7 5656.89 3121.08 2699.28 1355.6 1329.77 606.55 541.979 483.398 413.319 364.397 310.419 305.145 277.101 132.75 111.495 103.259 99.1237 94.0617 91.5101 82.3362 69.5692 65.7654 threshold=215.38186001115452 0.59349015543090922 195.33707862736662 229.62225957442163 0.66000997008973095 1.0000000180025095e-35 0.61127539194446401 84.370332286587924 1.0000000180025095e-35 223.63665315576148 173.46432557506469 235.92138278066605 204.88618339996484 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 75.560392665193646 46.504425589149491 0.52095643459402918 0.79654695851878954 465.50000000000006 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 8 -2 13 10 -4 14 -8 16 17 -1 -3 -11 -5 -6 -12 -7 -9 -14 -13 right_child=1 3 4 11 12 19 7 20 -10 15 18 22 21 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=0.51095520358751034 0.54355660580540532 0.5431249940780577 0.52412909819797204 0.55656275882216888 0.52696847064037666 0.49519044253484057 0.51030802172220191 0.52315237116875501 0.49931469951872387 0.54994639538863377 0.52856970406093506 0.56271048064893203 0.53094058965884361 0.4959376125050155 0.51908545329368339 0.52567317699960581 0.54715426568308889 0.54305865289734689 0.51837216702008815 0.50820089632791021 0.54112521708511063 0.53634682696171898 0.55503755994854909 leaf_count=20438 6583 130702 10329 122027 57220 12851 56926 2489 12482 120310 7246 97901 21341 15596 1675 1378 9019 2896 64299 5583 6985 86986 8762 internal_value=0 0.135149 -0.191296 0.158746 -0.103128 -0.328722 -0.288218 -0.258041 -0.331907 0.0870837 -0.275062 0.23534 -0.0721461 -0.403745 0.0484125 0.129152 0.202737 -0.129281 -0.227556 -0.466498 -0.0272201 -0.0404393 0.275394 internal_count=882024 516791 365233 491774 191254 25017 173979 137945 22811 254065 128471 237709 168443 36034 132377 121688 131046 60116 71545 18434 9474 108327 106663 shrinkage=1 Tree=1 num_leaves=24 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 17 17 16 29 1 16 29 17 16 14 split_gain=19125.7 5315.54 2409.25 2392.82 1422.82 1128.36 529.122 439.128 368.412 340.419 324.33 259.082 149.498 132.745 111.366 109.075 105.83 91.6898 77.9659 70.0371 69.508 64.6292 57.4157 threshold=214.41813201200478 1.5000000000000002 228.67419127348836 190.84301794949803 1.5000000000000002 0.63619778153458317 1.5000000000000002 84.370332286587924 203.71578616618658 221.61259068987212 234.70016835016835 164.48497852283936 0.59749133656875686 43.798263158346479 75.560392665193646 232.13399754234635 0.56454765608228485 465.50000000000006 240.29045562993056 0.7516836734693878 71.893891949444864 178.90941999258297 19.362592233828867 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 8 16 7 11 14 22 -4 -1 -6 -13 -5 -7 -3 -10 -12 -9 -19 -15 -2 right_child=1 5 10 4 12 15 -8 19 17 -11 18 13 -14 21 -16 -17 -18 20 -20 -21 -22 -23 -24 leaf_value=-0.02796032953837177 -0.0017661381604998202 -0.039506016401658191 0.015054004370414261 -0.012401381293347627 -0.039095573281898242 -0.0088016078136385085 -0.03778094768385417 -0.014671523090054055 -0.0083584880469347068 0.0091253971996097631 0.019671426975725111 -0.010297351861726058 -0.023141221342347432 -0.024363782609343514 0.0024828245372632181 0.0082333038847273599 -0.025980096610016983 -0.0030716028634711471 0.024158717972442543 0.0013223376060262672 0.0094177228468712362 -0.019046142744845271 0.0036026796783331107 leaf_count=47338 17004 14371 126262 72229 10217 7009 16571 2882 25832 136758 86267 9002 7214 28236 3810 4408 5864 78983 41185 6237 3344 39437 91564 internal_value=0 0.119813 0.145018 -0.180981 -0.109871 -0.27758 -0.276758 -0.255783 -0.0840294 0.0743576 0.213341 -0.271357 -0.382944 -0.235443 -0.137368 -0.0262179 -0.419404 -0.0465311 0.248928 -0.0439886 -0.0302217 -0.250618 0.0325494 internal_count=882024 530692 499040 351332 201629 31652 149703 133132 184198 245326 253714 124013 17431 76675 76039 11417 20235 108159 127452 9119 82327 67673 108568 shrinkage=0.0848497 Tree=2 num_leaves=24 num_cat=0 split_feature=16 33 16 16 33 23 26 16 16 17 16 31 12 26 31 26 31 16 23 31 23 31 23 split_gain=16024.1 4055.43 2248.86 1847.34 690.786 366.127 356.376 345.684 325.384 310.931 255.836 213.77 192.776 147.214 117.399 114.237 102.96 101.821 99.6218 98.3376 96.8818 96.8348 96.5341 threshold=213.68039895710351 2.5000000000000004 227.40265819894219 190.06671738505096 2.5000000000000004 0.59421127586495781 0.6017920250485177 233.06552972490729 202.02884150030249 91.117871759454559 220.88444110248065 1.5000000000000002 42.745689014324235 0.70410305097005876 1.5000000000000002 0.64544196208774951 1.5000000000000002 169.72713460712416 0.62792986632484904 1.5000000000000002 0.7774184327443795 1.5000000000000002 0.7774184327443795 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 8 -3 11 19 15 17 22 -1 -9 21 -12 -5 -14 -8 -16 -4 -18 -10 -2 right_child=1 5 7 4 -6 -7 9 12 13 -11 14 -13 16 -15 18 -17 20 -19 -20 -21 -22 -23 -24 leaf_value=-0.023977421014264335 -0.0046649427019612071 -0.036198909776712626 0.01282900241478706 -0.018820449823518989 -0.03305270880121957 -0.012168300926990115 -0.023216934073387967 -0.038422827197434034 -0.0090358772631064822 -0.0007473581517696531 0.0078222668953720018 -0.03624413711034985 0.018859722885136709 -0.0037238645356563924 -0.024668580565989379 -0.010638455086593798 -0.011242644877713788 -0.017162910692668981 0.0015409718200162651 0.0035539348570255828 0.013335393033743677 -0.024642172810608383 0.002414592425942498 leaf_count=43920 16322 13471 112870 15811 8231 6904 34326 433 18019 6751 113589 13333 152132 94407 1153 55096 1297 47926 11053 8877 10520 3403 92180 internal_value=0 0.106996 0.12413 -0.169755 -0.106027 -0.330658 -0.254708 0.183615 -0.0935303 -0.215117 0.0514863 -0.316254 0.213528 -0.06087 0.0821754 -0.146882 0.215288 -0.23205 -0.0110175 0.143226 0.125372 -0.135711 0.0159059 internal_count=882024 540801 520426 341223 194967 20375 146256 286129 186736 89003 234297 57253 164382 115829 125795 70907 163949 82252 12206 121747 11817 21422 108502 shrinkage=0.0848497 Tree=3 num_leaves=24 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 26 17 16 29 16 17 16 23 14 split_gain=13411.8 3688.15 1863.97 1564.59 997.658 813.273 540.897 352.071 327.088 274.042 181.01 172.906 106.239 91.8071 81.8433 81.7603 77.7666 73.9423 62.1414 85.1157 61.5306 57.9463 53.3375 threshold=215.38186001115452 1.5000000000000002 197.6616507840848 230.07902504194371 1.5000000000000002 0.64414252498364666 1.5000000000000002 84.370332286587924 173.46432557506469 223.63665315576148 237.72595441346428 208.81566114204756 0.72093942457946503 47.381734811844716 0.7822427854565287 75.560392665193646 234.54792259993275 0.53068206881441837 155.167349726776 40.481988673622823 188.68906434633155 0.53772067536435875 19.362592233828867 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 17 7 8 18 22 -5 15 -6 -10 -9 -4 -7 -3 -1 -20 -15 -8 -2 right_child=1 5 4 10 12 16 21 14 13 -11 -12 -13 -14 20 -16 -17 -18 -19 19 -21 -22 -23 -24 leaf_value=-0.025107916159622747 -0.00066859944066583799 -0.03377574109324176 -0.0073985070272993125 0.014116784760612799 -0.030789605869179722 -0.0060004694381160031 -0.034308771128304015 -0.013142565063523799 -0.0067952158016933604 0.0089122123635976842 0.019245131770878401 -0.001318433137590143 -0.01286759780699707 -0.017708008940959141 0.003309557955174779 0.0059873953991837767 0.0095003924610642318 -0.022738613816432329 -0.012278254638014231 -0.022031150201891805 -0.0129938216029673 -0.02424270179982058 0.0041376480587391826 leaf_count=29605 19512 13114 82693 149922 11916 7429 14430 3105 10182 130418 74012 76239 2976 39871 7283 3421 3395 6554 8218 29816 39862 5761 112290 internal_value=0 0.103802 -0.14653 0.124962 -0.0729441 -0.233565 -0.215857 -0.197265 -0.209022 0.0725364 0.18635 -0.050222 -0.320662 -0.169503 -0.0189514 -0.0809282 -0.0134184 -0.354719 -0.261555 -0.234813 -0.180922 -0.370498 0.0403788 internal_count=882024 516646 365378 486154 177245 30492 188133 167942 157554 262220 223934 162353 14892 89915 10388 86114 10824 19668 67639 38034 79733 20191 131802 shrinkage=0.0848497 Tree=4 num_leaves=24 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 0 0 12 26 12 17 29 29 29 12 split_gain=11269.4 2924.69 1785.42 1152.55 947.983 667.691 476.06 294.534 294.426 210.592 163.092 133.925 104.16 99.3366 74.5218 69.5555 67.6208 62.0859 60.0137 59.0678 52.2726 51.4498 50.0043 threshold=216.75890593306289 1.5000000000000002 198.72517922211043 230.6964989807241 1.5000000000000002 0.64414252498364666 1.5000000000000002 84.370332286587924 177.9117226264041 224.82084035186227 208.81566114204756 238.40450164681374 0.62911374489243344 43.000000000000007 35.000000000000007 88.387824638055193 0.7822427854565287 91.994426355853406 75.560392665193646 0.4912407100690131 0.51135684805039661 0.7067982812178677 73.574116139070426 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 19 7 8 13 21 15 -5 -6 -1 -10 -4 -9 -7 -17 -3 -8 -2 -12 right_child=1 5 4 11 12 17 20 16 14 -11 22 -13 -14 -15 -16 18 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.017377510193823279 -0.00066556137472773209 -0.031159512900640486 -0.0091324782667349495 0.013323822743973247 -0.030274259897745487 -0.015261124355055715 -0.031732728748816739 -0.011838123778358068 -0.0097332763992535043 0.008833904237539698 -0.0065942617850228806 0.017980352601125543 -0.016227296935335013 -0.02356215544559984 -0.014801078663097683 -0.0047539846223822587 0.0029933568885150089 0.0023857162200673038 0.0081465292190551607 -0.021234397969839464 -0.02274489374976962 0.0045568412571183698 -0.00019195289826105452 leaf_count=49456 15312 11560 31777 146523 9765 1721 13792 3149 37983 121297 9790 63842 6222 30063 46422 45040 7447 8648 2755 6890 7035 120163 85372 internal_value=0 0.0997322 -0.128111 0.118806 -0.0592869 -0.209441 -0.195306 -0.178252 -0.188697 0.0738466 -0.0379616 0.173683 -0.292368 -0.23236 -0.147561 -0.0713718 -0.0166692 -0.00640223 -0.0472644 -0.323549 -0.338207 0.0467483 -0.0100248 internal_count=882024 495956 386068 467137 190721 28819 195347 174520 163924 256772 174734 210365 15987 79519 84405 79572 10596 10369 47795 18450 20827 135475 95162 shrinkage=0.0848497 Tree=5 num_leaves=24 num_cat=0 split_feature=16 32 16 29 20 16 32 16 16 0 16 16 32 9 16 0 16 1 16 16 14 20 9 split_gain=9442.13 2738.69 1284.14 1125.65 588.271 575.153 403.977 230.008 192.529 186.137 146.291 96.7094 91.1901 89.4415 58.7965 55.6912 55.5961 50.6937 49.557 47.8488 44.3458 43.4014 41.9698 threshold=213.68039895710351 1.5000000000000002 227.40265819894219 0.64286327196057769 0.57397300765648218 197.6616507840848 1.5000000000000002 234.70016835016835 177.9117226264041 40.500000000000007 220.1273940929959 231.64723284845238 1.5000000000000002 0.93414059494963808 208.81566114204756 29.500000000000004 243.36300419940224 465.50000000000006 185.51595400064789 201.61136984981715 20.264610331087408 0.76494875200054491 0.93782592598015746 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 -3 9 8 -4 15 17 -2 21 14 -11 -7 -1 -9 -5 -15 -10 -12 -6 -19 right_child=1 4 7 5 11 12 -8 16 19 13 20 -13 -14 18 -16 -17 -18 22 -20 -21 -22 -23 -24 leaf_value=-0.016359277748448572 0.0011830128267608852 -0.026575873239242851 0.010127167234753688 -0.012252302113636114 -0.015641186613072254 -0.0048393982527168552 -0.028111173184659031 0.0142811542594853 -0.013700493347592203 -0.022932407647171738 0.0022601536644911218 0.0058660797348731369 -0.015088117052283792 -0.016635842960341089 -0.00098090339104426618 -0.022574641536379083 0.019308032848276029 -0.011456083427291224 -0.01107069509438029 -0.0078486601252204784 0.0062650665938187855 -0.0033611496871342578 -0.0048950008159456696 leaf_count=19835 92838 18962 152432 18194 3821 71911 23316 108688 26934 9934 24217 5080 4932 24890 47026 21771 18542 9739 21446 16057 111798 4527 25134 internal_value=0 0.082138 0.100096 -0.130314 -0.199802 -0.0912379 -0.214761 0.145555 -0.18264 -0.144097 0.0445452 -0.0396548 -0.0445801 -0.184166 -0.039055 -0.231133 0.176945 -0.10161 -0.165706 -0.135709 0.0654334 -0.105857 -0.0792851 internal_count=882024 540905 508515 341119 32390 233206 107913 279662 84597 109337 228853 13428 123869 56270 118937 41606 127230 53067 46336 42991 136015 8348 34873 shrinkage=0.0848497 Tree=6 num_leaves=24 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 1 20 16 2 11 12 2 5 14 14 2 20 29 split_gain=7926.33 1957.57 1358.44 763.438 734.527 477.614 344.119 194.461 139.819 126.684 111.285 85.0308 82.3057 72.6998 61.6962 56.29 56.0794 43.5158 42.8386 41.4247 38.8811 37.9471 37.7079 threshold=217.64821331233728 1.5000000000000002 198.72517922211043 231.33075833616795 1.5000000000000002 0.61127539194446401 1.5000000000000002 173.46432557506469 224.82084035186227 208.81566114204756 2419.5000000000005 0.71443795350648986 239.17376970855233 13.324808184143224 0.86668193617346179 88.387824638055193 34.962613556953187 28.00000095367432 20.264610331087408 52.795681317489901 12.186342592592593 0.53450491145718237 0.6889558287589409 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 19 7 10 22 15 14 -6 -5 -9 20 -4 -7 -11 -10 -3 -1 -8 -2 right_child=1 5 4 12 11 16 21 13 18 17 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.018835735195980155 -0.0008760021730452826 -0.024467417526548546 -0.0078169550180908036 0.011563497356175628 -0.023945662043426994 -0.0089683941508781652 -0.026345261260779088 -0.012061324440395401 0.0038345743844642728 -0.0031109424566809368 -0.00146934927308564 -0.0091858289505096832 0.015452132982674806 -0.0073790462230150095 -0.0075678014050068578 -0.0032079485905977842 0.0037710764004260356 0.00056215360687440796 0.0081234689461996551 -0.0042069392173810487 -0.014434490943266107 -0.018121010408013668 0.0040384420522887737 leaf_count=44120 12519 16046 31728 143177 13496 3849 15417 61018 19630 33767 3629 3549 53953 39218 4947 47846 7034 74352 114943 761 21489 5473 110063 internal_value=0 0.0862698 -0.104148 0.102004 -0.0472327 -0.171867 -0.16381 -0.149284 0.0661116 -0.0291826 -0.188096 -0.245993 0.148825 -0.120558 -0.19688 -0.0594659 -0.00865652 -0.00689458 0.0883663 -0.27755 -0.205 -0.285099 0.0416801 internal_count=882024 481975 400049 454285 204738 27690 195311 174421 257155 187693 74185 17045 197130 100236 70556 79574 10883 108119 134573 16807 65609 20890 122582 shrinkage=0.0848497 Tree=7 num_leaves=24 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 16 16 17 9 32 16 1 16 16 10 21 16 17 16 split_gain=6628.31 1984.46 972.526 767.335 426.631 349.748 261.938 184.336 166.956 123.7 102.123 87.8174 81.1498 59.9184 58.521 55.3202 53.9493 45.1699 50.1364 43.902 42.1674 52.5779 40.8686 threshold=212.61737616099074 1.5000000000000002 226.77219653449166 0.6361078529292632 0.66000997008973095 194.11577834516879 1.5000000000000002 234.02187400318982 79.57542556765857 164.48497852283936 220.1273940929959 71.893891949444864 0.89213795666969287 1.5000000000000002 228.52847785402375 361.50000000000006 203.71578616618658 244.80864287320833 0.98779337399891143 1.5000000000000002 200.24449062034168 42.524958586853259 168.47523872973576 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 15 8 9 -4 12 -1 -2 13 -5 16 -6 -3 -7 -9 -19 -10 21 -11 -14 right_child=1 4 7 5 14 11 -8 17 19 20 -12 -13 22 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 leaf_value=-0.018007298354103661 0.00086034246856895745 -0.024637064915674616 0.00813319282876202 -0.020241306390576523 -0.0070256786455966591 -0.0062650882256805969 -0.023677774199711427 0.011929752841328562 0.01438977865405004 -0.0029039810702305839 0.0044575209951946424 0.00602402979323875 -0.014008679390163805 -0.013414261828443364 0.005263800918856601 -0.016096740094470187 -0.0025342752793602388 0.018038015456331821 -0.026957958617900908 -0.0021938851567900506 -0.0073230215470839483 -0.013557973859078766 -0.0097641411656099811 leaf_count=27290 105632 13072 152036 7543 5482 45780 22596 128586 1351 3692 122961 6132 23239 5068 5680 9378 71467 11871 181 7697 15868 34476 54946 internal_value=0 0.0666324 0.0818182 -0.11283 -0.168875 -0.0797845 -0.18381 0.119992 -0.125865 -0.157346 0.0329439 -0.0457832 -0.139501 -0.0516377 -0.00909772 -0.248316 -0.0470361 0.146085 0.204624 0.00332707 -0.12963 -0.147642 -0.129944 internal_count=882024 554879 521267 327145 33612 223223 103922 292674 94776 81326 228593 128447 85728 122315 11162 22450 117247 140638 12052 9048 54036 38168 78185 shrinkage=0.0848497 Tree=8 num_leaves=24 num_cat=0 split_feature=26 17 32 14 11 9 30 12 2 17 20 8 11 25 2 20 12 10 2 32 11 25 11 split_gain=3760.08 1655.01 843.922 330.762 309.666 194.26 183.172 183.028 174.915 143.06 101.817 92.308 83.6575 75.2044 69.0413 67.1682 63.5355 54.8503 49.16 44.2028 43.5602 42.7403 39.5367 threshold=0.73291431731329448 48.758618805994104 1.5000000000000002 20.264610331087408 0.8571718342509419 0.93782592598015746 1.0000000180025095e-35 75.13046532517447 17.383797054009822 44.187370822332866 0.72747509338047867 622.50000000000011 0.83546358198451809 1372.2500000000002 15.30860805860806 0.53450491145718237 100.68376618407358 0.88872865418802327 9.3263087843833201 1.5000000000000002 0.87361265089923645 19251.500000000004 0.65845556664956606 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 7 17 9 18 11 16 -8 -7 -2 -6 -9 -4 -5 -3 -1 22 -13 -19 -10 right_child=1 5 15 6 13 8 10 14 19 -11 -12 20 -14 -15 -16 -17 -18 21 -20 -21 -22 -23 -24 leaf_value=-0.014540490187942153 -0.0047056131980095124 -0.0044455185500062982 -0.022139626693321857 0.0070377796042873468 -0.0025383372880639563 -0.0042540992268056584 -0.01176210550484974 -0.0084198436405745047 0.0065097500422642814 0.0063385429618686472 0.0034234035732620539 -0.0011523536290027451 0.0031596185914345948 0.0076058769863360191 -0.0018339076886207699 -0.013820088753092239 0.011062701655408106 -0.011490828879434799 -0.0094444126517427823 -0.0091509662546117726 0.0039476653809236047 0.016120579708832454 0.001714192195230938 leaf_count=39792 17699 29437 36816 36235 33668 83840 3601 28411 14259 122072 27112 79150 21640 6236 19207 8623 127906 14705 20727 2462 14224 415 93787 internal_value=0 0.0346698 -0.123111 0.0820176 -0.0865217 -0.0160959 0.0927526 -0.114305 -0.00658085 0.100628 0.0193631 -0.0260512 -0.00446703 -0.0112322 -0.0679244 -0.24232 0.119908 -0.0775384 -0.150798 0.0246425 -0.00442487 -0.126494 0.0276615 internal_count=882024 688544 193480 356265 148041 332279 316926 108137 287722 286213 30713 177214 39339 39904 47618 45439 164141 44557 60519 110508 93374 15120 108046 shrinkage=0.0848497 Tree=9 num_leaves=24 num_cat=0 split_feature=16 32 16 16 20 32 16 32 2 16 13 16 1 29 20 16 16 16 10 29 24 19 30 split_gain=5055.26 1450.34 741.561 515.16 311.596 288.469 129.044 116.172 96.3488 93.0911 74.8321 66.1601 53.5011 49.7887 43.6399 43.3537 42.8639 35.6509 33.3872 32.9025 28.9037 26.3643 28.2842 threshold=211.50880959961793 1.5000000000000002 226.93373341052822 189.37797707897968 0.70192512848538857 1.5000000000000002 232.91016439146969 1.5000000000000002 25.809017223910846 218.92443319609725 30.567978267490879 164.48497852283936 680.50000000000011 1.5126447962789036 0.73348537112459489 240.94331411045599 228.36229432636452 103.06805536568696 0.98779337399891143 0.62911374489243344 15.500000000000002 589.75000000000011 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 12 10 -4 8 11 21 -5 17 -3 20 -7 -8 -6 -1 -17 -11 -12 -2 -23 right_child=1 4 6 5 16 14 15 -9 -10 19 13 -13 -14 -15 -16 18 -18 -19 -20 -21 -22 22 -24 leaf_value=-0.0047675269845857925 -0.0012357090098545809 -0.019592445108550544 0.0067193997485910789 -0.0068752050263915484 -0.0051382848524337346 -0.018885706302856634 0.0096145245760873976 -0.019252610478678767 -0.0058768398065433139 -0.00082707535521123025 -0.0030652052472133536 -0.010764365722827383 -0.010608455723129144 -0.00863515892502917 -0.0070455104090446797 0.01330184404615614 0.0058969286784601987 -0.015575629718965305 -0.0086103915041531535 0.0041397502382357048 0.00096827632022872397 0.0022796135424903944 -0.0033691677952286344 leaf_count=2317 40900 18054 125706 56563 4991 12289 128860 15887 18390 10337 72909 63884 6487 10139 2741 34454 5148 42501 508 135084 15512 51070 7293 internal_value=0 0.0561767 0.0690415 -0.102033 -0.141993 -0.0648518 0.103293 -0.146281 -0.136203 0.0285132 -0.0520352 -0.147528 -0.20292 -0.0353964 -0.19713 0.121786 0.00547746 -0.176982 0.153017 0.0446282 -0.0277856 0.00490452 0.0185474 internal_count=882024 568892 534212 313132 34680 170153 289528 142979 127092 244684 155123 108702 24541 98560 15030 163822 10139 44818 34962 145421 88421 99263 58363 shrinkage=0.0848497 Tree=10 num_leaves=24 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 17 16 0 16 26 32 12 17 12 17 0 0 13 17 split_gain=4230.25 1181.95 576.497 485.341 268.745 262.343 164.49 97.493 92.4722 88.5548 82.4661 81.6481 74.5085 71.2985 63.6457 60.3431 42.7222 40.4807 34.7301 33.6002 33.218 31.3921 30.829 threshold=212.61737616099074 1.5000000000000002 228.67419127348836 190.06671738505096 0.56468052738336727 1.5000000000000002 91.117871759454559 221.4427695221774 155.167349726776 71.893891949444864 236.48745353722475 35.000000000000007 203.71578616618658 0.93315212829832983 1.5000000000000002 109.36143571373727 36.386571985823672 81.816756826189717 48.758618805994104 33.000000000000007 29.500000000000004 28.05498071690133 51.042837809466768 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 -3 9 8 19 -1 12 20 14 18 -8 16 -6 -10 -7 -5 -2 -4 -11 -21 right_child=1 4 10 5 15 17 13 -9 11 21 -12 -13 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 -24 leaf_value=-0.015803047370541806 0.0024000869949704988 -0.017417117428283814 0.0080193472101598787 0.00067672495288644983 -0.0088884388944217487 -0.019311094514359799 -0.0078115607820236901 0.0043009525827647022 0.0014163338082083452 -0.014670719211533286 0.010391280062795036 -0.013083086812182078 -0.0024013203353713229 0.0071546836967195252 -0.017592176308865087 0.002434279431934899 -0.0080804066261809908 -0.010737790867201802 -0.00659208131902246 -0.0032173020246540332 0.0053389688248675939 0.0066992178403455834 0.00089189803740491664 leaf_count=34868 65525 19394 112145 5078 5607 8151 4560 139886 3717 532 94082 52341 82894 4607 4782 8565 41345 7721 69533 18855 47339 7096 43401 internal_value=0 0.0531048 0.0648177 -0.0902567 -0.128781 -0.0556421 -0.133106 0.0324486 -0.14178 -0.0438392 0.0989869 -0.126607 -0.0489354 -0.00341866 -0.0976404 -0.0241065 -0.0859998 -0.17844 -0.0718608 0.0124802 0.0851357 0.0613887 -0.00415587 internal_count=882024 554799 521233 327225 33566 181005 146220 267667 137053 165133 253566 102185 157505 9167 49844 14172 45062 15872 74611 127781 159484 7628 62256 shrinkage=0.0848497 Tree=11 num_leaves=24 num_cat=0 split_feature=29 0 32 17 11 11 0 12 0 1 1 1 20 1 9 9 1 12 1 20 20 17 17 split_gain=2330 997.594 551.638 385.511 225.813 181.598 152.634 114.128 106.255 104.093 79.4901 75.2238 70.1757 66.9006 65.5838 59.0971 60.229 54.8274 54.6375 47.6146 39.7465 44.6681 45.5078 threshold=0.7516836734693878 40.500000000000007 1.5000000000000002 46.579688709573354 0.86668193617346179 0.84617029442403646 33.000000000000007 75.574116139070426 49.500000000000007 587.50000000000011 449.50000000000006 498.50000000000006 0.54533330725364937 575.50000000000011 0.90808311486154358 0.93414059494963808 3751.5000000000005 104.92640687119287 677.50000000000011 0.55536609101076284 0.70827757479386466 79.57542556765857 51.542302388254306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 6 8 7 -1 13 -2 -8 -5 -11 -3 -13 16 -10 -6 -7 -4 -16 22 -22 right_child=1 5 19 11 17 18 10 -9 15 12 -12 14 -14 -15 20 -17 -18 -19 -20 -21 21 -23 -24 leaf_value=-0.0075610093257830304 0.0033608446541537104 -0.0074164539086260051 -0.017293923536710498 -0.0010830407393640877 -0.0011722133555709421 -0.0018856851222100275 -0.013250194946956012 -0.0010360153963347189 -0.016599069462428274 -0.011176918344630806 -0.0064568787438373356 -0.0026277910931527719 0.008005253159572432 -0.0010780841514632328 -0.0071326529175529119 -0.00575674306630501 -0.0034883252854541282 0.0076091922392554547 0.0031883621058069632 -0.010058151571935467 0.0043935030695639058 0.010510543141823606 0.0015342162516146104 leaf_count=45342 45644 14886 37047 42537 33410 25606 32774 33600 8098 1383 19949 14441 191202 61599 2579 44787 3664 6045 37882 7953 97081 6268 68247 internal_value=0 0.0292721 -0.090227 0.0543166 -0.0643189 -0.0305455 -0.0842046 -0.0563795 -0.0515453 0.0825464 -0.125867 0.0252227 0.0927228 -0.0272446 0.0337895 -0.084413 -0.147495 0.00204135 0.0134579 -0.188747 0.0391588 0.0410108 0.0378693 internal_count=882024 665904 216120 469382 171120 196522 131665 78942 133034 238229 52723 231153 192585 76485 188616 56549 11762 39455 63488 45000 174175 171596 165328 shrinkage=0.0848497 Tree=12 num_leaves=24 num_cat=0 split_feature=16 32 16 16 20 20 17 16 17 16 16 0 32 26 14 8 0 30 32 17 16 10 17 split_gain=3164.25 868.379 445.942 334.793 192.484 183.271 121.663 98.9715 76.7768 63.7377 60.2839 51.3555 51.2208 50.1225 46.2897 46.1557 43.8243 50.3222 37.6151 36.6733 35.7453 36.3375 34.8464 threshold=211.50880959961793 1.5000000000000002 225.80971142858624 185.51595400064789 0.76494875200054491 0.67476004495127218 91.117871759454559 232.60043859649127 75.560392665193646 202.02884150030249 147.37875229859353 40.500000000000007 1.5000000000000002 0.93315212829832983 19.766415898708569 398.50000000000006 35.000000000000007 1.0000000180025095e-35 1.5000000000000002 35.83560430356831 245.89702695315566 0.98779337399891143 48.758618805994104 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 14 6 15 12 10 -4 9 22 -1 18 -5 -8 -2 -3 -16 -18 19 -12 -9 -22 -7 right_child=1 4 7 5 -6 8 13 20 -10 -11 11 -13 -14 -15 16 -17 17 -19 -20 -21 21 -23 -24 leaf_value=-0.014938220191886249 -0.00095919439397781491 -0.016096512531992953 0.0050327859859795763 -0.0074995432622142304 0.0019441179099079248 0.0005474615160446642 -0.0068782114469462382 0.0077816074743950608 0.0053030609578856198 -0.0021993663439617171 -0.0010176813711343406 -0.012268786175946027 -0.014874365176387001 0.0060611117485138109 0.0034853812260653839 -0.0089647871222649812 0.0014732440146453969 -0.0060811837734461444 -0.015283007032311601 -0.0083983548663324626 0.013976207067556985 -0.036008701630308775 -0.0062131801072654053 leaf_count=22077 38560 14163 141962 14241 8405 5973 4373 161498 6866 79321 5455 41312 12942 4250 99080 12128 77589 6914 5027 43475 8588 106 67719 internal_value=0 0.044484 0.0544392 -0.0806942 -0.10882 -0.0538572 -0.120547 0.0788105 -0.0409508 -0.0455928 -0.128971 -0.11806 -0.129768 -0.0059026 0.0201927 -0.150933 0.0268084 0.0100783 -0.0977445 -0.0892815 0.095073 0.157535 -0.0667675 internal_count=882024 568993 534297 313031 34696 187062 125969 312154 159879 153013 117346 95269 27183 8623 222143 26291 183583 84503 53957 48930 170192 8694 73692 shrinkage=0.0848497 Tree=13 num_leaves=24 num_cat=0 split_feature=16 32 16 16 32 20 17 16 16 32 17 0 20 16 14 30 16 16 17 12 0 17 1 split_gain=2652.22 616.9 458.973 251.828 222.635 157.553 112.566 91.3585 59.0809 56.3551 71.1057 47.6473 44.3643 43.6813 41.0163 41.5215 37.4267 37.2838 32.5907 31.2245 29.179 28.716 27.0074 threshold=216.75890593306289 1.5000000000000002 195.33707862736662 231.33075833616795 1.5000000000000002 0.55536609101076284 84.370332286587924 161.67564935064937 207.13018732960839 1.5000000000000002 45.116640638205887 33.000000000000007 0.71443795350648986 235.20121958700909 21.451831585076231 1.0000000180025095e-35 239.69493117453229 179.89849647392882 79.57542556765857 95.855339059327392 37.500000000000007 54.584658589584144 487.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 8 -3 7 -1 18 10 -9 22 -8 -7 -13 -16 -5 -12 -4 -6 -14 -10 -2 right_child=1 5 4 16 19 13 12 9 21 -11 17 14 20 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.012210858711280867 0.0019650574168542235 -0.013531737190220383 -0.003811712109899279 0.0064919020684190126 -0.014270687353821462 -0.0040015219859344158 -0.009541996856040182 -0.001669238341537139 -0.0014609786844418122 -0.013525507017076775 -0.010361806064931256 -0.0019850089318070403 0.0061899415802339035 0.0070580548793575089 0.0029965875859487593 -0.0046032536858943117 0.0092217886507353249 -0.0067543352044800199 0.0056575735335534462 -0.0068773600468536823 -0.0039446008792595362 0.0014445828554646503 0.0046031749388069998 leaf_count=47579 35439 16074 80198 149514 11625 9156 2929 14535 74852 11130 32468 17767 5628 3575 79102 5538 47690 56552 2705 6364 3213 36396 131995 internal_value=0 0.048369 -0.0621605 0.0571286 -0.0309351 -0.0936602 -0.100223 -0.107072 -0.0210741 -0.0917892 -0.0845218 0.0372779 -0.00579316 -0.0105584 0.0202867 0.029456 0.0842911 -0.0951102 -0.0412817 -0.137362 0.0295445 -0.00601525 0.0476701 internal_count=882024 495850 386174 467045 212140 28805 174034 162264 194151 114685 103555 269841 11770 12731 102407 84640 197204 89020 82903 17989 8841 111248 167434 shrinkage=0.0848497 Tree=14 num_leaves=24 num_cat=0 split_feature=16 20 16 26 30 16 0 16 17 32 0 30 19 17 30 9 29 26 4 14 0 0 12 split_gain=2231.73 624.12 326.148 243.025 148.765 126.341 86.0281 76.2724 66.9902 63.5474 53.1664 45.8138 45.8489 44.2678 36.0791 34.7392 34.0167 32.7057 30.2726 27.6269 27.1859 26.8976 25.7685 threshold=211.50880959961793 0.65269791178392944 225.80971142858624 0.63150772851014902 1.5000000000000002 192.16868234282029 43.000000000000007 236.30316007535362 91.117871759454559 1.5000000000000002 29.500000000000004 1.0000000180025095e-35 577.75000000000011 79.57542556765857 1.0000000180025095e-35 0.93414059494963808 1.8122498550570869 1.9888375103027942 6.0100460052490243 18.933135695916601 33.000000000000007 29.500000000000004 39.710155108391497 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 9 18 6 8 14 -5 10 -1 12 20 17 19 -8 -13 -7 -2 -4 22 -21 -3 right_child=1 2 7 5 -6 13 15 -9 -10 -11 -12 16 -14 -15 -16 -17 -18 -19 -20 21 -22 -23 -24 leaf_value=-0.0059011261658987084 -0.016115235680069905 -0.027677911656127173 0.00089396171053478116 -0.0052443351739716818 -0.01255543663633556 -0.0025262151556996047 -0.014325096613623104 0.0075711782393187545 0.0051171394480402687 -0.013358155290371099 -0.010505813175953895 -0.00073020120494510829 0.0027990538083506066 0.0064535353204655073 0.00085444861133861781 -0.0082069107969116213 -0.0094449113697182112 -0.011301492659625616 -0.00030145290674519202 0.0060155447116530579 -0.0021838667038632849 0.0038813105683238552 0.0014291721385842301 leaf_count=37007 931 220 10929 44717 20236 119575 8309 99458 4994 21974 35246 20930 122843 3881 16006 34112 3812 3138 13642 123687 24642 64780 46955 internal_value=0 0.0372474 0.0457005 -0.0678855 -0.0924951 -0.0495951 -0.0777675 0.0663255 -0.0495395 -0.110342 -0.096021 0.0161021 0.0212539 -0.0290919 0.0557495 -0.110846 -0.02443 -0.0324175 -0.0154593 0.0594163 0.00118202 0.0622508 0.0152438 internal_count=882024 569071 534262 312953 34809 218726 92132 314860 49711 94227 72253 219402 194660 126594 215402 42421 24742 122713 14573 199396 71817 188467 47175 shrinkage=0.0848497 Tree=15 num_leaves=24 num_cat=0 split_feature=29 17 32 1 11 9 30 11 13 13 29 17 22 2 10 2 17 25 20 2 29 14 15 split_gain=1235.56 491.781 245.527 127.231 126.384 102.058 100.078 80.1472 71.9011 48.0104 40.475 39.4401 36.8934 36.0304 35.954 32.1219 30.9033 29.9744 27.0373 30.1495 25.8819 25.8224 24.7592 threshold=0.70088890644753488 49.481185297492964 1.5000000000000002 581.50000000000011 0.84898686747426255 0.94233812401096972 1.0000000180025095e-35 0.68041050384800394 26.189575210039816 30.567978267490879 0.08435859965927181 41.313819100942062 1384.2500000000002 19.721111111111114 0.89043889421174838 14.564659977703458 52.630539506997103 19251.500000000004 0.7443071865521157 47.4180734856008 1.8122498550570869 82.05191441063829 0.26282471815232272 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 13 8 14 11 -7 -1 -9 -10 21 -6 -2 -3 -12 -11 -16 -8 20 -20 22 -5 right_child=1 5 -4 6 12 7 18 9 10 16 15 -13 -14 -15 17 -17 -18 -19 19 -21 -22 -23 -24 leaf_value=-0.0083248279055677891 -0.00070375067302537301 -0.0028780373476034343 -0.01175885826745846 0.00033816979498491696 -0.0015730965643625783 0.0040079122168078379 -0.0057416167623204227 -0.0028049857994542379 -0.024810955619572781 0.0013232375395895858 -0.0052591175489281015 0.0042772434027188028 0.0061494738878176396 0.0028202981632041626 -0.0084790016737335428 -0.00068678557834100679 -0.00097505524797171484 0.015000604107929442 0.00072555545970987489 0.004314653976949823 -0.0069594516109282994 0.010665986071876658 0.0063419324260516495 leaf_count=51743 49486 32611 42979 5272 39733 28840 4838 59875 647 72174 27812 172125 5016 36143 14908 18367 101154 402 12305 12200 4243 9357 79794 internal_value=0 0.0194047 -0.0722913 0.0432368 -0.052411 -0.0102553 0.0529372 -0.00249559 -0.0724196 -0.00864578 -0.0440287 0.0594191 -0.00833779 0.00923644 -0.0526872 -0.0405486 -0.000212649 -0.0926637 0.00149481 0.0131342 -0.0146721 0.0758425 0.0703579 internal_count=882024 695727 186297 385763 143318 309964 300134 262043 98569 233203 46826 266548 44749 85629 47921 46179 173328 15310 33586 28748 16548 94423 85066 shrinkage=0.0848497 Tree=16 num_leaves=24 num_cat=0 split_feature=16 20 16 16 30 20 0 16 17 26 0 17 30 19 8 13 30 16 26 17 10 8 4 split_gain=1703.19 482.031 270.614 154.461 112.872 86.6874 70.1299 64.2412 63.3147 41.6226 39.3413 36.6631 36.5605 36.0929 35.8934 32.4659 32.4462 27.2203 25.6611 25.2305 25.0792 25.7467 25.021 threshold=208.81566114204756 0.65269791178392944 224.49085991241546 178.90941999258297 1.5000000000000002 0.69541738870968672 35.000000000000007 232.13399754234635 91.117871759454559 1.9888375103027942 45.000000000000007 71.893891949444864 1.0000000180025095e-35 589.75000000000011 2494.5000000000005 30.142074885688917 2.5000000000000004 243.36300419940224 1.8432571807125309 47.772426709735846 0.98779337399891143 10212.000000000002 6.0100460052490243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 8 22 -5 11 -4 10 15 -1 -7 13 -3 -10 -8 18 19 -14 -9 -19 -22 -2 right_child=1 2 7 5 -6 6 9 17 14 -11 -12 -13 16 -15 -16 -17 -18 20 -20 -21 21 -23 -24 leaf_value=-0.0074222571579494597 -0.013865790448139372 -0.0001241279008736331 0.0034291364464804227 -0.0080644135561144265 -0.010672032243921077 -0.0015981946721638713 -0.0071657546089601313 0.0055186853578392085 -0.0044142727232130384 -0.0154028604562417 -0.011071307227588607 0.0059401763101509268 -0.0040602927891865148 0.0022259608056175951 0.0083347351573570296 -0.003369265855185447 -2.6720817712117075e-05 0.0091788673089965613 -0.015640974166108417 -0.0049892111888981891 0.008993132734243162 -0.039297392883743329 -0.0004745839908518114 leaf_count=61097 1075 79243 157426 30632 21780 60091 22134 161908 5419 2544 32632 5034 6777 115810 2250 60660 17513 18964 1729 1662 161 157 15326 internal_value=0 0.0301301 0.0375251 -0.0640507 -0.0785938 -0.0465535 -0.0366817 0.0552224 -0.0953002 -0.0555416 -0.102448 -0.0119682 0.010285 0.0149818 -0.00794174 -0.0516703 -0.0249253 0.0679715 -0.0755957 0.0637824 0.103508 -0.174997 -0.0159377 internal_count=882024 599531 561350 282493 38181 181095 150463 340278 101398 85338 93729 65125 221072 195053 7669 82794 26019 182852 8506 163570 19282 318 16401 shrinkage=0.0848497 Tree=17 num_leaves=24 num_cat=0 split_feature=16 32 16 32 16 12 17 16 32 17 2 26 14 5 14 30 12 26 8 16 10 29 19 split_gain=1432.08 299.166 293.843 129.375 109.454 81.6602 73.2065 71.7249 36.6327 62.109 36.2223 31.0421 26.6225 26.5041 24.8658 25.2963 25.2027 23.4172 23.8995 22.5752 24.4068 22.492 21.1179 threshold=217.87672176308544 1.5000000000000002 198.72517922211043 1.5000000000000002 231.33075833616795 91.760930650348939 79.57542556765857 161.67564935064937 1.5000000000000002 46.579688709573354 14.806623931623934 0.77723174756500046 48.790437739991297 47.00000190734864 19.362592233828867 1.0000000180025095e-35 156.18681451127853 1.9888375103027942 467.50000000000006 245.89702695315566 0.98779337399891143 0.50113127383481371 632.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 14 -3 7 -1 9 -9 17 -8 -7 21 -2 22 -17 18 -4 -6 -21 -11 -16 right_child=1 5 3 -5 19 12 11 8 -10 13 -12 -13 -14 -15 15 16 -18 -19 -20 20 -22 -23 -24 leaf_value=-0.0094017172395592392 0.00020789472403646099 -0.010186614487277352 -0.0037563054767964224 -0.0085494564155076461 0.0049627004085899496 -0.0031284938103736319 -0.0053206741049701915 -0.00065133058998769204 -0.0098419010210542071 -0.0083616005127525594 0.00045301912224049939 0.0028853590088768126 0.0052802570695238589 -0.010133782932903044 0.0019786260826919685 0.0020747426409660611 -0.0048626178616652917 -0.011121601933473876 -0.00092967653191569448 0.0098793984981889807 -0.031085493863109725 -0.0048725384993572422 0.0037375548729267818 leaf_count=47033 30213 13438 30091 17247 188399 10411 5328 19093 12946 16106 83278 8801 3665 9738 80254 10549 5867 1948 75742 8605 106 76401 126765 internal_value=0 0.0369333 -0.0439443 -0.0178129 0.0431124 -0.0642976 -0.0717951 -0.0771976 -0.0654268 -0.0600318 -0.0103252 -0.00246447 -0.0110677 -0.0698086 0.0293757 0.0330166 -0.00476887 -0.0224283 -0.0204286 0.0607893 0.110559 -0.0645848 0.0360128 internal_count=882024 478272 403752 208306 450758 27514 195446 181317 134284 121338 191059 14129 14076 102245 253648 223435 16416 107781 105833 197110 8711 92507 207019 shrinkage=0.0848497 Tree=18 num_leaves=24 num_cat=0 split_feature=16 20 16 16 30 20 17 16 9 17 17 1 13 30 29 19 14 24 30 29 9 13 11 split_gain=1199.43 343.768 192.459 112.105 84.466 56.1876 52.1708 49.1685 43.9092 38.7452 32.4395 28.6725 27.7818 25.8495 28.6925 26.432 24.8917 24.153 22.5922 22.2928 22.0883 21.2705 20.6686 threshold=208.81566114204756 0.65269791178392944 223.81710029940783 184.63123422478094 1.5000000000000002 0.67476004495127218 99.988371384271758 237.5131932391387 0.93597756160020007 68.813311543257768 47.381734811844716 2419.5000000000005 24.550298623009194 1.0000000180025095e-35 1.5126447962789036 610.75000000000011 19.282597260755477 20.500000000000004 1.0000000180025095e-35 2.0002794857462276 0.94896101187421766 25.694861204114144 0.88542246014089743 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 13 6 -2 -5 8 16 -1 10 -7 -8 -10 15 -15 -3 17 -4 -18 21 -11 -12 -14 right_child=1 2 7 5 -6 9 11 -9 12 20 19 -13 22 14 -16 -17 18 -19 -20 -21 -22 -23 -24 leaf_value=-0.010260160920013908 -0.0010320963668037709 -0.00013436373005194579 0.001812504318751235 -0.0068318507935610845 -0.0090892500161881325 0.0032731115537563988 -0.0029780530212842357 0.0057519535701365653 -0.0079385773276511376 -0.0041853188354205517 -0.0057933060669214213 0.0090401811283566287 -0.0052695614130483081 -0.00039207665882173533 -0.0073335648175954903 0.0019105070008382922 0.0037971480288385637 -0.0060222887417552143 0.00074959170395854507 -0.010271804663937045 0.0055731151751825247 -0.0024513847814205576 0.0027295763390425541 leaf_count=22646 16401 83381 15751 24353 21843 6066 4474 78977 36030 2249 15842 2100 54606 19231 5517 100196 236088 3454 18916 3030 6486 101958 2429 internal_value=0 0.0253378 0.0315859 -0.0537136 -0.0663989 -0.0362903 -0.0765082 0.0458046 -0.0814315 -0.0283492 -0.0327837 0.010148 -0.0718222 0.0074802 -0.0228583 0.0115701 0.0394725 0.00475458 0.0420871 -0.0363661 0.036071 -0.0341877 -0.0580897 internal_count=882024 599755 561511 282269 38244 159984 122285 353186 115711 135631 126896 6574 93065 208325 24748 183577 274209 19205 255004 120830 8735 117800 57035 shrinkage=0.0848497 Tree=19 num_leaves=24 num_cat=0 split_feature=16 33 16 16 20 0 0 17 29 0 29 20 17 30 13 0 8 30 9 1 9 20 9 split_gain=1016.16 249.75 166.341 110.188 88.376 61.8016 55.1579 46.5436 38.5356 36.8353 32.3733 30.5768 29.1753 28.3039 27.8922 27.8107 26.9918 26.2294 26.1758 24.4621 22.343 22.0085 21.6736 threshold=215.38186001115452 2.5000000000000004 189.37797707897968 230.07902504194371 0.67476004495127218 40.500000000000007 33.000000000000007 91.117871759454559 0.17686096724815017 33.000000000000007 2.2295281538541345 0.53450491145718237 71.893891949444864 1.0000000180025095e-35 24.550298623009194 29.500000000000004 677.50000000000011 1.5000000000000002 0.9557039547518712 575.50000000000011 0.9557039547518712 0.63619778153458317 0.95843010054441347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 8 17 7 12 14 -2 -10 19 -3 -6 16 -1 -5 -11 -4 -16 -8 -7 -9 -21 right_child=1 11 4 15 6 20 10 21 9 13 -12 -13 -14 -15 18 -17 -18 -19 -20 22 -22 -23 -24 leaf_value=-0.0067585734966348777 -0.013621828124568762 -0.009561603901107529 -0.0042861969074719257 0.0046974109848399353 -4.7562965096383279e-05 -0.010045089273272629 -0.0040807378239349195 -0.0061474314155921693 0.0025043041949360011 -0.00093158498641721912 -0.01171791086893711 -0.0024723138778321419 0.0067086583230901086 -0.0038719114104874687 -0.0057843143331273187 0.002546978057530075 0.0019897568934233436 -0.0094948203855559927 -0.0016617854370244802 -0.0041172690213674016 -0.0065912756439531137 0.0054523132604449281 -0.00059597842313031599 leaf_count=30144 1189 12469 17786 171045 76770 20128 37240 1542 159825 36135 2703 6752 4895 9809 19396 57972 61565 11436 25889 16301 40857 4983 55193 internal_value=0 0.0285109 -0.0403976 0.0328318 -0.0232865 -0.0670119 -0.0155305 -0.0490749 0.0190884 0.0198873 -0.0299987 -0.0833386 0.00421221 0.00557513 -0.056084 0.0489461 0.0107163 -0.0745387 -0.040395 -0.0273114 -0.0911164 0.0319511 -0.0164862 internal_count=882024 516761 365263 497540 222324 142939 193102 81954 268523 267334 111437 19221 81665 107509 75429 229017 97700 29222 45285 108734 60985 6525 71494 shrinkage=0.0848497 Tree=20 num_leaves=24 num_cat=0 split_feature=16 16 33 32 0 0 29 14 17 16 16 22 32 14 0 29 25 31 31 29 1 17 26 split_gain=857.787 184.821 183.274 78.6388 66.9804 59.5569 52.2249 41.0065 30.8108 30.7068 30.3478 27.9662 25.6385 21.8383 21.43 30.3939 21.1106 24.2915 21.1099 20.335 20.2681 19.6061 17.3969 threshold=218.49726069414038 201.61136984981715 2.5000000000000004 1.5000000000000002 29.500000000000004 40.500000000000007 0.7776792621010018 18.259064273527613 79.57542556765857 168.47523872973576 231.80683628372807 628.25000000000011 1.5000000000000002 60.088456824171871 37.500000000000007 1.5126447962789036 658.25000000000011 1.5000000000000002 1.5000000000000002 1.6582779592326922 524.50000000000011 47.544501053556644 1.8883556444923786 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 11 10 6 12 -6 -8 -7 -2 -3 -1 -4 -13 -16 -9 -18 -17 20 -11 -12 -19 right_child=2 3 13 -5 7 9 8 16 -10 19 21 14 -14 -15 15 18 17 22 -20 -21 -22 -23 -24 leaf_value=-0.0039874860916496238 0.0027218947367756603 -0.0014782002984641959 -0.0068127393335579434 -0.0065727136077629771 -0.0053177769040680615 -0.0084463635025165337 -0.0018796922927019699 0.00038144975512989867 0.0045267212436326514 -0.0066123508622912362 0.0045659582331616447 0.0020779762798853732 -0.0084184521897022763 0.0088089751139603552 0.0002526052196438523 -0.0025833100541047625 0.0028979475721380051 0.00025357055084753463 -0.012964715035337943 -0.010890036263243802 -0.0035224015511976575 -0.0048064207981947079 -0.0085506421586690595 leaf_count=62954 142821 90082 16167 16287 6203 28122 39719 55181 6256 25241 144342 40714 11052 671 44144 4264 90446 8785 2107 4122 38739 1625 1980 internal_value=0 -0.0330087 0.0294809 -0.0109022 0.0333021 -0.0532127 -0.0383493 0.0170677 -0.0118792 -0.0717458 0.0424425 -0.00492307 -0.0547934 -0.072955 0.00741812 -0.00634151 0.0202304 0.0288092 -0.0709091 -0.0602664 -0.0558803 0.0525826 -0.0160965 internal_count=882024 413803 468221 197598 451383 216205 119981 162595 45975 96224 288788 181311 74006 16838 91229 50515 156392 101211 6371 68102 63980 145967 10765 shrinkage=0.0848497 Tree=21 num_leaves=24 num_cat=0 split_feature=16 20 16 20 0 30 9 19 0 19 16 30 14 0 9 11 10 32 30 12 24 14 8 split_gain=713.095 220.392 121.953 77.085 65.4227 45.4225 45.1454 35.6056 33.5341 32.7005 30.834 29.1789 29.4096 28.2042 22.0471 23.0571 20.7879 20.6338 20.5491 19.188 17.8019 19.9303 17.4305 threshold=208.81566114204756 0.60291973660174503 225.80971142858624 0.7443071865521157 37.500000000000007 1.5000000000000002 0.95408216268015633 563.75000000000011 33.000000000000007 550.75000000000011 240.60666222814027 1.0000000180025095e-35 19.766415898708569 29.500000000000004 0.94298541756946064 0.6491303690260134 0.98779337399891143 1.5000000000000002 2.5000000000000004 39.710155108391497 21.500000000000004 18.841764291702809 137.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 8 17 7 22 -6 -5 19 -8 13 12 -10 20 -9 -16 -12 -1 -13 -3 -4 -22 -2 right_child=1 2 10 4 6 -7 9 14 11 -11 16 18 -14 -15 15 -17 -18 -19 -20 -21 21 -23 -24 leaf_value=-0.0048922508148772723 -0.010445127112626539 -0.020373430696995317 0.0036299546051429465 -0.002495013110720192 -0.007329191180163932 -0.0075850484353952507 -0.005228987668348152 -0.0021331843349615635 -0.004320995199103163 -0.0018572518246068627 0.0056103629594117131 -0.0085836377025677937 0.00052719431867891294 0.0015478813842574725 0.0073251090172563775 0.00095066707234870644 -0.010683794755004224 -0.0079551695556681658 -0.0015494401904580036 0.0016282101638859182 -0.0081331198891900578 0.001675100854845242 -4.9172887488714777e-05 leaf_count=44707 1293 286 178836 60189 24884 20262 34840 13318 9939 51055 38845 4837 96173 84741 4929 23866 572 24519 7830 131241 1708 11769 11385 internal_value=0 0.0194984 0.0241199 -0.0414524 -0.0320338 -0.0600203 -0.0488724 -0.0138 0.00762607 -0.0380068 0.0371654 -0.00455388 0.000861379 0.0334422 0.00850321 0.0240639 0.0633344 -0.0704434 -0.0499178 0.0186255 0.0401398 0.00509208 -0.0130753 internal_count=882024 599717 566777 282307 213081 32940 110779 102302 250306 85895 316471 118779 106112 277054 42113 28795 39417 69226 12667 131527 192313 13477 12678 shrinkage=0.0848497 Tree=22 num_leaves=24 num_cat=0 split_feature=16 16 33 20 0 0 17 14 16 0 29 28 17 16 20 14 17 33 17 32 15 27 4 split_gain=609.201 132.434 132.053 69.1535 48.6617 46.4244 30.1488 28.7145 27.9517 27.2279 26.708 25.1117 24.7434 22.6196 20.9555 20.5791 20.4176 20.2608 17.3751 19.585 17.0172 16.6678 16.0272 threshold=218.49726069414038 198.72517922211043 2.5000000000000004 0.76962351139566343 33.000000000000007 29.500000000000004 91.117871759454559 18.259064273527613 169.72713460712416 33.000000000000007 0.17686096724815017 658.25000000000011 51.042837809466768 164.48497852283936 0.52365140425907153 20.89381868004245 68.813311543257768 2.5000000000000004 49.97387543024162 1.5000000000000002 0.38725731226177579 30.500000000000004 6.0100460052490243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 17 10 6 13 -6 -7 16 -2 21 -11 -1 -4 -14 -5 22 19 -15 -10 -12 -3 right_child=2 3 14 9 7 8 -8 -9 20 12 11 -13 15 18 -16 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0050142239890733093 -0.010052194740568387 -0.012227320875806915 -0.0075790924373353424 0.00057304549199696292 -0.0054827583807855081 -0.0067429811977478219 0.0037995849947550795 0.001233559260638581 -0.0086260387815841333 -0.0048159089058429517 0.0025730893139260954 0.0037334670873186227 -0.0036053413685685782 0.0012247181820432974 -0.0013829302435785105 -0.00014700067074837361 0.0065280173402687746 -0.0078116321637713877 -0.003123036891979855 -0.0065040348345115004 -0.0036939282825337837 4.3000733719254151e-05 -0.0026769882009226383 leaf_count=22419 1136 1334 10579 76101 4758 42968 5379 124527 5418 11949 139340 160083 14792 17200 6252 76214 4384 9178 27613 2736 71514 21660 24490 internal_value=0 -0.0278905 0.0247725 -0.0109749 0.0280145 -0.0468156 -0.0273639 0.0116251 -0.0590394 -0.00320279 0.0345905 0.035132 -0.0139747 -0.0329102 -0.062198 -0.0083573 0.0105765 -0.0517072 -0.0205641 0.00193319 -0.0476286 0.0263137 -0.0373641 internal_count=882024 413689 468335 218442 451504 195247 75347 129285 119900 183440 322219 321083 102955 69968 16831 91006 80485 35002 47549 19936 76932 161000 25824 shrinkage=0.0848497 Tree=23 num_leaves=24 num_cat=0 split_feature=16 30 26 20 16 0 9 19 22 12 21 19 9 27 24 20 11 30 0 21 28 21 25 split_gain=508.932 140.531 84.1038 62.8552 57.0749 56.3199 51.6289 29.1878 28.4147 26.3908 22.5927 24.0842 21.7936 20.7001 19.7603 19.6978 19.5676 22.16 18.6889 16.8572 15.8405 19.031 15.7677 threshold=213.68039895710351 1.0000000180025095e-35 0.5605974810391573 0.53450491145718237 232.13399754234635 33.000000000000007 0.95408216268015633 575.25000000000011 596.25000000000011 95.855339059327392 13.500000000000002 333.75000000000006 0.94476055578038587 33.500000000000007 15.500000000000002 1.1653423863447225 0.80676413314878148 1.0000000180025095e-35 48.000000000000007 1.5000000000000002 3726.2500000000005 1.5000000000000002 1066.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 16 -3 7 9 -7 10 -8 13 -2 -12 19 -4 -10 -5 -1 -18 20 -11 -9 -22 -21 right_child=1 3 5 15 -6 6 8 18 14 12 11 -13 -14 -15 -16 -17 17 -19 -20 22 21 -23 -24 leaf_value=-0.0061748892542550322 0.00054512550023083032 -0.006350318002816247 -0.0017630206453020879 0.00019538246275986663 0.0033740074506379471 -0.0058154876047654949 -0.0035800164563250178 0.0024388575678245682 -0.0015843896117194159 0.005332972746631949 -0.035897605927061337 -0.0041932211987606308 0.0029235166959396298 0.004880676723095465 0.0022147032359502829 -0.0048590224579913533 -0.0022610174274819415 -0.0070725995605647584 -0.00012108806276560514 -0.00059534476181065529 0.0010498528970155185 -0.013635006482426722 -0.007232037660803335 leaf_count=43891 95852 17702 61660 42997 171428 33431 50578 173340 58212 2554 179 4752 24966 3572 11866 6374 26655 9294 25511 11021 1860 965 3364 internal_value=0 0.0191235 -0.0302018 -0.0237183 0.0251872 -0.0215203 -0.033764 0.016925 -0.0241287 -0.00391121 0.00302868 -0.0629834 0.0156707 -0.0164906 -0.0110914 -0.0053879 -0.0586062 -0.041308 0.0238694 -0.0120155 0.0275327 -0.0467461 -0.0253079 internal_count=882024 540960 341064 67073 473887 261224 154087 302459 120656 107137 100783 4931 41905 65232 70078 49371 79840 35949 201676 16939 176165 2825 14385 shrinkage=0.0848497 Tree=24 num_leaves=24 num_cat=0 split_feature=26 0 1 32 0 26 30 25 30 0 13 1 11 13 26 29 17 4 17 11 24 27 4 split_gain=330.434 180.041 66.7577 65.9011 65.927 39.2647 39.0833 36.4454 34.3793 29.5047 26.6721 24.5588 24.4692 23.4695 21.7385 21.7209 16.4979 16.3482 16.17 15.6197 15.1721 14.7772 14.6216 threshold=0.76686474916702674 45.000000000000007 662.50000000000011 1.5000000000000002 29.500000000000004 1.4221860911296333 1.0000000180025095e-35 646.25000000000011 1.0000000180025095e-35 29.500000000000004 16.911079294789712 449.50000000000006 0.84808152373941859 27.640739379549558 0.33447009514266929 0.08435859965927181 79.57542556765857 48.000888824462898 28.792943967772455 0.80372381915354629 17.500000000000004 13.500000000000002 6.0100460052490243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 4 12 7 -7 -3 15 10 -2 19 13 -1 -15 -4 18 -8 -17 -6 -9 22 -12 right_child=1 5 8 -5 11 6 17 20 -10 -11 21 -13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0030442895918976051 -0.022708092931758208 -0.0029834581422257395 -0.027243058575527147 -0.0057256478452209067 -0.006913601794928342 -0.002739416087472414 -0.012927037310749012 -0.00033291261448976906 0.00011530741154037289 -0.00091434909482322681 -0.022797471561814994 -0.0020509203734998512 0.0013705717745181156 -0.0072994909014786526 0.0011596655717150766 0.0068807954999324768 0.0074127842675396124 -0.0033194176915011223 0.0026275595021775732 -0.0037802264075748894 0.0038161025967308657 0.00066955763046728329 0.002581875601762435 leaf_count=33805 335 45600 173 46800 20746 17669 4849 70190 38985 69779 164 29484 30794 2415 23181 6602 5543 1730 254918 25572 6976 98571 47143 internal_value=0 0.010902 0.0196047 -0.034337 -0.0249929 -0.0200111 -0.0567836 -0.012748 0.0291005 0.00614224 0.0142164 -0.0467315 -0.00672321 -0.0185824 0.00426093 0.0331475 0.0333769 -0.122577 0.0322326 -0.0610924 0.000496982 0.0148636 0.0293919 internal_count=882024 669227 522213 212797 165997 147014 24248 122766 306221 215992 146213 75802 90195 59401 25596 267236 267063 6579 261520 46318 77166 145878 47307 shrinkage=0.0848497 Tree=25 num_leaves=24 num_cat=0 split_feature=16 30 16 23 16 26 0 9 13 13 0 19 26 24 8 29 5 19 1 0 6 4 29 split_gain=399.985 117.781 66.3246 49.5488 42.0713 27.766 24.635 24.2376 37.2728 23.6298 25.905 22.9873 22.5399 22.0974 19.5493 18.9944 16.1294 15.9389 14.5999 14.1212 13.8091 13.7113 12.961 threshold=206.77266708867441 1.0000000180025095e-35 222.3723909288461 0.76255148862918698 177.9117226264041 1.410424805249626 43.000000000000007 0.95599136470609791 66.005093399721332 26.339769869936106 37.500000000000007 659.75000000000011 1.3486113641545725 21.500000000000004 714.50000000000011 3.38422392033918 457.09640502929693 333.75000000000006 131.50000000000003 29.500000000000004 0.25408633960840782 45.040828704833991 0.11973205505472195 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 14 21 7 -5 16 15 -9 -6 -11 13 -12 19 18 -1 -7 -15 -2 -4 -16 -3 -13 right_child=1 3 11 5 9 6 -8 8 -10 10 12 22 -14 17 20 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0061263482250454434 -0.010056346918654086 -0.0050610887569963276 0.0023105466223184014 0.0010198828402228246 -0.0037352812357059487 -0.0010642314012874734 -0.0088422695594735923 -0.0034487246839522358 0.010823596073767131 5.3128521750867049e-05 -0.0018233117885969388 -0.022085164766064383 -0.006229106406860147 -0.032526712573982063 -0.010893879228927162 0.0098615635846398299 -0.058751111040734896 -0.0015876450594141452 -0.00027264952328329666 0.00018969376821164276 0.0015397921358587371 0.0032815838749129939 0.0028649530671433047 leaf_count=36246 1109 27646 93175 36495 40063 11639 4159 59863 1347 52991 60514 150 9700 121 649 543 35 12943 111824 29841 70561 1495 218915 internal_value=0 0.0138835 0.0192373 -0.0215562 -0.0327566 -0.00315252 -0.0381248 -0.0491357 -0.0369435 -0.0229253 -0.0160651 0.0272228 -0.0286621 0.017015 0.00383615 -0.0694212 -0.0145809 -0.0220885 -0.00434563 0.0211677 0.0168118 -0.0546035 0.0335637 internal_count=882024 620757 539288 81469 261267 52328 15833 97999 61210 163268 123205 355145 70214 136080 184143 36789 11674 13064 112933 123016 71210 29141 219065 shrinkage=0.0848497 Tree=26 num_leaves=24 num_cat=0 split_feature=16 33 16 0 10 26 17 0 17 29 14 17 16 17 14 17 32 17 0 16 17 29 0 split_gain=333.981 101.997 75.0227 35.1143 24.9794 23.6045 23.5864 22.3119 21.7054 21.614 20.9169 19.9406 18.4251 16.7427 16.4753 15.3512 15.2748 16.7191 14.9605 14.6504 24.0778 14.28 13.0833 threshold=204.88618339996484 2.5000000000000004 223.25731192522241 29.500000000000004 0.9208112056829868 0.70410305097005876 50.188275534532949 29.500000000000004 84.370332286587924 0.53068206881441837 21.063740541679497 56.712382912422648 165.91311769991017 51.1854821951951 64.536910820240863 51.901570830112306 1.5000000000000002 40.481988673622823 49.500000000000007 216.29641897081416 54.327746559212407 0.1516348410791705 46.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 8 5 -5 22 21 12 -8 -9 18 -1 16 -3 -12 17 -14 -7 20 -11 -4 -2 right_child=1 14 7 4 -6 11 9 10 -10 19 15 -13 13 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0037589174315599502 -0.00085560611200912861 -0.0046320740992567616 -0.010970251883915557 -0.0046917819669990615 -0.0071724524044923217 -0.0022400103973955125 -0.0029427796011557957 -0.0022640779411873938 0.0032015121686888824 -0.00099547317744589324 0.0015742172160169653 -0.00074241079710148398 0.0067896754888641924 -0.0021592926389183463 0.0094855353291140084 -0.0056626117496007076 -0.0045690821127879599 0.00047079703080296121 -0.0050437670421385229 0.0017587579929680573 0.0015658914071598978 0.0024868573450807768 -0.0043336642776563294 leaf_count=23497 48222 24411 569 47036 12042 35590 11952 12334 6930 58279 104050 34510 3582 35809 610 2154 3477 19032 22278 68126 48338 249910 9286 internal_value=0 0.012048 0.0146016 -0.0314638 -0.0408343 -0.0370599 0.00100482 0.0235995 -0.0160922 0.0064593 0.0122963 -0.027775 -0.02046 -0.0114101 -0.0505352 0.0168232 0.00785709 0.0173447 -0.0391209 0.00927329 0.00195402 0.0289487 -0.0167027 internal_count=882024 638241 613220 243783 151456 139414 244203 369017 92327 186695 118538 92378 85397 61900 25021 106204 26091 22614 57868 174743 106617 250479 57508 shrinkage=0.0848497 Tree=27 num_leaves=24 num_cat=0 split_feature=1 0 20 0 9 32 0 19 28 11 9 21 1 29 19 15 29 21 25 17 7 17 27 split_gain=212.673 139.33 55.5293 47.735 42.3765 39.9018 32.447 22.8412 21.2502 21.1522 20.6413 22.1463 17.815 26.2104 17.7672 17.0545 16.6472 15.2994 29.4134 26.9996 24.7389 18.626 18.4452 threshold=465.50000000000006 46.500000000000007 0.70192512848538857 29.500000000000004 0.95685705249045216 1.5000000000000002 29.500000000000004 652.25000000000011 696.25000000000011 0.84712130958532383 0.92696183565748791 1.5000000000000002 3463.5000000000005 1.4812728688180832 572.25000000000011 0.43128914167574067 0.51135684805039661 1.5000000000000002 1164.7500000000002 50.540505534472722 -68.92443466186522 64.145400267652349 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 12 9 14 15 -6 -1 11 -9 13 -3 -4 -8 -5 20 21 -20 -16 -19 -21 right_child=1 4 6 16 8 -7 7 10 -10 -11 -12 -13 -14 -15 17 -17 -18 18 19 22 -22 -23 -24 leaf_value=-0.0015327400022596988 -0.0035207971603327492 -0.0035931769456563965 0.00085179814069975899 -0.0052482464500425994 -0.0021407624057644798 -0.0048160593908239558 -0.0074685480416288004 0.0026801283538299492 0.00039932608277277066 0.0010142941670389836 0.0017564333392189396 -0.0035611025821359566 -0.00062667195835339185 -0.0093256876125765963 -0.0013400996352775083 -0.00033090154255229094 -0.0028795634699183489 0.00235038444982938 0.0009565168497264148 -0.0029397855889642956 0.0053254096502234269 0.0068724140983226273 -0.014423240124845178 leaf_count=64279 16442 21196 74221 36951 44559 19259 2497 6334 50682 36978 108548 11570 8009 7876 4826 69231 50631 184796 26299 5113 23674 6799 1254 internal_value=0 0.00862392 0.015731 -0.0279487 -0.0204659 -0.0150374 0.0175226 0.0074261 -0.00929959 -0.00710185 0.0155117 -0.0159471 -0.0491461 -0.0606507 0.023642 -0.00682828 -0.0457151 0.0276365 0.024863 -0.00287276 0.0494606 0.0295918 -0.0613023 internal_count=882024 673926 541604 208098 132322 120516 525162 198180 95241 101257 126452 17904 37081 29072 326982 71728 87582 252761 224261 32666 28500 191595 6367 shrinkage=0.0848497 Tree=28 num_leaves=24 num_cat=0 split_feature=16 20 16 9 17 30 28 17 11 7 7 6 5 10 29 17 16 14 29 13 21 25 9 split_gain=256.611 84.7265 48.8969 30.1111 35.2687 26.5921 25.0333 23.6279 24.0035 22.3049 21.174 20.8427 16.7188 20.9153 16.2419 24.3358 16.7211 16.1885 15.9168 15.5995 20.1421 15.4706 15.1992 threshold=203.71578616618658 0.7443071865521157 229.78427687558846 0.94020861991694582 68.813311543257768 1.5000000000000002 3726.2500000000005 48.979143491458728 0.800486690034104 -14.903549194335936 -79.196342468261705 0.77777776652128694 69.465908050537124 0.5652975109060755 0.11973205505472195 30.918629057072064 147.37875229859353 17.934740367583824 1.6582779592326922 31.821774300980646 14.500000000000002 395.75000000000006 0.96511843638089501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 6 -1 11 -2 9 -4 -9 10 -3 14 18 -14 -5 -16 -17 -8 22 20 -11 -22 -6 right_child=1 2 7 4 12 -7 17 8 -10 19 -12 -13 13 -15 15 16 -18 -19 -20 -21 21 -23 -24 leaf_value=-0.0044406128905881944 -0.0005298269244895941 -0.00034437431616462876 0.0022283228713399763 -0.0065254638471787269 -0.0016381624571381824 -0.004131566697806283 -0.029892860340763758 -0.00098494666755403202 -0.019194217078761469 -0.0005849220489990896 0.0024447512866692268 -0.0034489560747231742 -0.033110256849542455 0.012857370582460231 0.0073866201486839514 -0.0056514969389748829 -0.0012402612671326366 -0.0038886182886472913 -0.018405015652244592 0.00066175042026373225 -0.036681714516355268 -0.007500594549632751 0.0043274982492390634 leaf_count=43269 31932 26578 227235 4531 5716 27440 177 1983 707 74759 74595 68222 75 1430 2253 6621 94271 6565 294 175041 143 1533 6654 internal_value=0 0.0101433 0.0137708 -0.0285262 -0.0231061 -0.0258627 0.006485 0.025159 -0.068012 0.00763898 0.0201775 -0.0269723 0.0248896 0.124533 -0.0183077 -0.0157335 -0.0180289 -0.0538754 0.0130478 0.00259454 -0.00932421 -0.117742 0.0185133 internal_count=882024 648688 589316 233336 190067 59372 359391 229925 2690 352649 101173 175898 14169 1505 107676 103145 100892 6742 12664 251476 76435 1676 12370 shrinkage=0.0848497 Tree=29 num_leaves=24 num_cat=0 split_feature=16 16 30 13 17 16 14 11 23 17 1 1 22 9 11 23 17 30 27 25 24 14 19 split_gain=211.616 61.5496 43.3341 34.3605 23.4875 19.3852 18.778 18.3143 17.7588 17.5715 24.4817 22.0976 15.4429 15.0104 15.7648 14.6451 16.1213 14.4889 14.3149 16.2998 26.9104 15.406 15.3427 threshold=220.32405876143562 181.78665431701032 1.0000000180025095e-35 26.489269641131951 71.893891949444864 238.16760495019182 15.316324669326823 0.79960952584192035 1.9223949101671052 99.988371384271758 2525.5000000000005 1091.5000000000002 7011.5000000000009 0.94896101187421766 0.76347932651321415 0.32570429174248744 43.594714362979779 1.0000000180025095e-35 7.5000000000000009 658.25000000000011 21.500000000000004 14.153334694198005 333.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 5 -3 8 18 -4 9 15 -1 11 -11 -13 -6 -15 -5 -17 -10 21 20 -20 -2 -22 right_child=2 3 6 4 13 -7 -8 -9 17 10 -12 12 -14 14 -16 16 -18 -19 19 -21 22 -23 -24 leaf_value=-0.0041737109395948522 -0.0082474800250007391 -0.0025021610773722624 -0.0049504120533651634 -0.0062027387843049935 -0.0017658597853796329 0.0029912883359367094 -0.00033302914752333755 -0.0015078368108519832 -0.0016159700117076745 0.0010317139243493805 0.0094590775440585168 -0.016057822286128433 0.030984290291615778 0.0069825788107879374 -0.0027870079714776672 0.0057154673380656216 -0.00037312797216740588 -0.010598117906612733 0.001405008854252765 0.0023330794525925421 -0.029762965187272176 0.00030821584945180531 -0.0020353835939408648 leaf_count=68155 1565 63169 7457 3059 2909 63387 42370 37876 3142 2740 1652 965 53 6941 1435 3171 247473 2197 135749 123049 145 47653 15712 internal_value=0 -0.0152903 0.0156897 -0.00849135 -0.00358462 0.0192613 -0.0120691 -0.0356366 -0.00553016 -0.0448351 0.0100202 -0.0345812 -0.160386 0.0410743 0.0625674 -0.00432903 -0.00348968 -0.0626063 0.0161313 0.0189456 0.0120053 0.000426256 -0.0269763 internal_count=882024 444937 437087 333496 270327 387260 49827 111441 259042 73565 5410 3758 1018 11285 8376 253703 250644 5339 323873 274655 151606 49218 15857 shrinkage=0.0848497 Tree=30 num_leaves=24 num_cat=0 split_feature=14 0 20 0 13 32 26 0 13 22 25 9 21 30 22 9 17 9 4 21 25 7 11 split_gain=139.662 99.2712 45.8334 44.8382 30.0138 29.9068 23.3123 20.238 17.4994 16.5081 16.4565 16.5197 18.3541 16.3948 15.6274 14.8196 15.3263 14.7797 14.0162 13.3457 23.7626 18.0617 13.1626 threshold=19.766415898708569 48.000000000000007 0.56468052738336727 29.500000000000004 30.989446216621577 1.5000000000000002 1.6046408084656962 29.500000000000004 31.821774300980646 3690.7500000000005 654.25000000000011 0.93414059494963808 1.5000000000000002 1.0000000180025095e-35 280.25000000000006 0.97351646544385118 84.370332286587924 0.95793628762151362 51.004777908325202 1.5000000000000002 3208.5000000000005 -68.92443466186522 0.84095747331041459 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 22 9 8 19 -3 14 -9 12 -12 -8 -1 -16 -17 -10 -15 21 -21 -6 -4 right_child=1 6 4 -5 7 -7 13 10 17 -11 11 -13 -14 18 15 16 -18 -19 -20 20 -22 -23 -24 leaf_value=-0.0043435632879441294 -0.0044581781405012314 -0.0034532650651018311 -0.0009770747315901683 -0.0034591440013276107 -0.001160935476498379 -0.0040604646842628839 -0.0030625185654782287 -0.00039107623400067373 -0.0025565311165912093 -0.022511039438815814 0.0025328348816228345 0.0017606810484924178 -0.0026891243611522632 -0.012942010777421039 -0.00072996896688581534 0.0013704171132747165 0.022986954789448073 4.5917299815892159e-05 -0.0016839211059863264 0.0018270625421875175 -0.0040423649812856869 0.0046019318588241872 0.00096074501006092024 leaf_count=6379 10712 21650 59820 83162 4691 18243 7696 60523 22238 241 7500 102753 13693 2842 64904 30188 238 53528 1106 237512 5072 23683 43650 internal_value=0 0.00695964 0.0122517 -0.0229164 0.0134936 -0.0105649 -0.0206804 0.0169865 -0.0156257 -0.00389225 0.00890742 0.0155075 -0.00991309 -0.062969 -0.00327283 -6.63713e-05 0.0181439 -0.00846113 -0.115359 0.0224868 0.0200866 0.0430075 -0.00188078 internal_count=882024 678669 569609 203355 558897 120193 109060 455427 97416 101950 184469 123946 21193 11644 101709 95330 30426 75766 3948 270958 242584 28374 103470 shrinkage=0.0848497 Tree=31 num_leaves=24 num_cat=0 split_feature=13 0 20 9 1 1 0 21 9 28 25 17 17 27 18 1 7 1 25 9 18 7 26 split_gain=119.847 87.36 41.7153 39.5272 27.6056 20.1882 19.438 19.2473 16.7447 16.5588 21.257 24.3345 17.251 15.9046 15.2789 15.1639 14.2707 13.1099 12.8863 12.4553 12.2086 14.0441 14.1405 threshold=26.489269641131951 35.000000000000007 0.5000910746812387 0.95657647465211437 706.50000000000011 3751.5000000000005 40.500000000000007 2.5000000000000004 0.89213795666969287 654.25000000000011 852.25000000000011 47.381734811844716 71.893891949444864 14.500000000000002 4.5000000000000009 113.50000000000001 -87.783111572265611 781.50000000000011 387.25000000000006 0.90540992195403969 1.5000000000000002 -89.940933227539048 1.410424805249626 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 5 7 8 14 -5 -3 13 12 20 -11 -4 15 -1 -17 -13 -16 -19 21 22 -12 right_child=1 3 9 4 -6 -7 -8 -9 -10 10 11 17 -14 -15 18 16 -18 19 -20 -21 -22 -23 -24 leaf_value=-0.0043336435302246765 -0.004968191644639991 -0.0063684657097016701 0.0016709099618564616 -0.004211046719633336 0.0008437381172888553 0.0004652111389881709 -0.0041095739060946013 -0.00069654792105214118 -0.0025159476967935566 0.0023043929461303144 -0.0010760202380069258 -0.0045946398747078281 0.007746651946960518 0.00018133154099462021 -0.029072515621679049 0.0023804596558976618 -0.0015364915349996449 -0.0035485385857741284 -0.0068973851741905706 0.00078490818885090569 -0.00063626633659244285 0.0024531369025832931 -0.017840565219937671 leaf_count=12848 7926 9744 80742 12722 100464 13662 32918 94942 48809 120881 2007 6168 4344 143009 216 7295 81630 6270 1491 20029 13270 60195 442 internal_value=0 0.0049718 0.0133738 -0.00897291 -0.00197849 -0.0291313 -0.0272678 -0.0131036 -0.0372076 0.0146203 0.0205091 0.0102554 0.0293835 0.0084721 -0.0205348 -0.0189611 -0.0143214 -0.0126572 -0.11436 -0.00292562 0.0200547 0.0258914 -0.0483409 internal_count=882024 745626 465283 280343 208128 72215 136398 107664 58553 457357 233606 108381 125225 223751 103480 101773 88925 32467 1707 26299 75914 62644 2449 shrinkage=0.0848497 Tree=32 num_leaves=24 num_cat=0 split_feature=16 30 8 27 2 1 0 9 16 16 17 26 20 21 16 25 14 20 24 21 26 33 30 split_gain=147.471 49.397 28.3512 23.4902 21.4925 19.2562 20.406 18.8006 17.9371 23.5331 23.2444 20.3227 16.5253 15.5344 14.0507 13.9105 12.9219 12.8504 12.7999 12.4375 12.0093 13.8904 11.4577 threshold=203.71578616618658 1.0000000180025095e-35 692.50000000000011 33.500000000000007 19.393765381460216 131.50000000000003 29.500000000000004 0.91509726276732173 103.06805536568696 147.37875229859353 36.386571985823672 1.0694227083511361 0.28789332868027689 16.500000000000004 171.01506713286716 14940.500000000002 12.444447624374455 0.39928195408546963 5.5000000000000009 1.5000000000000002 1.8883556444923786 1.5000000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 7 20 18 -7 -1 11 -10 12 -9 -11 -8 -14 16 -4 -5 -2 -6 21 -3 -22 right_child=1 4 15 17 19 6 13 8 9 10 -12 -13 14 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 leaf_value=-0.0042447271948524972 -0.019665733320126201 -0.00059685550654958101 -0.02955680132698384 -0.0083934134866128444 0.0029884445630879533 0.00093489635022519829 -0.00055856893468971729 0.0015370526786754228 -0.0048932105382772165 -0.0038973683167622787 -0.0017912803871576231 0.019570553979407289 0.0023410031474601985 -0.01341074391927278 0.011028499324010231 0.0059825000160405092 0.0014171398956520271 0.0036133153556728442 -0.0038358867997358185 -0.00060331421361981994 -0.010665845960864657 -0.0036830026835731238 -0.00052952086202944729 leaf_count=23989 527 21531 97 701 8864 152594 93916 2774 16600 2348 171007 537 6253 682 1706 4860 308161 7593 1217 31994 2363 20494 1216 internal_value=0 0.00766809 0.0110911 -0.0216397 -0.0145838 0.00312576 0.00386451 -0.0235644 -0.0204097 -0.0216309 -0.0183315 0.0525853 0.027788 -0.00767505 0.0495365 0.0174238 0.0165869 0.030625 -0.101584 0.00207314 -0.0295072 -0.0247715 -0.0851144 internal_count=882024 648516 562054 233508 86462 248936 247192 225214 201225 197914 181314 3311 10307 94598 7959 313118 308258 8294 1744 40858 45604 42025 3579 shrinkage=0.0848497 Tree=33 num_leaves=24 num_cat=0 split_feature=16 30 14 25 9 17 0 20 21 14 6 0 1 0 26 5 10 19 24 7 4 9 24 split_gain=122.802 41.8056 23.9783 20.7839 20.2843 23.5915 15.5415 15.2949 20.2386 30.5913 15.2368 14.2506 13.3426 13.8368 12.187 12.1436 17.3862 15.7891 19.6571 13.084 11.3641 31.065 13.5777 threshold=206.77266708867441 1.0000000180025095e-35 20.264610331087408 3682.5000000000005 0.93946346164772443 68.813311543257768 35.000000000000007 0.53450491145718237 5.5000000000000009 32.847124617360322 0.77777776652128694 24.000000000000004 131.50000000000003 35.000000000000007 1.7412456126705911 71.262065887451186 0.5652975109060755 1091.2500000000002 4.5000000000000009 -8.7461619377136213 217.3147888183594 0.87755480074775127 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 12 11 10 -4 -3 20 -10 -6 -1 -2 -14 -11 17 -17 19 -19 -7 22 -22 -9 right_child=1 7 6 -5 5 15 -8 8 9 14 -12 -13 13 -15 -16 16 -18 18 -20 -21 21 -23 -24 leaf_value=-0.0010987291435289909 -0.0083711180318962585 -0.0030659200806611238 0.0014911954693791955 -0.033698649908914982 -0.00086409662038247593 0.0039560632743023795 0.0004320713405889536 0.0054592437788245976 -0.0020359048924756848 -0.0037601687438151218 -0.0023867178196573841 -0.0042529594718644943 0.00033058352339799613 -0.0024838415796233065 -0.022537265265093795 -0.029485985997737212 0.011114873465193607 0.0027181409246675127 -0.014010866026165148 -0.0026201480424879295 -0.026657163989166382 0.0074519824488123027 0.00018303811711851997 leaf_count=15700 1476 21859 312346 135 122876 9016 146547 3850 13944 367 76946 30049 63277 15696 773 80 1494 1000 1023 2872 388 381 39929 internal_value=0 0.00760557 0.0107945 -0.00511488 -0.0182433 -0.01418 0.0135883 -0.0135057 -0.00521114 -0.0368708 -0.0170939 -0.0373661 -0.004457 -0.00269639 -0.194371 0.0234223 0.106674 0.0140025 -0.0676662 0.0279003 0.00550886 -0.115001 0.00762568 internal_count=882024 620968 539477 80584 261056 215307 458893 81491 59632 15084 199822 45749 80449 78973 1140 15485 1574 13911 2023 11888 44548 769 43779 shrinkage=0.0848497 Tree=34 num_leaves=24 num_cat=0 split_feature=16 16 29 24 28 20 17 10 16 15 4 12 16 29 16 17 9 30 10 22 19 29 17 split_gain=104.67 33.3803 25.1157 19.1909 18.5999 18.3975 21.4644 19.0644 16.7145 19.0432 17.298 37.1275 16.2305 27.0782 15.7137 24.5218 14.8106 14.3364 13.9989 16.8451 25.2259 25.1532 13.6555 threshold=218.29868072608215 174.58520178052893 0.28397344372691435 15.500000000000002 694.25000000000011 0.80084373417256882 46.504425589149491 0.92364763471800382 242.25036969893 0.26282471815232272 53.758718490600593 691.99599538664336 103.06805536568696 0.99907407328024123 145.0698904839426 39.379302893456448 0.94845634716303129 1.0000000180025095e-35 0.97423230791075399 2156.2500000000005 4872.5000000000009 0.99907407328024123 56.712382912422648 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 -2 5 -5 -3 -7 -8 17 10 11 18 13 16 -14 -16 -1 -4 19 -10 21 -21 -6 right_child=2 3 8 4 22 6 7 -9 9 -11 -12 -13 14 -15 15 -17 -18 -19 -20 20 -22 -23 -24 leaf_value=-0.0073621464678725081 -0.0032105553150591354 -0.0022463524479702465 0.0010010639115182213 -0.00011276082094462819 0.0012944028053331073 0.0035385527064977452 -0.00050361055836321009 -0.0041643382792077742 0.0028081771232256296 0.003812880864069217 0.00542037819847187 -0.053433035918982512 -0.004967393049246982 0.011605143309699814 0.00074085192858870945 -0.0030741960335183959 0.003873344533583328 -0.00060269145577104789 0.001371936309020292 0.0082652323547735464 -0.0032477984766635755 -0.059408303264330609 0.0064832636693152746 leaf_count=1759 10626 56055 389956 38423 9007 8991 193352 10815 255 23626 974 124 17829 1540 16159 48646 1625 44733 954 51 207 176 6141 internal_value=0 -0.011612 0.0102281 -0.00691452 0.0103707 -0.0103541 -0.00611489 -0.0082207 0.0113359 0.0357831 -0.0431175 -0.102097 -0.0289293 0.0268456 -0.0322528 -0.0250198 -0.0231804 0.009853 -0.0622756 -0.170891 -0.290745 -0.520969 0.0400469 internal_count=882024 410342 471682 322784 53571 269213 213158 204167 461056 26367 2741 1767 87558 4924 82634 64805 3384 434689 1643 689 434 227 15148 shrinkage=0.0848497 Tree=35 num_leaves=24 num_cat=0 split_feature=16 30 28 24 0 25 0 2 27 11 29 11 15 17 11 17 16 17 21 8 13 9 13 split_gain=89.79 31.9406 21.2578 19.4788 18.2457 16.5527 16.3968 15.3675 14.9599 22.3197 13.33 18.7554 13.2807 17.4753 13.1931 12.31 15.7615 17.8681 14.3285 21.549 13.0026 12.7513 12.4713 threshold=202.02884150030249 1.0000000180025095e-35 658.25000000000011 17.500000000000004 46.500000000000007 1048.2500000000002 29.500000000000004 19.233687943262414 25.500000000000004 0.70903185688991333 0.17686096724815017 0.66444147355912075 0.26282471815232272 31.684684205770612 0.42486765874669846 84.370332286587924 151.38711805345744 49.481185297492964 1.5000000000000002 7163.0000000000009 37.289788440316897 0.94696061123698305 146.0641266896242 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 6 10 15 -5 -2 -3 -8 -10 11 -4 14 -14 -12 16 -1 20 -17 21 -18 22 -20 right_child=1 7 3 5 -6 -7 8 -9 9 -11 12 -13 13 -15 -16 18 17 -19 19 -21 -22 -23 -24 leaf_value=-0.0033947274835577686 0.0007222831158162586 -0.0020457331737477021 -0.037796276085830714 0.003387217231154102 -0.0025992968543085753 -0.049295208415964124 -7.6491077608963089e-05 0.00018900504692942113 -0.017972767310715204 -0.0020425841511960891 0.0066960979878682098 -0.004084357706238567 0.0046568082665721508 0.0010345917698864537 -0.0030286294643858359 0.0094965600584852525 -7.7668398577871868e-05 -0.0015849004653705218 -0.0046798154261545113 -0.027044908505993465 0.0038675748937618795 0.003414023247693034 0.02154846815520723 leaf_count=19507 177409 47168 131 29573 70928 43 86461 41775 651 23171 1130 1277 9998 234434 9034 1509 36366 75144 2759 199 7206 6014 137 internal_value=0 0.00589213 0.00862752 0.0147388 -0.0174348 0.0390187 0.00256024 -0.0117398 -0.00701497 -0.0292036 0.01193 -0.0851023 0.0124666 0.0139394 -0.0229519 -0.0111449 -0.0136655 -0.00933687 0.0216673 0.00671569 0.00677435 0.0139845 -0.040531 internal_count=882024 662255 573312 285620 219769 29616 287692 88943 110283 23822 256004 1408 254596 244432 10164 148841 138223 118716 10618 9109 43572 8910 2896 shrinkage=0.0848497 Tree=36 num_leaves=24 num_cat=0 split_feature=16 9 8 17 0 7 20 14 32 27 18 20 17 7 12 5 25 19 26 26 25 27 28 split_gain=79.0185 34.4856 28.3435 23.571 18.0276 16.6691 15.8778 15.7373 15.2423 14.6456 14.3737 13.6644 12.4742 31.0774 19.0881 16.3891 15.2526 15.0015 13.9307 17.1008 12.4675 12.4552 17.5605 threshold=222.3723909288461 0.96080835167607093 722.50000000000011 68.813311543257768 22.000000000000004 -47.489553451538079 0.69541738870968672 8.3690676932463735 2.5000000000000004 32.500000000000007 3.5000000000000004 1.0045300171350593 53.608620168045881 -10.30484628677368 130.20458146424491 32.883232116699226 1016.2500000000001 14857.500000000002 1.1762528538812786 0.74469065594666151 255.25000000000003 31.500000000000004 704.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 6 7 -1 -3 10 -7 12 -11 -2 16 15 -15 -14 18 19 -18 -12 -22 -23 right_child=8 2 3 -5 -6 9 -8 -9 -10 11 20 -13 13 14 -16 -17 17 -19 -20 -21 21 22 -24 leaf_value=-0.0031458444467160353 0.0011659177270753993 -0.0047901700360100169 0.00073005829975930712 0.0059717004817777712 -0.0023641562142586235 -0.0011570113703148898 0.00024415963100017879 0.0016752149926109699 -0.0028587050829087372 0.0030194325197518595 -0.04944014214270593 -0.0036244542372176505 0.0052573698838527215 -0.0048018723428984297 -0.0036299471160270986 -0.030581220822911776 0.004171525128176496 0.012786798620957562 0.0041667983098057056 -0.022456842815991106 0.00073257670166864785 -0.0041561898810604288 0.0049863060803976671 leaf_count=12778 357384 2979 73284 6745 108253 189767 44896 30068 7676 11157 38 2785 2477 265 813 538 238 266 381 642 16289 10539 1766 internal_value=0 -0.00857588 -0.0024587 0.0138107 -0.0202547 -0.00795813 -0.00597427 0.0128745 0.0104395 -0.0113377 0.0113044 0.0199444 0.0130059 -0.0337408 -0.150793 -0.260151 0.0135012 -0.0651071 -0.11063 -0.179789 -0.0102667 -0.00950597 -0.0335189 internal_count=882024 482712 316785 80029 165927 236756 57674 33047 399312 203709 391636 13942 363004 5620 1616 803 4004 1527 1261 880 28632 28594 12305 shrinkage=0.0848497 Tree=37 num_leaves=24 num_cat=0 split_feature=16 20 21 16 16 25 29 9 5 23 32 10 11 29 11 20 5 16 15 14 1 10 22 split_gain=66.584 26.2018 20.3124 18.111 24.1827 17.1611 15.413 17.5768 19.2575 14.8695 14.8545 13.9789 15.0584 14.392 14.3695 12.9246 13.3991 11.8757 15.7649 15.457 26.5527 16.2534 15.5819 threshold=220.32405876143562 0.77405262959044896 9.5000000000000018 103.06805536568696 151.38711805345744 636.25000000000011 1.7129360446583177 0.94097301970091374 209.0454025268555 1.4986059201215769 2.5000000000000004 0.92364763471800382 0.68041050384800394 0.17686096724815017 0.81859670772250737 1.2068754484446884 23.400427818298343 243.36300419940224 0.26282471815232272 48.790437739991297 8896.5000000000018 0.97423230791075399 2156.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 -5 -4 7 8 -3 -7 17 12 13 -6 -13 16 -15 -2 19 20 21 22 -19 right_child=10 2 5 4 11 9 -8 -9 -10 -11 -12 14 -14 15 -16 -17 -18 18 -20 -21 -22 -23 -24 leaf_value=-0.0019418564905699584 0.00072618123474770229 -0.0078319435856827168 8.3536777157455097e-05 -0.0038216594100020443 -0.02201562661807387 0.004924032003517583 0.020911234608767326 0.0095460708477655819 0.026257424281789715 -0.014577693634884058 -0.0027579857433022593 -0.0043651620432053687 -0.00056316435105672872 -0.0088824857641737909 0.0011657003976985776 -0.0027530610321325573 0.0021672529011492587 0.0015888594434000788 0.0037168519965112084 0.0042230428675978215 -0.04848112245784432 0.002631103525750831 -0.030205746187194946 leaf_count=98437 409111 1088 16135 16186 191 10822 422 1534 134 289 8501 12172 243260 809 4683 4886 33789 179 17400 944 118 642 292 internal_value=0 -0.00848875 -0.00439751 -0.0066349 -0.00739038 0.0218109 0.0684791 0.0412281 -0.048248 0.0520542 0.0088889 -0.00535762 -0.00369095 0.0143734 -0.033335 0.0156981 0.0224972 0.00970975 0.0337717 -0.0464959 -0.120319 -0.0724975 -0.213583 internal_count=882024 444837 346400 319154 315976 27246 3178 2756 1222 11111 437187 299790 282935 39675 16855 39484 34598 428686 19575 2175 1231 1113 471 shrinkage=0.0848497 Tree=38 num_leaves=24 num_cat=0 split_feature=16 1 0 0 14 26 30 21 28 26 24 27 20 27 7 7 14 18 16 20 16 26 6 split_gain=58.463 24.3238 23.1642 16.8204 15.2909 12.963 16.5658 14.0402 12.3893 12.3692 11.8828 10.593 10.8949 10.223 11.304 13.994 9.36051 9.33644 9.32628 17.4054 13.1076 10.7248 9.11783 threshold=202.02884150030249 146.50000000000003 33.000000000000007 46.500000000000007 20.126268796366308 1.6547995274824545 1.0000000180025095e-35 3.5000000000000004 682.25000000000011 0.71017750850723338 18.500000000000004 33.500000000000007 0.39928195408546963 25.500000000000004 -32.122444152832024 -58.993291854858391 32.530415995610859 6.5000000000000009 103.06805536568696 0.60291973660174503 147.37875229859353 1.0755401907112336 0.78906252451088632 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 9 17 11 -4 8 -7 -8 13 -2 -10 18 -13 -6 15 -15 -9 -3 19 -1 -20 -21 -22 right_child=1 2 4 -5 5 6 7 16 10 -11 -12 12 -14 14 -16 -17 -18 -19 20 21 22 -23 -24 leaf_value=-0.0058315780298873578 -0.0031790209889203933 0.00083694312458832939 -0.0021144068716380635 -0.0022714459972094881 -3.7472446785069793e-05 -0.00054459798320605917 -0.0025191978540834497 -0.0062007217007973483 0.00062768237240729821 -0.023689344168486018 0.0042575904448124017 -0.0078173031111748188 0.0041127346267628801 -0.0031248152434796821 -0.0017273469671777318 -0.02079582481380288 -0.017469345096463695 0.016476271902539641 -0.0033443444022873453 0.0037794864917164656 -0.00015110739859330833 0.015927073106115866 -0.0016966355063754211 leaf_count=1077 10606 416468 26793 70911 64340 15171 3272 1159 99089 216 6948 616 5232 861 15628 516 979 275 14630 2038 83542 704 40953 internal_value=0 0.00472907 0.00551012 -0.0140956 -0.00243457 0.000462271 -0.0233604 -0.07087 0.00307882 -0.0422912 0.0102007 -0.00805522 0.0336605 -0.00620493 -0.0280109 -0.114869 -0.133892 0.00998546 -0.00976186 0.0389909 -0.0111001 0.0813007 -0.00777272 internal_count=882024 662321 651499 219703 234756 207963 20581 5410 187382 10822 106037 148792 5848 81345 17005 1377 2138 416743 142944 3819 139125 2742 124495 shrinkage=0.0848497 Tree=39 num_leaves=24 num_cat=0 split_feature=16 13 0 20 18 11 29 0 12 1 27 24 21 32 20 6 24 22 24 7 28 27 27 split_gain=49.9675 26.1951 21.4344 18.211 14.4373 13.8764 12.9952 17.3869 12.9191 12.8053 12.5165 11.0992 10.6669 10.1339 15.5219 13.2392 11.107 11.0847 13.1953 9.99144 9.58561 14.8651 12.7582 threshold=188.68906434633155 26.489269641131951 40.500000000000007 0.47788875737853509 4.5000000000000009 0.83458883056698363 1.4073402708762826 52.500000000000007 168.10407640085657 722.50000000000011 7.5000000000000009 6.5000000000000009 1.5000000000000002 1.5000000000000002 0.47788875737853509 0.33276784746710647 16.500000000000004 367.75000000000006 8.5000000000000018 -60.761560440063469 658.25000000000011 28.500000000000004 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 13 -1 9 12 -7 11 -11 -4 -8 14 15 -2 19 -17 -19 -16 22 -22 -5 right_child=1 2 6 20 -6 8 7 -9 -10 10 -12 -13 -14 -15 16 17 -18 18 -20 -21 21 -23 -24 leaf_value=-0.0018756443403719124 -0.009994299424444587 -0.0042147155785884245 -0.0028675896078276114 0.0012723104057421597 -0.0094673942080105919 -8.4948113493104902e-05 0.0025250278067014149 -0.0059960612777715831 0.0096305113649005434 -0.0007698556211778359 0.0015910862541051556 -0.00026258130030410852 -0.0017521487786707833 -0.0025792662675997551 0.0014826571772366438 -0.008760427261763841 0.0020999485267327446 0.0097899879458311755 0.0018528520446706987 -0.0020066222148741198 0.00098053863643809427 0.0033713110533976553 -3.7712755969612702e-05 leaf_count=113849 502 5257 14584 82482 1478 24894 5183 5966 1026 24153 48890 61144 22085 21516 7029 437 7411 2621 3551 37054 217990 20483 152439 internal_value=0 0.00325994 0.00534774 0.00886011 -0.0136436 -0.0173512 -0.00388937 -0.0217673 0.00353121 0.000104386 0.00955098 -0.00900727 -0.0110685 -0.011837 -0.0050226 0.0387718 -0.0110703 0.0506636 0.061561 -0.0170921 0.00951011 0.0139763 0.00497637 internal_count=882024 742255 660656 478651 81599 139769 182005 33234 25920 148771 73043 75728 27268 80121 58605 7111 51494 6609 6172 44083 473394 238473 234921 shrinkage=0.0848497 Tree=40 num_leaves=24 num_cat=0 split_feature=16 13 0 29 20 7 11 6 8 17 29 16 29 17 11 8 16 5 24 26 23 23 24 split_gain=42.3125 20.5338 19.2725 23.2604 17.8585 13.0165 12.648 14.6662 13.0563 13.9704 11.8625 12.2626 12.4887 11.7335 34.7095 23.9983 15.8898 14.7355 18.8621 21.0158 11.7858 11.6699 10.9149 threshold=222.3723909288461 24.762978456703074 48.000000000000007 1.5285324775119473 0.60291973660174503 -12.081263065338133 0.83147734788359806 0.40728188645926672 1524.5000000000002 62.679226219131117 0.08435859965927181 103.06805536568696 1.7129360446583177 53.608620168045881 0.77553971503711849 1691.5000000000002 225.80971142858624 52.000116348266609 2.5000000000000004 1.1627313964243633 1.263668734927653 0.82339283649670769 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 -3 10 7 -7 9 -8 -6 12 -12 -2 17 16 -16 -15 -19 20 21 -20 -13 right_child=13 2 3 -5 5 6 8 -9 -10 -11 11 22 -14 14 15 -17 -18 18 19 -21 -22 -23 -24 leaf_value=-0.0017202799614990803 0.00070563552106341629 -0.0027056436329028497 -0.00083155696578338209 -0.0049317864719390665 -0.016586034913691251 -0.0048838040345349351 0.00052413601899637947 -0.00058465850367142103 0.0069174223853986057 -0.0090737211662258593 0.0050051534300073535 0.00069772887233409233 0.024760320521937666 0.0046491139450366538 -0.010475061014831451 0.0036270618526711255 -0.029961945106519106 0.0058399867244716816 0.0024618278763052525 -0.00077748828639258099 0.016848136499206856 -0.034983276233463298 0.0043359793671136791 leaf_count=86075 393059 15784 89912 11202 275 6091 79760 92025 2270 1107 1394 90361 276 2764 634 429 574 653 71 526 44 384 6354 internal_value=0 -0.00627322 -0.00323612 -0.0151539 0.00083918 0.0026846 -0.0023465 -0.010036 0.00672838 0.00462877 0.0119275 0.0125072 0.0974674 0.00764202 -0.0359559 -0.160428 -0.232582 0.00991565 -0.0640052 -0.148629 -0.295642 -0.343433 0.0110402 internal_count=882024 482886 396811 101114 295697 279913 181253 98116 83137 80867 98660 98385 1670 399138 6079 1637 1208 4442 1678 1025 499 455 96715 shrinkage=0.0848497 Tree=41 num_leaves=24 num_cat=0 split_feature=16 14 27 11 5 13 7 29 15 6 22 1 29 21 17 11 23 26 1 10 11 22 16 split_gain=36.0687 17.9735 12.9297 12.0923 11.8874 11.3014 11.614 12.7729 10.6928 10.9574 16.6525 10.309 13.7859 9.95909 9.57348 9.4184 9.15343 8.76408 9.18029 8.51092 20.8733 14.6229 11.7652 threshold=203.30965152638538 20.330498756437901 33.500000000000007 0.91057867049258745 264.00695800781256 30.989446216621577 -89.940933227539048 0.1516348410791705 0.38096172396751521 0.7058823560523626 612.25000000000011 146.50000000000003 0.53937596658842379 14.500000000000002 62.679226219131117 0.84183928826785981 1.5732439221315155 1.0422347750494414 18258.000000000004 0.96693541426209106 0.42486765874669846 676.25000000000011 242.25036969893 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 8 5 11 13 7 -7 17 -10 15 12 -2 -3 -13 -11 -4 18 -1 22 -21 -22 -8 right_child=1 3 16 -5 -6 6 19 -9 9 10 -12 14 -14 -15 -16 -17 -18 -19 -20 20 21 -23 -24 leaf_value=-0.0022315560969949307 -0.0026859314720349037 -0.00048082218824809344 0.0027849162473044279 0.0017214053961316161 -0.04080591975404043 -0.040489338656883304 0.00058010239934147469 -0.0029256785147214427 -0.00021757472809612154 -0.0029706059546418819 -0.0003127453743045327 -0.00028262034596630414 -0.023689567897286351 -0.010138840862276221 -0.0083526646974591383 -0.00016280511351702371 -0.019743525179887152 -0.0063774056638957665 0.01684809638015905 0.0069260230524887051 -0.026347493345683256 -0.003106635452032339 0.0028875869704349973 leaf_count=13682 10312 71769 7950 54842 53 66 375493 5190 98279 46304 48823 105972 230 777 1069 10563 132 4263 184 1603 200 7656 16612 internal_value=0 0.00375739 -0.0108039 0.0062215 -0.00743259 0.00461225 0.00666264 -0.0400398 -0.0122336 -0.010165 -0.0172328 -0.00721916 -0.0370558 -0.00688587 -0.00428068 -0.0288635 0.0284853 -0.0355074 -0.0233162 0.00727393 -0.0223668 -0.0435866 0.00798897 internal_count=882024 651844 230180 534208 117636 479366 406820 5256 222098 203969 105690 117583 10542 72546 107041 56867 8082 18129 13866 401564 9459 7856 392105 shrinkage=0.0848497 Tree=42 num_leaves=24 num_cat=0 split_feature=16 14 16 29 31 27 17 11 5 29 11 20 10 26 18 9 17 9 5 12 12 22 11 split_gain=31.6462 19.4325 12.5542 14.4942 16.6052 14.5354 13.2358 12.7642 12.5441 12.1298 12.0009 11.8181 11.7495 11.3411 11.2316 11.1777 11.4203 11.1555 11.0267 10.6526 10.5097 16.3266 10.704 threshold=184.63123422478094 19.766415898708569 234.02187400318982 2.0002794857462276 1.5000000000000002 14.500000000000002 45.826177655097666 0.6778795057599406 264.00695800781256 0.29866851748261414 0.79960952584192035 0.75531162538746288 0.96341669431571708 0.48200302266023259 6.5000000000000009 0.89915073246570087 62.679226219131117 0.96261796411014033 21.57618618011475 241.15790027001893 314.31222920256965 2988.2500000000005 0.78039458959762575 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 8 3 7 11 -6 12 9 17 13 -1 -5 -4 -3 19 -11 18 -2 -17 -9 21 22 -8 right_child=1 2 6 4 5 -7 20 14 -10 15 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0018865586119134153 -0.0016807818204578947 -0.0032079588273795255 0.0013662005148742608 -0.044026673952352866 -0.0025149724862138815 -0.010262579201426491 0.0011009133621929141 0.00014892473429751804 -0.037994502434807925 -0.0007623253548748294 -0.00011585451775861198 2.3076799603490819e-05 -0.0020086163734660783 -0.029852774928225096 0.018570981223177251 -0.028844278955121854 0.0049818788047792401 -9.9873853503357858e-05 0.0015684880394383535 -0.0034292928309812274 0.0030394963202940921 -0.041199178889578886 -0.019769433325266442 leaf_count=80310 52385 385 131702 44 5275 2604 402 391672 65 12636 41951 12801 7871 164 237 86 8085 83130 43245 6083 449 126 316 internal_value=0 0.00226125 0.00461829 0.00219711 -0.0236757 -0.0598181 0.0129254 0.00335621 -0.0085901 0.0163943 -0.0150735 -0.00150635 0.0138584 -0.131614 0.00123989 0.0176629 0.0242118 -0.00837944 0.0177741 0.00111022 -0.0877848 -0.153543 -0.0952786 internal_count=882024 759763 624183 483317 20724 7879 140866 462593 135580 64601 122261 12845 139573 549 397992 64052 51416 135515 43331 397755 1293 844 718 shrinkage=0.0848497 Tree=43 num_leaves=24 num_cat=0 split_feature=0 13 20 18 17 29 29 13 14 21 16 30 14 7 25 7 15 24 28 28 19 16 26 split_gain=31.457 23.108 18.9744 13.8755 13.5536 12.7002 11.5525 17.5997 15.9228 12.0275 10.208 9.76237 9.31083 8.81164 12.6151 17.1119 16.7596 15.0364 17.1659 12.7924 15.7585 11.6088 11.9875 threshold=46.500000000000007 24.550298623009194 0.47788875737853509 4.5000000000000009 27.00164951600534 0.11973205505472195 1.5126447962789036 31.401932583442516 48.790437739991297 15.500000000000002 168.47523872973576 1.0000000180025095e-35 52.795681317489901 -16.699242591857907 1187.2500000000002 -51.84277153015136 0.78340659081211761 5.5000000000000009 580.25000000000011 3310.0000000000005 8578.0000000000018 241.76051342576145 0.48200302266023259 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 12 -1 -4 -6 7 9 11 -2 -9 -8 -3 14 -7 16 -16 18 -18 -20 21 22 -21 right_child=6 2 4 -5 5 13 8 10 -10 -11 -12 -13 -14 -15 15 -17 17 -19 19 20 -22 -23 -24 leaf_value=-0.0009263580477875343 -0.0021338148107945642 -0.0034797654384880698 0.004438914817905734 -0.009301188267524579 -0.0092169236525339489 0.001280069119327808 -0.0029909575593744407 -0.0029097226462124013 0.0011020397327035417 -0.028080740862001605 0.00011559287763665606 -0.0077779996302747602 0.0081564576943531815 0.00024922807732749331 -0.0011287257664355811 0.0019630933872836448 -0.055068663373486725 -0.020904932272604277 0.0026607825370607908 0.016201846276308822 0.001803702278237935 0.005000700821831414 -0.034163790807308352 leaf_count=83517 43538 11183 6177 1449 978 151789 10617 8833 5139 129 88292 4313 518 431194 19301 12631 48 553 1018 38 353 91 325 internal_value=0 0.00288864 0.00495731 -0.0126009 0.00570485 0.00523922 -0.0125766 -0.00937708 -0.0350226 -0.0260515 -0.00188031 -0.0515481 -0.0349398 0.00541961 0.0111697 -0.00613342 -0.0231493 -0.101488 -0.0587101 -0.0431843 -0.137217 -0.260437 -0.3405 internal_count=882024 721163 636197 84966 624496 618319 160861 140792 20069 43667 97125 14930 11701 617341 186147 34358 21727 2426 1873 1825 807 454 363 shrinkage=0.0848497 Tree=44 num_leaves=24 num_cat=0 split_feature=0 14 29 11 23 23 13 21 9 11 14 5 27 16 17 20 29 28 6 22 13 13 23 split_gain=27.7906 18.4633 17.0963 12.9164 10.8182 10.8133 11.2718 14.6378 10.5334 10.4495 11.5285 12.0075 17.9635 11.8289 11.0653 10.0269 13.3595 10.1953 9.70913 11.0305 13.0939 8.2442 8.18522 threshold=35.000000000000007 20.126268796366308 0.17686096724815017 0.92812359613656792 0.80607676039487974 1.3805403281632962 30.567978267490879 15.500000000000002 0.96102226163957882 0.68303832497911465 12.040420747270312 50.001810073852546 2.5000000000000004 103.06805536568696 45.476673128225315 1.1491519590721377 0.94928845356384006 1858.7500000000002 0.47540983632386352 610.25000000000011 19.110097521602444 42.854604707918966 1.2436366485007857 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 8 6 7 -3 -4 10 -6 15 -13 -14 -15 17 -17 -12 -10 -20 -21 -19 -16 right_child=1 5 3 -5 9 -7 -8 -9 18 -11 11 12 13 14 22 16 -18 21 19 20 -22 -23 -24 leaf_value=-0.0024727185672052104 -0.001882425496071122 -0.0012562327498929823 -0.0013594938855538057 0.002162305650213788 -0.017981759616394109 -0.0017570060260922223 0.00019481613631454131 -0.025439500232120296 0.0035421922620993405 0.00033702335453180988 0.0027462333847731472 0.004542236752762498 0.010483471571993292 0.00045695887033992717 -0.0050376525567745198 -0.011406127042354783 0.00070970984113836316 -0.027368239207418637 -0.0011675884254173027 0.0066735486482726548 0.00056214563375308853 0.020520501831038887 -0.00022522699192135441 leaf_count=14819 66100 40595 46753 29911 220 31829 185099 181 6053 318973 39711 5578 656 14635 6446 709 8637 28 30261 2779 27505 342 4204 internal_value=0 -0.00727554 0.00436963 0.00528353 0.00410684 -0.00345122 -0.0010196 -0.0160705 -0.00451707 0.00654982 0.0166803 0.0173016 0.00204974 -0.00902046 -0.01246 0.0270276 -0.00246805 0.0339053 0.00355985 -0.00025788 0.0132346 0.199134 -0.0369829 internal_count=882024 323804 558220 543401 513490 257704 225875 40776 113351 400139 81166 80946 31519 25941 25285 49427 9346 40081 66598 60545 30284 370 10650 shrinkage=0.0848497 Tree=45 num_leaves=24 num_cat=0 split_feature=16 2 30 29 27 25 28 7 18 13 17 16 24 23 13 4 6 27 11 14 12 18 18 split_gain=21.7368 15.4372 15.3799 15.6281 13.7181 12.2241 11.7266 12.0805 11.5958 10.4158 10.4848 10.668 10.2051 12.0441 12.5649 9.79633 9.71442 9.55931 9.55919 8.93955 11.8343 13.7858 8.54897 threshold=164.48497852283936 23.609903381642514 1.0000000180025095e-35 1.898972301411326 6.5000000000000009 1372.2500000000002 696.25000000000011 -50.887870788574212 6.5000000000000009 146.0641266896242 109.95060228284227 103.06805536568696 18.500000000000004 0.59421127586495781 16.911079294789712 132.03100585937503 0.79166667036889027 14.500000000000002 0.64587139892742618 8.3690676932463735 54.260407640085667 1.5000000000000002 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 4 -4 5 19 7 -6 16 -1 11 18 -8 14 -14 -12 -9 -5 -11 -2 21 -21 -18 right_child=1 -3 3 17 6 -7 12 8 -10 10 15 -13 13 -15 -16 -17 22 -19 -20 20 -22 -23 -24 leaf_value=-0.0017193145791213125 -0.010183756387188299 0.000602659838582892 -0.00094479435101972608 -0.0031668451894953783 0.0013365013773181912 0.00057700556548369981 0.00063646626676776741 3.7000357920340133e-05 0.017050362614018832 0.015824570072427907 0.021041520753805561 -0.0084629483422451381 0.022716103204122314 0.0038768187916565083 -0.015456704021114079 -0.027857278674103956 -0.0010165049527143075 -0.010536224126427067 -0.018019777603373501 -0.0022692310168725086 -0.0022308154929766861 0.013047551624867633 -0.0095609234879737784 leaf_count=59056 961 297004 66066 3945 35973 18166 111058 157434 276 363 377 445 73 10967 415 32 80193 1867 72 888 34733 808 852 internal_value=0 0.00134168 -0.00191946 -0.0155084 0.000237683 -0.0144806 0.0022961 -0.00133216 -0.00390613 -0.0183221 0.0706045 0.00911883 0.0104323 0.0388504 -0.114867 0.202896 -0.00414321 -0.0652227 0.120481 -0.02482 -0.0223086 0.0592567 -0.0130387 internal_count=882024 821679 524675 71878 452797 55556 397241 274728 238755 60345 1289 880 122513 11455 488 409 238479 5812 435 37390 36429 1696 81045 shrinkage=0.0848497 Tree=46 num_leaves=24 num_cat=0 split_feature=0 20 25 27 22 24 25 22 21 27 5 23 4 4 22 22 15 15 32 20 27 27 25 split_gain=24.2581 18.4255 13.951 14.2523 12.5378 12.5174 20.295 16.5808 16.5275 19.7148 17.3484 15.3409 15.575 11.372 10.803 9.78861 13.693 10.7854 11.3612 10.57 12.1317 9.8082 10.2811 threshold=48.000000000000007 0.76962351139566343 622.25000000000011 35.500000000000007 837.25000000000011 22.500000000000004 404.25000000000006 592.25000000000011 12.500000000000002 45.500000000000007 33.234018325805671 1.0000783576241969 24.748738288879398 27.999998092651371 628.25000000000011 610.25000000000011 0.68122823336146676 0.39855710272298056 1.5000000000000002 0.51228674291659948 35.500000000000007 3.5000000000000004 412.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 15 -3 -7 -8 9 10 11 -9 -13 -10 -11 16 -1 -17 19 20 -19 22 -18 right_child=-2 2 3 -5 -6 6 7 8 13 14 -12 12 -14 -15 -16 17 21 18 -20 -21 -22 -23 -24 leaf_value=0.00045756271114562812 -0.0010621573625385346 6.1483568103018479e-05 0.00060554321958357284 0.0034761666096474399 -0.0023947921846906822 -0.023636765194863223 -0.00054279462987269608 -0.0075256783995596467 -0.00058909204325355226 -0.017324849375468524 0.0021208817539159386 -0.043720017396468414 0.0043039764536110187 -0.040411540291670468 -0.04579508559322798 -0.0037480299296979601 0.02539924309180789 0.0062405067906764851 -0.0011070779732755048 0.0012165126342093804 -0.012928923782411596 -0.0025761808472983625 -0.0017288509836830095 leaf_count=22903 130691 254413 354615 12905 27405 313 14574 467 1994 222 645 213 63 53 169 3365 186 5715 9567 14911 248 26168 219 internal_value=0 0.00224335 0.00430177 0.00832462 -0.00967056 -0.00111141 -0.0260731 -0.0217779 -0.0803662 -0.150868 -0.0949953 -0.19916 -0.386071 -0.0190944 -0.34921 -0.00356534 -0.0125269 0.00955018 0.0154888 0.0285676 0.0641517 -0.0279716 0.126459 internal_count=882024 751333 640646 367520 110687 273126 18713 18400 3826 1779 1388 743 276 2047 391 83282 49476 33806 30441 20874 5963 26573 405 shrinkage=0.0848497 Tree=47 num_leaves=24 num_cat=0 split_feature=0 14 9 10 27 21 13 25 12 7 28 26 15 28 27 25 18 10 27 12 7 24 11 split_gain=20.7829 13.3906 9.92443 10.8288 13.7458 10.3306 9.22204 8.64469 13.0158 11.4935 9.90656 9.54129 10.8157 9.23049 8.80034 15.9828 27.3642 34.2148 17.7432 18.6793 16.6366 12.4254 16.7339 threshold=35.000000000000007 20.126268796366308 0.95657647465211437 0.69686622468821835 49.500000000000007 1.5000000000000002 24.146261821602543 14940.500000000002 602.74368670764591 -89.940933227539048 23790.750000000004 0.33447009514266929 0.67212391983624198 10460.250000000002 14.500000000000002 1187.2500000000002 1.5000000000000002 0.79228659305359062 9.5000000000000018 147.00357133746823 -86.613552093505845 4.5000000000000009 0.78274118899118916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 -2 5 4 -4 -3 -1 8 10 13 11 12 -8 -10 15 -13 -17 18 21 20 -20 22 -18 right_child=1 2 3 -5 -6 -7 7 -9 9 -11 -12 14 -14 -15 -16 16 17 -19 19 -21 -22 -23 -24 leaf_value=-0.00064384994723131568 -0.0016192354464965955 0.0007795029168545883 -0.00059269152655585806 0.0006310363547046442 -0.023807653686171115 -0.0017768433187487309 -0.0041789677978794617 0.0036657861297384325 -0.039601308977854251 -0.0043122005534184434 -0.034942469112465846 0.0012772247468666076 0.0026727892840821463 0.009433441721368065 0.0001348989853950689 0.00032609486887494576 -0.0045483188529812585 -0.0012775412157067685 0.0075295339165917085 -0.0026637854240370261 -0.039767133360769424 -0.0012949931210452425 -0.029733656134690006 leaf_count=64209 66087 14824 90505 103214 184 49004 6303 5899 119 2214 57 170325 2251 36 249353 50517 396 4713 61 189 438 761 365 internal_value=0 -0.00638443 -0.00312814 0.000432128 -0.0075403 -0.0139439 0.00368594 0.00515133 0.00469144 -0.0692514 0.00505208 0.005101 -0.0280015 -0.332501 0.00569448 0.0101881 -0.00423682 -0.0631966 -0.165859 -0.299129 -0.400536 -0.105616 -0.19597 internal_count=882024 323818 257731 193903 90689 63828 558206 493997 488098 2369 485729 485672 8554 155 477118 227765 57440 6923 2210 688 499 1522 761 shrinkage=0.0848497 Tree=48 num_leaves=24 num_cat=0 split_feature=0 20 17 9 19 21 25 18 5 22 6 20 17 28 4 21 26 17 14 17 8 22 11 split_gain=19.2339 13.5108 11.9693 11.5236 11.2743 11.2302 10.7464 14.145 42.2922 25.825 20.5392 19.2512 12.0678 11.6081 10.7241 14.6124 38.3009 18.6734 10.1661 9.95941 9.73086 11.6563 11.84 threshold=48.000000000000007 0.76962351139566343 33.752656893006872 0.96704379937199514 575.25000000000011 16.500000000000004 1187.2500000000002 1.5000000000000002 40.237737655639656 1353.7500000000002 0.39665196067816461 1.1525728022396009 45.476673128225315 10460.250000000002 55.146440505981452 1.5000000000000002 0.9392877597774506 84.370332286587924 16.390801413314147 68.813311543257768 3768.5000000000005 2574.2500000000005 0.64255819480405785 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 -4 13 14 9 11 -10 12 -9 19 18 17 -17 -16 -8 -6 21 -18 -23 right_child=-2 2 4 -5 6 -7 7 8 10 -11 -12 -13 -14 -15 15 16 20 -19 -20 -21 -22 22 -24 leaf_value=-0.0014912034980177164 -0.00094942076619831202 0.0020351003053417382 -0.00019452068059917264 0.00024718411376694938 0.00064206218116103289 -0.0065090541855482792 -0.013476501535119575 -0.055275469260028423 0.0035401418330130801 -0.0012461102484657737 -0.0055930778524926937 0.0028421667127367426 -0.028021999133296695 -0.031601134305999458 -0.0012211791366797601 -0.030727060411073925 -0.0012892179916898048 0.010677036413069094 0.00075836137255046458 0.0034326588552747389 -0.0024968218549018886 -0.056566498560107079 -0.0097535078774687884 leaf_count=60313 130756 27865 215232 50390 313581 2047 364 170 3224 341 3938 107 375 80 10407 401 151 1045 46948 9486 4647 82 74 internal_value=0 0.00195209 0.00371504 -0.00824895 0.0027932 -0.00299365 0.005973 -0.00505026 -0.0442778 -0.23768 -0.0174629 -0.354307 -0.430444 0.00843843 -6.10924e-05 -0.0217594 -0.0648792 -0.00159649 0.00764698 0.00853274 -0.0408179 -0.213249 -0.404955 internal_count=882024 751268 640565 110703 612700 217279 395421 72274 8155 993 7162 652 545 323147 64119 16807 5355 11452 47312 323067 4954 307 156 shrinkage=0.0848497 Tree=49 num_leaves=24 num_cat=0 split_feature=11 7 9 17 13 30 27 16 15 29 16 27 17 4 15 22 23 16 20 23 9 20 15 split_gain=17.7564 15.8573 15.3947 15.3172 13.1647 12.6011 10.8006 11.4276 10.4413 10.2684 9.97003 12.0349 11.2461 9.00755 11.2048 8.87807 9.48107 8.83494 9.0534 8.63939 14.8506 8.50812 10.3861 threshold=0.87106035459636444 -8.1301016807556135 0.9557039547518712 66.173447075971652 52.072121303585298 1.0000000180025095e-35 14.500000000000002 213.68039895710351 0.26282471815232272 2.0002794857462276 231.33075833616795 7.5000000000000009 48.380795071382245 217.3147888183594 0.33945578056967846 3168.2500000000005 0.25560402310870167 228.20013471037274 1.0836798471593072 2.4400534290316851 0.93782592598015746 0.28789332868027689 0.63846154342367567 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 13 6 5 15 -4 -8 19 -5 11 -10 -12 17 -15 16 21 18 -1 -3 -21 22 -2 right_child=4 8 3 9 -6 -7 7 -9 10 -11 12 -13 -14 14 -16 -17 -18 -19 -20 20 -22 -23 -24 leaf_value=-0.00049402550309887651 -0.0087026965769841091 -0.0028160998337648435 0.0012309338607615526 0.0040366878166889879 0.0021852460176153645 -0.002064351179745876 -0.0018165711813520142 0.00062786942082460463 -0.001869227610131642 -0.010885393025838162 0.00056807720642974738 -0.00045891250909630294 -0.014308589282568986 -0.033351470289445906 -0.0048554674270658033 -0.015785837455632182 0.00053241452183154406 0.00059819674403000769 -0.0029122142328685805 -0.007518278585906004 -0.04817265879023188 0.0099582971208817296 0.0081497431465416322 leaf_count=70744 512 8858 80101 12586 34798 13987 21941 36967 52116 341 62298 265419 368 125 484 238 159467 45017 13231 338 80 1466 542 internal_value=0 -0.00253728 0.00318043 0.01001 0.00797993 0.00446989 0.00694811 -0.0033305 -0.00667038 0.0429354 -0.00586164 -0.00813654 0.00566549 -0.00482611 -0.126157 0.00695296 0.00723652 -0.00425328 -0.0103127 -0.0398188 -0.180307 0.0680954 -0.000431837 internal_count=882024 671014 281537 151936 211010 176212 139009 58908 389477 12927 380201 317535 62666 129601 609 162225 161987 128992 83975 9276 418 2520 1054 shrinkage=0.0848497 Tree=50 num_leaves=24 num_cat=0 split_feature=0 9 1 6 21 25 7 25 18 25 22 24 22 16 29 14 0 17 21 17 7 17 1 split_gain=16.5861 19.3536 16.648 13.2629 12.5952 10.6429 10.4935 9.80835 16.414 11.898 10.3411 9.75981 9.67902 8.77507 9.78199 12.711 10.9965 8.64752 8.31929 8.17739 7.76233 7.32109 7.13271 threshold=22.000000000000004 0.95714654473043748 719.50000000000011 0.84000000509755424 1.5000000000000002 3208.5000000000005 -67.354396820068345 847.25000000000011 1.5000000000000002 622.25000000000011 301.25000000000006 15.500000000000002 842.25000000000011 179.89849647392882 1.4300944138473646 22.391904953545424 51.000000000000007 84.370332286587924 16.500000000000004 71.893891949444864 -25.332932472229 39.87562095725864 1000.5000000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 4 3 12 6 13 -2 9 10 -1 -9 21 18 -6 15 22 -16 -8 -3 -11 -21 -12 -15 right_child=1 2 -4 -5 5 -7 17 8 -10 19 11 -13 -14 14 16 -17 -18 -19 -20 20 -22 -23 -24 leaf_value=0.00025952734792094966 -0.0025440736208918132 0.00016491058675242816 0.00072690257053272369 -0.0014092188041810924 -0.0028587489955712131 -0.0049201705125270596 0.0010728519459606779 -0.018670018039858099 -0.0029391465037580662 0.0013140790249514059 0.0013420939355891994 -0.040556574935394558 -0.0024091611700792839 -0.0020537507749659087 -0.0016334784257353862 0.00049318009095435816 -0.0065861511576564124 0.010483793356829987 -0.0075385936986125867 0.0072667819037413031 -0.0047299445320397046 -0.00060732540655131706 0.0079242151088831907 leaf_count=151588 6299 179020 151098 68210 21163 6141 21252 207 14569 95088 27561 42 11581 26567 22017 42369 3782 727 1015 2832 450 27920 526 internal_value=0 -0.0033359 0.000220291 -0.00463358 -0.0130236 -0.0174128 0.00600024 0.00568159 -0.00475378 0.00861646 0.00305897 0.00389071 -0.000370874 -0.0152726 -0.0111806 -0.00500495 -0.0278082 0.0163128 0.00143171 0.017181 0.0662571 0.00425549 -0.0219215 internal_count=882024 561767 410924 259826 150843 122565 28278 320257 70299 249958 55730 55523 191616 116424 95261 69462 25799 21979 180035 98370 3282 55481 27093 shrinkage=0.0848497 Tree=51 num_leaves=24 num_cat=0 split_feature=11 16 7 30 7 27 5 27 25 20 17 18 17 1 16 5 20 14 5 28 22 1 20 split_gain=13.8117 13.8222 11.5664 10.9023 10.4479 10.8269 11.8475 10.3621 10.2197 9.93644 9.92129 10.9147 9.66455 12.8347 9.66051 8.99517 8.97842 8.30053 10.9614 8.53436 8.28642 8.08942 17.9896 threshold=0.87106035459636444 175.70310902359202 -8.1301016807556135 1.0000000180025095e-35 -79.196342468261705 13.500000000000002 48.536451339721687 6.5000000000000009 459.25000000000006 0.60291973660174503 66.173447075971652 2.5000000000000004 68.813311543257768 560.50000000000011 213.68039895710351 44.999996185302741 0.99998514469071254 22.593411004558575 42.999996185302741 845.25000000000011 301.25000000000006 1052.5000000000002 0.95820560654211173 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 15 7 9 12 -3 -8 -6 -10 -12 14 -14 -7 21 -11 18 19 -4 -21 -2 -23 right_child=3 2 17 -5 5 6 8 -9 10 16 11 -13 13 -15 -16 -17 -18 -19 -20 20 -22 22 -24 leaf_value=-0.001203137061077325 0.00060490118657488307 -0.0026380971104175343 -0.00050424616913846883 -0.0014581267591011028 -0.0021474317317510534 -0.0014361154056122785 -0.03705859338510066 4.2687485700129326e-05 -0.0022331244463910977 0.0034251989661771109 -0.025894651897538565 0.0046052155561697589 -0.004367358971034358 0.0048186161351848333 0.00068153503713747087 0.0020220290150274513 0.0011526334417759263 -1.1015187151014032e-05 -0.0038571743044991413 -0.022025979395909071 -0.0030225085612470494 -0.025767376961421614 -0.0018523794684738046 leaf_count=83947 155864 13686 123660 17001 5700 22889 64 42982 6687 14756 265 124 1330 6199 48104 34638 82452 202323 8274 169 7341 243 3326 internal_value=0 -0.00217741 -0.000460984 0.00709735 0.00477924 0.00835734 5.22317e-05 -0.00712735 -0.0389479 0.0152706 -0.0353499 -0.1906 0.00359851 0.0376655 -1.43904e-05 0.00922451 0.0176501 -0.00422116 -0.0101574 -0.00793062 -0.0406619 0.00605121 -0.0410215 internal_count=882024 670952 587005 211072 245238 188570 85662 56668 7140 102908 7076 389 78522 7529 70993 194071 97208 341767 139444 131170 7510 159433 3569 shrinkage=0.0848497 Tree=52 num_leaves=24 num_cat=0 split_feature=0 27 9 21 1 21 20 11 5 17 10 5 25 18 7 19 10 16 25 17 27 7 17 split_gain=13.4071 13.0589 12.8709 10.6887 10.5795 9.61236 7.65091 7.83097 7.45208 7.19496 9.56756 7.18441 6.60859 13.9017 6.5874 6.53948 6.53265 6.47532 6.163 12.6037 11.4874 10.4276 10.2381 threshold=29.500000000000004 52.500000000000007 0.93414059494963808 1.5000000000000002 706.50000000000011 2.5000000000000004 0.26969236000028191 0.92812359613656792 46.913307189941413 31.684684205770612 0.99595159280770174 48.000003814697273 255.25000000000003 2.5000000000000004 -50.887870788574212 377.25000000000006 0.75468413326618011 160.25910384253945 847.25000000000011 42.057637568005255 14.500000000000002 -28.300757408142086 84.370332286587924 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 5 8 -1 12 -4 10 -6 -5 13 -8 -7 16 -16 -9 20 -20 21 -14 -22 right_child=1 -3 4 11 9 14 7 17 -10 -11 -12 -13 18 -15 15 -17 -18 -19 19 -21 22 -23 -24 leaf_value=-0.0016279552920411024 0.00035570412976756338 -0.012143205308865108 -0.001869809682710581 -0.0011166361173345738 0.0051795828397024199 0.0009828138488863073 -0.0010543936686187904 0.015133278678171653 -0.017074601089906025 0.00029600352921755512 -0.037137334301710637 -0.0034603457647501262 0.0022925429131000646 -0.018761941760541072 -0.0034157231704315945 -0.00034577971778685637 0.00063341685747740563 0.001675460012873086 0.00074023121412933963 -0.0012753132635389287 2.0630984389797497e-05 0.00060955464422736167 0.0051828468061033087 leaf_count=14068 14942 674 28125 18250 2808 24356 1612 260 234 157473 39 19454 38375 398 10065 144315 4012 25766 42977 46508 198822 85686 2805 internal_value=0 -0.00403009 -0.00380903 -0.0184422 -0.00173493 -0.00638585 0.00377276 0.00450151 -0.0235153 0.00438933 0.0542123 -0.0274121 0.00345162 -0.0537499 -0.00372768 -0.006082 -0.0266554 0.0213307 0.00372856 -0.00362178 0.00574811 0.0133193 0.00108954 internal_count=882024 424747 424073 52646 371427 211107 457277 443209 28359 160320 2847 37704 417183 2010 182748 158392 14077 26026 415173 89485 325688 124061 201627 shrinkage=0.0848497 Tree=53 num_leaves=24 num_cat=0 split_feature=0 23 14 10 9 24 4 29 22 29 11 16 21 22 4 12 11 26 14 16 4 16 11 split_gain=12.0841 7.52562 8.18621 9.67351 8.60215 8.87501 10.8069 7.91012 7.3412 6.92986 9.06376 7.22114 6.28111 22.4744 11.8274 8.85089 16.0594 10.3427 10.9761 20.5065 18.9875 26.201 11.4954 threshold=40.500000000000007 2.0959892570271159 20.951461579919798 0.76109862157179087 0.92696183565748791 2.5000000000000004 217.3147888183594 1.1816009182694505 1002.2500000000001 0.1516348410791705 0.92436436112906717 155.167349726776 1.5000000000000002 2077.5000000000005 27.00000095367432 691.99599538664336 0.71542493754258463 3.410350255804802 37.447711712850229 240.29045562993056 24.400002479553226 243.36300419940224 0.70035995715926802 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 7 -4 5 6 -5 -2 -3 -1 12 -12 14 -14 -11 17 -17 18 20 22 21 -15 -20 right_child=1 8 3 4 -6 -7 -8 -9 -10 10 11 -13 13 15 -16 16 -18 -19 19 -21 -22 -23 -24 leaf_value=-0.0016877844264136541 -0.001115715575933862 -0.0055972205657153998 -0.00068770555894805358 0.0024535298639350761 0.00093745057418134835 -0.0027826864035261356 -0.01669752846804513 -0.0068601623625420159 0.0026252856558893925 -0.00086159744015426121 0.014663481328700063 0.0014032584240186534 0.00018301014454949067 -0.0051949066534214298 0.0020857826730369682 -0.0058692364491051878 -0.042094390461761007 0.0044681742968912573 -0.010354794996955189 0.00083625530771971998 0.0022856596798505606 -0.049937831709874286 -0.0036223799701621331 leaf_count=13734 59882 3702 107402 4775 67955 9914 222 1777 991 14559 298 37787 509172 1954 30000 413 112 1447 3924 3294 5196 99 3415 internal_value=0 -0.00582601 -0.00508689 -0.00184186 0.00627573 -0.0154749 0.0188888 -0.0151005 -0.0455029 0.00232333 0.00282212 0.017761 0.00183021 0.000869817 0.0132324 -0.0321378 -0.160251 -0.0286581 -0.0352383 -0.0556946 -0.00523254 -0.0866533 -0.0851158 internal_count=882024 256620 251927 190268 82866 14911 4997 61659 4693 625404 611670 38085 573585 529026 44559 19854 525 19329 17882 10633 7249 2053 7339 shrinkage=0.0848497 Tree=54 num_leaves=24 num_cat=0 split_feature=18 11 7 27 20 10 9 20 4 7 13 25 28 25 28 16 7 16 27 29 16 13 16 split_gain=12.8092 10.2245 10.5836 13.8538 11.7834 10.5365 9.39191 8.77115 10.0826 9.24159 13.7588 12.7909 11.6152 11.1092 12.1245 9.95688 9.909 11.7334 8.8835 9.94616 11.6238 8.23505 8.05803 threshold=6.5000000000000009 0.87106035459636444 -1.0000000180025095e-35 7.5000000000000009 1.0892329483547616 0.96017045678896451 0.87166422809493616 0.70192512848538857 217.3147888183594 -79.196342468261705 24.146261821602543 2756.5000000000005 8975.2500000000018 14940.500000000002 12508.500000000002 229.93734509141854 -22.619863510131832 210.36837110338075 20.500000000000004 1.3227283912051784 103.06805536568696 52.072121303585298 188.68906434633155 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 7 -4 -6 -1 9 11 -11 12 -9 14 18 -13 17 -16 19 -12 -21 -3 -23 right_child=-2 21 3 -5 6 -7 -8 8 -10 10 13 15 -14 -15 16 -17 -18 -19 -20 20 -22 22 -24 leaf_value=-0.00083542169915658542 0.014815536554537592 0.00027366452085779945 -0.0014500483495036957 -0.00026448518560454292 -0.0064023537112552261 -0.0064883062291342351 -0.00074021296121028831 7.570120919164705e-05 -0.0088638920001550357 -0.0035788880864865268 0.0014962018562872047 -0.0089379167277018595 -0.025628059527580224 0.0054213204499802782 -0.0080253585934579683 -0.0013710054446628285 0.00013708681237045825 -0.041002582596987615 -0.00031007645939723326 0.013899067921571242 -0.00024765919398807854 0.009822735670018996 0.0014966846116052041 leaf_count=37618 420 175944 52429 265978 2193 3169 55116 37423 816 5012 127016 2144 127 3874 193 3009 299 130 37356 423 36516 858 33961 internal_value=0 -6.97014e-05 -0.00197855 -0.00611799 0.00183273 -0.0204741 -0.0112774 0.00440615 0.00651411 0.00687131 0.00958863 -0.0065437 -0.000132386 0.0108493 0.0098317 -0.0532631 -0.12957 -0.251008 0.0102624 0.0134333 -0.00100956 0.006006 0.0200573 internal_count=882024 881604 670841 321576 349265 55598 57309 291956 254338 253522 210819 42703 37550 205807 201933 5153 622 323 201311 163955 36939 210763 34819 shrinkage=0.0848497 Tree=55 num_leaves=24 num_cat=0 split_feature=18 0 29 2 1 28 5 21 25 5 20 27 14 20 6 18 21 27 27 14 26 29 1 split_gain=10.8271 10.4942 12.7394 10.5972 9.51195 13.3624 10.8899 12.3893 17.7558 14.9833 14.9298 11.5712 11.2336 11.0029 10.2573 11.2808 10.1675 9.88622 14.0153 10.6404 10.9998 9.88231 14.5116 threshold=6.5000000000000009 49.500000000000007 1.3484116391437595 62.607692307692311 722.50000000000011 813.25000000000011 36.396999359130866 1.5000000000000002 3208.5000000000005 264.00695800781256 0.54533330725364937 47.500000000000007 15.114703514157567 1.1452484778433538 0.774193550023767 4.5000000000000009 14.500000000000002 14.500000000000002 9.5000000000000018 8.3690676932463735 0.75588156772349324 1.0052401786694982 2525.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 5 14 11 12 10 21 -9 -6 -8 -13 17 -16 -17 18 19 20 -1 22 -10 right_child=-2 2 3 -5 6 -7 7 8 9 -11 -12 13 -14 -15 15 16 -18 -19 -20 -21 -22 -23 -24 leaf_value=-0.0031041185328545152 0.013464236721449052 -0.00036772049722764977 -0.0036723952138309774 0.0021380640932011368 0.0015167699619384096 -0.0016827149773924856 -0.016618007054493223 -0.0065795730019010722 0.00014132448378134771 -0.026986833339589674 0.00017727062391985501 -0.0017561242240102277 0.00152375269763359 -0.033797552631170166 -0.00049425406831761281 -0.004350414856004339 -0.021827756926454594 -0.00011393985769958441 0.0017406566210990074 0.00015530582533095541 -0.018600536702700163 -0.00042190870294180305 -0.0095942356278394415 leaf_count=2846 430 82931 15727 2639 65066 37239 247 2384 1770 194 189135 192 47848 129 151104 1132 304 165262 63802 43631 373 4717 2922 internal_value=0 -3.54895e-05 -0.00961124 -0.0334414 0.00120762 -0.00166208 0.0054555 0.0024419 -0.00100599 -0.0429667 0.00109797 0.0169416 0.0168602 -0.172453 -8.28736e-05 -0.00666339 -0.0948778 0.00355519 0.0108705 -0.00226307 -0.0577463 -0.0372948 -0.0697894 internal_count=882024 881594 101297 18366 780297 465693 314604 249217 201122 9603 191519 65387 48095 321 428454 152540 1436 275914 110652 46850 3219 9409 4692 shrinkage=0.0848497 Tree=56 num_leaves=24 num_cat=0 split_feature=0 9 22 10 13 25 18 25 24 22 17 13 28 11 25 20 20 21 8 20 7 7 20 split_gain=9.81752 12.4093 9.83875 9.10714 9.71701 8.05429 12.5867 9.54591 8.13399 7.79414 7.69064 7.47542 11.5013 16.9107 22.6167 14.2845 12.0425 7.69522 7.50103 9.75216 7.56988 10.0357 9.00721 threshold=22.000000000000004 0.96281131432339262 596.25000000000011 0.69268717720243056 22.900320691896074 847.25000000000011 1.5000000000000002 622.25000000000011 15.500000000000002 301.25000000000006 71.893891949444864 69.535675424461218 1134.7500000000002 0.88837796570354721 1372.2500000000002 1.1415490177582601 0.51228674291659948 5.5000000000000009 428.50000000000006 0.39928195408546963 -77.713600158691392 -84.259235382080064 1.1915602926150248 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 4 -3 7 8 -1 9 -7 -6 12 17 18 15 16 -15 -8 19 -14 21 -20 -23 right_child=1 2 -4 -5 10 6 11 -9 -10 -11 -12 -13 13 14 -16 -17 -18 -19 20 -21 -22 22 -24 leaf_value=0.00017078791846875013 -0.00075535846857697738 -0.0032482530259195265 0.00042575871342598521 0.00021564873677043967 -0.00059740354734000799 -0.016504963854551764 -0.0001090665144258893 0.001244113188791765 -0.037181030696356615 0.00023372869357200581 -0.011660681478840243 0.0012932063742981668 -0.0029800191543695306 -0.0037087832998508748 -0.0043518323175834863 0.00068110726441425495 -0.043976085437413291 -0.0056806100220669654 -0.0020839135088706498 0.021772086681318501 -0.004214478946579568 -0.042699192331689534 0.008806518091248345 leaf_count=151458 200897 13082 222662 67901 56862 201 5649 98423 42 55505 456 2786 356 64 484 87 325 2609 139 169 1705 132 30 internal_value=0 -0.00260283 0.000903191 -0.00572125 -0.0136907 0.00433527 -0.00512207 0.00699529 0.00171113 0.00204281 -0.00807803 -0.0313303 -0.0423737 -0.0904947 -0.203505 -0.358279 -0.440203 -0.0220309 -0.0476304 0.0587839 -0.0754806 -0.221684 -0.390822 internal_count=882024 561860 360963 138301 70400 320164 70283 249881 55748 55706 57318 14535 11749 3491 960 476 389 8258 2531 525 2006 301 162 shrinkage=0.0848497 Tree=57 num_leaves=24 num_cat=0 split_feature=0 29 14 1 25 21 5 27 1 21 25 5 20 24 32 29 14 0 9 29 4 16 26 split_gain=8.58821 9.62608 8.35954 6.72448 9.49544 9.82301 8.93951 10.463 10.6883 9.66364 15.6666 13.2143 12.0732 11.1013 12.214 9.53474 9.15034 8.9071 9.10647 8.49448 12.2167 11.6753 9.58667 threshold=49.500000000000007 1.3484116391437595 48.790437739991297 722.50000000000011 852.25000000000011 8.5000000000000018 36.396999359130866 47.500000000000007 899.50000000000011 1.5000000000000002 3208.5000000000005 264.00695800781256 0.71443795350648986 8.5000000000000018 1.5000000000000002 1.5285324775119473 15.51151949231903 17.500000000000004 0.95408216268015633 1.0052401786694982 39.745906829833991 239.17376970855233 2.0684011684274397 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 17 -6 7 -5 -9 16 12 19 13 14 15 -11 -8 -1 -19 20 -12 -22 -21 right_child=1 2 -4 6 5 -7 9 8 -10 10 11 -13 -14 -15 -16 -17 -18 18 -20 22 21 -23 -24 leaf_value=0.00053344716970748184 -0.00034197826694116882 -0.0033957882944765597 0.0011405845671693317 0.0013617035254626746 -0.0013318708845630575 -0.012216678482015969 -0.013233218486782829 -0.0077319275915479152 -0.052283302415267525 -0.013988247173087817 0.00015547381014908225 -0.025411792238259356 0.00018286818507328502 0.002511777134663184 -0.0042592798025761656 -0.049182079748665716 0.0013449484217485032 -0.0014816285464183446 -8.8638700369494253e-05 0.00074245028199299674 -0.011989795840664426 0.0001229380908620611 -0.012882324982340059 leaf_count=147361 82857 14667 3653 65068 30050 609 312 280 45 606 1719 193 186965 1223 2456 61 47855 39085 249281 4299 2197 775 407 internal_value=0 -0.00861691 -0.0293606 0.00117501 -0.00123466 -0.018245 0.00474886 0.0151544 -0.163826 0.00201686 -0.00103311 -0.040475 0.000944026 -0.0511607 -0.0827885 -0.202792 0.014738 -3.77614e-05 -0.00326983 -0.0351552 -0.0652691 -0.10408 -0.00513724 internal_count=882024 101177 18320 780847 466386 30659 314461 65393 325 249068 200901 9590 191311 4346 3123 667 48167 435727 288366 9397 4691 2972 4706 shrinkage=0.0848497 Tree=58 num_leaves=24 num_cat=0 split_feature=18 0 17 11 22 29 7 22 18 18 13 29 11 19 20 20 4 24 19 17 13 12 4 split_gain=8.44366 7.66804 7.24255 7.07899 6.46151 11.9032 6.2419 8.79074 18.6646 8.40172 11.0778 8.30751 7.70901 7.67556 6.89037 7.61706 9.05777 11.1753 10.7963 6.73146 6.56705 7.29348 6.48918 threshold=6.5000000000000009 48.000000000000007 52.193772054180847 0.85452045611809491 1654.5000000000002 1.6334129249414351 -1.0000000180025095e-35 320.25000000000006 3.5000000000000004 1.5000000000000002 18.117157278739892 0.29866851748261414 0.83147734788359806 209.25000000000003 1.1165723640293719 0.47788875737853509 11.999999046325685 4.5000000000000009 505.25000000000006 84.370332286587924 28.677378677543008 112.05939751330901 19.957481384277347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 -4 5 -3 14 8 9 20 -11 -10 -9 -14 15 -1 17 18 -17 -18 -8 -22 -13 right_child=-2 2 3 -5 -6 -7 7 12 11 10 -12 22 13 -15 -16 16 19 -19 -20 -21 21 -23 -24 leaf_value=-0.0010830959790373712 0.012154134548091984 -0.0014245663354234058 -0.00042120300838866101 0.0018247059881589987 0.00026772774426438476 -0.0066788666179940304 -0.0030196845780689082 -0.00053075161662072159 0.0088393099395477018 -0.0068906314401536248 0.0024548975406907423 -0.022888377422057498 0.0057281331166361008 0.00018751073888607236 -0.00058020868112217475 -0.00046818304145982169 0.00049703383003139455 0.006405864576520346 -0.032499879962162297 0.0029552964544351306 -0.014970596718176743 0.015126541406400016 0.0085457904532092732 leaf_count=19648 411 40322 61043 12108 13963 3363 3519 155847 82 1150 4434 521 1813 252757 47072 1428 249453 3993 80 8286 615 64 52 internal_value=0 -0.000122804 -0.0071887 -0.000582898 -0.015571 -0.0215564 0.00110814 -0.00144489 -0.0301046 -0.0191618 0.00624902 -0.193528 -0.000716071 0.00267496 0.00436446 0.00622854 0.0076462 0.0477979 -0.0255449 0.00678923 -0.0529622 -0.143003 -0.236132 internal_count=882024 881613 130799 73151 57648 43685 750814 420854 10437 9782 5584 655 410417 254570 329960 282888 263240 5501 1508 257739 4198 679 573 shrinkage=0.0848497 end of trees feature importances: Column_16=196 Column_17=111 Column_20=81 Column_0=79 Column_29=68 Column_32=51 Column_9=49 Column_14=49 Column_11=48 Column_1=44 Column_30=44 Column_26=42 Column_25=41 Column_27=39 Column_13=37 Column_21=34 Column_7=32 Column_22=29 Column_12=27 Column_24=27 Column_5=24 Column_10=24 Column_18=22 Column_19=22 Column_28=22 Column_4=21 Column_23=20 Column_2=15 Column_8=15 Column_15=14 Column_6=12 Column_33=10 Column_31=8 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0848497] [num_leaves: 24] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 3014] [feature_fraction: 0.850685] [feature_fraction_seed: 29554] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 12050] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 126] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_28.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:319195] [0:39678.625] [0:1] [0:526] [0:900.36224365234375] [0:1] [-90:90] [1:372975] [0.234375:1] [0:1] [0.125:1] [0:3865.5088014401008] [0:1059.5611181807872] [0:565.50432666274446] [0:1] [0:255] [0:125.71669539086685] [1:8] [52:325853] [6.2249252230857579e-06:17.294625082946251] [1:22] [62:325853] [6.2249252230857579e-06:39.357798165137616] [1:40] [81:325853] [6.2249252230857579e-06:83.418199187962742] [1:67] [82:325853] [6.2249252230857579e-06:214.78481012658227] [0:3] [1:15] [1:15] [0:3] tree_sizes=3661 3764 3740 3763 3760 3751 3782 3756 3776 3767 3780 3763 3773 3744 3778 3765 3745 3784 3764 3745 3766 3756 3782 3741 3805 3795 3772 3783 3800 3786 3751 3807 3788 3778 3755 3758 3779 3770 3783 3733 3780 3780 3778 3786 3735 3778 3797 3802 3775 3793 3767 3747 3806 3759 3795 3780 3760 3800 3791 3745 3793 3754 3809 3778 3787 3753 3765 3771 3764 3762 3795 3722 3784 3751 3743 3791 3762 3752 3783 3782 3760 3754 3752 3782 3758 3749 3749 3773 3798 3768 3781 3757 3769 3728 3767 3732 3742 3775 3758 3761 3746 3764 3740 3760 3762 3751 3775 3801 3757 3736 3762 3737 3726 3751 3768 3776 3778 3783 3730 3780 3742 3730 3772 3755 3774 3763 3739 3758 3758 3752 3758 3773 3756 3757 3751 3707 3751 3736 3754 3754 3758 3787 3739 3716 3782 3748 3769 3720 3732 3728 3724 3760 3762 3738 3733 3730 3747 3771 3685 3729 3725 3738 3768 3694 3779 3756 3660 3754 3753 3727 3727 3786 3763 3775 3701 3701 3709 3770 3742 3768 3721 3738 3730 3695 3735 3741 3735 3735 3753 3643 3767 3707 3757 3706 3798 3703 3693 3729 3643 3711 3764 3693 3661 3773 3716 3670 3716 3684 3728 3754 3737 3751 3691 3733 3715 3731 3648 3629 3704 3646 3688 3748 3735 3709 3754 3710 3727 3708 3656 3735 3719 3667 3713 3703 3651 3741 3703 3721 3641 3666 3725 3691 3630 3783 3748 3725 3604 3718 3647 3691 3743 3705 3687 3689 3684 3660 3692 3637 3628 3749 3679 3697 3655 3641 3754 3745 Tree=0 num_leaves=44 num_cat=0 split_feature=16 33 16 16 33 26 26 17 30 16 16 16 1 16 29 26 30 30 29 0 16 30 30 26 30 26 30 26 17 0 26 16 26 1 30 17 0 16 30 30 12 17 1 split_gain=22708.7 5251.99 3181.04 2708.56 1156.7 596.336 483.306 443.223 401.344 384.238 366.841 350.465 242.281 238.257 144.707 142.553 134.862 128.306 137.865 126.834 121.238 119.553 113.006 102.379 101.612 98.2269 96.2017 116.246 89.6698 85.8806 80.5491 73.3249 71.5795 65.1513 63.2905 54.3109 47.2582 45.7038 45.3896 77.7922 63.6163 43.9892 41.4939 threshold=215.38448456305602 2.5000000000000004 195.22775975261143 228.61553695804682 2.5000000000000004 0.60447398575634959 0.63391185440505493 91.308549801440449 1.0000000180025095e-35 206.91021802548752 223.17402245927283 235.03387309861259 113.50000000000001 173.38481234780122 0.64582575757575766 0.55264087781290694 1.0000000180025095e-35 1.0000000180025095e-35 0.55129319955406919 35.000000000000007 162.7511210762332 1.0000000180025095e-35 1.0000000180025095e-35 0.64696340002521968 1.0000000180025095e-35 0.78224743261114849 1.0000000180025095e-35 0.61173530729335857 71.356524678865725 43.000000000000007 0.68669242018523846 243.72134372084585 0.64696340002521968 318.50000000000006 2.5000000000000004 40.175556011952089 40.500000000000007 231.2629536702066 1.0000000180025095e-35 2.5000000000000004 95.461940777125605 91.308549801440449 4733.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 9 8 -3 13 20 14 17 16 -13 29 21 24 37 33 -19 -15 41 -4 31 -18 -11 -9 -12 -28 36 -7 -24 -14 -6 -2 -20 -22 -16 -5 40 -40 -17 -1 -8 right_child=1 6 4 11 32 7 42 25 -10 15 26 12 22 19 28 38 23 18 34 -21 35 -23 30 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=0.52247125404650863 0.53275180993070159 0.51880320208297603 0.5287642916028743 0.53983588571108299 0.51863381025427402 0.52576392092162916 0.52847413229897067 0.52621420182739409 0.51876095839170733 0.53082616104822167 0.53833875420137334 0.51752915706387648 0.54262714378741261 0.52919528685386341 0.53145831970613133 0.53275309768027679 0.52591085096662116 0.523146008894676 0.53117238590910754 0.52640922369473808 0.53058057399563674 0.52158619406128615 0.52915201945584134 0.53762665520902553 0.52223766904115509 0.53575903225476962 0.52399648281408051 0.53614608124344254 0.53536915035090893 0.52292146387666927 0.54017233023759315 0.54504462891299377 0.52517491093560398 0.53615842910272282 0.53551803088910188 0.52544340563810887 0.52981401648322901 0.54102856090095708 0.52861314540385607 0.53369908622481788 0.53448980294869453 0.52925462152108971 0.53719543819110027 leaf_count=21478 5782 12542 14885 54191 6807 23769 6057 1267 15575 6937 104566 377 96336 26637 31581 41224 800 1290 5342 40091 2179 2682 703 8412 1675 6341 843 9069 4031 18524 8551 14085 2158 112151 8514 26883 37384 75050 5064 7041 41408 979 586 internal_value=0 0.135545 -0.183788 0.155015 -0.0974665 -0.279109 -0.378026 -0.235897 -0.354224 -0.081231 0.0802559 0.226608 0.26615 -0.252182 -0.128784 -0.0395613 0.192322 0.0445527 -0.0420912 -0.214965 -0.311698 -0.210267 0.268671 0.0754212 -0.162742 -0.0025363 0.12176 0.027605 -0.109174 -0.310902 0.162524 0.277567 -0.44864 0.0556802 -0.0129805 -0.269055 -0.117648 0.200654 -0.0283636 -0.0855523 -0.0199859 -0.366884 -0.159939 internal_count=911847 525247 386600 506062 202877 183723 19185 116629 67094 193912 247557 258505 120052 109021 90563 103349 138453 133079 15146 66728 51519 17567 119675 9212 8612 7608 114478 9912 72996 42293 9254 110421 8965 117933 13856 29062 68965 129241 94737 12105 82632 22457 6643 shrinkage=1 Tree=1 num_leaves=44 num_cat=0 split_feature=26 17 32 8 11 0 20 17 0 12 11 17 0 0 20 0 19 8 12 9 0 8 11 17 11 8 11 17 8 13 9 11 8 32 11 8 17 0 0 17 0 32 17 split_gain=12100.1 6444.82 3385.52 972.034 931.011 821.098 658.938 571.361 558.53 476.612 316.197 310.24 310.164 251.138 241.215 230.142 221.001 215.835 189.669 158.569 157.464 146.509 125.8 118.835 115.042 113.406 112.409 108.196 107.174 105.157 90.597 133.681 83.9091 80.398 77.8575 75.4209 73.1781 69.4342 65.4357 62.0136 54.4009 52.8855 49.4204 threshold=0.73418498574103874 49.119718961582571 1.5000000000000002 607.50000000000011 0.86724476240605286 45.000000000000007 0.69189757580924793 44.32482463396105 40.500000000000007 74.988329701443533 0.82501221896383192 52.631448330313361 40.500000000000007 46.500000000000007 0.56783693851106398 31.000000000000004 1439.5000000000002 466.50000000000006 74.059397513309008 0.93452612923579415 49.500000000000007 559.50000000000011 0.83884442919373514 53.895927988085766 0.84062479836107895 493.50000000000006 0.80954246902522775 49.262063140408536 607.50000000000011 35.039591246824536 0.94294496652987225 0.65463540254811614 3952.0000000000005 1.5000000000000002 0.8655607966457024 804.50000000000011 40.778365057735108 31.000000000000004 24.000000000000004 43.316024314580737 49.500000000000007 1.5000000000000002 46.427854787314025 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 9 11 -5 13 17 15 19 25 23 36 -4 39 26 24 37 32 41 -13 -10 35 -2 -3 -15 -20 -21 -12 -23 -32 -7 -27 38 -11 -8 -6 -19 -1 -30 42 -9 right_child=1 5 14 6 18 10 7 20 22 12 29 21 -14 16 -16 -17 -18 34 27 28 -22 30 -24 -25 -26 33 -28 -29 40 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0083363204885243524 -0.0025158012503328918 -0.0010728996534777437 -0.015198089750632521 -0.0074030237615922397 -0.0010860398512738912 -0.0090982646797854901 0.0078859287643638087 0.0052996299102967747 -0.008912442164983523 -0.0015080448167095063 -0.0030266515377014233 -0.0029158497447284277 -0.0069982082307192585 -0.010817434592874941 -0.0089472656745279468 -0.0098503496979034724 0.0053915025382961206 0.0035565870217878471 0.0043716828471392693 -0.0063034985910387434 -0.00010196641556907429 -0.0023192643432674472 -0.0014904502140240718 -0.0046335225674178585 0.002114388481179745 0.0018013345293663157 0.0013027730952673859 -0.00089307798420701595 -0.0018854703583161619 -7.1444977277039407e-05 0.0033003332994339832 -0.00054821790037876887 -0.0030127566899731217 -0.0048932080218493145 0.0050363020536793434 0.0030337603054772172 0.0065198325181794713 -0.0053800932945014335 0.00028065362837330436 -0.0054620043178060301 -0.004087918472189621 -0.00052947610819743883 0.003963842841641454 leaf_count=9571 9663 18040 38819 3757 14057 10013 86707 48007 4942 19511 20511 33902 17680 1570 7162 26862 5916 21738 10143 14059 7962 19383 4086 10773 11523 83010 1434 6136 18755 27747 10769 49347 2851 1795 24451 4386 68941 5000 8234 31705 26510 2049 62370 internal_value=0 0.0614103 -0.21608 0.151884 -0.145721 -0.0389137 0.179511 0.184996 0.0576437 -0.187581 -0.105083 -0.00205815 -0.115827 0.223295 -0.454518 -0.242709 0.0601127 0.0857143 -0.0029885 -0.146976 0.132642 -0.0381292 -0.177446 -0.0608599 8.13099e-05 0.0377152 -0.160779 0.0762804 -0.125151 -0.0424176 -0.0146568 0.0045118 -0.247624 0.0530308 0.11905 -0.0215509 0.232647 -0.0707021 0.0848874 -0.195825 -0.101463 0.142267 0.145222 internal_count=911847 710042 201805 373350 155824 336692 288713 284956 84637 120488 120446 216246 52350 164568 45981 68138 8920 75609 35336 72188 120388 113401 9028 34670 21186 102845 3004 16279 59324 48258 79499 60116 12864 84805 54423 23897 155648 19057 29972 41276 45265 112426 110377 shrinkage=0.0312957 Tree=2 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 0 17 1 16 20 16 12 14 20 16 17 16 20 16 16 0 0 8 14 17 0 13 16 9 14 5 30 1 split_gain=20468.2 5377.95 2654.89 2514.51 1374.77 1231.82 701.546 488.412 411.699 358.466 331.349 270.809 170.139 124.317 105.987 85.6306 77.1049 76.8744 72.3549 71.3277 68.3488 64.2292 62.3721 56.09 54.2511 53.8283 53.5478 49.3255 48.5904 45.1314 42.6689 34.3623 33.2718 33.0422 32.0049 28.1715 27.4168 25.772 25.3626 24.2666 50.9745 24.1155 24.0605 threshold=214.42824572912491 1.5000000000000002 195.22775975261143 228.61553695804682 1.5000000000000002 0.60634690162575045 1.5000000000000002 91.308549801440449 173.38481234780122 223.17402245927283 235.03387309861259 206.91021802548752 0.670789315742231 234.17234778476003 46.513991819716338 43.000000000000007 79.445314052032856 749.50000000000011 188.82723325062037 0.53565481819598659 243.05241905069772 79.269552621700484 19.37505126733134 0.7461590226731547 155.10766292865273 39.366274989976212 202.28390226374418 0.71098048308514972 218.25456931519926 231.2629536702066 35.000000000000007 40.500000000000007 462.50000000000006 20.183383731166565 75.284591003700555 33.000000000000007 30.984671756177004 210.42576554464708 0.92866005631270332 46.585502525010213 156.00888824462893 2.5000000000000004 4733.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 17 7 8 15 22 29 16 32 23 -10 24 26 -3 30 -8 -12 -13 -2 -7 -1 -26 -4 -9 -24 -5 -16 -29 -6 35 37 -11 -28 -23 -17 40 -22 -19 -33 right_child=1 5 4 10 12 13 19 27 14 33 20 21 -14 -15 18 38 -18 41 -20 -21 39 34 28 -25 25 -27 36 31 -30 -31 -32 42 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.010209930862883389 -0.0001059889477418367 -0.01469579749760128 -0.0043734289843175497 0.005166625528939821 -0.014864869626156439 -0.0063751286176929583 -0.015056231935065601 -0.0063969758694523053 -0.0032780080279852255 0.0031695380893355667 0.0077814904915796965 -0.0027722239682787808 -0.0061667428232919565 0.0037981286935600328 -0.0066107933305732842 -0.013375645228370333 0.0017729893349269243 -0.0075801827398666735 -0.005752120829355464 -0.010655794915645143 0.0087987734147088933 -0.001406785581248839 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threshold=0.75289018414018427 1.5000000000000002 28.101282051282055 0.86806076128602372 0.8571651785714286 0.69189757580924793 20.931000815400793 15.897697540554686 7.0784615384615392 16.430194805194809 0.86224655554229501 736.50000000000011 0.56783693851106398 451.50000000000006 721.50000000000011 1.5000000000000002 61.504716981132084 32.039009498358872 13.804951690821257 1529.5000000000002 382.50000000000006 1018.5000000000001 12.468417553191491 0.52460220907963062 1.5000000000000002 20.690230860856122 4509.5000000000009 1.5000000000000002 20.037386443046824 0.82029581916860506 0.92428950890622186 13.067424242424243 73.081939799331124 19.128213911419902 0.91175033407993034 1.5000000000000002 22.064551821333147 0.91175033407993034 0.12378804449931562 29.44815066032141 37.402127659574475 1.5000000000000002 0.83335960842604695 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 6 7 27 29 13 17 22 16 18 -3 23 33 21 19 -8 37 25 -9 28 -10 -1 36 -7 42 -4 -11 30 -2 -16 -12 -5 -35 -24 -18 -6 -22 -15 -40 -33 -19 right_child=2 12 5 14 11 10 8 20 9 15 32 -13 -14 39 31 -17 24 26 -20 -21 38 -23 35 -25 -26 -27 -28 -29 -30 -31 -32 41 -34 34 -36 -37 -38 -39 40 -41 -42 -43 -44 leaf_value=-0.0084461399038044099 -0.0033256726965436986 -0.014396335773078375 -0.00018859605917287249 -0.00010065939905864174 -0.003041860903778274 0.00081598613247074855 -0.00046596428552586714 -0.004283490955389972 -0.0048473735628777716 8.0458637509111535e-05 0.0056136203185157586 0.0056513554275688504 -0.0082581606217645813 -0.0044436350658860653 0.0058331432768786622 -0.0070068708208476955 0.0023845102034013243 0.0014018778184898438 0.0013120573536411061 -0.00014116234895273256 -0.012845660602235826 -0.001699398023137967 -0.0018951121070841298 -0.0063765937349276923 0.0010293700246557893 0.0035867775131254403 0.004525334803974366 -0.0088717921160406284 0.0022132391510243567 -0.0015671243892308657 -0.0081453057225062062 0.0037501180573031143 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330639 130228 272434 128754 229253 49153 45449 94450 121718 78211 161034 143680 43091 85796 35778 74634 50543 71503 75238 74297 117338 5407 62093 58205 36307 51706 68219 70012 60413 33863 70425 29445 22369 22947 22033 20619 107207 shrinkage=0.0312957 Tree=4 num_leaves=44 num_cat=0 split_feature=26 17 32 0 0 12 1 0 0 20 17 1 17 17 20 1 1 0 1 17 1 0 1 12 0 0 32 29 1 0 32 29 17 1 18 32 12 17 7 17 17 32 26 split_gain=10109.9 5371.74 2989.44 741.487 715.962 664.881 621.414 382.635 362.836 346.648 346.587 314.827 296.553 255.806 237.701 215.775 126.336 129.476 111.751 111.433 108.339 105.434 81.9829 81.3427 73.8961 72.2919 67.09 63.2086 62.4372 61.7591 58.3502 56.7328 56.3754 54.8141 54.5808 51.3836 50.5061 50.0654 50.0236 49.8091 47.4114 45.3711 45.2375 threshold=0.76670160269906595 49.119718961582571 1.5000000000000002 45.000000000000007 46.500000000000007 76.302038200428285 637.50000000000011 40.500000000000007 31.000000000000004 0.69189757580924793 43.720459333268089 606.50000000000011 52.487232823933248 51.864100134986863 0.56783693851106398 455.50000000000006 2289.5000000000005 52.500000000000007 519.50000000000011 53.663279551387866 769.50000000000011 28.000000000000004 498.50000000000006 67.041630560342625 33.000000000000007 28.000000000000004 1.5000000000000002 0.087957119080284377 615.50000000000011 45.000000000000007 1.5000000000000002 1.5318850411971765 37.026400447783374 525.50000000000011 2.5000000000000004 1.5000000000000002 69.23097038856281 46.018095098633928 -87.38552093505858 40.021754648283185 71.356524678865725 1.5000000000000002 0.15455773307327322 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 12 8 15 13 23 -8 27 -5 22 20 -4 25 17 32 -14 26 42 35 -3 -1 40 36 28 -11 -6 -10 -24 -30 -13 -9 -21 37 -2 -17 -25 -29 -20 -34 -7 right_child=1 4 14 11 19 7 9 33 29 10 -12 16 18 -15 -16 21 -18 -19 24 34 -22 -23 30 38 -26 -27 -28 39 31 -31 -32 -33 41 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 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25775 shrinkage=0.0312957 Tree=5 num_leaves=44 num_cat=0 split_feature=16 20 16 16 31 20 17 16 31 16 16 16 26 31 17 20 31 31 31 17 31 16 12 20 16 20 31 13 0 4 16 0 17 20 20 16 0 16 16 28 11 16 26 split_gain=17855.4 4307.61 2328.54 2210.49 1040.13 922.087 402.726 346.719 335.747 307.618 284.099 275.273 193.043 149.818 128.529 114.474 90.6449 86.2091 78.2911 76.2226 70.2907 63.0084 60.5443 59.7912 56.2452 53.4211 52.3511 50.9964 44.4399 40.4166 39.9348 39.3785 39.2647 37.5008 35.7841 32.961 32.113 31.4695 29.9521 29.2244 29.0906 29.0013 28.6212 threshold=213.68616819292268 0.59756749734979164 228.61553695804682 190.92101247796015 1.5000000000000002 0.63247572278195829 91.308549801440449 221.76038584812628 1.5000000000000002 203.52156607789863 234.85538248583978 165.6699624990936 0.78224743261114849 1.5000000000000002 43.720459333268089 0.66344799721838588 1.5000000000000002 1.5000000000000002 1.5000000000000002 71.356524678865725 1.5000000000000002 245.69729103980742 68.541630560342625 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29.9586 29.4284 29.3472 27.4012 26.8116 25.4712 25.2682 24.6839 22.8199 22.6195 22.3556 21.2941 39.5753 31.1468 20.5053 20.4536 threshold=213.68616819292268 1.5000000000000002 0.66524519609626009 195.22775975261143 228.61553695804682 0.58448934738944658 1.5000000000000002 0.60447398575634959 220.83105993978964 236.31589490595044 1.5000000000000002 206.91021802548752 231.2629536702066 0.89107021459962643 283.50000000000006 162.7511210762332 2391.5000000000005 169.66548881036516 1.5000000000000002 224.90740407077888 0.86353706062210533 232.53526728272314 245.69729103980742 19.37505126733134 95.754833995939052 0.92376284069586245 26.290629098055756 0.53620642315496703 0.99571579309754066 2.0043198236745745 221.56739353184076 202.28390226374418 188.82723325062037 0.73490351727433489 102.01986941984458 303.75000000000006 1640.5000000000002 1.8082187562097491 -19.972253799438473 -71.492889404296861 0.95959846617447508 31.835566989140457 19.043607283574392 decision_type=2 2 2 2 2 2 2 2 2 2 2 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45.000000000000007 15.897697540554686 0.59756749734979164 44.130088306602794 37.500000000000007 0.94355119703270784 0.64884812744837128 40.500000000000007 52.631448330313361 453.50000000000006 52.338415443000123 688.50000000000011 2378.5000000000005 20.443053431964874 20.047451046337098 52.500000000000007 1.0000000180025095e-35 721.50000000000011 466.50000000000006 24.988896418397779 19.761227670502333 0.6983768831472954 53.221645534371397 35.577116904465065 1.0000000180025095e-35 1.0000000180025095e-35 0.97520784580901887 1.0000000180025095e-35 79.445314052032856 0.94226996102824023 4355.5000000000009 24.000000000000004 73.651048608751509 669.50000000000011 49.690083587687944 0.7408306984765739 2.5000000000000004 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 13 8 12 -4 11 24 35 -5 14 25 31 19 41 20 -15 -8 28 38 36 -14 -2 -3 -23 42 -7 -30 37 -1 -19 -20 -26 -6 -13 -24 -10 -16 -27 -12 -18 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133787 164764 35965 35520 103375 12020 59619 18793 13667 123893 59475 10335 90344 31895 16846 40871 111083 121767 12182 86769 44624 23565 shrinkage=0.0312957 Tree=9 num_leaves=44 num_cat=0 split_feature=23 17 32 1 0 0 17 2 1 0 0 17 1 32 0 1 1 17 8 1 1 30 17 1 30 32 0 17 1 0 0 30 1 17 30 17 17 17 17 8 32 21 0 split_gain=7160.76 4089.11 1871.75 1102.31 553.125 514.543 393.656 363.698 289.986 266.394 172.918 164.851 147.736 137.563 117.279 117.254 116.103 115.322 113.778 100.275 87.3152 96.6846 97.0635 85.086 83.929 78.7192 73.174 72.8254 72.3241 66.4851 60.3264 59.6327 67.236 59.0681 58.492 53.9843 53.7169 49.0002 46.724 44.3656 42.3804 39.617 39.0688 threshold=0.72381337492538467 49.478331439664451 1.5000000000000002 470.50000000000006 45.000000000000007 46.500000000000007 44.790011099359006 13.683014354066987 463.50000000000006 28.000000000000004 28.000000000000004 52.487232823933248 2109.5000000000005 1.5000000000000002 52.500000000000007 667.50000000000011 331.50000000000006 53.584162700124757 374.50000000000006 372.50000000000006 513.50000000000011 1.0000000180025095e-35 53.362476422618194 431.50000000000006 2.5000000000000004 1.5000000000000002 43.000000000000007 38.21692995903792 435.50000000000006 33.000000000000007 28.000000000000004 1.0000000180025095e-35 603.50000000000011 53.737261691540382 1.0000000180025095e-35 40.921566409831975 45.585657291520242 71.356524678865725 1.0000000180025095e-35 669.50000000000011 1.5000000000000002 1.5000000000000002 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 9 6 8 13 10 33 16 19 40 14 15 27 30 -2 28 -4 -1 -7 22 -22 36 -23 39 -11 -6 -9 37 -5 32 -29 42 -14 38 -12 -13 -17 -8 -10 -15 -3 right_child=1 5 18 4 12 20 25 17 11 26 23 29 34 41 -16 35 -18 -19 -20 -21 21 24 -24 -25 -26 -27 -28 31 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0040774692302702337 -0.0033611754113346535 -0.0007955813189771295 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8973 10059 53835 8516 1419 3724 271 22570 10847 18091 7608 27531 6557 50408 13643 4498 2653 5060 3078 11371 48774 7425 1702 15370 18770 2640 62660 27296 10414 79299 81732 1532 3843 8685 internal_value=0 0.0421557 -0.186061 0.110323 0.128359 -0.038563 0.141534 -0.119875 -0.0129506 -0.0413746 -0.156582 0.00361534 0.0117692 0.170657 -0.030356 0.175183 0.0137099 -0.0379543 -0.353698 -0.0996048 -0.0976065 -0.0860767 -0.073663 -0.192919 -0.173594 0.0997538 -0.154338 -0.00219593 -0.00249182 -0.02104 0.129522 0.0137746 0.0302984 -0.0867147 0.107695 0.189035 -0.217604 9.19651e-05 0.206324 0.103228 0.0381182 0.0112166 -0.0546326 internal_count=911847 743149 168698 402898 360087 340251 323527 120946 237309 42811 83521 193788 36560 190641 25404 185379 28778 37425 47752 32523 102942 88994 77939 50998 11055 132886 14033 21680 26578 113023 43149 20150 18448 43521 11156 142230 37355 64249 79570 130233 80765 5262 24751 shrinkage=0.0312957 Tree=10 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 20 16 30 16 20 16 0 30 1 30 30 16 30 20 20 16 16 1 0 30 16 20 5 28 16 16 16 16 16 28 10 1 16 1 16 31 30 0 split_gain=13674.9 3284.78 1869.17 1561.49 743.588 602.249 267.726 250.462 241.315 226.666 198.061 170.735 120.099 86.4684 83.7443 67.9521 62.8891 57.8911 57.5626 53.5633 52.1346 50.3884 50.0795 47.5971 41.0277 39.8733 38.6646 33.9476 29.7485 29.2555 28.5038 27.383 30.7953 27.353 27.1324 27.0856 26.9399 25.1471 25.1352 24.6034 22.3195 29.2744 21.5224 threshold=212.43345864661657 0.57804173128436498 227.5324521106007 190.92101247796015 1.0000000180025095e-35 0.670789315742231 234.85538248583978 1.0000000180025095e-35 220.83105993978964 0.6152289364262602 203.09933808174227 40.500000000000007 1.0000000180025095e-35 498.50000000000006 1.0000000180025095e-35 1.0000000180025095e-35 168.35331412576178 1.0000000180025095e-35 0.76569581862879299 0.71760476040535426 165.6699624990936 245.69729103980742 1640.5000000000002 33.000000000000007 1.0000000180025095e-35 230.78503884810735 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147.779 147.585 135.731 133.747 131.153 118.15 109.299 72.496 70.5964 69.5985 69.1087 64.7548 61.4729 57.1981 56.6244 56.1527 55.8948 55.5031 53.3198 44.9324 44.8636 43.6897 40.3676 39.8598 38.299 37.5521 37.1886 36.4375 34.2547 32.8503 threshold=0.76670160269906595 40.500000000000007 1.5000000000000002 655.50000000000011 16.701063829787238 1.0000000180025095e-35 618.50000000000011 51.000000000000007 19.37505126733134 40.500000000000007 382.50000000000006 24.000000000000004 1.0000000180025095e-35 0.95652787492790459 28.000000000000004 0.53334548547818705 2201.5000000000005 0.93115570747522358 1713.2500000000002 463.50000000000006 244.25000000000003 19.906421173028978 2.5000000000000004 73.651048608751509 1551.5000000000002 22.000000000000004 0.95356700286097962 0.97746340857491854 1.5000000000000002 757.50000000000011 2289.5000000000005 1.5000000000000002 26.000000000000004 0.88177792514962239 1.5000000000000002 0.96335827005914643 0.67647059406192678 459.50000000000006 1.5000000000000002 0.91518066340875637 2.5000000000000004 3590.5000000000005 826.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 9 14 22 12 20 10 27 28 16 18 23 -4 17 -8 39 -11 -2 -6 -3 42 33 -22 -24 -1 -10 -19 36 -7 -12 -16 37 -21 -15 -13 -33 -9 41 -14 -5 right_child=1 6 15 5 21 31 7 13 11 19 32 34 40 30 24 -17 -18 29 -20 35 25 -23 26 -25 -26 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0049739079038351218 -0.006280690587345321 -0.006457454199960402 -0.01133086476050457 0.0040941763992654503 -0.0017231856810158187 0.0016090782781727452 -0.0051327911854395251 -0.009711776832694783 0.0027819458777141154 -0.0072001946200640392 0.00037236165963299377 -0.0013295865730777068 -0.005846014006011725 -0.00071178802834825255 -0.0048942656767095158 -0.0074743933895464109 0.004013604022228787 -0.00041246380976876437 -0.0011604820272032028 -0.0066616118890118125 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21.3769 20.8987 20.5593 19.8347 19.4537 20.308 threshold=211.61362964859757 0.59756749734979164 227.5324521106007 189.46781405295073 1.0000000180025095e-35 0.670789315742231 220.83105993978964 234.00380552220892 1.0000000180025095e-35 0.63247572278195829 203.09933808174227 165.6699624990936 1.0000000180025095e-35 2507.5000000000005 0.89107021459962643 1.0000000180025095e-35 1.0000000180025095e-35 240.56450176652791 1.0000000180025095e-35 0.91518066340875637 1739.5000000000002 0.76569581862879299 102.01986941984458 0.780236635460127 216.07258094273058 0.89107021459962643 2.5000000000000004 1.0000000180025095e-35 221.93967981703835 30.984671756177004 223.70991117344556 230.17958356676004 1.445718530710977 197.99880589822121 0.78456793579693918 0.49285132324772979 162.7511210762332 25497.000000000004 0.51508790389912729 247.1328904315375 1.5000000000000002 0.26027397346174475 2060.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 6 9 28 8 18 15 -5 12 33 13 36 19 -15 31 30 27 24 -11 35 -20 40 -18 -3 -13 37 -9 -2 -12 -8 -4 -23 -7 -17 -6 -1 -27 -10 41 -21 42 -19 right_child=1 2 7 5 20 10 16 17 38 11 29 25 -14 14 -16 34 23 39 21 22 -22 32 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0086085394569338884 -0.00087575268961044247 0.00018705195377857354 0.0037707450425259184 -0.0043075059272740576 -0.010988797353156804 -0.0039515911284376676 0.0020756041841561092 0.0057179523337295892 -0.011003669779285968 -0.010538731334636181 -0.0022007074445660147 -0.0082758704410611349 -0.010936309498534788 -0.0084173916240554564 0.00067708385210611753 -0.0019872522344006366 -0.0036747056900430048 0.0076455940373218846 -0.0054507208713174176 -0.0093536983146023309 -0.0052365792439934581 0.0002364754184956427 -0.0076304364908687684 0.0011352426807078062 0.0012208879855903452 -0.0055873266187151964 -0.0012735487010160963 0.003665763639261522 0.002798362203667385 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internal_count=911847 578927 549557 332920 29370 181212 268669 280888 24586 151708 156626 116482 35226 47362 3051 140358 132663 140530 136006 44311 21177 16663 38715 12993 119343 69120 65304 103815 8193 80283 119670 130044 14609 76343 10314 19301 21215 63598 12280 36715 1701 31122 2238 shrinkage=0.0312957 Tree=13 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 16 20 17 16 20 16 17 1 16 13 16 17 12 16 0 20 0 16 17 16 17 17 10 4 22 17 17 16 16 16 1 10 split_gain=11658.6 3035.41 1533.81 1337.72 652.116 637.578 334.369 220.128 212.433 203.551 188.18 181.451 131.304 106.73 72.1107 64.5368 58.4754 55.9108 50.5061 41.6187 39.8569 37.6216 32.386 31.3082 30.8552 29.7622 28.8176 27.4857 27.4805 27.3622 27.165 39.8503 25.835 24.6543 29.5307 45.1151 22.0839 21.6939 21.263 20.5005 20.4775 20.0788 31.5319 threshold=212.43345864661657 1.5000000000000002 227.5324521106007 190.92101247796015 1.5000000000000002 0.63247572278195829 91.308549801440449 234.85538248583978 1.5000000000000002 220.83105993978964 162.7511210762332 203.09933808174227 0.65617992301991446 43.720459333268089 232.05274827191445 0.71760476040535426 178.72951097550643 79.445314052032856 1640.5000000000002 240.93836565096956 30.984671756177004 230.94784921369106 68.146740997156442 92.441125496954299 216.73673730721606 35.000000000000007 0.52579908000414155 40.500000000000007 223.70991117344556 50.1753028555515 147.23207668634595 39.366274989976212 49.964076713387549 0.96498905275184776 45.000905990600593 2164.2500000000005 46.67702967962142 48.328090733759417 197.99880589822121 168.35331412576178 208.8986333443759 9768.0000000000018 0.97681469256654474 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 18 8 21 10 24 30 17 -8 39 23 -6 -15 32 26 -9 -13 -4 40 -7 -2 -18 -3 -14 37 -26 -1 -32 -5 -21 35 -35 -30 -11 -34 -12 -22 42 -37 right_child=1 5 7 4 15 14 12 19 -10 28 13 20 27 16 -16 -17 25 -19 -20 33 22 -23 -24 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72797 32099 3126 1936 78118 53679 65918 10691 56579 1030 956 shrinkage=0.0312957 Tree=14 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 30 16 16 26 30 17 17 30 20 30 9 30 16 16 14 20 17 22 20 30 16 0 16 17 30 28 16 10 26 20 14 20 0 30 split_gain=10974.5 2616.69 1563.3 1146.51 641.429 440.368 319.936 213.434 211.923 180.206 167.366 153.065 133.705 79.0878 94.5229 62.4034 56.7599 51.5424 48.2505 47.3016 47.1528 44.7998 41.619 40.1754 39.1587 39.1002 33.02 31.4995 30.9855 29.5756 29.2897 27.6944 27.9337 27.2216 26.7437 29.0503 26.2824 25.6506 24.4138 23.7031 22.9919 22.5085 22.5216 threshold=211.61362964859757 0.59756749734979164 227.5324521106007 189.46781405295073 1.0000000180025095e-35 0.670789315742231 91.308549801440449 220.83105993978964 234.68399875509724 1.0000000180025095e-35 161.46558660195026 202.28390226374418 0.78224743261114849 1.0000000180025095e-35 43.720459333268089 71.356524678865725 1.0000000180025095e-35 0.75116922078679538 1.0000000180025095e-35 0.92424690742748739 1.0000000180025095e-35 178.72951097550643 245.69729103980742 48.962936752620813 0.77057159316897639 75.284591003700555 244.25000000000003 0.780236635460127 1.0000000180025095e-35 230.94784921369106 33.000000000000007 216.07258094273058 51.583290741246124 1.5000000000000002 1337.7500000000002 220.26717442063634 0.99571579309754066 2.0877477488190412 0.7408306984765739 17.9577237363298 0.51516749016116992 35.000000000000007 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 6 34 9 10 20 16 -5 19 15 40 14 -12 30 29 -15 39 -1 26 -16 28 33 -22 -13 -3 -20 -10 -4 -7 -28 -33 -6 35 -2 -24 -32 -18 -9 -8 -26 -43 right_child=1 2 8 5 23 11 12 18 22 -11 13 25 -14 17 21 -17 38 -19 27 -21 24 -23 36 -25 41 -27 31 -29 -30 -31 37 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.010376553669724682 -0.0010020606409446178 -0.0051697797247166272 0.0036419830629052111 -0.0040718618076696382 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40281 2136 35426 8919 879 8609 2573 51522 11259 9226 73966 39368 33594 33371 17868 315 4667 78 964 10201 112257 2271 2174 3763 internal_value=0 0.0830801 0.0986195 -0.14478 -0.207793 -0.0910603 -0.208884 0.0440779 0.150775 -0.21558 -0.220833 -0.0715365 -0.0324897 -0.195689 -0.183738 -0.106229 0.125877 -0.267237 0.0726402 -0.267654 0.0162608 -0.197641 0.181074 -0.299778 -0.0335397 -0.0433603 0.0232181 0.0148094 0.176064 0.13128 -0.11363 0.0246858 0.038096 -0.308848 0.0297218 0.041142 0.246629 -0.130457 0.057754 0.0789351 -0.180555 -0.0149736 -0.0623427 internal_count=911847 578913 549554 332934 29359 181140 151794 268633 280921 24552 142164 156588 9630 92492 79254 70179 154202 13238 132541 49672 136092 68200 126719 21163 16682 86409 119410 13011 117722 142870 66107 118487 66965 20284 8196 7881 8997 40332 11332 119530 3734 14546 5937 shrinkage=0.0312957 Tree=15 num_leaves=44 num_cat=0 split_feature=29 17 32 11 8 32 17 17 11 12 32 32 12 17 17 9 17 8 8 12 8 17 11 8 9 11 4 29 10 17 9 12 29 17 25 11 17 11 11 11 32 19 11 split_gain=5194.65 2873.73 1330.18 496.233 465.625 328.756 287.27 268.851 156.962 156.94 126.026 125.527 120.284 108.469 94.17 71.2526 67.0253 65.3866 64.7783 58.0924 56.6728 53.7572 50.1473 49.6244 46.3239 45.8928 48.6484 44.0618 43.5168 41.5593 39.137 37.8132 36.81 34.6626 34.3684 33.5871 32.8388 32.2463 32.4786 31.4431 31.3895 31.0355 30.5825 threshold=0.67886418828769168 49.478331439664451 1.5000000000000002 0.85973028964268028 586.50000000000011 1.5000000000000002 44.608070758859 53.221645534371397 0.86310317460317476 75.473611075682101 1.5000000000000002 1.5000000000000002 84.402543263816625 71.356524678865725 38.61338928266877 0.92999811817839684 54.725267558831298 897.50000000000011 688.50000000000011 78.884776310850256 613.50000000000011 47.010851171560873 0.65463540254811614 4793.5000000000009 0.93822534120499246 0.88437816937119684 18.330466270446781 0.47479863314620457 0.9017632657400686 44.228171448566592 0.94850729674305601 72.298989873223334 0.12378804449931562 47.010851171560873 248.25000000000003 0.91576573944210704 38.61338928266877 0.66667881438289611 0.82029581916860506 0.82867718219280728 1.5000000000000002 4943.5000000000009 0.85894358537854087 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 9 8 6 25 11 14 29 13 20 35 15 -2 28 17 -11 31 -16 -3 -14 30 -7 -22 26 39 -4 -9 -1 -15 -17 -19 -8 -10 -5 -27 -20 -39 -6 -21 -28 -33 right_child=1 7 27 12 5 23 33 10 34 16 -12 -13 21 22 19 18 -18 32 37 40 24 -23 -24 -25 -26 36 41 -29 -30 -31 -32 42 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.006630625666090015 -0.0042457515695962312 -0.00057115374219270543 -0.010160811191644383 -0.0017961923440795676 -0.0054234699489592751 -0.0028016361194640083 0.0031562697780863915 -0.0027630660171265816 -0.0069719035870790379 -0.0026866948258178871 -0.0061863693672373531 -0.0050412145204529321 0.0049952964333351019 -0.0002581709406229484 -0.0018511412177371412 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0.000604281 -0.00416624 -0.0513605 -0.00839202 -0.0595928 -0.088 -0.0594042 -0.0523042 0.00709002 0.00569571 0.096495 0.0229275 -0.053461 0.0217055 0.146231 0.135171 -0.30637 -0.120818 -0.169675 0.071777 -0.071396 0.037732 0.0836881 0.0791857 -0.0368837 0.170379 -0.0285247 -0.0368056 -0.0197775 0.027673 0.137835 -0.0658647 internal_count=911847 731015 180832 138294 395077 311495 300088 335938 83582 101771 183455 152483 36523 177366 47791 159672 36921 25455 142686 42608 147828 8959 17694 11407 88595 171836 117855 42538 16986 64850 9606 79144 5447 128252 35791 27564 53981 63542 55978 1992 32507 115863 74381 shrinkage=0.0312957 Tree=16 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 16 32 26 17 2 16 16 20 9 17 8 16 17 30 25 16 17 17 16 17 17 17 16 13 32 16 20 15 14 25 27 8 26 split_gain=9896.34 2622.1 1370.01 1026.77 540.183 477.385 291.524 258.692 169.968 132.557 126.002 124.867 121.719 93.1843 63.3842 48.9722 48.9257 48.724 48.1285 47.1585 45.7234 34.1066 31.293 30.3446 27.9395 26.9868 26.2685 25.0763 24.6367 23.8589 23.1912 23.0852 22.6198 22.5994 21.4605 23.1516 20.0272 19.7394 25.8055 40.6738 21.1001 20.435 19.4017 threshold=211.32210277738616 1.5000000000000002 225.74002190154513 190.92101247796015 0.64884812744837128 1.5000000000000002 91.308549801440449 233.50773453445001 162.7511210762332 219.07388995704324 202.28390226374418 1.5000000000000002 0.78224743261114849 42.783304535133531 29.505102040816329 178.72951097550643 239.8826264066949 0.71760476040535426 0.95155336278061042 71.356524678865725 385.50000000000006 230.03795768307324 75.284591003700555 2.5000000000000004 248.25000000000003 231.90067109929115 51.514768025419485 49.824386812585722 215.8342044685173 45.231143893698608 48.026597961764061 48.328090733759417 223.17402245927283 30.784950941648393 1.5000000000000002 102.01986941984458 0.51516749016116992 0.25785714026991507 40.443276728203976 2264.2500000000005 6.5000000000000009 2701.5000000000005 2.0877477488190412 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 20 10 8 21 18 24 19 13 36 -10 -6 -15 -9 -7 -1 31 -3 29 33 -22 -2 -16 -26 -17 -28 -4 -11 -5 -32 -12 35 -20 -8 38 39 -18 41 -41 -33 right_child=1 4 7 5 14 17 12 16 11 30 22 -13 -14 15 25 27 37 -19 34 -21 23 -23 -24 -25 26 -27 28 -29 -30 -31 32 42 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0092293667593489458 -0.0070203174774491452 -0.0098539632908900207 0.0019453888307254122 -0.0010214582961565876 -0.0037973680440162739 -0.0089475871139523492 -0.0081420356471140435 0.0049219928438966982 -0.0023438337223301723 0.00098780501518879447 -0.0021344470342434135 -0.0092138097023484744 0.0018631698493091391 -0.0065966184809441815 -0.00069510520132014079 -0.0033499439544172941 0.0049698364531277637 -0.0044201946361270648 -0.0024605286628342866 0.00022936175068161783 -0.0049667537904536001 0.0039775927395338442 0.0021003246779615404 -0.0085511130136693737 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0.0661557 -0.046375 -0.231296 -0.224774 -0.169256 0.197572 0.125422 0.0600789 -0.126514 -0.251849 -0.111485 internal_count=911847 582561 547524 329286 35037 170310 158976 313767 149187 233757 155649 96263 9789 87237 12139 78170 147750 14661 52924 69056 22898 166017 86593 9443 109148 8230 108649 44527 74290 91334 124609 65216 100604 84091 34874 32619 3802 42154 3479 2208 764 487 61263 shrinkage=0.0312957 Tree=17 num_leaves=44 num_cat=0 split_feature=29 0 32 1 11 11 30 0 14 0 14 0 11 13 1 14 1 0 1 11 1 29 0 32 11 30 30 29 1 11 32 0 14 1 29 25 11 13 1 14 1 14 1 split_gain=4605.57 1856.54 1228.58 619.44 458.711 368.274 287.318 212.002 192.596 179.601 173.892 132.856 128.83 120.688 119.552 107.311 96.9033 91.4561 68.2901 67.8399 66.0624 71.3832 60.0988 58.3588 57.7494 57.0049 54.1868 51.8383 50.1284 49.7965 48.194 41.8042 41.6959 41.2588 39.7533 38.3124 35.8056 35.3525 34.6701 33.9185 32.9929 32.3844 32.2918 threshold=0.70265622723754095 40.500000000000007 1.5000000000000002 655.50000000000011 0.8571651785714286 0.85150838919960015 1.0000000180025095e-35 28.000000000000004 22.0109069225417 49.500000000000007 19.761227670502333 24.000000000000004 0.88154058063148988 39.172341252871533 372.50000000000006 24.690294161418404 498.50000000000006 24.000000000000004 715.50000000000011 0.85894358537854087 4733.5000000000009 1.5318850411971765 29.500000000000004 1.5000000000000002 0.87052665822004605 1.0000000180025095e-35 1.0000000180025095e-35 0.49519225830311381 4303.5000000000009 0.85476454439869076 1.5000000000000002 22.000000000000004 19.977880755783023 145.50000000000003 0.12378804449931562 248.25000000000003 0.82126150348656746 47.520961353294503 2201.5000000000005 53.840360136595571 492.50000000000006 20.183383731166565 661.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 7 8 12 14 32 18 19 23 17 -7 -1 22 36 41 -10 31 21 42 33 29 40 28 -15 -4 -20 -12 -8 -2 -3 -6 -16 -21 -9 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160381 252617 65000 53963 41365 55264 190467 66691 54662 51715 47560 35904 90886 69495 44097 30323 43535 35978 88884 37795 35421 28859 22569 19378 19241 42594 62150 86526 9734 49711 103941 39486 shrinkage=0.0312957 Tree=18 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 23 16 16 32 16 0 26 8 16 16 23 16 16 9 11 0 16 16 19 9 14 14 8 11 16 14 0 8 26 14 13 8 26 23 11 30 30 8 split_gain=8981.66 2309.92 1233.27 939.371 433.61 379.512 182.495 165.151 164.48 132.473 119.503 64.9881 51.4089 51.3319 51.1442 41.5358 41.0508 36.6183 33.4607 65.726 29.5555 29.0299 28.7616 28.2308 33.6428 25.2316 25.097 24.4955 23.678 24.1847 23.1111 22.5767 22.1739 20.9161 20.4907 20.3481 19.8643 19.2802 18.4965 17.8206 17.4561 22.6842 18.1401 threshold=211.32210277738616 1.5000000000000002 227.5324521106007 189.46781405295073 1.5000000000000002 0.67915988056460386 220.06652290315333 235.93565187057195 1.5000000000000002 202.28390226374418 35.000000000000007 0.8011101070056893 865.50000000000011 168.35331412576178 229.40161099424347 0.67915988056460386 161.46558660195026 231.10782979776118 0.91518066340875637 0.65143113159242205 33.000000000000007 247.1328904315375 223.70991117344556 4943.5000000000009 0.92730670623806943 19.213204617532778 48.962936752620813 474.50000000000006 0.8750047488792646 170.97078770752387 22.523587981876279 33.000000000000007 812.50000000000011 2.0877477488190412 19.906421173028978 68.718325092323951 486.50000000000006 1.5852753057584092 0.53620642315496703 0.84722831918837194 1.0000000180025095e-35 2.5000000000000004 752.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 8 9 12 25 17 10 20 11 16 38 23 -7 -6 39 -4 -13 30 36 -9 -8 24 -12 -2 -16 -11 29 -21 -20 -27 -30 34 -22 -26 -5 -15 -3 -1 42 -42 -33 right_child=1 5 7 4 15 14 22 21 -10 27 13 18 -14 37 26 -17 -18 -19 19 28 33 -23 -24 -25 35 31 -28 -29 32 -31 -32 40 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0069637986742591088 -0.00055487447890726455 -0.0091956270499615449 0.0032181784258930504 -0.0031311509220070246 -0.0086808848985247388 -0.0031521737515928083 0.0016135105082221738 0.0051932832508698725 -0.0088979976968010122 -0.0021980228505337194 -0.010158896787106447 -0.0062071463155570251 -0.0045367153301615363 -0.0055614068957354273 -0.00069339016829126797 -0.005124365609194128 -0.0045999128255659284 0.0041264174441769559 -0.0025845590263275115 -0.0055230227437580723 -0.0048368881112339588 0.0075596343982404354 0.0024970527696653155 -0.001011787291336106 -0.0073255919550436919 0.0011501594426917923 0.0035509251652886074 -0.00097576855443957315 -0.0023062548428952182 -0.0030480112107433674 0.0024700967901175488 -0.00012300669383706489 0.0058740102710667591 -0.008180556088373191 -0.0031454180022581768 -0.0017196368654393147 -0.0015656671558828108 -0.0086620404881212094 -0.0064418528982376462 -0.0040891427733438278 -0.0046597751094149022 -0.00014380646622801909 0.0010510800944170881 leaf_count=15085 20125 15013 77475 15738 10751 7534 67084 94467 16428 21297 4358 3538 3358 34708 4218 4589 25857 99080 1349 6862 8829 5366 78091 647 24507 48592 2017 65303 1314 8859 2581 28634 431 953 34132 651 16019 2082 2841 2456 1556 3633 23439 internal_value=0 0.0745747 0.0904913 -0.132045 -0.0826838 -0.17456 0.0425763 0.137499 -0.189832 -0.067492 -0.178358 -0.148938 -0.258478 -0.208383 -0.0452785 -0.243386 -0.172314 0.119118 -0.108252 -0.0933557 -0.098058 0.170006 0.0667432 -0.238963 -0.243493 0.014727 0.0217164 -0.0407835 -0.119646 -0.131913 0.0234873 0.0208977 -0.00913223 -0.114864 -0.111614 -0.229441 -0.074818 -0.183312 -0.279829 -0.209655 0.00744454 -0.0478656 0.0129561 internal_count=911847 582523 547542 329324 177611 34981 271154 276388 151713 162271 135285 68332 21212 66953 13769 15340 43398 176555 24934 21396 75671 99833 145175 30163 29516 125979 6235 86600 17466 15721 3930 105854 1745 43914 42961 25158 31757 36790 17854 17541 57262 5189 52073 shrinkage=0.0312957 Tree=19 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 32 32 16 16 16 16 1 16 9 9 16 20 1 20 16 16 1 16 18 1 5 16 15 14 24 7 24 7 9 7 16 26 8 1 20 19 18 5 split_gain=8433.41 2147.07 1139.84 916.177 465.406 391.532 180.357 175.337 142.195 124.65 97.1839 57.1058 54.5921 53.1643 48.0222 43.2034 42.3222 39.1363 26.5937 23.5877 30.6891 23.2611 22.2433 21.8525 21.0937 21.0153 20.0643 19.9413 24.4505 33.247 19.325 18.7777 18.7485 21.1451 20.4699 17.9055 17.3202 20.4522 17.3081 17.0036 15.9742 15.7343 14.8995 threshold=211.61362964859757 1.5000000000000002 226.89076453974567 192.81047986642673 0.64884812744837128 1.5000000000000002 1.5000000000000002 233.50773453445001 220.06652290315333 173.38481234780122 203.52156607789863 2391.5000000000005 230.33138726983444 0.92866005631270332 0.93235459911134699 240.56450176652791 0.71760476040535426 1739.5000000000002 0.55693985679132785 102.01986941984458 147.23207668634595 304.50000000000006 223.5367347183572 3.5000000000000004 516.50000000000011 29.13280010223389 216.07258094273058 0.25785714026991507 40.443276728203976 2.5000000000000004 -27.690267562866207 20.500000000000004 -17.102727890014645 0.83238797920205154 -57.956214904785149 230.03795768307324 2.0877477488190412 486.50000000000006 25497.000000000004 0.51516749016116992 303.75000000000006 1.5000000000000002 20.603890419006351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 17 10 9 23 21 11 36 13 25 -1 32 -9 -7 18 -3 -15 -21 -2 40 35 -12 -6 -23 28 29 -17 38 -25 33 -13 -35 -4 37 -5 -11 -8 -10 -14 -33 right_child=1 4 7 5 12 16 39 15 22 30 24 14 41 19 -16 27 -18 -19 -20 20 -22 26 -24 31 -26 -27 -28 -29 -30 -31 -32 42 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0084575278097744535 -0.0014256865842833802 -0.0087530292908230192 0.0030526764120119331 -0.0033789525601586631 -0.0049612501850749922 -0.0081802709031029482 -0.0091025920248579296 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53459 89 695 282 621 68183 1157 45169 136 4695 62126 1701 4908 internal_value=0 0.0729038 0.0882942 -0.126845 -0.168067 -0.0734093 -0.178347 0.131154 0.0394234 -0.167072 -0.0584668 -0.194977 -0.00968311 -0.200715 -0.0670766 0.155271 -0.23378 -0.252613 -0.265995 -0.190448 -0.193807 0.014884 0.0622131 0.106078 -0.03471 -0.0666545 0.0180275 0.18578 0.109325 0.0387398 -0.137574 0.0657062 -0.169336 -0.0955941 -0.0159058 0.109886 -0.085837 -0.0837815 -0.111184 -0.27271 0.0487574 0.0695363 0.0185346 internal_count=911847 578939 544183 332908 34756 163387 169521 289921 254262 151428 149461 77816 12096 74475 3341 147787 13926 22660 20531 64893 62940 122431 131831 142134 80012 7036 116378 35322 3111 1904 73612 12252 1934 1239 903 129882 69449 68292 20153 18093 63592 5060 4997 shrinkage=0.0312957 Tree=20 num_leaves=44 num_cat=0 split_feature=20 0 1 32 1 1 11 12 0 11 11 0 11 11 0 0 20 11 1 11 1 31 0 1 1 11 11 25 31 31 8 0 8 12 31 4 4 23 4 1 0 4 1 split_gain=3760.53 1665.28 1257.28 552.177 484.213 304.366 276.629 164.711 161.474 155.764 142.921 134.297 128.345 116.711 85.8584 73.0996 63.0033 62.6782 57.5956 62.7269 57.3415 56.8692 51.927 50.8501 46.4951 45.5111 44.1521 34.8534 34.6925 32.6738 27.4309 31.7413 27.1548 27.0157 26.7199 25.4345 25.0058 23.7247 23.3573 21.7958 20.9588 20.4908 20.2946 threshold=0.69189757580924793 40.500000000000007 463.50000000000006 1.5000000000000002 567.50000000000011 711.50000000000011 0.84389692086966128 67.813708498984781 49.500000000000007 0.87320635441995453 0.86058718131086565 26.000000000000004 0.83537749252034976 0.86969899801225115 24.000000000000004 22.000000000000004 0.51516749016116992 0.8571651785714286 3590.5000000000005 0.77513370513370516 729.50000000000011 1.5000000000000002 31.000000000000004 4303.5000000000009 473.50000000000006 0.84817491938234979 0.86058718131086565 987.75000000000011 1.5000000000000002 1.5000000000000002 135.50000000000003 35.000000000000007 8683.5000000000018 74.059397513309008 1.5000000000000002 18.000169754028324 85.002899169921889 1.6840205920205922 41.003179550170906 510.50000000000006 49.500000000000007 17.999998092651371 558.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 10 12 11 8 25 23 14 22 17 24 15 29 -9 39 27 19 37 -8 32 -1 35 -3 -2 42 -4 38 36 -12 -32 -16 -14 -20 -6 41 -10 40 -5 -22 -7 -13 right_child=1 4 5 16 6 9 20 13 18 -11 30 26 33 -15 21 -17 -18 -19 34 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0034184495999033506 -0.0043303200661824548 -0.0059607703756519642 0.0016626903157139312 -0.0088697075017329097 -0.0062746155567620929 -0.0033915618940183897 -0.00018332917206612576 -0.00035061774887584085 -0.0040203928788458852 0.0044151509867819292 -0.0045177407572319032 -0.00084368982771893452 -0.0041353582350802795 0.0014760815612675907 0.0020982487149880289 -0.0026152554484435136 -0.0057995461531251975 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27.9017 27.1854 23.4425 22.0787 21.528 21.301 21.1679 25.8658 21.8149 20.4907 20.2268 19.619 19.9805 19.3761 threshold=211.32210277738616 2.5000000000000004 225.74002190154513 190.92101247796015 0.59756749734979164 91.308549801440449 0.60634690162575045 233.0188715340025 165.6699624990936 218.25456931519926 0.51516749016116992 0.89134846647311294 203.09933808174227 1.5000000000000002 35.000000000000007 1.5000000000000002 0.64078308635666847 0.65617992301991446 79.445314052032856 237.98138157387947 0.6983768831472954 0.62420177312602243 1.5000000000000002 44.130088306602794 1.5000000000000002 1.5000000000000002 147.23207668634595 231.10782979776118 75.284591003700555 40.778365057735108 52.926063832374318 304.50000000000006 1.5000000000000002 20.500000000000004 0.51516749016116992 1.5852753057584092 0.72362582736623848 39.542147931792478 247.1328904315375 1.5000000000000002 54.385368027972433 46.427854787314025 179.7798362361705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 13 8 -3 15 26 17 25 34 18 -5 20 33 -17 32 -6 -12 24 22 -11 -22 -10 -9 -1 -8 40 39 -19 -23 -2 -4 -7 36 -16 -38 -21 -28 41 -14 -25 right_child=1 6 7 4 12 11 27 10 14 21 19 -13 28 -15 35 16 -18 30 -20 38 23 31 -24 42 -26 -27 29 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0078064603242348997 -0.0013113944771323252 -0.0083804220631871224 0.0031880243877310168 -0.0033275998984448004 -0.0028389368868127979 -0.0070102827235840898 -0.0034052872645618177 0.0041927860293979853 -0.0045993613307521381 0.00064700827925731326 0.0040847990042383372 0.002253159417753951 0.0017566955138971782 -0.0077821153768012968 -0.007007530379081227 -0.0049819890653424268 0.0016711260191054152 -0.00023104116393086918 0.001141075780959533 0.0049653741803734278 -0.0012301027994650049 -0.0012015602530894092 -0.0055318207304547 -0.0050975847774295917 -0.0082650165415392995 -0.005766005586849708 -0.0046794020901401731 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0.53620642315496703 1.0000000180025095e-35 43.416688326756336 26.290629098055756 51.018039379694699 79.445314052032856 18.383797054009822 1.0000000180025095e-35 2.5000000000000004 631.50000000000011 2.5000000000000004 0.90375729219749579 0.087957119080284377 68.541630560342625 17.252659574468087 0.79818935606371078 15.657670454545455 7498.5000000000009 54.472356527180189 769.50000000000011 361.50000000000006 -87.38552093505858 40.25462962962964 18206.000000000004 2.5000000000000004 40.475270378920818 6.7977272727272737 0.31746031884967513 -57.501956939697259 43.316024314580737 7642.0000000000009 1.0000000180025095e-35 0.33939328454864276 1.4135646470525653 51.228258180116761 0.8473042637803484 311.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 9 12 13 38 8 18 27 19 17 16 15 39 22 -2 20 -6 -5 -7 -9 42 28 25 31 -18 33 -20 -19 -23 -11 -28 -1 41 -29 -8 -22 -4 -15 -17 -13 -3 right_child=1 5 6 10 7 11 36 21 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67765 129826 51459 36894 35073 66440 117132 12004 27624 33016 32619 6294 12177 60146 15587 50871 37983 8256 81535 2420 41826 shrinkage=0.0312957 Tree=23 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 26 16 32 16 16 16 2 1 9 9 2 16 11 8 1 11 11 16 2 9 19 10 14 22 27 1 11 26 22 11 11 32 24 26 11 9 27 16 split_gain=6907.71 1719.46 927.845 757.721 318.47 267.198 172.423 119.595 93.1305 91.2409 89.799 58.6478 53.4044 44.1563 41.3848 38.3195 35.2783 30.9458 28.1883 26.8097 25.7521 24.6674 24.135 22.3433 22.1208 20.7528 19.6649 24.1761 42.2548 25.6178 23.8256 19.2592 22.8066 18.7672 18.4602 16.5669 15.9189 15.7 15.5277 19.1619 15.3798 15.2881 14.655 threshold=211.32210277738616 1.5000000000000002 225.74002190154513 190.92101247796015 1.5000000000000002 0.61173530729335857 233.50773453445001 1.5000000000000002 203.52156607789863 218.25456931519926 165.6699624990936 74.402380952380966 2632.5000000000005 0.92267703449487259 0.86259006795124071 24.927248677248681 240.93836565096956 0.64489642703928429 440.50000000000006 797.50000000000011 0.84899874686716803 0.85476454439869076 229.56532562620427 13.316985645933016 0.93913450578081759 303.75000000000006 0.96498905275184776 40.443276728203976 2164.2500000000005 6.5000000000000009 2109.5000000000005 0.64130770885429278 0.69902436702836479 244.25000000000003 0.66998048067657578 0.68611833044559967 2.5000000000000004 21.500000000000004 1.8492407337149044 0.76569727956534561 0.94850729674305601 9.5000000000000018 223.35720248032439 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 8 19 22 10 23 33 12 36 13 -1 -14 24 -8 -16 -6 -3 31 -19 -4 -5 -12 37 -18 28 -28 -30 -31 32 -15 -2 -26 40 -7 41 39 -35 -10 -11 -27 right_child=1 5 6 4 18 11 16 -9 35 25 15 -13 14 20 17 -17 26 21 -20 -21 -22 -23 -24 -25 34 42 27 -29 29 30 -32 -33 -34 38 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0084134219004833293 -0.004767340004524819 -0.0077321522969328611 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7739 5692 626 1204 1227 12365 28957 640 6956 1982 5980 154 84876 33225 3560 88009 898 1249 494 44 432 39031 2169 25629 60412 66904 1951 126 3061 66605 5431 1792 46828 internal_value=0 0.0653413 0.0790668 -0.115865 -0.0695432 -0.149698 0.114608 -0.165543 -0.0562612 0.0313945 -0.156037 -0.0586302 -0.186388 -0.193049 -0.0476392 -0.135179 0.139433 0.0219509 -0.210261 -0.233641 -0.182481 -0.131875 0.0924688 -0.080356 -0.144044 0.0478776 0.168782 0.0933111 0.0212971 -0.123414 0.042142 -0.191145 -0.118649 0.00772787 -0.137936 -0.0314366 -0.101036 -0.0339259 0.00894895 0.0112744 0.00699824 -0.0189471 0.0497176 internal_count=911847 582569 547616 329278 170395 34953 313724 158883 155699 233892 141854 16765 57778 55131 2647 84076 147893 2021 14696 18188 48384 794 165831 79011 71711 137870 32074 3117 1868 970 476 42404 3373 96022 63972 76688 11073 3033 95295 92234 9784 2907 134837 shrinkage=0.0312957 Tree=24 num_leaves=44 num_cat=0 split_feature=26 17 32 11 0 0 8 0 20 17 17 8 11 8 8 0 22 8 32 20 17 22 11 8 29 17 29 0 0 0 0 11 8 11 11 8 30 30 0 30 30 11 8 split_gain=3079.49 1656.16 771.707 314.898 296.843 291.061 219.868 162.062 147.53 122.781 119.954 111.069 98.2032 77.1277 61.8975 60.5699 59.3174 58.3322 53.8632 53.7455 50.7407 49.6657 61.7505 43.1919 36.4707 36.0248 35.8959 34.3266 33.8751 33.5316 33.1911 32.6277 30.6927 29.7002 27.7055 27.6237 27.3171 27.0351 26.8355 26.7996 26.6317 26.089 25.8446 threshold=0.71667273610099558 48.758089615212377 1.5000000000000002 0.86724476240605286 48.000000000000007 45.000000000000007 529.50000000000011 29.500000000000004 0.64884812744837128 44.130088306602794 51.864100134986863 637.50000000000011 0.81655508284818645 396.50000000000006 486.50000000000006 24.000000000000004 1114.2500000000002 453.50000000000006 1.5000000000000002 0.52579908000414155 79.445314052032856 1462.2500000000002 0.81251902008521004 622.50000000000011 0.087957119080284377 53.976369372713172 1.5318850411971765 24.000000000000004 29.500000000000004 51.000000000000007 33.000000000000007 0.87320635441995453 688.50000000000011 0.86477883675464329 0.83335960842604695 688.50000000000011 1.0000000180025095e-35 1.0000000180025095e-35 33.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.80954246902522775 135.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 10 6 15 13 -8 24 23 34 26 -1 -12 31 28 41 20 -4 38 22 29 30 -10 -15 35 -26 42 -13 -3 -2 -14 -17 -7 -6 -11 -25 -16 -24 -23 -9 -5 right_child=1 4 19 16 12 11 8 17 9 36 14 21 32 25 18 33 -18 -19 -20 -21 -22 40 39 37 27 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.002935458194318214 0.00060071864201846159 0.00057533993554011848 -0.0076203512895025756 -0.0029392778787753248 -0.0038008125813740385 -0.0056456158336745414 -0.0044461549326538768 -0.0059189416862556101 -0.013044732871450892 0.0024879524030802366 -0.001975590111107128 -0.0015142207095116915 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56.5562 55.386 50.7034 50.1457 49.2168 42.2652 41.9969 41.3431 40.2195 35.2208 36.9713 34.7851 32.6368 32.053 38.9727 54.4544 26.9976 25.31 24.8298 24.0492 23.9915 23.165 22.9925 22.9761 21.6964 20.6714 20.2571 21.3525 19.9389 29.2981 19.9245 threshold=0.71667273610099558 48.758089615212377 1.5000000000000002 20.047451046337098 53.221645534371397 0.64884812744837128 27.529469677229134 44.608070758859 0.93452612923579415 68.146740997156442 54.725267558831298 1.5000000000000002 24.799171697551085 19.761227670502333 37.022736160296681 0.93548666348691822 0.53565481819598659 1.0000000180025095e-35 24.207615500379752 0.94944555642464601 31.627306573446646 1.0000000180025095e-35 73.651048608751509 0.98695852739954992 0.53370029377025363 30.062865318929465 1.0000000180025095e-35 1.5000000000000002 104.99999237060548 1.5000000000000002 0.88355125856875427 28.385905858639351 5634.5000000000009 32.760291778216342 1.0000000180025095e-35 33.633529663085945 50.807840474369762 91.308549801440449 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24.8636 24.5602 22.1423 21.309 19.6396 threshold=0.67886418828769168 37.500000000000007 1.5000000000000002 661.50000000000011 0.8571651785714286 0.85646495918941745 22.0109069225417 49.500000000000007 28.000000000000004 19.128213911419902 1.5000000000000002 0.87880280638901331 707.50000000000011 22.000000000000004 1080.2500000000002 0.93452612923579415 20.443053431964874 719.50000000000011 24.000000000000004 192.25000000000003 29.500000000000004 48.962936752620813 0.93452612923579415 498.50000000000006 0.86969899801225115 0.87052665822004605 20.000000000000004 0.65384615590267348 0.49519225830311381 1.5000000000000002 4303.5000000000009 0.93344290900447313 18.949097347814156 0.80347342757672757 463.50000000000006 1.5000000000000002 290.50000000000006 145.50000000000003 483.50000000000006 739.06699346405242 40.696435928344734 21.962038901391026 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 8 6 15 17 16 19 11 18 -7 25 20 -3 28 -8 32 42 37 22 -9 33 34 35 -21 -24 -1 30 31 -19 -5 -10 -15 -11 -4 -6 -17 -12 -13 -20 -2 right_child=1 5 36 10 14 12 7 21 23 13 39 40 -14 24 -16 38 -18 29 41 26 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0033541314944393157 -0.0010716131761296271 -0.0074493881305316588 -0.0074567081532813462 -0.0034505683856589004 -0.002494413324015959 -0.00046122762691200688 -0.0013396658300696012 -0.0057354743927260105 -0.0056101232022840349 0.0014856134887155203 -0.0013999020017836207 0.003161818721026778 0.0016979693225427758 -0.0015094674465648905 0.0029596089319199187 -0.0041082768998967727 0.00011637105059704381 -0.0015575836220235949 -0.0003124903007722095 0.00026147667707668439 -0.0021999389778667631 0.00037477608372264498 -0.00091166221418557719 -0.0026393214658920901 0.0015226420325927385 0.0027826112906203584 -0.0015750044332495461 -0.0027404454473200879 -0.0016293939618235703 -0.0029906332889695357 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216.73673730721606 161.46558660195026 0.89134846647311294 1.0000000180025095e-35 75.284591003700555 199.554036794398 45.053193787608869 1.0000000180025095e-35 0.95155336278061042 178.72951097550643 1.0000000180025095e-35 1.0000000180025095e-35 238.72072545467339 52.926063832374318 0.70451583256063455 1.5000000000000002 1337.7500000000002 220.26717442063634 20.500000000000004 -12.52880811691284 59.267492461468976 309.50000000000006 48.328090733759417 48.026597961764061 221.1967279475229 51.514768025419485 309.50000000000006 19.37505126733134 0.78456793579693918 37.534773909898476 29.500000000000004 8683.5000000000018 52.999151460681162 0.96498905275184776 244.59396025584297 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 5 24 9 18 11 21 16 -7 -5 13 30 15 37 -1 40 26 27 -8 -3 -21 -6 25 -2 38 -10 29 -29 -9 -31 33 -33 -23 -28 -20 -11 -4 -25 -16 42 -22 right_child=1 2 6 7 23 10 20 12 19 14 -12 -13 -14 -15 17 -17 -18 -19 36 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107820 106886 49008 106527 89320 44975 56011 14528 13305 13739 140114 19359 34590 57715 53352 shrinkage=0.0312957 Tree=28 num_leaves=44 num_cat=0 split_feature=29 17 30 11 0 0 14 0 17 30 9 12 14 8 12 12 14 11 17 13 0 14 9 11 29 11 0 33 14 12 8 11 4 0 13 0 11 30 30 33 30 9 14 split_gain=2389.74 1337.15 466.208 265.293 260.278 252.741 188.703 116.079 102.567 100.575 96.1318 95.999 82.6382 63.383 60.8617 60.525 59.5824 54.6572 52.9836 49.4191 47.3466 46.6218 44.7074 93.6032 40.0228 38.9116 37.5726 36.931 33.747 33.2856 30.9358 27.9946 27.9549 26.6555 25.4291 25.3175 25.1611 25.0884 25.0843 24.407 40.8499 23.6992 21.9818 threshold=0.67886418828769168 48.758089615212377 1.0000000180025095e-35 0.85973028964268028 46.500000000000007 48.000000000000007 20.047451046337098 33.000000000000007 51.864100134986863 1.0000000180025095e-35 0.94750832794622075 104.92640687119287 21.808089421837757 294.50000000000006 102.73401871576776 67.813708498984781 19.977880755783023 0.83537749252034976 41.600297181603601 35.356108098515897 28.000000000000004 48.962936752620813 0.93739376552287357 0.65463540254811614 0.087957119080284377 0.83036594815440978 22.000000000000004 2.5000000000000004 26.737953383005681 95.461940777125605 486.50000000000006 0.82223124098124101 43.000068664550788 33.000000000000007 32.245849453991731 24.000000000000004 0.85065224615543622 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 1.5000000000000002 0.89889220687895321 80.066841868655203 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 7 6 8 17 15 29 11 32 20 36 -4 26 -1 -10 35 42 -12 -8 25 -18 -24 -17 -14 -5 38 -26 33 -9 -21 41 -3 -25 -2 -6 -31 -11 40 -15 -7 -13 right_child=1 5 13 14 12 10 9 30 16 27 19 18 21 39 -16 24 22 -19 -20 31 -22 -23 23 34 28 -27 -28 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0032488667996462576 -0.00035247431697373136 0.00055259975856806066 -0.0069688643891550684 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5364 5074 461 20770 19502 89732 22368 28920 5839 14222 41049 25685 9171 16492 4109 3343 51580 9588 19030 3309 15038 64745 4968 1416 8869 12085 13786 2510 8493 8094 internal_value=0 0.0254126 -0.10298 -0.0729017 0.0681703 -0.017367 0.0757722 -0.0998609 -0.0025584 0.0836623 -0.064073 0.0895203 -0.0254797 -0.188696 0.000613972 -0.0721695 -0.0179776 0.00504609 0.104753 -0.0489728 0.066654 -0.000134279 -0.00959014 -0.00217689 -0.0400035 -0.0269114 -0.0160828 0.0272252 -0.0353608 0.0214168 -0.142661 -0.0262846 -0.136443 0.0017996 -0.0124163 -0.041598 -0.144263 0.0370414 0.0419402 -0.148986 -0.104569 -0.15909 0.124241 internal_count=911847 731020 180827 133856 365603 365417 338154 97940 277449 304216 87968 275609 27449 46971 35916 59466 168854 33938 165415 72782 110194 22622 140786 120016 29489 16783 30842 28607 29028 108595 38474 41398 15186 48146 105794 14436 4827 60449 24498 21660 7874 11877 75683 shrinkage=0.0312957 Tree=29 num_leaves=44 num_cat=0 split_feature=26 17 32 0 0 0 19 9 13 32 2 22 17 17 17 0 13 9 17 29 13 32 19 29 9 25 9 22 13 0 0 9 13 9 29 30 29 25 4 21 9 2 4 split_gain=2284.64 1192.8 638.631 231.002 217.804 211.436 124.347 107.658 104.288 92.2834 85.6094 75.7153 75.3752 75.3504 73.8441 62.8729 55.7615 52.329 51.1454 48.5881 37.6031 35.4654 35.1393 33.2232 33.1923 32.4027 32.3248 29.9983 25.9908 25.3969 25.3945 24.6 25.1152 24.4901 24.8261 23.4006 22.4095 21.9664 21.423 20.7926 20.767 19.6128 19.5351 threshold=0.76670160269906595 48.758089615212377 1.5000000000000002 46.500000000000007 46.500000000000007 29.500000000000004 570.75000000000011 0.9558882494457287 24.802227040910633 1.5000000000000002 10.876275510204083 1271.2500000000002 53.895927988085766 43.720459333268089 51.649514368714883 28.000000000000004 35.921488554078429 0.95762798181133935 79.445314052032856 0.52460220907963062 26.290629098055756 1.5000000000000002 596.25000000000011 0.087957119080284377 0.96491558961530577 833.25000000000011 0.94643413209169913 498.25000000000006 24.207615500379752 45.000000000000007 22.000000000000004 0.95112845308417671 43.97548484689262 0.94850729674305601 1.0322751413104734 1.0000000180025095e-35 0.87809355544337886 602.25000000000011 40.002073287963874 2.5000000000000004 0.96473975982505611 156.03571428571431 38.000019073486335 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 14 6 8 15 25 -1 13 20 17 31 23 37 28 39 -6 21 -4 29 27 -19 -8 -22 -5 -20 -16 -2 -7 -25 -10 -33 -29 -35 -13 -17 -3 -11 -9 -12 -21 -32 right_child=1 3 19 7 11 10 9 16 12 38 40 35 -14 -15 18 36 -18 22 26 41 24 -23 -24 30 -26 -27 -28 33 -30 -31 42 32 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0021027103836798356 -0.0013313455293829605 0.0002810944289737489 -0.0065905730190866114 -0.0047951055938112051 -0.0053198492458795222 -0.0036730720874137597 -0.013080427271478271 -0.0042496154914856994 -0.00084987605251583007 -0.0016917215067878434 -0.0027432311069749858 0.0023007309897249582 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41.7034 41.6709 51.4198 41.3546 30.3284 29.2741 27.3063 27.0239 24.8585 24.1432 23.972 20.3184 19.9654 19.724 19.6041 18.6841 18.2812 18.188 18.0116 17.3187 16.2474 16.2156 19.2926 15.9713 15.8614 15.6221 15.4151 15.3951 14.9851 14.9248 33.8149 threshold=208.8986333443759 1.5000000000000002 225.74002190154513 189.46781405295073 0.64884812744837128 91.308549801440449 1.5000000000000002 233.0188715340025 165.6699624990936 218.25456931519926 0.65617992301991446 199.554036794398 0.95155336278061042 44.699389602029783 1.5000000000000002 228.29697001350476 51.583290741246124 237.53680124223607 48.468797145545203 75.284591003700555 75.284591003700555 5831.5000000000009 178.72951097550643 244.25000000000003 40.500000000000007 0.71414161762671047 214.91204877196051 47.485256117799331 0.53565481819598659 0.93115570747522358 0.82943373832076672 20.500000000000004 223.17402245927283 0.25785714026991507 244.59396025584297 29.500000000000004 646.25000000000011 29.500000000000004 4.5000000000000009 54.725267558831298 46.00000190734864 52.094751358032234 2164.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 21 8 11 31 12 16 -7 19 -1 14 -10 -6 37 -9 -11 27 -13 28 40 -18 29 -22 39 -5 -3 -12 -8 35 -20 41 -35 -4 -33 -2 -26 -25 -15 42 -19 right_child=1 4 7 6 15 10 30 17 13 18 24 20 -14 22 -16 -17 23 33 32 -21 25 -23 -24 26 38 -27 -28 -29 -30 -31 -32 36 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0069740298044379152 3.9473967714026553e-05 -0.0062509381150599374 0.0027633415018775511 -0.00025198186684735071 -0.0019397249533950262 -0.0046777569096953285 -0.005894133590437018 0.0032070816949308087 -0.0014817961872187176 0.00055448796182146242 -0.0011189605960464054 -0.0013789131460403281 -0.0052200436673200661 -0.0049219892717705946 -0.0063184562256253492 0.0016237944425485087 -0.005449930779658105 0.004282779225461112 0.0013346878633292145 0.00051983181874794434 0.0031540064609421169 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0.0348001 0.0515369 0.0165986 -0.0855168 -0.187425 0.0669471 -0.174018 0.0769399 0.0506112 0.129777 0.133669 0.080268 0.0434928 -0.0199373 -0.0491618 0.00575847 -0.164938 0.072466 0.0398083 internal_count=911847 611906 574466 299941 37440 151730 148211 313731 142070 260735 9660 135368 59918 82152 12700 12832 122777 158148 137958 55787 79581 24608 69452 89435 7397 2820 88873 53063 24096 5349 12843 155583 104706 72686 68063 141503 14080 33342 2048 57984 29124 4623 3475 shrinkage=0.0312957 Tree=31 num_leaves=44 num_cat=0 split_feature=26 17 32 11 12 20 2 17 17 17 2 29 12 20 12 2 17 18 30 32 29 17 2 25 32 11 2 11 2 30 11 17 12 26 29 30 11 7 2 2 2 24 23 split_gain=1999.67 1049.9 564.878 241.193 150.172 144.788 120.286 96.5758 93.0128 70.5297 60.8508 55.7184 48.1933 47.7274 46.3451 44.2932 42.3309 42.2661 39.9373 37.7523 34.7231 34.139 27.5585 27.2037 26.1831 25.9357 25.5724 25.2638 26.8557 25.0944 24.4335 26.674 23.7612 22.6118 22.3262 22.0201 21.4859 20.9443 20.741 18.7187 24.2413 18.5074 18.3751 threshold=0.76670160269906595 49.478331439664451 1.5000000000000002 0.86310317460317476 100.87310601229375 0.69189757580924793 15.144957983193278 53.584162700124757 44.32482463396105 79.445314052032856 20.037386443046824 0.57663824296482957 78.544678887547576 0.52579908000414155 69.23097038856281 15.393765381460215 49.188869889597036 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 0.087957119080284377 55.681765313066883 45.291793313069917 312.50000000000006 1.5000000000000002 0.82778393693027852 29.505102040816329 0.86806076128602372 2.2959949937421782 1.0000000180025095e-35 0.89111580925534428 37.534773909898476 75.473611075682101 1.8939837414927896 1.0414375440066699 2.5000000000000004 0.82126150348656746 -57.501956939697259 16.430194805194809 7.6116780045351478 11.822021116138766 19.500000000000004 0.91763578994816319 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 6 10 -6 11 15 20 17 12 36 25 -4 41 27 -16 24 -10 -17 -7 32 29 -19 38 -2 -15 28 33 -22 31 -14 -8 -3 -25 -20 -1 -11 -9 -33 -41 -5 -39 right_child=1 7 13 14 5 8 21 9 18 37 -12 -13 30 26 16 19 -18 23 35 -21 22 -23 -24 34 -26 -27 -28 -29 -30 -31 -32 39 -34 -35 -36 -37 -38 42 -40 40 -42 -43 -44 leaf_value=-0.0041376986648857398 -0.0031832555227077654 -0.00019086494515802962 -0.0061472171736624811 -0.00068221831189722371 -0.0040582046665654983 -0.012179472285975513 -0.0015826298133366152 -0.0020082336969282836 0.0019764475026774744 -0.0013914483273328819 0.0018267097882429769 -0.0021981473168695568 -0.0027076866487182115 -0.0048095832878587777 0.0021962928999254699 0.00072292523311034908 -0.00037094911107609339 -0.0091247175376310465 -0.0013433677043901027 -0.0028609454668497448 0.0027544046246366222 -0.0027087904258330381 0.0034346916218321228 -0.0010876969848249063 -0.0045150823704641751 -0.00011633807942977567 -0.0014621193907217601 0.00049195722941391463 -0.001804677375038268 0.00078156364508242789 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0.0596724 internal_count=911847 690541 221306 174024 380291 250315 131074 310250 246938 156406 129976 92821 72438 47282 42950 153844 25762 144269 101044 74812 145894 38253 145746 57744 86525 11000 10251 79032 59456 75755 61438 44913 29775 41231 57379 13103 50850 12137 83403 42402 15373 17188 9727 shrinkage=0.0312957 Tree=32 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 16 20 16 9 13 16 16 30 30 0 30 16 0 30 13 30 25 20 7 25 29 20 16 29 11 16 13 1 9 10 0 0 11 14 11 24 11 11 split_gain=4656.4 959.106 651.489 431.434 241.204 108.441 103.808 76.9181 75.7846 59.1051 53.2767 45.2015 44.3977 35.6866 31.5448 27.5285 26.9614 24.6743 23.659 23.0218 21.6145 20.4628 20.404 19.6123 23.2077 19.5701 18.7203 18.64 17.758 19.4999 17.5706 17.6229 16.5388 16.0909 15.1713 14.9791 14.5973 14.5845 14.5495 14.4743 14.1932 13.7985 35.0684 threshold=208.8986333443759 0.57804173128436498 225.74002190154513 189.46781405295073 1.0000000180025095e-35 235.93565187057195 0.670789315742231 218.25456931519926 0.92866005631270332 68.718325092323951 168.35331412576178 197.99880589822121 1.0000000180025095e-35 1.0000000180025095e-35 35.000000000000007 1.0000000180025095e-35 230.17958356676004 20.000000000000004 1.5000000000000002 24.40139252812903 1.0000000180025095e-35 248.25000000000003 0.8016737573752124 -12.52880811691284 248.25000000000003 1.5318850411971765 0.70451583256063455 247.1328904315375 2.2206838710244017 0.70545715778474405 220.26717442063634 47.520961353294503 7642.0000000000009 0.94850729674305601 0.99571579309754066 28.000000000000004 33.000000000000007 0.68111734780918509 7.0814575292547435 0.82223124098124101 19.500000000000004 0.84899874686716803 0.66104579630895433 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 8 30 13 12 15 35 10 17 36 38 16 19 21 40 -10 -6 -12 23 -3 -17 -9 -25 -24 -22 -7 29 33 -2 -32 -20 -13 -29 -1 -8 -23 -5 -15 -4 42 -11 right_child=1 2 5 6 18 27 11 20 9 41 14 28 -14 39 -16 22 -18 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14661 102462 85361 83714 8161 4305 19373 14337 5567 23813 42069 106865 10748 16514 87438 3417 2793 shrinkage=0.0312957 Tree=33 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 17 32 16 16 16 20 16 18 17 32 17 17 17 16 16 30 16 17 17 17 16 18 17 28 1 17 16 17 17 16 20 27 28 16 17 23 17 15 split_gain=4356.53 1038.71 586.236 401.54 209.129 178.075 134.58 110.433 80.9349 64.9589 49.7935 46.397 38.1304 34.6366 41.3589 29.008 26.9379 26.5949 25.9665 25.8546 25.0467 19.7785 24.0127 18.8991 18.6466 18.1537 17.599 16.2458 15.7635 15.6613 15.4469 15.4174 21.7024 15.5199 15.2739 15.1013 14.5318 14.5815 14.1711 14.5459 13.8533 13.7009 13.443 threshold=208.8986333443759 1.5000000000000002 224.90740407077888 189.46781405295073 0.65617992301991446 91.308549801440449 1.5000000000000002 233.0188715340025 162.7511210762332 216.73673730721606 0.65617992301991446 197.99880589822121 1.5000000000000002 46.513991819716338 1.5000000000000002 49.824386812585722 79.445314052032856 52.926063832374318 174.60166068631381 238.21885187074886 1.5000000000000002 147.23207668634595 39.366274989976212 71.356524678865725 39.366274989976212 222.11742702068361 3.5000000000000004 55.681765313066883 309.50000000000006 5831.5000000000009 46.926845234851008 229.56532562620427 45.053193787608869 43.215829328524087 226.07714663527909 0.82943373832076672 31.500000000000004 641.25000000000011 220.83105993978964 52.413913272921512 1.9354960547416966 47.485256117799331 0.25785714026991507 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 20 8 11 26 21 17 -7 23 34 14 24 25 27 -2 -15 -9 -3 -1 -23 30 -10 -11 31 40 -19 -22 -5 32 -4 -33 -6 -8 -28 -38 39 -17 41 -13 -21 right_child=1 4 7 6 12 10 35 19 13 15 -12 16 -14 18 -16 38 -18 28 -20 42 29 22 -24 -25 -26 -27 36 -29 -30 -31 -32 33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0061685794606659589 -0.00051505925148334858 -0.0027301357857887039 0.00057733386944742201 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3589 32352 2382 239 49082 4225 21045 10277 19971 2648 11597 33610 8296 36370 55745 365 40873 11541 80179 56501 4137 1646 4754 1771 34631 19805 759 47432 58331 internal_value=0 0.0484758 0.0590011 -0.0986558 -0.112777 -0.134854 -0.0616607 0.0864198 -0.143791 0.0217846 -0.00338465 -0.052372 -0.00786045 -0.125379 -0.0889394 0.0353353 -0.0391425 0.00211437 -0.136058 0.105508 -0.165933 -0.174766 -0.158032 -0.0782703 -0.0678754 0.0179182 0.0689304 -0.0420069 0.0165196 -0.17872 -0.083304 0.0720247 0.0634191 0.0833776 0.0455469 -0.159365 0.0359837 0.000676281 0.0468771 0.0364648 -0.0535439 -0.0515133 0.121314 internal_count=911847 612000 574501 299847 37499 151556 148291 330794 141909 243707 9647 135417 12610 89003 20173 144300 89631 99407 68830 158167 24889 52906 30248 45786 16584 57512 172627 87249 55984 21410 43138 157806 89764 68042 6489 12874 14821 6525 86788 52157 50879 50120 62556 shrinkage=0.0312957 Tree=34 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 32 16 16 16 16 18 32 1 14 11 32 16 16 16 22 33 25 26 11 28 16 11 11 18 16 20 15 22 19 29 29 26 26 13 11 15 13 11 split_gain=4112.28 974.579 553.788 380.207 194.598 125.444 86.0406 76.7189 56.8583 43.9679 36.6338 27.8782 26.4104 24.4951 24.3121 21.187 21.0984 20.5421 20.0564 18.2318 17.7823 17.0375 16.7681 16.5452 15.823 15.5964 14.9139 18.7144 14.7448 14.1853 13.8439 12.8471 15.3997 32.453 16.9333 16.0715 12.5992 12.5354 12.3003 12.1506 14.3998 12.1387 12.1328 threshold=208.8986333443759 1.5000000000000002 226.89076453974567 189.46781405295073 0.65617992301991446 1.5000000000000002 216.73673730721606 236.31589490595044 173.38481234780122 197.99880589822121 1.5000000000000002 1.5000000000000002 2507.5000000000005 51.211660474499588 0.83456076055290407 1.5000000000000002 151.3359608160271 223.5367347183572 230.17958356676004 244.25000000000003 1.5000000000000002 248.25000000000003 1.5852753057584092 0.69359365228267678 1773.7500000000002 247.1328904315375 0.87612655512655524 0.63399098266270959 2.5000000000000004 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16.1959 16.1133 15.4248 15.3638 14.7228 14.7035 14.6296 14.6117 14.417 14.2235 13.8932 13.5073 12.6352 19.5046 12.6159 12.4328 12.4533 12.4223 12.3245 12.1123 12.0436 21.1562 11.9331 11.8313 11.7977 11.701 threshold=208.8986333443759 1.5000000000000002 224.40291493655917 188.82723325062037 0.63247572278195829 1.5000000000000002 233.0188715340025 173.38481234780122 215.38448456305602 199.554036794398 29.793610547667345 1.5000000000000002 240.56450176652791 51.211660474499588 37.890096618357497 248.25000000000003 3.5000000000000004 147.23207668634595 3.5000000000000004 1.5000000000000002 14.500000000000002 2.2206838710244017 1.4253091049745559 20.21103238866397 229.7226295828066 -3.3664606809616084 248.25000000000003 423.25000000000006 84.059397513309008 13.500000000000002 24.006491291241897 0.17806642206078702 1.3431766376742831 92.686814511278527 230.33138726983444 -26.645635604858395 102.01986941984458 0.92943072159939633 102.01986941984458 0.87030983361774761 7.5000000000000009 1.5852753057584092 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 13 9 16 14 26 32 -6 22 -8 19 17 18 24 36 -10 -3 31 25 23 -9 -4 -11 -2 -22 -7 -18 -31 -17 33 -5 -12 40 39 -16 -39 -1 -25 42 -19 right_child=1 4 6 5 10 28 12 11 15 21 34 -13 -14 -15 37 20 29 41 -20 -21 27 -23 -24 35 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.0047699167177055858 -0.0060441546316795432 -0.0030321705832799901 0.0018556587456281289 -0.0024471796304175739 -0.0026731871599355839 -0.0056471166746116502 0.0028986618261432635 -0.0032308860985027959 0.0010202346161920087 -0.00045814552590545522 -0.000361195912683544 -0.0052582286679280863 0.0038084981378568583 -0.00011401273123138362 -0.0041490972733352754 -0.0039761085340366377 0.0014593006510952385 -0.0041444318937704444 -0.0096420785340953878 -0.0054319034055252281 -0.010818460170118583 -0.0043263953506111974 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threshold=208.8986333443759 1.0000000180025095e-35 228.61553695804682 0.67173766579749949 184.96354166666671 91.308549801440449 219.8597498128635 1.0000000180025095e-35 26.000000000000004 197.99880589822121 151.3359608160271 237.31183053743402 0.50609380976092033 0.91763578994816319 42.783304535133531 2.5000000000000004 223.50000000000003 51.583290741246124 14.500000000000002 79.445314052032856 47.00000190734864 1.0000000180025095e-35 165.6699624990936 214.91204877196051 46.926845234851008 84.691539806236122 223.5367347183572 174.60166068631381 49.334433835268321 48.758089615212377 1.362999146903767 29.500000000000004 54.809265167462215 21.500000000000004 1.6043314467877519 0.87084379498921505 34.152597427368171 1685.5000000000002 396.50000000000006 3.8666007905138344 230.33138726983444 2.5000000000000004 130.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 6 16 5 10 17 9 -5 25 -1 31 -9 -7 21 30 -3 -2 40 36 27 22 -12 32 -8 29 28 -16 -26 -6 -14 33 -19 42 -20 -17 -11 39 -21 -18 41 -10 -4 right_child=1 3 11 8 7 13 24 12 18 19 14 -13 15 -15 20 35 37 23 34 38 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0054429738464490613 -0.00034154334127357546 -0.0056110390322294907 -0.0083512289582964219 0.0012555035826608686 -0.00067416798068256861 -0.0023148582332066098 0.00067584228698253611 -0.005235293136598246 -0.0018644198632227207 -0.0014524099082627675 -0.003133742844306901 0.0034577380562123053 -0.0029560211356895036 0.0019727856419185239 -0.0046216424112043844 -0.0028501743919870431 0.0015241831287275795 -0.00020131940886059663 -0.0014598751385032865 -0.011064682510056692 -0.0060839093796464221 -0.004823496308451517 -0.00065920403538289154 0.0012068628133838548 0.00028261716769876349 0.00098727531884556944 0.0019748034259412994 -0.0035229054988083035 0.0015321037366173894 -0.0026276789196084263 -0.0059853088310390084 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612041 533929 78112 299806 130430 294203 169376 54214 140185 121549 239726 29191 8881 92124 20812 23898 134685 27107 80767 70661 21463 17052 92671 159518 59418 129044 64125 58342 57517 10210 168042 53034 120592 9779 10602 78636 13644 2131 11779 17328 12703 110910 shrinkage=0.0312957 Tree=37 num_leaves=44 num_cat=0 split_feature=16 33 16 16 16 9 33 16 13 16 16 12 8 16 26 1 1 8 31 9 8 24 18 26 31 31 26 22 31 26 15 14 25 14 14 25 21 16 25 21 25 26 27 split_gain=3388.44 758.792 487.835 311.215 84.6996 67.4117 67.276 53.7028 53.412 41.8226 37.5619 36.8622 36.7567 22.4502 22.0369 21.9076 21.2845 20.4063 17.4014 16.7278 17.5261 16.7225 19.8317 15.3988 15.1367 14.7203 20.0142 16.0758 14.7079 14.4472 13.8802 25.6262 31.9875 13.7401 13.1794 12.8836 11.6012 13.4699 11.3187 11.4698 12.9649 10.2186 10.5561 threshold=208.8986333443759 2.5000000000000004 224.90740407077888 189.46781405295073 233.0188715340025 0.93913450578081759 2.5000000000000004 216.73673730721606 68.718325092323951 202.28390226374418 168.35331412576178 94.355339059327392 135.50000000000003 243.05241905069772 0.17845473389295988 130.50000000000003 145.50000000000003 151.50000000000003 1.5000000000000002 0.86930404401291839 4793.5000000000009 20.500000000000004 3.5000000000000004 1.4927416192511147 1.5000000000000002 1.5000000000000002 1.8082187562097491 594.75000000000011 1.5000000000000002 0.087609296278238283 0.25785714026991507 40.443276728203976 2264.2500000000005 7.0814575292547435 62.245034555012779 666.25000000000011 2.5000000000000004 102.01986941984458 248.25000000000003 14.500000000000002 423.25000000000006 1.0993767238290915 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 15 19 9 17 10 14 36 -3 -6 28 -5 -4 -9 -2 21 -1 -21 -17 -23 -16 38 27 -27 -19 -14 -12 31 32 -15 -11 -13 -24 -7 -38 -18 -40 -41 42 -34 right_child=1 11 4 6 12 8 -8 16 -10 33 29 34 13 30 23 18 24 25 -20 20 -22 22 35 -25 -26 26 -28 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19091 1954 920 62303 7380 5855 53897 40467 131367 130980 2602 439 335 shrinkage=0.0312957 Tree=38 num_leaves=44 num_cat=0 split_feature=29 32 1 30 32 1 12 30 25 26 32 26 29 7 25 18 15 4 7 18 4 15 13 29 15 4 6 1 24 26 19 5 25 12 12 5 30 1 28 23 5 29 4 split_gain=1309.54 289.059 259.435 216.936 91.4262 74.6838 70.1135 63.7617 63.6199 43.2602 41.4239 36.5892 35.7235 44.7872 30.9873 33.843 30.5553 36.9613 29.0056 28.2253 26.6862 26.262 38.8231 24.025 23.1859 27.3804 22.233 22.106 20.0205 19.4166 18.7474 18.4543 18.2665 17.755 17.5503 23.6715 17.4561 18.2512 18.4128 16.8647 16.6047 16.1315 15.342 threshold=0.63915949430940455 1.5000000000000002 661.50000000000011 1.0000000180025095e-35 1.5000000000000002 831.50000000000011 77.719300090006328 2.5000000000000004 11964.750000000002 1.4375386279357232 1.5000000000000002 0.93265741482671694 0.17806642206078702 -88.527416229248033 248.25000000000003 2.5000000000000004 0.53448322373206125 21.971199989318851 -52.125013351440423 1.5000000000000002 48.000888824462898 0.25785714026991507 72.514083215516607 1.1669354901649625 0.36480811381249684 24.684159278869632 0.54085530780371394 933.50000000000011 5.5000000000000009 0.33183806195927007 697.25000000000011 270.01127624511724 3795.5000000000005 89.512193308819775 88.059397513309008 27.997787475585941 2.5000000000000004 431.50000000000006 756.25000000000011 0.32411563747591721 350.99996948242193 0.12378804449931562 18.384776115417484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 8 6 12 14 9 11 40 -9 -4 32 28 15 -2 -8 34 41 -20 -11 23 24 31 27 30 -15 -23 -14 -30 -26 -13 -1 -19 35 -18 37 38 39 -28 -5 -7 -16 right_child=2 -3 3 7 -6 18 16 10 -10 20 -12 21 13 26 42 -17 17 33 19 -21 -22 22 -24 -25 25 -27 36 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0036017141182868129 -0.0019830663803623609 -0.0048431263829245919 0.00031894239710999697 -0.00097703417536031318 -0.0032356066399943993 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5355 41365 149683 6580 2419 2302 4520 79516 84 869 58661 64118 29151 1233 11843 8260 46843 718 2403 18741 internal_value=0 -0.0819729 0.017566 0.0338092 -0.00368825 -0.0572086 -0.000871205 -0.0222407 0.0428958 -0.0555499 0.00997466 0.0410561 -0.0651469 -0.0604015 -0.0354146 -0.166384 0.00554024 0.00992983 0.0214132 0.0497497 -0.104022 0.0443535 0.0457306 -0.0143584 0.0413584 0.0424639 -0.0676227 -0.0350573 0.000572407 0.0333742 0.053658 -0.105316 -0.13441 -0.0050781 0.0207062 0.00962587 -0.0748985 -0.0768773 -0.0837809 -0.0769872 -0.0250004 -0.0718631 -0.0306406 internal_count=911847 160378 751469 425946 325523 119662 316578 59420 366526 29214 30206 359516 108688 101719 49560 1743 267018 228536 10974 8417 11294 324815 317371 7444 274478 270564 90948 3914 10771 6822 120881 2089 6969 95515 133021 68903 74759 73526 61683 53423 17920 2557 47817 shrinkage=0.0312957 Tree=39 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 32 16 9 13 16 16 16 2 14 28 27 28 9 14 20 24 14 10 32 6 28 7 7 10 16 14 22 27 1 10 1 1 7 14 7 7 7 10 split_gain=3119.55 696.294 382.121 342.031 154.36 110.026 73.9046 62.7133 49.271 48.1879 44.1842 34.0761 30.5201 18.9918 17.5316 17.4392 22.8125 15.7206 15.5502 14.3737 13.4183 23.9456 13.2136 13.1742 13.1625 12.9634 12.8256 16.4627 12.7593 14.6969 12.2683 34.1193 30.1979 21.7517 12.8983 18.445 19.2719 13.2782 11.5281 11.6531 11.5149 13.4402 13.0969 threshold=210.42576554464708 1.5000000000000002 228.61553695804682 189.46781405295073 0.64884812744837128 1.5000000000000002 220.06652290315333 0.93913450578081759 68.718325092323951 202.28390226374418 237.31183053743402 174.60166068631381 29.793610547667345 51.211660474499588 309.50000000000006 30.500000000000004 460.75000000000006 0.86930404401291839 53.840360136595571 0.82943373832076672 21.500000000000004 18.862112117224353 0.72332470022669726 1.5000000000000002 0.26027397346174475 1148.2500000000002 -63.529291152954094 -14.912445068359373 0.96498905275184776 244.59396025584297 40.443276728203976 2164.2500000000005 6.5000000000000009 2109.5000000000005 0.97681469256654474 9768.0000000000018 3926.0000000000005 -1.0000000180025095e-35 15.942271941262947 -1.0000000180025095e-35 -15.255119323730467 -79.196342468261705 0.98736048159012657 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 13 9 14 17 11 24 20 -9 -6 -3 38 40 -17 -1 -19 -7 25 -22 -23 -13 -5 -4 -20 -28 29 -12 31 -30 34 -34 -33 36 37 -36 39 -2 41 42 -8 right_child=1 4 10 5 12 19 15 8 -10 -11 28 23 -14 -15 -16 16 -18 18 26 -21 21 22 -24 -25 -26 -27 27 -29 30 -31 -32 32 33 -35 35 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0060140239683714033 0.00029365207788137722 -0.0045573565606096007 0.002426209073780231 -0.0054186580715720788 -0.0022467377851740429 -0.0045204010122344134 0.0010735907014174601 -0.003806946832677936 0.00088562777875920995 -0.00072272106434291832 0.0030572869538092562 -0.0025977780840870232 0.0010423940292157271 -8.9647265974345661e-05 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27.8761 19.7282 21.1536 19.0103 16.7984 15.7972 15.2881 15.6963 15.0654 14.9692 14.2205 13.2862 13.25 21.1244 12.902 11.8683 13.3692 11.4304 threshold=208.8986333443759 1.0000000180025095e-35 225.74002190154513 0.75196200822468173 189.46781405295073 84.691539806236122 236.7011933341511 155.10766292865273 1.0000000180025095e-35 215.38448456305602 0.89134846647311294 43.108158174469615 0.44121930325528275 223.70991117344556 0.6506961110200189 71.356524678865725 200.06195694906424 2.5000000000000004 174.60166068631381 1.5145296946737445 1.0000000180025095e-35 0.71414161762671047 48.026597961764061 54.385368027972433 220.83105993978964 52.205153483591872 20.500000000000004 18.862112117224353 168.35331412576178 115.95889244992067 1.9882768403176569 230.03795768307324 45.053193787608869 1.6552949021034131 2.5000000000000004 47.485256117799331 72.887824638055193 1.5000000000000002 222.78696441650393 124.52996026178614 80.066841868655203 0.96498905275184776 43.921759109264499 decision_type=2 2 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195.22775975261143 1.0000000180025095e-35 84.691539806236122 168.35331412576178 0.670789315742231 219.07388995704324 237.53680124223607 0.63247572278195829 51.514768025419485 49.824386812585722 79.445314052032856 1.5000000000000002 128.65128060534582 180.69597970335678 1.0000000180025095e-35 47.164364727244156 29.500000000000004 40.175556011952089 40.500000000000007 203.52156607789863 223.70991117344556 49.75624441943917 147.23207668634595 42.445588123160967 21.500000000000004 1.5000000000000002 312.50000000000006 0.71818913775435522 54.385368027972433 28.000000000000004 1.7711816657231629 1.3264207353129693 215.38448456305602 6.0232255458831796 33.000000000000007 0.87044279785094092 151.50000000000003 121.13046532517448 408.66042558696068 1.6552949021034131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 5 39 6 15 14 11 19 -7 37 17 22 36 25 -14 20 -10 27 -8 -12 -9 24 -20 -1 -27 -4 -6 -13 -15 32 -24 -34 -18 -31 -5 -3 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120402 105374 116757 17527 66015 77544 27830 163673 206838 21563 9629 113533 136703 79119 58782 40475 145181 20883 83341 3224 62496 28242 17806 55348 82766 10804 37061 6267 7242 6426 18184 15791 shrinkage=0.0312957 Tree=42 num_leaves=44 num_cat=0 split_feature=20 0 8 17 32 8 0 17 11 12 11 11 11 12 0 17 17 0 25 21 8 10 11 15 25 24 8 20 11 25 24 28 13 12 10 0 27 25 21 0 21 11 23 split_gain=1062.15 603.901 285.246 220.72 174.126 169.66 100.167 64.0191 56.9565 53.545 52.1157 49.0398 38.9791 33.3886 30.1883 27.499 35.6843 27.3494 25.461 21.0924 20.6581 25.611 20.1292 19.9057 19.7751 23.1065 19.7015 18.883 18.4105 18.1573 36.8447 17.7855 17.7455 17.1034 16.9496 16.9277 16.2765 19.7863 19.6577 15.4124 15.0772 18.5996 16.2754 threshold=0.71760476040535426 37.500000000000007 474.50000000000006 47.010851171560873 1.5000000000000002 577.50000000000011 51.000000000000007 51.228258180116761 0.88606563642546221 67.813708498984781 0.84993151442650261 0.7887964522773111 0.85894358537854087 104.92640687119287 35.000000000000007 51.583290741246124 79.445314052032856 17.500000000000004 686.25000000000011 2.5000000000000004 7498.5000000000009 0.96160413858759952 0.83214539727697634 0.48842368371470063 1168.2500000000002 1.5000000000000002 4355.5000000000009 0.51516749016116992 0.901251959247649 1104.2500000000002 5.5000000000000009 1337.7500000000002 24.802227040910633 118.63351365237942 0.69680900969922999 22.000000000000004 1.5000000000000002 248.25000000000003 3.5000000000000004 24.000000000000004 14.500000000000002 0.82603470351764596 0.70547464888854738 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 9 13 8 10 7 18 14 36 19 20 17 35 31 -5 24 -11 -7 -3 21 -8 23 26 -17 -26 -9 -6 -15 -18 -31 -1 -21 39 -13 -4 -2 38 -38 -10 41 -39 -42 right_child=1 5 3 15 27 6 11 22 33 12 -12 34 -14 28 -16 16 29 -19 -20 32 -22 -23 -24 -25 25 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 37 40 -40 -41 42 -43 -44 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24477 490 shrinkage=0.0312957 Tree=43 num_leaves=44 num_cat=0 split_feature=23 17 32 8 2 2 17 22 17 8 2 32 13 17 6 8 2 17 7 21 23 13 17 18 6 7 22 17 32 2 28 22 4 2 32 28 7 21 6 21 17 22 17 split_gain=935.828 511.912 288.312 106.589 88.6251 74.6752 50.3151 47.8048 40.4984 35.1245 28.342 28.1774 26.8587 26.1488 25.9947 23.2827 22.0296 21.3294 20.6412 20.4287 19.534 18.8023 18.2473 18.378 15.3464 17.4664 15.2808 24.4753 15.0774 16.0408 14.2056 28.3061 13.6532 14.5776 13.5074 13.085 15.5188 15.5018 12.9317 12.5992 12.524 12.1084 12.0746 threshold=0.78314085069560024 48.758089615212377 1.5000000000000002 529.50000000000011 12.595949263502456 16.430194805194809 44.130088306602794 492.25000000000006 53.663279551387866 323.50000000000006 50.589473684210539 1.5000000000000002 26.429191754144696 51.864100134986863 0.43103448412410927 385.50000000000006 20.037386443046824 79.445314052032856 -54.425733566284173 1.5000000000000002 0.30775700329947603 49.270920289728622 51.715436894636973 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13.1892 12.7206 12.4534 17.7453 12.4328 12.1153 11.4863 12.4437 11.4799 11.4512 11.3871 11.146 11.1048 threshold=208.8986333443759 1.5000000000000002 223.70991117344556 184.96354166666671 91.308549801440449 0.70451583256063455 1.5000000000000002 232.21529854083397 0.93548666348691822 197.99880589822121 0.93265741482671694 215.38448456305602 50.1753028555515 1.5000000000000002 75.284591003700555 43.000000000000007 56.360587801314971 54.297995604590774 48.758089615212377 153.28964613368285 39.366274989976212 44.028164129298489 240.93836565096956 0.51516749016116992 1.5434828213558454 233.17647536106455 59.170331605880619 22.000000000000004 0.96275937606224271 2.3431326214153478 33.000000000000007 159.80142710601356 47.010851171560873 0.99999216791979961 219.47966933930016 1.5000000000000002 0.63221280221407128 79.445314052032856 0.25785714026991507 31.000000000000004 47.327196218043163 47.789353506678026 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 4 8 23 9 21 26 14 28 17 34 -7 18 19 29 -2 -5 -10 35 -4 27 -3 -20 -25 -1 32 31 40 -23 -6 -9 -34 -13 -21 -18 -38 -24 -12 -11 -36 -30 right_child=1 5 7 6 10 13 -8 22 15 16 39 12 -14 -15 -16 -17 36 -19 24 20 -22 30 38 25 -26 -27 -28 -29 42 -31 -32 -33 33 -35 41 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0043137552267195796 -0.00042846414347882743 -0.0039954396774960019 0.00057537748469085707 -0.00033268980767976633 -0.0034905916489113998 0.0016626609009783421 -0.0035424568218979072 0.0024636119258724725 -0.0036692557001725854 0.00088915631862395144 0.0037060034381795424 -0.00079910573967057635 0.0010555443535370846 -0.0013384299925418264 0.00068695365796714216 -0.0037708899310928703 -0.0018573427060102298 0.00063700330114479261 -0.0020715912793372263 -0.00061209081976425564 -0.0027793089694418895 0.0017590645002745731 0.0010999399787038351 -0.0029879098371183152 -0.004469533815610118 0.0006845699852660995 -0.0061617410918809144 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30.16712736693734 0.89496163048552768 0.84899874686716803 0.88799460188933887 39.705853877822165 1.0000000180025095e-35 2.5000000000000004 8.9298029556650267 1.4375386279357232 57.752358490566046 57.856010437011726 0.46766981816206965 3660.7500000000005 2.5000000000000004 16.15504807692308 7.0814575292547435 1668.2500000000002 20.047451046337098 46.00000190734864 24.802227040910633 10.595949263502456 47.952405929565437 1.0000000180025095e-35 309.50000000000006 1.5000000000000002 0.087957119080284377 101.87070083618165 0.92717580669595534 14.158492822966508 6.1880896226415105 89.154263959381026 1337.7500000000002 0.83621044416063584 2.4679547937436008 1.6552949021034131 0.92989838207748932 37.675697466772178 3.3580193081314071 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 7 5 8 33 14 17 20 32 12 13 30 -12 15 22 -6 18 23 -14 -1 25 -3 24 -2 37 -21 -11 29 -9 -7 -17 -5 34 -4 -32 39 -22 -24 -10 41 -16 -43 right_child=1 6 3 9 16 10 -8 28 36 27 11 -13 19 -15 40 31 -18 -19 -20 26 21 -23 38 -25 -26 -27 -28 -29 -30 -31 35 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.0057988217268220912 -0.0025425417742953697 4.9351135194570832e-05 -0.00067595763188694168 0.0005014636965807042 -0.0040314853874530874 -0.010227323051451742 0.0021963582886033047 0.00056215575785352055 0.00068423442082535409 0.0019877706698439896 -0.00095774218563013272 0.00045977037272305107 -0.00085932158876941107 -0.0039250052355572843 0.0010108583029451224 -0.0003775177960896275 -0.0025722864759240988 -0.0073841947211289527 0.00063904170216872792 0.00026156945735721261 -0.0026199508298002032 -0.0067197565899711409 0.0010914115222091991 -0.0043748469643453318 -0.0014146434746388486 -0.0010251811415973118 -0.002033208250628347 -0.0012947074675218172 -0.00032633780057030395 -0.0072653507227801884 0.00054764924301791925 -0.0056391742848442917 0.0019141880081568023 -0.00011054008361079706 -0.0019535572549599103 0.0026990733071678998 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71767 85351 52464 51191 128879 68618 65971 50405 50657 39293 39042 1062 117660 12879 67251 57148 43624 117528 9814 32457 108544 9562 99499 11671 1947 shrinkage=0.0312957 Tree=47 num_leaves=44 num_cat=0 split_feature=20 0 14 14 17 0 33 19 29 11 17 11 13 11 25 15 1 0 14 29 0 29 17 0 6 17 11 25 13 1 29 17 11 29 25 6 13 11 17 0 13 17 29 split_gain=787.944 486.145 216.786 164.716 146.883 96.5108 73.0603 61.7868 60.7631 56.5377 47.3324 46.7477 34.9524 34.7585 33.741 25.9353 23.4817 22.4201 21.1742 42.0281 20.7125 20.6669 21.5063 20.0357 18.4426 17.7738 16.3104 15.4461 33.9597 15.2513 15.1248 14.4168 14.0518 13.5561 13.4291 16.0679 12.5389 12.3433 12.3034 12.2316 11.8179 11.4596 11.3308 threshold=0.71760476040535426 35.000000000000007 19.607634743711568 20.315780747416376 47.327196218043163 49.500000000000007 2.5000000000000004 627.25000000000011 0.17806642206078702 0.84306583208645514 50.597518990948515 0.81465024066913927 24.802227040910633 0.80954246902522775 2999.7500000000005 0.72777854309640289 729.50000000000011 29.500000000000004 48.962936752620813 1.5318850411971765 35.000000000000007 0.92590493331277302 71.356524678865725 26.000000000000004 0.76041672318457076 51.715436894636973 0.86389151438773382 1104.2500000000002 74.352433059538313 694.50000000000011 1.1484782321026865 55.894173773319828 0.83884442919373514 0.087957119080284377 1662.7500000000002 0.86956524447064465 17.486846206876312 0.91305909545227393 41.466953449613591 22.000000000000004 32.975620292863191 54.216220587666221 0.49519225830311381 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 12 13 16 7 8 24 -1 20 -9 18 36 30 23 -13 39 31 19 29 42 25 41 32 -5 -6 -12 -24 -29 -7 -3 37 -14 -18 -30 -36 -2 -11 -35 -4 -33 -23 -10 right_child=1 3 4 5 21 11 -8 10 9 17 26 15 14 -15 -16 -17 33 -19 -20 -21 -22 22 27 -25 -26 -27 -28 28 34 -31 -32 40 -34 38 35 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.004053010431980782 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3349 19493 65699 23847 25659 12595 26081 60838 16079 10200 45851 20403 26538 24992 538 13824 137 10781 4703 6241 19840 91443 5873 16180 28922 30167 9866 391 159 20544 982 984 19646 74806 1919 137 21514 3639 66497 27188 187 25307 15711 internal_value=0 0.0111842 0.0300432 -0.0211899 0.0395845 -0.0110321 -0.077166 0.00239348 -0.0635963 -0.0532978 0.0152467 -0.0400612 -0.0151144 -0.0765142 -0.00256796 -0.0123329 0.0561139 -0.0150632 -0.06159 -0.0691638 -0.0723973 0.0181917 0.0253251 -0.000416804 -0.0259965 0.00218997 -0.00581081 0.0739531 0.00987945 -0.0549867 -0.107061 0.00992439 0.0101923 0.0642262 0.0578414 0.0794947 -0.0468564 0.0189395 0.064531 0.0437611 -0.0966169 0.0217935 -0.0565742 internal_count=911847 796248 503147 293101 415382 247634 115599 169324 89518 77421 116555 78310 87765 45467 62902 34227 234327 25791 44083 39380 51630 181055 125229 62364 52769 55826 55717 8479 2606 33139 20475 15010 46184 141440 2215 2056 24863 13839 141303 92887 1171 116750 31790 shrinkage=0.0312957 Tree=48 num_leaves=44 num_cat=0 split_feature=16 33 16 16 17 16 20 17 20 16 12 16 17 17 20 29 17 16 17 2 11 17 29 16 17 0 29 1 17 0 29 33 14 16 0 11 29 24 27 24 20 16 17 split_gain=2000.77 415.098 266.887 196.503 107.411 49.798 48.3525 44.0913 42.875 41.9595 34.0617 30.8162 32.9628 29.9608 26.396 22.0543 21.9783 21.3203 23.0068 19.6629 19.3178 18.8372 18.259 16.9917 18.7801 16.82 14.6208 17.6316 14.5405 14.6664 14.6321 14.3864 17.0083 14.3534 14.1965 13.463 13.1492 12.9058 12.7505 12.6329 11.6208 12.5334 11.6132 threshold=208.8986333443759 2.5000000000000004 224.57685737875184 182.48485324528249 91.308549801440449 233.50773453445001 0.670789315742231 71.356524678865725 0.59756749734979164 197.99880589822121 123.86143571373728 216.73673730721606 49.824386812585722 51.583290741246124 0.63247572278195829 0.15245360588341281 48.758089615212377 147.23207668634595 39.366274989976212 23.240689655172417 0.67842508798391166 42.891563668162817 1.3114684849799874 230.17958356676004 46.926845234851008 37.500000000000007 1.9882768403176569 2391.5000000000005 55.681765313066883 28.000000000000004 1.6815315374249347 2.5000000000000004 8.3207411107909941 243.05241905069772 29.500000000000004 0.87320635441995453 1.8455813116206936 18.500000000000004 9.5000000000000018 4.5000000000000009 0.28788775827029472 165.6699624990936 45.842863556788274 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 4 10 21 31 9 -3 16 17 13 -13 34 -6 -7 -8 -1 40 -10 26 -4 -18 24 37 -16 -9 -28 29 -11 -31 32 -5 42 -2 -12 -36 -23 -20 -27 -19 -42 -17 right_child=1 8 5 6 14 15 7 20 19 28 35 12 -14 -15 25 33 22 18 38 -21 -22 23 -24 -25 -26 39 27 -29 -30 30 -32 -33 -34 -35 36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0040962888280910289 -0.00022743094840951125 -0.0039079262181979189 0.00037861958626451969 -0.0046854397830469255 -0.0028819476059664603 -0.0039135382305192428 -0.0002550803451920404 0.0026765690993039433 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11652 384 695 6916 47016 1263 9260 3143 1895 internal_value=0 0.0327523 0.0379384 -0.0669687 -0.0982741 0.0558482 -0.0460249 -0.0391266 -0.0980025 -0.043225 -0.10653 0.0126294 0.0222216 -0.000537398 0.0100268 0.0694074 -0.0625785 -0.100129 -0.0930859 -0.0296715 0.0313719 0.0451966 -0.0689832 0.0481439 0.0411938 0.0404058 0.0702578 -0.118927 -0.0281917 -0.03931 -0.0516836 -0.0850593 -0.0736699 0.070155 -0.0304513 -0.154201 -0.0546945 0.0269736 -0.10127 -0.0311664 -0.0579818 -0.0449673 0.0664552 internal_count=911847 612143 588790 299704 120135 344796 179569 152601 23353 144217 111626 243994 141158 102836 8509 151695 63049 98412 80078 6591 8384 193101 56411 177312 117889 6558 5062 378 81168 48027 31989 26968 21693 151114 25258 13214 12347 51948 64938 2188 15140 12403 132079 shrinkage=0.0312957 Tree=49 num_leaves=44 num_cat=0 split_feature=20 17 14 32 12 12 11 11 11 10 11 17 28 17 11 5 11 17 4 30 26 12 14 28 24 12 28 13 26 24 5 30 24 28 30 11 17 28 11 13 30 17 5 split_gain=708.055 389.458 193.333 118.171 63.0825 52.1759 43.6229 39.5039 35.3092 32.2714 35.808 30.0749 27.8721 26.7097 25.9852 24.3405 23.7889 23.2208 20.3235 19.8686 18.943 17.8389 17.7634 17.735 44.3129 16.7486 16.6783 16.2949 14.9554 13.9141 15.0597 13.201 13.0329 13.4187 12.996 12.2368 12.8075 12.0757 11.4303 12.0549 11.3791 11.3783 11.2684 threshold=0.72362582736623848 49.478331439664451 19.043607283574392 1.5000000000000002 74.58326112068525 102.23401871576776 0.88606563642546221 0.80001354829968852 0.8750047488792646 0.88016650710113276 0.68111734780918509 42.445588123160967 18206.000000000004 53.895927988085766 0.76850153960781842 249.82121276855472 0.8979966555183948 71.356524678865725 5.0238857269287118 1.0000000180025095e-35 0.42678208892800201 82.787319574666853 53.840360136595571 880.75000000000011 5.5000000000000009 118.63351365237942 1668.2500000000002 30.062865318929465 1.4024526960516244 21.500000000000004 14.007962226867678 2.5000000000000004 27.500000000000004 449.25000000000006 2.5000000000000004 0.89496163048552768 1.0000000180025095e-35 1546.5000000000002 0.84306583208645514 26.85597502086372 2.5000000000000004 79.445314052032856 46.809919357299812 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 -3 16 18 34 9 10 17 35 14 27 41 -14 21 20 -1 -13 -6 -4 -5 -19 -25 37 31 -12 -21 30 -9 38 33 -31 42 36 -7 -8 39 -20 -30 -11 -2 right_child=1 4 5 22 8 11 25 29 -10 12 13 19 15 -15 -16 -17 -18 23 26 28 -22 -23 -24 24 -26 -27 -28 -29 40 32 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0059542595654708047 -0.0020234846184574592 -0.0016570835982767159 -0.00034921489034092851 -0.0034719075689756693 -0.0067273868989261012 -0.0037443713579020494 0.00070702972562304133 -0.0033901458652127797 0.00057080353748427057 -0.0023095075899116952 -0.00080038023588842983 0.0013146495547797178 -0.0065325610400930904 -0.0008117020055303973 -0.00039036281735972992 0.0077890722760739235 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12.4781 12.3579 12.0836 11.6529 11.3642 14.8377 11.0305 12.9694 10.9126 10.8416 15.3438 10.2858 16.6922 10.0729 11.1952 9.72524 11.0294 threshold=206.91021802548752 2.5000000000000004 223.5367347183572 182.48485324528249 232.21529854083397 0.95555661749869925 0.66104579630895433 0.56783693851106398 0.670789315742231 145.50000000000003 215.38448456305602 195.78711114998083 0.17806642206078702 20.21103238866397 0.17806642206078702 0.86930404401291839 3.3580193081314071 249.82121276855472 102.01986941984458 1.3615203746030244 243.05241905069772 17.500000000000004 0.87659188322971782 0.82501221896383192 2.2982503770739071 1.5000000000000002 0.75825023320122564 2.0043198236745745 714.25000000000011 2.0043198236745745 0.99571579309754066 0.94152834084151249 0.69126169825158534 0.94850729674305601 0.75055164153524823 49.000003814697273 0.7778001792114696 0.79325553723724174 0.89217802403806379 6.0232255458831796 11.999999046325685 81.84830474853517 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 14 15 22 -3 25 -2 24 19 -6 -9 -4 -1 17 -17 26 -10 41 35 -7 -20 34 39 -8 32 -23 -24 -22 -32 33 -13 -11 36 -16 38 -12 -5 -41 42 -14 right_child=1 7 4 8 12 6 18 13 11 10 37 27 20 -15 21 16 -18 -19 23 -21 30 28 29 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0051046691299774854 -0.003129078941146066 -0.0037509288099908081 -0.0039714195023918871 -0.0053782230609104135 -0.003609978707627695 -0.0015492504189666279 -0.0014840886456576336 -0.0035182590941388492 -0.0016219058699091726 0.00051249666905698796 0.0011584103737573026 -0.0010706056895884598 0.0021035022877340221 4.8961500371816458e-05 0.0020539238304651672 -0.003616866584095713 0.0040065916832158557 0.0057873940242252368 -0.0030291144061320315 -0.0034130525951413682 0.0029157367014164678 0.00039724781560165483 0.0021826180358411372 -0.0021298779266479225 -0.0031120268479980571 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0.00112981 -0.00147676 0.0448341 0.0486021 0.0186816 0.0302451 -0.0597789 -0.0529654 0.0615581 0.0646999 internal_count=911847 633729 609362 278118 365944 120169 78369 24367 157949 243418 240948 133480 179716 7620 186228 41800 34522 34180 73896 55038 179033 185635 4473 72521 101912 24469 1375 78442 30233 2427 19014 140 76724 11176 100557 155402 129124 139036 49524 13191 12435 160019 137661 shrinkage=0.0312957 Tree=51 num_leaves=44 num_cat=0 split_feature=16 33 16 16 16 20 20 16 16 29 2 16 8 4 30 29 29 16 29 24 24 25 28 21 6 4 7 7 18 25 18 6 21 20 25 5 7 25 24 4 6 13 29 split_gain=1712.12 360.914 256.046 141.906 47.5208 35.5223 29.8334 29.2951 22.6071 20.786 20.4321 16.6634 16.9306 16.2627 15.8009 15.2235 14.8414 14.4627 13.725 13.8562 13.013 15.8401 12.2987 11.9296 14.5869 11.7827 11.7146 18.4281 11.6509 11.3995 13.7851 34.3863 37.0062 12.7 18.257 11.118 11.6146 19.6367 11.056 14.008 12.4822 10.8374 10.32 threshold=206.91021802548752 2.5000000000000004 223.70991117344556 182.48485324528249 231.90067109929115 0.56783693851106398 0.670789315742231 215.38448456305602 195.78711114998083 0.17806642206078702 23.240689655172417 161.46558660195026 5827.5000000000009 5.0238857269287118 1.5000000000000002 0.17806642206078702 0.15245360588341281 243.05241905069772 1.3189667056414514 4.5000000000000009 17.500000000000004 656.25000000000011 309.50000000000006 14.500000000000002 0.68362210909882271 6.0232255458831796 -18.434947013854977 -41.18592453002929 3.5000000000000004 1123.2500000000002 1.5000000000000002 0.6470588258628015 5.5000000000000009 1.1262612307343283 2050.7500000000005 49.988994598388679 -15.255119323730467 248.25000000000003 21.500000000000004 16.242072105407718 0.65526107953565649 25.684195210404919 1.42111653883277 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 11 16 -3 14 13 18 -6 -7 12 -1 -2 25 -9 -4 29 -8 -20 35 28 -17 42 -25 -5 27 -14 -22 38 -31 -32 33 34 -33 36 -18 -38 -11 -40 -41 -30 -24 right_child=1 5 4 6 9 10 8 15 -10 17 -12 -13 26 -15 -16 22 20 -19 19 -21 21 -23 23 24 -26 -27 -28 -29 41 30 31 32 -34 -35 -36 -37 37 -39 39 40 -42 -43 -44 leaf_value=-0.0033454628150401842 -0.0051742126371094582 -0.0036421768423467067 -0.0047297848821497629 -0.0046740877858436371 -0.0033984297765908408 -0.0031324731722519538 -0.0015568889910768501 -0.0037325823649143352 -0.00090387831937757397 0.0020919396970200308 0.00020922167615483437 -0.002516870839515066 -0.0014965929620935983 -9.8512827606622795e-05 -0.0035953686698135677 -0.0040387178906265133 0.0019526974643847225 0.0027634437070916959 -0.0002414885662349454 -0.0039033268419036539 0.0006479893118561677 0.0015909852424304911 0.00074353903058759668 4.1890339722577808e-05 -0.0049742476124017259 -0.001640460371164897 -0.0040469676814802727 0.0073486352084772321 -0.0053758743009287803 0.0016081093470195443 0.0014054983053289529 -0.0034679276147620191 -0.017386892984208899 0.0014276779523913466 -0.020860584110964808 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185664 55077 6089 175603 28702 142817 142256 2718 16657 1404 957 18315 166560 41359 4687 1231 1041 569 146901 122856 88558 125201 10465 9778 6521 139538 shrinkage=0.0312957 Tree=52 num_leaves=44 num_cat=0 split_feature=26 0 30 0 25 30 23 25 0 23 0 25 21 26 0 0 26 30 4 10 30 13 7 13 4 25 15 26 13 7 33 25 25 6 15 26 18 4 13 0 7 25 6 split_gain=555.471 348.59 105.455 89.6065 80.9987 73.6292 57.3944 46.1572 39.8777 31.2023 29.0895 29.0766 30.9844 27.7883 23.1139 22.9313 17.9905 17.9884 15.7617 15.6497 15.575 15.5303 14.9297 15.0853 14.8743 14.4988 14.3061 14.0687 14.0209 13.5994 12.8866 13.3849 12.3444 12.2251 12.1394 12.0393 11.7668 11.524 11.3002 10.6223 10.497 10.3774 10.6933 threshold=0.71051340323330414 35.000000000000007 1.0000000180025095e-35 29.500000000000004 646.25000000000011 1.0000000180025095e-35 0.88556428591062064 658.25000000000011 49.500000000000007 0.51656813667262258 49.500000000000007 248.25000000000003 3.5000000000000004 1.4024526960516244 22.000000000000004 45.000000000000007 0.51490465546264874 2.5000000000000004 22.77502536773682 0.88519713607505024 1.0000000180025095e-35 30.16712736693734 -88.015247344970689 22.790672072930693 88.872375488281264 20259.500000000004 0.41314799594401341 0.96270290338432918 27.261290246352804 -85.88985443115233 2.5000000000000004 248.25000000000003 15263.500000000002 0.67647059406192678 0.47964558767103199 0.55264087781290694 2.5000000000000004 47.000308990478523 25.522131195473843 26.000000000000004 -81.893634796142564 11964.750000000002 0.26027397346174475 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 3 16 10 8 30 11 27 -4 19 12 -8 -7 -13 18 -1 37 35 21 25 -3 -18 -24 33 -9 -12 -6 -17 -14 31 -2 39 36 -16 -5 -10 -15 -36 -11 -22 42 -29 right_child=1 4 9 15 5 13 7 20 24 32 26 14 29 17 34 28 22 -19 -20 -21 40 -23 23 -25 -26 -27 -28 41 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.00083450262210692434 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leaf_count=38373 313 27612 36470 17272 23382 14753 1339 156039 17313 5828 1275 119087 106 2936 6800 13271 2367 2731 3997 5450 2110 51000 6147 29826 1538 2412 27176 1428 13217 532 2769 64778 277 19621 3158 14252 7183 1586 73124 7068 21444 1657 62830 internal_value=0 0.0126024 -0.0483622 -0.0342079 -0.0158895 -0.00121063 0.0295133 0.0342266 0.00753547 -0.0879149 -0.0363668 0.0239035 -0.096782 -0.0548462 0.0250837 -0.0624765 -0.0113577 -0.105527 -0.0458703 -0.0270124 0.0458056 -0.0234199 0.00396282 -0.00109905 -0.0165054 0.0493722 -0.0640056 0.0198269 -0.0847457 -0.278145 0.00269237 0.00553462 -0.0462002 -0.0198755 0.0122822 -0.0533711 -0.00497726 -0.144229 0.0158912 -0.0506867 0.0218124 0.0273026 0.0252878 internal_count=911847 723482 188365 138722 269471 156958 454011 386151 134952 49643 112513 204146 1977 22006 202169 62009 76713 7253 35521 84062 182005 78612 38340 35973 45655 158451 28451 89297 26488 638 67860 65091 13173 44117 83082 31524 24496 4522 76282 12896 23554 65915 64258 shrinkage=0.0312957 Tree=53 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 32 16 16 16 16 18 16 29 20 16 7 11 10 22 23 8 29 29 14 7 10 32 30 11 15 22 14 15 8 11 5 16 7 22 5 7 18 5 split_gain=1571.32 331.559 189.518 161.036 70.224 42.2314 39.9467 25.3244 21.8299 21.0119 18.3303 16.06 22.9442 15.5674 14.3449 14.0659 13.7619 13.8698 12.532 12.0465 11.428 11.161 10.8883 10.6928 10.5484 10.5043 10.2248 11.8519 10.9995 9.68101 11.6851 27.8633 27.7704 21.146 14.387 20.7038 9.60211 9.3309 9.63073 16.4612 9.16666 8.93169 12.3177 threshold=208.8986333443759 1.5000000000000002 228.4541206708092 188.82723325062037 0.780236635460127 1.5000000000000002 220.06652290315333 161.46558660195026 237.53680124223607 202.28390226374418 1.5000000000000002 102.01986941984458 0.98308111649682595 0.53565481819598659 230.94784921369106 -15.255119323730467 0.76569727956534561 0.89596216504173498 628.25000000000011 1.6297978028921607 622.50000000000011 1.5318850411971765 0.12378804449931562 51.211660474499588 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7647 34887 148 165 45670 15839 33564 internal_value=0 0.0290429 0.0349887 -0.0593068 -0.0620997 -0.0363851 0.0186774 -0.0827238 0.0552178 -0.0312327 0.018121 -0.0997082 -0.0444329 -0.0854627 -0.0497266 0.0294402 0.00700486 0.0219797 0.000980195 -0.0726767 -0.104976 -0.0419731 -0.0390044 -0.100475 0.0448189 0.0207764 -0.0709918 -0.0675288 -0.0692654 0.0698953 0.0254188 -0.0141896 -0.104321 -0.0258235 -0.332121 -0.146713 0.0728923 -0.0760764 -0.0614704 -0.0629648 -0.0170993 0.0494168 0.051558 internal_count=911847 611830 574361 300017 37469 151612 317972 148405 256389 138420 8451 55159 4799 29018 8584 165432 152540 43763 108777 93246 50360 78651 74052 20434 43747 12877 91241 82421 80728 72628 4585 2838 1553 1155 398 204 68043 60224 25337 25189 59769 183761 167922 shrinkage=0.0312957 Tree=54 num_leaves=44 num_cat=0 split_feature=20 2 14 11 32 13 11 11 11 31 26 5 2 9 2 12 24 7 4 9 9 2 24 4 5 14 5 31 13 4 14 13 2 7 26 11 11 10 10 4 26 13 2 split_gain=525.078 241.361 147.715 82.9457 72.4572 40.325 37.1239 36.806 29.0594 25.9 28.4766 23.9218 22.2177 23.0872 19.7875 25.1985 18.9995 22.3301 18.862 16.7732 15.8998 15.2125 14.2489 17.5867 16.2367 14.0793 13.3852 13.1593 11.8642 11.8618 11.5158 11.0595 11.0322 10.9767 15.1973 10.9567 10.8315 10.0016 9.93329 9.48292 9.46554 9.28587 9.19833 threshold=0.670789315742231 24.067424242424245 20.047451046337098 0.87052665822004605 1.5000000000000002 30.586967593752338 0.89496163048552768 0.86969899801225115 0.91175033407993034 1.5000000000000002 1.4375386279357232 40.000139236450202 9.2947860962566864 0.93452612923579415 57.752358490566046 157.68986283848349 5.5000000000000009 -89.167671203613267 5.0238857269287118 0.92866005631270332 0.95155336278061042 14.525062656641607 1.5000000000000002 33.002328872680671 114.0073699951172 53.840360136595571 50.00123596191407 1.5000000000000002 24.802227040910633 11.000376701354982 20.631261481962284 16.797711571398462 10.595949263502456 -4.0724816322326651 0.73418498574103874 0.91049691358024709 0.83036594815440978 0.97280064277477696 0.71020881638963396 85.002899169921889 0.046689180563254239 47.520961353294503 34.908902691511393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 7 5 8 33 14 16 18 12 38 27 39 -14 15 30 31 -18 -1 37 -20 -15 23 24 -16 -6 28 35 -19 -22 -3 -2 -31 34 -4 -5 -35 42 -11 -7 -33 -8 -17 right_child=1 6 3 11 25 9 41 -9 -10 10 -12 -13 13 21 22 19 17 26 20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 32 -32 40 -34 36 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0053523985243091625 -0.0058088514040578153 0.00015153917947483908 -0.0018335912788113049 0.00049904905143815593 -0.0030771987509133976 0.00043615497713509307 0.0014429898611298738 -0.00012887865959793505 0.0011192897286433161 -0.0014350055480156958 -0.0022677520529269034 0.0018973008306813646 -0.0025033292510664392 -0.0007819491007442106 0.00090396075662304979 -0.0038369833057282227 0.0018561844363614462 -0.0018613984093671201 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12.1285 11.9777 11.7778 11.3857 12.8436 11.2386 11.9479 11.007 11.9729 10.9875 10.977 24.8973 14.0556 11.7463 threshold=19.761227670502333 37.500000000000007 29.500000000000004 47.010851171560873 1.0000000180025095e-35 30.16712736693734 145.50000000000003 49.500000000000007 2.5000000000000004 1.0000000180025095e-35 2999.7500000000005 1168.2500000000002 1.5000000000000002 761.50000000000011 71.356524678865725 53.976369372713172 45.000000000000007 24.802227040910633 3299.5000000000005 2.5000000000000004 2.5000000000000004 0.36842105664210117 5.8220211161387638 821.50000000000011 52.002047035064599 2.5000000000000004 53.816630168685116 23.300358178487535 15.500000000000002 2.5000000000000004 22.000000000000004 0.77499996679321159 299.78752136230474 0.35311375149121788 14.500000000000002 38.500000000000007 7.5000000000000009 24.684159278869632 1.0000000180025095e-35 54.894190192203894 9.5000000000000018 93.102802276611342 67.029048919677749 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 5 28 38 13 10 23 17 14 32 -7 15 25 27 34 36 22 -21 -14 -6 30 -15 31 -19 -4 -3 -11 -2 -5 33 -13 -8 -36 -9 -38 -1 -23 41 -41 -42 right_child=1 4 16 11 19 7 8 18 -10 29 -12 12 21 24 -16 -17 -18 26 -20 20 -22 39 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 37 -39 -40 40 42 -43 -44 leaf_value=-0.0017432940328109073 0.0014243061595742455 -0.0015062461109040929 -0.0024988474956560629 0.00085490803566145744 -0.0038384322570624478 -0.00021942294801505227 -0.00071565519090936106 -0.0010577858437456982 -0.0026023787861726151 0.00061001736104729354 -0.0050963954862381887 -0.0037063898018500048 0.001036496344113215 0.001049103515458295 0.0019910053767104459 -0.00021441563317400888 -0.0028561140471385616 0.00036726768537677476 0.0012839057202171063 -0.00012636707053211401 -0.0030466023762764343 -0.0011400690477020529 -0.0018596116431867139 0.0017244145743880869 5.7021031974326441e-05 -0.0018937838819126391 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180.69597970335678 0.7461590226731547 0.95555661749869925 231.2629536702066 176.3761543394987 1.5000000000000002 195.22775975261143 214.42824572912491 0.66104579630895433 94.355339059327392 0.86930404401291839 53.840360136595571 0.5994645161290324 -12.52880811691284 248.25000000000003 0.95072580833977216 53.840360136595571 238.21885187074886 -15.255119323730467 248.25000000000003 1.4375386279357232 2.0043198236745745 3.5000000000000004 0.82501221896383192 0.69126169825158534 0.94850729674305601 0.52788957126145519 78.403652191162124 -79.196342468261705 0.98736048159012657 7.0814575292547435 14.500000000000002 0.68362210909882271 1.5000000000000002 0.46158318425760292 1.5000000000000002 116.37615433949871 15.559976893651445 -56.976131439208977 17601.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 19 13 21 11 9 23 33 29 -6 39 -15 41 18 25 -12 38 30 31 -23 -5 27 -18 -13 28 -11 -7 -8 32 -4 -2 -19 -36 -28 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0.00010644880594920774 -0.0051361660479793837 -0.0034601286697150927 0.0014327247670336814 -0.0028783321996035658 -0.0055688244729273431 0.0011542127759756713 0.0056660896483480593 -0.014949405507030999 leaf_count=2554 355 4131 13266 59910 1367 368 120495 1303 14713 5090 10209 45835 8502 31125 94 759 144 102992 1203 1188 62663 191 121962 4048 1703 221 19545 73456 6222 3261 12451 30468 59 85990 1816 784 2916 29151 24107 4464 45 676 45 internal_value=0 0.0259129 0.0314701 -0.0589138 -0.0581573 -0.0837482 0.0456158 -0.0700304 -0.0419289 -0.0376525 0.00950421 -0.0729281 0.00857292 -0.10904 -0.0999749 0.00230483 0.0166473 0.0108273 0.03185 -0.0805375 0.0549798 0.034581 0.0295369 -0.0524535 -0.026705 -0.197472 -0.0765518 -0.0250753 0.00331194 -0.00473261 0.0496381 0.0486361 0.0266474 -0.00261699 0.0115474 -0.0471119 -0.0586796 0.0423099 -0.0846708 -0.151279 -0.285185 0.135739 -0.0846217 internal_count=911847 633760 594465 278087 39295 112945 361600 73228 165142 150429 232865 71925 9869 39717 32699 1574 146520 105957 40563 29426 195609 165991 122153 63958 86471 365 68296 84768 11312 3629 132946 43838 13370 86345 105592 2600 22461 30354 28238 7018 104 815 139 shrinkage=0.0312957 Tree=57 num_leaves=44 num_cat=0 split_feature=26 17 14 30 11 30 13 13 17 30 30 11 33 14 26 11 17 27 1 27 2 22 26 5 13 5 22 2 21 1 2 5 17 11 5 11 1 1 14 26 24 27 5 split_gain=413.549 253.135 75.4015 61.8357 49.7747 49.5742 35.3746 31.7743 27.2236 28.8833 27.2288 25.3538 25.2513 20.1488 19.8268 17.9472 17.8934 17.4622 17.1669 16.7401 15.8315 15.4718 15.2428 14.6956 14.0504 13.8197 13.7977 13.777 13.5809 13.5736 12.795 13.6021 13.0946 12.6768 12.4656 12.1428 12.1681 32.0279 12.7329 12.0545 11.8408 15.8974 11.5907 threshold=0.57939291564291573 50.459313723271102 20.047451046337098 1.0000000180025095e-35 0.83537749252034976 1.0000000180025095e-35 36.788147742408007 26.290629098055756 79.445314052032856 1.0000000180025095e-35 2.5000000000000004 0.84062479836107895 2.5000000000000004 19.838182586999796 0.7869588218968987 0.86643828920251698 40.630160876900568 15.500000000000002 3926.0000000000005 52.500000000000007 20.037386443046824 1080.2500000000002 1.656974576418154 47.952405929565437 279.29693685229773 44.62530708312989 3172.0000000000005 36.960769230769237 1.5000000000000002 1092.5000000000002 17.252659574468087 49.481761932373054 55.583176132177258 0.92532900432900445 16.000240325927738 0.68849736864442757 1034.5000000000002 2507.5000000000005 37.675697466772178 0.087609296278238283 21.500000000000004 36.500000000000007 135.02378082275393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 4 18 6 20 34 9 13 22 25 -12 23 -10 19 -8 -7 39 24 -4 -6 -11 28 30 27 -23 -2 -9 -19 -15 -32 -33 40 -3 36 -16 38 -38 -1 -13 -42 -37 right_child=1 7 5 -5 21 17 16 8 14 10 12 33 -14 15 35 -17 -18 29 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 -36 42 37 -39 -40 -41 41 -43 -44 leaf_value=-0.005782986969608655 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448 74678 40840 27714 29222 71712 1152 2054 11301 16027 21017 3314 105431 5026 33501 150968 8515 311 147 61110 4510 3407 1197 380 2169 694 4587 33820 3562 56863 6845 6292 5316 29419 3192 1099 2143 240 50448 1099 3338 141 internal_value=0 0.00847642 0.0234678 -0.0533875 -0.0379346 0.0285482 0.032328 -0.0129903 -0.0098289 -0.0119753 -0.0392702 -0.00857812 -0.0146099 -0.0081917 0.0333742 -0.00442809 0.0400853 -0.00425985 -0.0573458 -0.00846709 0.0196067 -0.00756174 -0.0716986 -0.0299872 -0.00818505 -0.0280082 0.0424687 -0.0225124 -0.026258 -0.0362455 -0.00860111 0.00187988 -0.0271216 0.0120113 -0.0440647 0.0491069 0.0691502 0.0237148 -0.0976159 -0.0587687 0.0027354 -0.0442056 -0.00205685 internal_count=911847 786582 463143 125265 84425 399767 358468 323439 293572 279677 34049 63376 19341 245628 13895 209459 222680 41299 51507 175958 135788 32918 14708 36169 175811 32606 5204 30437 34972 12077 175431 70000 13137 30770 29867 11841 8508 3482 1339 51196 25454 4437 3333 shrinkage=0.0312957 Tree=58 num_leaves=44 num_cat=0 split_feature=20 0 1 1 17 9 30 1 0 11 1 11 25 21 0 28 0 9 11 17 11 7 0 26 4 25 17 21 21 21 11 6 17 11 30 9 8 4 7 0 1 9 11 split_gain=416.041 314.193 106.347 97.6269 78.1634 70.0659 49.6947 40.86 38.0983 29.8415 28.8387 26.8559 21.9759 26.6492 22.8014 20.4179 19.9212 18.6511 38.3847 20.4382 17.9812 17.7546 17.1828 17.1019 15.8958 14.4067 15.0952 14.3175 13.7145 13.032 12.7649 12.2027 11.9852 11.7781 11.3227 11.2561 11.2418 11.0032 10.8858 10.6285 10.4769 10.173 10.092 threshold=0.670789315742231 35.000000000000007 447.50000000000006 567.50000000000011 46.513991819716338 0.95425735049090266 1.0000000180025095e-35 3590.5000000000005 51.000000000000007 0.83335960842604695 785.50000000000011 0.91305909545227393 248.25000000000003 3.5000000000000004 26.000000000000004 1337.7500000000002 35.000000000000007 0.94750832794622075 0.68111734780918509 60.77326923278887 0.84146622262906956 -85.88985443115233 49.500000000000007 1.4135646470525653 5.0238857269287118 758.25000000000011 63.960247569571912 2.5000000000000004 3.5000000000000004 15.500000000000002 0.92014203972575126 0.67164169081011393 51.018039379694699 0.9055972027972029 1.0000000180025095e-35 0.89107021459962643 764.50000000000011 7.0026938915252694 -87.12316513061522 22.000000000000004 5831.5000000000009 0.96526820210419317 0.84631668571172514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 12 9 30 7 11 8 25 27 28 15 13 37 20 16 24 32 19 -19 38 -15 -12 -10 -1 35 -27 -3 -7 -11 36 -24 -6 -20 -9 -5 39 -2 -14 -4 -8 -33 -26 right_child=1 3 4 5 17 10 40 34 23 29 22 -13 14 21 -16 -17 -18 18 33 -21 -22 -23 31 -25 42 26 -28 -29 -30 -31 -32 41 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.005218006031118291 -0.0062538565909943996 -0.0031377294837728544 0.0011588864333642874 -0.0042873582087266365 0.00050171108036551324 -0.0010659693629241284 -0.0026509475273763508 0.0010999254423541356 -0.0023789943531935219 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36573 20790 711 9642 8940 internal_value=0 0.00746051 0.0224683 -0.0183299 0.0289738 -0.00697691 -0.0608691 -0.0386915 -0.0541963 -0.0471278 0.00333841 -0.0384182 -0.00938873 -0.10377 -0.00671299 -0.0454835 -0.0418829 0.0150079 0.0200875 0.0575463 0.00323885 -0.24052 0.0168322 -0.102992 -0.0275523 -0.034749 -0.0160525 -0.0632139 -0.00988603 -0.0251564 0.0421077 -0.00370847 -0.00277117 0.0137081 0.0114441 -0.0615912 0.0392054 -0.0225384 -0.0101663 0.0295973 -0.0829827 -0.0272945 -0.0237907 internal_count=911847 811751 513145 298606 426126 214173 100096 52564 40148 84433 161609 49669 87019 2399 84620 45471 44195 206522 160629 23375 61877 894 79990 11441 30362 28707 16921 48745 81619 35688 219604 26986 45893 137254 12416 11786 191808 1505 38234 74486 50427 12100 29563 shrinkage=0.0312957 Tree=59 num_leaves=44 num_cat=0 split_feature=16 32 16 16 12 9 12 16 32 16 0 0 16 26 7 25 9 14 16 0 7 25 15 9 15 4 25 26 4 28 7 15 16 19 25 7 6 7 16 9 26 26 4 split_gain=1224.63 248.648 153.215 111.363 42.3 34.743 34.5156 32.161 23.3341 22.271 19.8046 17.9376 17.61 12.3541 11.5618 13.9905 13.2933 11.5146 10.8171 10.7647 10.1294 11.9374 9.96334 9.7942 9.20795 9.70339 11.5126 14.618 10.2343 9.19104 9.09139 9.05255 8.71571 8.6602 10.5543 8.64987 8.36074 11.2998 7.84502 8.52351 7.94348 7.68641 7.68344 threshold=206.91021802548752 1.5000000000000002 223.35720248032439 180.69597970335678 94.355339059327392 0.92866005631270332 197.20458146424491 231.2629536702066 1.5000000000000002 197.99880589822121 24.000000000000004 40.500000000000007 214.42824572912491 1.3431766376742831 -7.5946431159973136 248.25000000000003 0.9519563013181177 48.962936752620813 247.1328904315375 22.000000000000004 -15.255119323730467 248.25000000000003 0.84717015496038284 0.95816256543769784 0.25785714026991507 41.003179550170906 2383.5000000000005 1.0245123074766169 23.476113319396976 309.50000000000006 -79.196342468261705 0.14293071385451164 236.11472652822465 2454.2500000000005 1900.2500000000002 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0.0101246 0.0294427 -0.0171831 0.0509055 0.0496565 0.0319827 0.027308 0.0476116 -0.0844579 0.0402113 -0.00964118 -0.036937 -0.13462 -0.262293 -0.00201971 0.0450343 0.0232552 0.0301392 -0.0306308 -0.070151 -0.0323028 0.0623333 -0.123312 -0.0525294 0.0387988 0.0985275 -0.00127822 -0.145851 internal_count=911847 633672 594309 278175 39363 113034 93770 361700 165141 150404 91402 80579 232609 38006 146429 101917 44512 18094 195678 190307 166022 122239 2368 63390 73844 3528 2776 841 434 86180 43783 13331 4004 14090 3979 42573 2252 219 28012 910 659 85738 442 shrinkage=0.0312957 Tree=60 num_leaves=44 num_cat=0 split_feature=14 0 0 17 32 9 13 1 32 23 17 9 9 13 9 12 9 32 13 24 21 21 17 9 0 14 14 10 12 13 27 8 23 10 31 21 8 13 9 6 23 6 0 split_gain=345.9 255.494 94.1119 84.1577 80.2394 62.1648 73.7056 42.7332 32.2088 31.987 20.6364 19.4792 18.0801 17.0007 16.8534 16.6351 17.3897 16.1109 15.9141 14.7145 13.5818 13.4801 13.1565 13.0626 12.8152 12.392 11.9132 11.1991 10.7533 10.5815 10.5034 14.4495 11.9831 14.9429 10.4077 10.3188 10.3005 10.285 10.2685 9.91297 9.89726 9.42519 9.22669 threshold=19.213204617532778 37.500000000000007 29.500000000000004 47.327196218043163 1.5000000000000002 0.95425735049090266 35.356108098515897 3590.5000000000005 1.5000000000000002 0.81963699087673081 79.445314052032856 0.92730670623806943 0.95425735049090266 23.300358178487535 0.92424690742748739 67.041630560342625 0.94226996102824023 1.5000000000000002 30.16712736693734 17.500000000000004 1.5000000000000002 15.500000000000002 53.432831260313201 0.94294496652987225 22.000000000000004 48.962936752620813 51.211660474499588 0.96838773326286953 102.47665940288704 24.988896418397779 4.5000000000000009 1088.5000000000002 1.4870148190053563 0.79863446472213118 1.5000000000000002 2.5000000000000004 710.50000000000011 39.705853877822165 0.97590468961335264 0.32758621031027313 0.53620642315496703 0.34567902229548569 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 15 7 18 11 24 17 23 27 -4 -14 -12 38 -17 19 21 22 -15 -7 -5 -11 -2 30 40 -3 -26 -25 31 -8 37 -34 -9 -20 -13 -32 -1 -33 -10 -18 -38 right_child=1 5 12 9 -6 6 25 34 26 10 14 36 13 20 -16 16 41 -19 35 -21 -22 -23 -24 29 28 -27 -28 -29 -30 -31 32 39 33 -35 -36 -37 42 -39 -40 -41 -42 -43 -44 leaf_value=-0.0011153465309239274 0.0013643147744900137 -0.0025086382132442691 -0.0029594296925864209 3.8978661875469727e-05 -0.002546057877068803 -0.0013174862702288878 -0.0022929349602067738 0.0010114785017514409 -0.002829764888576411 -0.00021300268980057937 -0.0010417047800580141 -0.0026140505143686797 -0.0024500494831337315 -0.0037558133634222504 0.0027271009643888905 -0.0012166974072692221 0.0019412468188213334 -0.0021660254942269756 -0.0018530742252079616 0.0013496738550751765 -0.0011939540010334655 -0.0085925914041042831 -0.00136977813252457 -0.0011517993123131116 0.00038327768410701015 0.0017114861099128281 0.0015882470672431545 -0.0057622389504611458 0.0011224837766594569 0.00055149178479384166 1.1242435556007831e-05 -0.0044590398756460684 -0.0019792227110051633 0.00050332016078818563 -0.00087990825532800688 -0.00036673443047849222 -6.695445424243776e-06 0.00071398154492910838 -7.6462485511153254e-05 0.00075908777227934917 -0.00043088536214092043 0.00022370747441267648 -0.0014733643482330938 leaf_count=25439 156755 15979 16991 14844 17849 40419 3709 6890 2266 29829 1424 5014 23320 2163 6319 8166 3387 5268 5113 4551 32196 251 11541 3667 27710 5822 2076 1108 63314 138213 33569 389 4732 4767 4859 43451 6043 51988 14705 4277 6564 41128 13782 internal_value=0 0.00993823 -0.0384599 0.0236113 -0.0199508 -0.0157822 -0.00761722 -0.0459756 0.0357731 0.00902296 0.0144932 -0.0609123 -0.0658935 -0.0574479 0.0649925 -0.00814368 0.00354226 -0.0180915 -0.0289396 -0.00938647 -0.043304 -0.0435326 -0.0184441 0.012216 0.0381141 0.00979815 -0.0174134 -0.0869006 0.0286765 0.0162153 0.00727138 -0.0266784 0.0102626 -0.0234338 0.0073257 -0.0167186 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79.445314052032856 25.176221713006985 50.46306228637696 16.287087912087916 707.50000000000011 1.0000000180025095e-35 2.5000000000000004 841.50000000000011 10.595949263502456 53.362476422618194 1.5000000000000002 45.755458095236627 9504.0000000000018 58.931178918843997 866.25000000000011 46.00000190734864 20259.500000000004 1040.2500000000002 5.5000000000000009 76.422359268595727 18.500000000000004 110.02085766965013 914.25000000000011 14.007962226867678 503.75000000000006 5193.5000000000009 16.838367346938778 28.101282051282055 826.50000000000011 1.5000000000000002 50561.500000000007 0.25785714026991507 2164.2500000000005 131.13110462485221 677.75000000000011 1.5000000000000002 5.5000000000000009 4733.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 13 10 6 -3 9 28 11 12 -8 20 -1 -15 -12 34 18 19 -9 -4 22 32 26 33 29 -24 -16 -2 -11 -5 -13 -7 -25 42 36 37 39 40 -36 -39 -42 -6 right_child=1 5 4 30 16 21 7 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591 35068 49113 6761 40780 22229 27696 5447 121781 78160 9335 3404 1783 33111 922 91793 31931 363 249 59091 106549 1732 68926 151 275 3362 1551 2260 247 25590 35 3343 121 13241 12339 1571 714 187 internal_value=0 0.00856654 -0.000708548 -0.0409983 -0.0286211 -0.00777978 0.0239151 -0.0455909 -0.00328455 0.0282336 -0.0428318 -0.000671452 0.00484547 -0.00203932 -0.000292708 0.00725092 -0.0237546 -0.0724829 0.0206887 0.0243185 0.014905 -0.00795826 -0.004009 -0.0662804 -0.02999 0.0320808 0.0380823 0.0133014 -0.134002 -0.208775 -0.00372098 0.00147279 -0.0919019 0.0142556 0.00311873 0.0444697 0.072922 -0.0767226 -0.036582 0.0399383 -0.000578949 -0.0739155 -0.0453312 internal_count=911847 754926 470565 156921 116543 353682 284361 72515 294148 245931 71342 44028 40944 287387 273555 137874 16093 5187 116883 205151 92715 135681 35497 2872 59534 112436 34843 82040 528 426 38430 32625 2509 81512 57521 4929 3378 40378 13832 12586 10906 3084 2370 shrinkage=0.0312957 Tree=63 num_leaves=44 num_cat=0 split_feature=16 32 16 16 12 9 12 16 16 29 29 16 29 26 12 7 9 7 24 29 28 15 24 1 7 28 9 12 16 7 18 24 28 7 18 2 28 24 6 7 7 28 15 split_gain=1067.54 205.393 147.195 78.9423 37.6973 31.0896 33.0929 25.5062 21.0234 15.2457 15.3089 13.1386 12.4801 14.5252 13.8687 14.9361 11.4123 11.3856 11.1499 11.0044 11.7072 10.9077 11.2735 11.3127 10.7524 11.7299 11.0436 10.5251 9.91559 9.85029 9.50191 13.2796 11.7011 9.33586 9.24136 10.3057 9.18468 8.89014 14.0721 8.81823 8.72613 10.2815 8.63484 threshold=204.72318220356092 1.5000000000000002 223.35720248032439 178.72951097550643 94.355339059327392 0.92866005631270332 197.20458146424491 233.50773453445001 214.42824572912491 0.17806642206078702 1.9882768403176569 195.22775975261143 0.73669166866648639 0.72869760187171007 197.20458146424491 -3.8140747547149654 0.9611519806711023 -15.255119323730467 2.5000000000000004 1.5145296946737445 309.50000000000006 0.25785714026991507 1.5000000000000002 40727.000000000007 -12.52880811691284 309.50000000000006 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25.2724 24.0611 23.4644 22.3251 17.9893 17.5124 16.9592 16.9367 16.2961 15.841 14.5177 16.8111 13.0732 12.9487 12.9322 12.3622 12.2276 12.1899 11.5442 11.4924 11.481 10.7157 15.6315 12.9302 14.529 10.5065 10.3977 10.3521 10.1609 12.2117 18.0376 10.0018 9.67258 9.59872 9.59655 threshold=19.761227670502333 35.000000000000007 29.500000000000004 1.5000000000000002 0.95425735049090266 35.039591246824536 47.327196218043163 68.019230769230788 0.60447398575634959 51.000000000000007 282.25000000000006 1.5000000000000002 0.95425735049090266 53.663279551387866 48.000000000000007 1.4927416192511147 23.300358178487535 1.5000000000000002 79.445314052032856 0.94413562317694177 3832.5000000000005 1.5000000000000002 0.93265741482671694 -83.78536224365233 0.94226996102824023 8230.5000000000018 100.27682008558197 49.500000000000007 0.77203095279505518 -18.434947013854977 -57.501956939697259 0.49386704914221635 0.2068132424627063 17.500000000000004 51.211660474499588 15.500000000000002 55.283583609228721 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0.0263731 0.0172222 0.00935263 -0.005093 -0.0889833 internal_count=911847 633517 594207 278330 113200 39310 98417 357889 165130 236318 58791 271652 51544 2789 220108 32803 4281 95604 61074 177527 770 531 6988 425 352 2813 1227 48755 874 57920 291 1586 831 30822 76231 26872 74124 88899 28522 22036 19169 13051 1228 shrinkage=0.0312957 Tree=66 num_leaves=44 num_cat=0 split_feature=16 20 16 16 17 31 17 12 16 11 17 16 17 16 17 15 25 26 24 14 11 9 25 29 26 29 25 25 17 17 16 15 16 9 29 24 25 17 26 14 7 29 7 split_gain=913.31 145.048 112.585 83.3018 66.9923 43.6783 32.7541 29.5998 24.9498 23.1442 20.9622 20.2292 19.7181 33.2078 30.8465 14.5778 14.5235 13.5266 12.7568 13.7811 12.5605 12.5456 12.5306 11.3286 10.7642 10.0882 10.8678 10.7632 9.89235 9.86027 11.4565 9.47059 9.28002 9.23674 9.23378 9.18586 13.8815 16.1416 13.8335 13.896 10.2132 9.12977 9.04735 threshold=206.91021802548752 0.56783693851106398 225.74002190154513 175.61045066045071 91.308549801440449 1.5000000000000002 79.445314052032856 125.85533905932739 195.22775975261143 0.71414161762671047 49.824386812585722 237.53680124223607 48.328090733759417 217.83694930493121 52.926063832374318 0.36480811381249684 1662.7500000000002 0.93557948507733313 20.500000000000004 18.862112117224353 0.80001354829968852 0.96875478560490058 456.25000000000006 1.3264207353129693 0.83155721298396745 0.78381264833170472 1194.5000000000002 248.25000000000003 56.90288243764639 50.316657314197862 221.38383623423877 0.25785714026991507 221.93967981703835 0.96275937606224271 1.8065449062525685 1.5000000000000002 3795.5000000000005 50.105014758285293 1.1627501608068258 24.971978661511034 -1.0000000180025095e-35 0.49519225830311381 -11.309931755065916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 12 4 7 15 8 20 10 21 -5 18 -3 14 34 -2 32 33 25 -20 -1 31 24 -12 -21 -4 27 42 -10 30 -15 -8 -17 -6 -14 40 37 -37 39 -39 -28 -30 -27 right_child=1 2 11 6 17 -7 9 -9 28 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201283 174543 91501 114319 51630 4061 7211 3877 54983 26740 22799 18972 1008 516 3941 26563 169 shrinkage=0.0312957 Tree=67 num_leaves=44 num_cat=0 split_feature=16 33 16 17 16 4 17 16 16 17 26 17 16 17 9 16 17 27 23 13 4 12 17 1 16 17 17 16 12 13 11 16 13 30 17 27 11 28 11 27 11 17 1 split_gain=860.167 160.41 125.062 74.0379 81.0906 31.4201 26.8083 31.2005 24.5889 23.6039 20.9387 20.6226 15.7088 19.5936 12.6618 12.4405 20.117 11.4831 12.6276 10.4988 10.4403 10.3534 10.1051 10.0536 9.99468 19.3018 9.46705 9.21793 9.19392 9.58579 8.92966 8.85187 9.45753 8.79377 11.3481 8.64188 8.63524 13.8905 8.60557 12.6417 11.6848 8.43897 20.6762 threshold=204.72318220356092 2.5000000000000004 222.11742702068361 84.691539806236122 175.61045066045071 21.00000095367432 50.105014758285293 214.42824572912491 232.21529854083397 54.138191290849882 0.78224743261114849 44.421980764419267 195.22775975261143 49.824386812585722 0.94294496652987225 147.23207668634595 39.366274989976212 14.500000000000002 1.4156502553423573 48.906357571349808 93.000785827636733 245.96194077712565 56.90288243764639 130.50000000000003 228.9330994988461 47.086620895963222 52.205153483591872 220.83105993978964 301.00357133746826 38.055977030899847 0.86477883675464329 249.42389922033897 31.937944947953259 1.0000000180025095e-35 29.212814472240744 9.5000000000000018 0.60873764887659743 823.25000000000011 0.70090097402597407 11.500000000000002 0.83703998115762834 47.010851171560873 6620.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 5 15 17 9 11 -8 28 -4 13 33 36 -1 -17 -2 -19 -15 -3 30 -14 -10 25 -13 27 -9 29 -5 -7 32 -25 34 -6 -18 -12 -38 -16 40 -40 -34 -43 right_child=1 20 8 10 12 21 7 26 23 -11 14 24 22 19 38 16 35 18 -20 -21 -22 -23 -24 31 -26 -27 -28 -29 -30 -31 -32 -33 41 -35 -36 -37 37 -39 39 -41 -42 42 -44 leaf_value=-0.0028312990879091897 -3.0615794537514751e-05 -0.0019215867224491269 1.1855171282853529e-05 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59823 4663 12392 9927 21386 2189 6696 366 1825 22668 18489 49917 99357 45390 9350 384 1368 528 2165 156422 4617 13294 26130 340 566 360 835 427 1537 533 internal_value=0 0.019109 0.0222444 -0.049211 -0.0532748 -0.077762 0.0041054 0.0092198 0.0331852 -0.00299426 0.0218574 0.0259308 -0.0396183 -0.0488174 0.0511128 -0.0667048 -0.058638 -0.0180027 -0.0331452 -0.0567635 -0.0589413 -0.110493 -0.0286488 0.0418081 0.0297114 0.0252707 0.0224863 0.012524 -0.0297596 -0.0420865 -0.103944 0.0421855 0.0414081 -0.0196939 -0.0068363 -0.0705838 -0.0080957 -0.0866107 0.0752767 0.0125367 0.103472 0.0389113 -0.0245202 internal_count=911847 655492 630177 256355 242489 86818 237095 192551 393082 100252 13866 213480 155671 84668 8850 64895 48449 44544 23575 66519 25315 21923 71003 179602 185965 136048 92299 46909 5016 4632 20098 179146 176981 18149 13532 36057 2565 906 6285 1622 787 158492 2070 shrinkage=0.0312957 Tree=68 num_leaves=44 num_cat=0 split_feature=16 32 16 16 20 16 11 11 6 32 26 12 18 27 28 16 16 26 28 27 28 18 15 20 12 28 27 12 18 26 27 12 11 28 24 12 8 11 6 16 10 8 8 split_gain=804.05 152.821 91.3906 74.0769 34.9485 19.0244 15.4637 15.1261 18.3986 15.023 15.7237 14.6582 13.8749 12.5179 13.422 11.9956 11.7879 14.0696 11.5148 10.7788 10.3484 13.0116 13.4143 12.3948 12.3677 9.98215 10.4431 13.9446 9.9221 9.64576 9.46935 9.18219 9.0967 10.8042 9.08726 12.6962 9.05757 10.589 9.01659 8.80699 8.68124 8.36033 8.32537 threshold=206.91021802548752 1.5000000000000002 223.70991117344556 182.48485324528249 0.8016737573752124 235.93565187057195 0.82501221896383192 0.76569727956534561 0.45864314016049801 1.5000000000000002 1.3615203746030244 173.06244584051396 1.5000000000000002 26.500000000000004 463.75000000000006 199.554036794398 158.50302013422822 1.0354168866589231 692.25000000000011 2.5000000000000004 1105.7500000000002 1.5000000000000002 0.75410536774208092 1.2333202409007595 125.85533905932739 309.50000000000006 29.500000000000004 144.54467888754758 6.5000000000000009 0.77203095279505518 36.500000000000007 71.148232278140839 0.92903941062871054 654.25000000000011 4.5000000000000009 162.19595949289337 5827.5000000000009 0.58928179308614104 0.58823529709214695 216.73673730721606 0.91201628169823012 640.50000000000011 135.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 -3 13 16 8 -2 10 15 -8 -6 20 31 30 36 -18 25 -20 29 -22 -23 24 -24 -9 39 28 -28 42 -5 38 33 -16 -12 40 41 -38 -15 -27 -36 -1 -4 right_child=1 4 5 9 12 -7 11 18 -10 -11 34 -13 -14 14 32 -17 17 -19 19 -21 21 22 23 -25 -26 26 27 -29 -30 -31 -32 -33 -34 -35 35 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0023898079185182696 -0.00081267598030850441 -0.001741724548740025 -0.003821342604991881 -0.0010644883924653006 0.0018639495287424133 0.0014293711989734512 -0.0014495939219275522 -0.0035105825297465508 0.00084726542186261888 -0.0019276562774338938 -0.00011842464835877767 0.0029043345651902572 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12.3083 12.2952 11.9751 15.7293 11.6789 14.2071 11.6755 11.7454 11.6095 11.561 11.3621 12.3049 10.874 10.8612 10.1332 10.0719 11.9144 16.2462 9.91921 9.62382 9.52389 9.23396 9.42391 9.16661 9.13869 8.7112 8.46284 threshold=206.91021802548752 1.5000000000000002 223.35720248032439 184.14210008681226 0.780236635460127 0.94074374699374708 68.718325092323951 29.500000000000004 43.000000000000007 21.500000000000004 1.5000000000000002 309.50000000000006 14.500000000000002 0.65997166432615884 1.4156502553423573 1.0000000180025095e-35 71.148232278140839 57.500000000000007 11.500000000000002 17.330585898242344 -7.5946431159973136 51.211660474499588 16.607730698382934 -1.0000000180025095e-35 0.66714712007421728 197.99880589822121 396.50000000000006 145.50000000000003 94.355339059327392 230.03795768307324 2.5000000000000004 635.25000000000011 32.039009498358872 1.1649647450220966 34.500000000000007 40.500000000000007 49.500000000000007 -76.350849151611314 0.22547034645145628 18.043709458456345 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threshold=0.63221280221407128 33.000000000000007 0.17806642206078702 20.315780747416376 1.5000000000000002 29.500000000000004 627.25000000000011 46.346194237706769 1.4024526960516244 1.5000000000000002 49.500000000000007 54.557689464127371 79.445314052032856 2.5000000000000004 1.1623453017570669 0.54085530780371394 1168.2500000000002 1070.2500000000002 0.96135409306840847 3299.5000000000005 49.331475451951142 0.94226996102824023 1.4848582411364126 648.75000000000011 0.51020408242705095 57.752358490566046 0.68750000335793138 50.597518990948515 84.691539806236122 0.96353557013979485 18.475180936117791 658.25000000000011 0.96906008971062862 25339.250000000004 1.6815315374249347 0.93913450578081759 0.91763578994816319 1.9381400730168725 0.9558882494457287 51.000000000000007 13.500000000000002 0.63307386760775619 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 -1 14 6 9 13 30 -6 11 27 15 16 39 35 -4 20 24 19 22 -9 -14 -12 -17 -7 34 -20 -8 -13 -30 -2 -22 -19 -18 -10 -3 37 -23 -29 -5 -32 -35 -42 right_child=1 3 5 4 8 17 10 12 25 -11 18 28 21 -15 -16 23 33 32 26 -21 31 36 -24 -25 -26 -27 -28 38 29 -31 40 -33 -34 41 -36 -37 -38 -39 -40 -41 42 -43 -44 leaf_value=-0.0023249724471955551 -0.00011723555796420728 -0.0029611803151674445 0.0011657656399207033 -0.0008876734997753028 -0.00059892906813220712 -0.00050010294327130383 0.00068236993588323392 -0.0066152835754484602 -0.0015871065292743243 -0.0016114492077287535 -0.0010314681041144022 -0.0015231641193602572 -0.00017446958342725086 -0.0002047661690098255 -0.0039297292107483032 -0.00030773186857810359 -0.00090231491510700393 -0.0011434113063991814 0.00053604985186131025 0.0008783911112755058 0.00020124957470340528 0.001067067893478154 -0.0032112817646956552 0.0011868080373546408 -0.0018421956034267327 -0.00058676683453647905 -0.00060308385271707666 -0.00075096654054063107 -0.0016131876334742553 0.0052833353484483354 0.0011513883645232442 0.00067605743077553133 0.00058947184087000432 -0.012540773976279963 -0.0038585861330982141 -0.0010328849048716355 0.0033365034802787363 -0.012282630719879372 0.00026485322944036027 -0.0021649209369323926 0.00083225650922575626 0.0054488250016975406 -2.9775803177639975e-05 leaf_count=23342 10550 2668 12428 28668 21908 7331 64054 261 2633 12824 9032 10785 2307 38448 2089 30337 11176 8485 17322 2992 135855 1668 3360 6176 39150 2136 16717 10088 660 576 85645 72680 4926 26 5687 33939 4179 53 42732 6195 108092 345 11322 internal_value=0 0.00671672 -0.0324554 -0.0112335 -0.00682054 -0.0251505 -0.00234123 0.019272 -0.0399833 -0.00980079 0.00560608 -0.00103081 0.011309 -0.0203687 -0.0422493 0.00814955 0.00960289 -0.044061 -0.0118148 -0.0363025 0.0114394 0.057115 -0.0518444 -0.00175543 -0.0521004 -0.0836602 -0.000747504 0.0129729 -0.0384067 0.0511484 0.027713 0.0117183 -0.0161973 -0.0236059 -0.100325 -0.0374947 0.0816278 0.0209597 0.00226368 -0.0356162 0.0293315 0.133823 0.0239817 internal_count=911847 754827 157020 310668 271972 133678 239608 444159 32364 73786 166297 60962 228550 73311 38696 48941 220343 59892 49423 15384 208796 8207 12392 36513 46481 10456 34039 116874 12021 1236 215609 208535 13411 11547 8320 36607 5900 1721 52820 34863 205059 371 119414 shrinkage=0.0312957 Tree=71 num_leaves=44 num_cat=0 split_feature=16 32 16 16 8 32 16 7 28 4 7 24 28 28 1 15 8 11 28 16 18 16 26 10 1 15 11 16 4 8 5 23 11 24 1 28 5 26 23 23 5 26 26 split_gain=687.18 118.439 93.4278 59.4018 21.4981 17.1676 17.0515 16.7474 19.4745 18.6651 17.7936 12.712 20.3612 12.389 12.218 12.0053 11.8215 16.3681 11.4802 11.1845 10.8356 10.5305 10.4794 9.10181 10.9828 9.01148 13.1586 12.8523 12.1146 13.2773 31.6813 19.3591 26.3659 17.6306 15.9564 15.9215 14.064 13.9347 13.1156 9.6528 9.58029 10.5765 9.10033 threshold=210.42576554464708 1.5000000000000002 189.46781405295073 229.56532562620427 780.50000000000011 1.5000000000000002 165.6699624990936 -14.912445068359373 309.50000000000006 15.00030040740967 -79.196342468261705 22.500000000000004 463.75000000000006 686.25000000000011 4733.5000000000009 0.25785714026991507 622.50000000000011 0.89394644115574351 1546.5000000000002 202.28390226374418 6.5000000000000009 220.6462290949452 1.1215729227068705 0.70275443696466289 489.50000000000006 0.25785714026991507 0.43015844498057942 243.05241905069772 22.00000095367432 5245.5000000000009 156.00888824462893 1.0385990467793667 0.82867718219280728 2.5000000000000004 3926.0000000000005 2042.2500000000002 227.69417572021487 1.1671251797472191 2.4817948510689898 2.9077137242056996 114.0073699951172 0.9568494502856868 0.23641946030186509 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 7 -3 15 14 10 9 -9 18 20 -13 23 16 -4 -1 -18 -2 -17 21 -10 -8 24 -14 26 -5 -27 38 30 31 32 35 -34 39 -30 -32 40 42 -33 41 -35 -28 right_child=1 4 5 25 -6 -7 22 8 11 -11 -12 12 13 -15 -16 19 17 -19 -20 -21 -22 -23 -24 -25 -26 27 28 -29 29 -31 36 34 33 37 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0019390710044640744 0.00035454102691068374 -0.0016815516289742324 -0.0031162491826369565 0.0035375651177205858 -8.4337060097395189e-05 -0.0016912082721203584 -0.0013067276794792345 -0.0070632215698963156 0.00016930802866870512 0.0045523052729786722 0.0011264473234920702 -0.0052107959705265817 -6.9611973743669283e-05 0.0019397781471635091 0.00051604667135660707 -0.00080196629592158182 -0.0030846790980981675 0.0036033610858186103 -0.0019284024023365992 -0.00026169939095630786 0.0074198804976222449 0.00060312921420843971 -0.0023291204375408695 -0.00015662299780907197 -0.0039192175397249462 0.0010962498135034528 -0.016042838493366175 0.002004530796424289 -0.0078607161579595745 0.00097662773688636561 -0.020229254738315713 0.0016101969070623828 -0.019594063307835773 0.0009787419470666922 -0.014829392880240336 0.003493703197255154 0.0053549615837484204 -0.00052269232120291567 -0.018796025123787741 -0.0066103829857599248 0.0018633757383028555 -0.018602594888719754 0.001905166580333008 leaf_count=48489 22428 23055 1779 956 12856 14397 74400 625 100018 173 62066 850 1350 2198 1689 74600 15297 367 2387 75523 216 121222 11312 10146 1570 208387 28 16464 179 1616 133 1528 137 33 66 373 25 194 31 154 40 149 2341 internal_value=0 0.020206 -0.0374033 0.0237879 -0.0354603 -0.0210365 -0.0553624 0.0150589 0.0107267 -0.14523 0.0269447 0.0112506 -0.0158671 -0.00747881 -0.0674647 -0.0179085 -0.069675 -0.0935585 0.00431179 -0.0169407 0.0132238 0.0130052 -0.0460657 -0.0191637 -0.0683619 0.0359816 0.00296448 0.0371538 -0.0120105 -0.0419142 -0.081158 -0.0570188 -0.160624 -0.314953 0.00847533 -0.00601537 -0.517039 -0.212486 0.0456415 0.0274012 -0.383576 -0.480965 0.0540979 internal_count=911847 593994 317853 558083 35911 166299 151554 325249 238368 798 86881 237570 16114 15264 65842 151902 64153 15664 24815 150123 221456 221240 85712 13066 2920 232834 7983 224851 7027 4627 3011 2853 1105 553 1748 552 158 416 2400 1682 222 182 2369 shrinkage=0.0312957 Tree=72 num_leaves=44 num_cat=0 split_feature=0 29 14 31 19 32 17 0 29 14 17 12 29 28 14 9 17 9 19 18 9 9 17 0 0 24 7 10 0 9 7 17 9 24 7 31 7 7 10 10 29 33 29 split_gain=175.488 115.119 104.449 39.5255 33.4238 33.1985 29.9316 21.4741 18.1647 20.1931 17.2376 15.9294 14.9233 16.956 15.7788 14.6622 14.1729 13.6105 13.2996 12.7243 12.1054 11.9655 11.3778 11.1162 10.8862 10.8122 10.3069 10.266 9.66066 9.51726 11.3293 11.5868 9.4586 9.43013 9.82452 10.1168 9.36644 14.5715 9.06294 11.0463 9.79365 8.7325 8.73158 threshold=33.000000000000007 0.49519225830311381 20.11784303671638 1.5000000000000002 627.25000000000011 1.5000000000000002 47.789353506678026 49.500000000000007 1.5145296946737445 46.585502525010213 79.445314052032856 104.92640687119287 0.17806642206078702 2522.7500000000005 32.544368474627852 0.94696061123698305 53.584162700124757 0.96135409306840847 3285.5000000000005 2.5000000000000004 0.97422704479226951 0.95238382966479651 50.597518990948515 51.000000000000007 13.500000000000002 30.500000000000004 -81.206012725830064 0.77260451451093182 51.000000000000007 0.96705981717011136 -32.710103988647454 61.550270130821595 0.9558882494457287 6.5000000000000009 -84.257537841796861 1.5000000000000002 -18.434947013854977 -58.993291854858391 0.8473042637803484 0.98160106384466517 3.3580193081314071 2.5000000000000004 1.4848582411364126 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 21 4 19 12 11 22 41 23 16 24 -1 14 20 36 -8 18 42 28 -14 -2 -6 -10 -3 -21 -15 -19 -4 -18 31 -31 -24 -23 35 -35 37 38 40 -40 -12 -5 -9 right_child=2 6 3 8 7 -7 10 17 9 -11 15 -13 13 26 -16 -17 29 27 -20 25 -22 33 32 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 34 -36 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=-0.0019483896423217978 -0.0023616921952642556 0.00082423250496584089 -0.00080931467376288717 -0.00051371628713513294 0.00062763791119817844 -0.0019277198514106187 0.00036808025866226642 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4806 19746 1982 44364 2795 40723 1111 734 1503 351 62 82 4378 3372 internal_value=0 0.0113686 -0.0168947 -0.00824279 -0.00378541 -0.0279028 0.0167692 0.00401773 -0.038625 -0.0730591 0.00787294 0.0238202 -0.0128877 -0.00622848 -0.0121558 0.0507406 0.00596701 -0.012984 -0.0369302 -0.0206145 -0.0112879 -0.0496062 0.0112811 -0.104167 0.0152349 -0.00810142 0.0652938 -0.00206459 -0.0332264 -0.00614196 0.00845614 0.0436987 0.000637948 -0.0436116 -0.0358129 0.0120943 -0.0058706 0.0255534 -0.0840288 -0.186644 0.027205 -0.0244978 -0.0506661 internal_count=911847 542789 369058 291863 254522 65620 477169 173893 37341 10863 210979 266190 45392 39997 36936 8981 201998 52052 16302 80629 36871 77195 121841 7144 119277 40473 3061 35750 40156 65376 26534 6788 55056 62667 44629 3906 3031 2297 794 413 381 26478 13240 shrinkage=0.0312957 Tree=73 num_leaves=44 num_cat=0 split_feature=16 32 16 16 5 9 13 16 0 29 16 21 29 15 11 22 19 10 9 11 24 4 11 9 24 6 19 29 16 4 1 9 29 5 0 19 24 15 11 6 1 5 22 split_gain=636.837 117.532 88.4023 44.2211 22.208 20.0282 23.6617 17.6228 14.7896 14.9931 13.6654 12.2854 12.2259 10.5893 13.1451 12.9944 23.2263 13.1417 13.4044 12.1951 10.8134 17.4435 10.2604 13.8585 9.94687 13.6507 9.85734 9.7853 9.48015 9.31493 9.30004 9.2032 13.937 9.97348 9.06211 8.69237 8.65908 8.61374 8.56512 10.7424 8.52423 8.36499 8.01118 threshold=203.52156607789863 1.5000000000000002 221.93967981703835 174.60166068631381 31.591300964355472 0.95555661749869925 66.774539994299388 231.10782979776118 40.500000000000007 2.0568002581015201 212.69599830320854 1.5000000000000002 0.73669166866648639 0.25785714026991507 0.43015844498057942 2164.2500000000005 2695.5000000000005 0.97280064277477696 0.92424690742748739 0.48925784972365166 1.5000000000000002 222.78696441650393 0.77920319351641576 0.95155336278061042 22.500000000000004 0.72000000341196901 2570.5000000000005 0.12378804449931562 192.81047986642673 127.78402328491212 19330.500000000004 0.86930404401291839 3.3580193081314071 249.82121276855472 11.500000000000002 558.25000000000011 1.5000000000000002 0.41775134269169961 0.53555167055167063 0.80000000533120208 337.50000000000006 156.00888824462893 13224.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 -3 31 34 24 27 28 -2 -6 -9 14 -14 -16 17 18 -17 -18 -15 29 23 37 -4 35 -13 -5 -10 -22 -29 -1 33 -33 -7 -26 -19 -12 -31 -40 -27 -41 -21 right_child=1 4 7 8 11 6 -8 12 9 -11 22 26 13 20 15 16 19 36 -20 42 21 -23 -24 -25 25 40 -28 30 -30 38 -32 32 -34 -35 -36 -37 -38 -39 39 41 -42 -43 -44 leaf_value=-0.0036105918808063383 -0.00016004072989591849 -0.0017034613076141454 0.00074208111110036492 -0.0026766994630175035 0.0010495489566385548 -0.00052601238107336651 0.0028058942324830373 0.0020337993469123671 -0.0016527642187455418 -0.0039886542023351776 -0.0014523245224248094 -0.00022126894405760102 0.0033723743245998787 0.0020483232583203771 0.00085492213729838646 0.003105078794387726 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8.61814 8.44636 8.32397 8.32262 10.809 17.5342 8.93898 8.89872 8.29734 8.25668 8.8841 8.19246 8.09732 7.80683 10.3922 threshold=203.52156607789863 1.5000000000000002 221.93967981703835 174.60166068631381 0.780236635460127 0.95555661749869925 192.19595949289337 235.93565187057195 33.000000000000007 1.5000000000000002 212.69599830320854 27.500000000000004 460.75000000000006 38.500000000000007 0.7943841712930384 0.96275937606224271 1.6043314467877519 1105.7500000000002 1.5000000000000002 0.94444447795314901 147.61879502661802 1.5000000000000002 1.2275634209119961 1205.5000000000002 0.7778001792114696 11.500000000000002 0.93105222080317873 643.25000000000011 0.87803474697577821 2255.5000000000005 2.1170892961229595 0.86930404401291839 0.5994645161290324 2632.5000000000005 656.50000000000011 155.10766292865273 0.24400562196594397 71.148232278140839 0.58823529709214695 33.000000000000007 58.500000000000007 10.500000000000002 0.72362582736623848 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 21 31 25 11 13 -6 30 17 37 41 15 -12 -10 28 -19 36 22 -3 23 -20 -25 -7 27 39 -4 -22 -2 34 33 -33 -1 -35 -8 38 -13 -14 -41 42 -5 right_child=1 4 7 8 9 6 19 -9 16 -11 14 12 26 -15 -16 -17 -18 18 20 -21 29 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 32 -34 35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0018579785315055678 -0.00013819139785519006 -0.00030699127857071196 0.0014175155868046717 -0.0013592576136300506 0.0017066118231107595 -0.00048448130605704747 -0.0088193825308765829 0.0012266873488622891 -0.0012007290356563628 -0.00073759012685934572 0.00021084173719888209 0.0047046274867441765 0.00018762048548494448 0.0016590467442345344 0.00012354372185199909 0.0012063862537845746 -0.0029308491879224976 0.00058807429273285993 -0.0028665562845994587 -0.012426120090664626 0.0008069683308791956 -0.0017397313602705699 0.0017586673840396339 0.0037935797917622561 -0.014205467124841352 -0.0017333228561786905 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0.17806642206078702 596.75000000000011 0.71667273610099558 0.96196964687274622 0.88355125856875427 1.0000000180025095e-35 666.25000000000011 23.795307674902002 18.589586163745256 1126.2500000000002 849.25000000000011 608.25000000000011 0.88355125856875427 20259.500000000004 5634.5000000000009 -1.075874328613281 34.857124328613288 91.308549801440449 0.12378804449931562 22.705741882324222 1.4375386279357232 2.5000000000000004 3.5000000000000004 25.835466021226505 1.5000000000000002 1.5000000000000002 0.92587858015696178 1620.7500000000002 53.500000000000007 0.087957119080284377 6.5000000000000009 1133.7500000000002 37.534773909898476 5.5000000000000009 159.80142710601356 0.66174085239787772 21.500000000000004 17.994492530822757 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 17 6 10 -1 12 -5 -7 14 11 13 -4 -2 15 16 40 -3 31 20 21 -9 -23 -13 29 -12 -27 -15 -29 30 -14 -19 -24 -26 -6 36 -11 -36 39 -8 -10 42 -18 right_child=1 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19902 12426 11866 10251 790 103858 112171 23371 5560 140184 14828 85079 830 19546 435 27092 177438 6355 2892 177369 153607 12778 21015 12688 12157 shrinkage=0.0312957 Tree=76 num_leaves=44 num_cat=0 split_feature=20 14 32 25 15 29 25 15 14 7 27 26 20 27 24 13 25 18 29 27 19 12 7 25 27 30 30 8 8 15 26 30 7 14 13 27 25 7 29 23 27 27 18 split_gain=153.606 56.0673 32.8821 32.0245 29.4718 20.0566 18.8344 20.8037 15.9126 16.4394 15.3367 19.1744 15.0754 16.032 16.1586 14.4933 13.3988 24.193 12.3721 13.1423 16.7807 15.2321 14.9209 21.5424 17.8146 12.2822 23.9977 12.2673 12.0343 11.9174 11.8623 11.3824 12.5001 11.1885 10.7958 11.0666 11.6835 10.3238 10.7535 10.3056 15.5495 10.2133 10.9137 threshold=0.7461590226731547 19.761227670502333 1.5000000000000002 3795.5000000000005 0.7122053517461755 0.12378804449931562 11964.750000000002 0.25785714026991507 7.0814575292547435 -88.015247344970689 31.500000000000004 0.78224743261114849 1.0222797347256674 44.500000000000007 28.500000000000004 26.290629098055756 248.25000000000003 2.5000000000000004 0.31168232744124375 6.5000000000000009 3811.5000000000005 836.25082938258231 -2.0095537900924678 2383.5000000000005 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1923.5000000000002 1077.5000000000002 0.42213941703160202 1.4024526960516244 1.0000000180025095e-35 -1.0000000180025095e-35 21.962038901391026 17.486846206876312 9.5000000000000018 507.25000000000006 -80.51665878295897 1.0206400502607711 2.9077137242056996 16.500000000000004 2.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 8 16 5 -3 7 18 -1 34 15 -12 -13 -14 -15 -6 17 -2 -7 20 22 41 37 24 -24 33 30 -18 -11 -30 -27 32 -17 -9 -10 36 -36 38 -20 -21 -41 -22 -43 right_child=1 4 -4 -5 10 6 -8 25 9 28 11 12 13 14 -16 31 27 -19 19 39 21 -23 23 -25 -26 26 -28 -29 29 -31 -32 -33 -34 -35 35 -37 -38 -39 -40 40 -42 42 -44 leaf_value=-0.0034573482741711414 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2177 555 53313 773 23572 222 8954 77287 573 64941 2215 6871 3612 391 435 76624 120081 828 140 6020 641 99 82 403 468 4334 35708 118 183 459 3644 13010 129115 264784 705 3075 1387 760 155 320 197 668 109 internal_value=0 0.00515768 -0.0323936 -0.0143577 0.0088158 0.0141178 0.0143781 0.0133527 -0.0186294 -0.0162612 0.000411394 -0.0323619 -0.049026 -0.0944555 -0.220141 0.00224048 -0.0130846 -0.0790398 -0.0310364 -0.0361884 -0.0854039 -0.00602328 -0.145374 -0.236072 -0.107374 0.0145361 -0.00125339 -0.0114358 -0.0207527 -0.156993 -0.0508383 0.00477919 0.00659314 0.0165526 0.0350566 0.0494987 -0.00660994 -0.0634456 -0.222223 -0.00964947 -0.145138 0.0204536 -0.0566301 internal_count=911847 785372 126475 123977 661395 405550 404995 396041 73162 71323 255845 13524 11309 4438 826 242321 123204 3005 10284 10062 3525 1517 2008 953 550 385757 43686 120199 65583 642 7978 218749 205739 342071 5740 5167 2092 1055 295 6537 517 1418 777 shrinkage=0.0312957 Tree=77 num_leaves=44 num_cat=0 split_feature=16 32 16 16 0 8 29 9 16 7 28 14 7 7 32 21 19 27 7 14 29 27 14 29 29 5 29 27 28 28 6 29 16 29 28 27 0 23 5 16 28 5 21 split_gain=540.552 92.5981 65.0633 49.7372 23.2249 15.9907 14.3726 13.9781 16.4631 13.3848 16.1849 17.9209 13.8507 11.7596 10.7073 10.6511 11.2185 10.53 16.5563 13.7134 9.9551 11.34 9.53009 9.51486 9.27081 9.86941 9.12943 8.9977 26.0944 10.0425 10.2313 9.61031 9.45172 9.55099 10.2706 8.86521 8.67823 8.64884 8.5797 8.28905 8.46952 15.3239 33.1466 threshold=208.8986333443759 1.5000000000000002 190.92101247796015 228.4541206708092 43.000000000000007 780.50000000000011 0.73669166866648639 0.94152834084151249 102.01986941984458 -14.912445068359373 309.50000000000006 16.446854246619868 -79.196342468261705 -16.699242591857907 1.5000000000000002 1.5000000000000002 2454.2500000000005 2.5000000000000004 -89.940933227539048 34.036226213156667 3.0042323193562921 9.5000000000000018 57.904486663303096 1.4848582411364126 0.87030983361774761 26.998850822448734 1.5318850411971765 31.500000000000004 449.25000000000006 686.25000000000011 0.70454545725351247 0.17806642206078702 216.2849872517252 0.82912510907142944 805.25000000000011 2.5000000000000004 33.000000000000007 1.6043314467877519 50.00123596191407 247.1328904315375 1026.2500000000002 40.696435928344734 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 7 -3 -5 20 -9 12 11 35 17 24 23 -7 -17 18 19 -2 -1 -22 -19 -4 -10 -26 -14 31 -29 36 -31 -12 -33 34 -34 -11 38 -6 -30 40 -8 42 -42 right_child=1 5 14 6 37 15 39 8 13 10 27 -13 26 -15 -16 16 -18 22 -20 -21 21 -23 -24 -25 25 -27 -28 28 29 30 -32 32 33 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0020553962394984026 -0.0093646273877483425 -0.0014510420499556931 -0.00044166287988197392 0.001811124561798724 -0.0019296382152640713 0.0011208856533842834 0.0009621462616638645 0.0018368239629072271 -0.00093747815582716221 0.0078048154599136364 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14.7097 13.2768 13.2608 13.0624 18.3365 25.0288 12.5868 12.0077 15.9806 11.7922 12.232 20.0945 10.7785 10.4783 10.6415 9.92698 9.92008 12.985 9.72865 9.17555 10.0871 9.02992 8.8774 8.83944 8.74 8.40257 8.98516 8.17768 15.4021 11.9201 9.74177 8.012 7.99147 7.99056 threshold=0.670789315742231 21.561250000000005 20.047451046337098 46.262804197183193 49.119718961582571 1.5000000000000002 1337.7500000000002 3795.5000000000005 1.5484791676810963 0.72967338110474034 7.0814575292547435 1.0000000180025095e-35 248.25000000000003 -4.1820142269134513 1.5000000000000002 84.691539806236122 -56.309932708740227 0.5301714882418197 51.000003814697273 58.931178918843997 10165.500000000002 -88.015247344970689 0.40304442413398045 53.362476422618194 0.60168913966011173 0.91763578994816319 29.298753623962195 15.00000047683716 9.9892641140508314 0.55727774746392533 2.5000000000000004 19.213204617532778 34.500000000000007 1.6837639559691631 0.49519225830311381 14.500000000000002 7.5000000000000009 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8.66868 8.55135 12.0804 8.5064 8.42969 8.25526 7.61548 7.58527 7.50291 7.54928 threshold=33.000000000000007 20.11784303671638 1.5000000000000002 18.862112117224353 0.93822534120499246 35.356108098515897 27.447942898258368 92.686814511278527 282.25000000000006 1.5000000000000002 48.000000000000007 0.95002075499340732 254.25483399593909 7.5000000000000009 144.00006103515628 720.25000000000011 0.22547034645145628 3832.5000000000005 17.500000000000004 1.3828009087537094 1.0000000180025095e-35 52.500000000000007 48.962936752620813 4.5000000000000009 1067.7500000000002 0.96498905275184776 0.95238382966479651 121.00394439697267 0.99568433868020756 0.79863446472213118 14.500000000000002 0.95555661749869925 1244.2500000000002 270.01127624511724 -7.3393931388854972 9.5000000000000018 0.95555661749869925 13224.500000000002 1.1649647450220966 1199.7500000000002 26.429191754144696 -53.130102157592766 51.211660474499588 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 31 3 8 6 10 -3 -4 9 -1 -6 12 -5 14 -14 16 -13 18 32 22 29 28 23 24 -7 -26 -20 -15 -8 -21 -18 -2 -10 -9 -11 40 41 -38 -30 -28 -36 42 -17 right_child=1 4 7 11 5 19 21 33 17 34 -12 15 13 27 -16 36 30 -19 26 20 -22 -23 -24 -25 25 -27 39 -29 38 -31 -32 -33 -34 -35 35 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=0.0056704281367930013 -0.001968148289900799 -0.0020581297038572265 -0.0015166656228113892 0.00026872100448434148 -0.00026316621586410562 -0.0019494386718683983 -0.0018906031037447541 -0.00030649157227705294 0.00039121536783547333 -0.0001961293017402939 -0.0010141933857474913 -0.010273198054530454 -0.011644043939904697 0.0046682782278488271 0.0064464422273383731 0.00040796907933795336 0.00078836385130750305 -0.0076615212890477147 -0.0014465115209569381 -0.00086090047781898073 -0.0024254705231897401 -0.001880385565700289 0.0013859489835307368 0.00034472269744832788 0.00027753086512669598 -0.0052592390319939359 -0.0002268378734433393 -0.017340459380972898 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51.08927093130729 215.8342044685173 44.028164129298489 190.92101247796015 54.297995604590774 0.94944555642464601 1.5000000000000002 29.500000000000004 14.500000000000002 0.56783693851106398 36.500000000000007 0.61765675287913469 2945.5000000000005 57.064916610717781 24.000000000000004 57.500000000000007 20.52730883813307 33.187104751777518 18.177030347656636 49.988994598388679 0.92014203972575126 27.500000000000004 449.25000000000006 0.43863129245175331 427.50000000000006 837.25000000000011 71.000812530517592 423.50000000000006 151.50000000000003 45.000000000000007 56.90288243764639 21.45278358459473 211.61362964859757 77.452716827392592 0.62420177312602243 32.500000000000007 240.93836565096956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 5 25 14 10 12 16 38 17 29 26 35 -3 39 18 19 40 -13 24 -17 -16 -15 -1 27 33 30 -6 41 32 -19 34 -4 -2 37 -11 -8 -10 -5 -29 -26 right_child=1 15 13 11 8 -7 7 -9 9 36 -12 20 -14 21 23 22 -18 31 -20 -21 -22 -23 -24 -25 42 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0015608185465183523 0.00035725148403334991 -0.0017603112050602642 -0.002955045358622517 -0.0018336873279497616 0.0034146432088645994 -0.0031730909117108695 -0.00073356340886288421 0.00085750971277181369 -0.0014860114820894701 -0.00065090246954956391 0.00046213715448540184 0.0030043447161280717 -0.001548518793127548 -0.0010052710325649473 -0.00069011486317824993 -0.0018519373714863019 0.0013496880524933351 -0.0014283353069832801 0.003016371269328794 -0.0047334633169354686 0.0006948327194939883 -0.011201179347484583 0.00060946216709422579 -0.0037521236950760844 0.00049941813623407617 -0.0041237419014206128 0.0013983703969852176 -0.0014039692444862163 0.00043291361163888374 0.00050298745093239102 -0.00042591218272501391 -0.004148523356022631 0.0089725379631283072 0.00087020139063025798 0.0019380776818007938 -0.00082139708046151383 -0.00035305658165964398 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39238 128697 52925 264331 232856 35382 7796 1510 2068 879 197474 11795 32488 92678 61586 55085 67552 1322 483 124668 shrinkage=0.0312957 Tree=81 num_leaves=44 num_cat=0 split_feature=16 33 16 16 16 9 13 29 1 31 20 2 29 23 27 27 25 8 29 29 24 25 25 14 5 9 14 25 24 6 5 20 24 16 23 29 6 24 6 25 22 29 23 split_gain=454.917 77.6239 65.1973 35.0245 17.0785 16.0438 20.463 11.6435 12.2699 12.0236 11.2813 11.0599 10.7552 10.1691 10.3793 9.79443 12.6095 9.52206 9.2631 11.9555 9.53644 19.2142 16.2354 12.5914 30.0114 10.7315 10.2264 8.87935 8.79801 7.66829 7.53194 7.47129 7.40044 7.17149 7.1693 11.4371 7.09236 20.3068 11.1463 7.65032 7.65003 10.5176 10.2308 threshold=203.52156607789863 2.5000000000000004 220.06652290315333 174.60166068631381 230.17958356676004 0.95555661749869925 66.774539994299388 1.5145296946737445 145.50000000000003 1.5000000000000002 0.56783693851106398 20.52730883813307 0.75825023320122564 1.6043314467877519 36.500000000000007 31.500000000000004 437.75000000000006 800.50000000000011 0.73669166866648639 0.17806642206078702 1.5000000000000002 30644.500000000004 3174.7500000000005 43.184044591277207 124.00377655029298 0.95155336278061042 29.298753623962195 3795.5000000000005 1.5000000000000002 0.26027397346174475 299.78752136230474 1.4015715534526407 21.500000000000004 102.01986941984458 1.2121412405615977 3.3580193081314071 0.27272727430359417 2.5000000000000004 0.24400562196594397 2159.5000000000005 815.25000000000011 2.5161017411713336 1.0109085401828548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 15 34 33 8 -2 -9 12 -12 -3 14 29 27 32 -10 19 -6 23 22 36 24 -20 -26 -24 -4 -29 -5 -31 -18 -17 -7 35 -1 37 38 39 -22 41 -39 -42 right_child=1 10 4 13 18 6 -8 9 17 -11 11 -13 -14 -15 -16 16 31 -19 20 -21 21 -23 26 -25 25 -27 -28 28 -30 30 -32 -33 -34 -35 -36 -37 -38 40 -40 -41 42 -43 -44 leaf_value=-0.0020813403336321212 -0.0020209661007861584 -0.0014587011379263769 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2762 5296 1587 4628 3987 152 19043 44634 1573 15332 28 56 33 11334 201 143 10715 1368 2859 141509 177 919 510 55561 3508 252 178785 237 116 151 1505 142 3190 internal_value=0 0.0135625 0.0157277 -0.0367994 0.0227615 -0.0522649 -0.0422396 0.00125938 0.00340547 -0.024629 -0.0402319 -0.00920747 -0.0543335 -0.0275712 -0.026138 0.0162044 -0.00447231 0.00433809 0.0288035 0.0518785 0.0270142 0.0252498 0.025418 0.0529733 -0.0219804 -0.289538 -0.0123609 0.0184958 -0.0268133 -0.0275212 -0.0263955 3.05557e-05 -0.140252 -0.0449592 -0.0697147 -0.0647059 0.027623 -0.00818862 -0.263246 -0.106767 0.00664033 -0.130024 0.0176724 internal_count=911847 666438 640652 245409 431082 91711 58247 209570 193527 16043 25786 8058 17728 153698 149070 206728 20624 190908 224354 16145 208209 194958 194902 13251 1917 344 10748 186104 4227 145083 141686 19962 662 57046 33464 29956 184154 5369 295 179 5074 379 4695 shrinkage=0.0312957 Tree=82 num_leaves=44 num_cat=0 split_feature=0 20 14 9 6 14 1 25 17 17 7 29 21 9 0 25 21 14 27 29 0 26 29 14 7 27 25 25 21 28 10 6 28 13 26 28 0 27 12 6 14 7 29 split_gain=119.27 87.5341 60.069 30.4291 29.5399 27.9479 18.3636 17.8488 16.982 18 15.7496 14.0318 13.5193 13.3489 12.5781 12.3017 13.6989 13.7554 13.2548 13.5771 11.9398 11.5325 11.3316 11.1909 10.9733 16.6731 30.0723 15.2914 15.2824 10.7616 10.8821 10.2996 10.8401 12.9201 9.89179 9.81624 9.68896 9.27625 8.88014 10.2261 12.571 9.82071 8.82882 threshold=35.000000000000007 0.59756749734979164 20.11784303671638 0.95318387553844286 0.70454545725351247 18.862112117224353 3590.5000000000005 3795.5000000000005 46.018095098633928 79.445314052032856 -56.976131439208977 1.6815315374249347 15.500000000000002 0.95522763446349745 46.500000000000007 1168.2500000000002 1.5000000000000002 39.366956349572753 14.500000000000002 0.76345663120808427 49.500000000000007 1.0142998651807933 1.1623453017570669 7.0814575292547435 -86.153697967529283 1.5000000000000002 248.25000000000003 2523.2500000000005 3.5000000000000004 392.25000000000006 0.91419769125574268 0.53846154026813298 637.25000000000011 140.39713790702447 0.91693040351738164 1409.7500000000002 26.000000000000004 1.5000000000000002 173.06244584051396 0.48717948858151267 25.141174375746953 -63.529291152954094 2.5161017411713336 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 22 6 -5 7 11 24 -7 15 31 -4 20 34 -13 18 -17 35 19 -10 -6 -19 -2 -15 27 29 28 -3 -27 -26 -31 32 -11 -34 -1 38 42 -35 39 40 -18 -42 -28 right_child=2 5 3 4 12 8 -8 -9 9 10 -12 14 -14 23 -16 16 17 21 -20 -21 -22 -23 -24 -25 25 26 36 -29 -30 30 -32 -33 33 37 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0013903193142091928 -0.001239537735395628 0.0012300756091022697 -0.00091822454863327285 0.00029528051571280783 -0.00020196789716554975 0.00069317309671598922 0.00012952496914123862 -0.0066086818455098209 -0.00037684357633849307 0.0071221624744675248 0.0023271724170732901 -0.00095873598899352667 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11.0493 9.74075 11.0192 10.8444 9.5792 9.6201 9.26674 9.22446 18.7734 9.04444 8.3842 8.34482 8.33734 8.11001 8.01299 7.90814 7.58902 8.39114 8.20792 7.57516 7.45905 7.45479 7.35922 7.33245 7.26163 13.1551 7.02973 threshold=0.670789315742231 20.369967793880843 470.50000000000006 50.947934210462059 1.5000000000000002 1337.7500000000002 0.90781775991110247 79.445314052032856 5.0238857269287118 12.00056314468384 646.25000000000011 0.46378582181684641 0.96275937606224271 0.8949999474822149 28.517791748046879 21.500000000000004 3795.5000000000005 25.500000000000004 2.5000000000000004 6.5000000000000009 0.37140290842630563 10.500000000000002 0.96135409306840847 248.25000000000003 2.5000000000000004 54.138191290849882 15.500000000000002 0.8704328960768386 0.44983331688434175 707.50000000000011 68.146740997156442 623.25000000000011 1.5000000000000002 1.5000000000000002 0.41666667452026901 0.51490465546264874 1.0000000180025095e-35 664.25000000000011 0.61026801487691895 2.5000000000000004 863.75000000000011 8.5000000000000018 20259.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 13 26 5 8 14 22 -1 28 11 -8 40 16 -4 29 23 18 -13 -19 21 27 -5 24 -2 -22 36 -11 -10 -12 -20 -32 33 -25 -34 38 -3 -36 -7 -40 -9 -42 -31 right_child=1 3 6 7 -6 35 10 12 9 20 15 17 -14 -15 -16 -17 -18 19 30 -21 25 -23 -24 32 -26 -27 -28 -29 -30 42 31 -33 34 -35 37 -37 -38 -39 39 -41 41 -43 -44 leaf_value=-0.0033572021687662979 -0.00039507754441352226 -0.0081432533939450932 -0.0017839435369861787 -0.00040612281138325412 -0.0013588664014196688 -0.0055359852675794614 -0.0013385866612049971 0.0017878871294621844 7.3077883768162552e-05 0.0016500077194968774 -8.9372284521649036e-05 -0.00022285567114435336 0.0027555572613171494 -0.0011178638248710065 -0.00028972304043861581 0.0015007247135994163 -0.0055304720043641521 -0.00062106030630318019 0.00031976201386769282 0.0072599730236077393 -0.000547795743831871 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10.5062 9.39588 9.29714 threshold=29.500000000000004 20.377488299314098 0.51490465546264874 1.5000000000000002 707.50000000000011 1.4135646470525653 232.50000000000003 0.95712692457205184 1.5000000000000002 14.500000000000002 71.356524678865725 48.000000000000007 987.75000000000011 0.087957119080284377 46.500000000000007 -30.132853507995602 55.787364976953434 20259.500000000004 0.9558882494457287 3299.5000000000005 53.816630168685116 23.300358178487535 2.5000000000000004 60.506410256410263 0.70840983777142996 0.93994507648579995 91.308549801440449 54.988394194981744 10.328914835164836 1142.7500000000002 1.5000000000000002 44.397849862861058 0.5936227351343587 -89.940933227539048 31.695587506798528 0.75110783832433325 1.5000000000000002 34.535908504032257 0.20481347581903903 0.92730670623806943 0.48193522400295968 1271.7500000000002 4795.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 18 8 4 11 -5 22 14 25 13 20 -3 15 -8 -6 -12 29 28 -2 -16 -11 -20 -4 -7 -24 -1 27 -27 -18 -15 33 32 -32 42 -33 -36 37 38 39 -35 -40 -42 -31 right_child=1 3 6 5 7 23 9 -9 -10 10 12 -13 -14 16 19 -17 17 -19 21 -21 -22 -23 24 -25 -26 26 -28 -29 -30 30 31 34 -34 36 35 -37 -38 -39 40 -41 41 -43 -44 leaf_value=-0.0017178106075759986 -0.0016989911858683526 -0.00016247094213678244 -0.00094935952335390361 -0.00047217054324347906 0.00015712787842030404 -0.0025349230150922774 -0.0074052506272977792 0.00042541598503896999 -0.0012926105147460835 0.00033885522246485632 0.0030812764027659265 -0.00089048826189302803 -0.0084148283730312041 0.00090134873363160897 -0.0012942311590116453 -0.00077249432663081471 -0.00023555169886719892 0.0051314660148642326 -0.0014161845591896753 0.00048964733176380616 -0.00034356713511381014 -0.00064250424008841227 -0.0024465024593486239 -0.00035190375569560465 -0.0086891593206521751 9.9157255249929509e-05 0.0038673354433230544 -0.0014771303581770508 -0.012254374454991005 -0.0044182520070726204 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internal_count=911847 438613 473234 338187 294718 43469 415905 166879 57329 412434 228364 127839 5737 184070 48154 5623 183871 16456 100426 18756 222627 77815 3471 12008 1050 39257 35698 35043 15955 167415 41273 3764 366 37509 3398 1278 36244 7896 710 139 571 214 1265 shrinkage=0.0312957 Tree=85 num_leaves=44 num_cat=0 split_feature=16 33 16 16 9 24 19 29 29 15 11 16 11 8 11 1 8 22 8 24 11 7 1 19 22 28 21 10 15 29 28 30 1 30 11 10 8 11 10 29 24 1 11 split_gain=407.371 64.5064 51.4488 34.5464 13.8247 13.4374 16.535 12.6073 17.2986 12.1001 20.1585 13.4478 11.694 11.931 11.5467 14.9044 12.0379 11.314 21.8636 16.6952 22.6919 14.3335 13.1154 15.8346 12.0413 11.1813 13.4382 13.0206 12.8133 10.6172 11.6692 10.1801 10.152 9.87631 9.78777 9.61919 11.4138 9.57926 11.3493 9.3757 11.6302 9.18208 8.82101 threshold=204.32354599809759 2.5000000000000004 220.83105993978964 174.60166068631381 0.86930404401291839 21.500000000000004 354.75000000000006 0.82033283090836384 0.17806642206078702 0.25785714026991507 0.43015844498057942 236.7011933341511 0.87052665822004605 845.50000000000011 0.61354502688172052 2632.5000000000005 598.50000000000011 2060.5000000000005 5245.5000000000009 2.5000000000000004 0.84899874686716803 -12.994616031646727 3926.0000000000005 2695.5000000000005 684.75000000000011 641.25000000000011 11.500000000000002 0.90573684110125752 0.67662899064129112 1.5145296946737445 309.50000000000006 1.0000000180025095e-35 540.50000000000011 2.5000000000000004 0.57698213431714163 0.6355163743848774 768.50000000000011 0.68111734780918509 0.86593930003205599 1.5318850411971765 2.5000000000000004 193.50000000000003 0.92178178963893254 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 29 4 -1 7 -7 8 -4 10 -9 41 14 -14 15 -6 -16 24 19 20 21 -19 23 42 -12 26 27 28 -8 30 -2 -31 -30 -33 -25 -34 -37 38 -32 -5 -41 -11 -21 right_child=1 -3 5 39 12 6 25 9 -10 11 17 -13 13 -15 16 -17 -18 18 -20 22 -22 -23 -24 34 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0.0019904585807275083 -0.0021162571579200007 0.00058029648058380008 0.0015768325641683867 leaf_count=6161 887 25525 1501 151981 5172 392 2728 1311 49896 102 366 72303 6541 639 55654 1405 16079 110 1696 566 163 211 211 58 3384 8403 13393 367 620 11331 16399 3252 443 2231 959 333 162 177537 4942 736 8204 257355 138 internal_value=0 0.0130588 0.0150439 -0.0341725 -0.0496695 0.021536 -0.000107044 0.0230242 0.0376185 0.0208111 -0.0150135 0.0218076 -0.0463724 -0.00774726 -0.0499138 -0.0098119 -0.0535907 -0.0341564 -0.0703833 -0.131477 -0.297561 -0.143266 -0.0898703 -0.0610208 0.0055676 0.00291458 -0.0111158 -0.0574126 -0.0419332 0.00253912 0.00457041 -0.0215945 -0.114284 -0.0569669 0.0187859 -0.179912 -0.275712 0.00508084 0.0250983 -0.0253464 -0.0568182 0.0184235 -0.17631 internal_count=911847 659275 633750 252572 91651 417171 26841 390330 51397 338933 9173 329760 85490 7180 78310 6577 71733 7862 4112 2416 484 321 1932 1721 3750 26449 18046 4653 4286 216579 199765 16814 1558 5483 1017 938 495 198878 21341 160921 8940 257457 704 shrinkage=0.0312957 Tree=86 num_leaves=44 num_cat=0 split_feature=16 32 17 16 16 4 17 17 16 16 32 9 1 16 17 17 21 11 1 5 25 5 17 16 25 21 17 19 17 5 17 17 5 7 17 10 16 16 17 25 13 16 25 split_gain=377.709 58.8415 54.3137 48.1036 39.2704 28.6014 22.4406 19.0848 17.8595 16.1298 13.6326 13.3069 12.8356 12.783 25.0079 12.7609 9.8686 9.44676 13.2329 12.3877 10.0811 9.09669 9.091 20.9484 16.8273 8.88323 27.9145 8.70992 8.68837 8.02963 8.02388 7.81017 7.74392 7.61622 8.02384 7.4598 7.43495 7.35839 13.2465 7.34335 9.25798 7.01674 7.02829 threshold=203.52156607789863 1.5000000000000002 84.691539806236122 220.06652290315333 168.35331412576178 21.00000095367432 52.413913272921512 43.616086247885796 214.16681790683609 189.46781405295073 1.5000000000000002 0.96275937606224271 749.50000000000011 230.78503884810735 45.053193787608869 54.385368027972433 1.5000000000000002 0.61765675287913469 2945.5000000000005 57.064916610717781 1769.7500000000002 28.998774528503422 49.551064133532684 225.74002190154513 1194.5000000000002 2.5000000000000004 56.486424285495211 2454.2500000000005 44.421980764419267 179.86584472656253 46.926845234851008 57.37804439550947 43.999996185302741 -65.349784851074205 52.926063832374318 0.45512638907379782 229.56532562620427 147.23207668634595 38.002272043023609 1769.7500000000002 41.786873134566257 240.20938089252044 1123.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 6 5 37 28 10 15 32 -6 17 -3 14 -5 -8 -14 18 19 39 -21 -15 23 -16 -24 33 36 -18 -2 -19 -25 -11 -9 35 -35 -26 -27 -1 -39 40 -4 42 -23 right_child=1 12 11 13 7 -7 8 9 -10 31 -12 -13 16 21 22 -17 27 29 -20 20 -22 41 24 30 25 26 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.0019866927563347903 0.00195415055328801 -0.0011301329567703707 0.00011121228555654872 -0.00051519823524681023 0.0010472742537080274 -0.0029703830373630558 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564 3592 79100 80 39708 25940 7638 1976 1146 836 57 8655 25250 218 617 37597 31667 internal_value=0 0.0123197 -0.0335522 0.01476 -0.0371743 -0.057774 0.0020926 -0.0289552 0.01066 -0.0318177 0.0112591 0.027476 -0.0238764 0.020845 0.0154658 0.00265418 0.00105729 0.00168655 0.0335184 -0.00745637 -0.111105 0.026482 0.0190968 0.0144487 0.0291949 -0.0171895 -0.0588807 -0.0184697 -0.0108421 -0.0347047 0.0245726 -0.0230483 -0.0437015 0.0135436 0.036591 -0.0692574 -0.0114425 -0.0461321 -0.0377106 0.0351825 0.0565348 0.0239642 0.0207565 internal_count=911847 666138 245709 624063 231943 66150 202503 165793 121817 154776 11017 13766 42075 421560 215711 84762 13850 8155 4350 2803 817 205849 193684 132633 61051 6933 2942 9022 80686 3805 80436 89058 65718 3991 3122 869 2378 50363 33905 1986 1768 180023 142426 shrinkage=0.0312957 Tree=87 num_leaves=44 num_cat=0 split_feature=16 16 17 16 20 1 30 17 17 16 17 16 26 16 30 19 5 28 10 23 20 12 19 24 25 18 1 10 6 25 19 18 24 26 26 17 26 17 5 25 28 14 25 split_gain=356.323 52.5419 51.1978 36.8403 29.9159 25.7522 22.6255 18.5191 16.8347 24.4244 19.6535 16.1826 13.9359 11.9499 11.8253 11.1019 11.8516 10.8424 11.136 10.1348 12.1959 9.86853 9.37537 9.16408 15.539 12.1483 10.1181 10.0117 11.6048 9.50291 9.13449 8.84008 8.53248 8.33104 8.21362 10.1537 8.00396 8.31005 7.97328 9.67901 9.16869 7.72375 7.59925 threshold=203.52156607789863 223.70991117344556 84.691539806236122 168.35331412576178 0.5042010820385453 480.50000000000006 1.0000000180025095e-35 46.594792710634444 50.105014758285293 215.8342044685173 54.297995604590774 185.76803587156701 0.78224743261114849 237.53680124223607 1.0000000180025095e-35 293.25000000000006 124.00377655029298 1546.5000000000002 0.92984438332231001 1.7877203155186845 0.7408306984765739 245.96194077712565 776.25000000000011 21.500000000000004 646.25000000000011 3.5000000000000004 392.50000000000006 0.91649889023708331 0.72000000341196901 499.75000000000006 553.25000000000011 2.5000000000000004 10.500000000000002 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7.27271 7.1318 14.915 12.261 7.59426 7.04237 6.91978 6.7484 6.6073 7.37197 6.53998 6.50445 6.52183 6.44496 6.42799 6.4474 threshold=33.000000000000007 0.59756749734979164 30.16712736693734 0.92357127997860278 1.0000000180025095e-35 24.802227040910633 1.410065809245187 0.12378804449931562 0.88064212951734178 14.500000000000002 0.087957119080284377 707.50000000000011 0.74075340730607497 924.25000000000011 15.500000000000002 3952.0000000000005 102.23401871576776 0.82223124098124101 0.24400562196594397 1.2174480387252689 2.0062428173513318 2.5000000000000004 739.06699346405242 1.0000000180025095e-35 0.31746031884967513 0.29140168063150834 0.35586033349452834 0.45454545811395813 0.93577254108796726 1851.5000000000002 0.37013167588807194 3.0042323193562921 2.5000000000000004 48.000000000000007 1.5000000000000002 736.25000000000011 4.5000000000000009 1.0000000180025095e-35 40.000139236450202 0.73569150401417838 3622.5000000000005 0.38347512211708862 1.4562368230592533 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 14 5 7 -3 -6 -4 11 10 12 21 -7 23 17 20 34 -2 40 28 -8 -9 -15 24 25 -1 -26 -28 29 -20 -31 -32 -21 37 -11 -36 -37 -19 -10 -40 -13 -18 -43 right_child=2 3 4 -5 6 9 15 8 38 16 -12 18 -14 22 -16 -17 41 33 19 32 -22 -23 -24 -25 26 -27 27 -29 -30 30 31 -33 -34 -35 35 36 -38 -39 39 -41 -42 42 -44 leaf_value=-0.0045654266066925582 -0.0012175219462644943 -0.00036729610252646873 -0.0058666406338160918 0.0011157713311218927 -0.00038132852764890027 -0.0087955825453002838 -0.0019085789324201838 -0.0036205156524853886 0.00018464646038516183 -0.0087871941976056418 0.00058155671634393361 -0.0035373891510743164 -3.0799320204457561e-05 -0.0016622969850425609 -0.0050093167891670778 -0.00043615877628720636 -0.010560124008531738 -0.00016941683743708355 -9.0977399865564684e-05 -0.00068115013952401522 -0.004376633190579275 -0.00047928178886711336 0.0066666482451526194 -0.0010493847454318115 0.00072835165625759375 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79.445314052032856 182.48485324528249 21.00000095367432 229.56532562620427 0.8016737573752124 1.1365815369299692 36.96572563643474 0.96575581784938225 0.73669166866648639 0.55264087781290694 197.20458146424491 6.5000000000000009 48.616058375733409 214.42824572912491 46.760446368993051 54.725267558831298 147.23207668634595 36.496148256205096 24.500000000000004 41.457197563192061 0.81579711917795661 1.5000000000000002 1.3264207353129693 2.5000000000000004 245.96194077712565 5.5000000000000009 52.858604388473829 26.567952567941099 214.91204877196051 1.5000000000000002 10.500000000000002 2.5000000000000004 40.778365057735108 223.17402245927283 51.228258180116761 53.663279551387866 20.00000095367432 607.25000000000011 3.5000000000000004 16.500000000000004 33.582831781319932 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 4 18 7 -3 13 20 22 14 12 -12 15 -7 17 32 -2 -1 31 28 -22 -4 -8 -5 -16 -6 -10 30 -27 -9 -20 -17 -26 -35 36 41 -37 39 -39 -41 -18 -34 right_child=1 6 9 24 26 10 23 8 27 -11 11 -13 -14 -15 25 16 35 -19 19 -21 21 -23 -24 -25 33 29 -28 -29 -30 -31 -32 -33 42 34 -36 37 -38 38 -40 40 -42 -43 -44 leaf_value=-0.0018605740059563834 -0.00027121002937686664 -0.0009892927225597821 -0.001181174240703085 -0.0005679964131192366 -0.0022587860540095291 0.0016987830427585302 0.001674454031177866 -0.0015373162708259085 -0.0017790479788084704 0.0018662062784108643 -0.0018421625183191201 0.00069447735560420763 -0.015792730588206575 0.007063733210211383 0.0062512696233137464 0.00029193864253599337 0.00016845151137808608 0.00056695985113977641 0.00092624288222575163 -0.0011664640726213986 -0.0043791240311118378 0.00069510558166857919 0.00076687807489105204 -0.00050964626053973756 0.001468339202058867 0.0066898221031547111 -0.004355163357397899 -0.0067917084225748089 0.00064369752163884035 -0.011163571028013956 -8.4037238578761953e-05 -0.0012836269955564552 -0.00055716881751234984 0.0061326734141110145 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216774 448 303503 15909 303244 229671 73573 79827 63600 56489 2135 11053 8065 151971 242 29429 1765 54354 191 40281 8616 37350 14776 13866 192321 116411 75910 3030 471 252 56966 17645 shrinkage=0.0312957 Tree=90 num_leaves=44 num_cat=0 split_feature=20 11 7 9 25 21 7 15 11 11 9 25 27 9 26 33 29 11 20 29 25 21 6 23 23 28 18 26 11 27 10 25 29 28 29 23 8 10 7 26 10 28 27 split_gain=69.6092 33.2304 31.6027 26.0041 22.4226 19.4382 23.5927 18.9154 14.5018 14.1113 14.0988 14.0771 13.6566 12.7867 11.5153 11.0586 10.7651 10.5611 10.1042 9.24952 10.0665 15.4234 12.744 9.51623 13.5376 9.23294 10.9844 9.10658 9.08354 9.05011 9.02757 8.75746 12.9098 8.75505 9.17493 8.73759 14.509 17.4455 9.57879 8.74197 8.4037 8.26652 8.20738 threshold=0.73569150401417838 0.89594475427808773 -1.0000000180025095e-35 0.95155336278061042 312.50000000000006 1.5000000000000002 -67.352279663085923 0.24302223975972273 0.64825647193826541 0.83335960842604695 0.9558882494457287 3174.7500000000005 7.5000000000000009 0.94944555642464601 0.42678208892800201 2.5000000000000004 0.12378804449931562 0.9055972027972029 1.0712656680709423 0.12378804449931562 4570.7500000000009 1.5000000000000002 0.53333333581468612 0.1968418863122863 1.1115865751334861 1828.7500000000002 2.5000000000000004 0.73418498574103874 0.7569965034965036 1.5000000000000002 0.96838773326286953 5605.0000000000009 0.72001964636542248 686.25000000000011 0.53334548547818705 0.93872047880357223 2837.5000000000005 0.95832527694015746 -53.043811798095696 3.5831729727797166 0.92984438332231001 696.25000000000011 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 3 5 29 6 7 -2 14 12 -1 18 19 40 -5 16 -12 -18 -7 -6 22 -22 -21 -23 -25 26 -16 28 31 -4 -27 -10 -33 -15 -35 36 38 -38 -13 -37 -14 -3 -8 right_child=1 41 4 8 9 11 42 -9 27 -11 15 35 13 33 25 -17 17 -19 -20 20 21 23 -24 24 -26 30 -28 -29 -30 -31 -32 32 -34 34 -36 39 37 -39 -40 -41 -42 -43 -44 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shrinkage=0.0312957 Tree=91 num_leaves=44 num_cat=0 split_feature=0 14 32 31 26 13 22 17 17 24 27 0 12 2 26 27 17 22 10 8 24 13 12 26 8 12 14 10 31 1 26 22 17 8 27 24 26 6 14 24 7 14 7 split_gain=85.6433 43.6482 38.8522 20.6658 18.2919 17.2216 16.0865 14.0625 19.0903 14.9143 11.9308 10.2474 10.2357 9.7907 9.74543 14.2008 11.5976 9.35293 9.47372 9.05927 9.21842 8.08329 8.00994 10.3336 12.2661 9.97711 7.46845 8.59405 9.77829 9.13156 7.39685 6.91974 12.1937 9.33563 8.6358 8.20556 8.92659 7.15944 6.91605 7.93074 8.50627 10.9326 6.74968 threshold=33.000000000000007 20.931000815400793 1.5000000000000002 1.5000000000000002 1.6309822829995173 35.039591246824536 282.25000000000006 91.308549801440449 51.864100134986863 10.500000000000002 1.5000000000000002 48.000000000000007 92.686814511278527 45.291793313069917 0.79621152092334846 39.500000000000007 58.655904827750994 8230.5000000000018 0.96838773326286953 1150.5000000000002 5.5000000000000009 50.459513986617878 98.544678887547576 0.78224743261114849 3952.0000000000005 105.80508652763324 18.475180936117791 0.576579408527922 1.5000000000000002 826.50000000000011 0.77723371610768843 1021.7500000000001 65.829281340078367 800.50000000000011 12.500000000000002 1.5000000000000002 1.6837639559691631 0.20481347581903903 40.443276728203976 6.5000000000000009 -10.699018478393553 30.615410103199171 -56.976131439208977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 21 6 5 -5 11 10 8 9 -8 -1 -3 -4 -6 15 16 -10 18 -7 -18 -21 -2 -9 24 -24 -25 -11 28 -28 -30 -20 32 34 -33 -16 37 38 -35 39 -37 41 -41 -27 right_child=1 3 12 4 13 17 7 22 14 26 -12 -13 -14 -15 31 -17 19 -19 30 20 -22 -23 23 25 -26 42 27 -29 29 -31 -32 33 -34 35 -36 36 -38 -39 -40 40 -42 -43 -44 leaf_value=0.0053745547371875828 -0.00088659723519435112 -0.00016692689978083176 -0.0011160919657394288 -0.00049580021082687854 -0.0029210068231274688 0.00011671738508439712 0.00061642667808945383 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6033 37 39884 2312 1477 708 1449 385 451 248 2292 internal_value=0 -0.0118021 0.00794268 -0.00539252 -0.027954 -0.00204823 0.0102623 0.0109856 0.0104118 0.0137775 -0.0337888 -0.0134757 -0.0229137 -0.070668 -0.00114009 -0.0137112 -0.0171428 0.00426967 0.00272783 -0.0543129 0.0496685 -0.0302558 0.060326 0.0358476 -0.0766627 0.0588033 0.00715091 0.0097417 -0.00603101 -0.154628 -0.0612478 0.00585778 0.00916712 -0.0235243 0.00471125 -0.0185121 -0.0302094 0.0807505 -0.0509566 -0.0262773 -0.0968526 -0.171625 0.0780809 internal_count=911847 369024 542823 273893 35358 238535 504870 496714 491004 380224 8156 84926 37953 7811 110780 39615 38355 153609 147837 6887 747 95131 5710 4001 678 3323 179395 154487 28232 436 2279 71165 63961 7204 57928 7067 6322 745 4845 3396 1084 633 2957 shrinkage=0.0312957 Tree=92 num_leaves=44 num_cat=0 split_feature=16 16 20 16 30 30 28 24 19 28 15 26 23 27 5 28 16 23 5 8 18 20 18 15 15 27 4 16 26 14 16 24 20 18 0 23 0 15 19 27 28 5 20 split_gain=293.808 45.7172 23.1206 21.1538 16.6683 12.8151 11.9232 11.6878 14.2113 10.5912 10.2031 10.054 10.0304 9.67068 12.9217 12.4288 9.6704 9.35322 9.37276 9.283 8.90226 8.68838 8.64457 8.45778 10.3687 8.29882 7.91154 9.08139 13.3749 11.6926 9.58917 7.88878 7.887 7.35826 7.35281 7.30484 7.20449 7.14245 7.00431 6.70498 16.8036 9.39385 9.31739 threshold=202.28390226374418 221.93967981703835 0.51516749016116992 176.64482567347628 1.0000000180025095e-35 1.5000000000000002 692.25000000000011 21.500000000000004 354.75000000000006 641.25000000000011 0.38594433292676028 1.2963885128850274 1.2475680841802459 12.500000000000002 149.65759277343753 309.50000000000006 236.31589490595044 1.7877203155186845 100.0076026916504 559.50000000000011 3.5000000000000004 0.77057159316897639 2.5000000000000004 0.39782807547459692 0.7122053517461755 36.500000000000007 11.999999046325685 102.01986941984458 1.0592892025816998 73.651048608751509 151.3359608160271 21.500000000000004 0.98231195057332632 6.5000000000000009 22.000000000000004 0.61049504167801227 29.500000000000004 0.35699958376262414 1042.2500000000002 36.500000000000007 561.25000000000011 24.793740272521976 0.82568490656262583 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 12 6 10 13 16 -9 20 -3 25 26 14 15 22 19 21 -19 -4 23 -6 -2 37 -25 -5 -1 28 29 -28 32 -8 -29 -15 -13 -7 39 -10 -33 40 -22 42 -41 right_child=1 2 7 11 17 35 31 8 9 -11 -12 34 -14 33 -16 -17 -18 18 -20 -21 36 -23 -24 24 -26 -27 27 30 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40 41 -42 -43 -44 leaf_value=-0.00052762393864976801 -0.00063257901532634108 -0.0022835617794189525 0.00090964009781554394 -0.00065597399744213335 -0.00095735871239250485 -0.0010522185606446123 0.00038816307549472269 -0.0062732855746058655 0.00019449462305420507 0.00095888523492403729 0.0016544388191944476 0.00039630704907756974 -0.0026431556793567916 -0.00020640866048345156 -0.016195853112559281 0.00049220761607341736 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8.22062 12.6874 18.2904 8.2395 9.49337 21.0654 21.5296 11.6914 12.5706 15.7381 9.26106 16.0317 9.68618 9.82671 9.1747 13.2294 threshold=210.42576554464708 192.81047986642673 2.5000000000000004 229.56532562620427 0.89107021459962643 135.50000000000003 6.5000000000000009 31.500000000000004 423.25000000000006 0.676019021298497 0.77916267591657828 67.041630560342625 221.50000000000003 0.73123697966186219 0.17806642206078702 3795.5000000000005 -16.699242591857907 248.25000000000003 3.5000000000000004 0.94750832794622075 0.82033283090836384 1.5000000000000002 1.5581299488103686 646.25000000000011 65.459148406982436 13.500000000000002 0.48506772749844257 0.72869760187171007 68.00110244750978 6294.2500000000009 0.96498905275184776 41.003179550170906 6.5000000000000009 2267.2500000000005 2837.5000000000005 -70.528759002685533 -1.0000000180025095e-35 2.9077137242056996 14.500000000000002 0.97803169659059208 241.36494457732746 32.935733795166023 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 5 -1 -2 7 15 -9 10 11 12 -10 14 -5 16 19 18 -18 -7 -19 -17 -23 24 -11 -22 -27 28 -15 -30 -29 32 33 -32 -35 -36 -37 39 -39 40 -34 -38 -43 right_child=2 -3 -4 13 -6 6 -8 8 9 23 -12 -13 -14 27 -16 21 17 20 -20 -21 25 22 -24 -25 -26 26 -28 30 29 -31 31 -33 37 34 35 36 41 38 -40 -41 -42 42 -44 leaf_value=-0.0021506415197806031 -0.0021319690499343015 -0.00036144291148709697 -0.00086945855561595205 -0.0017564808689999522 -0.00099447103255535969 1.0913683598927321e-05 0.0066550513993225043 -0.0060845398036654562 0.0054181401277162899 -0.00026507080908471747 -0.0022583338041271164 0.0022506702568953858 -0.0061619020273301723 -5.984043145410787e-05 0.0015376426521390479 -0.00015930950647540635 0.0012399328285805117 0.00070528764440658915 -0.0080520265593527311 0.00084376705189979353 0.00047998867225915669 -0.0046497906138515954 0.0015369066055895913 0.00088860484685064493 -0.010002778212668909 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91.308549801440449 53.816630168685116 1.4156502553423573 92.441125496954299 874.75000000000011 14.500000000000002 0.7999999943133852 847.75000000000011 9.5000000000000018 60.149813492781149 71.356524678865725 6620.5000000000009 73.651048608751509 51.000000000000007 282.25000000000006 1.5000000000000002 887.25000000000011 47.789353506678026 537.75000000000011 460.75000000000006 31.500000000000004 492.25000000000006 45.000000000000007 0.51656813667262258 16.607730698382934 -11.502148151397703 98.544678887547576 244.25000000000003 4.5000000000000009 -89.940933227539048 2.5000000000000004 17.500000000000004 2.5000000000000004 -87.602920532226548 1.5000000000000002 2060.5000000000005 754.25000000000011 489.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 27 5 4 11 6 10 -5 9 32 19 37 15 -14 -15 28 -4 -17 23 20 -1 -21 33 -6 25 -12 -27 -2 -10 30 -22 41 -8 34 35 -23 -24 38 -3 -36 -41 42 -7 right_child=1 3 16 7 18 31 8 -9 12 -11 24 -13 13 14 -16 17 -18 -19 -20 21 29 22 36 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 39 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=0.0058975325053777219 -0.00066666066968829182 -0.013228530744156723 -0.00071865984647259359 -0.00051246212665374726 -0.00083158322155025687 0.00065469409725704209 -0.0032948621509703967 -0.0019528368329428632 -0.0092076031047682444 -0.0034802675414565372 -0.00011778648193047548 -0.00061430745767065845 0.0001304446669465191 -0.0014661112066414043 -0.0064636847985752111 0.0023319398833496438 0.0017739516247915091 -0.017979312019801835 -0.00030254522303548286 0.00076473652240347119 0.00042903562902488012 -0.0041943585738758848 -0.0015857755182430812 0.00032562537918042888 0.00030417452950270947 -0.0039635320885264037 0.00044786370959250959 -0.0012717566874598618 0.00035208842755674876 0.0016525737672149544 -0.0025726931897809262 0.0012967364496636268 -0.00036870527253094192 -0.00085950027161417507 0.0011673349380485162 0.00022192419744694294 8.1352965438471223e-05 -5.8333355556688e-05 -0.0019516265386987784 0.00068760061325907006 -0.0005770520385840576 -0.0010249844159006469 0.0058962519655418912 leaf_count=225 53840 67 31011 36567 5986 327 790 8223 78 1368 13953 59725 5495 1232 613 2969 1464 21 31598 108173 1371 690 3872 130086 190402 1328 660 33642 16627 818 2595 3518 28768 3268 15897 1389 5490 77988 704 21165 6616 227 1001 internal_value=0 -0.00941284 0.00865537 -0.0045957 -0.00163625 0.0107196 0.0100786 -0.0248245 -0.00625195 -0.0185678 0.0125833 -0.0100368 0.00783644 -0.0219916 -0.0999035 0.0189528 -0.019373 0.0699548 0.00530203 0.0181621 -0.0217477 0.0193623 0.00996256 0.00877814 0.00794468 -0.0132525 -0.0798507 -0.0287373 0.00982408 -0.0316335 -0.0490492 0.0657928 -0.0142803 0.0155759 0.0186499 -0.0397434 -0.0194324 -0.0027627 -0.0936739 0.0214293 0.0123476 0.1209 0.147164 internal_count=911847 438426 473421 350944 306154 440946 435873 44790 57961 30926 377912 138484 27035 7340 1845 19695 32475 2990 167670 171569 5009 166560 58387 136072 206343 15941 1988 87482 16705 4784 3966 5073 29558 49025 45757 2079 9362 78759 771 43678 27781 1555 1328 shrinkage=0.0312957 Tree=95 num_leaves=44 num_cat=0 split_feature=16 17 16 16 33 17 17 16 4 8 33 27 29 29 17 14 16 28 13 29 0 32 27 8 27 28 18 13 14 28 27 18 25 14 13 29 6 4 28 22 8 22 29 split_gain=255.105 41.092 39.712 27.3576 23.8857 20.7019 20.0346 17.9148 17.1799 15.1028 12.6189 12.1181 11.6799 11.6001 23.4844 13.36 10.938 10.9354 12.9418 10.2643 12.1994 9.96596 9.85456 12.9549 9.99538 12.5063 8.65632 8.67251 13.3812 16.2397 15.8876 10.3649 10.2269 9.17267 8.62248 8.34985 8.2388 14.7188 16.1912 11.6787 16.7247 14.9357 12.5336 threshold=202.28390226374418 84.691539806236122 218.25456931519926 155.10766292865273 2.5000000000000004 52.926063832374318 39.366274989976212 182.48485324528249 21.00000095367432 622.50000000000011 2.5000000000000004 27.500000000000004 0.17806642206078702 0.85073429002659273 56.486424285495211 14.17474166719405 210.42576554464708 463.75000000000006 25.835466021226505 1.5885007021981736 49.500000000000007 1.5000000000000002 3.5000000000000004 2837.5000000000005 7.5000000000000009 828.25000000000011 6.5000000000000009 41.622576940857051 31.025033282928984 785.25000000000011 47.500000000000007 1.5000000000000002 670.25000000000011 22.727904189819672 44.82857031345447 0.73669166866648639 0.27272727430359417 52.094751358032234 7771.5000000000009 2164.2500000000005 2837.5000000000005 665.25000000000011 1.1669354901649625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 9 11 19 21 8 -8 -1 16 12 -4 14 -14 -15 -7 18 -13 -2 -21 -5 -16 24 -24 -26 27 28 -19 30 31 -30 33 -29 -27 -3 37 38 39 41 42 -17 -41 right_child=2 35 4 6 -6 10 7 -9 -10 -11 -12 17 13 15 22 36 -18 26 -20 20 -22 -23 23 -25 25 34 -28 32 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0014347892374028291 -0.00035094308952729193 -0.00031483607623794112 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19558 8153 4863 837 61127 607 123 230 52262 44448 2797 3525 1584 3463 173 105 282 205 278 4130 40 77 40 546 12066 5469 59 9111 317427 1272 89 300 2402 4501 414 internal_value=0 -0.0283909 0.00987199 -0.0316856 0.014803 -0.00201966 -0.0268039 -0.0296275 -0.0428884 -0.0570531 0.00664181 0.0161583 0.0183372 0.0186968 0.03123 0.0163195 0.00883408 0.00411304 -0.0493153 -0.0140598 -0.0574819 0.0114947 -0.12504 -0.164453 -0.116536 -0.182905 0.00700687 0.0062742 -0.00161763 -0.138505 -0.0851995 -0.0435775 0.0227212 -0.00163789 -0.339324 0.0247714 0.0165949 -0.0128927 -0.0288992 -0.0240888 -0.0716248 0.00722004 -0.206 internal_count=911847 234608 677239 220917 478728 198511 185265 172544 64055 35652 115455 461730 391002 389316 62074 327242 110592 70728 3634 83056 5109 12721 947 824 719 546 67094 66816 45151 703 626 586 21665 9599 264 13691 326635 9208 7936 7847 3116 4731 714 shrinkage=0.0312957 Tree=96 num_leaves=44 num_cat=0 split_feature=0 14 29 9 15 21 21 13 4 21 25 24 8 15 14 25 25 5 0 25 5 13 25 21 13 1 9 6 25 21 10 10 14 29 10 24 29 4 29 25 21 25 29 split_gain=66.7371 37.3664 26.4403 25.0442 21.3212 17.5281 12.079 11.6794 10.5084 9.59092 24.7884 14.3925 12.8262 11.2771 9.41472 9.34074 9.20518 12.8327 9.20352 8.84847 8.17697 10.8488 10.7182 16.1087 20.7924 9.6357 9.14737 10.1766 10.0321 10.0748 8.17748 9.1902 7.80035 7.78976 8.59828 7.42116 8.70259 7.36569 10.6191 7.31998 10.3465 7.1122 7.52443 threshold=29.500000000000004 19.683613435904807 0.1982909943781653 0.93822534120499246 0.71047879973971939 1.5000000000000002 15.500000000000002 24.802227040910633 182.30928802490237 1.5000000000000002 1142.7500000000002 10.500000000000002 535.50000000000011 0.35699958376262414 33.187104751777518 10165.500000000002 676.25000000000011 108.65002822875978 48.000000000000007 51105.500000000007 79.389648437500014 83.56867757821756 1353.2500000000002 6.5000000000000009 44.397849862861058 761.50000000000011 0.95356700286097962 0.74285715827084753 1582.2500000000002 3.5000000000000004 0.87844950723097626 0.89987676924916771 28.558316277092207 0.44121930325528275 0.99571579309754066 2.5000000000000004 6.5330737699749024 26.510255813598636 3.9026480549086497 678.25000000000011 9.5000000000000018 3795.5000000000005 4.8696304425607986 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 5 33 8 18 -4 14 12 11 -11 -9 15 -3 37 17 -13 32 -10 22 -22 23 -15 25 -25 27 28 -23 35 -31 -32 -6 -5 39 -30 -37 38 -12 -35 -41 42 -7 right_child=1 3 7 4 6 41 -8 9 19 10 13 16 -14 20 -16 -17 -18 -19 -20 -21 21 26 -24 24 -26 -27 -28 -29 29 30 31 -33 -34 34 -36 36 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.001045166219579372 -0.0008711297377812276 -0.0013661738254708972 -0.00014241624716646378 -0.0016792315532046034 -0.00029594297436942634 -0.0011669354702173891 -0.0051963975949823622 -0.0010979195854422608 -0.0053915090210992379 0.0006196602665917405 -6.9208423008371934e-05 7.487126636516542e-05 0.0010726127804712132 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8.05602 8.02877 7.8727 7.72786 7.70201 11.7341 7.82443 7.37918 9.62244 7.37023 7.3464 7.28494 7.25609 7.11627 7.09379 10.1258 6.95777 6.94005 7.32566 13.8968 6.91506 threshold=0.63247572278195829 19.87068004459309 0.88235298803201634 0.95238382966479651 -1.0000000180025095e-35 248.25000000000003 1.5000000000000002 0.12378804449931562 0.95155336278061042 1.5000000000000002 7.0814575292547435 1.5000000000000002 -89.940933227539048 3174.7500000000005 1.5795589505506371 40.443276728203976 179.86584472656253 5.5000000000000009 4509.5000000000009 0.79818935606371078 -1.0000000180025095e-35 5605.0000000000009 -67.352279663085923 486.50000000000006 87.587595907928403 2.5000000000000004 0.27051456411200825 -85.580024719238267 100.0076026916504 0.73584906292344388 0.49285132324772979 418.75000000000006 -33.618085861206048 2522.7500000000005 0.17806642206078702 0.96236724973964038 17.500000000000004 864.25000000000011 3.2063376874697638 0.51612903325044168 1.5000000000000002 1582.2500000000002 0.34861573421288544 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 38 -5 6 -6 -3 -1 10 -10 12 -9 32 15 -15 17 18 19 -17 22 -19 26 -22 -21 -7 27 -14 -29 31 36 -12 35 -34 -27 -13 -31 -38 39 -2 -41 -42 -20 right_child=1 7 -4 4 5 25 -8 11 9 -11 29 13 20 14 -16 16 -18 21 42 24 23 -23 -24 -25 -26 34 -28 28 -30 30 -32 -33 33 -35 -36 -37 37 -39 -40 40 41 -43 -44 leaf_value=-0.0011437924731455959 -0.00065553285203507759 -0.004207372144761707 -0.00044583196901738515 0.00036805605901114142 0.0064530594328744157 -0.00053497726151152908 -0.0047209004376433062 -0.0022174641197494076 -0.0019352505027844247 -0.001098292417688503 0.0033765779606457929 0.00028062537827647596 4.3758243720710582e-05 0.00042926736803237101 0.00082153102886393546 -0.0037384010439791733 -0.010415198103382825 0.00086227970031063574 0.0030118411068854041 -0.0054281397441335692 -0.0029238101559800698 -0.0065651109210568539 0.0016151398558124108 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threshold=202.28390226374418 84.691539806236122 219.07388995704324 165.6699624990936 44.028164129298489 532.50000000000011 52.926063832374318 2.5000000000000004 189.46781405295073 210.42576554464708 21.500000000000004 646.25000000000011 26.500000000000004 0.6355163743848774 393.25000000000006 0.88692436162688726 511.75000000000006 234.50866784773845 43.002308388375532 28.439159815672891 1.5000000000000002 1.5000000000000002 486.50000000000006 34.00000190734864 594.75000000000011 13.500000000000002 599.25000000000011 24.799171697551085 0.83781403184113767 486.25000000000006 10.500000000000002 54.138191290849882 14.500000000000002 1142.7500000000002 49.824386812585722 226.89076453974567 47.868639052598375 -89.940933227539048 56.486424285495211 2.5000000000000004 0.74403087913992616 -58.993291854858391 -34.104724884033196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 5 20 -1 -2 10 -6 31 17 12 14 19 30 22 -17 18 -4 -14 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0.00010701952170987995 -0.012148238374470818 -0.0028565965797554033 0.00092572325078974697 0.0007196364228140461 0.00029191370637828489 0.00024152672045826414 -0.012000013563863146 -0.0028715963789377433 0.0027437225645503584 -0.00040058211203810543 -0.0092891098275619949 leaf_count=42016 94235 13650 28592 10183 69718 17210 12421 8729 78245 54121 71 9100 1005 6883 1958 597 1216 125675 30105 104 3528 3328 477 2910 347 351 708 230 294 2428 259 48438 93 933 56050 107702 46907 28933 104 331 1028 175 459 internal_value=0 -0.0271822 0.00929398 -0.0303434 -0.0239024 -0.0479259 -0.00156291 0.0142591 -0.0272833 0.00701392 0.0151533 -0.00325588 -0.0177082 0.0114009 -0.0371939 -0.032279 -0.101506 0.0164049 0.013349 -0.0974336 0.0125826 0.0170091 -0.0194668 -0.0343202 -0.059817 -0.139129 -0.190208 -0.297681 -0.0204021 -0.00356544 -0.210094 -0.00242125 -0.120109 0.0153678 0.0173269 0.0136089 0.000482647 0.000610945 0.00337382 -0.0565583 0.0367314 -0.150959 -0.2109 internal_count=911847 234550 677297 220900 161674 59226 212543 464754 147963 118308 456025 29031 19931 7992 11939 11609 1813 426994 301319 1109 13711 57449 9796 7838 4928 1636 1285 577 3292 2998 330 60859 570 272727 240764 184714 77012 31963 31030 2097 1307 279 790 shrinkage=0.0312957 Tree=99 num_leaves=44 num_cat=0 split_feature=16 16 32 16 29 9 12 11 29 25 29 23 28 27 28 18 18 30 14 9 25 18 29 18 10 25 29 27 27 27 4 32 15 11 16 25 28 28 23 27 14 23 16 split_gain=217.619 33.4996 17.8055 17.2585 14.7818 11.3417 13.5905 10.069 12.2125 10.1629 9.85229 9.8161 9.23676 10.0177 9.64043 9.19256 9.09688 8.18997 11.8538 8.14595 8.06376 8.59294 7.99702 9.94909 8.65135 9.92931 7.95569 12.2975 7.879 7.86962 7.80514 7.43756 7.3979 16.3729 10.2336 8.29436 11.8664 9.52468 8.77313 14.6254 8.35534 21.7176 15.1228 threshold=202.28390226374418 223.70991117344556 1.5000000000000002 174.60166068631381 0.17806642206078702 0.9611519806711023 197.20458146424491 0.68111734780918509 0.15245360588341281 3795.5000000000005 0.8111820741878546 1.2226920555456229 692.25000000000011 12.500000000000002 309.50000000000006 6.5000000000000009 2.5000000000000004 1.0000000180025095e-35 30.818508180204937 0.94850729674305601 248.25000000000003 1.5000000000000002 0.73669166866648639 3.5000000000000004 0.83236642258594851 404.75000000000006 1.3264207353129693 5.5000000000000009 36.500000000000007 14.500000000000002 15.618448734283449 1.5000000000000002 0.25785714026991507 0.43015844498057942 243.72134372084585 1582.2500000000002 818.25000000000011 309.50000000000006 2.2627231615039021 13.500000000000002 40.443276728203976 1.0683733654645369 241.36494457732746 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 -3 30 -7 8 -2 11 31 12 13 14 16 22 -9 -13 -19 -10 21 -12 23 -15 25 -25 28 -28 -5 -20 -1 -6 33 -22 -34 37 -37 -35 -39 -40 41 42 -38 right_child=1 4 -4 26 10 6 -8 9 19 -11 20 17 -14 15 -16 -17 -18 18 29 -21 32 -23 -24 24 -26 -27 27 -29 -30 -31 -32 -33 34 35 -36 36 40 38 39 -41 -42 -43 -44 leaf_value=-0.00088723672686972079 -0.011670544796059531 -0.001207713012922125 -0.0008036644404497182 -0.00057464139780712142 0.0010990216810072876 -0.00090440665579664763 0.0034684920775582559 -7.857333424429295e-05 9.826333622867113e-05 -0.0023365960132751911 0.003667918805669346 -0.00023275581766374833 0.00042898512770801457 0.00070132251789210788 0.00052806110281520885 0.0067269079302550387 -0.0066827495606039677 -0.00060139288565373423 -0.0015401229656438146 0.0010894838755162479 0.002917864506926938 -0.0088139917527750734 -0.00031517642456184674 -0.0091907546828124062 0.0015900843837723681 -0.0016321287500727264 0.0010067859008104313 -0.0017260373005443417 0.00092943228988743025 -0.0061504782261336717 -0.0018242159566668162 -3.765395962211928e-06 0.00043375531729550202 -0.017902586971634313 0.0013196078320364354 -0.012961726118264042 -0.0026704428800604692 0.0011616802618546916 0.0017453862239962196 -0.0091484506228429862 0.00061351468574749374 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1901 shrinkage=0.0312957 Tree=100 num_leaves=44 num_cat=0 split_feature=29 11 15 11 2 21 25 6 29 5 11 21 27 4 29 26 5 13 6 23 22 23 4 11 23 13 1 27 26 27 27 8 31 8 5 22 21 4 14 31 27 25 13 split_gain=37.1627 25.1314 14.4374 18.3895 15.5002 12.9587 15.2053 12.5744 11.4234 10.9188 10.755 10.6382 10.2074 13.9223 16.3821 13.6061 10.5672 14.8762 10.0621 10.023 9.50238 8.71136 12.9452 8.56751 8.08292 7.6671 9.54819 11.1085 8.48741 15.2885 9.90841 7.54132 7.44618 7.8672 7.60123 7.43213 13.8589 9.56216 7.82478 7.32005 7.18232 7.15938 7.07436 threshold=0.49519225830311381 0.91049691358024709 0.25785714026991507 0.43015844498057942 30.694160997732428 1.5000000000000002 3174.7500000000005 0.77272728288249015 0.12378804449931562 100.0076026916504 0.83537749252034976 14.500000000000002 6.5000000000000009 48.000888824462898 0.97451533440650218 1.0788319233524615 156.00888824462893 159.80142710601356 0.33618565203589318 1.5581299488103686 453.25000000000006 2.1170892961229595 23.702322006225589 0.87052665822004605 1.4038127074866822 47.854688607312362 997.50000000000011 47.500000000000007 1.1253710374957062 10.500000000000002 13.500000000000002 2086.5000000000005 1.5000000000000002 800.50000000000011 144.00006103515628 244.25000000000003 3.5000000000000004 11.999999046325685 20.047451046337098 1.5000000000000002 12.500000000000002 504.75000000000006 96.069607037463882 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 9 7 -6 -7 24 -1 31 -10 20 13 14 -5 16 17 -16 -15 -8 -9 42 -23 -18 35 26 -3 28 29 -28 -31 -2 33 -22 -34 36 -4 -37 -39 -26 -38 -17 -14 right_child=1 25 4 12 5 6 19 11 10 -11 -12 -13 21 18 15 41 23 -19 -20 -21 32 22 -24 -25 39 -27 27 -29 -30 30 -32 -33 34 -35 -36 37 40 38 -40 -41 -42 -43 -44 leaf_value=-0.0013138890832721456 2.8304389061259086e-05 0.0005105063524940038 0.00071212604396215596 1.1657235413777229e-05 0.00090257336111904845 0.00021594485424960528 -0.0025327022564327851 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539 1855 560 80735 226665 6154 214 978 3794 internal_value=0 0.00228049 0.000555422 -0.0333542 0.00113159 0.00849811 0.00539112 -0.00176426 -0.0179701 0.0478698 -0.013308 -0.00851008 -0.0516925 -0.0908257 -0.125547 -0.169249 -0.24363 -0.185466 0.00914177 -0.0512592 -0.00783254 -0.0257952 -0.121438 -0.399713 0.00180963 0.0202705 0.0139222 -0.0634543 -0.0523752 -0.151771 -0.367104 -0.104667 -0.0049036 -0.0027089 -0.0268963 0.00332311 -0.0636945 0.00367981 0.00324785 -0.0138548 -0.16109 -0.0864775 -0.0107677 internal_count=911847 809806 738948 12346 726602 205034 177867 521568 102041 2274 85451 180628 10072 4011 2977 2210 1164 848 1034 4615 179231 6061 823 316 340940 70858 51629 1547 1521 549 206 389 154269 140271 13998 310901 1646 309255 307400 30039 774 1046 5238 shrinkage=0.0312957 Tree=101 num_leaves=44 num_cat=0 split_feature=16 17 16 16 4 17 32 17 20 16 27 9 11 5 27 26 12 13 13 19 18 18 19 4 12 13 17 16 19 16 17 0 4 17 26 20 17 11 12 13 19 26 26 split_gain=200.548 36.0432 29.2912 23.6498 23.0492 19.5267 17.3543 17.2714 11.3512 10.7873 10.364 9.7907 10.2985 10.6931 12.7959 9.74488 9.22959 8.91455 8.79484 11.9029 9.2007 10.8279 14.6975 11.5851 9.15316 7.91836 7.86415 8.80556 7.63163 10.0152 13.6277 8.92178 7.59029 7.55174 8.44254 7.06917 9.59167 44.8205 21.6463 10.7459 32.6867 14.2857 10.4664 threshold=203.09933808174227 84.691539806236122 217.61790137629586 168.35331412576178 22.13850021362305 54.297995604590774 2.5000000000000004 46.594792710634444 0.63247572278195829 184.14210008681226 27.500000000000004 0.97465521211170703 0.69126169825158534 124.00377655029298 13.500000000000002 1.4253091049745559 49.331475451951142 194.12706261390471 41.622576940857051 529.25000000000011 6.5000000000000009 3.5000000000000004 917.25000000000011 21.865065574646 113.23097038856282 55.383688094968946 37.782686833593523 147.23207668634595 422.25000000000006 212.94709479459968 51.162392962914588 22.000000000000004 21.00000095367432 56.90288243764639 0.89507845683996223 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9.87938 7.14835 7.04994 6.97148 6.74971 6.72344 6.62539 6.52555 7.65753 6.45603 10.1293 6.41537 7.35235 6.48781 threshold=33.000000000000007 20.931000815400793 0.49441042395677121 241.50000000000003 1.0000000180025095e-35 1.4135646470525653 506.25000000000006 2.5000000000000004 49.500000000000007 0.63410755633292648 1.050075942481925 12.00056314468384 208.25000000000003 20259.500000000004 1.8492407337149044 0.72413793357013179 1.9445697678696245 1087.2500000000002 1.5000000000000002 44.397849862861058 1385.2500000000002 1194.5000000000002 841.50000000000011 1035.7500000000002 0.44262295442570049 9146.0000000000018 28.917242873996148 2159.5000000000005 0.97681469256654474 4355.5000000000009 0.77777777089933342 10716.000000000002 1107.2500000000002 761.50000000000011 2.5000000000000004 0.68047756380911706 43258.500000000007 279.29693685229773 486.25000000000006 637.25000000000011 1851.5000000000002 0.59626065410279361 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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107 57299 18808 296 21835 221457 46071 46020 10811 81 10730 125352 155382 175386 157010 18376 306 157 297 35209 shrinkage=0.0312957 Tree=104 num_leaves=44 num_cat=0 split_feature=16 17 16 16 33 1 17 16 17 17 16 4 17 16 27 23 29 0 1 29 23 13 17 1 25 23 28 29 0 10 11 17 25 28 13 23 1 16 6 29 27 25 28 split_gain=176.99 32.8392 27.0068 21.4511 18.5336 17.1123 15.6435 19.7197 19.6934 15.2047 10.2572 9.93726 9.84198 21.0174 9.13662 9.00875 8.81015 9.40841 8.44038 9.83903 7.85115 7.30946 7.14933 6.97495 6.91703 6.84824 6.69873 6.45587 11.5169 6.45513 11.4741 8.05281 7.91286 9.74434 8.54666 15.3934 20.9901 17.1734 8.61948 7.56417 7.42687 7.32241 8.30966 threshold=202.28390226374418 84.691539806236122 228.61553695804682 162.7511210762332 2.5000000000000004 480.50000000000006 47.086620895963222 216.07258094273058 54.297995604590774 43.616086247885796 180.69597970335678 21.00000095367432 50.1753028555515 223.35720248032439 16.500000000000004 2.0062428173513318 1.5885007021981736 49.500000000000007 145.50000000000003 0.78381264833170472 0.92064577769092149 29.090892325346882 49.119718961582571 522.50000000000011 3795.5000000000005 0.59329642000942906 966.25000000000011 10.328914835164836 37.500000000000007 0.96498905275184776 0.43015844498057942 31.274691443568383 1582.2500000000002 894.25000000000011 175.12821218348347 1.0385990467793667 3926.0000000000005 243.05241905069772 0.33618565203589318 0.99999216791979961 1.5000000000000002 3174.7500000000005 4314.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 5 6 -1 14 8 16 -5 11 -11 13 23 -2 -16 25 -18 -4 22 -3 -22 -20 -9 26 -8 -24 -14 -29 31 -31 -21 -32 -34 35 37 -37 40 -36 -39 -35 -33 -43 right_child=2 20 18 9 -6 -7 7 12 -10 10 -12 -13 27 -15 15 -17 17 -19 19 29 21 -23 24 -25 -26 -27 -28 28 -30 30 32 41 33 34 38 36 -38 39 -40 -41 -42 42 -44 leaf_value=-0.0010002012240220232 1.0849823268733505e-05 -6.8227425249447441e-05 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68342 27173 112705 13404 92917 61736 20945 454 2917 1625 24921 10190 443 6959 115 28747 75 70471 190 63 74 1071 2903 206019 101 73 1529 1091 61 30 28 257 1177 5659 7902 internal_value=0 -0.0236826 0.00819086 -0.0266245 0.00309465 -0.0443311 0.00452025 0.00681919 -0.00176518 -0.0211401 -0.024147 -0.0377803 0.0134479 0.0066881 -0.0128164 -0.0279208 -0.0121495 -0.0549644 0.0160152 0.0166861 0.0239085 0.0459475 0.0354351 -0.0109362 -0.100695 -0.00965999 -0.167599 0.0208935 -0.196025 0.0146938 -0.0126678 0.0156846 -0.0269401 -0.0539378 -0.0466356 -0.0807751 0.00661903 -0.146278 0.0123246 -0.366878 -0.0956283 0.0144093 -0.00809876 internal_count=911847 234549 677298 220894 410153 52239 392500 346546 150999 168655 153282 40577 195547 102493 45954 21399 82657 4542 267145 263392 13655 7402 25301 40757 380 78115 305 93054 137 238091 8321 229770 7250 4347 4246 2689 1152 1537 1557 287 1250 219580 13561 shrinkage=0.0312957 Tree=105 num_leaves=44 num_cat=0 split_feature=0 20 1 17 8 11 25 10 10 11 17 7 7 21 25 23 30 12 19 32 4 11 11 15 28 7 12 19 21 21 4 4 1 25 21 25 7 7 25 10 17 7 19 split_gain=48.3379 28.0983 18.1347 15.4673 12.7052 12.5213 11.9393 18.9873 10.3443 12.4678 10.0511 9.62953 10.0264 9.40667 10.9765 9.18154 8.83076 8.62128 8.6189 8.53133 12.7905 8.52382 7.93691 7.88485 10.2555 8.6386 11.3075 12.3521 7.79276 6.93273 7.39212 6.73514 8.45546 6.72433 16.3483 8.91448 7.35662 12.078 7.41273 7.21714 7.18872 7.73852 6.86632 threshold=35.000000000000007 0.59756749734979164 470.50000000000006 79.445314052032856 440.50000000000006 0.92357127997860278 706.25000000000011 0.89405195124123715 0.96838773326286953 0.43015844498057942 55.894173773319828 -55.304843902587884 -18.43494892120361 5.5000000000000009 248.25000000000003 0.79818935606371078 1.0000000180025095e-35 274.4472221513642 14919.500000000002 1.5000000000000002 5.0238857269287118 0.87234746144320618 0.86643828920251698 0.5301714882418197 605.25000000000011 -88.824836730957017 333.27564927611041 14919.500000000002 14.500000000000002 1.5000000000000002 37.593778610229499 36.000020980834968 1472.5000000000002 957.25000000000011 4.5000000000000009 10165.500000000002 -50.194425582885735 -38.659807205200188 6313.2500000000009 0.45512638907379782 65.829281340078367 -11.502148151397703 1372.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 28 5 19 10 7 -4 16 -10 13 23 -13 -3 -15 -12 -8 -16 -6 20 -1 -11 29 24 -5 -26 -27 -28 -2 30 -14 32 -31 40 35 36 38 -38 39 -35 -17 -42 -36 right_child=2 3 6 11 18 -7 8 -9 9 21 15 12 22 14 17 33 -18 -19 -20 -21 -22 -23 -24 -25 25 26 27 -29 -30 31 -32 -33 -34 34 42 -37 37 -39 -40 -41 41 -43 -44 leaf_value=-0.0032402756798411616 -0.00071415506466357447 0.00033612952550009223 -0.00030908823272905392 0.0062873885350333758 -0.0018910262605135605 0.00078816080286820312 0.00017584551960963664 -0.0019346834427940824 0.0025621073737861584 -0.0029982614179427719 -0.0011158786382562869 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8.12226 7.86642 11.9016 8.10617 7.66669 8.98663 7.65274 7.38335 7.36234 7.34519 6.84808 6.4923 11.6883 13.1863 6.48323 6.18378 9.5547 6.16989 10.9626 8.86706 6.07632 5.95388 9.28966 6.87035 5.93502 5.81318 7.02906 threshold=208.8986333443759 178.72951097550643 2.5000000000000004 229.56532562620427 1.1365815369299692 0.96071628988295665 37.000892639160163 102.01986941984458 6.5000000000000009 15.618448734283449 -1.0000000180025095e-35 0.14293071385451164 3795.5000000000005 322.25000000000006 1.5000000000000002 9.0186896324157733 20.998828887939457 -66.757671356201158 9504.0000000000018 0.68207374431320178 192.25000000000003 13.500000000000002 160.6473083496094 0.62603983403706331 182.30928802490237 31.730293782406012 5.5000000000000009 0.84455322356131368 0.60873764887659743 55.002668380737312 18.043709458456345 -56.976131439208977 232.99832977255292 0.44663206937339067 13.500000000000002 1271.5000000000002 0.27051456411200825 -13.982293128967283 0.96640682193691396 0.64825647193826541 20.506096839904789 2.5000000000000004 0.88606563642546221 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 4 8 9 33 -7 10 -1 11 16 30 14 15 -12 -2 18 19 -14 -16 -22 -15 -9 -19 -5 -8 -11 29 -29 -13 32 -31 35 -35 -6 -3 38 -38 -40 -25 42 -42 right_child=2 36 -4 25 6 7 26 23 -10 27 13 12 17 22 20 -17 -18 24 -20 -21 21 -23 -24 40 -26 -27 -28 28 -30 31 -32 -33 -34 34 -36 -37 37 -39 39 -41 41 -43 -44 leaf_value=-0.00067438838989494797 -0.01094303077176381 -0.0015794901927880479 -0.00064631947017760379 0.00097931792441403051 -0.0020780358384640358 0.0018066333478287233 -0.0016472481715902425 0.0015235257224456896 0.0060461558228277357 -0.0028899696869848683 0.0020033197496505928 -0.0024825032768375321 -0.0037300075070696437 0.00018570457622738601 -0.0048289748661696393 -0.0090632881754741518 -0.00017751573688729809 0.00040171608811997008 0.00053810556861715812 -0.011421158513676777 0.00075742066544522905 -0.0073196319551083787 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threshold=29.500000000000004 0.59756749734979164 0.9558882494457287 721.50000000000011 453.50000000000006 2.5000000000000004 776.25000000000011 0.91865218504419077 -1.0000000180025095e-35 248.25000000000003 3.5000000000000004 26.429191754144696 0.95460200063438538 0.68111734780918509 46.809919357299812 -49.555849075317376 1039.4375000000002 4.5897134783526168 45.711168289184577 14.500000000000002 1.3828009087537094 7.5000000000000009 1.5000000000000002 1.0332479561890791 1056.2500000000002 0.34059891246059476 6.5000000000000009 0.93872047880357223 -89.940933227539048 0.24302223975972273 0.38375175070028017 1.4253091049745559 0.28788775827029472 0.90334319526627227 16.500000000000004 4.5000000000000009 0.46378582181684641 0.41775134269169961 0.42678208892800201 0.43831833761782352 11.500000000000002 156.00888824462893 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 5 32 14 17 8 12 10 -10 19 23 38 -4 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-0.00727757 internal_count=911847 473541 438306 333563 42886 199224 104743 430655 394187 208285 1242 174403 185902 98297 24821 131256 6661 45042 43906 43147 134339 112893 21446 87605 19707 1667 486 59701 41741 40695 3323 37372 36225 21595 116812 1181 775 406 27670 519 282 11327 9314 shrinkage=0.0312957 Tree=108 num_leaves=44 num_cat=0 split_feature=16 16 30 20 20 29 0 24 6 29 25 24 26 16 25 19 16 18 25 27 6 25 6 11 26 12 19 16 27 13 16 27 8 11 19 29 0 11 19 27 27 0 8 split_gain=152.375 20.5443 18.275 11.3954 15.1852 10.9618 10.3487 10.1882 19.8922 11.4263 10.144 10.1749 9.85516 17.3156 9.65816 10.5223 9.54553 8.96075 10.8955 11.2269 17.2822 18.3029 8.98096 8.54148 8.02708 17.0605 19.3058 8.13494 7.89778 7.82186 7.69366 16.3766 17.4146 7.5012 7.12233 6.50197 6.78408 6.44847 6.66764 9.02186 6.77276 8.6424 6.81879 threshold=208.8986333443759 189.46781405295073 1.0000000180025095e-35 1.199701933269256 0.53565481819598659 0.17806642206078702 26.000000000000004 22.500000000000004 0.72000000341196901 0.73123697966186219 248.25000000000003 4.5000000000000009 1.0354168866589231 102.01986941984458 417.25000000000006 385.25000000000006 147.23207668634595 3.5000000000000004 411.25000000000006 33.500000000000007 0.57142856872612224 646.25000000000011 0.65526107953565649 0.66410747617644172 0.69902436702836479 197.20458146424491 2695.5000000000005 229.7226295828066 10.500000000000002 279.29693685229773 234.85538248583978 2.5000000000000004 379.50000000000006 0.5630725524475525 570.75000000000011 1.4331478442422447 51.000000000000007 0.74749442896417806 875.25000000000011 3.5000000000000004 13.500000000000002 24.000000000000004 553.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 5 4 -4 23 -6 9 17 30 11 -11 16 -14 15 -10 29 -9 -19 20 21 -20 34 -2 25 -12 -27 37 -13 -1 31 32 -7 -28 -21 -18 -37 -26 40 -40 -39 42 -42 right_child=2 -3 3 -5 6 7 -8 8 14 10 24 28 13 -15 -16 -17 35 18 19 22 -22 -23 -24 -25 27 26 33 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 38 39 -41 41 -43 -44 leaf_value=-0.0013377496549686991 -0.010415949829048575 -0.00032039896920210725 -0.00076856853417377592 -0.0013872495766886622 0.00068397921827184995 -0.011358873100667542 -0.00020986867309912818 0.00075048166334642228 -0.012121748285337922 0.0025605433268513999 -0.00039676259859542534 -0.0072654792549119215 0.002717368204738905 -0.0016266873888705223 -0.0015871436646469649 -0.00056608044371521935 -0.0006234711588277615 -0.0092328630494684441 -0.012993274310359768 -0.00063803562988751477 0.0022287817857303128 0.00056554197972681142 -0.0028664188048966458 -0.001660826270175123 0.00052680190310995458 -0.018273041653100567 0.005377342113002009 0.00050664577369159702 0.0016140107017513438 0.0074334161676867664 0.0017710792834585369 0.00076813347216611442 -0.001260387973314848 -0.0061759354346507056 0.001178565033889123 0.0049885706058472208 -0.0029005102250819225 0.00039114269765937231 -0.0014733686525894637 0.00068058343826670181 7.5973192173439338e-05 0.00012033787788550855 -0.00080800671698073195 leaf_count=23617 119 148262 20556 6851 25523 198 25223 12393 182 219 3767 456 938 21452 5221 134 104911 138 272 4411 251 152 1027 1317 57908 112 78 190329 125 100 7165 44983 1077 187 4059 390 147 45913 2026 31773 14043 82006 21836 internal_value=0 -0.0186071 0.00891008 -0.00537197 -0.00162899 0.0110008 0.00765911 0.0112361 -0.00724728 0.0122714 0.0106325 -0.101873 -0.0267945 -0.0461628 -0.0609893 -0.230752 -0.0234371 0.00585977 -0.0159218 -0.0121354 -0.13675 -0.259862 -0.0032784 -0.0762518 0.0108325 -0.0329761 -0.235797 0.0112397 -0.171113 -0.0415637 0.0260996 0.0213766 -0.0903837 -0.0886814 0.00742968 -0.0193601 0.0903954 0.007553 0.00483338 0.0176213 0.00219466 -0.00181832 -0.014763 internal_count=911847 299817 612030 78153 71302 533877 50746 532441 28240 504201 450778 800 151555 22390 5537 316 129165 22703 10310 10172 675 424 9497 1436 449978 4144 377 445834 581 23717 53423 46258 1275 265 8470 105448 537 255505 197597 33799 163798 117885 35879 shrinkage=0.0312957 Tree=109 num_leaves=44 num_cat=0 split_feature=20 29 25 21 27 22 27 5 20 6 23 6 26 22 5 21 25 6 22 8 29 23 5 19 13 27 22 23 26 5 8 26 22 22 27 21 27 10 6 8 26 27 5 split_gain=26.3685 12.7904 13.2387 11.7812 10.9499 13.8217 11.3093 10.5274 9.80661 9.5321 10.9142 13.2156 9.40943 8.83873 8.1827 8.02025 20.4655 12.9866 15.9986 13.4858 10.4895 9.89295 13.3245 11.5704 10.9269 13.0983 19.828 17.8216 12.4261 21.7756 11.217 9.19839 8.71587 8.25541 14.3809 11.4377 11.0863 8.08968 17.597 13.3865 10.2583 10.1462 10.7381 threshold=0.7461590226731547 0.12378804449931562 668.25000000000011 9.5000000000000018 22.500000000000004 1133.7500000000002 7.5000000000000009 28.642736434936527 0.89159004213709536 0.89743590834109666 1.3828009087537094 0.40000000347871084 1.0072051877813493 844.25000000000011 22.000092506408695 1.5000000000000002 3174.7500000000005 0.24400562196594397 17601.500000000004 449.50000000000006 0.23369837774192145 1.5581299488103686 73.000766754150405 14919.500000000002 159.80142710601356 2.5000000000000004 5634.5000000000009 0.60188463544846116 1.0048888388111548 101.87070083618165 9841.5000000000018 0.34640721618311848 5036.5000000000009 2060.5000000000005 21.500000000000004 2.5000000000000004 17.500000000000004 0.96498905275184776 0.48717948858151267 3017.5000000000005 0.92024174700555073 7.5000000000000009 94.874771118164077 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 7 4 15 6 -6 8 -2 -3 10 -8 -12 -11 -1 -5 17 32 18 -4 20 -19 22 -18 24 25 26 27 -24 29 -27 -26 -22 33 -17 36 -36 37 38 -35 40 -39 -42 -43 right_child=1 2 3 14 5 -7 9 -9 -10 12 11 -13 -14 -15 -16 16 21 19 -20 -21 31 -23 23 -25 30 28 -28 -29 -30 -31 -32 -33 -34 34 35 -37 -38 39 -40 -41 41 42 -44 leaf_value=-0.00025392471096990154 -0.00038878716781753984 0.0012798787252762433 -0.0025599527100023602 -0.0044396269002093805 -0.00028943261490088846 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650 1455 187 192 1308 735 295 638 1346 4831 62 50 791 128 8227 1140 232 77 434 internal_value=0 0.00220176 0.00242862 0.00667534 -0.00155249 -0.00959251 0.00181727 -0.0695726 -0.014276 0.00428475 0.00700059 -0.0125303 -0.00992873 -0.0133643 0.0321762 0.00545599 0.00343781 0.0164462 -0.044462 0.020247 -0.0831498 -0.0435377 -0.0629095 -0.0896141 -0.0836015 -0.106887 -0.27397 -0.469273 -0.086873 -0.132935 0.0129153 -0.127003 0.0048639 0.00449776 -0.0176133 -0.374685 -0.0150917 -0.0211491 -0.0120565 -0.0801904 -0.173531 -0.218575 -0.139836 internal_count=911847 785521 783046 378884 404162 119365 284797 2475 37861 246936 207322 25142 39614 126326 17290 361594 305495 56099 3295 52804 1232 9001 6710 4937 4862 3917 419 232 3498 2190 945 1005 296494 295148 15972 112 15860 15069 13058 2011 871 743 511 shrinkage=0.0312957 Tree=110 num_leaves=44 num_cat=0 split_feature=16 17 16 17 16 17 16 17 29 27 27 8 16 31 9 8 20 24 25 21 22 14 29 17 27 29 15 15 8 14 22 22 20 9 24 25 14 8 9 25 20 27 22 split_gain=137.276 27.9953 24.0279 17.3915 17.137 18.015 16.539 15.1814 13.5566 15.2576 11.4062 11.2618 10.9123 10.4442 9.29268 8.27453 8.13283 7.6099 10.6433 11.062 10.5188 9.84439 8.50243 13.0143 10.4945 10.072 7.77743 8.40319 10.6679 18.2252 14.8705 7.44276 7.35215 7.32994 7.30376 16.9364 12.2261 17.185 10.6949 8.46507 8.20489 8.38504 7.76509 threshold=200.06195694906424 91.308549801440449 221.93967981703835 51.08927093130729 151.3359608160271 39.366274989976212 212.69599830320854 54.894190192203894 0.82468752826370151 14.500000000000002 36.500000000000007 622.50000000000011 178.72951097550643 2.5000000000000004 0.96196964687274622 497.50000000000006 0.9028031926310468 21.500000000000004 646.25000000000011 11.500000000000002 404.25000000000006 33.582831781319932 0.8111820741878546 54.988394194981744 3.5000000000000004 0.17806642206078702 0.41775134269169961 0.67662899064129112 541.50000000000011 26.660404911479279 590.75000000000011 539.75000000000011 1.3662842638890815 0.96216492566185829 1.5000000000000002 3475.5000000000005 41.63014912234005 2483.5000000000005 0.9519563013181177 30644.500000000004 0.55693985679132785 2.5000000000000004 3832.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 8 11 -6 7 -5 -2 -10 12 -1 15 17 -8 -7 -9 22 19 26 32 -22 23 25 -25 -4 -19 -28 -29 30 -30 -20 -21 -3 36 40 37 -24 -39 -37 41 -36 -42 right_child=2 33 13 6 5 10 14 16 9 -11 -12 -13 -14 -15 -16 -17 -18 18 31 20 21 -23 34 24 -26 -27 27 28 29 -31 -32 -33 -34 -35 35 39 -38 38 -40 -41 42 -43 -44 leaf_value=-0.0011156583418039903 0.00018567701715090242 0.00020402558609714837 -0.001556201970191223 -0.00048480031328723092 0.00038620810153574647 -0.00083432967333222708 -1.0121008949405256e-05 -0.00039169257726365952 -0.00010219623446879611 -0.0011751434783263985 0.00091466403407906437 -0.0025375348028834179 -0.00059753358298029362 -0.00053435071329648964 0.00066494243296612407 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12.6595 9.07861 10.3584 7.90223 7.8437 7.82173 7.5651 16.7055 12.4375 11.7605 9.25606 9.47466 8.31856 7.51327 8.70084 11.0202 8.41585 13.8038 8.28617 threshold=202.28390226374418 79.445314052032856 219.07388995704324 52.926063832374318 151.3359608160271 39.366274989976212 182.48485324528249 21.00000095367432 0.81822013357308265 0.51516749016116992 622.50000000000011 23.500000000000004 1154.2500000000002 58.046533584594734 1.5000000000000002 0.37254509323358143 0.99999216791979961 13.500000000000002 1.0819902016814165 56.486424285495211 0.76432362049549563 4355.5000000000009 159.80142710601356 55.383688094968946 0.73992981291639015 89.191476625098872 1.0889813213420962 214.42824572912491 0.69126169825158534 194.12706261390471 16.500000000000004 2584.5000000000005 53.534748411757242 65.040819980487399 -34.104724884033196 76.422359268595727 0.86070353023513912 7.5000000000000009 -89.940933227539048 1.5000000000000002 1.6837639559691631 2.5000000000000004 243.72134372084585 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 16 10 -6 7 -7 -5 14 -1 18 -13 -14 15 -4 -2 -18 19 37 22 -22 23 -21 -25 26 -26 -10 30 -30 31 32 -3 -32 -34 -36 -33 38 39 40 -11 -42 -40 right_child=2 28 9 8 5 6 -8 -9 27 11 -12 12 13 -15 -16 -17 17 -19 -20 20 21 -23 -24 24 25 -27 -28 -29 29 -31 33 36 34 -35 35 -37 -38 -39 42 -41 41 -43 -44 leaf_value=-0.0011074999738226602 -0.00010559122105415682 0.00024622438180031979 -0.0022299406207066663 -0.00045759419192211418 0.00037821340784197999 -0.00072738296206325832 -0.00049247238469912876 -0.0017445112030634409 0.00022006821883196066 -0.0013318012591867216 -0.0025350834742858047 0.00013578580513079689 -0.0044639918585128256 -0.021537203665150103 -0.00090762605557947031 0.001313586409284541 -0.0001594131920703042 -0.0011224521031022324 0.00012535008569902078 0.0024858532780906257 -0.0087183117629827216 0.0035841869155338003 0.0044503282186296282 0.0043287014528710366 -0.014172276756116611 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0.17806642206078702 161.46558660195026 2.5000000000000004 1.1215729227068705 22.000000000000004 290.50000000000006 0.77203095279505518 76.422359268595727 380.00714267493646 1.0028605484343016 7544.0000000000009 102.01986941984458 622.50000000000011 1.0354168866589231 232.99832977255292 0.25785714026991507 236.90586785496802 684.75000000000011 2060.5000000000005 2695.5000000000005 0.9568494502856868 1.0689196321194663 27.890248298645023 15.500000000000002 41.622576940857051 524.25000000000011 5245.5000000000009 380.00714267493646 3.5831729727797166 1.268350734725445 159.80142710601356 3926.0000000000005 2.5000000000000004 2.5161017411713336 301.00357133746826 2.5000000000000004 0.60838519030221339 38.540356826189004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 4 7 5 -3 16 -2 -8 -10 14 12 15 -14 -6 -12 18 -18 19 -1 22 28 40 -24 25 -25 27 -27 -22 -30 -31 32 35 34 -34 36 37 38 39 -26 -13 -5 -43 right_child=1 2 -4 41 10 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5081 893 784 275 303125 74180 22686 4188 1926 239 195 1687 1157 1075 279 159 378 5067 2211 shrinkage=0.0312957 Tree=113 num_leaves=44 num_cat=0 split_feature=32 11 17 26 12 18 10 10 11 11 24 12 28 8 17 22 14 28 22 8 26 26 22 11 19 26 28 28 19 19 19 22 19 18 19 28 14 14 26 8 21 18 28 split_gain=18.2223 19.77 11.5574 10.2412 11.2613 10.6834 9.5293 9.71068 11.8455 10.0121 9.54311 12.2529 8.96967 8.43069 9.53148 8.70352 8.85145 9.95784 7.99856 10.0918 8.43291 9.05673 8.37151 7.67082 10.0224 7.87549 12.0927 7.26339 7.14556 10.9421 8.47328 7.1028 6.86403 6.80057 6.58952 6.44588 8.73 10.4976 10.6722 10.7667 8.54676 7.261 6.87749 threshold=1.5000000000000002 0.92717580669595534 91.308549801440449 0.50474781628627785 56.659902576697327 2.5000000000000004 0.64583733637231988 0.96838773326286953 0.43015844498057942 0.78032562424283225 24.500000000000004 101.4736110756821 463.75000000000006 269.50000000000006 49.690083587687944 700.25000000000011 11.101984155940137 767.25000000000011 2164.2500000000005 2837.5000000000005 1.1418279951800119 0.95968457176614164 965.25000000000011 0.74075340730607497 32676.000000000004 0.86098870403803152 4314.0000000000009 583.25000000000011 340.25000000000006 489.25000000000006 607.25000000000011 535.25000000000011 854.75000000000011 6.5000000000000009 52360.000000000007 411.75000000000006 14.17474166719405 18.570739422246184 0.96535043268106346 740.50000000000011 7.5000000000000009 4.5000000000000009 988.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 13 5 -5 10 33 -9 -10 23 12 -12 15 -15 27 -17 32 22 20 21 -20 -11 24 25 26 31 -1 -4 -30 -31 -6 -18 35 -26 41 -37 38 39 40 -38 -8 -40 right_child=-2 -3 28 4 6 -7 7 8 9 18 11 -13 -14 14 -16 16 17 -19 19 -21 -22 -23 -24 -25 34 -27 -28 -29 29 30 -32 -33 -34 -35 -36 36 37 -39 42 -41 -42 -43 -44 leaf_value=0.00016698885940474452 -0.00049612830886905607 0.00071234303796136045 0.0085601986359351463 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1766 1945 1633 30 1443 232 169 2173 156225 98 28273 147 11996 424 1081 7234 5363 260 235 33 5288 30003 458566 8549 291 12243 86 167 internal_value=0 0.00130819 0.000217731 -0.000182474 0.000834772 -0.053213 0.0011178 0.00329641 -0.0264351 -0.0412345 -0.00485482 -0.0595575 -0.0387949 -0.0128406 -0.0259754 -0.00199138 0.033848 0.0608069 -0.0128545 -0.0651405 -0.199415 -0.350447 0.0164908 -0.00396356 0.00911542 0.0101134 -0.0176507 -0.00948668 0.0361271 0.0327315 0.0407219 -0.0123112 0.104642 0.00390507 -0.266985 0.00382903 0.003329 0.00290973 -0.0106634 -0.00413141 -0.002811 0.0283548 -0.0425414 internal_count=911847 845084 804207 795343 736181 3835 732346 536609 10765 8978 195737 3138 2826 59162 26762 32400 5604 3838 5213 1874 431 199 3339 192599 36374 36243 7970 26796 8864 8739 8315 7823 2205 525844 131 525609 515107 509819 51253 42537 42246 10502 8716 shrinkage=0.0312957 Tree=114 num_leaves=44 num_cat=0 split_feature=16 16 30 9 20 20 7 25 21 0 29 29 0 16 29 21 19 16 15 21 25 13 24 26 24 20 24 25 7 6 29 15 13 29 24 19 25 26 28 20 24 28 26 split_gain=114.085 18.2016 14.6932 10.6422 10.3973 12.7241 10.1662 14.1177 10.4469 9.85844 9.05095 8.45448 8.36814 7.96255 7.91591 7.82427 8.99472 7.31167 6.95156 11.5111 25.4212 7.96196 7.32581 6.49621 6.34796 6.25264 6.1998 10.0348 16.9924 14.1783 13.1997 14.1975 7.51932 25.2067 7.81288 6.54756 6.20697 14.8336 6.14233 6.066 6.04712 5.82636 7.55854 threshold=209.82766965004888 195.22775975261143 1.0000000180025095e-35 0.89107021459962643 1.199701933269256 0.53565481819598659 -1.0000000180025095e-35 248.25000000000003 3.5000000000000004 26.000000000000004 0.78381264833170472 0.087957119080284377 46.500000000000007 102.01986941984458 0.17806642206078702 14.500000000000002 293.25000000000006 165.6699624990936 0.81290085853583449 5.5000000000000009 906.25000000000011 23.795307674902002 8.5000000000000018 1.0001196458482893 9.5000000000000018 0.55693985679132785 1.5000000000000002 1194.5000000000002 -89.940933227539048 0.51612903325044168 1.6815315374249347 0.4990990190490131 44.198376481721468 0.87809355544337886 4.5000000000000009 12317.500000000002 1416.7500000000002 0.56154155578934351 511.75000000000006 1.2525069701540292 29.500000000000004 696.25000000000011 0.43787584810614738 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 -1 5 23 11 8 -8 -7 14 -2 13 25 -9 38 -17 39 -12 -20 21 24 -22 -4 -21 -5 -13 41 29 30 31 36 33 -30 -35 -31 -29 -38 -16 -15 -40 42 -28 right_child=2 -3 4 12 -6 9 7 10 -10 -11 18 26 -14 17 15 16 -18 -19 19 20 22 -23 -24 -25 -26 -27 27 28 32 35 -32 -33 -34 34 -36 -37 37 -39 40 -41 -42 -43 -44 leaf_value=-0.0015282231710693362 -0.0088988172509043648 -0.00019543299974308966 -0.00055569137038797992 -0.0012225966357322375 -0.0013330067643709561 0.00066763522814740545 0.00086500158161036751 -0.0021961152498103259 -0.0067114274368089005 -0.00021641776234966869 0.00021865291343551828 0.0012577605045081335 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7.44735 7.36971 8.09744 8.73454 9.69788 11.873 8.51245 7.39488 7.58463 12.5076 9.61672 7.91597 11.721 12.2454 7.10859 6.89903 8.34078 6.52279 13.2738 6.62709 6.51159 6.4848 10.2506 12.3221 6.65649 23.8881 threshold=0.17806642206078702 0.77272728288249015 0.94850729674305601 564.75000000000011 79.445314052032856 76.422359268595727 1.0000000180025095e-35 144.00006103515628 1.5000000000000002 222.78696441650393 33.661484798063661 0.91543935753219785 79.445314052032856 299.78752136230474 6.5000000000000009 2.5000000000000004 51.162392962914588 27.500000000000004 6.5000000000000009 70.669290758702672 26.98280239105225 806.50000000000011 22.500000000000004 891.75000000000011 26.500000000000004 486.25000000000006 48.500000000000007 0.91443032489400078 45.500000000000007 21.500000000000004 399.25000000000006 3.5000000000000004 0.65770081783131529 15.363003257668689 35.577233936711899 179.86584472656253 31676.000000000004 44.513720467589302 17.994492530822757 22.500000000000004 610.25000000000011 47.500000000000007 1.2701311939844053 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 8 11 10 -6 38 -8 -2 16 -4 -3 17 34 15 18 -10 -13 -12 20 21 22 23 -20 25 28 -27 -28 29 -24 -31 -26 33 -33 35 -9 -36 -38 39 40 -5 -40 -43 right_child=1 3 4 6 5 -7 7 13 9 -11 14 12 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 24 -25 31 26 27 -29 -30 30 -32 32 -34 -35 36 -37 37 -39 41 -41 -42 42 -44 leaf_value=-0.00084745405592785272 0.00073104244437877683 -0.00073699749740844069 0.0010103237704552094 -0.0013190935123630274 0.0010431323414491266 0.0046658718386041473 -0.00039384151157733483 -0.017465812516467023 -0.00011833114062092571 -0.013095083910195491 -0.00018067169869016679 -4.5771797330100604e-05 0.0042029746407171746 0.0025400788417572107 0.0051943106721505216 -0.0010119649160427362 -0.00061975380895920508 -0.0012508719506500075 0.00033691245784905584 0.00098729584268106123 -0.00038266963830323571 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5.34907 5.24743 threshold=210.42576554464708 79.445314052032856 168.35331412576178 480.50000000000006 46.594792710634444 193.44309237030765 2.5000000000000004 145.50000000000003 0.9651010969917897 56.360587801314971 0.65770081783131529 60.77326923278887 41.195974349975593 229.25122116223594 47.164364727244156 224.90740407077888 49.824386812585722 220.83105993978964 52.413913272921512 23.055944915687771 219.47966933930016 1.7877203155186845 27.997787475585941 1.5000000000000002 0.88355125856875427 368.50000000000006 33.18843168524662 245.96194077712565 28.000000000000004 539.75000000000011 46.00000190734864 225.90137687109205 37.782686833593523 147.23207668634595 0.88000000120631328 5634.5000000000009 78.532390176055472 160.00357133746823 110.02085766965013 1.0001115573404731 45.053193787608869 18206.000000000004 0.375000013930681 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 32 23 30 7 -2 36 21 11 -9 -13 14 31 16 20 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317934 300335 65369 234966 214430 593913 571494 17599 135827 568567 30084 492 538483 302275 251378 203029 152400 119134 67041 50629 90972 236208 20536 15714 12985 2729 21002 6400 44855 78603 50897 44367 16243 8298 3273 11199 7994 3205 1978 35588 1580 33679 shrinkage=0.0312957 Tree=117 num_leaves=44 num_cat=0 split_feature=13 28 22 32 18 17 28 17 26 14 15 18 12 28 28 24 27 14 27 22 14 4 15 18 26 25 27 21 25 4 26 12 12 13 22 15 22 28 27 13 24 21 22 split_gain=14.8647 10.9393 14.7631 13.8226 11.649 9.77279 9.65831 9.30732 8.43677 8.5567 8.41015 7.58797 7.4463 12.3035 7.37068 12.4867 9.1151 10.64 8.41582 10.9478 8.81486 12.3285 7.64449 10.1572 8.43507 9.20952 7.36652 7.26695 14.7255 13.1 10.5684 8.95185 10.9339 8.72151 8.09083 9.22022 12.5546 9.92334 7.67708 7.01408 10.1312 7.86693 7.27072 threshold=26.290629098055756 751.25000000000011 610.25000000000011 1.5000000000000002 4.5000000000000009 79.445314052032856 583.25000000000011 45.842863556788274 0.33183806195927007 24.744137641865681 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24139 9673 5212 1483 3729 2070 16657 7270 367 6903 shrinkage=0.0312957 Tree=118 num_leaves=44 num_cat=0 split_feature=20 11 7 25 21 27 20 29 4 8 20 24 7 25 7 7 28 1 13 29 25 11 14 14 14 12 11 24 28 14 13 1 11 27 28 27 27 4 12 30 4 4 20 split_gain=17.438 14.9112 15.7835 14.1606 17.5451 11.2141 10.187 10.3931 9.44401 9.06748 8.27153 8.002 23.6487 19.0284 21.8902 13.0878 14.7889 12.2582 11.9966 13.0376 12.5741 10.3535 8.55841 8.15583 7.7938 21.1198 13.6275 10.3707 10.0233 9.52865 7.89394 12.1 12.391 8.00103 7.79155 7.31007 6.97011 6.88841 6.75329 6.63726 8.62967 9.22566 9.95935 threshold=0.63247572278195829 0.92717580669595534 -1.0000000180025095e-35 248.25000000000003 3.5000000000000004 6.5000000000000009 1.1195709684840123 0.087957119080284377 6.0232255458831796 772.50000000000011 0.82943373832076672 1.5000000000000002 -89.940933227539048 5605.0000000000009 -61.173274993896477 -75.900794982910142 2856.5000000000005 361.50000000000006 131.13110462485221 0.72001964636542248 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199 36035 57 1179 703 50 76 262 275 64 869 70 54523 293 34108 12574 8580 28665 internal_value=0 0.00141497 0.000468469 -0.00344884 -0.0919899 -0.00308928 0.00560933 0.00801495 -0.0173538 -0.00131472 0.00619267 0.00829262 0.0307145 0.0070343 -0.0443066 -0.125507 -0.0842172 0.0454913 -0.266072 -0.419742 -0.113597 -0.046173 -0.0754761 -0.30724 -0.0184683 -0.0245829 -0.0197952 -0.136323 -0.104196 -0.121063 -0.191529 -0.0857584 0.00139932 -0.27811 -0.176519 -0.0068525 -0.0068844 -0.00648051 -0.267612 -0.0132934 -0.00652242 -0.00239394 -0.0103008 internal_count=911847 822483 783754 444811 1799 443012 338943 284218 49015 393997 114236 283620 15071 268549 7030 2255 1743 13230 512 255 257 1489 1841 254 48701 39478 37856 1622 1821 1565 862 388 312 474 576 1032 54725 54655 357 89364 55256 49819 37245 shrinkage=0.0312957 Tree=119 num_leaves=44 num_cat=0 split_feature=16 16 9 27 11 14 20 23 30 10 27 6 24 19 19 19 24 27 21 23 23 9 11 21 9 20 11 20 5 27 21 16 26 6 14 12 26 14 21 14 12 12 26 split_gain=96.7515 16.8684 10.7339 8.33165 7.69871 14.9696 7.65212 10.1788 8.2455 8.44197 8.09601 8.23804 12.0337 9.87738 8.77035 8.16327 8.13706 7.47534 19.5524 8.04585 7.39776 7.29334 11.6967 9.05833 7.29575 7.21778 6.81586 6.69504 6.99115 14.6871 18.9507 10.3718 6.52458 6.44991 10.3833 8.55407 6.3624 7.77705 6.33695 18.4166 10.384 8.47061 12.7811 threshold=200.06195694906424 216.07258094273058 0.88177792514962239 36.500000000000007 0.60873764887659743 53.840360136595571 0.55693985679132785 0.67173766579749949 1.5000000000000002 0.92984438332231001 27.500000000000004 0.65526107953565649 22.500000000000004 293.25000000000006 694.25000000000011 736.25000000000011 26.500000000000004 47.500000000000007 10.500000000000002 0.80692887666016955 2.1170892961229595 0.96592630834241577 0.71414161762671047 2.5000000000000004 0.97921111651965054 0.41601822820556938 0.46575502880166686 1.0819902016814165 81.84830474853517 22.500000000000004 2.5000000000000004 239.8826264066949 1.0120537809866554 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6.17401 9.32393 8.56496 6.80528 6.16629 6.70981 7.09786 6.8208 6.05955 5.92075 16.9274 5.8233 5.69072 5.77376 5.65495 5.5341 5.49925 5.12513 threshold=203.52156607789863 84.691539806236122 147.23207668634595 40.175556011952089 227.5324521106007 48.328090733759417 217.83694930493121 52.926063832374318 180.69597970335678 0.94178121673500614 0.97465521211170703 0.69126169825158534 194.12706261390471 1.0894707039399181 20.315780747416376 68.718325092323951 3522.5000000000005 1.8492407337149044 140.39713790702447 825.75000000000011 2454.2500000000005 39.366956349572753 0.85866936541329453 0.53214794826978629 16.500000000000004 1.3532659488013004 10.500000000000002 35.628490309163404 14.500000000000002 102.01986941984458 0.95238382966479651 279.29693685229773 3.0901678115694309 0.82153208449138626 -51.340192794799798 0.8254947174152959 221.1967279475229 2.5000000000000004 486.25000000000006 1.8939837414927896 0.75549256779449481 57.743075036228056 47.485256117799331 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 14 -4 5 25 7 17 9 -5 11 18 15 42 -1 33 -17 -7 19 -3 21 24 23 -22 34 37 -27 36 -29 30 31 32 -16 -13 35 -21 39 38 -2 -28 -36 -15 -10 right_child=4 10 3 8 -6 6 -8 -9 13 -11 -12 12 -14 41 29 16 -18 -19 -20 20 22 -23 -24 -25 -26 26 27 28 -30 -31 -32 -33 -34 -35 40 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.001004664919662076 0.0007734516343840894 0.0017758369751344494 0.00027276241954097197 -0.00072509528589811642 0.0003528212221797509 -0.00037461407964454546 0.00041545885759359087 0.00021352816214908972 0.00053231044901318235 -0.0016460937108182683 0.0025594825449603178 -0.00068459966946425696 -0.01110148064172853 -0.0012515443741541188 -0.0032229240251749024 0.0047143893215716246 -0.0034131654680717282 -0.0022274085419891785 0.0032978505282951704 0.0016742608341441386 -0.0063131008844226396 -0.010365620095940479 -0.0020179677955790114 0.0039163309349948819 0.0035879154087195804 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36.96572563643474 6.5000000000000009 5.5000000000000009 24.500000000000004 0.71428566291371609 521.25000000000011 103.23097038856282 1.2963885128850274 0.89743590834109666 495.25000000000006 0.43482986427915843 15.500000000000002 1.2411388044579537 3.3580193081314071 279.29693685229773 0.51516749016116992 0.73669166866648639 0.53370029377025363 66.297485351562514 254.25483399593909 787.25000000000011 0.63518917589175905 8.5000000000000018 0.17806642206078702 0.20414616015159612 379.25000000000006 2.1170892961229595 10.500000000000002 0.94736842478864081 21.329359177239152 111.72931727772111 4.5000000000000009 52.999151460681162 0.57470737591790733 208.25000000000003 0.048968334849725424 3.5000000000000004 0.25785714026991507 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 17 6 8 28 -7 -6 11 -11 -10 13 35 16 -14 -15 18 19 -1 26 -22 23 25 -25 -23 -3 -28 30 -30 39 -31 -33 34 -34 -5 -17 -38 -39 41 -41 -2 -24 right_child=1 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355 7512 814 320290 318911 1379 318625 2557 918 872 153652 14981 12199 3124 622 272 350 221956 shrinkage=0.0312957 Tree=122 num_leaves=44 num_cat=0 split_feature=16 16 9 32 29 29 7 1 7 29 11 1 5 9 11 23 6 29 0 19 10 11 9 12 13 11 11 10 0 11 13 22 23 11 1 11 10 22 11 9 16 29 0 split_gain=82.2381 16.0585 9.80563 9.08825 7.50077 8.6508 8.37304 12.0861 7.83356 9.29115 7.37555 12.5388 9.21305 7.47895 7.41097 7.06011 12.1038 6.65137 7.23293 6.6483 11.124 6.25877 6.7243 5.94576 5.99182 7.10419 5.92926 6.88164 5.57084 5.56292 5.63807 5.51839 5.48856 5.454 6.13202 5.3895 6.93164 7.58442 6.4215 5.31944 5.20716 5.12015 7.30945 threshold=197.99880589822121 215.38448456305602 0.89107021459962643 2.5000000000000004 0.80661417425354565 0.17806642206078702 -1.0000000180025095e-35 290.50000000000006 -79.196342468261705 1.3189667056414514 0.60873764887659743 2632.5000000000005 58.18919754028321 0.96526820210419317 0.71818913775435522 0.43831833761782352 0.60000000418864696 2.3431326214153478 29.500000000000004 6662.5000000000009 0.9517636313539336 0.70321108336787208 0.94850729674305601 245.96194077712565 83.56867757821756 0.82501221896383192 0.92717580669595534 0.96838773326286953 29.500000000000004 0.62197207466250803 175.12821218348347 8230.5000000000018 0.74643365893365898 0.80833747103608089 2784.5000000000005 0.46575502880166686 0.96838773326286953 866.25000000000011 0.48925784972365166 0.97921111651965054 151.3359608160271 1.5484791676810963 46.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 17 32 4 5 -3 8 -8 -6 -10 11 12 -4 23 39 16 -9 21 -19 -13 -21 22 -2 24 40 -26 27 -17 -7 30 -29 -25 -1 34 -16 -11 -37 -38 -39 -15 -12 -40 -43 right_child=1 3 10 -5 6 28 7 15 9 35 13 19 -14 14 33 26 -18 18 -20 20 -22 -23 -24 31 25 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 36 37 38 41 -41 -42 42 -44 leaf_value=-0.00055195250695153607 -0.00014298747502652421 -0.0012687313516313143 0.00034525234832226247 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8475 41317 220504 196 667 2083 634 67 152350 15338 977 466 225 26210 52 24008 1973 44 434 8915 52712 68 45819 266 44 435 1210 59722 1261 253 internal_value=0 0.00505874 -0.0178098 0.00787912 0.00845948 0.0175622 0.00685993 0.0030589 0.0118874 0.0149453 -0.0158933 0.0120508 -0.00578739 -0.0172988 -0.0118001 0.00333356 -0.140037 -0.00296236 -0.0517749 0.0902141 0.0160158 -0.00222446 0.0110908 -0.0249059 -0.0236733 0.069008 0.00353123 0.00185595 0.0194959 -0.0555475 -0.290618 -0.0892068 -0.0431378 -0.0145112 -0.0231034 0.00405989 0.00116799 -0.0529086 -0.0317401 0.0145398 -0.0245516 -0.0232114 0.00426232 internal_count=911847 709846 202001 525182 515155 76995 438160 249514 188646 153974 187791 8993 7322 178798 103782 249126 343 184664 2750 1671 701 181914 29564 75016 73605 691 248783 222573 74515 2069 96 1411 14210 94097 41385 51954 48078 2259 1993 9685 72914 1949 1514 shrinkage=0.0312957 Tree=123 num_leaves=44 num_cat=0 split_feature=32 11 7 9 25 21 21 11 25 7 25 7 12 25 10 21 14 14 14 7 10 23 12 13 1 7 13 18 21 14 28 14 23 18 21 28 28 28 14 28 14 23 11 split_gain=11.2836 14.1561 14.5783 20.6763 12.003 19.5526 9.17603 8.58808 8.34426 7.5271 15.7105 12.1748 9.76482 8.7769 7.15921 6.76619 7.92191 8.71826 7.43539 9.74833 8.28072 7.03828 8.07074 19.2111 12.1934 9.67479 8.21831 6.67236 10.212 12.0762 7.28314 8.63064 9.29123 7.40607 7.28347 9.27195 6.52779 6.42241 6.36964 6.31942 7.73772 17.0787 11.158 threshold=1.5000000000000002 0.92717580669595534 -1.0000000180025095e-35 0.95155336278061042 248.25000000000003 3.5000000000000004 2.5000000000000004 0.83036594815440978 15263.500000000002 -68.72607040405272 3174.7500000000005 -73.275245666503892 480.4543648263006 4127.5000000000009 0.96498905275184776 1.5000000000000002 35.056371880140489 27.632470075284161 162.09666915590856 -61.649673461914055 0.80402564928242726 1.268350734725445 237.8198051533947 100.01108868472387 3926.0000000000005 -50.440332412719719 194.12706261390471 3.5000000000000004 11.500000000000002 33.582831781319932 698.25000000000011 30.818508180204937 0.96096375185594529 6.5000000000000009 8.5000000000000018 470.25000000000006 495.75000000000006 531.25000000000011 48.962936752620813 1668.2500000000002 48.962936752620813 0.99999216791979961 0.67842508798391166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 6 5 -4 9 39 14 10 -1 -12 13 -13 -5 18 17 -17 -11 -20 -21 22 25 24 -24 -18 -25 28 36 -30 33 -32 -33 34 37 -36 -9 -29 -2 -6 42 -42 -41 right_child=38 -3 4 8 7 -7 -8 27 -10 15 11 12 -14 -15 -16 16 21 -19 19 20 -22 -23 23 26 -26 -27 -28 30 29 -31 31 32 -34 -35 35 -37 -38 -39 -40 40 41 -43 -44 leaf_value=0.00032784205828584811 -0.00048036889600600242 0.00059842294024485424 0.00016869391934486299 0.00034096921760987196 -0.00022100317712649113 -0.0062129475911434215 -0.00037203530301682886 0.00043196959456698981 0.0028060888034518467 0.0011072923856543047 -0.0015234358934149549 -0.0019286864232211025 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13.1353 17.4673 13.5066 9.2108 9.04534 8.47821 7.4245 7.41279 9.19782 6.9268 6.62264 7.22508 6.15664 6.05822 6.05489 6.02253 5.84584 5.95094 7.0206 18.0506 15.3965 5.69545 11.5069 6.77094 8.22828 5.68639 threshold=200.06195694906424 79.445314052032856 218.25456931519926 52.926063832374318 147.23207668634595 40.175556011952089 0.80661417425354565 174.60166068631381 0.97465521211170703 0.81822013357308265 209.82766965004888 55.681765313066883 0.99798944344115936 279.29693685229773 49.824386812585722 225.74002190154513 1148.2500000000002 1.5000000000000002 56.486424285495211 228.13445973585792 0.34567902229548569 1.1585513846952089 -84.779216766357408 48.026597961764061 0.85073429002659273 0.5042010820385453 7771.5000000000009 -89.940933227539048 309.50000000000006 60.77326923278887 0.82912510907142944 1.1215729227068705 52.926063832374318 0.77723371610768843 229.33452377915611 4795.2500000000009 3660.7500000000005 0.97795345026316161 47.561820331076397 228.4541206708092 232.53526728272314 0.99999216791979961 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 6 12 -6 -2 -7 30 29 11 -11 -1 -14 15 23 -16 32 19 -19 -20 -21 -22 -4 25 -17 -24 33 -29 -5 -3 42 -18 -26 -35 36 -36 -38 39 -30 -40 -42 -9 right_child=2 8 14 9 5 7 -8 31 -10 10 -12 -13 13 -15 16 24 17 18 20 21 22 -23 26 -25 27 -27 -28 28 38 -31 -32 -33 -34 34 35 -37 37 -39 40 -41 41 -43 -44 leaf_value=-0.0010157745695864933 9.2256366395242209e-05 -0.0005132943865727112 -0.00068493977369611832 -0.0001894930590403912 0.00028849304273173511 -0.00098274554388408332 -0.00057417385842355141 -0.00042549496566400839 0.0022988716661843322 -0.0004483190459697319 0.00053857573534046312 0.00045357273049095203 -0.0026042716171882753 0.0093633425102906294 0.00062114428482144216 -0.00026184404237916524 2.1463121490448128e-05 0.00022910713660663032 0.0032508763213488349 -0.0075961856476119268 0.004956954581748026 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7.06634 6.93935 threshold=209.82766965004888 79.445314052032856 155.10766292865273 44.028164129298489 190.92101247796015 20.143488883972172 1.0000000180025095e-35 1.4024526960516244 222.78696441650393 21.00000095367432 0.69126169825158534 22.500000000000004 0.72000000341196901 0.17806642206078702 0.73123697966186219 58.398269071881039 0.74075340730607497 52.413913272921512 220.83105993978964 0.79621152092334846 60.77326923278887 1.5000000000000002 49.690083587687944 225.74002190154513 379.25000000000006 38.500000000000007 56.360587801314971 21.45278358459473 627.25000000000011 0.55264087781290694 45.000905990600593 16.500000000000004 2454.2500000000005 39.366956349572753 0.39782807547459692 48.097002929170351 16.500000000000004 117.3405113220215 0.71818913775435522 3.5831729727797166 36.500000000000007 0.44983331688434175 1.8455813116206936 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 9 -1 11 -8 36 40 31 13 -13 -2 15 -15 28 18 -16 20 -19 -22 23 35 25 -14 27 -6 -17 30 42 32 33 -3 -33 -20 37 39 -39 -9 -5 -27 -25 right_child=6 10 3 4 26 -7 7 8 -10 -11 -12 12 24 14 17 16 -18 19 22 -21 21 -23 -24 29 -26 41 -28 -29 -30 -31 -32 34 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.0007516087684660979 -0.0021768368355778462 -0.00012096523333396526 0.00029745623122894141 -0.0005827005544490378 -0.00012175118177173572 -0.0019582518866944039 4.7218081500597348e-05 -0.00039824352030698066 -0.012417412294738644 -0.0011742472366402328 -0.00033514586062580978 9.396031738657907e-05 -0.011264384135329175 0.00077445780044188626 -0.0003861013516054156 -0.0090308472178391892 -0.0065962381412175263 -0.00041145850590677645 -0.0007954943376221427 0.00066937454265511413 0.0052520523306754325 -0.0095134941225201441 0.00080182776575061566 -0.0011849513158853789 -0.0014096752520186705 -0.010328660395863856 8.4840353695855083e-05 -0.00079862511026829012 0.0028123421872248032 0.00030963963730125767 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internal_count=911847 310859 293374 258144 232572 35230 600988 76161 16482 88153 17485 524827 27886 496941 495582 51717 1188 443865 378379 65486 4099 384 322903 292551 5448 527 144419 95381 558 251899 544 11700 7134 4220 4566 40652 16399 11131 1128 10003 56243 294 483 shrinkage=0.0312957 Tree=126 num_leaves=44 num_cat=0 split_feature=0 25 20 8 22 13 21 15 14 15 21 7 25 7 15 28 25 21 21 28 28 7 4 22 22 30 7 14 13 12 15 14 21 28 20 25 28 5 8 8 7 32 15 split_gain=27.3463 11.6248 10.0994 13.147 9.56005 9.50811 8.86541 8.40482 8.34151 7.42537 7.5393 6.84542 11.5387 14.6396 11.0371 9.24357 8.2355 13.4823 7.60946 7.41514 8.30535 6.98269 7.45522 6.43264 10.1536 6.27878 6.21437 6.15183 7.81169 7.56176 6.06655 6.18121 7.91582 6.17858 5.8737 5.65266 6.12579 6.51145 6.18333 5.48421 5.45769 5.36972 8.26917 threshold=29.500000000000004 676.25000000000011 0.56783693851106398 453.50000000000006 8230.5000000000018 30.376341376378665 9.5000000000000018 0.46708306150079781 30.436496580254694 0.75410536774208092 15.500000000000002 -16.699242591857907 1194.5000000000002 -61.649673461914055 0.79004012658393896 589.25000000000011 248.25000000000003 3.5000000000000004 2.5000000000000004 10716.000000000002 2042.2500000000002 -89.940933227539048 18.481175422668461 1271.2500000000002 891.75000000000011 1.5000000000000002 -88.527416229248033 53.840360136595571 89.191476625098872 206.56549416771887 0.24302223975972273 39.366956349572753 1.5000000000000002 684.25000000000011 0.40304442413398045 2159.5000000000005 1271.7500000000002 33.988233566284187 740.50000000000011 490.50000000000006 -78.662040710449205 1.5000000000000002 0.37254509323358143 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 3 41 -5 -3 30 26 39 -9 -11 12 19 14 21 -16 17 -13 -15 20 -4 -14 -23 24 -17 -25 34 29 -29 35 31 32 -7 -32 -2 36 -20 38 -38 -8 -27 42 -1 right_child=1 5 11 4 -6 6 8 9 -10 10 -12 16 13 18 15 23 -18 -19 27 -21 -22 22 -24 25 -26 40 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2256 1984 1264 52 8008 137 33750 17441 shrinkage=0.0312957 Tree=127 num_leaves=44 num_cat=0 split_feature=16 16 32 18 0 28 15 11 20 9 11 4 28 8 12 11 5 13 25 14 14 25 8 11 16 0 15 19 18 7 14 28 28 25 28 28 0 18 4 28 28 16 4 split_gain=67.8429 11.52 9.49551 8.06765 7.98322 9.17605 7.7703 7.20526 7.72778 7.51722 7.63802 8.36205 7.89125 6.94897 8.49547 7.17817 7.92442 8.31734 6.97197 6.80936 6.65627 11.9373 7.93549 6.62688 6.17746 11.7391 6.02583 5.98413 5.46085 6.44078 5.43066 5.36195 5.23041 9.19202 5.97843 5.17255 5.02318 5.0176 7.62476 5.57572 5.16178 4.94718 4.76425 threshold=209.82766965004888 173.38481234780122 2.5000000000000004 6.5000000000000009 33.000000000000007 692.25000000000011 0.25785714026991507 0.80001354829968852 0.98442637087820295 0.85439898271919923 0.61354502688172052 55.002668380737312 3398.5000000000005 151.50000000000003 84.402543263816625 0.76569727956534561 49.481761932373054 48.906357571349808 884.75000000000011 14.417899252868493 39.366956349572753 3795.5000000000005 1923.5000000000002 0.46575502880166686 230.03795768307324 24.000000000000004 0.34861573421288544 4943.5000000000009 3.5000000000000004 -7.0707590579986563 18.075626707340675 9146.0000000000018 2259.2500000000005 1289.7500000000002 2856.5000000000005 3660.7500000000005 11.500000000000002 2.5000000000000004 18.330466270446781 309.50000000000006 887.25000000000011 161.46558660195026 21.865065574646 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 13 28 20 8 -1 -10 11 12 32 -2 18 16 26 -18 37 35 21 22 -7 -19 25 -21 -16 -23 -6 -30 -31 -28 -11 -34 -35 -17 -9 38 -15 -39 -41 -13 -3 right_child=2 42 -4 -5 5 6 -8 36 9 10 -12 41 -14 14 15 19 17 23 -20 24 -22 27 -24 -25 -26 -27 31 -29 29 30 -32 -33 33 34 -36 -37 -38 39 -40 40 -42 -43 -44 leaf_value=-0.00049566706600779784 -0.0011633459692190137 -0.00012695801085806088 -0.00068519901646709792 0.0048377243420334648 -9.7624242877331771e-05 0.0012902601154802587 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116 1132 1076 7274 37 62 175 204 23 25069 266 12193 29526 46 203 98626 internal_value=0 -0.0119929 0.00620152 0.00676404 0.00667138 0.00141731 0.00809311 -0.0216839 -0.0279867 -0.0387247 -0.0340333 0.00403028 -0.0171697 0.0092526 0.0096318 0.00755811 0.0143262 0.00185889 0.0200953 0.00431244 -0.0331464 -0.0531945 -0.0366466 0.00258539 0.0038915 -0.00213026 0.0203275 -0.261867 -0.00567072 -0.0284272 -0.0380234 0.0209264 -0.000873394 0.100267 0.0418739 0.0775576 -0.00868891 0.0220338 0.0305825 0.0126541 0.0139506 0.0925483 -0.00817107 internal_count=911847 311035 600812 589019 588650 193922 99865 87971 59239 31445 28794 4456 3595 394728 391530 326770 105913 34416 64760 220857 4369 3457 3203 34341 219595 95934 71497 254 94057 9482 8350 71194 3207 441 379 1262 28732 62576 32738 29838 29572 861 223064 shrinkage=0.0312957 Tree=128 num_leaves=44 num_cat=0 split_feature=16 17 16 1 17 9 11 31 11 27 28 27 20 18 27 28 15 20 27 28 27 15 21 28 13 20 15 1 5 18 1 28 17 13 16 1 5 11 11 8 26 1 1 split_gain=60.7719 18.0946 15.0213 12.4554 11.6757 10.1549 8.80358 8.09559 8.05962 7.87334 11.22 7.52497 7.49201 7.27557 8.13146 13.9487 9.01059 11.6021 11.6065 8.3533 10.6235 13.9168 7.65478 8.32884 7.40121 8.77804 7.17084 7.08003 7.00797 6.60258 7.6076 6.53826 6.52249 6.4861 6.4671 6.42232 6.32264 6.1986 6.15974 6.15085 6.07689 6.06466 7.73632 threshold=211.89056301531215 75.284591003700555 175.61045066045071 455.50000000000006 46.513991819716338 0.96275937606224271 0.71414161762671047 2.5000000000000004 0.65463540254811614 33.500000000000007 457.25000000000006 20.500000000000004 0.26933634945421553 6.5000000000000009 31.500000000000004 449.25000000000006 0.70861382671209172 1.0222797347256674 44.500000000000007 704.25000000000011 35.500000000000007 0.55332525445815917 15.500000000000002 623.25000000000011 36.455374124018483 1.0265646518994034 0.43863129245175331 372.50000000000006 91.29203033447267 3.5000000000000004 567.50000000000011 700.25000000000011 48.398660637099198 80.898261112448054 156.84877049180332 856.50000000000011 42.231266021728523 0.9055972027972029 0.78409604171799308 368.50000000000006 0.77203095279505518 145.50000000000003 392.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 32 12 8 -7 13 -3 11 -11 -6 -4 14 41 -16 19 29 40 20 21 24 23 -20 27 -26 -14 -17 -5 30 -18 -13 34 36 -1 -8 -22 39 -33 -28 -19 -2 -43 right_child=7 5 4 28 9 6 35 -9 -10 10 -12 31 26 -15 15 16 17 18 22 -21 33 -23 -24 -25 25 -27 37 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.00059563530584291345 -0.0010818302253603014 0.00063377115357408172 -0.00075068199474536605 -0.0011277837449917537 -0.00025231012448894558 0.002122815924144093 -0.00074467675623873526 -0.00043585620906040975 -0.0010308889586825209 -0.0057678634573189386 0.00072471699328559096 -0.00090617632870963283 0.0027945954749339502 0.0047037445298842113 -0.0031054323694270679 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6.92146 6.79129 17.7903 9.03165 7.43839 9.74602 9.27673 6.3091 6.16879 6.12322 6.08048 9.33198 5.73638 5.66263 5.58884 5.48617 6.0625 5.52855 threshold=29.500000000000004 55.500000000000007 0.59756749734979164 453.50000000000006 14.500000000000002 684.25000000000011 30.376341376378665 0.44663206937339067 22.500000000000004 0.7887964522773111 2.5000000000000004 350.50000000000006 847.75000000000011 1.5000000000000002 0.64331620714272097 1070.2500000000002 5.5000000000000009 0.73008440843254574 1.1299309199350727 35.977750778198249 0.85407611111737258 7.5000000000000009 33.002328872680671 1.5000000000000002 1700.5000000000002 0.93832397728739203 3.5000000000000004 498.25000000000006 11.500000000000002 0.79166667036889027 1.0001940240589835 44.500000000000007 25.500000000000004 0.8470815625914897 1126.2500000000002 0.68363162260389354 0.47670863641701394 5.5000000000000009 6.0232255458831796 6.5000000000000009 0.69600174031947304 627.25000000000011 598.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 -1 12 7 -7 -2 10 32 -9 -12 -4 38 -15 -16 17 -17 19 20 -19 -8 -23 -5 34 35 28 -28 -11 -30 -31 -32 -10 -18 -21 36 -6 -29 -14 -22 41 42 -34 right_child=1 -3 4 23 25 6 21 8 9 26 11 -13 13 14 15 16 33 18 -20 24 39 22 -24 -25 -26 -27 27 37 29 30 31 -33 40 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-6.0045798668233008e-05 -0.0010422662423314377 -0.0060347731843582711 0.00051620455061682409 0.00042551515122343298 -0.0009514835808535284 -0.00057206785841781274 -5.7630036242127426e-06 -0.00031235648281346202 -0.00048294770191759708 -0.00040609763936698889 -0.0010634963575283215 0.00032439912928692942 0.0062092183604909061 4.2494106730253782e-05 1.5241513375450358e-05 0.00031099428068398011 -0.0018565528773218374 0.002013421804726231 -0.0012352320630219808 -0.0067497092881555762 -0.015187391858258688 0.00078358868470665356 -0.0044593673338228597 -0.0020307349015910633 0.0016653869966916941 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51.08927093130729 214.42824572912491 0.82468752826370151 14.500000000000002 54.894190192203894 179.7798362361705 340.25000000000006 489.25000000000006 604.75000000000011 0.63221280221407128 0.88799460188933887 4.5000000000000009 13.500000000000002 0.74422422815279965 0.80639414192045777 1.0914697530551192 1.5000000000000002 0.8655607966457024 58.655904827750994 0.96196964687274622 2570.5000000000005 31.46053796725786 1.0000000180025095e-35 7.5000000000000009 1.0293459485250966 0.9558882494457287 0.72228086699256189 0.85073429002659273 54.988394194981744 0.17806642206078702 0.78158248443689882 49.045356659746908 227.5324521106007 46.67702967962142 0.37244951641650526 27.999998092651371 0.86389151438773382 1.5000000000000002 47.717714550399158 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 8 40 -8 -6 21 -3 14 -13 -10 -12 28 18 24 19 -17 -21 -4 -11 -7 -18 -9 -27 -20 29 30 -14 32 33 -5 -34 36 37 -33 -36 -29 41 42 -2 right_child=3 10 9 31 5 23 7 25 13 22 11 12 15 -15 -16 16 17 -19 27 20 -22 -23 -24 -25 -26 26 -28 39 -30 -31 -32 35 34 -35 38 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.00030126565116534343 0.0023548850760453646 0.0082847494572779855 -0.001336025382502459 -0.00059131868958092661 -0.00031838213746812936 4.2280519751360171e-05 -0.00010852748314543752 -0.00096883407327849407 -0.00050690889804776119 -0.00075820859852118369 -0.0041658536307260163 0.0032672427616533433 0.0005671521439221186 0.00036456157086999267 0.011280776470917219 -0.0011240582872209459 0.0010706327642518484 -0.0039154896275063866 0.005118656608150399 0.0081526814814095114 -0.0075105255486519334 0.00098027448255827931 3.9428321305213158e-05 0.00064688919863310171 0.0092445468607937602 -0.0013899595259369091 -0.0049316483543733573 -0.0091268957607014822 0.0034132362339989891 0.0028899802950623586 -0.0048872293353134167 -0.00092633991135092331 -0.00024143320395664681 0.00062416017261020392 0.0083193118393670683 0.00057125759571615808 0.00023954839032159326 -6.19371664532743e-05 -0.0078715884877977871 0.0074135510887518618 -0.00040376261107034174 -0.00040494518412373734 0.00055129513397632291 leaf_count=105589 1859 135 35243 5353 73183 23185 25011 28694 10614 36916 435 1137 1165 62195 30 1398 2875 394 253 37 378 1162 12624 50773 89 971 659 55 1039 847 265 13191 433 61959 24 41021 244318 40296 282 26 10054 5095 10585 internal_value=0 -0.0153835 -0.0175585 0.00438594 -0.000338119 0.00404129 -0.0119536 -0.0202765 -0.00131466 -0.0273036 0.0240739 0.020957 0.0266645 0.00758953 -0.101269 0.0166448 -0.00443943 0.0224389 -0.0464784 -0.072415 -0.195364 -0.040328 -0.0177325 0.0146139 0.0420527 -0.0341401 -0.0901671 0.0943093 0.0516473 0.025448 -0.0141753 0.00790251 0.0156746 0.0168553 -0.0918673 0.00634153 0.00470072 -0.00879088 -0.210946 -0.121985 0.00473696 0.014848 0.0262251 internal_count=911847 202092 191534 709755 302878 219950 82928 55335 145992 85945 10558 10423 9958 72809 465 8821 5505 3358 2147 1813 415 36405 49540 73958 2964 30324 1630 334 3316 2277 1430 406877 68051 67312 739 338826 297805 53487 306 81 27593 17539 12444 shrinkage=0.0312957 Tree=131 num_leaves=44 num_cat=0 split_feature=16 16 32 29 0 8 22 6 19 26 16 29 6 0 31 0 16 13 6 8 22 7 22 13 19 19 14 0 29 20 1 18 20 14 26 1 6 11 1 10 18 26 11 split_gain=56.1553 11.3875 7.19226 7.14875 10.6701 9.99761 12.6988 8.31985 6.85491 6.63718 10.0568 6.51886 6.36412 7.56561 6.33823 5.80631 5.75595 6.93443 5.94811 5.70309 5.39817 5.33371 8.01462 7.78787 6.65434 6.28173 7.77156 5.11256 5.91795 6.38611 5.50811 5.03173 5.09618 5.1921 7.02072 8.59013 5.51968 5.02749 4.86577 5.11721 4.84949 4.92516 4.78506 threshold=197.99880589822121 223.70991117344556 1.5000000000000002 1.410065809245187 51.000000000000007 835.50000000000011 2815.2500000000005 0.68571429789989036 32676.000000000004 1.1215729227068705 102.01986941984458 1.410065809245187 0.43482986427915843 24.000000000000004 1.5000000000000002 46.500000000000007 147.23207668634595 279.29693685229773 0.9000000031144032 7498.5000000000009 556.25000000000011 -4.7735614776611319 282.25000000000006 21.033323464853591 875.25000000000011 844.25000000000011 27.199955669114342 29.500000000000004 0.85073429002659273 0.51516749016116992 145.50000000000003 4.5000000000000009 0.30614832007073395 17.456279578375078 0.43787584810614738 290.50000000000006 0.48484848615395215 0.74422422815279965 3299.5000000000005 0.96838773326286953 4.5000000000000009 0.15455773307327322 0.88606563642546221 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 3 5 7 6 21 -5 -9 11 -11 16 19 -14 38 -13 17 42 -18 -12 -20 31 -23 24 40 37 -27 28 30 -30 -3 32 -2 -34 35 -35 -37 -25 39 -6 41 -24 -1 right_child=1 27 -4 4 14 -7 -8 8 -10 10 12 15 13 -15 -16 -17 18 -19 20 -21 -22 22 23 25 -26 26 -28 -29 29 -31 -32 -33 33 34 -36 36 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.00099163461779286735 -0.0031982817776338773 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50573 220 10830 57 851 3676 665 3491 17013 1576 550 127593 98 11223 177 12559 2279 372 5223 164 3265 660 117325 873 213143 40334 617 8133 78 56102 42 529 142602 432 69 224 5355 1220 internal_value=0 0.00422027 -1.57291e-05 0.0013174 -0.0126919 0.00296641 0.00012559 -0.00472564 -0.0261598 -0.014678 -0.029858 -0.0125131 -0.0335915 -0.0265844 -0.0537922 0.060483 -0.0130184 -0.0273479 -0.0107302 -0.0708802 -0.0252497 0.000359281 -0.0027572 -0.0019072 0.0330819 -0.00331714 -0.0428019 0.00800723 0.0105003 0.00833985 0.0211388 0.00792978 0.00708061 0.0077947 0.00440828 -0.0990037 -0.141525 -0.00226876 -0.0312491 -0.0443772 0.0276057 0.0332513 -0.0284286 internal_count=911847 709877 335073 309451 32589 276862 226289 27298 10887 201970 25208 176762 24357 20504 5291 1215 175547 24172 151375 3853 23782 226069 160144 157865 6115 151750 3925 374804 257479 214016 43463 65925 65308 64884 56751 649 571 147825 3715 3283 5951 5727 24074 shrinkage=0.0312957 Tree=132 num_leaves=44 num_cat=0 split_feature=29 7 9 21 7 15 13 25 21 22 10 25 6 1 22 15 28 25 9 15 25 13 8 23 21 9 21 29 10 1 13 19 22 25 26 21 13 29 25 22 13 10 13 split_gain=9.26773 8.62633 19.2904 12.3251 11.4041 11.8143 11.0916 10.3878 18.259 9.2505 8.28748 8.21749 13.7698 9.39692 7.78145 7.69044 7.55609 11.4772 8.90284 7.2283 11.2814 7.50863 7.08508 17.9878 15.6941 9.69007 10.8315 7.9735 7.13611 6.52547 9.26176 6.50426 8.75914 7.31125 7.19673 6.27678 7.99841 7.23207 6.61183 6.2091 9.34283 5.88603 6.19372 threshold=0.12378804449931562 -1.0000000180025095e-35 0.95155336278061042 1.5000000000000002 -67.352279663085923 0.28176531513802311 54.708965093339721 248.25000000000003 3.5000000000000004 8230.5000000000018 0.64320265771394936 1582.2500000000002 0.46153846838165685 3926.0000000000005 9504.0000000000018 0.14293071385451164 4795.2500000000009 1582.2500000000002 0.87589014698744572 0.25785714026991507 2383.5000000000005 123.48757586908532 3017.5000000000005 1.336230567041347 4.5000000000000009 0.91518066340875637 3.5000000000000004 2.3431326214153478 0.4612419144789498 5193.5000000000009 96.069607037463882 1244.2500000000002 3832.5000000000005 7325.5000000000009 0.82336339764525379 2.5000000000000004 74.352433059538313 0.49519225830311381 2050.7500000000005 604.75000000000011 20.301586986545917 0.93311477672682652 23.055944915687771 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 6 -2 8 -3 19 39 13 14 15 -13 -5 17 -8 -19 20 -4 -22 35 25 -25 27 -27 28 -24 -7 -31 32 -12 -33 -35 -14 37 -37 -39 -9 -41 -21 -43 right_child=1 7 9 11 -6 29 16 10 -10 -11 31 12 22 -15 -16 -17 -18 18 -20 41 21 -23 23 24 -26 26 -28 -29 -30 30 -32 33 -34 34 -36 36 -38 38 -40 40 -42 42 -44 leaf_value=-0.00072899573988131992 0.0053944398838342723 0.00032945974103151349 -0.00054375556047612465 -0.0064830351801209709 0.00089977928551619203 0.00091908983349068619 -0.00076460875920414308 -0.00042468282634399319 -0.0055810879626261318 0.0018300142682227585 7.6728326668508637e-05 0.00011812458955343379 0.0004879097809533227 0.0020121230713686365 -0.0082625533942322638 -0.00021345022201769593 -0.00092725699246414038 -0.0021479163420001133 -0.012858862663007594 0.00026959481650401968 -0.012511815844144869 -0.0030258596384172688 0.0064528387956864185 -0.00061640654028666264 -0.017510786394273226 -0.00087674981369681524 -0.012610349879664457 -0.012433679270356169 -0.0061846568545348849 -0.018424114098191037 -0.00094618811815237595 -0.00052296629752736183 -0.0077811041221326665 0.0032545434834479756 0.00018767244799367775 -0.00020732053005205711 0.0012338241464454123 -0.0027459763251744215 -0.0076444494624632346 0.0012041034552575448 -0.00013349013477283636 -0.003291407022497523 0.0013608074316681252 leaf_count=16626 116 1162 1952 192 17746 3183 195 85975 915 3839 319654 8014 1881 1873 110 97089 309 103 290 219312 133 212 46 2586 55 674 87 201 900 30 2921 33348 139 932 3825 641 602 852 395 5518 69935 292 6987 internal_value=0 0.000534277 0.00420038 -0.00502563 0.0151676 -0.0185597 -0.118608 -0.00209412 -0.0726735 0.00979366 -0.00181185 -0.00935161 -0.029635 -0.00586502 0.000148555 -0.00721582 -0.156237 -0.222771 -0.321184 0.00897716 -0.0468374 -0.213536 -0.0567607 -0.0843869 -0.0309384 -0.158369 -0.0708779 -0.216417 -0.177984 -0.00203719 -0.0359113 0.000871032 0.00234258 -0.0114789 0.0251964 -0.0280094 -0.0609455 -0.0929491 -0.137323 -0.00775999 -0.00113976 0.00954296 0.0375189 internal_count=911847 895221 373818 141091 24893 7147 1013 521403 2077 232727 519326 116198 17044 99154 8124 97281 897 588 393 228888 2297 345 8920 4549 2641 1908 761 1147 946 6134 2951 357898 319793 38105 4757 4371 2490 1888 1247 161428 75453 226591 7279 shrinkage=0.0312957 Tree=133 num_leaves=44 num_cat=0 split_feature=16 17 4 16 16 17 16 17 29 22 29 12 17 7 33 15 17 13 16 17 1 23 7 15 16 23 32 28 29 9 6 15 4 23 29 1 16 4 9 29 15 0 17 split_gain=52.4442 15.7201 13.285 10.7683 10.5695 14.6801 12.8937 12.4935 10.762 7.2315 6.24621 6.14318 5.51487 5.44031 5.32637 5.7131 5.12247 6.96783 6.60882 8.62176 5.10809 4.97583 10.0192 7.93275 6.93997 5.98983 8.1681 6.16044 7.1253 5.6865 5.632 5.6229 5.17595 4.9436 4.93665 4.92312 9.71889 6.87091 5.91617 4.84111 5.36548 4.80986 5.80452 threshold=197.99880589822121 91.308549801440449 21.00000095367432 184.14210008681226 223.5367347183572 50.105014758285293 215.8342044685173 53.432831260313201 0.80661417425354565 541.75000000000011 0.42987877645876521 245.96194077712565 57.047003894562401 -12.52880811691284 2.5000000000000004 0.22547034645145628 35.228125365101853 54.708965093339721 164.22818871078479 49.75624441943917 2632.5000000000005 0.91763578994816319 -56.976131439208977 0.5301714882418197 156.84877049180332 0.38347512211708862 1.5000000000000002 852.75000000000011 1.2969016514323082 0.92730670623806943 0.33618565203589318 0.55123789808069357 49.000072479248054 1.7877203155186845 1.6815315374249347 1802.5000000000002 160.00314465408806 31.999998092651371 0.81852577977388885 1.0701039235069825 0.65232545852522728 29.500000000000004 52.002047035064599 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 16 11 5 8 7 33 -2 -9 -8 20 -5 39 15 -11 -1 18 -18 -20 -4 25 23 24 -23 26 29 32 30 -3 -29 -32 -27 -7 -22 36 37 -24 -37 -10 -41 -6 -43 right_child=4 21 3 12 41 6 10 9 13 14 -12 -13 -14 -15 -16 -17 17 -19 19 -21 34 22 35 -25 -26 27 -28 28 -30 -31 31 -33 -34 -35 -36 38 -38 -39 -40 40 -42 42 -44 leaf_value=0.0002248841264712695 0.00018205871108321694 -0.0043880153365815858 -0.0011893643625439816 -0.00081970205452969961 0.00031457724916652765 -0.00038600659975214632 -0.00079222804176881667 -0.00027325372209466764 0.00051601469735447242 -0.0029940590103193971 0.00046998849927400518 -0.0027635984062706004 3.9022383238528892e-06 -0.00085611474770024563 -0.00084974008975978834 0.00036169919035281011 -0.00074899632008994471 -0.0022053823650547738 0.00028749293954570874 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8.2572 14.4099 12.4036 7.69754 8.35289 6.40227 threshold=197.99880589822121 91.308549801440449 229.7226295828066 45.416777791217648 46.388990402221687 6.5000000000000009 215.38448456305602 54.138191290849882 49.551064133532684 224.40291493655917 340.25000000000006 483.25000000000006 539.75000000000011 635.25000000000011 2507.5000000000005 1040.2500000000002 1.2969016514323082 0.87234042785681021 802.50000000000011 1.5145296946737445 15263.500000000002 619.25000000000011 214.91204877196051 196.99611663818362 2.5000000000000004 0.64102564382969196 1.0878993887680808 528.50000000000011 46.926845234851008 104.00482559204103 56.486424285495211 -14.912445068359373 4355.5000000000009 588.25000000000011 914.25000000000011 9330.5000000000018 0.85584704077854779 0.66591743244202595 -60.842157363891594 -32.005384445190423 1.0924793337062593 60.77326923278887 52.858604388473829 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 22 25 6 7 19 9 27 -3 -12 21 -13 15 18 -17 -16 26 29 23 -9 -2 24 -6 -1 -15 -8 -11 -5 42 34 33 -33 36 37 -32 -36 -39 -40 41 -35 -10 right_child=2 10 -4 5 20 -7 8 12 30 28 11 13 -14 14 17 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 40 35 -37 -38 38 39 -41 -42 -43 -44 leaf_value=-0.00017661976979742636 0.00060953428831800414 0.0078180268975110503 0.00028728160962768922 -0.00026144622647334326 -0.001352554513229718 0.0052487562451247333 3.2064427415497048e-05 -8.200772549430469e-05 0.00030939490299250174 -0.00010006024508742079 -0.0034691383394422821 0.0026953339419167094 0.00032358092741766102 0.00030837565075541977 0.0022684722834499836 -0.00095734959907376252 -0.0069397716628616648 -0.0045058924577714397 0.0024448842700723018 -0.0013787885424859339 0.001735203333357187 -0.0015231249898930337 -0.00080649873641566695 -0.0054649613363675969 0.0010068889553635238 -0.0005605541632739793 -0.0042468598124583805 -0.00070974464397325276 0.00043210524411410584 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0.0135007 internal_count=911847 201916 709931 467416 191419 442154 441876 181040 260836 131349 10497 10365 94606 9934 8414 6010 2139 2404 3871 86434 19490 24232 25262 18788 18461 171929 2504 46635 84714 80968 129487 8858 2963 2571 5895 1868 4027 1438 556 302 1956 1406 120629 shrinkage=0.0312957 Tree=135 num_leaves=44 num_cat=0 split_feature=20 17 17 25 24 4 4 29 26 12 6 1 19 19 6 12 10 24 26 25 19 20 26 29 30 25 24 9 19 12 10 9 17 4 6 20 9 25 12 10 30 29 4 split_gain=8.51561 9.75632 10.155 8.36925 22.0073 14.6924 11.1083 9.80569 9.4219 8.13268 7.59484 6.85607 8.083 6.7329 7.26711 6.54183 6.43123 8.9993 8.35557 9.18055 9.17572 8.95931 6.77124 6.39709 6.21019 6.16073 30.5364 6.70819 6.29692 6.78763 6.05139 7.83913 6.00098 5.95016 9.11546 10.0818 6.46914 5.77376 5.6471 8.244 7.97973 5.5317 5.3726 threshold=0.7461590226731547 75.284591003700555 33.661484798063661 3795.5000000000005 1.5000000000000002 182.30928802490237 22.00000095367432 0.74748039049715043 0.89507845683996223 173.06244584051396 0.68571429789989036 2784.5000000000005 3522.5000000000005 52360.000000000007 0.76666666785137827 197.20458146424491 0.69079396162534901 22.500000000000004 0.95968457176614164 423.25000000000006 385.25000000000006 0.8366499430110157 0.41435806833003702 0.78381264833170472 1.5000000000000002 1040.2500000000002 5.5000000000000009 0.83238797920205154 805.25000000000011 187.9533188057741 0.99571579309754066 0.94152834084151249 110.02085766965013 6.0232255458831796 0.47826087964310326 0.51516749016116992 0.97191100894070737 20259.500000000004 687.55739520663064 0.92984438332231001 1.0000000180025095e-35 1.0001196458482893 51.059139251708991 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=23 2 30 16 5 -5 -6 -8 9 -9 -7 15 -13 -12 -15 -11 17 -4 19 -19 -20 -21 -23 33 -25 42 32 -28 -29 -30 -2 -32 37 -1 35 36 -35 -27 -10 -40 -41 -34 -3 right_child=1 25 3 4 6 10 7 8 38 11 13 12 -14 14 -16 -17 -18 18 20 21 -22 22 -24 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1491 10409 shrinkage=0.0312957 Tree=136 num_leaves=44 num_cat=0 split_feature=16 17 4 16 33 8 18 29 17 8 16 17 17 16 19 8 17 16 19 19 19 17 29 13 12 19 26 14 13 8 10 31 17 16 17 16 16 14 20 9 29 29 26 split_gain=46.6493 13.5682 12.5773 10.7242 9.25665 7.85929 7.77074 7.54982 15.1944 11.0231 7.40333 19.4396 8.44449 14.4691 7.29564 7.13352 6.90959 9.65359 6.78752 6.74493 6.5213 6.42396 6.19449 6.63184 6.17371 5.99518 5.97853 8.23108 5.79849 7.68686 7.06355 5.77942 5.61028 5.6048 12.365 5.54476 5.45056 7.03308 6.58881 5.30228 6.00484 5.23962 5.21843 threshold=197.99880589822121 91.308549801440449 21.045417785644535 184.14210008681226 2.5000000000000004 135.50000000000003 6.5000000000000009 0.73123697966186219 60.77326923278887 886.50000000000011 218.64341575862144 52.413913272921512 49.824386812585722 225.74002190154513 340.25000000000006 2837.5000000000005 47.406566789561758 228.4541206708092 4115.5000000000009 489.25000000000006 635.25000000000011 47.868639052598375 0.087957119080284377 37.822863367085006 245.96194077712565 1175.2500000000002 0.72296117589241848 16.118225192548369 78.532390176055472 1255.5000000000002 0.49511036288562821 1.5000000000000002 56.90288243764639 209.82766965004888 55.681765313066883 234.85538248583978 232.38088316722039 22.930239572857946 0.99999216791979961 0.92730670623806943 1.5145296946737445 10.328914835164836 0.69272851976555694 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 24 5 -2 7 8 22 26 11 -9 13 21 -3 -11 17 -15 -17 -16 -21 -12 23 -7 31 -25 27 -10 29 42 -30 -4 -5 34 -13 -24 -18 38 -38 40 -32 -14 -22 right_child=4 14 3 32 -6 6 -8 10 9 15 12 33 41 16 19 18 36 -19 -20 20 28 -23 35 25 -26 -27 -28 -29 30 -31 39 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.00029536309174594194 -0.0012054411124091508 0.0078766565367646355 -0.0012834076663328369 -0.00079554698622652477 -0.00044247893729938503 0.00011286738179578569 0.0046377881662196226 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14483 58330 34245 8035 38 577 51 1461 337 126 3022 internal_value=0 -0.0133624 -0.0152853 -0.0265205 0.00386189 0.00458631 0.0048535 0.00477357 0.0135964 -0.0663948 0.00351112 -0.00184739 0.00584108 0.00387336 0.0215715 0.0363634 0.00679963 0.00516248 -0.146873 0.0185629 0.0241023 -0.0103581 0.0158352 -0.0868787 -0.0391539 -0.212594 -0.112833 -0.143351 0.0133755 -0.00439197 0.0519928 -0.0352663 -0.0135668 0.00527297 -0.00118715 0.0165659 0.0214449 -0.067975 -0.32963 0.0594023 0.0085455 0.0162252 0.0136462 internal_count=911847 201981 191443 65532 709866 682403 678199 677821 84847 2310 592974 179698 413276 347439 10538 719 288183 259207 164 10402 9932 59256 82537 583 33176 244 1591 1275 8451 5788 2663 30684 32356 122355 64025 81954 28976 666 89 2609 1148 65837 4649 shrinkage=0.0312957 Tree=137 num_leaves=44 num_cat=0 split_feature=16 27 16 25 14 27 25 18 29 16 9 20 26 27 11 29 31 24 6 24 25 29 27 21 18 27 6 26 25 18 29 19 20 29 25 27 8 19 6 20 26 20 24 split_gain=42.8411 9.4407 8.15131 7.68077 7.56343 7.47158 12.3892 7.53129 7.41502 6.97757 9.25479 6.89595 7.23677 10.6908 6.79404 7.53069 6.73006 6.73652 16.0736 8.59048 9.96222 7.34299 7.29262 21.8151 9.90892 8.22699 9.09247 7.0513 6.84976 15.5957 8.70281 8.03956 6.74586 6.63881 6.56812 7.4473 8.63673 6.33494 7.32315 6.22377 6.19178 6.80757 6.03709 threshold=211.89056301531215 33.500000000000007 174.60166068631381 411.25000000000006 12.477031649886088 20.500000000000004 680.25000000000011 1.5000000000000002 0.60168913966011173 102.01986941984458 0.94850729674305601 0.43024630271042946 0.75653482392498506 47.500000000000007 0.5456564312154375 0.55129319955406919 2.5000000000000004 22.500000000000004 0.72000000341196901 26.500000000000004 652.25000000000011 0.78381264833170472 45.500000000000007 10.500000000000002 2.5000000000000004 36.500000000000007 0.64964357764327307 0.76670160269906595 566.25000000000011 3.5000000000000004 0.7143147384919023 718.25000000000011 0.98231195057332632 0.28303498315994852 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8.36616 7.97931 9.1751 7.81372 25.7478 20.8973 13.129 12.1737 10.3465 8.65431 8.44604 threshold=6.5000000000000009 -1.0000000180025095e-35 248.25000000000003 1.5000000000000002 0.51516749016116992 1.1131803590045317 3.5000000000000004 36.500000000000007 698.25000000000011 19.500000000000004 423.25000000000006 492.25000000000006 0.68953416070011886 0.8366499430110157 648.75000000000011 1.004469607071462 623.25000000000011 730.25000000000011 4.5000000000000009 490.50000000000006 525.50000000000011 21.500000000000004 1385.2500000000002 -79.196342468261705 3.5000000000000004 -89.940933227539048 1.5000000000000002 356.75000000000006 16283.500000000002 2.5000000000000004 5048.5000000000009 3475.5000000000005 -88.527416229248033 0.33238118643783621 11517.000000000002 5048.5000000000009 -62.091485977172844 2.5000000000000004 124.00377655029298 471.94812011718756 0.36480811381249684 0.59626065410279361 -64.798877716064439 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 18 7 -4 9 11 -11 -8 15 -14 -15 -12 17 -16 21 -17 -21 23 -23 24 25 29 27 -25 32 30 31 -6 -26 34 -34 -28 37 39 41 -37 -38 -39 -43 right_child=-2 2 6 -5 5 -7 8 -9 -10 10 12 -13 13 14 16 19 -18 -19 -20 20 -22 22 -24 26 28 -27 35 -29 -30 -31 -32 -33 33 -35 -36 36 40 38 -40 -41 -42 42 -44 leaf_value=-0.00040382768067445711 0.0044287497809205106 0.0059595391251185161 -6.8646030359134795e-05 -0.0031121642851666166 -0.0040464198923774123 -0.00019992727283246202 0.00083281846568186344 0.00071929474625388268 0.00060481402029791663 -0.0057293156346265462 0.00021675966175811653 -0.00065749880007753489 -0.0046806724083873824 -0.00057374164867053472 -0.016509394947167244 0.0020733158125678282 -0.0030179642203933652 0.0040382273085886695 0.0018995384057892747 -0.0049448124933521593 -0.0012951076595760223 -0.00013837138867192234 -0.013300251205572253 0.0080610843878627381 0.00076032459032802121 -5.3850995688522247e-05 0.00032363602082560641 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3.5000000000000004 11.500000000000002 31.025033282928984 644.25000000000011 141.25000000000003 16.90708004442175 0.15455773307327322 75.284591003700555 906.25000000000011 -70.528759002685533 201.71930009000633 160.00357133746823 3.5000000000000004 913.25000000000011 24.20721174306615 1040.2500000000002 0.64288743487216782 0.44862371118294042 46.186501796710111 0.98736048159012657 -28.300757408142086 0.71414161762671047 922.25000000000011 1.5000000000000002 1220.2500000000002 26.98280239105225 33.633529663085945 2.5000000000000004 46.513991819716338 0.764958512843393 0.97280064277477696 5.5000000000000009 0.87234746144320618 0.85584704077854779 0.77279138587929042 65.829281340078367 0.73715533077384421 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 13 4 5 -4 7 28 -9 10 -8 -6 -3 24 20 22 17 18 19 -17 27 -20 -16 -24 -1 -26 -19 -15 40 42 39 36 33 34 -33 -35 -32 -34 -39 -31 41 -5 -30 right_child=-2 12 3 6 11 -7 9 8 -10 -11 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5746 433553 61524 13120 3238 1843 832 292 540 1395 1011 86 9882 372029 249255 48404 shrinkage=0.0312957 Tree=140 num_leaves=44 num_cat=0 split_feature=16 17 4 16 16 17 29 27 16 17 26 9 17 16 28 18 5 16 28 17 7 7 16 7 29 7 28 14 4 28 9 4 26 4 14 17 26 4 14 28 14 27 17 split_gain=41.7214 12.6586 11.4007 9.60767 8.04501 13.1065 10.8291 11.0702 7.79172 8.96333 6.46807 5.9192 5.60097 14.704 9.81834 12.7338 13.1243 9.42206 8.59454 10.0052 6.81988 6.22217 5.84148 6.69756 5.74324 5.86111 6.79014 6.56521 17.0394 15.8811 5.51378 6.28461 5.42098 5.94124 5.39583 5.31885 5.24481 5.17934 5.16271 5.26113 4.90543 5.95578 5.17566 threshold=199.554036794398 79.445314052032856 19.999998092651371 153.28964613368285 220.83105993978964 51.08927093130729 0.82468752826370151 13.500000000000002 214.42824572912491 54.138191290849882 1.0142998651807933 0.97451365336749107 49.045356659746908 226.89076453974567 1087.7500000000002 1.5000000000000002 41.960275650024421 227.98597805104745 7771.5000000000009 61.550270130821595 -51.340192794799798 -84.779216766357408 228.13445973585792 -75.900794982910142 0.85073429002659273 -89.940933227539048 309.50000000000006 57.904486663303096 62.108440399169929 4795.2500000000009 0.92866005631270332 127.78402328491212 0.73992981291639015 104.99999237060548 16.90708004442175 47.086620895963222 0.77723371610768843 79.999992370605483 31.46053796725786 764.25000000000011 18.570739422246184 36.500000000000007 49.824386812585722 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 -4 5 6 -2 37 9 -7 40 -3 13 35 -14 18 17 -17 19 20 22 -21 -16 -24 -15 27 34 36 29 -29 31 -30 -23 -34 -27 -6 -26 -8 39 -9 42 -42 -1 right_child=4 11 3 -5 12 8 7 38 -10 -11 -12 -13 14 24 15 16 -18 -19 -20 21 -22 32 23 -25 25 26 -28 28 30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-9.4422694515492437e-05 0.00014208121570276669 0.00023664160819882488 -0.0016509018278714491 -0.00060151061405065178 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965 122 1015 45 4564 80 115 164 132 132 248476 97 192 52 348 159 342 40 162 43378 4349 562 1405 1999 24647 699 32282 internal_value=0 -0.0123138 -0.0144477 -0.0228084 0.00366961 -0.000649461 -0.0131059 -0.0226724 0.0032962 -0.00102989 -0.00755912 0.0155191 0.00633545 0.00475148 0.0145198 -0.0156194 -0.0984173 -0.216601 0.000804499 -0.0120095 -0.0011202 -0.147149 -0.0546253 -0.187127 0.00770066 0.00587327 0.0065762 -0.0269411 -0.107626 -0.414651 -0.0421797 -0.130614 -0.181723 -0.231294 -0.145307 -0.00902176 -0.0116721 -0.00331334 -0.0364191 -0.0328122 -0.00590408 0.00618981 -0.00981318 internal_count=911847 213128 197951 89421 698719 266671 64150 41598 202521 136246 108530 15177 432048 361990 70058 9364 1550 585 7814 6799 6292 507 1728 279 298149 254099 248770 5329 848 149 699 351 462 382 294 63841 4481 17273 24325 22920 103761 25346 78415 shrinkage=0.0312957 Tree=141 num_leaves=44 num_cat=0 split_feature=16 0 27 30 26 29 19 26 27 27 30 1 19 11 16 0 29 24 24 29 26 15 1 12 18 27 26 10 29 26 16 29 10 0 12 16 0 1 29 12 11 26 15 split_gain=38.693 8.84705 8.68619 8.25506 12.3239 8.28976 6.90384 6.77039 6.7441 6.72669 6.5291 6.40315 6.73828 6.37326 10.1789 7.60963 6.84758 5.89641 5.85107 6.63999 8.02148 5.86195 5.995 5.66112 6.02365 5.57667 6.37096 5.35866 5.32373 4.9319 8.56203 5.93356 5.50489 6.29825 5.32596 5.0921 4.89885 4.82691 5.15721 4.78331 4.77139 5.07157 4.67957 threshold=197.99880589822121 29.500000000000004 52.500000000000007 1.0000000180025095e-35 1.4375386279357232 0.12378804449931562 513.25000000000011 4.5897134783526168 2.5000000000000004 36.500000000000007 2.5000000000000004 145.50000000000003 471.25000000000006 0.68111734780918509 224.40291493655917 28.000000000000004 0.087957119080284377 24.500000000000004 8.5000000000000018 0.75825023320122564 0.66044845634422666 0.33238118643783621 13993.000000000002 62.985281374238575 4.5000000000000009 18.500000000000004 0.69272851976555694 0.56609562543702696 1.7081007310985883 1.1215729227068705 102.01986941984458 1.410065809245187 0.90990280648824151 22.000000000000004 106.10102807365162 144.82938740264424 46.500000000000007 661.50000000000011 1.106543478570108 112.23401871576776 0.88437816937119684 0.21848064527015629 0.65795809598765354 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 11 3 5 39 27 8 10 -7 29 28 -2 25 16 15 18 -14 -11 21 -20 -21 -15 -23 -19 -25 -13 -27 -3 -6 31 -31 35 33 34 37 40 -33 38 -32 -5 -1 -42 -37 right_child=1 2 -4 4 7 6 -8 -9 -10 17 -12 12 13 14 -16 -17 -18 23 19 20 -22 22 -24 24 -26 26 -28 -29 -30 30 32 36 -34 -35 -36 42 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.00094092712852643454 -0.00068540172684243865 0.0082881090496178152 -0.0036557754950425794 -0.00043690138848751766 -0.0007034434389037869 -0.0039136183524323895 0.00013163158707379678 0.0010361168253412982 -0.00026083619038211385 0.0020754689457469721 -0.00075232512163266952 0.00078723892646968363 -0.008022267794603237 0.0027144805968427922 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10.0035 6.73665 5.90197 14.6647 12.1567 5.89863 5.75869 5.61808 5.60692 8.01877 12.0624 5.93711 9.31914 7.88784 7.46754 6.49531 5.8661 7.31395 6.95697 6.05697 5.97057 5.65782 13.5019 threshold=211.32210277738616 75.284591003700555 151.3359608160271 39.366274989976212 190.92101247796015 36.500000000000007 510.50000000000006 24.500000000000004 22.500000000000004 0.72000000341196901 26.500000000000004 652.25000000000011 56.360587801314971 46.513991819716338 2.2982503770739071 423.25000000000006 26.998850822448734 35.500000000000007 682.50000000000011 2685.7500000000005 1889.7500000000002 223.50000000000003 606.75000000000011 45.500000000000007 1.0046056434378201 404.25000000000006 10165.500000000002 77.452716827392592 1.0000000180025095e-35 1.4024526960516244 471.94812011718756 16.500000000000004 11517.000000000002 3590.5000000000005 1456.2500000000002 270.01127624511724 1026.2500000000002 3966.0000000000005 49.40564240540975 17601.500000000004 1174.7500000000002 540.50000000000011 57.743075036228056 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 19 5 27 -1 -7 28 10 11 22 13 -6 -15 16 -11 -17 -19 20 -4 -22 25 -24 -25 -10 -8 -5 41 -30 31 32 33 -31 -33 36 -34 38 40 -39 -38 42 -2 right_child=8 -3 3 4 12 7 26 -9 9 15 -12 -13 -14 14 -16 17 -18 18 -20 -21 21 -23 23 24 -26 -27 -28 -29 29 30 -32 34 35 -35 -36 -37 37 39 -40 -41 -42 -43 -44 leaf_value=-0.00059095113354199391 0.00046067171806108917 0.00046626846823869412 0.00062127617730252101 -0.00054291836360812157 0.00092782558665661528 0.002920349203965421 -0.0019138450218731172 -0.00044035287367551309 -0.0055964694216791714 -0.0078302187455060197 0.00073447026048363096 0.00073007979684500438 0.00013705314653394919 -0.00031001871058893428 -0.0025782385268730305 0.00068047896953558808 0.0010721669806035583 -0.0014149989316203195 -0.0048088129024266481 -0.00083886764061139735 -0.0012865925918417406 0.005669284996627953 -0.0014039246575182705 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11.999999046325685 2.5000000000000004 27.500000000000004 463.75000000000006 1472.5000000000002 947.25000000000011 1.004469607071462 0.38294132311010287 38.581466674804695 21.500000000000004 82.422946929931655 1126.2500000000002 145.50000000000003 0.63391185440505493 2.5000000000000004 361.25000000000006 47.00000190734864 133.85533905932741 237.31183053743402 486.25000000000006 32.500000000000007 35.000000000000007 1.0000000180025095e-35 0.96491558961530577 102.01986941984458 311.50000000000006 16.500000000000004 42.437690734863288 1598.5000000000002 12.00056314468384 0.96838773326286953 1.2213373961729435 229.7226295828066 423.25000000000006 0.63040735350525268 2.2982503770739071 26.000000000000004 0.77397104212933798 0.17845473389295988 445.25000000000006 11.999999046325685 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 7 6 21 14 11 10 13 -9 18 -10 -2 16 17 -16 19 -13 -17 22 -6 -18 -11 -4 -27 -25 -26 -30 -31 -7 -33 35 -35 42 -37 39 -39 -3 -41 -8 -24 right_child=3 37 25 -5 5 31 41 8 9 24 -12 12 -14 -15 15 20 23 -19 -20 -21 -22 -23 33 27 28 26 -28 -29 29 30 -32 32 -34 34 -36 36 -38 38 -40 40 -42 -43 -44 leaf_value=0.00017734120720762795 -0.0015377742935290865 -0.00025518468152989967 -0.00085611588221901633 -0.0003700357003695576 -0.00031880041824476027 0.0024141951341591049 -0.019234760995471788 0.0001142545550174174 -0.0029716076700998634 -0.00041252786259982744 0.0020344250174072643 -0.0036607378451447505 -0.019272585749912509 -0.016136567492805946 -0.014348623824527694 0.00021761221218156434 0.0013769689631655713 -0.00052797431601764333 0.00096101152825690394 -0.019106096152112086 0.00071869981857132948 0.00052517342649943839 0.0039087588613998863 -0.0022591386988125703 -0.0018924535728287138 0.0023922604147818662 -0.00039318231633615346 0.00081300680524709601 0.0010545039766005758 -0.015468009032165563 -0.0017144133936915413 -4.026306989660557e-05 -0.011385491834228059 -0.013896491160154701 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171 598 280 329492 3968 2621 15669 8751 78930 36751 2429 1012 189 139 78825 77961 1329 297 1032 604 252230 2937 249293 96838 58 428 shrinkage=0.0312957 Tree=144 num_leaves=44 num_cat=0 split_feature=16 27 27 21 0 14 20 16 20 27 26 29 24 5 27 10 5 14 1 26 5 29 14 24 7 7 24 9 29 1 20 1 24 9 14 27 1 7 29 32 20 24 14 split_gain=33.1153 7.40188 7.80659 6.94609 6.55791 8.59892 6.51521 6.39909 6.36668 8.55713 6.28467 8.92011 6.32694 9.33794 5.77399 6.74281 6.77528 6.72916 10.5899 7.47889 6.35015 5.62798 5.58617 5.52274 5.17207 7.82446 5.0888 4.91735 4.852 9.08927 4.79636 4.767 5.94096 6.05506 5.988 4.76414 5.99473 5.5703 4.6874 7.2719 6.52515 8.55465 6.3184 threshold=208.8986333443759 33.500000000000007 20.500000000000004 8.5000000000000018 33.000000000000007 18.177030347656636 0.41601822820556938 169.66548881036516 1.0001940240589835 50.500000000000007 0.75110783832433325 0.60934112409571517 15.500000000000002 31.591300964355472 23.500000000000004 0.96838773326286953 227.69417572021487 31.46053796725786 745.50000000000011 1.1215729227068705 81.84830474853517 0.67226250256200049 57.904486663303096 19.500000000000004 -15.945396423339842 -53.130102157592766 22.500000000000004 0.96473975982505611 0.28303498315994852 4733.5000000000009 1.0819902016814165 591.50000000000011 7.5000000000000009 0.86930404401291839 53.840360136595571 25.500000000000004 377.50000000000006 -5.7105934619903556 0.85073429002659273 1.5000000000000002 0.53565481819598659 2.5000000000000004 12.477031649886088 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 7 38 26 -3 31 -8 21 23 -12 -13 -14 15 28 20 18 24 -19 -17 -10 -21 35 25 -16 -6 -15 29 -7 -30 -1 33 -33 -34 -4 -37 -38 39 -2 41 -40 -42 right_child=4 6 10 -5 5 14 8 -9 9 -11 11 12 13 27 17 16 -18 19 -20 22 -22 -23 -24 -25 -26 -27 -28 -29 30 -31 -32 32 34 -35 -36 36 37 -39 40 -41 42 -43 -44 leaf_value=-0.00033227925317730523 0.00053050897981700906 -0.0020033192775185719 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162249 191 109 206 16807 8101 4461 1243 126 807 106 15521 1552 2760 2133 25 2701 22227 985 1065 4745 118403 49 27924 2541 3800 11527 55 6932 859 2379 162 16469 564 1233 313168 internal_value=0 -0.00861296 -0.00958983 -0.0068781 0.00421352 -0.000405295 0.0166477 -0.00758514 0.0238803 -0.0207919 -0.0195583 -0.0285783 -0.0298311 -0.0164107 0.00121584 0.00409287 -0.0381108 -0.00920611 -0.00659834 -0.0711479 -0.0607605 -0.00794828 -0.0538651 -0.00827673 -0.0195648 -0.0654985 -0.0263293 0.00537887 0.00515158 -0.0685438 0.00559881 -0.0163045 -0.0300156 -0.020485 -0.0647954 -0.00358907 0.0130204 0.0485439 0.00653393 0.0128075 0.00469939 -0.0635415 0.00500282 internal_count=911847 299961 288793 227033 611886 204609 11168 223383 10249 2433 61760 34320 34114 17307 192567 150908 3693 41659 39976 1683 2886 2324 1577 27440 24455 2228 12042 9206 147215 888 146327 61134 17923 14068 3855 24739 10170 3238 407277 92150 315127 1395 313732 shrinkage=0.0312957 Tree=145 num_leaves=44 num_cat=0 split_feature=18 20 17 17 25 24 14 14 22 6 28 6 27 22 28 14 14 20 27 22 14 19 6 27 28 28 25 26 19 19 23 5 19 23 22 31 23 15 20 13 24 28 25 split_gain=7.64475 6.70065 8.75813 9.06496 8.27544 19.6382 11.0129 9.70144 8.88877 8.18541 8.07473 6.90375 6.78583 18.9028 12.6231 13.8147 12.5311 9.16395 8.23087 7.71499 11.6176 8.24709 11.6495 10.3646 7.79746 7.70119 9.58081 7.60501 7.34955 7.09119 7.1156 6.93017 6.78139 6.44887 6.39977 6.39739 6.3346 9.55477 8.08446 8.042 7.57368 6.14757 6.09483 threshold=6.5000000000000009 0.7461590226731547 33.661484798063661 75.284591003700555 3795.5000000000005 1.5000000000000002 162.09666915590856 20.253300588674644 3832.5000000000005 0.68571429789989036 18206.000000000004 0.24400562196594397 22.500000000000004 1154.2500000000002 692.25000000000011 17.9577237363298 53.840360136595571 1.0819902016814165 6.5000000000000009 7248.5000000000009 80.066841868655203 1080.2500000000002 0.26027397346174475 1.5000000000000002 9146.0000000000018 2152.5000000000005 1900.2500000000002 3.0901678115694309 1244.2500000000002 2075.5000000000005 1.268350734725445 135.02378082275393 414.25000000000006 0.71177724627914263 866.25000000000011 1.5000000000000002 0.74061472762852232 0.73561793178178259 1.0926214091979969 26.141968698750308 15.500000000000002 2522.7500000000005 2523.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 33 -3 4 10 6 -6 -7 11 -8 12 -9 17 14 36 -16 29 18 19 21 27 24 23 31 41 32 28 -21 -27 30 35 -23 -19 -1 -35 -15 37 38 -14 -38 -40 -4 -20 right_child=-2 2 3 -5 5 7 9 8 -10 -11 -12 -13 13 16 15 -17 -18 25 42 20 -22 22 -24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 39 -39 40 -41 -42 -43 -44 leaf_value=-0.00010656361169451946 0.0042173622483301365 0.00058365317411900606 -0.00042270184842190813 0.0007334885204734506 0.0012838564072544926 -0.0051678685089963901 0.00081420704377604492 -0.013147658686263504 -0.0015994713864719366 -0.0039800475954717722 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0.00106091 0.000426725 -9.31012e-05 -0.0200848 0.021761 -0.0433831 -0.0372246 -0.0576021 0.000465451 0.014759 0.000496984 -0.00480277 -0.0041797 0.0100856 -0.172459 0.00227312 0.00432526 -0.00488857 -0.116365 -0.00401477 0.00873786 -0.0676283 -0.0122438 -0.00599732 -0.119068 -0.335244 -0.343876 -0.112177 -0.195861 -0.258959 -0.00536281 -0.00678799 -0.0218864 -0.138267 -0.00908798 0.0143986 -0.0145839 -0.0110988 -0.188092 -0.011469 0.00639025 internal_count=911847 911426 785168 757843 741101 20143 7204 12939 12316 1407 720958 2596 720894 180953 180283 46151 670 539941 432600 79203 616 78587 30822 1876 47765 107341 599 174 144 561 361 246 106742 126258 23111 309 134132 10578 5481 123554 256 47590 353397 shrinkage=0.0312957 Tree=146 num_leaves=44 num_cat=0 split_feature=16 17 4 33 27 17 16 13 32 10 27 16 29 4 11 17 16 25 29 27 18 30 25 25 4 13 29 25 13 4 29 13 25 13 4 25 27 4 18 27 27 30 30 split_gain=30.4738 10.8202 11.5115 7.86814 6.39729 6.47551 8.2717 6.86478 6.63778 6.16965 6.08094 6.02932 7.08066 10.3039 10.1685 29.4662 18.5089 10.5029 10.0174 9.8585 9.59578 8.84896 8.09694 7.74399 14.6467 12.1581 14.9892 11.4487 13.1641 8.6346 7.54257 10.2344 9.33074 9.30542 8.88889 8.83593 7.61125 6.80413 7.85132 10.013 11.217 6.78087 8.93943 threshold=195.22775975261143 100.27682008558197 22.13850021362305 2.5000000000000004 36.500000000000007 36.761884675426458 147.23207668634595 56.830044531861247 1.5000000000000002 0.93907099709671449 8.5000000000000018 237.53680124223607 1.3594942339937723 14.849241733551027 0.76569727956534561 61.550270130821595 211.89056301531215 562.25000000000011 0.087957119080284377 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 346.25000000000006 1071.2500000000002 27.735885620117191 54.708965093339721 0.78381264833170472 1194.5000000000002 39.305164909922475 39.688827514648445 0.78381264833170472 23.795307674902002 898.25000000000011 33.781065939984394 6.0232255458831796 773.25000000000011 5.5000000000000009 11.000376701354982 2.5000000000000004 21.500000000000004 14.500000000000002 1.0000000180025095e-35 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 11 5 6 -1 10 9 -8 -7 12 14 -14 18 19 -17 -18 21 22 -21 -2 -16 30 -25 27 -27 -26 -29 -30 32 -32 34 -34 -22 -33 -35 38 -36 40 -40 -15 -43 right_child=3 -3 -4 -5 -6 7 8 -9 -10 -11 -12 -13 13 41 15 16 17 -19 -20 20 23 -23 -24 24 25 26 -28 28 29 -31 31 35 33 36 37 -37 -38 -39 39 -41 -42 42 -44 leaf_value=-0.00044577250760878458 -0.00973545667895084 0.0008307303260755367 -0.00081555284846893518 -0.00042077467932239657 0.0011229943399128459 -0.00079991305470945655 0.0010985652271439054 -0.0022642071632037832 -0.00040393399414243893 0.0046072084749805321 -0.00022119113859747139 0.00037827424108454995 -0.0087362188447950868 -2.2730510833680543e-05 0.004737628946810896 -0.0011688037961073378 0.0012486205195317466 -0.0070264495615148994 0.00037772009131295498 0.00041278036705219188 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0.000488359 -0.0367234 -0.102865 -0.00314323 -0.161481 -0.243528 -0.304813 0.00116906 -0.00132191 0.0112546 -0.0535936 0.0136743 -0.000718012 0.0221843 0.015882 0.0457848 -0.00229598 -0.0643563 -0.00471724 -0.0216775 internal_count=911847 183696 176494 728151 127675 124438 19463 104975 10297 7336 103108 700059 624929 100317 524612 389091 3722 1236 135521 385369 379571 517 5798 305721 5492 2080 770 1310 740 611 300229 240764 59465 2139 57326 238716 922 55579 6693 2253 1207 100180 19083 shrinkage=0.0312957 Tree=147 num_leaves=44 num_cat=0 split_feature=16 16 24 6 24 28 18 6 32 29 28 18 1 29 24 1 18 14 7 7 21 24 12 14 30 24 14 14 12 4 29 4 9 9 0 7 23 30 14 28 7 7 1 split_gain=29.4589 6.93907 5.6702 13.1049 7.23044 8.19389 6.00584 6.64753 5.38053 6.47327 5.75902 22.1735 11.2913 7.90673 7.71574 8.155 7.11764 22.246 23.2675 9.34566 6.12504 6.10297 5.55696 8.14148 5.4992 5.42204 11.5875 9.69856 20.5279 8.03507 6.22394 6.19598 6.42738 5.92177 6.95611 6.40529 5.28087 10.9765 5.20916 5.09479 6.28548 10.0494 12.8506 threshold=211.89056301531215 161.46558660195026 22.500000000000004 0.70833333580274116 26.500000000000004 724.25000000000011 3.5000000000000004 0.40000000347871084 2.5000000000000004 0.78381264833170472 874.75000000000011 2.5000000000000004 664.50000000000011 0.74222733665771645 2.5000000000000004 145.50000000000003 1.5000000000000002 32.241075449655987 -3.8140752315521236 -56.976131439208977 2.5000000000000004 4.5000000000000009 84.059397513309008 19.213204617532778 1.0000000180025095e-35 1.5000000000000002 130.01009912839541 41.63014912234005 380.00714267493646 10.000000953674318 0.94655088636439799 222.78696441650393 0.68101773039163083 0.79905715150858547 26.000000000000004 -89.940933227539048 1.3275321372658546 2.5000000000000004 23.377128145205784 3660.7500000000005 -55.304843902587884 -75.900794982910142 9768.0000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 8 4 5 6 7 -4 9 10 14 16 22 38 -2 21 -12 -18 19 -19 -20 24 23 -13 -16 27 29 28 -11 30 -27 32 -28 34 -34 -35 -3 -38 -14 -31 41 -41 -43 right_child=2 36 3 -5 -6 -7 -8 -9 -10 25 11 12 13 -15 15 -17 17 18 20 -21 -22 -23 -24 -25 -26 26 31 -29 -30 39 -32 -33 33 35 -36 -37 37 -39 -40 40 -42 42 -44 leaf_value=-0.00055472636153553617 -0.0023263987641364689 -0.00013190271812824677 -0.0037672902518109705 -0.0015522848698137808 0.00071101269999722621 0.0019405624134350597 -0.0015242679875242702 0.00018887328124860589 -0.00052575339206733954 -0.00016393611258171473 0.00052007210736162708 -0.00059517845773459917 0.0011694626473854597 -0.0012845345371565963 -0.0090379034850756098 0.00077023116810293437 -0.00020419503734967059 -0.012024917516715273 -0.019714080381494376 0.0041786177321893204 -0.0083048745265852982 -0.00047948037343735429 4.9992178290996236e-05 -0.011744526937970437 -0.00013436226584804712 0.00051617716409000736 0.0021815123625994878 0.0010656226280645667 -0.010222176976339328 0.00013413151144598046 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575262 28706 22385 12794 11505 6628 546556 535490 77524 25636 1140 398 51888 51035 24496 4977 380 182 198 2805 742 259 280 457966 440544 17422 3914 439055 481 1489 1409 1140 229 911 281407 21507 289 438574 8626 2168 598 shrinkage=0.0312957 Tree=148 num_leaves=44 num_cat=0 split_feature=0 27 25 17 25 18 27 7 10 21 27 14 22 25 8 25 8 18 29 27 21 7 12 25 27 14 22 25 10 29 24 0 27 22 27 29 14 17 7 7 4 25 4 split_gain=13.9816 9.44 7.58111 7.08602 6.75864 19.0839 14.7409 10.1112 8.15923 12.1872 18.4235 11.7044 8.5553 8.30292 13.5811 13.746 8.19447 8.01547 7.55459 8.92767 10.4776 7.86635 7.44076 8.33713 6.98246 12.626 6.58739 7.666 6.49649 6.3825 9.63707 8.46321 6.88136 7.25869 8.86841 7.07662 6.26042 6.03826 7.01242 6.82216 6.03157 5.86175 5.84122 threshold=33.000000000000007 52.500000000000007 706.25000000000011 91.308549801440449 898.25000000000011 1.5000000000000002 14.500000000000002 -89.940933227539048 0.78290651995240668 5.5000000000000009 15.500000000000002 27.044979937246556 518.75000000000011 1168.2500000000002 391.50000000000006 1385.2500000000002 830.50000000000011 3.5000000000000004 1.1352026357015566 9.5000000000000018 3.5000000000000004 -6.5095736980438224 245.96194077712565 1254.2500000000002 21.500000000000004 73.651048608751509 731.25000000000011 1900.2500000000002 0.89405195124123715 1.42111653883277 1.5000000000000002 52.500000000000007 4.5000000000000009 1021.7500000000001 2.5000000000000004 0.98308111649682595 13.882418158158089 71.356524678865725 -61.173274993896477 -33.618085861206048 28.645393371582035 788.25000000000011 29.963311195373539 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 28 4 6 7 40 -6 9 12 11 -11 -7 42 -15 18 26 -13 19 20 21 -16 -18 -24 -9 -26 27 -10 -2 32 -31 -32 33 34 41 -34 -30 -8 -39 -40 -1 -4 -14 right_child=1 -3 29 -5 5 8 37 24 16 10 -12 17 13 14 15 -17 22 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 36 30 31 -33 35 -35 -36 -37 -38 38 39 -41 -42 -43 -44 leaf_value=0.00031994186179321287 -0.00022562613927504618 -0.0042833532771721031 3.4470598799033307e-05 0.0010942605904128975 -0.0014589759086929461 0.0047387083544097562 -1.6090365135023989e-05 0.00016351006608653093 -0.0073109570487877133 -0.00040567226690739141 -0.0022807036898850387 -0.015693374298172427 -0.0015630453449199319 0.0027242109680301828 -0.00029665997654291528 -0.001890989093713875 0.00030824281638283126 0.0049312174615703001 -0.00083579617275628603 -0.013458432593180705 0.0020768764874297984 -0.01189205021029832 0.002886313639223479 -0.0047017409672097362 -0.0020523484739199582 -0.020013880863929193 -0.0013461550838040307 0.0064069198224672129 4.4920070070304726e-05 0.0014825765130650509 -0.00031138476974997296 -0.0017296892202303491 -3.7461425044342461e-05 -8.2704935753321698e-05 -0.00055249939768680853 0.00045400190487990142 -0.0013962634555933539 -0.0023494002171535154 0.0024553166526942406 -0.00036227608729106595 0.00098816940704568568 -0.0042947060352663954 0.00080526920074816847 leaf_count=145300 184485 540 403 6946 4062 224 270057 77884 352 80 879 239 2643 356 77 1297 7433 20 153 234 118 224 186 597 353 43 2019 45 4341 2436 22510 5044 58745 20196 4059 56098 9227 499 2734 1216 14555 1277 1661 internal_value=0 -0.00474623 -0.00455279 0.00323041 0.00281881 -0.00454181 0.00453337 0.00202696 -0.0332558 -0.056947 -0.149254 -0.347296 -0.0408557 -0.0472241 -0.0935797 -0.124157 -0.0149727 -0.450565 -0.226715 -0.273578 -0.186198 -0.285208 8.19982e-05 -0.0926393 0.00455123 -0.1279 -0.0661685 -0.183924 -0.00876268 0.000329754 -0.0129158 -0.0182459 0.00315147 -0.0115608 -0.0429442 0.00647393 -0.0298816 8.78424e-05 0.0366285 0.0507394 0.0121673 -0.104047 -0.0207397 internal_count=911847 369361 368821 542486 535540 101179 434361 82342 18837 8205 1218 339 6987 6763 2459 2103 10632 259 806 653 419 301 8216 783 78280 396 2416 397 198053 170768 29990 27554 140778 25935 5739 114843 13568 274506 4449 3950 159855 1680 4304 shrinkage=0.0312957 Tree=149 num_leaves=44 num_cat=0 split_feature=18 7 9 17 25 27 20 18 27 4 5 28 24 25 19 10 20 19 4 20 19 20 8 26 26 4 27 7 5 28 5 8 19 26 27 9 25 17 20 19 27 27 25 split_gain=6.87896 6.04212 15.0133 10.8765 9.33152 13.1989 6.76636 6.06077 10.043 11.1324 10.9772 8.30787 8.11135 15.5805 8.56018 8.08699 8.76503 14.2896 7.9009 7.72918 8.29611 7.19184 6.21706 6.46769 5.94208 5.87931 5.80074 29.1498 15.584 10.9577 9.68365 15.1387 14.9935 5.76048 9.42885 9.81419 8.29511 5.69548 5.55696 5.53732 5.50614 5.48741 5.39734 threshold=6.5000000000000009 -1.0000000180025095e-35 0.9558882494457287 68.146740997156442 248.25000000000003 1.5000000000000002 1.0662369032097203 3.5000000000000004 36.500000000000007 23.999998092651371 36.927263259887702 698.25000000000011 19.500000000000004 423.25000000000006 492.25000000000006 0.72498191420943414 0.8366499430110157 648.75000000000011 22.999998092651371 1.2392722891157331 715.25000000000011 1.004469607071462 490.50000000000006 0.85294471579245423 1.0656435010764265 62.108440399169929 2.5000000000000004 -89.940933227539048 28.998774528503422 356.75000000000006 196.99611663818362 3952.0000000000005 1155.2500000000002 0.92643593479991992 20.500000000000004 0.97577159217347931 688.25000000000011 57.743075036228056 0.89722771190162509 141.25000000000003 35.500000000000007 6.5000000000000009 761.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 25 5 -3 -1 8 41 -10 19 12 14 -14 39 16 -15 -18 -19 -11 -21 -17 -23 40 -8 26 27 28 -4 -29 31 32 -30 34 35 -5 -36 -16 -12 -9 -24 -6 -38 right_child=-2 4 3 33 7 -7 24 11 9 10 38 -13 13 15 37 21 17 18 -20 20 -22 22 23 -25 -26 -27 -28 29 30 -31 -32 -33 -34 -35 36 -37 42 -39 -40 -41 -42 -43 -44 leaf_value=-3.29730395991941e-05 0.0040645387587967784 0.0057912732789918752 -0.0011701503184145484 0.00042793930864987921 -0.00032975151461769539 -0.002918258567828326 -0.0014124359598335094 0.0079054311261659346 0.0010244617935318437 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8.415 15.4209 9.48624 8.33609 12.0339 26.6919 13.9219 11.7947 9.77081 8.30476 6.521 7.99755 11.0117 8.55141 16.9187 8.22154 8.35423 6.8657 16.3347 6.46132 7.16733 6.16853 6.14156 6.21332 8.64024 6.34735 6.10141 9.32012 9.13435 6.74762 6.06555 threshold=199.554036794398 2.5000000000000004 -1.0000000180025095e-35 192.25000000000003 3.5000000000000004 1.3264207353129693 -79.196342468261705 1.5000000000000002 2164.2500000000005 29.045765118268474 -64.798877716064439 0.48925784972365166 0.27272727430359417 2837.5000000000005 5.5000000000000009 36.96572563643474 0.78278924085375712 1.0289798327148094 6294.2500000000009 219.47966933930016 0.46153846838165685 0.91304348590944773 5.5000000000000009 0.52395685832556238 1.5000000000000002 80.898261112448054 0.85294471579245423 0.35565520877126255 25.994312041391442 35.628490309163404 0.78571429482099586 0.93832397728739203 3.5000000000000004 0.72381337492538467 0.56154155578934351 0.38347512211708862 0.24400562196594397 211.50000000000003 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292172 288281 12558 275723 64055 47725 34135 12991 21144 16330 564490 65046 18919 3533 46127 38093 18276 5344 19817 19771 8551 8339 2743 2624 2392 2264 275 212 154 211668 207770 207454 11220 585 10635 9000 12932 5596 19847 55185 50405 shrinkage=0.0312957 Tree=152 num_leaves=44 num_cat=0 split_feature=16 17 26 9 0 27 28 26 27 11 9 12 27 14 14 0 27 17 11 18 28 23 11 17 26 16 17 12 14 29 14 28 15 10 11 9 12 17 27 26 26 17 9 split_gain=24.8787 9.38671 8.44933 7.55711 6.69172 9.54799 7.9003 9.65215 8.34479 13.0226 7.75264 7.13712 7.05295 6.82555 6.29639 6.28181 6.08244 9.07349 6.33512 5.84245 8.09342 6.35887 5.65192 17.5544 11.4476 12.369 8.60425 7.33785 7.66653 6.63081 6.33126 5.65605 6.22336 5.55829 6.61575 10.0546 5.52365 5.50684 7.27341 5.43339 5.26336 6.98636 5.25687 threshold=195.22775975261143 100.27682008558197 0.94178121673500614 0.84455322356131368 29.500000000000004 58.500000000000007 684.25000000000011 1.3910670353842318 25.500000000000004 0.70955524022474503 0.97014995202708276 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6.86255 6.39783 6.1687 5.84286 5.83722 threshold=195.22775975261143 75.284591003700555 21.00000095367432 2.5000000000000004 135.50000000000003 62.985281374238575 692.25000000000011 874.75000000000011 184.14210008681226 0.46575502880166686 0.96498905275184776 2060.5000000000005 5245.5000000000009 380.00714267493646 906.25000000000011 333.27564927611041 3926.0000000000005 3186.5000000000005 356.75000000000006 0.97889143006705404 1.0924424457282915 0.85973028964268028 0.74422422815279965 239.29314000500446 55.002668380737312 -1.0000000180025095e-35 62.611596887690474 209.51894901787509 1.4135646470525653 146.09259796142581 4127.5000000000009 2378.5000000000005 -57.956214904785149 9768.0000000000018 -73.275245666503892 836.25082938258231 -64.798877716064439 60.149813492781149 1.5256267489006912 1.8939837414927896 75.284591003700555 229.33452377915611 230.48592160495375 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 6 -6 -8 -4 31 23 18 13 15 -15 16 17 19 -12 30 21 -21 -22 24 25 28 -27 -28 -11 -14 -13 -7 33 34 38 40 39 -37 42 -36 -34 -40 -26 right_child=3 -3 8 -5 5 9 7 -9 -10 10 11 12 29 14 -16 -17 -18 -19 -20 20 22 -23 -24 -25 32 26 27 -29 -30 -31 -32 -33 35 -35 36 37 -38 -39 41 -41 -42 -43 -44 leaf_value=-0.00018271104121306503 -0.0011327984964763474 0.00040701004844263903 -0.0010559656512937952 -0.00038364524099656976 0.00037387283786665548 -0.00064951350911207672 0.003390086923098458 -0.00027977440698047368 -0.00037906831540994451 0.00028014973995951927 -0.0075994104349378228 0.0021975867310391698 0.00071761016486522264 0.0052113662661065607 -0.014278694255903047 0.0013498188047473467 -0.015747527930158413 -0.00041167163375865218 0.0003215985068401434 -0.0035414421047216048 -0.0090139445239317273 -0.013552696222668163 -0.0016966845325819314 0.00045509052283515674 -0.0055241713525424618 1.7081228573687129e-05 -0.0012113291431377861 -0.0045515733702587184 -0.00018596671456016684 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internal_count=911847 183736 168314 728111 699957 695417 17042 2856 54225 678375 671359 12455 5212 3153 247 2906 2342 2275 7243 1449 1137 414 723 658904 613607 598796 366466 2695 232330 2059 312 7016 14811 3734 2386 11077 497 1186 1889 332 9891 853 1036 shrinkage=0.0312957 Tree=156 num_leaves=44 num_cat=0 split_feature=16 17 26 27 0 16 16 17 16 32 17 16 17 5 12 16 13 7 15 17 27 12 5 25 17 27 27 16 17 16 17 16 17 7 26 8 16 25 25 12 26 24 25 split_gain=21.3057 9.04427 7.19898 8.38815 7.08638 7.45934 6.76808 10.5327 8.17853 6.77977 8.68683 6.37464 6.76632 6.73741 6.15104 8.31557 5.90532 5.80242 12.3443 5.5919 5.53989 5.47064 5.72695 5.42565 5.24861 5.9689 8.16874 4.97206 4.83331 14.4939 7.68431 10.3332 7.20978 22.2731 10.6927 10.6791 12.3916 6.67358 8.8559 6.84097 6.17232 6.09921 7.21439 threshold=212.43345864661657 56.360587801314971 1.0120537809866554 14.500000000000002 52.500000000000007 169.66548881036516 144.82938740264424 47.789353506678026 165.6699624990936 1.5000000000000002 40.175556011952089 197.99880589822121 91.308549801440449 45.999996185302741 237.8198051533947 102.01986941984458 42.811860479880671 -88.527416229248033 0.28176531513802311 34.116283716873035 33.500000000000007 77.719300090006328 34.613813400268562 411.25000000000006 54.894190192203894 52.500000000000007 39.500000000000007 174.60166068631381 51.930727478526464 221.1967279475229 49.262063140408536 225.74002190154513 56.90288243764639 -11.309931755065916 0.96535043268106346 4793.5000000000009 218.87155336257311 4570.7500000000009 8520.5000000000018 77.719300090006328 1.6837639559691631 2.5000000000000004 622.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 5 14 19 8 -8 10 16 12 13 -3 15 -4 -10 18 -18 -1 27 -12 -23 -22 25 26 -5 -9 29 -2 31 -31 -30 34 37 36 -35 39 -39 -34 41 -38 -43 right_child=28 11 3 24 -6 -7 7 20 9 -11 21 -13 -14 -15 -16 -17 17 -19 -20 -21 23 22 -24 -25 -26 -27 -28 -29 32 30 -32 -33 33 35 -36 -37 40 38 -40 -41 -42 42 -44 leaf_value=-0.00013265661751482734 -0.0003269908277737599 -0.00013654375661033416 0.0071869819957694689 -0.0013833310702486357 -0.0013301406728701848 0.00022312471446252254 -0.00015688135114314867 -0.00086865556976957546 0.001602106519826023 -0.00030361894976361765 0.001070723184577421 0.00036440766223266765 0.00056758491763409826 -0.001122120010394363 -0.0052207866997271727 -0.0012633280223804805 0.0078110532163286261 0.0059905308384108086 -0.010214994556698716 -0.001358552852798375 -0.007686072043502537 -0.00075222568882702626 0.0012127344555328866 0.00072941825025371685 -0.00026859212460855362 -0.010688205587677231 0.0022089871460498531 -0.00027416572516845197 0.00046198116469056466 -0.00032718447620595721 0.00053823353817570576 0.00017020930441630214 -0.0058593102679224286 -0.0014040704254961363 0.0012028542810131569 0.0020961786586194296 0.0045710288854827925 -0.01184306351909027 0.0014000025962128617 -9.4750250441224317e-05 0.001945852672516278 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1200 shrinkage=0.0312957 Tree=157 num_leaves=44 num_cat=0 split_feature=16 18 9 21 24 21 21 26 16 31 16 7 7 7 7 12 9 0 10 13 24 26 10 7 21 13 7 18 24 10 9 13 26 19 12 10 20 26 18 24 19 24 26 split_gain=19.7768 5.78766 5.40463 7.68689 6.98331 6.05292 5.54445 6.30947 5.773 4.99236 5.01495 4.50694 3.99092 3.92724 7.79263 6.22508 5.31182 6.00153 5.1629 6.86829 7.46103 9.4527 8.32217 13.7601 23.8648 16.4589 13.5971 5.9427 5.0631 7.50427 6.0062 6.03099 6.99302 5.99653 5.35951 5.23921 5.25089 7.65239 4.84597 7.22467 10.2608 8.22103 9.0122 threshold=204.72318220356092 6.5000000000000009 0.9651010969917897 2.5000000000000004 6.5000000000000009 1.5000000000000002 2.5000000000000004 0.96803956976694705 172.15525963398306 2.5000000000000004 239.29314000500446 -42.488445281982415 -2.7263108491897579 -15.255119323730467 -79.196342468261705 836.25082938258231 0.79905715150858547 29.500000000000004 0.9517636313539336 54.708965093339721 2.5000000000000004 1.0822628460506114 0.81621851532418754 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12770 7535 2723 613 762 194 22708 7453 2074 378 6466 internal_value=0 0.00297864 -0.00737922 -0.0031619 -0.0183775 -0.0574935 -0.0123758 -0.0165317 -0.00101147 0.00290594 0.00343009 -0.043862 0.000470375 0.0025951 0.00697202 0.00105107 -0.0930401 -0.211102 0.0118899 0.0108514 -0.00751046 -0.0192917 -0.0599399 -0.137931 -0.0542207 -0.302793 -0.299561 -0.0330073 -0.00348437 0.00434043 -0.0168329 -0.00931023 -0.0165508 0.0258733 0.0633156 -0.061402 -0.0976511 -0.143975 0.00120508 -0.00941119 -0.0254248 -0.0349601 -0.00993642 internal_count=911847 655367 256480 139086 26804 3900 117394 85959 31435 654975 632189 3483 112282 581115 151540 429575 702 247 103066 100894 16949 12886 3962 1017 670 245 347 2945 48474 30560 17914 15327 13525 10581 3046 2587 1569 956 428873 39079 16371 14297 6844 shrinkage=0.0312957 Tree=158 num_leaves=44 num_cat=0 split_feature=16 16 23 11 6 12 30 18 25 6 21 19 12 5 21 6 25 11 11 25 6 9 16 23 16 12 11 25 13 30 16 25 21 13 5 11 12 11 13 21 14 23 6 split_gain=18.6352 5.29177 4.539 3.86844 11.5895 7.37364 6.33522 6.7165 16.9734 28.3232 21.9066 21.2657 24.2993 15.5156 11.9981 8.38881 7.52576 6.44675 6.18417 11.7367 8.84564 8.12655 6.63341 6.21406 5.51762 5.25369 5.11532 5.65193 6.75941 5.06214 4.66581 4.63701 4.63997 4.31326 4.26701 9.1457 7.53348 6.83888 4.13346 9.68031 5.10618 4.8384 6.75056 threshold=212.94709479459968 165.6699624990936 1.2411388044579537 0.7778001792114696 0.52866243108650546 687.55739520663064 1.5000000000000002 1.5000000000000002 1071.2500000000002 0.62500000383763632 6.5000000000000009 1220.2500000000002 153.3761543394987 31.388895034790043 3.5000000000000004 0.26027397346174475 1254.2500000000002 0.93336783988957917 0.5456564312154375 15263.500000000002 0.68571429789989036 0.86930404401291839 226.41707629012129 1.7504238307507254 229.25122116223594 836.25082938258231 0.91305909545227393 1168.2500000000002 40.677618315400785 1.0000000180025095e-35 236.31589490595044 248.25000000000003 3.5000000000000004 46.061427506072697 350.99996948242193 0.69600174031947304 1118.9746570962088 0.63781173759826515 22.790672072930693 14.500000000000002 15.363003257668689 0.37013167588807194 0.63380285103398892 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 -6 7 -5 17 15 11 -11 13 -13 16 -10 33 30 -7 21 -21 23 25 -20 -12 -22 27 -16 -29 -17 31 32 -9 -15 35 36 -24 -38 39 -33 -41 42 -40 right_child=3 -3 -4 6 5 18 -8 8 9 10 24 12 -14 14 26 29 -18 -19 19 20 22 -23 34 -25 -26 -27 -28 28 -30 -31 -32 38 -34 -35 -36 -37 37 -39 41 40 -42 -43 -44 leaf_value=-0.00037431861187869295 -0.00020618580863173539 -0.00012026880258807491 -0.0016134312251808915 0.0003241190505418855 0.00041915540803395699 0.0011102611133785628 -0.0004326155946789374 0.0022567540629890121 -0.0048234504638850198 -0.00086190133698299401 -0.0064602473461043254 0.0032707046205176908 -0.00026041310315247861 -0.017756770104680322 0.00060762670800591258 0.00053179092520965843 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7.67108 5.3539 5.33005 5.25056 5.17958 threshold=33.000000000000007 706.25000000000011 898.25000000000011 1.5000000000000002 10.500000000000002 71.356524678865725 0.43103448412410927 1175.2500000000002 6.5000000000000009 56.90288243764639 1372.7500000000002 1142.7500000000002 0.76850153960781842 0.62162162243401464 1399.5000000000002 0.71813378325834598 2632.5000000000005 3.5831729727797166 1.656974576418154 2391.5000000000005 1056.2500000000002 0.53620642315496703 6.5000000000000009 0.77777777089933342 0.93832397728739203 0.5362318843412518 2.5000000000000004 0.9558882494457287 1.5000000000000002 0.77272728288249015 14.500000000000002 0.24400562196594397 0.38375175070028017 0.89697256115025503 1026.2500000000002 130.01009912839541 1.7112425460202232 0.83238797920205154 0.52276714513556632 1.0000000180025095e-35 24.971978661511034 0.93577254108796726 913.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 27 4 -4 17 33 31 8 -8 20 11 -9 -13 -14 15 -15 -12 -1 -3 39 -10 -22 23 24 26 -24 -23 -2 -29 -30 -31 32 -5 -6 42 -21 -37 38 -38 41 -32 -20 -11 right_child=1 18 3 6 5 -7 7 10 9 34 16 12 13 14 -16 -17 -18 -19 19 35 21 22 25 -25 -26 -27 -28 28 29 30 40 -33 -34 -35 -36 36 37 -39 -40 -41 -42 -43 -44 leaf_value=0.00028888360569829543 -0.0006546888613532028 7.4328662293683136e-05 5.7363167177590523e-05 0.0032868509108095532 -0.00010716921267950342 0.0011875608002297879 0.00013812702653460561 0.00024597135903053744 -0.00046113161074501211 -0.0059083791828373877 -0.0006066250611149915 -0.00079690768609197579 3.1964017263761758e-05 -0.0064218824603383346 -0.0053197167380082105 -0.016705073470873685 -0.0054514546531591306 0.0017461634186784264 -0.0091072143676661742 0.00013694548753076969 0.0022326194072916292 -0.0036174522500128287 0.0011531093435434682 4.2388992028993696e-05 -0.014925625182014726 -0.016762387758443915 -0.015454977541188294 -0.0012897488575185079 1.0097961865644476e-05 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internal_count=911847 369073 542774 104242 438532 242196 19784 15184 11294 6283 3890 1696 1226 754 571 445 2194 196336 170522 14504 5597 1778 1257 1113 682 144 603 198551 170285 165094 65819 4600 929 235521 686 9117 670 645 364 5387 718 3629 298 shrinkage=0.0312957 Tree=160 num_leaves=44 num_cat=0 split_feature=16 18 33 8 27 24 25 20 27 22 4 5 26 8 18 18 27 20 4 4 25 22 25 24 16 18 8 8 10 8 24 7 26 22 20 25 18 4 5 16 5 7 7 split_gain=18.5754 5.32731 5.08853 5.76685 4.77963 6.57578 6.65197 4.68515 7.71054 15.0274 18.8957 10.6338 11.1943 9.2744 9.9569 11.2086 8.98444 7.70898 7.53147 10.6867 8.14111 7.16278 9.12087 6.95591 8.69912 6.91063 10.4306 6.8883 6.81323 6.86466 9.70701 9.27891 6.33391 7.28262 6.39537 6.09447 11.5267 20.2835 27.2349 25.1609 16.0834 13.0296 9.28495 threshold=202.28390226374418 6.5000000000000009 2.5000000000000004 135.50000000000003 36.500000000000007 24.500000000000004 437.75000000000006 1.0819902016814165 22.500000000000004 1154.2500000000002 58.046533584594734 36.00000190734864 0.68047756380911706 954.50000000000011 1.5000000000000002 3.5000000000000004 31.500000000000004 0.28788775827029472 17.999998092651371 13.999999046325685 764.25000000000011 477.25000000000006 572.25000000000011 24.500000000000004 219.8597498128635 4.5000000000000009 302.50000000000006 2086.5000000000005 0.88519713607505024 589.50000000000011 31.500000000000004 -14.457165241241453 0.41435806833003702 506.25000000000006 0.73569150401417838 1123.2500000000002 1.5000000000000002 27.999998092651371 48.999996185302741 235.93565187057195 101.87070083618165 -89.940933227539048 -75.900794982910142 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 6 -6 8 35 11 27 12 16 21 -15 -16 17 -10 19 -18 23 25 -23 -21 -25 -14 -27 -11 29 30 31 -24 -19 34 -34 -5 41 40 39 42 -38 -37 -39 right_child=1 -3 -4 7 5 -7 -8 -9 9 10 -12 -13 13 14 15 -17 18 32 -20 20 -22 22 28 24 -26 26 -28 -29 -30 -31 -32 -33 33 -35 -36 36 37 38 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shrinkage=0.0312957 Tree=161 num_leaves=44 num_cat=0 split_feature=16 16 22 4 5 10 10 23 22 28 5 32 19 28 28 24 28 12 24 10 5 1 26 24 5 25 1 19 25 24 22 20 26 28 24 5 26 30 25 23 25 24 23 split_gain=15.9148 5.12382 5.73523 5.31574 5.28971 4.63394 5.9425 5.59791 5.04198 8.4937 7.18958 11.6118 6.86442 6.43443 6.11002 7.48425 5.08799 10.158 5.0875 5.94191 5.24885 5.00362 4.72948 4.6737 5.17804 4.60434 4.64966 4.56326 7.14006 4.8104 4.85081 6.33221 5.40577 4.66512 4.50255 8.0371 5.47153 6.90714 4.49246 4.46498 4.43566 5.62388 5.59524 threshold=213.68616819292268 151.3359608160271 5634.5000000000009 20.143488883972172 121.00394439697267 0.96838773326286953 0.77550977371483532 1.2613683700926586 628.25000000000011 641.25000000000011 19.798989295959476 1.5000000000000002 651.25000000000011 748.75000000000011 1040.7500000000002 7.5000000000000009 1126.2500000000002 54.05634918610405 17.500000000000004 0.53998761974704135 11.015432834625246 25497.000000000004 0.12527468781102055 15.500000000000002 16.999626159667972 491.75000000000006 401.50000000000006 414.25000000000006 499.75000000000006 21.500000000000004 528.25000000000011 0.84352909868103731 1.1295209377388942 411.75000000000006 8.5000000000000018 48.000089645385749 0.17845473389295988 1.0000000180025095e-35 8520.5000000000018 0.35586033349452834 737.75000000000011 9.5000000000000018 0.99999216791979961 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 39 6 7 8 9 -3 11 12 13 23 15 -11 -15 -18 20 -20 -14 27 -17 24 -10 -24 -27 -8 33 34 31 -31 -33 -29 36 -36 37 -30 -16 -5 -28 42 -42 right_child=-2 5 -4 4 -6 -7 21 -9 10 14 -12 -13 18 16 38 22 17 -19 19 -21 -22 -23 25 -25 -26 26 40 28 29 30 -32 32 -34 -35 35 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.00037218222515086945 0.00010407356807462675 -0.00017696334592291383 0.00082235751719879032 0.0014552285797534454 0.0024893126271685632 -0.00096973607731588082 0.00051172679680688393 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44997 2019 56 9033 134 741 151 internal_value=0 -0.00521625 -0.0169267 -0.0208471 -0.0399693 -0.00400498 -0.00348034 -0.00685477 -0.00534347 -0.00993305 0.00063086 0.0278942 0.0558593 0.0347944 -0.0290229 -0.033342 -0.0247049 0.110045 0.115575 -0.0155358 0.142844 0.00200371 -0.0192551 0.0616023 0.0883409 -0.0208571 -0.0234679 0.00165769 -0.000888598 0.00169233 0.0353077 -0.038607 -0.0963082 -0.0275016 0.000182215 -0.00721014 0.00689845 -0.0384457 0.0452766 -0.0444396 -0.00927191 0.0520299 -0.0673499 internal_count=911847 361225 33861 31044 9901 327364 321120 198797 183882 103993 79889 8628 5457 4034 19040 17994 1253 229 1423 245 1178 122323 12182 2781 1951 12102 11889 121966 103952 94762 4074 729 527 9190 90688 43171 47517 2520 1046 9544 7846 1026 285 shrinkage=0.0312957 Tree=162 num_leaves=44 num_cat=0 split_feature=16 9 20 0 13 27 14 27 30 9 23 23 23 16 20 15 23 27 26 23 10 15 13 27 16 14 12 27 29 16 14 27 14 18 10 8 13 13 14 30 29 14 13 split_gain=15.1817 6.26878 6.1995 6.79392 5.43524 5.28556 5.80502 5.1961 4.56531 4.5302 4.41418 4.02827 3.9901 4.34263 5.3239 4.79222 5.58327 5.47916 4.63326 4.0831 5.93835 5.85367 4.86459 3.91585 3.7662 3.73671 6.77658 5.92078 13.1592 6.86045 5.14237 5.12544 8.33577 6.13817 4.89654 4.27928 5.38206 5.15144 4.74253 3.73428 5.10926 4.56494 3.82898 threshold=215.38448456305602 0.96275937606224271 1.014211403137496 20.000000000000004 39.172341252871533 3.5000000000000004 32.241075449655987 51.500000000000007 2.5000000000000004 0.97108705310843091 0.17518349551597637 1.2226920555456229 2.1170892961229595 177.71802807724205 0.75116922078679538 0.22547034645145628 0.17518349551597637 15.500000000000002 0.89894731658068738 1.0656369274809163 0.77550977371483532 0.32302431226177303 37.597333128688071 3.5000000000000004 153.28964613368285 13.882418158158089 69.852290732122455 2.5000000000000004 0.89332385016595561 1.0000000180025095e-35 7.0814575292547435 50.500000000000007 22.829857493497546 3.5000000000000004 0.49511036288562821 356.50000000000006 25.176221713006985 31.937944947953259 21.910836771639421 1.0000000180025095e-35 3.3580193081314071 20.511313702111131 86.427965851678422 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 12 7 25 6 9 11 -5 -6 -7 -4 13 39 -15 -16 -17 19 -19 20 -18 -21 -23 -13 -25 26 30 28 34 -29 -3 -31 33 -33 -27 -30 38 -38 -37 40 41 -1 -42 right_child=-2 4 3 8 5 10 -8 -9 -10 -11 -12 23 -14 14 15 16 17 18 -20 21 -22 22 -24 24 -26 27 -28 29 35 31 -32 32 -34 -35 -36 36 37 -39 -40 -41 42 -43 -44 leaf_value=-0.00036303292446167995 0.00011169902693939996 -0.0007870104767574768 -0.0003528016437859689 -0.0011567709482753876 -0.00031825746181292076 -0.0067476221770093932 0.00067670273794777044 -0.011747292199668743 0.00065391443525204189 -0.0033530225064388412 0.00043546469541025032 0.009434193970812365 -0.001865920719720288 -0.00045863725719251015 -0.0019783730675068645 -0.0058909034136549162 1.6454404756718297e-05 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5.3302 5.24167 7.33657 6.49767 5.93369 11.8794 9.7628 7.69184 7.52311 6.87318 13.3447 6.74872 threshold=195.22775975261143 22.13850021362305 0.8979966555183948 2.5000000000000004 130.50000000000003 0.73123697966186219 0.46575502880166686 0.25785714026991507 2060.5000000000005 2695.5000000000005 675.25000000000011 229.33452377915611 245.96194077712565 2386.7500000000005 1.6815315374249347 0.26027397346174475 2.4679547937436008 89.191476625098872 1.5000000000000002 149.16626233677161 1.8939837414927896 41.836277008056648 0.13049196133958638 0.2068132424627063 149.16626233677161 0.82603470351764596 0.80639414192045777 1.5434828213558454 146.09259796142581 1.5000000000000002 480.4543648263006 0.22518660061339321 242.41340540609528 55.002668380737312 131.13110462485221 0.75537534772870396 0.56154155578934351 0.53846154026813298 0.82000799369408905 18.000169754028324 3111.5000000000005 37.593778610229499 21.971199989318851 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 -2 -6 -7 8 10 11 14 -10 13 -13 -8 16 -14 -12 19 -19 21 22 -11 -24 25 -25 27 -26 29 -23 -31 -27 33 34 35 36 40 -38 -37 -39 41 42 -9 right_child=3 2 -4 -5 5 6 7 32 9 20 17 12 15 -15 -16 -17 -18 18 -20 -21 -22 28 23 24 26 31 -28 -29 -30 30 -32 -33 -34 -35 -36 38 37 39 -40 -41 -42 -43 -44 leaf_value=-0.00013863034801358317 -0.0010490207673609876 -0.00057594744736569944 0.002874078003671877 -0.00035295329601652453 0.0003441332162339596 0.00094677416568929621 -0.00039364609131019177 -0.010880827200254078 -0.012959527331474227 -0.01227820472464067 0.0034079900172373991 0.0020667073993589536 -0.0086909805888078003 -0.013421866804231885 -0.0069413297682907587 0.0026018635462229794 0.004062118297200123 -0.011689491755971173 0.00030018037325299718 0.0032367590178168201 0.0011818114847344035 0.0012914768631171543 0.00060507344044032356 0.00047492764212775216 -0.014139110675308661 0.001034528420902552 -0.0004633125830115002 0.0025564997504664024 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3.3580193081314071 0.88903926452274573 47.485256117799331 53.432831260313201 503.75000000000006 0.78381264833170472 5634.5000000000009 28.000000000000004 33.661484798063661 50.316657314197862 223.35720248032439 977.25000000000011 9504.0000000000018 57.204780887919888 0.64331620714272097 226.89076453974567 121.68986283848346 48.962936752620813 0.67226250256200049 10.328914835164836 0.85073429002659273 -89.940933227539048 248.25000000000003 547.50000000000011 3487.2500000000005 1136.5000000000002 22.882154012510444 170.97078770752387 21.54844180413831 0.27051456411200825 2.5000000000000004 449.50000000000006 1.1183730546271027 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 18 34 -5 6 8 11 9 -3 -10 -8 40 15 -15 -14 17 -7 -1 20 33 -21 23 25 26 29 -25 39 -26 -23 -22 -32 -33 -2 35 36 -4 -37 -20 -27 -6 -38 -30 right_child=19 5 3 4 12 16 7 -9 10 -11 -12 -13 13 14 -16 -17 -18 -19 38 21 30 22 -24 24 28 27 -28 -29 42 -31 31 32 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18796 17890 906 14383 752 11836 2064 624 shrinkage=0.0312957 Tree=165 num_leaves=44 num_cat=0 split_feature=16 27 23 5 27 22 21 22 23 6 4 27 27 19 10 27 21 16 4 23 30 4 15 1 16 29 4 27 27 29 4 21 27 21 23 12 21 4 23 27 29 22 5 split_gain=13.3138 5.97353 7.15539 6.58373 6.53376 9.54153 6.17662 5.66969 5.24192 5.13088 4.46959 6.58853 5.54863 4.88103 4.63303 4.45335 4.38507 4.31094 4.73231 5.33229 4.75217 4.21102 4.17058 4.09382 3.93713 4.75866 10.2328 6.0522 6.13389 6.18712 8.24725 7.97431 9.48426 8.12819 7.14439 7.00068 10.0669 7.53192 14.3713 5.96318 5.5719 8.71569 12.3743 threshold=211.61362964859757 33.500000000000007 1.4870148190053563 39.999425888061531 20.500000000000004 636.75000000000011 8.5000000000000018 1154.2500000000002 1.1776603261374838 0.51250000045393551 22.00000095367432 25.500000000000004 31.500000000000004 782.25000000000011 0.79010446410732238 50.500000000000007 11.500000000000002 178.72951097550643 19.816412925720218 0.34051129656446127 2.5000000000000004 8.021576404571535 0.38594433292676028 673.50000000000011 237.53680124223607 1.3594942339937723 14.849241733551027 2.5000000000000004 23.500000000000004 0.70265622723754095 18.384776115417484 13.500000000000002 49.500000000000007 18.500000000000004 0.57470737591790733 107.56244584051394 3.5000000000000004 27.890248298645023 0.99146772361101421 28.500000000000004 0.47479863314620457 1271.2500000000002 42.999996185302741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 8 6 9 17 10 -3 16 11 14 22 -14 -7 -10 -6 18 -1 -20 -21 -11 -13 -16 25 27 -27 40 -29 30 31 32 -30 34 -33 -31 39 -38 -39 -37 41 42 -2 right_child=24 2 -4 -5 5 7 -8 -9 15 21 -12 12 13 -15 23 -17 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 28 29 35 -32 33 -34 -35 -36 36 37 38 -40 -41 -42 -43 -44 leaf_value=-0.00011419445357172746 -0.0023005630614548367 0.00057136572216268209 -0.0038918650429728666 0.0030701641482817708 0.00074146363277876898 0.00043035672271620097 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6694 72739 2053 320 78 119 743 65 19866 160 1883 27 7847 1066 205 internal_value=0 -0.00502038 0.0160579 0.0200011 -0.00587188 -0.0144076 -0.00347905 -0.000529454 0.0132948 -0.0242233 0.00116661 0.0127729 0.0347804 -0.0255357 -0.00671902 -0.0779609 0.0108401 -0.00411766 -0.00998427 -0.0189867 -0.0219405 -0.0277901 0.0475324 -0.0345065 0.00291662 0.00188195 -0.00485493 0.00329393 0.00388414 -0.00270182 0.0209459 0.00636093 0.0195892 -0.0694276 -0.0971733 -0.00519963 0.0104306 0.0118168 -0.0460012 -0.319669 -0.0215003 -0.0721985 -0.158633 internal_count=911847 332823 12923 12570 319900 70043 249857 29017 11576 41026 28596 15359 7214 1259 8145 597 3788 245802 82974 34273 32453 37238 5955 3455 579024 500261 86682 413579 403963 104747 10007 7954 6772 1182 1063 94740 22001 21909 2043 92 9616 1769 703 shrinkage=0.0312957 Tree=166 num_leaves=44 num_cat=0 split_feature=17 4 7 1 26 5 27 9 7 9 10 4 17 9 7 14 23 14 20 7 21 24 20 7 10 14 23 5 24 27 21 23 27 9 7 19 10 21 1 6 26 24 22 split_gain=5.24236 5.87751 8.77179 5.00721 4.74815 4.42357 7.56085 6.38539 5.57043 5.11972 4.03289 6.1519 4.288 6.27019 5.45851 6.62947 6.57798 6.10755 7.17067 5.70809 7.11755 6.56597 5.66819 5.41679 5.43463 6.47801 5.09373 4.64808 4.47083 4.17844 5.11905 4.15836 11.5557 6.55817 3.89206 9.47243 5.11748 3.91615 7.0837 7.36343 5.61164 3.91428 6.16008 threshold=33.661484798063661 182.30928802490237 -69.421695709228501 25497.000000000004 1.5087638450966128 299.78752136230474 2.5000000000000004 0.91293283295765193 -59.632009506225579 0.68101773039163083 0.96498905275184776 96.57190322875978 79.445314052032856 0.97465521211170703 -68.72607040405272 73.651048608751509 0.91157694996504557 37.675697466772178 0.99825802937510588 -29.744881629943844 8.5000000000000018 15.500000000000002 0.72980316921544397 -78.662040710449205 0.84191148409559813 53.840360136595571 0.51656813667262258 62.004577636718757 19.500000000000004 6.5000000000000009 3.5000000000000004 2.9077137242056996 16.500000000000004 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4.94294 4.63531 4.96298 threshold=29.500000000000004 58.500000000000007 0.9558882494457287 898.25000000000011 1.5000000000000002 14.500000000000002 71.356524678865725 0.43103448412410927 21.643222648250081 1194.5000000000002 1385.2500000000002 0.74369405498069441 28.505027581335543 44.610364705782246 0.41775134269169961 1582.2500000000002 917.25000000000011 39.975199575876786 2.5000000000000004 21.500000000000004 2.5000000000000004 0.93617035563928186 7.5000000000000009 46.061427506072697 678.25000000000011 22.500000000000004 7.5000000000000009 471.25000000000006 31.814146041870121 0.68571429789989036 776.25000000000011 32.500000000000007 1154.2500000000002 0.82142857314885098 0.81818182083227053 48.000888824462898 50.459513986617878 15.500000000000002 56.241685989496325 38.581466674804695 0.86889958476910312 49.500000000000007 0.98568189933081984 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 30 5 19 23 31 -6 29 14 11 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internal_count=911847 438252 438145 473595 90035 383560 243780 16988 12966 12213 4523 1530 507 419 7690 2993 1023 7580 2725 73047 348 279 1974 139780 333629 182342 131611 50731 88322 753 104516 237405 44406 120 1178 44949 44016 151287 23258 19825 19777 43289 33342 shrinkage=0.0312957 Tree=168 num_leaves=44 num_cat=0 split_feature=0 21 19 26 8 0 17 6 24 19 24 17 24 26 23 17 24 20 4 19 4 6 11 17 26 14 8 32 20 13 6 19 17 19 11 19 23 21 14 6 17 24 8 split_gain=6.67121 5.90943 6.56988 5.33562 6.11704 5.73215 4.98806 4.77375 4.73211 4.38505 3.90046 4.23969 3.8728 4.14295 4.8188 5.49354 4.13957 5.09716 9.98432 7.6089 6.32538 8.44095 5.81764 5.08421 5.0222 5.01067 5.00189 4.97692 5.03871 18.7785 8.43337 5.7976 5.13266 4.97069 4.54808 4.50226 3.84744 4.67977 11.7146 8.49541 11.5032 13.3186 8.65338 threshold=33.000000000000007 15.500000000000002 539.75000000000011 1.6078592224420534 800.50000000000011 52.500000000000007 91.308549801440449 0.80555556799260553 6.5000000000000009 340.25000000000006 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128827 5960 4010 2006 1412 shrinkage=0.0312957 Tree=169 num_leaves=44 num_cat=0 split_feature=16 17 4 9 14 22 16 15 23 17 17 16 17 16 16 7 24 4 17 13 17 16 17 17 16 17 16 15 14 23 13 18 21 4 22 14 9 17 7 12 12 12 5 split_gain=12.9997 8.4795 15.1405 6.66208 7.96494 5.87444 5.38653 6.71823 7.41857 5.1587 5.03923 13.5082 6.80343 9.40014 5.85711 30.8124 17.246 8.54503 8.22261 6.84715 4.79189 10.574 6.40415 5.05839 9.47749 5.6615 4.93371 5.78832 8.89503 6.54474 4.60947 12.7884 4.90854 7.61721 7.24302 4.85967 4.55012 4.53698 13.1248 10.567 7.74506 7.20733 9.54297 threshold=212.43345864661657 56.90288243764639 21.00000095367432 0.96753586727408736 30.818508180204937 506.25000000000006 153.28964613368285 0.6358940572385624 1.2613683700926586 43.720459333268089 51.789321902051682 221.1967279475229 49.262063140408536 225.74002190154513 225.57951662188398 -8.5307650566101056 4.5000000000000009 29.963311195373539 52.998844886623466 37.822863367085006 46.84310442821765 229.87410912394202 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407 70 73 506 1781 110 125 97 72 271 201 2728 5063 336 1023 526 internal_value=0 -0.00486796 -0.00770495 0.00382195 0.01472 0.0102487 -0.0178317 -0.0158125 -0.0216123 -0.00262254 0.00292219 0.00164464 0.00380862 0.00239295 0.00986792 -0.0256363 -0.147906 -0.21927 -0.269192 -0.329991 0.00433067 0.00278924 -0.0112887 0.00550919 0.00345635 -0.0122037 0.0140469 -0.0716276 -0.189761 -0.304647 0.0314554 0.0138576 -0.0984063 -0.0329717 -0.202304 -0.0846771 -0.412697 0.0117377 -0.00839222 0.0160538 -0.0627496 0.0229204 -0.0367693 internal_count=911847 343951 259298 84653 33738 31104 94075 87822 61000 26822 567896 479669 411280 366837 88227 4414 1405 993 770 572 319955 276146 44714 231432 194023 32227 43809 662 255 185 3009 2503 722 443 279 182 364 83813 9877 6813 3064 6612 1549 shrinkage=0.0312957 Tree=170 num_leaves=44 num_cat=0 split_feature=17 33 30 8 27 30 29 5 22 11 5 8 17 24 8 21 11 23 23 22 26 28 11 22 23 26 23 24 5 29 26 17 12 8 24 29 9 8 5 24 5 27 25 split_gain=4.94012 4.41153 5.37639 10.5117 5.78896 5.27771 5.74044 6.13172 6.19071 4.9648 4.9123 7.11013 8.00259 7.00989 7.00801 6.74923 11.4872 13.3066 8.93859 8.04263 11.4703 9.69131 9.66548 12.5301 10.3921 8.42938 8.69905 7.97582 8.71107 15.1621 7.17501 7.03604 6.99612 9.9065 8.11956 7.99001 6.85404 9.97412 7.86345 6.81864 8.37467 6.5694 15.4029 threshold=33.661484798063661 2.5000000000000004 2.5000000000000004 458.50000000000006 15.500000000000002 1.5000000000000002 0.12378804449931562 29.13280010223389 1175.2500000000002 0.93336783988957917 50.00123596191407 830.50000000000011 57.047003894562401 15.500000000000002 1047.5000000000002 1.5000000000000002 0.78032562424283225 1.2475680841802459 0.27468196423205254 2060.5000000000005 3.0901678115694309 1208.2500000000002 0.48925784972365166 6294.2500000000009 0.48482011248570983 1.0120537809866554 1.1869483415130464 3.5000000000000004 94.874771118164077 1.5318850411971765 1.2687542633015008 57.743075036228056 352.06601717798213 6504.5000000000009 2.5000000000000004 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6.76575 6.67441 10.4904 15.8762 6.40752 6.28469 6.0844 6.05673 7.00777 6.51881 threshold=195.78711114998083 75.284591003700555 0.94178121673500614 16.500000000000004 36.500000000000007 0.86353706062210533 169.66548881036516 237.8198051533947 44.877418664240203 6.5000000000000009 0.85894358537854087 34.116283716873035 144.82938740264424 0.8366499430110157 0.96575581784938225 0.74250220458553806 15263.500000000002 57.37804439550947 66.774539994299388 145.50000000000003 346.25000000000006 49.75624441943917 164.22818871078479 237.53680124223607 0.76569727956534561 62.611596887690474 0.80540888826971313 49.647108269608935 2.5000000000000004 346.25000000000006 1.5000000000000002 0.92984438332231001 0.79818935606371078 4.5000000000000009 1.5000000000000002 0.49285132324772979 0.32302431226177303 17.500000000000004 0.52579908000414155 448.75000000000006 0.66104579630895433 137.93250352560275 0.98736048159012657 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 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1.5000000000000002 0.75410536774208092 8560.5000000000018 0.25785714026991507 1.0000000180025095e-35 52.500000000000007 62.337764287035093 453.25000000000006 0.74222733665771645 4.5000000000000009 1.5000000000000002 620.25000000000011 3017.5000000000005 1582.2500000000002 96.069607037463882 1054.7500000000002 -68.72607040405272 0.79905715150858547 1.0088627209294792 1.9882768403176569 1.5581299488103686 17601.500000000004 0.77279138587929042 -1.3612329363822935 35.000000000000007 -73.275245666503892 3795.5000000000005 9330.5000000000018 1040.7500000000002 761.25000000000011 -1.0000000180025095e-35 0.62500912109046103 930.75000000000011 149.16626233677161 4570.7500000000009 -66.757671356201158 1.0175680423923574 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 8 10 5 -5 12 -4 9 -3 -1 -11 -2 34 15 -15 -16 -17 20 -20 -14 -22 31 24 27 -26 -27 -24 29 -29 -31 -21 -33 -34 35 -9 37 -25 39 -38 -41 -39 -23 right_child=1 2 7 4 -6 -7 -8 13 -10 11 -12 -13 18 14 16 17 -18 -19 19 22 21 42 23 36 25 26 -28 28 -30 30 -32 32 33 -35 -36 -37 38 41 -40 40 -42 -43 -44 leaf_value=0.00043009040342059543 0.00016948545667068286 -0.0014754152651179778 1.6846831144410594e-05 -0.0017353004806221911 -0.001016592235600049 0.0001053862648653868 -0.00044135824275502337 -0.00066290652009138651 0.0016264802308513485 0.00024267644412370251 0.00010404279725249684 -0.00045876967115305131 -0.00037413570977850018 0.0002312088438498909 -0.00024220159495883981 -0.0058333418106176387 -0.0020218881191149123 0.0018957912841728664 0.00099830748622365935 -0.00081332359682095823 -0.003291650256343032 -0.0020561144155233327 0.00044513026182513944 0.0010292493329344501 -0.00073033397323567001 -0.01356788966573075 -0.0036200826880671525 -0.00034907488550822198 -0.011992118822959062 0.00073850845826745276 -0.012292950143793361 0.00028899012916575376 -0.01041258005697759 0.0012434721839005459 0.0043836042953366789 -0.0052048768910376176 0.0016113571895442339 -0.012495432028907722 -0.0003161604119177664 -0.021436930140479295 -0.0040065255216460531 -0.00050187741712404133 0.00042533650711771583 leaf_count=67870 41300 1935 209664 1972 9240 37464 76443 18095 2380 142030 142292 9321 14515 28476 72612 290 2022 105 5146 4325 1275 1336 1767 7883 372 134 226 631 54 105 116 196 201 90 161 240 71 29 5131 40 68 2914 1310 internal_value=0 -0.0016603 0.000368295 0.00433646 -0.00582081 0.000426339 -0.00762729 -0.00246541 0.00640585 0.00569837 0.006689 0.00637396 -0.00208002 -0.00762744 -0.00511959 0.00563484 -0.00927978 -0.120744 -0.00853814 -0.00107384 -0.0204816 -0.0520463 -0.00804133 -0.00112281 -0.0407055 -0.126936 -0.23399 -0.0170912 -0.0781648 -0.0588324 -0.194964 -0.0361367 -0.126263 -0.217525 -0.0216616 -0.0230817 0.00722988 0.0185614 -0.0158727 -0.181279 -0.334302 -0.019813 -0.0264439 internal_count=911847 653009 487331 258838 48676 39436 165678 331665 155666 153286 210162 151351 89235 122001 103505 28871 74634 395 47935 29499 18436 3921 24353 19541 3405 732 360 2673 906 852 221 4812 487 291 18496 18335 16136 10826 5310 179 108 2943 2646 shrinkage=0.0312957 Tree=173 num_leaves=44 num_cat=0 split_feature=0 17 24 24 19 12 20 20 11 20 4 30 4 17 11 4 7 23 29 4 12 5 24 29 19 24 17 23 29 7 11 23 1 24 7 17 30 30 7 24 5 29 10 split_gain=6.29592 5.47438 4.38237 4.30903 5.06476 7.27224 9.4416 6.09807 7.50144 5.43866 14.0931 18.5592 4.51516 5.75925 8.51958 5.74162 4.62633 7.79946 4.40194 7.01259 5.52649 5.58803 5.46245 6.38435 5.17221 6.95779 4.90989 4.80721 4.69675 4.33795 4.31026 4.30412 5.29761 6.40262 5.9256 5.47281 4.64846 6.75163 4.8946 4.52833 5.02142 4.22338 4.21853 threshold=29.500000000000004 91.308549801440449 32.500000000000007 10.500000000000002 1175.2500000000002 140.27564927611039 1.0356767797442989 0.24905537815805881 0.77513370513370516 0.97406873732522159 27.999998092651371 1.0000000180025095e-35 28.991376876831058 58.931178918843997 0.84559233392353605 20.998828887939457 -73.275245666503892 0.98509634148792269 0.63221280221407128 14.849241733551027 135.84366876077092 45.999996185302741 5.5000000000000009 0.21624119498426339 230.25000000000003 2.5000000000000004 24.632055026378758 0.17518349551597637 0.46352012994546937 -83.240127563476548 0.90451500896057357 1.3828009087537094 806.50000000000011 17.500000000000004 -89.940933227539048 58.163543599346106 1.0000000180025095e-35 2.5000000000000004 -44.828458786010735 30.500000000000004 36.10687446594239 0.087957119080284377 0.78290651995240668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 12 6 7 -6 -9 10 -10 -12 13 15 16 18 17 -15 19 22 21 26 -1 -24 25 -20 -21 -26 -23 -19 -5 32 39 34 -34 -35 42 -38 -39 -2 -41 -17 -33 right_child=31 -3 -4 30 5 -7 -8 8 9 -11 11 -13 -14 14 -16 41 -18 29 24 20 -22 28 23 -25 27 -27 -28 -29 -30 -31 -32 36 33 35 -36 -37 37 38 -40 40 -42 -43 -44 leaf_value=-0.00015245135486847093 -0.00012074042249379518 0.0010108267278133522 0.0021562646148571788 -9.9042426839861678e-05 -7.4205767945166441e-05 2.6015603732153945e-05 -0.016015306472240056 -7.812695136901779e-05 -0.0023453599074373947 -0.00039665518429008806 -0.015429546168539213 -0.0012076297930730087 0.00075490558175434418 -6.4264440576720417e-05 -0.0042980489878753627 -0.0066439208786516317 -6.6244660458656608e-05 -0.0033025476635104318 0.0024181041789440865 0.0076043736001082966 0.004820478512269734 -0.0095805586813400099 -0.00021438532278960539 0.0012423794927991895 -0.012581634426607483 -0.0028482742890839933 -0.00042328336536584228 0.00062713270335845728 -0.00029336672047307528 -0.011267771969930526 0.00029853357479910585 -0.00059055412747211736 -0.0014174692668896078 0.00076752279535222058 9.9242686223728092e-05 0.0038141971320653947 -0.0017272292074859961 0.0016158052615171479 -0.0008176673878485559 -0.0028866891297033982 0.0041435872307781516 2.9348137973483978e-05 0.00010107407900036163 leaf_count=8584 274090 6094 981 182770 3676 55514 41 1311 1125 531 212 156 14822 405 591 93 5519 147 337 75 197 120 4069 10681 27 907 14785 52094 96 123 31278 16015 2582 6179 110178 637 5309 1246 2311 961 111 76117 18750 internal_value=0 0.00252068 0.00213242 0.00199198 0.00479134 -0.00301127 -0.0332602 -0.0304621 -0.0614253 -0.0995951 -0.130509 -0.300383 0.00736356 0.00594392 -0.0226201 0.00709629 -0.0116745 -0.0898212 0.012415 0.00428126 -0.0123773 -0.0145518 0.015185 0.026857 0.0182993 -0.0454251 -0.0122306 0.0198203 -0.174238 -0.221473 -0.00130836 -0.00273853 -0.00169677 0.00386045 0.00206139 0.033623 -0.0121635 -0.0326027 0.0011109 -0.00411175 -0.0689788 0.000677558 -0.00695093 internal_count=911847 473478 467384 466403 252355 62566 7052 7011 3335 2024 1493 368 189789 174967 6785 168182 6194 675 91972 38607 15273 15076 23334 14750 53365 1244 14860 52121 216 270 214048 438369 394738 119576 112760 6816 43631 8866 3557 275162 1072 76210 34765 shrinkage=0.0312957 Tree=174 num_leaves=44 num_cat=0 split_feature=16 18 14 21 18 0 8 23 5 8 29 27 19 5 12 29 20 5 20 27 24 32 18 8 27 21 14 14 24 24 16 20 29 18 13 19 11 27 5 8 26 16 5 split_gain=11.461 5.32307 4.59687 6.85542 6.00931 5.8724 4.55245 4.27057 4.11466 3.93418 4.101 7.02605 15.597 10.2616 7.48543 7.06848 7.01411 6.5294 6.31201 5.95263 6.89993 5.89831 7.02108 26.7722 8.59258 14.5458 11.5253 9.14479 11.8636 6.96649 6.54635 6.29654 5.73834 5.64207 17.6724 8.22604 5.44895 5.3797 7.75599 5.31343 5.06434 6.27947 10.7913 threshold=195.22775975261143 6.5000000000000009 12.477031649886088 11.500000000000002 1.5000000000000002 26.000000000000004 278.50000000000006 1.0025041753675266 36.10687446594239 135.50000000000003 0.73123697966186219 2.5000000000000004 612.75000000000011 28.998774528503422 75.473611075682101 0.15245360588341281 0.99999216791979961 163.03387451171878 0.7408306984765739 10.500000000000002 9.5000000000000018 1.5000000000000002 2.5000000000000004 691.50000000000011 25.500000000000004 11.500000000000002 19.213204617532778 15.147483577330837 27.500000000000004 29.500000000000004 221.56739353184076 0.72980316921544397 0.52460220907963062 4.5000000000000009 23.553128868272456 347.75000000000006 0.46575502880166686 4.5000000000000009 14.007962226867678 2378.5000000000005 0.56154155578934351 228.77676053234623 66.297485351562514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 -1 -4 -5 -6 -7 -8 -9 -2 11 12 13 14 15 -11 -17 -14 19 -12 -21 22 -13 24 31 33 27 28 -27 -28 32 -24 -29 -26 35 -35 39 -33 -39 -20 41 -38 -43 right_child=1 -3 3 4 5 6 7 8 -10 10 18 21 17 -15 -16 16 -18 -19 36 20 -22 -23 23 -25 25 26 29 30 -30 -31 -32 37 -34 34 -36 -37 40 38 -40 -41 -42 42 -44 leaf_value=0.00022380438787341701 -0.00054974816740424202 0.0036925359316520353 -0.0003062569848670232 -0.007813576138146339 0.003032131736916232 -0.0033361849156883952 0.0016165168869965963 -0.0050484861693612052 0.00099339938015781566 0.0027549097017777425 0.00037116838305138196 0.00061179762190874106 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7.45117 5.623 10.036 6.27876 10.8679 6.44869 5.7203 6.89869 5.14425 5.98446 4.9853 6.69498 6.52878 5.72219 5.22314 4.70891 4.66356 4.65946 4.82576 11.6238 threshold=6.5000000000000009 -1.0000000180025095e-35 0.95155336278061042 68.146740997156442 248.25000000000003 2.5000000000000004 3.5000000000000004 698.25000000000011 141.25000000000003 34.857124328613288 5634.5000000000009 1546.5000000000002 0.89035180219591814 861.25000000000011 0.96270290338432918 27.199955669114342 0.94153013908958727 1.0637378202534011 0.46875000379906606 1.5000000000000002 1341.7500000000002 27.28114913857797 -57.956214904785149 5605.0000000000009 1.0721197594247325 0.94212409280391995 6662.5000000000009 64.13489151000978 -84.779216766357408 1.3181935393126729 4795.2500000000009 3.0901678115694309 0.83238797920205154 0.51405288184700249 85.002899169921889 0.28542034168952163 1.5000000000000002 -62.091485977172844 46.186501796710111 130.01009912839541 62.108440399169929 6504.5000000000009 0.97795345026316161 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 19 40 5 18 -6 8 -8 14 11 13 -13 -11 -5 -9 17 -17 -3 20 -1 31 23 -23 26 29 27 -25 -29 30 -26 -22 -33 34 -28 -36 37 -37 -27 -38 41 -4 -43 right_child=-2 4 3 9 6 -7 7 15 -10 10 -12 12 -14 -15 -16 16 -18 -19 -20 -21 21 22 -24 24 25 38 33 28 -30 -31 -32 32 -34 -35 35 36 39 -39 -40 -41 -42 42 -44 leaf_value=0.00030803730619194581 0.0035111624907723997 -0.0030654730736676904 0.00015673311656680923 0.00037997891179425631 -2.6959644330290549e-05 -0.0043734429044815608 0.0076472095270448013 0.00088599086839608976 -0.00063233612812731144 0.00083680161391891709 0.003167532982230842 0.00031269348741672369 -0.011145632251371876 -0.0083759375899123186 0.0017292168430800977 -0.0017366420253920813 -0.00069644309511780723 -0.020422216483739052 0.00091749633541810113 -0.00034862653722310649 -0.00084731647024242538 -5.1392316006509505e-05 0.00025887032192772067 -0.00012529554596641093 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636.75000000000011 14.500000000000002 8.5000000000000018 0.77402672780623627 28.742042965467043 0.58512565525747784 0.84191148409559813 0.6906218812375251 14.500000000000002 4.5000000000000009 9.5000000000000018 583.25000000000011 169.66548881036516 102.01986941984458 279.29693685229773 149.33733774505865 0.68496503876512793 1.5000000000000002 12.500000000000002 796.50000000000011 0.69306526571024463 30.984671756177004 453.25000000000006 34.500000000000007 410.25000000000006 177.50000000000003 1.4584715319649464 24.500000000000004 0.51508790389912729 77.23097038856281 47.500000000000007 11.500000000000002 205.84985822069061 45.500000000000007 834.75000000000011 18.384776115417484 20.301586986545917 427.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 7 11 10 17 9 -9 -7 12 -6 14 -13 16 -15 18 19 29 -8 -5 -23 -24 -16 -17 -27 -28 -29 -4 38 32 37 -34 36 -36 -35 39 -3 40 41 -32 -43 right_child=-2 30 4 21 5 6 20 8 -10 -11 -12 13 -14 15 24 25 -18 -19 -20 -21 -22 22 23 -25 -26 26 27 28 -30 -31 31 -33 33 34 35 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.00027340784215893485 6.906253951394331e-05 -0.0042497711729072088 0.0042374651671055058 0.00079878963797789637 -0.00043116089526158734 0.00065412696014545716 -0.0015998056407557754 0.0010281311663621598 0.0020662574995350129 -0.0042960466365064886 -0.0011658315574284077 0.0026023421272171297 -0.001236170154067002 0.0031262913483870872 -0.0030477283361900922 0.0033581458605682368 -0.00070111106490723977 -7.9366456286129606e-05 -0.00048575923431172892 0.0072568693365210679 0.00045943686882380627 0.0041079592447236897 -0.0042618253974269077 0.0012625957038739095 0.0025569734675866887 -0.0097029883686784637 0.0061041306654996434 -0.002617614791410598 0.0032110768321945288 0.0002372707293985428 0.0049883564591218345 -0.0033466317170763255 -0.0023672005770565604 -0.0025968939264390607 0.0011103759221509665 -0.0029863616943189681 0.0036267469253054838 -0.0028271537386729845 0.0024224309210754201 -0.004890207461888227 0.0037226780665280249 -0.0085462069376310568 0.0011487226241319809 leaf_count=12019 633870 250 235 12529 12072 1606 980 838 1855 320 6252 217 16341 1112 844 200 606 134985 48406 103 14076 262 594 165 140 59 106 746 150 3490 246 188 514 123 1410 462 744 156 110 65 1158 62 1181 internal_value=0 -0.00498871 -0.00576249 0.00684208 -0.00707399 -0.0150059 -0.00186725 -0.00475957 0.0352063 -0.0141599 -0.0253668 -0.0242428 -0.0285707 0.00517579 -0.0438885 0.0249563 0.0567563 -0.00540276 -0.0128111 0.0214636 0.0103976 0.0206603 -0.0390234 -0.0978046 -0.0719048 -0.0183684 -0.0420578 -0.0262782 -0.0524618 0.0156453 0.0264902 0.0320332 0.0363015 0.0132417 0.0299212 0.00317366 0.0876736 0.0624567 -0.07065 0.0712457 0.0768323 0.044076 0.0212536 internal_count=911847 277977 271308 25569 245739 55507 22914 190232 3013 1158 7858 32593 28413 4180 1201 2979 1718 187219 52234 3828 15056 13550 1021 759 984 1261 1061 1002 896 3725 6669 6309 6121 3253 2739 1872 867 2868 360 2712 2647 1489 1243 shrinkage=0.0312957 Tree=177 num_leaves=44 num_cat=0 split_feature=0 9 6 26 26 19 14 8 19 14 0 13 11 1 26 26 20 14 14 26 33 19 19 11 9 13 11 10 8 9 14 8 14 11 9 14 15 6 15 15 11 12 19 split_gain=5.78889 7.00352 5.51259 5.25253 5.4566 6.55817 5.26545 7.8663 5.49027 4.76233 5.65374 4.22491 4.15598 4.06166 6.35026 4.00573 4.00456 3.82973 6.00803 5.03481 4.53038 4.15969 3.62283 4.70644 6.49851 3.37579 3.33053 6.78012 4.41811 4.24536 4.10871 9.64484 4.44713 3.83386 3.74095 3.31207 3.45344 5.04579 5.60634 4.67267 5.0157 5.00162 3.70118 threshold=13.500000000000002 0.9558882494457287 0.84313719605843895 4.5897134783526168 1.4024526960516244 14919.500000000002 26.660404911479279 2005.5000000000002 4509.5000000000009 22.829857493497546 51.000000000000007 72.514083215516607 0.66104579630895433 11517.000000000002 3.0901678115694309 0.64696340002521968 0.56783693851106398 8.3207411107909941 12.876350743885924 0.50474781628627785 2.5000000000000004 208.25000000000003 455.75000000000006 0.66667881438289611 0.96236724973964038 26.141968698750308 0.48925784972365166 0.96838773326286953 2378.5000000000005 0.77414431850602383 37.675697466772178 4355.5000000000009 130.01009912839541 0.86477883675464329 0.7400314440054826 37.675697466772178 0.59915100785732289 0.52395685832556238 0.38594433292676028 0.46708306150079781 0.72024976657329609 836.25082938258231 3811.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 3 11 4 6 9 7 -2 -9 -6 16 17 25 -7 -15 -13 -11 -3 -19 21 -21 -20 -1 24 -24 -4 28 35 -8 -29 31 33 -32 -31 -30 -28 37 38 -37 40 41 42 -40 right_child=1 2 12 -5 5 13 26 8 -10 10 -12 15 -14 14 -16 -17 -18 18 19 20 -22 -23 23 -25 -26 -27 27 29 34 30 32 -33 -34 -35 -36 36 -38 -39 39 -41 -42 -43 -44 leaf_value=0.00043253187938051036 -0.00024824493900811096 -0.00066657041206332271 -0.0022811852982142274 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119 19696 30847 11833 484 351670 1834 19883 23132 119898 5406 2428 29979 70 896 423 405 169 64 118 2338 2345 9298 5257 214 865 777 63 576 internal_value=0 -0.00131981 0.000547082 -0.0064829 -0.00726496 -0.0176019 -0.00446773 -0.00899044 -0.087919 -0.0152076 -0.0121273 0.00228036 -0.00541288 -0.0857552 -0.097358 0.0162751 -0.00722467 0.0015501 0.00197669 0.00127455 0.00215539 -0.0140139 0.00494235 0.00273978 0.0142815 0.0333994 0.00337102 0.00124964 0.0322628 -0.0715137 -0.0573078 -0.105287 0.0153259 -0.0401447 0.0455865 0.00309031 -0.00709243 0.00571257 -0.0175852 -0.0505806 -0.0821061 -0.135049 -0.113425 internal_count=911847 726587 533634 192953 188713 40191 148522 94182 1246 38827 36039 413407 120227 1364 1305 20502 31251 392905 385704 373871 353504 20367 185260 148436 28538 2697 54340 50623 3717 1249 1179 710 469 541 3234 49374 19395 10097 4840 2495 1630 853 790 shrinkage=0.0312957 Tree=178 num_leaves=44 num_cat=0 split_feature=16 17 16 17 9 16 17 16 25 28 28 16 17 17 4 22 17 28 19 8 28 8 28 8 24 19 24 6 19 24 25 19 8 6 19 28 14 24 22 8 4 16 19 split_gain=9.94744 6.72909 6.57038 8.82789 6.4 6.22416 5.97533 11.403 6.7683 7.68455 6.26919 9.81948 8.73894 5.91759 7.87761 6.3241 6.14804 5.99855 5.72739 5.56194 7.57208 5.65826 5.48652 5.45525 5.5869 5.34419 5.29225 8.16903 4.98083 5.28064 13.4554 7.6978 7.56178 6.54073 6.92216 4.9301 6.15799 6.10161 4.914 6.39692 6.41334 4.92642 4.85507 threshold=218.25456931519926 71.356524678865725 147.23207668634595 40.175556011952089 0.94944555642464601 182.48485324528249 49.690083587687944 224.90740407077888 987.75000000000011 635.25000000000011 7771.5000000000009 226.07714663527909 65.829281340078367 52.926063832374318 20.998828887939457 508.75000000000006 47.485256117799331 621.25000000000011 4115.5000000000009 2483.5000000000005 2259.2500000000005 1373.5000000000002 1001.2500000000001 2837.5000000000005 6.5000000000000009 979.25000000000011 4.5000000000000009 0.33618565203589318 293.25000000000006 5.5000000000000009 1194.5000000000002 805.25000000000011 368.50000000000006 0.9411764895389193 2832.7500000000005 923.25000000000011 31.46053796725786 10.500000000000002 3487.2500000000005 1088.5000000000002 23.334522247314457 169.66548881036516 23326.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 38 19 -5 7 -2 -8 -10 11 12 -11 14 16 17 -7 25 23 21 -21 -3 -19 24 -14 -15 -13 -28 -6 32 -31 -32 -30 -34 -35 36 -16 -38 39 40 -4 -41 -22 right_child=6 4 3 5 28 13 8 -9 9 10 -12 26 18 15 35 -17 -18 22 -20 20 42 -23 -24 -25 -26 -27 27 -29 29 30 31 -33 33 34 -36 -37 37 -39 -40 41 -42 -43 -44 leaf_value=-0.00067794098736037242 -0.00037187619481976225 -0.00036081305223901084 0.00070206669916373797 -0.00041685669899780832 0.0060054938176988676 0.00079593995198637781 0.00045198390663649221 0.00011341330144888681 -0.0081234636343704928 0.00022753095659078628 0.0020148755487636007 -0.00095302699760574133 -0.0006271665354281368 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4.88172 10.1461 5.0328 4.85824 4.74471 12.2258 14.0876 10.123 7.6548 7.55636 5.82446 6.26752 5.67525 7.00235 5.23033 5.16473 5.85939 4.68584 4.52698 4.50607 5.25167 5.2599 4.75107 4.49943 threshold=216.73673730721606 75.284591003700555 80.747730255126967 50.316657314197862 223.5367347183572 1.1804573519892447 151.3359608160271 43.514675337818211 42.811860479880671 529.25000000000011 179.7798362361705 54.297995604590774 0.74643365893365898 12.500000000000002 0.88235298803201634 205.08774414544979 45.000000000000007 33.18843168524662 0.8111820741878546 47.717714550399158 228.4541206708092 45.053193787608869 1.8065449062525685 226.89076453974567 104.45311740850127 1.0529148804696253 229.87410912394202 1.0000000180025095e-35 26.000000000000004 20.000000000000004 0.81886538756339911 628.50000000000011 2.5000000000000004 51.649514368714883 0.85866936541329453 104.34062043356596 946.25000000000011 0.48475506029014592 0.51516749016116992 56.659902576697327 492.25000000000006 20.000000000000004 0.63247572278195829 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 5 -2 17 8 9 -8 -9 12 -12 16 -15 -13 -14 -1 -6 20 21 -20 -16 37 25 26 28 -26 -25 -27 -31 -28 -33 -30 35 -34 -37 -5 -3 -40 -41 -42 -17 right_child=3 38 -4 23 18 -7 7 10 -10 -11 11 15 13 14 22 42 -18 -19 19 -21 -22 -23 -24 24 27 29 31 -29 33 30 -32 32 34 -35 -36 36 -38 -39 39 40 41 -43 -44 leaf_value=0.00024053908492655039 -0.00028715046408418776 -0.00078240404824650618 -0.0010682520479273095 -0.00058850527812840682 0.00040055563700812201 -0.0012298955837005284 0.0007450653850381492 -0.00044781789635148662 0.0017792041157062733 -0.00033333932039301018 0.00017336392814486945 -0.00010028055260093835 0.00035543237646290651 -0.00046922180856177317 -0.0012216088899527897 -0.00065469285706427633 -0.00046769193248639659 -0.00078707876089266114 -0.0013677242912450613 0.00036551642348839358 9.1402719556391389e-05 -0.00031563994614693314 -0.0057513580613729898 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-0.056665 0.0112146 -0.0492818 -0.21767 -0.257861 -0.17134 -0.321127 -0.264229 -0.188875 0.0117882 0.0131349 0.0186657 0.0169913 0.0210386 0.01034 internal_count=911847 407989 386625 503858 417784 54001 377602 350785 28031 25048 322754 275210 141761 103685 65526 133449 38159 26817 363783 314147 269530 39274 11013 86074 4551 3472 1675 1079 1055 1797 844 620 527 372 405 323 246 81523 21364 18658 18474 17469 53389 shrinkage=0.0312957 Tree=180 num_leaves=44 num_cat=0 split_feature=16 28 6 29 14 27 24 25 27 23 28 14 24 0 27 24 11 1 6 14 24 27 8 14 14 12 25 28 27 11 20 16 6 16 27 23 31 12 6 29 25 11 6 split_gain=8.5886 4.322 4.96322 5.98651 5.29188 3.93351 5.14198 6.0005 4.02832 6.46982 8.26083 4.66202 5.51446 7.10048 5.42057 4.24069 4.85647 5.55017 4.57143 4.23556 4.46728 4.00145 10.5172 6.59834 6.5736 6.23714 8.40036 5.94041 5.94502 5.63897 5.58096 6.02546 5.0644 5.9111 5.31499 4.76727 10.5114 6.94802 6.74461 5.95625 5.05989 4.73894 4.73009 threshold=202.28390226374418 309.50000000000006 0.4750972784709987 1.0537436478476669 18.862112117224353 36.500000000000007 24.500000000000004 437.75000000000006 20.500000000000004 0.74643365893365898 698.25000000000011 17.330585898242344 21.500000000000004 45.000000000000007 31.500000000000004 15.500000000000002 0.76974050114161952 640.50000000000011 0.63380285103398892 18.570739422246184 19.500000000000004 9.5000000000000018 1000.5000000000001 53.840360136595571 27.720838508225345 245.96194077712565 4570.7500000000009 425.75000000000006 4.5000000000000009 0.88710292561698789 0.98657982975161973 160.00314465408806 0.64964357764327307 1.0000000180025095e-35 8.5000000000000018 0.96622991493866695 1.5000000000000002 408.66042558696068 0.50000001576351816 0.35344105585398261 20259.500000000004 0.68849736864442757 0.78260869695218227 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 -2 -5 8 7 -7 21 19 11 12 14 -14 -11 16 -12 18 -18 20 -10 24 -23 -24 27 29 -27 28 30 -26 31 -1 34 -34 -29 36 -28 38 39 -37 -39 -25 -42 right_child=1 -3 -4 4 -6 6 -8 -9 9 10 15 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 23 41 25 26 35 32 -30 -31 -32 -33 33 -35 -36 37 -38 40 -40 -41 42 -43 -44 leaf_value=-0.00069686698803392256 -0.0014768477431767702 5.7972343253491907e-05 0.00010952350714441987 -0.008796383123943775 0.0038103227613785575 -0.0072276371192862999 -0.00023125622519875168 0.0020063912244386484 -0.00010919966172742346 0.00032140722914161514 -0.0019437363337354732 -0.0012571173792126752 -0.0075067891195597786 0.0091445081739169546 0.0059974978543717063 0.00085274935931318975 -0.0020575920744778792 -0.00089919878368546269 0.0039735594125974317 0.00064288381761648701 -0.0016628996110919407 0.00010040358554770239 -0.001221330044872797 0.0067338917467831003 0.00052817015374310907 -0.002140887683992719 -0.0076488990177071966 -0.00043101690616211507 -0.00038825527344673769 0.0040251572983798292 0.00093906539296657453 0.0068837199814268165 0.0042327014642428639 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7286 3457 1885 704 22075 15741 180667 104159 8088 76508 17207 5755 59301 5269 11452 2358 497 54032 25512 28520 3608 835 2773 1121 389 1652 212 548 shrinkage=0.0312957 Tree=181 num_leaves=44 num_cat=0 split_feature=0 9 1 24 4 25 1 1 23 23 6 25 4 23 25 4 25 6 9 22 22 25 17 22 6 24 20 1 25 11 11 1 17 20 20 23 20 0 30 12 25 8 4 split_gain=5.06941 4.91218 5.93442 4.85591 7.16301 5.48357 7.24141 10.2157 7.38648 7.65694 4.78232 6.56997 7.86764 6.99357 5.72408 6.53603 23.2319 11.0866 8.71545 5.11648 4.99048 4.96415 4.7058 4.56418 4.46052 4.35696 10.2584 4.8153 4.58035 4.34248 4.1709 4.52313 4.10791 4.04806 3.84405 5.79013 4.75949 5.039 4.22598 4.80898 4.01956 5.20888 5.3115 threshold=9.0000000000000018 0.96071628988295665 7642.0000000000009 1.5000000000000002 222.78696441650393 6313.2500000000009 5193.5000000000009 7642.0000000000009 0.69306526571024463 0.99568433868020756 0.77272728288249015 1416.7500000000002 79.999992370605483 2.0062428173513318 3795.5000000000005 55.002668380737312 4570.7500000000009 0.68965518507637436 0.97795345026316161 1199.7500000000002 453.25000000000006 524.25000000000011 71.356524678865725 855.25000000000011 0.91666666986669731 23.500000000000004 1.1676112547577371 940.50000000000011 494.25000000000006 0.79325553723724174 0.50797492344073503 5831.5000000000009 47.638157067051949 0.8016737573752124 0.69189757580924793 0.71177724627914263 1.0740180336674172 20.000000000000004 2.5000000000000004 110.19848480983502 1582.2500000000002 4355.5000000000009 146.09259796142581 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 10 -2 5 34 23 8 -8 24 14 20 13 -13 -3 19 17 18 -17 -16 21 -12 -18 -7 -10 -22 28 -28 -27 -14 -11 -32 -23 -30 35 -5 38 -38 40 -40 41 -36 -43 right_child=1 2 -4 4 -6 6 7 -9 9 30 11 12 29 -15 15 16 22 -19 -20 -21 25 32 -24 -25 -26 26 27 -29 33 -31 31 -33 -34 -35 36 -37 37 -39 39 -41 -42 42 -44 leaf_value=0.00024804071714550871 0.00040179830200670315 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34327 108 176 82 4629 226 76 21720 6794 56 32 259 63 801 58 96 3177 149209 1954 101 2000 39 287 277 41 641 66 57 393 3681 1750 131933 5471 19860 33233 5582 12814 26004 3302 57 internal_value=0 -0.000672964 0.00112163 -0.00394258 -0.00491797 -0.00481875 -0.0311745 -0.0504878 -0.14971 -0.179326 0.000810125 -0.0032783 0.026894 0.0313927 0.00299339 -0.0322241 -0.0986021 -0.392367 -0.528884 -0.0106068 -0.00444581 -0.0168813 -0.0279291 0.017659 -0.317941 -0.00221084 -0.0399684 -0.209777 -0.0198044 -0.224813 -0.109492 -0.0728969 -0.0433289 -0.0054761 -0.00407637 -0.0131586 -0.00252363 -0.0108422 -6.57698e-05 0.0142941 -0.00170353 0.000485049 0.0393724 internal_count=911847 837167 540502 296665 280369 280261 7678 5502 873 791 535767 186508 6948 6826 349259 4555 1119 217 159 3436 179560 27355 902 2176 265 152205 2996 318 2678 122 526 450 5635 2391 272583 39798 232785 53093 179692 18396 161296 135292 3359 shrinkage=0.0312957 Tree=182 num_leaves=44 num_cat=0 split_feature=17 22 28 7 28 24 20 20 26 23 12 23 20 28 15 15 26 29 29 7 1 29 14 15 7 7 25 17 11 26 28 14 25 28 28 12 25 20 15 7 28 20 25 split_gain=4.10237 3.84643 6.42079 7.44459 5.6522 8.59954 4.89658 4.78472 10.4515 4.69829 4.24043 4.50411 4.17877 4.00872 8.30641 7.0047 7.58816 5.90825 3.76725 3.75123 3.93449 4.52477 3.70569 6.35107 6.55672 7.3056 5.07803 5.106 4.46303 4.2238 3.91964 3.65807 3.61139 7.66785 7.40724 6.8269 7.22816 6.9466 10.7108 6.41741 5.03503 4.81207 6.05006 threshold=33.661484798063661 282.25000000000006 601.25000000000011 -84.31496429443358 392.25000000000006 2.5000000000000004 1.0062853576056385 0.99999216791979961 0.95391281194781319 0.99353587318778824 54.05634918610405 0.96096375185594529 0.43024630271042946 411.75000000000006 0.73164259925198127 0.24302223975972273 0.49441042395677121 3.9026480549086497 0.1982909943781653 -1.0000000180025095e-35 331.50000000000006 1.1623453017570669 162.09666915590856 0.34861573421288544 -45.165590286254876 -34.80115890502929 20259.500000000004 62.611596887690474 0.81940250069864518 1.0471575653188927 1148.2500000000002 8.3207411107909941 1142.7500000000002 9146.0000000000018 684.25000000000011 78.159902576697334 872.75000000000011 0.4801699653058657 0.54924909212099937 -89.940933227539048 2856.5000000000005 1.1039121223772799 664.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 5 7 9 -2 -9 12 11 -5 18 14 15 16 -3 -16 -6 -7 21 -21 26 -24 -25 -26 32 29 30 -28 -27 -10 33 34 -15 36 37 -36 -39 -34 -40 -37 -43 right_child=1 13 3 10 6 19 -8 8 31 -11 -12 -13 -14 22 17 -17 -18 -19 -20 20 -22 -23 23 24 25 28 27 -29 -30 -31 -32 -33 39 -35 35 41 -38 38 40 -41 -42 42 -44 leaf_value=0.00031681056743663408 0.0067663007211046034 0.0014416728316604627 0.0010966652909973251 -0.0044285717053442414 0.0031816749397720035 -0.00046846598040021641 0.0022133605300043687 -0.0067747791526566858 -0.005134823487349221 -0.001187638993395084 -0.0046499378659366339 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6.6417 4.60444 4.16795 4.00651 4.22276 3.99657 4.19176 5.20362 9.13494 6.50582 8.74249 5.72956 5.42463 5.49856 5.14953 4.85384 4.59132 4.48274 6.64095 5.02779 4.24589 3.9701 4.0361 3.92546 3.88552 4.43265 threshold=195.22775975261143 100.27682008558197 0.94178121673500614 180.69597970335678 0.85646495918941745 75.284591003700555 2050.7500000000005 18206.000000000004 0.68611833044559967 19.798989295959476 27.28114913857797 102.01986941984458 1.0689196321194663 39.366274989976212 156.84877049180332 0.30614832007073395 0.93907099709671449 0.85311428477617757 282.25000000000006 -87.38552093505858 162.7511210762332 49.75624441943917 477.25000000000006 0.9485442692898427 0.85140238994548822 -57.501956939697259 214.00778961181643 6294.2500000000009 0.5456564312154375 0.88064212951734178 522.25000000000011 -26.645635604858395 190.20627594494212 595.25000000000011 2584.5000000000005 36.96572563643474 0.9523809572165095 1.2102127697315324 27.778920173645023 -55.304843902587884 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224.90740407077888 75.284591003700555 0.69126169825158534 80.747730255126967 16.500000000000004 65.040819980487399 5.5000000000000009 648.75000000000011 23.42781450487513 2454.2500000000005 31.952301590140806 11.500000000000002 185.76803587156701 47.789353506678026 23.896081016780137 20.500000000000004 46.926845234851008 229.7226295828066 45.053193787608869 234.33810750773984 23.997084434775157 44.421980764419267 231.90067109929115 227.98597805104745 0.78158248443689882 1976.2500000000002 51.228258180116761 -8.1301026344299299 230.33138726983444 4.5000000000000009 12.500000000000002 13269.500000000002 2642.5000000000005 25.917341605546827 606.75000000000011 155.10766292865273 43.514675337818211 42.472195253154389 529.25000000000011 1598.5000000000002 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 15 5 6 37 8 16 9 -5 -10 12 -12 -13 -11 -2 17 -8 19 20 -4 -20 -23 24 -21 -3 32 28 30 -30 -28 -31 33 34 -27 36 -33 -1 39 40 -39 -41 -40 right_child=1 25 18 4 -6 -7 7 -9 10 14 11 13 -14 -15 -16 -17 -18 -19 21 23 -22 22 -24 -25 -26 26 27 -29 29 31 -32 35 -34 -35 -36 -37 -38 38 42 41 -42 -43 -44 leaf_value=-0.00046755589795298522 -0.00079414656914929 0.00032942127931267107 -0.00095438127722257511 -0.0061738209984942647 -0.00040523630729739847 -0.00095390508817317027 0.0031320365251660378 -0.0088124820344097597 0.001059428736187857 0.00064670673394594009 -0.0020048160081815565 -0.0030489465032186142 -0.0074275333046088382 0.0060027545825678012 0.0029026653936552803 -0.00017886874588362073 0.0027335918465723405 -0.0010557588375522714 0.00040166977972285259 -0.00062111877796396607 -0.00016396741159433142 -0.017633367245101162 -0.0011628187221430887 0.00045270189576954677 0.00013997731390535123 0.00042378425595547103 0.00033334905255344687 0.0043036638801297565 -0.0015460521710298828 0.0018740160527019527 -0.0085805458785701231 -0.001226072989958875 0.002549375752218665 0.0033507668244703048 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2616 337807 281817 47079 55990 443 234738 194679 103117 3849 1163 1011 622 389 513 2686 1564 1144 473 256 377619 344249 24047 21256 2791 320202 shrinkage=0.0312957 Tree=185 num_leaves=44 num_cat=0 split_feature=18 26 9 4 24 4 33 28 12 22 24 11 4 23 11 11 22 26 10 4 24 24 19 28 11 22 24 22 18 28 12 19 18 28 13 11 26 26 22 26 13 28 4 split_gain=4.98473 3.40468 3.78162 5.5834 4.68985 9.36745 4.67988 4.08004 6.10707 5.09089 4.86537 5.32599 4.56629 5.69173 5.73692 4.58247 4.64474 5.02884 4.41788 7.40567 6.61456 5.52877 5.49475 4.98721 4.84231 4.56918 7.4982 8.87789 6.36233 6.71326 7.44177 6.16679 6.48178 6.77992 5.8 4.87793 5.59787 4.10767 4.64177 5.61848 4.05014 6.809 6.92461 threshold=6.5000000000000009 6.9053330272255842 0.96071628988295665 88.872375488281264 1.5000000000000002 74.729389190673842 2.5000000000000004 684.25000000000011 84.402543263816625 1420.2500000000002 10.500000000000002 0.67842508798391166 11.000376701354982 0.78799099675376894 0.62197207466250803 0.65143113159242205 5036.5000000000009 1.8492407337149044 0.75388691895064297 20.00000095367432 2.5000000000000004 21.500000000000004 776.25000000000011 613.25000000000011 0.951126039951951 600.75000000000011 28.500000000000004 684.75000000000011 4.5000000000000009 587.25000000000011 97.997474683058343 501.25000000000006 1.5000000000000002 482.25000000000006 30.586967593752338 0.85065224615543622 1.1543675198407637 1.2820121605537318 965.25000000000011 0.59626065410279361 27.650373992986136 18206.000000000004 14.430963516235353 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 6 -1 -6 7 8 9 -4 40 -12 -10 14 -14 -15 18 -18 21 20 24 22 -17 25 -20 31 27 28 29 30 -27 34 33 -33 -23 36 -36 38 -16 -40 -9 42 -42 right_child=-2 -3 3 -5 5 -7 -8 10 12 -11 11 -13 13 15 37 16 17 -19 19 -21 -22 23 -24 -25 -26 26 -28 -29 -30 -31 -32 32 -34 -35 35 -37 -38 -39 39 -41 41 -43 -44 leaf_value=0.00040357229781418259 0.0034484429290691618 0.00097719068267900899 0.00013231884993133422 0.001355707053393974 -8.8305888639960109e-05 -0.0010754058973059643 -0.00067275122911684038 -0.00042204280597855714 0.0027513586069978584 0.0040842276831851839 0.0014674834609518642 0.00028877734026158138 -0.0078101061505787689 0.000588890053428832 -0.00068785556195132512 -0.00013355500570983131 -0.018521088533751721 0.00040841905174094766 -0.0027928361818468405 0.0003629913178829255 -0.00017253218090185362 -0.0087043429478195766 -0.00087116672589904924 0.00011484386389394931 -0.018054888798046734 -0.0023028089946367514 0.0013351903387287805 0.0016942857806939036 -0.017460108361193667 -0.0024976972807676722 -0.012056154261226696 -0.015874944942501964 -9.0962726096906654e-05 0.0030110183142709906 -0.016342191029440727 0.00054644018923942072 -0.00098068277963255087 0.0054213921827440201 0.0032750717463345671 -0.0042803767415668346 0.0016194609490510787 -0.0048519864374886408 7.5606839039118396e-05 leaf_count=17786 410 3457 138768 3150 305010 9716 9019 16431 539 320 3950 75883 120 8955 5703 89276 28 27 669 37715 51031 183 11124 1856 21 117 245 166 47 347 222 52 2097 29 42 244 52 99 112 692 2919 271 112947 internal_value=0 -9.85554e-05 -0.000217813 0.00133348 -0.00290259 -0.00379537 0.00110239 0.00146423 -0.000629648 0.00451854 0.00492342 0.0110909 -0.00401028 -0.0042448 -0.032868 -0.00330359 -0.00431637 -0.294878 -0.00423464 0.000942552 -0.00682796 -0.00859875 -0.0068789 -0.0388976 -0.104082 -0.0594557 -0.112419 -0.154683 -0.201973 -0.177587 -0.277672 -0.0370068 -0.0136282 -0.2912 -0.134739 -0.0571033 -0.250652 -0.0289317 -0.0320075 -0.103141 0.00120933 0.00328837 0.00365868 internal_count=911847 911437 907980 575468 332512 314726 572318 563299 350898 139088 212401 79833 211810 211271 6726 204545 195590 55 195535 89436 51721 106099 100400 5699 690 3843 1144 899 733 686 339 2699 2178 81 521 338 94 6606 6507 804 132568 116137 115866 shrinkage=0.0312957 Tree=186 num_leaves=44 num_cat=0 split_feature=16 18 31 29 21 28 8 8 13 29 15 21 20 23 28 6 25 13 18 15 16 8 19 23 13 19 23 13 13 15 29 13 25 23 28 21 28 16 15 19 18 6 28 split_gain=7.97458 4.45534 3.57763 5.28812 4.92073 4.3852 4.56643 3.79931 5.26574 4.3287 5.3781 5.7732 6.37388 7.09152 7.01167 8.47959 5.91529 14.5115 42.5573 9.09661 7.90828 6.47218 11.1316 8.58574 11.1529 12.7219 8.02875 7.24047 14.5304 7.30731 7.05866 10.4288 6.89827 6.21055 6.19299 7.38123 6.06988 5.90404 5.80874 5.6868 5.84453 5.57619 5.95232 threshold=192.81047986642673 6.5000000000000009 2.5000000000000004 2.2206838710244017 6.5000000000000009 1889.7500000000002 7498.5000000000009 135.50000000000003 20.670124582409791 0.78381264833170472 0.25785714026991507 1.5000000000000002 0.7408306984765739 0.43831833761782352 1271.7500000000002 0.57500001146862501 1194.5000000000002 45.055652009051869 1.5000000000000002 0.36480811381249684 228.77676053234623 3186.5000000000005 3522.5000000000005 1.3192293141940676 117.52646766841652 7544.0000000000009 1.1258327457062129 89.191476625098872 100.01108868472387 0.45034001008439961 0.93633427101579392 92.632534784587378 1582.2500000000002 2.2627231615039021 2152.5000000000005 3.5000000000000004 696.25000000000011 233.33139226614716 0.38594433292676028 1478.2500000000002 1.5000000000000002 0.53333333581468612 309.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 -4 5 6 -5 8 -2 -9 -11 -12 -13 14 15 -14 36 18 -18 -19 -20 34 27 24 30 26 37 33 29 -29 31 -24 -31 -23 35 -21 41 -26 39 40 -37 42 -15 right_child=1 -3 3 4 -6 -7 -8 9 -10 10 11 12 13 16 -16 -17 17 19 20 21 -22 22 23 -25 25 -27 -28 28 -30 32 -32 -33 -34 -35 -36 38 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.00019651000252224058 -0.00036657657891931323 0.0033516878625353933 -0.00017052045309817783 -0.0015774309555462366 -0.007811743217442828 -0.0038713426866950765 0.0018193455993204381 0.00022436094743013882 -0.0031090641783406447 -0.00068164569170086492 0.0003885320497446926 -0.00071312744798821958 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0.00168756 -0.0244199 0.00189094 0.000735829 0.00114586 0.000250369 0.000772424 -0.115949 -0.176096 0.00088966 -0.0112272 -0.119931 -0.00765596 -0.373589 -0.0170189 -0.0415652 -0.0208477 -0.0748347 -0.194191 -0.325198 -0.111609 -0.157743 -0.277487 -0.0273298 -0.209369 -0.327766 -0.0219777 -0.00719249 -0.0145514 0.00183263 -0.453382 0.0130363 -0.107023 -0.274466 -0.000588876 -0.0102924 internal_count=911847 742326 741928 26402 2640 2519 1986 715526 5531 709995 582513 572095 529980 518236 520 410 517716 37381 1189 36192 425 26833 7671 5920 1967 560 319 1751 1156 540 1407 185 455 595 19162 16412 480335 193 6096 378 132 328094 50166 shrinkage=0.0312957 Tree=187 num_leaves=44 num_cat=0 split_feature=16 17 5 7 23 9 6 16 23 17 1 14 20 17 16 17 16 16 4 17 17 29 17 27 17 7 12 27 1 4 14 19 6 1 13 4 27 17 20 4 27 23 5 split_gain=7.60094 5.57949 7.83885 6.43118 9.54215 6.51128 6.1026 8.13714 5.92793 5.8619 10.586 8.71704 5.74701 5.28661 9.46069 5.35317 9.1292 5.34058 10.9577 5.26071 5.0864 4.94471 4.94029 6.8002 4.90592 24.6776 10.9833 7.65015 5.15219 6.36212 8.99324 5.65944 4.76772 5.92333 4.76519 6.16994 10.6249 8.62527 6.71004 5.98726 5.39069 4.78316 4.63753 threshold=218.25456931519926 71.356524678865725 84.452243804931655 -61.173274993896477 0.91157694996504557 0.97718187386811561 0.57894737095357685 102.01986941984458 1.7877203155186845 100.27682008558197 1399.5000000000002 26.113193143152937 0.7408306984765739 49.824386812585722 225.74002190154513 46.84310442821765 229.87410912394202 234.33810750773984 21.37486553192139 48.468797145545203 45.053193787608869 1.8065449062525685 52.785999778042715 30.500000000000004 55.894173773319828 -11.502148151397703 274.4472221513642 28.500000000000004 349.50000000000006 20.883536338806156 23.031768060545112 548.25000000000011 0.59090909579801021 821.50000000000011 39.305164909922475 22.705741882324222 46.500000000000007 50.876490198649726 0.63247572278195829 27.735885620117191 32.500000000000007 1.3728016823701628 27.58308029174805 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 5 21 6 7 -3 34 10 11 -8 -6 14 19 16 20 -17 -19 -2 -16 -5 23 -10 -15 -26 27 28 -27 31 -31 -30 33 -33 35 -1 37 38 -37 -39 -36 -42 -18 right_child=13 3 -4 4 12 -7 9 -9 22 -11 -12 -13 -14 24 15 17 42 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 29 30 -32 32 -34 -35 40 36 -38 39 -40 -41 41 -43 -44 leaf_value=-6.2914094235099244e-05 -0.00054299962586206851 0.0024642735627039402 -0.0010555661572345608 -0.00012597441225490775 -0.0043036657954181792 0.0040035465557210007 -0.0018952969436397571 -0.0035416469871126103 -0.0016112490775806666 0.0025747529485137871 -0.0053779674424622951 0.0027988682748770668 0.0012400640859575938 0.00039136163157446727 -0.00085611142617134258 0.00045314718093123044 0.0005228645173647674 -0.016779859192042661 -0.0012468478027269953 -1.2439336206283946e-05 -0.00012966082420238557 -0.006277997498141754 -0.00033136241178768401 -0.0074087322546585923 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0.85818447634237116 33.661484798063661 147.23207668634595 0.95832527694015746 45.053193787608869 37.500000000000007 1.0352485954557602 6.5000000000000009 0.9485442692898427 0.85140238994548822 0.5456564312154375 0.88064212951734178 1.5885007021981736 190.92101247796015 1.2102127697315324 9.5000000000000018 2.5000000000000004 135.50000000000003 0.73123697966186219 60.77326923278887 6.5000000000000009 2.5000000000000004 1271.2500000000002 48.476951599121101 0.79206457776909223 616.50000000000011 0.087957119080284377 1175.2500000000002 0.98160106384466517 0.32223062699613386 22.500000000000004 1154.2500000000002 40.677618315400785 60.77326923278887 5245.5000000000009 0.53846154026813298 0.82954771731653465 0.7778001792114696 725.25000000000011 0.97280064277477696 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 -6 9 -7 -9 -5 19 12 14 15 16 -14 -3 -15 -17 20 -2 22 24 27 25 26 28 30 -22 -30 -24 -26 -33 38 35 -35 39 -36 41 -37 -40 42 -23 right_child=10 11 3 6 5 7 -8 8 -10 -11 -12 -13 13 17 -16 18 -18 -19 -20 -21 21 33 23 -25 31 -27 -28 -29 29 -31 -32 32 -34 34 37 36 -38 -39 40 -41 -42 -43 -44 leaf_value=0.0004595977422632725 -0.00093608073938850631 0.00077264801836301848 -0.0010121311793105719 -0.002570241604422571 -0.00077802138333203229 0.00018253209090077945 0.0058182817966024461 -0.00026987478198616877 0.0011509452682032769 0.0035490746425704276 0.0032257637442108609 0.0030446883016038793 0.0014913211674390052 -0.0038309836856665006 0.0050573319527968995 0.0020774491355206454 -0.0076690840840439528 0.0023477959776487165 -0.010732229360958211 -0.00031924454723243747 -0.0047492133942855308 -0.00046753128110086847 -0.0050219849382966307 -0.0031680327660234551 0.00039979066710464742 0.00031526096216940886 -0.011039542917833031 -0.0036501420661800496 -0.012028053427614621 0.0010811151882255698 0.0043842943328784413 -0.0061821202662267353 0.0042588318111333075 -0.00029748717259574703 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4784 939 4495 884 104 727699 699516 694941 89921 2712 87209 3823 1423 870 1211 558 650 83386 786 605020 157910 157193 50507 717 447110 49173 336149 110961 31152 shrinkage=0.0312957 Tree=189 num_leaves=44 num_cat=0 split_feature=11 15 11 22 22 26 12 11 24 10 22 1 9 14 23 14 5 5 25 26 25 25 11 1 21 13 22 25 25 24 25 23 14 26 12 5 13 20 25 26 14 32 24 split_gain=3.39681 3.38259 4.36286 9.46301 9.52046 12.893 12.5299 9.81265 13.9154 10.7775 6.83177 6.41876 5.92199 6.21659 5.68681 6.39918 5.26869 8.24252 7.30117 5.45389 5.35481 5.14724 4.99157 5.12405 4.94239 4.81938 4.63455 4.60621 4.4485 6.53328 4.51954 4.21596 5.37774 7.3125 4.16038 6.40119 5.9856 4.46948 3.73181 3.71408 3.68958 4.26722 5.70857 threshold=0.93832397728739203 0.25785714026991507 0.43015844498057942 2164.2500000000005 5036.5000000000009 1.8939837414927896 380.00714267493646 0.85646495918941745 2.5000000000000004 0.97280064277477696 1221.2500000000002 2201.5000000000005 0.7400314440054826 51.211660474499588 2.1170892961229595 25.610551077938833 149.65759277343753 130.95759582519534 2159.5000000000005 1.3034179838881086 2843.7500000000005 1104.2500000000002 0.66410747617644172 2632.5000000000005 2.5000000000000004 159.80142710601356 2979.7500000000005 2264.2500000000005 346.25000000000006 5.5000000000000009 3475.5000000000005 0.32411563747591721 7.0814575292547435 0.23641946030186509 206.56549416771887 84.452243804931655 96.069607037463882 0.63247572278195829 716.25000000000011 0.59626065410279361 8.3207411107909941 1.5000000000000002 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 11 10 5 6 7 16 -9 26 14 -1 13 -6 28 21 17 18 19 -5 -19 -16 23 -17 -11 -22 -10 -26 29 -4 31 40 -33 -34 37 36 -36 -12 -7 -13 41 42 -30 right_child=-2 -3 3 4 12 38 -8 8 9 24 34 39 -14 -15 15 22 -18 20 -20 -21 25 -23 -24 -25 27 -27 -28 -29 30 -31 -32 32 33 -35 35 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0014952564160587809 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63 146 226 167 108 204 398 56 2039 60 280 36 178 124 782 133 135 27 350 64 110 46 22 45 932 162 123 366 97 2709 21 2882 29 867 641 1732 30 1715 94 internal_value=0 -0.000319534 -0.0133356 -0.0192246 -0.053519 -0.0874024 -0.122517 -0.100217 -0.203401 -0.118288 -0.00289809 0.0246098 -0.001973 -0.215063 -0.0214793 -0.103505 -0.0584342 -0.0784707 -0.039313 -0.158247 -0.224445 -0.21482 -0.027564 -0.2246 -0.0289511 -0.334117 -0.364994 -0.163559 -0.0119206 -0.110209 -0.00495324 -0.00102638 0.0238677 0.00899709 0.0292129 0.0085324 -0.346208 0.0771458 0.0242328 0.0584152 -0.029523 -0.0333405 -0.0843529 internal_count=911847 881928 19524 16901 5451 3289 2502 2276 656 489 11450 2623 2162 123 7253 757 1620 1442 1137 355 305 307 450 100 359 181 130 155 6496 430 6066 5943 3172 2806 4197 2932 50 1265 787 1788 2771 2741 1026 shrinkage=0.0312957 Tree=190 num_leaves=44 num_cat=0 split_feature=16 17 26 27 16 30 5 11 17 9 11 9 17 16 25 27 17 7 16 5 5 16 17 16 17 12 12 6 17 12 28 20 19 25 11 32 27 16 17 32 17 28 6 split_gain=7.03923 5.51201 12.3866 9.89354 8.75889 7.23942 7.28974 6.24407 6.11695 5.28878 5.1357 5.01768 4.85897 9.85512 6.29711 7.44183 6.51487 11.0706 6.94103 6.71741 5.99636 5.50954 5.07859 7.34695 7.22333 5.2419 4.65947 4.53716 4.45 4.41411 4.78548 4.34849 5.18421 6.53955 4.89255 4.79729 4.31701 4.10688 5.47501 5.49044 8.14778 5.06044 4.65042 threshold=220.06652290315333 52.413913272921512 0.77723371610768843 15.500000000000002 209.82766965004888 2.5000000000000004 81.84830474853517 0.74250220458553806 56.90288243764639 0.96640682193691396 0.84220116521610244 0.96640682193691396 49.045356659746908 226.89076453974567 1194.5000000000002 3.5000000000000004 61.550270130821595 -84.779216766357408 228.13445973585792 106.32740402221681 81.84830474853517 236.11472652822465 46.427854787314025 231.10782979776118 44.877418664240203 95.461940777125605 105.23097038856282 0.55555555809939505 47.717714550399158 222.20458146424491 1718.5000000000002 0.51516749016116992 10651.500000000002 11964.750000000002 0.64825647193826541 1.5000000000000002 13.500000000000002 160.00314465408806 48.758089615212377 1.5000000000000002 31.274691443568383 4795.2500000000009 0.62162162243401464 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 37 5 8 6 7 -4 -3 -10 -5 -6 13 28 -14 -16 18 -18 -17 21 29 36 23 24 -15 27 -11 -25 -2 30 -19 32 -27 34 -34 -33 -20 -1 39 40 41 -39 -42 right_child=12 4 3 10 11 -7 -8 -9 9 26 -12 -13 14 22 15 16 17 20 19 -21 -22 -23 -24 25 -26 31 -28 -29 -30 -31 -32 35 33 -35 -36 -37 -38 38 -40 -41 42 -43 -44 leaf_value=-0.0002561203662866684 -0.00056656391448778104 -0.00026953528658312507 0.00034786577868435998 -0.0010276568181285602 -1.1653103761943545e-05 0.00098383029547264265 -0.0017331350171589717 -0.00040331969479464062 -0.00012469226821688333 0.00017876882790490139 -0.00036865562115663553 0.00049527992074281841 0.00040710327739056578 -0.00070730915977790221 0.001025087676030149 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-0.0245764 0.00906894 0.00277291 0.00121138 0.00974158 -0.0138414 -0.0299006 -0.118646 -0.0199748 -0.0904823 -0.161577 -0.140409 0.00366588 0.00206552 -0.00836407 0.00478251 0.0124031 0.0159185 -0.00979552 -0.253083 -0.180053 0.002494 -0.0438022 0.0535151 0.20238 0.00304449 -0.117445 0.00173525 0.00616349 0.0160459 0.024577 0.147145 0.0214817 internal_count=911847 465325 202411 108912 262914 60328 55427 52277 184259 80520 48584 78655 446522 364782 81740 9945 7396 744 6652 1154 662 808 298269 259270 53583 205687 34335 35064 66513 344 243 170623 2005 430 175 168618 750 93499 64641 30023 21476 529 20947 shrinkage=0.0312957 Tree=191 num_leaves=44 num_cat=0 split_feature=16 4 29 27 27 19 28 27 23 28 4 4 23 4 26 22 31 11 29 10 29 29 22 22 4 26 8 26 12 12 27 4 4 11 28 11 19 26 16 19 29 16 27 split_gain=6.41588 3.59324 4.523 4.45691 4.0548 6.29064 6.21189 4.00191 5.15853 7.72788 6.38999 5.78157 3.75566 3.51584 3.71592 3.2755 3.26293 4.42714 4.16763 4.11158 8.51716 8.4036 10.8343 9.62665 17.5402 7.34859 6.5193 8.19743 7.8584 5.11643 9.32231 5.01136 4.97849 4.96218 4.88381 6.57085 4.85024 4.67711 4.6625 4.21058 4.05808 4.24379 4.12781 threshold=200.06195694906424 11.999999046325685 0.1982909943781653 36.500000000000007 42.500000000000007 518.75000000000011 490.75000000000006 20.500000000000004 0.77833966252818321 698.25000000000011 16.419991493225101 17.558250427246097 0.93872047880357223 26.16295146942139 1.3431766376742831 462.25000000000006 2.5000000000000004 0.46575502880166686 2.2206838710244017 0.96498905275184776 0.99999216791979961 1.1669354901649625 677.75000000000011 2164.2500000000005 49.000072479248054 0.25512062326942986 2837.5000000000005 0.95968457176614164 380.00714267493646 333.27564927611041 1.5000000000000002 23.999998092651371 146.09259796142581 0.87052665822004605 916.25000000000011 0.84306583208645514 1268.2500000000002 1.8939837414927896 245.69729103980742 498.25000000000006 10.328914835164836 245.69729103980742 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 7 6 15 -5 -3 11 10 -10 -9 -12 14 -11 -6 17 -2 -18 38 25 23 31 39 26 -21 27 -25 29 30 -28 34 -26 -30 35 -23 -24 -38 -19 -22 41 42 -20 right_child=16 3 -4 4 5 -7 -8 8 9 13 12 -13 -14 -15 -16 -17 18 19 40 20 21 22 36 24 32 -27 28 -29 33 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.00023652274181585077 0.00090622427310371614 -0.00013919826031308144 0.00064407721784524267 -0.003313821161437849 0.0063509097688234026 -0.0024220666900661744 0.0020903590346174369 -0.00055421074837923941 0.00071081122491309617 0.0008917716131308707 -0.0020691879056320538 0.00056305969351786746 -0.0010099878511463857 -0.00091283620693297801 -0.0039632728706703018 0.00069669632796542252 -0.00017053572871467896 5.3597329537062652e-05 -0.00096530350459865305 -0.0011468846574459444 -0.0084460820860890583 -0.010575886345389501 0.0037406907444481347 0.0044394251085251536 0.0011086895929119816 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494.25000000000006 31.407989997722726 1.888536947796102 977.25000000000011 28.020678881083519 1.5000000000000002 13.500000000000002 6.5000000000000009 4.8696304425607986 1.0300108426720158 6.5000000000000009 80.066841868655203 159.80142710601356 130.01009912839541 74.352433059538313 0.576579408527922 0.17806642206078702 0.9131950229553113 2.5000000000000004 0.30775700329947603 0.94516541132284237 3.5000000000000004 626.25000000000011 18.589586163745256 18.043709458456345 0.17845473389295988 12.876350743885924 1713.2500000000002 1.0206400502607711 0.50474781628627785 0.23369837774192145 51.211660474499588 1.410065809245187 29.7451108921212 554.25000000000011 1.5000000000000002 6313.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 22 7 5 6 10 21 -9 13 12 -11 -5 -10 18 -16 19 -18 -13 -17 -15 -4 23 -2 25 26 29 -28 -29 -24 -27 -32 33 34 -33 36 -34 38 -38 -37 -41 -42 -43 right_child=1 -3 3 4 -6 -7 -8 8 9 11 -12 14 -14 20 15 16 17 -19 -20 -21 -22 -23 24 -25 -26 30 27 28 -30 -31 31 32 35 -35 -36 39 37 -39 -40 40 41 42 -44 leaf_value=0.00023372405851653153 -0.0002984531749913335 0.0032688859248786702 -0.00020133336129854392 0.0012900998487266758 -0.0053379886747545622 -0.011981473747722005 0.00019218365897533099 0.00017452436422856092 0.0018854029067380171 0.00087781156823858188 -0.011883243542244478 -0.00077185571768331024 -0.0050476285799289445 -0.0011840620848369494 -0.016794775577031969 0.0012577557895513936 -0.018535666919208965 -0.0033571475616423489 -0.0055321643622355376 -0.0051226821680197187 0.0016692958079782948 -0.0007743961497872475 0.0017562621452635813 -0.0029866232574652283 -0.00038120189026124034 -0.0010244811923152176 -0.00011274541333632011 -0.00054361631742663621 -0.007054166787053064 0.00048164728445875086 0.0034448196122161172 0.00079592640241905204 0.0021789385897318008 -0.0079741598505193353 -0.0047804343896059569 0.00022914996714343031 -0.00052361059717081376 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1287 657 10364 662578 658854 658522 11985 11852 646537 26256 25536 25073 620281 529521 440801 394713 shrinkage=0.0312957 Tree=193 num_leaves=44 num_cat=0 split_feature=17 14 6 15 15 6 6 8 25 17 26 7 19 22 25 21 22 14 19 7 5 5 1 29 23 5 15 11 7 7 12 29 12 23 6 13 7 6 13 23 6 21 5 split_gain=3.63382 3.85964 7.77611 9.52888 5.93686 5.34769 4.73903 4.30469 4.1596 4.49839 3.65242 3.64363 5.84662 5.7352 3.35234 6.88304 10.0531 9.11959 10.4769 8.16689 8.09312 7.85575 8.03043 8.7974 7.8177 13.3864 9.53792 7.75617 8.93527 8.59682 9.77469 7.75851 12.1557 7.39564 9.22379 13.7995 7.38474 7.46662 7.31125 7.89878 10.8484 14.6845 16.3591 threshold=33.661484798063661 162.09666915590856 0.70833333580274116 0.41775134269169961 0.63048047775137228 0.48947837327970228 0.40000000347871084 48708.500000000007 20259.500000000004 62.611596887690474 1.0471575653188927 -45.165590286254876 52360.000000000007 31676.000000000004 1142.7500000000002 1.5000000000000002 471.25000000000006 39.366956349572753 1292.2500000000002 -68.72607040405272 39.401765823364265 86.129840850830092 5193.5000000000009 0.49519225830311381 1.6564461977505458 179.86584472656253 0.88778914748907223 0.70090097402597407 -35.466234207153313 -30.132853507995602 301.00357133746826 1.6097101575799906 237.8198051533947 1.2613683700926586 0.45033110537272819 89.191476625098872 -0.44243626296520228 0.54545454765752133 72.514083215516607 0.68614475412228237 0.50000001576351816 6.5000000000000009 48.999996185302741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 5 7 6 -3 -4 14 10 -10 -6 13 -13 -2 19 -17 38 20 21 -19 22 23 -16 25 26 27 28 33 30 -30 32 -29 34 -20 -36 -21 -38 39 -18 -41 -42 -43 right_child=1 2 4 -5 11 -7 -8 -9 9 -11 -12 12 -14 -15 15 16 17 18 24 36 -22 -23 -24 -25 -26 -27 -28 31 29 -31 -32 -33 -34 -35 35 -37 37 -39 -40 40 41 42 -44 leaf_value=0.00029957702605032751 8.5909725065713436e-06 -0.010947838744046135 -0.014972246093743632 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14650 352 3109 56 1903 4338 338 1238 3692 263 1920 78 1783 1722 1126 983 631 4977 7087 17736 5279 13731 210 141 internal_value=0 -0.000437991 -0.0447186 0.0226546 -0.103486 -0.220532 -0.0958966 -0.329056 -0.000338264 0.0412271 0.0129834 -0.0783957 -0.118432 -0.175352 -0.000453021 -0.00575152 -0.0112265 -0.0120763 -0.0308734 0.00622242 -0.178963 -0.0263812 0.00906042 0.0159169 -0.0271453 -0.0385148 -0.0337111 -0.0419423 -0.0705887 -0.118518 -0.264834 -0.0204486 -0.0392908 -0.0360654 -0.0723682 -0.106025 0.0138259 -0.004496 -0.00530778 -0.0136963 -0.0271898 -0.0126967 -0.21467 internal_count=911847 874015 1964 915 1049 137 98 105 872051 2401 1684 944 667 487 869650 104994 72050 71679 18977 32944 466 6230 3121 3065 18511 14173 13835 12597 5400 2261 341 7197 5414 3139 2013 1614 26714 12064 52702 34966 19361 14082 351 shrinkage=0.0312957 Tree=194 num_leaves=44 num_cat=0 split_feature=16 17 4 29 9 25 15 20 9 13 16 17 21 26 17 16 9 17 16 17 29 17 17 29 16 16 15 14 23 16 25 17 26 21 13 25 13 25 30 29 17 16 26 split_gain=6.12208 6.11583 12.4207 5.68876 4.79438 5.13844 4.7391 5.18586 5.31047 5.09115 4.90541 5.00819 4.78383 4.93272 4.39329 9.10889 6.95949 6.85652 5.96465 6.75542 5.10219 5.70871 5.07753 5.55582 6.55545 5.30554 5.60403 6.95942 5.10754 6.73518 4.99403 4.83224 9.04135 6.63296 5.39719 5.31081 6.05661 5.15368 4.80897 5.40653 4.6054 8.44647 5.53564 threshold=211.89056301531215 56.360587801314971 21.00000095367432 0.63915949430940455 0.96543309118335918 6313.2500000000009 0.6358940572385624 0.52579908000414155 0.96353557013979485 78.532390176055472 153.28964613368285 44.028164129298489 6.5000000000000009 0.80540888826971313 52.413913272921512 220.83105993978964 0.96705981717011136 49.690083587687944 226.89076453974567 47.561820331076397 0.83338776398867853 50.1753028555515 46.84310442821765 0.75289018414018427 229.7226295828066 232.38088316722039 0.55332525445815917 53.840360136595571 1.1183730546271027 233.83825861722104 377.75000000000006 58.931178918843997 0.97341098841906826 1.5000000000000002 175.12821218348347 1026.2500000000002 89.191476625098872 608.25000000000011 1.5000000000000002 0.88565255493506634 44.130088306602794 233.50773453445001 0.75653482392498506 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -3 -5 -6 10 -8 12 -10 -4 -12 -9 -14 15 20 31 18 19 -17 -2 30 23 -20 -25 -24 27 28 29 -27 -22 -16 33 -33 35 -34 -37 -35 39 -38 41 -26 -43 right_child=14 3 6 4 5 -7 7 8 9 -11 11 -13 13 -15 16 17 -18 -19 22 -21 21 -23 25 24 40 26 -28 -29 -30 -31 -32 32 34 37 -36 36 38 -39 -40 -41 -42 42 -44 leaf_value=-2.5110069759551992e-05 0.00010493798516076783 -0.00035712433691245898 -0.0013468868557844136 -1.1068876867248753e-05 0.00045929451542015204 0.005489352021688155 0.00091994550088304004 -0.00094702214299595834 -0.00050584545215171894 -0.0076477677235688721 0.0014349926190354685 -0.00014792554791252783 0.00044189447525106704 -0.0029830229530760292 0.00014282883853015778 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7.89077 4.72695 5.37762 4.61828 3.93802 3.83053 5.93498 3.59177 3.58641 4.05586 11.9078 5.21889 6.29997 12.3957 7.01869 13.3198 5.96921 5.44424 4.27383 3.8592 threshold=9.0000000000000018 0.9558882494457287 -0.96829482913017262 8560.5000000000018 0.5191342681355936 222.78696441650393 -53.043811798095696 -64.798877716064439 0.93832397728739203 6.0232255458831796 2.5000000000000004 -89.940933227539048 31.730293782406012 361.75000000000006 373.25000000000006 0.68115265596321473 0.76335146120403763 0.7272727297657835 131.13110462485221 1175.2500000000002 21.500000000000004 0.75217707280080892 1133.7500000000002 652.75000000000011 22.13850021362305 -76.350849151611314 0.90909091234057871 29.851597273945483 0.26027397346174475 254.25483399593909 917.25000000000011 0.48925784972365166 130.01009912839541 0.70833333580274116 52360.000000000007 -89.167671203613267 -42.878902435302727 30914.500000000004 3.5000000000000004 4.5000000000000009 836.25082938258231 -0.44243626296520228 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0.00152409 0.000719676 -0.0330843 -0.0823282 -0.104918 -0.0900268 -0.147652 -0.0726975 -0.231408 -0.26912 -0.315886 -0.355098 internal_count=911847 837262 601770 194423 235492 78978 279 143 407347 191644 188113 5564 1414 4150 3963 921 764 493 711 661 182549 37904 14328 14267 144645 79542 65103 156514 65035 232 157 124748 122002 3449 2026 1691 1596 1118 590 528 469 163 95 shrinkage=0.0312957 Tree=196 num_leaves=44 num_cat=0 split_feature=16 17 11 9 16 11 14 26 4 24 8 13 10 16 17 20 10 17 16 25 21 17 16 26 8 20 13 11 17 16 14 16 4 24 17 4 10 25 22 26 9 21 16 split_gain=5.88307 4.91617 6.76218 5.58262 5.14277 5.58393 10.186 7.30662 7.26231 9.37049 10.2595 7.42362 5.94298 5.12352 7.24455 5.74177 5.4049 4.59555 7.86135 5.51029 7.0755 17.47 14.343 6.83232 5.87502 5.63774 5.12268 4.78868 27.9551 10.3844 9.48542 8.43303 4.77242 4.71438 4.71307 4.67588 4.52646 5.96148 5.29915 4.5062 4.45249 4.3815 4.35823 threshold=218.25456931519926 71.356524678865725 0.67842508798391166 0.95072580833977216 139.10508697079095 0.76432362049549563 16.118225192548369 1.1671251797472191 34.857124328613288 12.500000000000002 568.50000000000011 29.090892325346882 0.83107217265207955 147.23207668634595 36.496148256205096 0.28788775827029472 0.9017632657400686 49.824386812585722 224.90740407077888 987.75000000000011 2.5000000000000004 54.809265167462215 229.40161099424347 1.0822628460506114 3377.5000000000005 1.2664272245667596 43.191899443055554 0.77249873609706776 55.894173773319828 228.9330994988461 32.241075449655987 225.90137687109205 22.999998092651371 13.500000000000002 52.785999778042715 15.00030040740967 0.69866096866504168 5048.5000000000009 9504.0000000000018 2.2982503770739071 0.9651010969917897 4.5000000000000009 227.5324521106007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 40 -4 -5 8 -7 -8 9 12 11 -11 -6 -1 15 -15 -17 18 -2 27 34 22 -22 24 26 -24 -23 42 29 -29 31 35 -33 -34 -21 -30 37 -36 -39 -16 -3 -14 -19 right_child=17 2 3 4 5 6 7 -9 -10 10 -12 -13 41 14 39 16 -18 19 -20 20 21 23 25 -25 -26 -27 -28 28 30 -31 -32 32 33 -35 36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.00058392440968933214 -0.00030225173966515098 0.00040366938759867435 -0.0014988739236296842 0.0020069014560421955 0.002678943442106846 0.0025811834556369621 -0.0030584532538854578 0.0019408437272825285 -0.0059089086267603199 -0.0024730594663300584 0.0010581413306351027 -0.011227472789640642 0.0017473219329205525 -0.00038880648247531535 -9.6471530892217589e-05 0.0007736325986114407 0.0029948898761080118 0.00067368215594403621 8.988202783292347e-05 -0.00030984930714780123 0.00022381842058453235 -0.0090006537636308954 -0.0086182351986144167 -0.00093961408766140588 -0.012417205749315255 0.003393182575577202 -0.0033164699891299952 0.00039057528455170473 0.0015313533475676928 -0.0050202662079905985 0.003650553670877547 -0.01523324089601211 -0.010292744670887697 0.0047133183739223638 0.0018060480372469906 -0.0049918327685140899 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48200 46994 1206 1080 216 99 6881 864 2949 596 275 374460 14687 159 20840 shrinkage=0.0312957 Tree=197 num_leaves=44 num_cat=0 split_feature=16 4 17 10 20 14 7 16 17 19 23 13 7 14 18 1 21 16 11 25 33 20 14 21 25 1 21 7 18 14 25 10 11 18 21 4 10 25 21 19 25 21 20 split_gain=5.45268 4.568 4.64727 6.31624 6.09158 4.76012 4.66443 4.36381 4.23291 4.22429 5.41541 4.43778 13.5205 4.42302 4.13357 4.12611 3.92377 3.68493 3.97924 3.45352 3.43165 4.08187 7.81472 7.41047 8.75145 5.2238 4.82025 4.4398 5.62346 5.17003 7.00217 4.938 4.44758 4.74253 7.87463 7.29419 11.5653 9.05338 6.62354 11.5817 8.62408 7.90708 6.14858 threshold=177.71802807724205 11.999999046325685 100.27682008558197 0.9485442692898427 1.0309529088754028 22.523587981876279 -4.5739209651947013 165.6699624990936 33.18843168524662 760.25000000000011 0.99146772361101421 232.99832977255292 -55.304843902587884 24.20721174306615 6.5000000000000009 612.50000000000011 11.500000000000002 170.97078770752387 0.79325553723724174 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899 76 108 440 306353 1988 1663 246223 284 17474 1245 12100 70 125 6242 2781 212 9416 74 2795 internal_value=0 -0.00687819 -0.00953333 0.0177222 0.00778408 0.126513 -0.104247 -0.0530565 -0.0114643 0.0179417 0.000350028 0.0401474 -0.0951576 0.0588253 0.000872307 0.0668679 -0.0138072 0.0104455 0.0882137 -0.0423802 0.000821632 0.00122702 -0.00316128 -0.0422795 -0.115403 -0.314102 0.00242106 0.00234583 0.00555349 0.00513403 0.0056249 0.0653591 8.40031e-05 -0.000712411 0.000288345 -0.0145928 -0.207176 -0.0129432 -0.0252003 0.00841862 -0.0371242 0.0201643 0.0490442 internal_count=911847 102234 88302 5842 5353 489 445 356 82460 4908 3610 1756 213 1543 809613 1298 74494 7966 566 273 809206 779017 166628 4955 1083 184 612389 611949 253062 251074 248170 1947 358887 341413 318453 22960 195 22765 16523 4326 12197 4114 2869 shrinkage=0.0312957 Tree=198 num_leaves=44 num_cat=0 split_feature=17 4 5 27 9 25 17 18 1 25 24 20 4 26 23 5 9 17 17 6 1 1 27 27 25 4 17 25 9 5 6 25 26 17 23 6 23 13 1 9 24 21 17 split_gain=3.84329 4.57822 5.88277 6.31417 4.64075 4.41079 3.99697 3.89023 3.74649 3.41478 6.4479 5.48198 8.81744 7.91888 15.3525 13.6844 10.3265 8.59712 6.48135 5.84303 6.45458 7.56027 6.79853 6.6561 6.17174 5.7326 5.38947 4.60575 4.30538 4.26491 4.05606 3.44412 5.45388 3.37312 3.35823 3.33792 4.3986 3.23581 12.649 3.95948 3.18311 7.54885 4.5391 threshold=33.661484798063661 182.30928802490237 299.78752136230474 1.5000000000000002 0.68101773039163083 20259.500000000004 39.542147931792478 6.5000000000000009 25497.000000000004 3795.5000000000005 1.5000000000000002 0.99999216791979961 20.00000095367432 0.31766546994384609 0.99999216791979961 144.00006103515628 0.95155336278061042 91.308549801440449 50.245921416420067 0.39515001196272931 4733.5000000000009 8560.5000000000018 3.5000000000000004 2.5000000000000004 8520.5000000000018 56.669887542724616 100.27682008558197 8520.5000000000018 0.81852577977388885 135.02378082275393 0.54545454765752133 5605.0000000000009 1.0026189441916828 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11.3601 threshold=9.0000000000000018 0.96071628988295665 -0.44243626296520228 4.5897134783526168 2.2206838710244017 0.3922877814230134 39.500000000000007 1.4156502553423573 156.00888824462893 170.000358581543 3.9026480549086497 -58.229803085327141 7.5000000000000009 0.77414431850602383 1802.5000000000002 65.459148406982436 3.5000000000000004 49.500000000000007 0.92424690742748739 -1.0000000180025095e-35 0.73584906292344388 40727.000000000007 15.00000047683716 0.68571429789989036 1.5000000000000002 471.94812011718756 2.7394769075753853 -70.000465393066392 0.88778914748907223 -49.398702621459954 0.84852385912641648 4.5000000000000009 1.0191465401571789 0.81579711917795661 622.50000000000011 1.888536947796102 0.66344799721838588 249.82121276855472 0.75514435994586149 39.705853877822165 22.500000000000004 25.500000000000004 1.163697340301729 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 22 4 24 6 7 11 16 10 -10 12 13 -6 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19246 6726 6689 12520 1907 476 2862 790 573 432 2072 10613 381 272 235 149 1431 160695 136 272407 257760 299 217 2730 162 379747 270111 14397 3648 3572 2935 10749 2456 2426 255714 178011 57229 5865 shrinkage=0.0312957 Tree=200 num_leaves=44 num_cat=0 split_feature=16 17 29 27 21 16 16 17 13 7 7 8 13 30 13 16 7 10 9 17 29 9 14 21 21 17 16 17 18 27 28 14 19 23 27 17 14 23 29 7 7 10 23 split_gain=5.37675 5.33193 11.5132 10.5376 8.8255 8.6264 5.99977 5.81945 5.0206 5.9075 5.14256 8.64801 5.05338 4.94007 5.68929 4.6533 4.25914 4.16984 4.10718 4.09001 5.34688 5.25914 4.77007 4.97682 4.067 4.03486 3.99507 4.57541 4.19114 5.5051 5.20123 5.10887 5.35707 4.4861 4.27799 4.36213 9.35992 5.04083 4.05232 8.36503 4.04619 3.92423 3.88361 threshold=222.11742702068361 52.205153483591872 0.82468752826370151 14.500000000000002 1.5000000000000002 214.42824572912491 151.3359608160271 50.807840474369762 29.310702717487249 -6.3401916027069083 -86.407600402832017 362.50000000000006 20.670124582409791 1.5000000000000002 89.191476625098872 206.91021802548752 -18.43494892120361 0.50519322448780979 0.96858215731680175 56.360587801314971 0.1982909943781653 0.96753586727408736 30.253923448460018 1.5000000000000002 1.5000000000000002 36.213080177544391 164.22818871078479 37.782686833593523 2.5000000000000004 10.500000000000002 511.75000000000006 18.763115856296086 422.25000000000006 1.0289798327148094 2.5000000000000004 40.175556011952089 14.680582439371369 0.94153013908958727 0.23369837774192145 -88.015247344970689 -61.649673461914055 0.86141957953187331 1.4562368230592533 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 26 6 -5 19 -4 42 9 10 12 -12 -8 14 24 16 -9 -14 -7 -3 -21 -22 23 -23 -10 -26 27 -1 30 31 33 40 -33 -28 38 36 -36 -38 -32 -40 -30 -41 -6 right_child=-2 5 3 4 7 18 8 15 13 -11 11 -13 17 -15 -16 -17 -18 -19 -20 20 21 22 -24 -25 25 -27 28 -29 29 -31 34 32 -34 -35 35 -37 37 -39 39 41 -42 -43 -44 leaf_value=0.00016450658014495597 8.3829170325195395e-05 -0.00017145249387121446 -0.0012726412841698172 -0.0082071668598840478 -0.00082378844037819473 0.00011877386681068426 -0.0098600686195641028 -0.0034341189775916586 0.00079208347792851302 0.00019152049811806812 0.0078100544980436188 0.0018731116236530912 -0.0065307408941131023 0.00058665714070110927 -0.0018086137305959179 -9.9490560038039284e-05 -0.00076107479615100497 0.0022134573375866204 0.00070294804839760917 -0.0012864125724390408 -6.4175889712503122e-05 -0.0018032457414408952 0.0014911862756390908 0.00035814116609696981 0.0019889759384179142 -0.00035925525538653153 0.0011751321998174308 -0.00052760604601520685 0.0031875123677856947 -4.3319481973213567e-05 -7.1397853878530133e-05 -0.01092573176396173 -0.0029205802490481284 -0.003089845716403855 -0.00016230776534693512 0.00016563161591746589 0.0019883389986903081 0.0058656278382222824 -0.0091192264501534399 -0.0026111424243014914 -0.0016372459831659179 0.002329486832907731 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shrinkage=0.0312957 Tree=201 num_leaves=44 num_cat=0 split_feature=7 9 21 25 21 27 27 20 14 8 22 22 15 11 25 1 11 23 6 25 14 23 11 14 27 14 14 6 9 5 11 23 14 19 11 9 26 25 19 27 5 25 25 split_gain=2.84733 8.09876 6.75852 6.22461 12.9961 5.48044 4.67751 4.52234 9.50478 6.90648 7.49642 7.12387 6.28997 5.77559 5.28049 5.19995 5.1331 8.25973 6.7596 12.6902 12.9222 8.41277 6.55935 11.9111 8.63048 7.02008 6.01422 5.77836 6.08408 5.43157 4.88374 5.18545 10.3341 4.66303 7.05173 5.4333 5.27676 4.60532 7.80045 4.50035 11.5968 7.06721 4.49363 threshold=-1.0000000180025095e-35 0.95155336278061042 2.5000000000000004 248.25000000000003 3.5000000000000004 1.5000000000000002 6.5000000000000009 0.99999216791979961 8.3207411107909941 344.50000000000006 1245.7500000000002 3832.5000000000005 0.3922877814230134 0.70955524022474503 502.25000000000006 158.50000000000003 0.8655607966457024 0.1968418863122863 0.5362318843412518 3795.5000000000005 28.786909718296055 1.4562368230592533 0.73184472934472944 38.46752449921464 2.5000000000000004 44.675699898651374 13.882418158158089 0.17647059197053966 0.92866005631270332 156.00888824462893 0.84220116521610244 0.99999216791979961 20.817853594872023 730.25000000000011 0.72228086699256189 0.95937605788761016 2.7394769075753853 1830.5000000000002 2695.5000000000005 21.500000000000004 93.102802276611342 696.75000000000011 3475.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 39 4 5 -2 7 14 13 10 12 -12 -10 -9 15 -5 18 -18 19 20 33 22 23 -22 37 -26 -19 28 -21 -27 -16 -32 -33 -11 35 -35 -36 -24 -39 42 41 -41 -1 right_child=3 -3 -4 6 -6 -7 -8 8 9 16 11 -13 -14 -15 30 -17 17 26 -20 27 21 -23 24 -25 25 29 -28 -29 -30 -31 31 32 -34 34 36 -37 -38 38 -40 40 -42 -43 -44 leaf_value=0.00040372210526235728 0.0054029370416149537 0.00017845319871708572 -0.00027680230014735303 -0.00244749267975688 -0.0044857265436306255 -0.00047093960370138323 -5.5799271211326963e-06 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52 66 18426 internal_value=0 0.00208895 -0.0037774 -0.00149251 -0.0554298 0.0139485 -0.00127467 -0.00936053 -0.0141763 -0.0155641 -0.0603126 0.0939194 -0.0754354 0.129664 0.00554521 0.0540737 -0.0122915 0.00232281 -0.0202838 -0.0455628 -0.070433 -0.154848 -0.18903 -0.287512 -0.131163 -0.0605569 0.00403289 0.0206357 -0.163917 -0.345387 -0.00152787 -0.022342 -0.129036 -0.0431122 -0.0756579 -0.18211 -0.0449614 -0.299761 -0.201798 0.00538078 -0.144713 -0.0011353 0.00595875 internal_count=911847 382083 145634 529764 2131 1191 527633 63000 47616 47161 3214 287 2927 455 15384 1957 43947 15537 28410 7708 5603 1370 1151 426 725 511 15452 2105 157 74 13427 6128 424 4233 2158 483 1675 214 148 51877 199 147 51678 shrinkage=0.0312957 Tree=202 num_leaves=44 num_cat=0 split_feature=17 4 5 28 10 10 19 22 28 28 27 20 28 19 12 23 23 28 27 10 4 28 15 10 4 26 5 27 4 22 19 5 27 5 19 30 15 10 26 4 15 26 10 split_gain=3.37108 3.7188 4.96213 6.59792 6.50814 4.73109 4.16794 3.60034 5.28301 5.08011 8.41027 4.49487 4.16336 4.05052 4.03372 4.01264 4.64243 3.89938 3.77467 4.6867 4.66132 3.57568 8.13869 7.16079 5.96393 5.94709 3.5625 3.87579 3.7856 3.37976 3.32211 3.3119 3.30722 5.13777 3.51911 3.27058 4.02892 3.25616 3.05588 2.98515 3.88948 2.96299 2.92765 threshold=33.661484798063661 182.30928802490237 299.78752136230474 12903.500000000002 0.77550977371483532 0.907759710736466 32676.000000000004 282.25000000000006 601.25000000000011 392.25000000000006 2.5000000000000004 1.0062853576056385 1208.2500000000002 179.75000000000003 62.985281374238575 0.99353587318778824 0.89542815434126288 4314.0000000000009 9.5000000000000018 0.9485442692898427 12.00056314468384 411.75000000000006 0.73164259925198127 0.97280064277477696 7.0026938915252694 3.0901678115694309 30.920569419860843 12.500000000000002 10.000000953674318 31676.000000000004 265.25000000000006 12.010407447814943 4.5000000000000009 19.002605438232425 323.25000000000006 1.5000000000000002 0.77279138587929042 0.83642823233827579 0.4726180386867283 10.000000953674318 0.33238118643783621 0.57033614648275111 0.84038765359558554 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 7 3 6 35 -4 -3 8 9 10 13 15 14 39 42 16 30 -14 20 -20 -12 22 23 26 -25 32 27 37 -29 -23 38 -15 33 34 -24 -5 -37 -9 -11 40 -2 -28 -10 right_child=1 2 5 4 -6 -7 -8 21 12 11 18 -13 17 31 -16 -17 -18 -19 19 -21 -22 29 25 24 -26 -27 41 28 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 leaf_value=0.00028673086458822004 -0.0087064567520003921 0.002961242192545197 0.0010295081543240589 -0.0018509986989239374 -0.01420729912922505 -0.0053982052283041001 -0.0051839502517045943 0.0027529775119616443 -0.0028449529157164059 0.0021686104173740152 -0.0035107373703852892 0.0020887289776874681 0.0034221145435871028 0.015401474371093758 -0.0051413863462168169 -0.0011195952545615228 0.0042699124698797712 -0.0038564604800424059 -0.0010963992124845296 0.0041165079577074604 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0.0374559 0.0497914 0.0226049 -0.000457386 0.0043718 0.140632 -0.00932746 0.0518486 0.1749 -0.130987 -0.253696 0.071278 0.0302954 -0.0316188 0.0345779 0.00626457 -0.0546656 internal_count=911847 874074 1605 727 446 878 281 872469 10700 8715 4111 4604 1985 587 1650 3381 1554 335 3524 1382 2142 861769 16573 9436 177 7137 9259 6635 2929 845196 1213 371 7110 786 237 371 137 3706 974 216 164 2624 1181 shrinkage=0.0312957 Tree=203 num_leaves=44 num_cat=0 split_feature=16 4 17 6 14 21 18 17 16 0 21 19 28 6 17 16 8 18 14 16 22 4 4 18 28 21 28 18 6 21 28 30 4 19 23 13 22 19 28 17 16 32 22 split_gain=5.24683 4.11323 4.04125 4.56638 4.09412 3.99696 3.76448 3.64476 5.15423 3.57764 5.81393 7.41416 4.46616 5.13329 4.48357 7.06487 6.96323 5.34157 6.24606 5.27223 7.42763 4.91741 4.39642 8.01816 7.29689 6.41636 7.39675 13.0389 10.9382 16.7359 9.63019 6.54395 6.46074 17.0221 9.55659 8.29019 6.99169 11.0224 6.63612 5.90939 10.3121 5.85177 10.8139 threshold=173.38481234780122 11.999999046325685 100.27682008558197 0.33618565203589318 22.523587981876279 9.5000000000000018 6.5000000000000009 39.366274989976212 153.28964613368285 33.000000000000007 15.500000000000002 539.75000000000011 773.25000000000011 0.40677966747438027 52.205153483591872 220.83105993978964 1165.5000000000002 2.5000000000000004 19.607634743711568 223.88150129371749 1114.2500000000002 9.0186896324157733 20.998828887939457 2.5000000000000004 309.50000000000006 1.5000000000000002 966.25000000000011 1.5000000000000002 0.62500000383763632 6.5000000000000009 1126.2500000000002 1.0000000180025095e-35 34.001033782958991 1220.2500000000002 0.75196200822468173 44.198376481721468 1199.7500000000002 898.25000000000011 1828.7500000000002 55.894173773319828 221.38383623423877 1.5000000000000002 3832.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 7 4 -4 -1 9 8 -3 22 12 -12 13 -11 15 16 -15 19 -19 21 -21 -16 23 39 -25 -24 -27 -28 31 30 -30 -29 33 36 -35 38 37 -32 -34 41 -41 42 -2 right_child=6 2 3 -5 -6 -7 -8 -9 -10 10 11 -13 -14 14 17 -17 -18 18 -20 20 -22 -23 25 24 -26 26 27 28 29 -31 32 -33 35 34 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=0.00045071977138985123 0.00054092549899527537 -0.00037959687596670835 0.0086382040314686645 0.00024790020525326659 0.001695900264134922 -0.0018042056098935629 0.0030641703374724885 -0.00053651500590829772 0.00062688776587136125 -0.00084898301216356636 -0.0035075042999861074 0.00030756319417780861 0.00011721522470627976 -0.0004955926234982437 0.003646797552335994 -3.3318554879934936e-05 -0.0027243883963176661 -0.00053855772931486203 0.00042623373696248765 -0.0088523060058361882 0.0027946238992376258 -0.00016740133211124366 0.00042384578853828236 -0.0034309034120444614 -1.0085019581812394e-05 2.228360058991854e-05 -0.00014628052126702552 0.00011490112332434187 -0.0003855326489016651 -0.010011689430272428 -0.0020587129367187255 -0.0034219997173561101 -0.0099432064001153484 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823552 324513 2006 322507 214447 205155 97544 38978 107611 50373 57238 237 57001 499039 201386 88523 297653 266378 42928 8952 4592 4315 4360 2445 1501 419 944 1082 584 182 112863 10444 102419 88944 shrinkage=0.0312957 Tree=204 num_leaves=44 num_cat=0 split_feature=16 17 4 25 17 10 15 7 12 11 11 7 4 11 20 16 20 7 0 29 20 29 24 11 18 1 7 4 25 25 20 21 12 1 29 0 4 20 11 17 16 25 18 split_gain=5.11218 4.8491 8.00808 4.5399 4.2155 4.14979 5.79818 6.50228 5.20964 5.17989 4.31245 5.1981 3.91663 3.86055 3.89744 3.81558 3.83898 5.77675 3.716 3.63963 3.63602 3.51772 3.81253 3.44859 3.43445 3.34005 7.36014 4.48547 3.74303 4.28138 3.63636 3.30855 3.43606 3.27436 3.25496 7.60248 6.64598 6.16088 5.42517 18.4127 14.7488 6.82984 6.71156 threshold=182.48485324528249 100.27682008558197 22.13850021362305 477.25000000000006 35.904711411054556 0.9485442692898427 0.52363645466632069 -57.501956939697259 600.760930650349 0.5456564312154375 0.88606563642546221 -26.645635604858395 62.108440399169929 0.78278924085375712 1.0023767090981501 147.23207668634595 0.33862118068495978 -15.945396423339842 15.000000000000002 0.17806642206078702 1.004469607071462 1.5885007021981736 3.5000000000000004 0.88606563642546221 6.5000000000000009 435.50000000000006 -88.259006500244126 19.199626922607425 833.25000000000011 1221.7500000000002 0.99999216791979961 11.500000000000002 101.4736110756821 401.50000000000006 1.3264207353129693 52.500000000000007 14.000358104705812 0.41601822820556938 0.76569727956534561 62.611596887690474 211.89056301531215 562.25000000000011 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -3 15 6 7 8 12 21 11 -8 33 -6 -15 -1 -17 -18 -19 20 25 -9 -23 -4 34 -2 30 -28 -29 -30 -27 32 -16 -5 38 36 -36 -38 -21 42 -41 -42 -40 right_child=19 3 23 5 13 -7 10 9 -10 -11 -12 -13 -14 14 31 16 17 18 -20 24 -22 22 -24 -25 -26 26 27 28 29 -31 -32 -33 -34 -35 35 -37 37 -39 39 40 41 -43 -44 leaf_value=-0.00011504984451298771 -0.00027887795912681282 0.0063343026493764051 -0.0007619024687757287 0.0028628955833354505 -0.00042853895497800537 0.0031316637440277181 0.0012115904219375331 0.0021860364186581439 -0.012408938973013187 -0.0025933401350537624 0.0047803880639326803 -0.001530997248242554 0.0024681426745627342 -6.678907373271999e-05 0.0013266094912378604 -0.00026884962971564615 0.0027533975207987842 0.0020732427251580724 1.0108019230769099e-05 0.00021731655398410694 -0.0067167668658243236 0.0037580253098008767 -0.010322004954760388 0.0022336190343514809 0.0029415258603937792 -0.00051503093850249987 -0.004668081115885377 0.0051715606309022432 -0.011619206490220566 -0.0002386779916440286 -0.01081777683070196 0.0060742651047170923 -0.0017986292336851638 -0.0071444198484823026 -0.0061900305276228517 -0.0010491928446755964 -0.0035629646689782986 -2.2340101662240881e-05 6.9035610885320863e-05 -0.00098232244235865892 0.0013477481776680361 -0.0061886743279365069 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num_cat=0 split_feature=16 17 19 12 25 17 19 18 16 17 10 16 21 29 28 15 28 23 23 1 26 19 26 19 19 23 13 13 12 12 16 1 29 23 19 12 10 0 12 23 18 18 0 split_gain=4.70216 4.20899 6.2178 5.68463 5.9699 5.20285 4.2373 5.09445 3.78639 4.1941 3.63813 3.34543 3.26667 4.80656 4.77978 3.96572 3.68254 3.24232 3.8242 3.40388 3.17848 2.99052 4.46327 6.28526 6.19792 6.0262 5.22493 3.65721 3.47181 5.48229 4.07193 3.74273 5.31294 3.78703 3.96043 3.71647 3.10476 3.06325 3.27542 3.15029 2.97058 2.90974 2.90869 threshold=190.92101247796015 100.27682008558197 347.75000000000006 245.96194077712565 15263.500000000002 33.661484798063661 489.25000000000006 1.5000000000000002 144.82938740264424 49.61786529119744 0.95832527694015746 165.6699624990936 4.5000000000000009 0.85516643239525092 507.75000000000006 0.6877215687003454 425.75000000000006 0.96096375185594529 0.72951865723401321 567.50000000000011 3.0901678115694309 682.75000000000011 0.96535043268106346 760.25000000000011 718.25000000000011 1.0152989486329134 149.16626233677161 36.237839133853733 438.53048327204948 687.55739520663064 102.01986941984458 2507.5000000000005 1.5885007021981736 0.99999216791979961 1292.2500000000002 216.71930009000633 0.89783043848125021 40.500000000000007 94.059397513309008 1.0088627209294792 6.5000000000000009 3.5000000000000004 31.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 5 -5 -1 7 -4 20 11 -6 42 14 16 -13 -16 -14 18 -18 -20 -7 37 23 -23 25 -24 -25 -26 31 30 -30 32 -29 -34 -35 -36 -28 38 -8 -40 -2 -39 -10 right_child=40 2 6 4 10 8 21 -9 9 -11 -12 12 13 -15 15 -17 17 -19 19 -21 -22 22 24 26 27 -27 36 28 29 -31 -32 -33 33 34 35 -37 -38 41 39 -41 -42 -43 -44 leaf_value=0.0004439130432001933 3.3067874575629792e-05 0.0086759486738221345 0.0093499154306088336 -0.00189813387738216 0.0035764199529464183 -0.00077464969561561034 0.003960644404605751 -0.0047298228965677305 -0.00052266234223749054 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5.19223 6.15639 4.5151 4.39474 4.11239 4.10631 4.00944 4.38021 4.11263 4.16632 4.10685 4.59027 3.84131 3.81226 4.017 3.80563 3.58232 7.67232 6.49864 6.51285 5.47975 4.23342 4.03807 3.90498 3.60438 4.03578 threshold=216.73673730721606 36.500000000000007 35.500000000000007 411.25000000000006 24.500000000000004 1.6043314467877519 20.500000000000004 684.25000000000011 0.69954747425108021 0.96932800419641041 0.8228409213488731 1.0955325429081582 52.500000000000007 3.5000000000000004 8.5000000000000018 0.86882916466249804 847.75000000000011 0.82967827820896811 1.1519289254700988 1042.2500000000002 758.25000000000011 8.5000000000000018 0.65463540254811614 24.000000000000004 813.25000000000011 44.500000000000007 20.000123977661136 31.835566989140457 776.25000000000011 15.500000000000002 27.500000000000004 540.25000000000011 549.25000000000011 30.784950941648393 15.942271941262947 192.81047986642673 779.25000000000011 14.500000000000002 524.25000000000011 0.97318258246067735 0.69359365228267678 510.25000000000006 19.607634743711568 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 29 5 23 14 8 -8 13 11 21 -13 -9 -1 16 -16 -17 -19 30 33 -6 -15 24 27 26 -25 28 -5 -4 31 -12 -27 37 40 -36 41 -10 -39 -38 -35 42 -37 right_child=-2 -3 3 4 10 -7 7 9 20 -11 19 12 -14 22 15 17 -18 18 -20 -21 -22 -23 -24 25 -26 32 -28 -29 -30 -31 -32 -33 -34 34 35 36 39 38 -40 -41 -42 -43 -44 leaf_value=-4.6427150996834937e-05 6.3071105681261912e-05 -0.0083819704392792162 -0.0087434654337501874 0.0019205617462354123 -0.0089578607625811959 -0.0042294217078296063 8.2505852846712587e-05 -0.0042974678070216476 -0.00097133426262418739 0.0006601618435657441 -0.0022704334011394052 -0.0021073406003429959 -0.011781025268983225 0.0011106595457914283 0.0016914554420767122 -0.00039667298465988297 -0.0037292196960156654 -0.0095719214208017205 0.0044988577921967147 -0.011813896670352684 -0.0036607854249722169 -0.00017318615598559464 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-0.202198 0.0335826 -0.00366397 -0.103538 -0.0224256 -0.014756 -0.0177809 -0.00916914 -0.0327201 -0.20082 -0.0495682 0.0827943 -0.00093685 -0.032996 internal_count=911847 407979 407925 13449 13325 6628 394476 93065 64875 28190 6697 4100 619 13767 301411 4938 4165 773 178 2597 45869 3481 13492 6464 1881 4583 4348 1807 1040 124 2570 1328 235 45372 26001 25219 19583 19371 192 3315 782 16268 2885 shrinkage=0.0312957 Tree=207 num_leaves=44 num_cat=0 split_feature=0 19 9 1 4 13 9 14 26 6 4 6 6 11 11 9 6 13 4 23 26 1 25 12 4 4 11 19 33 18 25 1 11 26 13 25 12 20 4 26 0 23 19 split_gain=3.58235 3.39536 2.99369 4.10865 4.71644 9.88655 10.5408 7.31411 4.01833 3.82029 4.52968 4.57921 5.04346 3.80332 7.9121 7.21135 6.2861 5.31837 6.03585 5.08474 8.43742 4.97635 3.79293 7.30282 5.61004 4.50107 3.72553 3.71268 3.63202 3.53891 9.737 4.29793 3.88187 4.34564 3.74243 3.59266 3.93862 5.22732 6.41916 5.31229 4.04365 3.79213 3.47284 threshold=9.0000000000000018 449.25000000000006 0.96071628988295665 7642.0000000000009 52.094751358032234 140.39713790702447 0.98101720654286206 48.962936752620813 4.5897134783526168 0.51612903325044168 222.78696441650393 0.48947837327970228 0.40000000347871084 0.62603983403706331 0.74749442896417806 0.97938391436281158 0.9000000031144032 131.13110462485221 58.046533584594734 1.0463284889925142 1.5256267489006912 4733.5000000000009 1620.7500000000002 480.4543648263006 93.000785827636733 146.09259796142581 0.93574759552393816 4115.5000000000009 2.5000000000000004 1.5000000000000002 922.25000000000011 1399.5000000000002 0.74749442896417806 0.3015393890265825 66.774539994299388 1104.2500000000002 147.61879502661802 1.2333202409007595 26.870056152343754 1.0822628460506114 52.500000000000007 1.5039526309211351 1554.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 8 4 7 13 -7 28 9 10 -2 12 -12 -6 15 16 -15 19 -19 -16 -21 -18 25 24 -24 -10 -20 -17 -4 -11 31 -31 -32 -34 -33 41 37 38 -37 40 -40 42 -35 right_child=2 -3 3 -5 5 6 -8 -9 22 29 11 -13 -14 14 17 27 21 18 26 20 -22 -23 23 -25 -26 -27 -28 -29 -30 30 32 34 33 35 -36 36 -38 -39 39 -41 -42 -43 -44 leaf_value=0.00063029309143021873 -0.00027513666534232918 9.9569943488776318e-05 2.2768038974396118e-05 0.00093808638669783931 0.0018008453401225908 -0.0023281577551904904 -0.022986849455764059 0.0015363817011952604 0.0012504359303379257 0.00012075130819315724 -0.0077908628995164916 -0.012316739942095501 0.0019964779411304769 -0.0012712287052776916 0.00055903172927185816 -0.019764075372891012 -0.0044418596552962134 0.0019727977121511363 -0.008300842887244031 -0.009728490431596409 -0.00074588298307084089 -0.017313205348162181 -0.018601950823451147 -0.00035322406945973263 0.00053718217818799852 -0.0061510987115971682 -0.024480032611448904 -0.0034429736741005685 -0.00064385061217973937 -4.6581003235715352e-05 -0.00051174592047166544 -0.0025761544941392857 0.0011852440304106183 -0.00081924600668860468 0.00086154203859411605 -0.0025217932701606877 -0.0014411760566143998 0.0014762308649686035 -0.010222415176988622 0.0034492704110941131 -0.0016780170669792478 -0.0069720355552912805 -0.00980783767666411 leaf_count=14707 89392 59864 520818 4750 471 59 41 3103 4317 79527 91 56 119 366 1950 43 76 42 46 132 457 48 40 661 24 82 20 20 8130 111975 4537 1186 423 2009 420 409 701 125 356 37 64 110 43 internal_value=0 0.00652613 -0.000706993 0.000693898 0.000434325 -0.0348064 -0.345038 0.0006841 -0.00325931 -0.00374716 -0.00917924 -0.13948 -0.0717256 -0.0263556 -0.0387044 -0.147493 -0.106547 -0.0159766 -0.233313 -0.00673192 -0.0881578 -0.301138 0.0245017 -0.0425162 -0.365059 0.0355469 -0.421899 -0.465967 0.000400119 -0.00133519 -0.00470976 -0.00222511 -0.036728 -0.0583426 -0.0535898 -0.0689028 -0.103416 -0.143994 -0.171587 -0.253036 -0.285036 -0.0418928 -0.0321962 internal_count=911847 74571 837276 540572 535822 3771 100 532051 296704 291580 89658 266 210 3671 3200 553 490 2647 108 2539 589 124 5124 725 64 4399 66 63 528948 201922 122395 113581 8814 4277 1606 3854 1692 991 866 457 420 2162 2052 shrinkage=0.0312957 Tree=208 num_leaves=44 num_cat=0 split_feature=0 18 19 6 22 20 0 21 28 19 21 8 12 28 26 20 17 14 17 12 23 23 20 21 23 8 14 29 26 21 22 18 23 17 29 12 22 19 17 8 6 8 12 split_gain=3.32638 2.89864 2.7691 2.58309 5.87166 6.72077 5.21095 4.83137 4.00133 4.70305 4.7317 3.94022 3.29287 3.77384 3.21181 3.1446 3.636 3.20697 3.04669 2.73535 2.70313 3.28352 2.61283 4.13904 5.3932 4.13198 5.95642 5.06111 10.1069 3.8453 3.81593 3.77574 3.87849 5.29051 3.52441 3.45861 4.4233 3.48629 3.43467 3.50699 3.233 4.30181 9.80842 threshold=9.0000000000000018 6.5000000000000009 449.25000000000006 0.88235298803201634 566.75000000000011 1.5511292790750397 43.000000000000007 14.500000000000002 581.25000000000011 971.25000000000011 5.5000000000000009 776.50000000000011 287.69343417595172 533.25000000000011 1.3034179838881086 1.194279080053074 54.216220587666221 29.164081149032725 91.308549801440449 316.40559159102162 0.76817200990998735 0.71813378325834598 1.0638779311015265 16.500000000000004 1.3728016823701628 497.50000000000006 19.213204617532778 0.79347440367821775 1.0529148804696253 18.500000000000004 535.25000000000011 5.5000000000000009 1.4870148190053563 50.245921416420067 0.1982909943781653 151.36143571373728 1080.2500000000002 859.25000000000011 110.02085766965013 2483.5000000000005 0.27272727430359417 13269.500000000002 836.25082938258231 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 22 5 7 12 8 9 18 -11 -10 -6 19 -7 -8 -17 -18 -5 -14 21 -15 29 25 30 34 31 28 35 38 -25 32 -27 -34 -24 36 37 -28 40 -40 41 42 -2 right_child=1 -3 -4 4 6 14 15 -9 11 10 -12 -13 13 20 -16 16 17 -19 -20 -21 -22 -23 23 24 -26 26 27 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=0.00058669558894564099 -0.00039941953465963051 0.002719866124197284 0.00010726910410932956 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206 768 175 25 2837 26 86 599 210 3215 2008 118676 120 373 187 56 112 116 9901 181 284 20 1511 1123 549092 1205 75 internal_value=0 -0.000525203 0.0064377 -0.000564806 -0.00473749 -0.0134143 0.000632622 -0.0154771 -0.0143659 -0.00917177 -0.157666 -0.0310414 0.006284 -0.0257708 0.0542135 -0.0112132 -0.0485797 -0.00415014 -0.00827265 -0.278391 -0.0208258 -0.164147 0.000175032 -0.00377061 -0.0679981 -0.00329596 -0.00486237 -0.00368891 -0.0472224 0.00110678 -0.106034 -0.045539 -0.0413496 -0.167383 0.0162764 -0.0335776 -0.023156 -0.0395243 0.00104088 0.0370686 0.000874963 -0.0107804 -0.0140181 internal_count=911847 837111 74736 836732 126014 48175 77839 46749 46197 35225 212 10972 52698 3021 1426 25141 2067 974 35013 58 2963 126 710718 135771 996 134775 124788 121289 2613 574947 786 3499 3443 228 9987 2493 2312 2028 574574 2634 571940 22848 21643 shrinkage=0.0312957 Tree=209 num_leaves=44 num_cat=0 split_feature=16 17 14 10 17 16 9 17 16 28 17 16 17 5 20 8 19 20 17 11 16 11 5 5 16 17 20 16 11 18 6 14 17 11 5 6 5 5 7 5 28 28 20 split_gain=4.65715 4.96955 7.50295 6.24351 4.84103 9.58805 5.96413 5.03589 6.84391 4.54653 4.48822 7.03291 5.03309 4.65149 4.581 4.99325 4.36382 4.20185 4.34771 5.22277 4.15688 9.52751 4.37318 7.51248 4.10833 5.59538 4.09388 5.3642 6.20971 4.39077 4.1824 4.06794 4.06149 19.7859 4.9064 4.65825 4.9685 11.709 10.3302 8.03308 5.21967 4.59091 5.17672 threshold=212.69599830320854 56.360587801314971 23.178356995897165 0.79863446472213118 51.446473729390171 221.1967279475229 0.9667210006305752 49.045356659746908 226.89076453974567 773.25000000000011 46.427854787314025 230.48592160495375 44.421980764419267 27.58308029174805 0.51516749016116992 13269.500000000002 821.75000000000011 0.43024630271042946 54.385368027972433 0.74075340730607497 230.48592160495375 0.79546725930145057 38.348442077636726 27.997787475585941 156.84877049180332 45.667914635172508 0.83308419637503872 188.03660001347473 0.8833367868490124 3.5000000000000004 0.50588241353872199 14.17474166719405 58.931178918843997 0.77109212419459106 37.903890609741218 0.32758621031027313 49.000003814697273 118.09326553344728 -63.341939926147454 83.010211944580092 1105.7500000000002 585.25000000000011 1.0001940240589835 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 17 5 9 32 8 -7 16 11 12 -10 -13 15 -15 -2 -4 -19 -20 -9 -22 23 -23 -5 -26 29 28 -28 -3 -30 -16 -6 35 41 -34 -37 38 -38 40 -40 -35 -43 right_child=4 26 3 24 6 7 -8 20 10 -11 -12 13 -14 14 31 -17 -18 18 19 -21 21 22 -24 -25 25 -27 27 -29 30 -31 -32 -33 33 34 -36 36 37 -39 39 -41 -42 42 -44 leaf_value=-5.6658348110261393e-05 -0.00040057151074428309 -0.00013123981650990223 0.0011398813680221342 -0.0012320396251639712 0.00010360251537166315 -0.00027430185918388052 0.00047806548645474564 0.00040300451835056635 -0.00093959982842348611 0.0001693253419617877 0.00039952415691553152 0.00051485841214583437 -0.00013809159232198393 -0.0015423923758390466 0.0023761468297331676 0.0076780276290232038 -0.0013922975128047574 -0.00084966556904317076 -0.0012744679473563638 -1.4168925128748558e-05 0.00030092765563479807 0.0043931063536282204 -0.0031875992267508539 -0.016125485829188633 0.0018979212160366 3.8053384361705139e-05 -0.00026519617645442847 0.00038838163094508696 -0.0012459144402123146 -0.0016365003497602502 0.0048041106495255829 6.6752723054964305e-05 0.0043140817811273408 -0.0016893633203164818 -0.0022021168589868435 0.00072147569447369336 -0.0086077346404643696 0.0016471309027541944 -0.00034646467737491104 0.003354737134437266 -0.0068432207572382839 -0.0062304684978828004 -0.014733005592512919 leaf_count=175715 41937 21471 1334 2078 38045 62277 52694 47177 10140 12463 38976 24719 31545 2300 750 59 4848 34658 4039 15892 558 22 119 85 1786 14028 22662 51106 156 2082 396 189762 248 166 567 2793 288 711 226 222 261 401 85 internal_value=0 -0.00299575 -0.00536446 -0.0138248 0.0016579 0.000326259 0.00809856 0.00205055 0.000769924 -0.011562 0.00276085 0.0012568 -0.0106424 0.00353639 0.00188116 -0.0419158 -0.0160833 -0.0190269 -0.0203819 -0.00861356 0.0116772 -0.060541 -0.23376 -0.380458 0.00243475 0.0079277 0.00304334 0.00668422 -0.00592129 -0.00844523 0.0988736 0.00242347 -0.000494239 -0.0247484 -0.138397 0.00442344 -0.00292816 -0.0454145 -0.115335 -0.0504596 -0.122327 -0.197559 -0.2466 internal_count=911847 347403 249530 73815 564444 467737 96707 408489 360528 59248 298251 259275 41685 217590 192871 2359 46785 55923 54589 19931 47961 784 226 107 17892 15814 97873 74320 23214 23553 552 190512 44013 5968 1219 4749 4501 1708 997 709 487 652 486 shrinkage=0.0312957 Tree=210 num_leaves=44 num_cat=0 split_feature=16 0 27 22 27 19 21 26 0 0 0 19 21 22 23 16 12 27 12 22 6 29 27 23 12 22 15 27 22 20 19 23 22 6 22 27 27 22 21 6 22 21 20 split_gain=4.09202 3.13731 6.51573 4.24358 9.76016 5.04846 4.98529 4.47355 4.21873 4.96686 4.36511 4.38361 5.99983 7.71591 9.30699 7.55119 6.3466 16.2496 11.0948 7.92698 8.83199 5.47848 6.50294 5.58178 5.45643 4.92381 4.60715 5.84524 8.34814 6.10691 4.30157 5.25411 4.2995 4.19069 4.14057 8.01975 4.57466 7.47424 4.92874 4.27184 5.14142 5.73557 4.118 threshold=169.66548881036516 33.000000000000007 55.500000000000007 495.25000000000006 22.500000000000004 542.25000000000011 1.5000000000000002 0.57033614648275111 31.000000000000004 29.500000000000004 28.000000000000004 471.25000000000006 1.5000000000000002 921.25000000000011 1.3035967769493844 227.5324521106007 245.96194077712565 6.5000000000000009 274.4472221513642 2267.2500000000005 0.76666666785137827 1.0733894711456335 2.5000000000000004 1.0001115573404731 137.93250352560275 6294.2500000000009 0.41775134269169961 17.500000000000004 703.25000000000011 1.6905037302402195 14919.500000000002 1.5039526309211351 3832.5000000000005 0.13049196133958638 282.25000000000006 1.5000000000000002 15.500000000000002 626.25000000000011 9.5000000000000018 0.95000000355413483 399.25000000000006 1.5000000000000002 0.57804173128436498 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 4 5 6 7 -3 9 10 11 32 -13 15 16 24 42 18 19 -18 -21 -20 -23 25 -14 -24 27 -26 29 -29 -16 -32 34 -19 35 -2 38 -38 39 -36 -41 -42 -15 right_child=1 2 -4 -5 -6 -7 -8 -9 -10 -11 -12 12 13 14 30 -17 17 33 21 20 -22 22 23 -25 26 -27 -28 28 -30 -31 31 -33 -34 -35 36 -37 37 -39 -40 40 41 -43 -44 leaf_value=-0.00021718602832840756 0.0066937456180891997 -0.0034377174401581832 -0.0053776915566308798 -8.6172302421361449e-06 -0.0013443581149334763 -0.00099870540928744065 0.00018697215625230337 -0.00036972615912556658 0.00042728747534714239 -0.00032256922125110075 0.0004292385055085651 0.00043642617189679922 -0.00017837575422594273 -0.0013252955706970521 0.00055599504671958793 0.00020049159421182885 0.00062753135295433413 -0.01170045711903956 -0.00011420209821157019 -0.011908919583948265 0.0010976743414003176 -0.014561084995397381 0.0014257962875338565 -0.0011690826358833578 0.002194565251469909 -0.013704381522772119 0.0019967986785514986 -0.0092526065378153183 0.00093158523927623226 0.0050785855193773762 -0.017297986658227096 -0.0020271957510897606 -0.0080461194839885862 0.00052087433887520573 0.00071481650184777943 -0.0007665395501055567 -3.4976850454579337e-05 0.0014574546610079014 -0.009634850890060196 0.0017497316229303614 -0.0096577685609714626 -0.0011706701384917621 -0.00036166163657690235 leaf_count=77054 145 704 225 290159 7819 5246 24684 1374 30457 33076 31636 28005 117563 4919 10490 127410 83 28 497 346 60 59 29 289 383 77 2059 203 259 34 24 274 61 1480 30386 5288 35882 3618 46 620 82 1594 37120 internal_value=0 0.000676476 -0.00171992 -0.00160393 -0.0112833 -0.00354607 0.00201432 -0.0450261 0.00224474 0.00151188 0.00239823 0.00152372 -6.02225e-05 -0.00135176 -0.0119787 0.00103909 -0.0183045 -0.0631573 -0.139133 -0.261542 -0.31911 -0.0761911 -0.155604 -0.109349 -0.00463591 -0.305633 0.0379306 -0.0226766 -0.0943347 -0.229957 0.0144002 -0.104074 0.00828346 0.00939276 0.00849191 -0.0181314 0.0104945 0.00325036 0.0192376 0.019698 -0.0218934 -0.050675 -0.0151592 internal_count=911847 834793 330211 329986 39827 32008 26762 2078 504582 474125 441049 409413 331691 303686 55775 247911 44987 2948 1440 489 406 951 454 395 120501 106 2938 879 496 237 10788 298 77722 1508 77661 5433 72228 39500 32728 32682 2296 1676 42039 shrinkage=0.0312957 Tree=211 num_leaves=44 num_cat=0 split_feature=16 11 20 12 21 1 16 15 26 17 0 20 28 25 29 25 33 20 26 20 21 29 5 22 20 31 5 25 21 11 11 29 28 15 17 29 15 29 21 22 15 25 29 split_gain=3.98623 3.19876 4.04518 3.34672 3.5568 4.20261 3.79942 4.27158 3.49835 3.91259 3.18914 3.053 5.73036 8.05185 8.02494 3.60672 3.5175 4.80414 4.02023 5.67304 3.82859 3.65879 4.66839 5.63485 3.51348 3.76226 10.9317 4.2761 4.22524 4.60066 3.9244 3.73764 3.7097 7.94405 3.58807 4.88021 4.29454 4.37178 3.64735 3.63445 3.51303 3.45806 3.39881 threshold=174.60166068631381 0.79876352100294323 0.98442637087820295 197.20458146424491 2.5000000000000004 290.50000000000006 129.57659775034716 0.66370144275756016 0.95391281194781319 71.356524678865725 48.000000000000007 1.0819902016814165 2152.5000000000005 1900.2500000000002 0.65224450140848933 2383.5000000000005 2.5000000000000004 0.88862624605017382 0.86886066394263117 0.56783693851106398 18.500000000000004 0.12378804449931562 42.999996185302741 1199.7500000000002 1.5797237403812165 1.5000000000000002 50.46306228637696 861.25000000000011 6.5000000000000009 0.86389151438773382 0.58339988885360439 0.1982909943781653 684.25000000000011 0.34861573421288544 54.557689464127371 1.0766281695830198 0.78547766023870935 0.73123697966186219 15.500000000000002 192.25000000000003 0.7122053517461755 977.25000000000011 1.3264207353129693 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -3 7 -6 10 -10 -5 16 24 14 -14 -15 20 18 -18 -20 21 22 -2 -24 25 31 27 28 -27 -30 -28 -13 41 -34 36 -36 37 38 -33 -39 -31 -32 -37 right_child=11 3 -4 8 6 -7 -8 -9 9 -11 -12 12 13 15 -16 -17 17 -19 19 -21 -22 -23 23 -25 -26 26 30 -29 29 40 32 34 33 -35 35 42 -38 39 -40 -41 -42 -43 -44 leaf_value=-5.1295513932865932e-05 -0.00051293551117760779 0.00025960963558194612 -0.00056252714668460007 0.0073527242430836085 2.8315338322873934e-05 -0.0012323559037878849 0.00013683024337906322 0.0046692719582211994 -0.002678530378670193 0.0030810536085916721 -0.003709969336440281 -0.0074801897669523046 -0.0022952773071331259 0.002311803654506023 -0.017126038830301265 -0.0030356274915076284 -0.00023673979397857256 0.001392376208113971 -0.0032865978445403413 -0.00050720494347498708 0.0028234599935304206 7.4209825393895641e-05 -0.0093663205233048188 -0.00093955983704526846 0.00034877842771536882 0.00049633882227703989 -0.0050471343900335376 -0.0029011418042357794 -0.0004347738458686091 -0.0023189148209012715 -0.003276868744950397 0.0014738907389669467 0.0031168118906952265 -0.0024776940893726082 -0.00031177898369483351 0.0010715521471201539 -0.00053264222367135721 -0.0048804038862114638 -0.0095136995962199853 -8.3373260769206836e-05 -0.0087243006766382636 -0.014902996212688735 8.1439455047393366e-05 leaf_count=28394 5067 3313 32522 171 386 4185 21911 391 192 290 30 67 73 187 70 364 24965 1596 1059 2242 494 630132 132 189 16148 5527 492 530 2277 343 691 2164 350 858 8615 7748 23846 155 30 77469 111 26 6045 internal_value=0 -0.00615788 -0.0103603 0.00213507 0.000568841 -0.0183133 0.00680908 0.0755287 0.0713566 0.0251402 0.182184 0.000791292 -0.00321843 -0.0938817 -0.305316 -0.0390086 0.00171976 -0.00888729 -0.0119012 -0.0446984 0.00221778 0.00214937 -0.0237987 -0.140747 -0.00280851 -0.00444902 -0.0220096 -0.00562893 -4.06305e-05 -0.0322196 -0.0815682 -0.00288911 -0.0611971 -0.0273766 -0.00276362 0.00871087 -0.00524394 -0.00172589 0.0422949 -0.00297012 -0.124138 -0.118178 0.020374 internal_count=911847 91785 60916 30869 30186 7498 22688 777 683 482 201 820062 154186 694 143 551 665876 29862 28266 3301 636014 635520 5388 321 153492 137344 11205 8788 8258 2731 2417 126139 1925 1208 126072 22408 103664 79818 2194 77624 454 717 13793 shrinkage=0.0312957 Tree=212 num_leaves=44 num_cat=0 split_feature=17 4 7 5 28 9 7 5 7 7 11 11 22 27 7 7 21 4 23 19 5 5 31 4 7 27 7 4 8 28 9 4 8 17 17 28 23 7 28 17 7 21 8 split_gain=2.8085 3.8766 6.1565 3.19314 6.69002 7.96425 4.3104 4.58822 3.85337 4.03674 3.36982 3.02425 3.02332 2.77777 5.32154 8.6771 10.1246 7.57667 7.88871 16.3907 13.2507 8.97427 7.27381 6.93636 6.91132 6.21872 9.88008 7.06222 11.1517 6.13165 5.71788 5.58638 6.16855 8.25095 5.21999 5.1418 5.09555 17.3189 9.39322 7.58094 6.26762 5.45395 6.11573 threshold=33.661484798063661 182.30928802490237 -69.421695709228501 299.78752136230474 18206.000000000004 0.91293283295765193 -55.304843902587884 471.94812011718756 -41.18592453002929 -34.80115890502929 0.69126169825158534 0.62603983403706331 31676.000000000004 7.5000000000000009 -71.565052032470689 -0.44243626296520228 1.5000000000000002 53.597192764282234 1.3934738807803824 3811.5000000000005 163.03387451171878 73.000766754150405 1.5000000000000002 58.046533584594734 -66.757671356201158 2.5000000000000004 -89.167671203613267 42.182636260986335 416.50000000000006 662.25000000000011 0.9790587579411687 26.870056152343754 1529.5000000000002 60.77326923278887 51.373183674223249 356.75000000000006 0.92376284069586245 -63.341939926147454 1828.7500000000002 46.67702967962142 -43.416872024536126 4.5000000000000009 3186.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 12 11 4 10 -6 7 -5 -8 -10 -4 -3 13 14 23 16 35 24 19 21 -21 -19 -23 25 -18 26 27 28 -2 -25 -29 34 33 -33 -26 -16 37 39 40 -34 -39 -38 -43 right_child=1 2 3 6 5 -7 8 -9 9 -11 -12 -13 -14 -15 15 -17 17 18 -20 20 -22 22 -24 29 31 -27 -28 30 -30 -31 -32 32 36 -35 -36 -37 41 38 -40 -41 -42 42 -44 leaf_value=0.00026449448595861655 -0.00060372777294503889 0.0035444919345799394 0.00050255254392247929 -0.0009420923962770079 -0.012409063679519708 -0.0017889407357267887 0.0052497436080796624 -0.013778481187634729 -0.013507755455470742 -0.00056496005640110578 -0.0081277580660171923 -0.0030899606433918174 0.0014193328434338372 1.5929025318527259e-05 0.0051070313253402146 -0.00028488910120428158 0.0015617275216640075 -0.0020874450480835179 -0.00012552505787856804 -0.00029034918087621707 -0.013187716480619553 -0.014758613107773216 -0.0027296355276164755 -0.0094083102417152811 4.0853631943354589e-05 -0.00013297327559061523 0.00023793390178864621 0.0037487470124922886 -0.0058758157502212093 -0.0016763817392904739 -0.0095705922782597028 0.00062884548577050656 -0.018278518400520777 0.0036336705069640114 -0.0010000572067333368 0.00073541942615360715 0.00033995101290345392 -0.012230862414288753 0.00026670934118190777 -0.0046962608139319408 -0.001905559653772764 -0.0027412612313727877 -0.021247556551805311 leaf_count=37849 642 286 247 60 158 123 110 50 25 422 54 88 1451 712748 267 70684 2819 141 1999 1096 84 203 65 104 11036 19478 1617 215 1013 2947 37 5934 80 1054 8243 20176 6416 104 1416 81 129 73 23 internal_value=0 -0.000347188 -0.0491745 -0.082877 -0.137006 -0.24797 -0.0356461 -0.216541 7.82922e-05 -0.0411823 -0.0334149 0.0633775 -0.000256348 -0.000332334 -0.00412335 -0.0015477 0.00714464 -0.00192037 -0.0458163 -0.0984085 -0.0386144 -0.270919 -0.378363 -0.0171853 0.00228992 -0.0112427 -0.0498992 -0.0986567 -0.122403 -0.0619874 0.0572963 -0.00159048 0.0126705 0.0345754 -0.0129156 0.0253235 -0.00572304 -0.0526583 -0.0220934 -0.365712 -0.208152 0.00732255 -0.229267 internal_count=911847 873998 1623 1249 582 281 667 110 557 447 301 374 872375 870924 158176 132123 61439 40996 3588 1589 1180 409 268 26053 37408 23002 3524 1907 1655 3051 252 34589 15310 6988 19279 20443 8322 1810 1649 161 233 6512 96 shrinkage=0.0312957 Tree=213 num_leaves=44 num_cat=0 split_feature=16 4 5 5 21 24 5 11 9 5 12 14 12 0 21 28 0 16 16 4 22 24 13 28 22 24 21 12 24 25 20 9 28 14 16 18 21 28 0 22 20 13 20 split_gain=4.15548 3.30602 3.75414 3.63736 3.62062 3.90765 6.74363 6.52382 7.70398 5.57977 4.9304 7.4476 6.01507 4.02485 3.98083 3.8208 4.25197 3.77407 3.67324 3.66215 3.42908 3.76858 3.93244 3.40323 3.90788 3.40181 5.14499 5.88594 4.74351 5.53933 9.30987 4.98073 4.605 6.15052 5.02691 4.59506 4.58885 7.10016 5.42311 4.442 6.11121 5.00367 4.8457 threshold=206.91021802548752 21.00000095367432 93.102802276611342 350.99996948242193 9.5000000000000018 5.5000000000000009 48.999996185302741 0.61354502688172052 0.84455322356131368 66.297485351562514 245.96194077712565 30.436496580254694 316.40559159102162 35.000000000000007 4.5000000000000009 702.25000000000011 52.500000000000007 199.554036794398 185.76803587156701 182.30928802490237 503.75000000000006 15.500000000000002 40.677618315400785 500.75000000000006 468.25000000000006 5.5000000000000009 1.5000000000000002 61.088834764831851 9.5000000000000018 682.25000000000011 0.81822013357308265 0.95620764107682188 453.25000000000006 8.3207411107909941 177.71802807724205 2.5000000000000004 12.500000000000002 463.75000000000006 28.000000000000004 626.25000000000011 0.44293631785802018 29.7451108921212 0.84012794877957742 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 25 4 5 7 13 8 -3 -8 11 -9 -12 -7 -11 16 17 -13 -15 -14 21 -20 -23 24 -6 32 27 -27 35 36 -31 -32 33 -1 -35 -28 -30 -38 39 40 -39 -42 -43 right_child=-2 3 -4 -5 23 6 9 10 -10 14 12 15 19 18 -16 -17 -18 -19 20 -21 -22 22 -24 -25 -26 26 28 -29 29 30 31 -33 -34 34 -36 -37 37 38 -40 -41 41 42 -44 leaf_value=-0.0031622773551185082 4.3114877989209921e-05 -0.00081719373167530619 -0.0034653594259528462 0.0041994358233022437 0.0012872374102770535 -0.00065931285052232922 -0.0018213908563898095 -0.00040766188675963813 0.001366795532149844 -0.00085868900673354562 -0.0032816760275498793 0.0063136447626022663 -9.4435653777266956e-05 -0.00057895489156050989 0.001834246273950562 0.00057315457611692856 -0.0017376040489922335 6.410260499448309e-05 -0.00062952347279645422 -0.0082962505778022104 0.00016838072177421257 -0.0058895042049250754 0.0067187840741609649 0.00075858545244144346 -0.0094123946262580863 0.0016435984223539793 0.00049763594989204714 -0.0038175507755400522 -0.00025565810857946559 -0.00014936888570159769 -0.00033377120475480546 0.0018232449242078798 -0.00042414710701588616 -0.00011753279171866906 0.0017268876068484323 -0.00026773812606794499 -0.0038556424063741603 -0.0027592796889993705 0.00012733068632212529 -0.00285681135137542 0.0054869601799434412 0.0057218313190186953 -0.00015741495306010692 leaf_count=417 633742 2171 308 181 64 20772 5547 19309 5830 1809 1101 341 1745 12310 765 5914 134 131 2182 55 26719 236 27 4528 70 272 36869 668 60664 9797 1318 5127 31247 2998 2798 9705 292 160 2025 137 724 200 438 internal_value=0 -0.00325906 -0.000429139 -0.00745977 -0.00768917 -0.00887669 -0.0132408 -0.00051614 0.0247379 -0.0403436 -0.00754911 -0.00315883 -0.046638 -0.00970484 -0.00186419 0.0260632 0.101687 0.146318 -0.00401408 -0.0110254 0.00210015 -0.0337455 -0.146829 0.0195914 -0.137467 -0.000224308 0.00222193 -0.0714891 0.00276555 -0.00186375 0.0146457 0.0441637 -0.00860889 0.0162559 0.0246952 0.010805 -0.00601206 0.0268991 0.0387963 0.0811853 0.0967099 0.118428 0.0538607 internal_count=911847 278105 166164 111941 111760 107098 70367 36731 8001 8121 28730 25829 2901 62246 2574 6520 606 472 41474 1800 29164 2445 263 4662 134 165856 128396 940 127456 80882 16242 6445 37460 6213 5796 46574 64640 3976 3684 1659 1522 1362 638 shrinkage=0.0312957 Tree=214 num_leaves=44 num_cat=0 split_feature=27 22 28 15 27 4 17 4 27 25 4 28 25 25 9 22 25 4 5 9 14 24 27 10 13 27 24 10 13 8 27 28 25 22 8 27 29 24 14 0 25 29 28 split_gain=2.61068 9.86244 8.5372 7.70853 7.64283 12.0391 7.40385 6.89999 5.63136 5.59333 5.17565 6.6129 6.45766 4.57979 5.35255 4.4206 4.05673 4.13056 3.78841 3.90541 3.77546 5.91962 6.65491 5.01005 4.49451 4.48635 4.10704 4.00405 3.74128 4.02375 5.44941 4.11271 3.79513 3.78608 3.54728 4.05081 3.54597 6.20169 7.51207 6.20632 6.12374 7.0019 7.31515 threshold=20.500000000000004 1154.2500000000002 684.25000000000011 0.31290564876939586 21.500000000000004 56.669887542724616 57.947405009590589 35.00041580200196 22.500000000000004 456.25000000000006 27.371573448181156 776.25000000000011 776.25000000000011 598.25000000000011 0.96858215731680175 566.75000000000011 753.25000000000011 17.677793502807621 31.00000095367432 0.97149193049889304 15.363003257668689 28.500000000000004 49.500000000000007 0.94212409280391995 27.529469677229134 46.500000000000007 19.500000000000004 0.97681469256654474 39.437629841414115 634.50000000000011 28.500000000000004 858.25000000000011 662.25000000000011 689.75000000000011 535.50000000000011 21.500000000000004 1.3264207353129693 1.5000000000000002 15.758933803291551 52.500000000000007 3795.5000000000005 3.3580193081314071 3398.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=36 2 20 -3 -5 7 9 13 -7 -4 11 -11 -12 -6 -15 -8 -17 -18 19 -14 21 22 24 -24 25 26 -2 -22 29 34 31 -31 -30 -33 -13 -36 -1 -38 -39 40 41 -40 -43 right_child=1 3 6 4 5 8 15 -9 -10 10 12 28 18 14 -16 16 17 -19 -20 -21 27 -23 23 -25 -26 -27 -28 -29 32 30 -32 33 -34 -35 35 -37 37 38 39 -41 -42 42 -44 leaf_value=7.0006780809943279e-05 0.00012548945688261852 0.0021108068255738834 0.0083945066892004306 5.612775742832219e-05 -0.016958630272245541 -0.00055604382797057122 -0.0026610107558943897 0.00096661943438793951 -0.016520935510914065 1.3716271564811375e-05 0.00016735998677295142 -1.2924356154306553e-05 -0.0093300959004729064 -0.0060454838397526432 0.0003357010055529105 0.0022657464626950198 -0.0030814113591293968 0.00098387883759468099 -0.0013543576880935006 -0.0016477837544773561 -0.00021856506819962579 0.0028915747754727924 -0.0118052024670265 0.0038621461081700613 0.0011503404616468708 0.0066537933773481361 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0.93871900055938851 3.5000000000000004 0.59626065410279361 139.61527252197268 0.24302223975972273 2.5000000000000004 -68.72607040405272 6.5000000000000009 127.0081024169922 -8.1301016807556135 0.82000799369408905 480.4543648263006 156.00888824462893 2.5000000000000004 8.5000000000000018 46.500000000000007 13.500000000000002 1.3181935393126729 -0.44243626296520228 14.500000000000002 0.63247572278195829 42.999996185302741 254.25483399593909 0.17647059197053966 48.999996185302741 997.50000000000011 8.5000000000000018 -23.629378318786618 0.22518660061339321 20.500000000000004 63.952087402343757 14.500000000000002 27.28114913857797 1.1759552114265734 1.64921418128655 0.40825088099409113 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 10 26 6 23 8 9 -7 11 15 -12 14 -14 24 -17 18 19 -15 -21 -9 -23 -6 -2 -4 27 28 -5 -29 -31 -28 33 34 -33 36 39 38 -37 -34 -36 -39 -42 right_child=1 -3 25 4 5 7 -8 21 -10 -11 12 -13 13 17 -16 16 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16049 2030 1625 14019 310 13709 6836 240 1080 6873 344 shrinkage=0.0312957 Tree=216 num_leaves=44 num_cat=0 split_feature=16 17 19 26 24 1 19 1 15 21 19 9 16 14 25 26 4 28 17 15 26 25 7 7 19 17 18 2 21 1 26 7 19 2 15 24 25 24 7 14 17 25 24 split_gain=3.69351 2.93188 5.88902 5.52737 4.89682 4.11425 4.46938 4.36088 4.34166 3.60423 5.31031 3.35076 3.5356 4.87023 4.22263 3.6353 3.22738 3.20519 3.00468 3.04304 3.39608 2.96942 2.94676 5.13059 3.48324 2.91868 2.86351 2.75214 2.75098 2.69658 4.00576 4.31617 3.34068 2.68719 2.60655 2.78096 2.50752 2.97633 2.93881 2.86694 2.47108 2.41277 2.47408 threshold=169.66548881036516 100.27682008558197 347.75000000000006 0.93871900055938851 4.5000000000000009 1149.5000000000002 489.25000000000006 443.50000000000006 0.36480811381249684 9.5000000000000018 1682.2500000000002 0.83238797920205154 102.01986941984458 43.184044591277207 15263.500000000002 1.0592892025816998 117.3405113220215 3398.5000000000005 35.228125365101853 0.46051829658369031 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710 51 42 129 70 93 196 29 1527 78 205 internal_value=0 -0.00663889 0.0160977 -0.00831537 0.0116276 -0.0131578 0.00579922 -0.142393 -0.0822097 -0.128764 -0.159131 -0.0247568 -0.0204433 -0.0249691 0.0330056 0.0228392 -0.111904 0.0555464 -0.00362233 -0.00758735 0.0145927 0.0119394 0.0786413 0.100978 0.000589478 -0.0471541 0.000602872 -0.0107671 -0.0277953 0.0180293 0.00138535 -0.1129 0.0203727 0.112104 -0.0462681 -0.102883 -0.0358511 -0.0620971 -0.109097 0.0723537 -0.0303881 0.0891513 0.124232 internal_count=911847 76917 5282 71635 5189 3143 2466 188 677 506 448 15907 14616 13475 1141 1110 615 171 55728 43147 5410 5350 569 519 257 220 834930 37737 7584 2278 1846 263 1583 138 207 165 541 471 349 122 7446 432 354 shrinkage=0.0312957 Tree=217 num_leaves=44 num_cat=0 split_feature=21 21 10 4 24 6 13 21 20 28 23 24 4 21 18 20 20 13 17 20 18 24 26 5 24 0 9 28 18 10 10 18 10 4 28 23 20 10 23 10 26 26 0 split_gain=2.74939 4.71696 5.11215 4.20558 2.79357 10.4732 5.55882 7.62741 4.28225 4.15858 8.05024 6.95276 6.64128 3.7617 6.43517 3.70919 3.62894 4.0327 4.10751 3.47284 3.20447 3.18475 3.16481 4.10571 3.14408 2.81947 3.8142 2.66399 4.17 4.69799 2.66264 2.66095 7.27663 7.47393 5.14271 2.91311 5.31307 2.66241 4.04876 3.4505 3.37172 2.65457 2.58371 threshold=18.500000000000004 16.500000000000004 0.87523433683377216 24.149533271789554 27.500000000000004 0.79166667036889027 35.577116904465065 12.500000000000002 0.95543864971455372 591.25000000000011 0.75196200822468173 32.500000000000007 24.999999046325687 14.500000000000002 4.5000000000000009 0.72980316921544397 1.004469607071462 41.457197563192061 48.616058375733409 1.2275634209119961 2.5000000000000004 32.500000000000007 0.68669242018523846 29.998970031738285 29.500000000000004 45.000000000000007 0.94988737310449456 466.75000000000006 4.5000000000000009 0.48506772749844257 0.54395115102007752 4.5000000000000009 0.84191148409559813 19.999998092651371 460.75000000000006 1.3035967769493844 1.1477973831694419 0.76796139074586733 0.80270874926503966 0.68039334960962783 0.87265212004211024 0.82746773774978188 9.0000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 31 42 9 7 8 15 16 11 24 21 25 22 -7 -6 18 -18 -8 -14 -12 -15 -24 -11 26 -9 28 29 -28 -16 34 33 41 -3 36 37 38 39 -36 -39 -33 -1 right_child=-2 2 -4 -5 5 6 19 13 -10 10 12 -13 20 14 30 -17 17 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31 -32 32 -34 -35 35 -37 -38 40 -40 -41 -42 -43 -44 leaf_value=0.00017711125635703863 0.0019571357444372437 -0.0090683858148912465 0.0010211961251910214 0.0028165572341360902 0.0023428137844234264 -0.0017310169472116686 0.00068944584544011127 -0.0073394788076329041 -0.0009248753306030493 -0.0038258384692694239 0.00090813125345032297 0.010596122339413459 -0.019897208095057749 0.0040245669922216194 -0.0019955390656204381 -0.013360957482262995 0.00072906304118839401 0.0024889967739180059 -0.0031701096067267101 -0.01265459656219247 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14.28232998885173 84.691539806236122 1126.2500000000002 1.0265646518994034 0.9558882494457287 684.25000000000011 27.261290246352804 4.5897134783526168 1.4135646470525653 156.00888824462893 1498.2500000000002 0.86259006795124071 8560.5000000000018 13269.500000000002 9330.5000000000018 3832.5000000000005 112.54163056034263 160.00357133746823 1.059202595296026 0.49285132324772979 1040.7500000000002 794.25000000000011 803.75000000000011 280.25000000000006 0.98273654252697396 32.630573028676963 1.5000000000000002 17.994492530822757 0.24905537815805881 55.283583609228721 656.75000000000011 1271.7500000000002 0.79905715150858547 5048.5000000000009 13224.500000000002 232.50000000000003 0.41435806833003702 684.75000000000011 495.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -6 -5 -8 11 -10 23 12 20 19 15 -15 -16 18 -17 -14 -2 22 -22 30 25 -25 27 -26 29 -28 31 33 -33 -11 -29 -36 37 -18 -39 41 -41 42 -34 right_child=8 2 -4 6 5 -7 7 -9 9 10 -12 -13 13 14 16 17 36 -19 -20 -21 21 -23 -24 24 26 -27 28 34 -30 -31 -32 32 39 -35 35 -37 -38 38 -40 40 -42 -43 -44 leaf_value=0.00038422834516872641 -0.00024135833861085705 -0.00057168520611077097 2.528107712762028e-05 -0.00053966811659550873 4.2346770928143132e-05 0.00147186629158523 -0.0040051673089952214 -0.013710133923776584 -5.9105554776952551e-05 0.0014413999731258671 0.00015909593897969811 0.00074207453325293216 -0.00041832347886516699 -0.0019681937328769718 0.001731513333174013 -0.0094583181315184093 -0.010194705982891732 -0.0032930180166990575 -0.022153528433356603 0.00079070581201241797 0.00043470558494580779 -0.00015498476195240484 -0.0002468990733280541 -0.00039755911117544674 -0.0012875640596128309 -0.001808752856529792 0.0078694638652989594 0.0026883900553636608 0.0040586447650951141 -0.0024453347683452034 -0.00032453635721382454 -0.003967444068932153 0.005843721085037625 0.0057057768211497143 0.0032214412135547392 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39555 22594 12987 11310 1677 901 776 635 9607 3958 2225 1733 671 155 1904 718 612 1938 1327 611 212 shrinkage=0.0312957 Tree=219 num_leaves=44 num_cat=0 split_feature=17 11 27 13 21 26 19 29 25 7 19 19 20 20 28 20 25 31 19 26 29 10 10 19 13 13 7 21 19 19 9 31 27 28 27 11 2 26 29 25 20 11 11 split_gain=2.68584 4.83967 4.40444 8.96798 6.55525 7.37645 6.48769 8.98796 5.76246 5.15773 4.78328 4.71762 4.07733 4.06103 4.05397 4.02937 4.23886 3.88605 7.04743 3.7312 4.20863 4.06877 3.66475 3.41201 3.30663 10.0331 6.76009 3.82163 5.27076 4.83194 4.60494 3.58909 3.56698 4.25927 3.42189 3.01062 3.41898 2.96942 3.01608 2.96871 2.91687 3.49632 2.96351 threshold=79.445314052032856 0.69126169825158534 16.500000000000004 63.652298118492091 8.5000000000000018 0.91693040351738164 2454.2500000000005 1.9882768403176569 987.75000000000011 -71.492889404296861 1137.7500000000002 1995.2500000000002 0.52579908000414155 0.41601822820556938 2856.5000000000005 0.86077023919537521 602.25000000000011 1.5000000000000002 715.25000000000011 1.5434828213558454 0.31168232744124375 0.70078021648417399 0.91889090596329748 32676.000000000004 76.422359268595727 60.050816900343257 -53.720832824707024 3.5000000000000004 817.25000000000011 524.25000000000011 0.93235459911134699 1.5000000000000002 6.5000000000000009 939.25000000000011 14.500000000000002 0.93574759552393816 31.705213903743317 0.51490465546264874 0.32526868608035386 7325.5000000000009 1.0122195787392501 0.81837722337722341 0.86882916466249804 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 4 10 15 7 14 -8 39 13 -9 23 -4 24 -6 -17 -7 -19 20 -3 -21 -5 -11 25 27 -26 29 -29 -2 -30 -27 -32 -34 -31 36 -22 38 -14 -10 42 -42 -38 right_child=1 19 3 22 5 17 8 11 9 12 -12 -13 37 -15 -16 16 -18 18 -20 21 35 -23 -24 -25 26 31 -28 28 30 34 32 -33 33 -35 -36 -37 40 -39 -40 -41 41 -43 -44 leaf_value=-9.2737093686023505e-06 -0.0065654440510579809 0.001324018901138861 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106 74 139 94 3343 321 72 21 63 170 294 1556 182 830 173 70 282 177 42 121 910 2144 233 96 91 32 172 internal_value=0 0.0119751 0.0234786 0.0472319 0.0543706 0.00695999 0.00821983 -0.0165296 0.0436482 0.0350631 0.0842465 -0.259592 0.0468741 0.0911 -0.00804064 -0.0871861 -0.238028 0.050756 -0.0719701 -0.0111423 -0.0178852 0.0803662 -0.217073 -0.0610627 0.000679801 -0.00856063 0.0924111 0.00577959 -0.0155707 0.0599553 -0.0807718 -0.205978 -0.121134 -0.167256 0.0791343 -0.0303 -0.0344419 0.0607927 0.161717 -0.114029 -0.0801099 -0.226034 -0.0635216 internal_count=911847 18199 12152 4753 4628 1789 7399 4356 3043 2929 2839 147 2714 2762 4209 568 135 1221 213 6047 5632 415 125 310 3901 3544 357 3304 2370 934 814 240 632 459 872 4669 4548 2404 260 215 1205 123 1082 shrinkage=0.0312957 Tree=220 num_leaves=44 num_cat=0 split_feature=7 9 18 25 19 12 24 24 17 29 29 24 24 22 24 14 22 6 29 15 18 22 25 6 17 24 29 24 22 12 6 12 9 24 19 22 13 24 23 23 25 29 6 split_gain=2.56205 6.27571 5.35314 5.33263 6.24599 5.71329 14.0391 12.104 5.1776 5.16425 4.68998 6.05934 4.78906 4.73992 4.63276 9.177 8.25995 4.39881 4.36214 6.84833 4.80847 4.31358 4.24362 6.80765 4.14589 5.40807 4.00263 6.81442 5.95871 9.27376 7.42473 5.39284 4.71387 3.88354 7.99894 3.86225 10.9525 3.85651 3.84406 3.82525 3.98617 3.79818 3.75906 threshold=-1.0000000180025095e-35 0.95155336278061042 3.5000000000000004 644.25000000000011 624.25000000000011 67.813708498984781 16.500000000000004 11.500000000000002 68.146740997156442 0.48475506029014592 1.3341527348279862 26.500000000000004 15.500000000000002 568.75000000000011 27.500000000000004 27.810675388489695 616.25000000000011 0.88888888399165189 1.888536947796102 0.72578280730909206 2.5000000000000004 282.25000000000006 502.25000000000006 0.43482986427915843 58.655904827750994 9.5000000000000018 0.90099630263778263 13.500000000000002 624.25000000000011 90.097979746446683 0.84615384876966371 92.988329701443533 0.97577159217347931 16.500000000000004 697.25000000000011 1021.7500000000001 41.457197563192061 26.500000000000004 1.4288398998530543 0.69306526571024463 584.25000000000011 0.49519225830311381 0.63380285103398892 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 14 4 5 6 7 9 -3 -4 11 12 13 -6 21 -16 -17 33 26 -20 -21 -2 23 -9 35 -26 27 32 -28 30 -30 39 -10 34 -14 -5 -37 -12 -35 41 -41 -29 -11 right_child=2 8 3 24 10 -7 -8 22 18 42 37 -13 17 -15 15 16 -18 -19 19 20 -22 -23 -24 -25 25 -27 28 31 29 -31 -32 -33 -34 38 -36 36 -38 -39 -40 40 -42 -43 -44 leaf_value=-9.8281016487202869e-05 -0.00081243101114976109 0.00012590020199130058 -0.004674605741759155 0.00034456809636242153 -0.0075812860424184884 -0.00021599180435937873 -0.0031964183925461791 0.008386701675441189 0.00036882637154222038 -0.0040621305922504498 0.00057890252743517719 0.00095228952721292007 -0.0028588482689947199 0.00018070931067208691 0.0012814825804668239 -0.0014688757306152618 -0.01540049226255139 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9.50128 5.708 8.31915 threshold=13.500000000000002 1.0000000180025095e-35 55.500000000000007 16.500000000000004 40.500000000000007 1.050075942481925 0.96275937606224271 2.5000000000000004 100.10356462371524 1.7406893717573331 0.83781403184113767 356.75000000000006 1456.2500000000002 696.25000000000011 22.500000000000004 1.5000000000000002 11.500000000000002 462.25000000000006 14.500000000000002 388.25000000000006 33.582831781319932 0.72594264693587507 1.1008663698094019 45.500000000000007 10.500000000000002 2.5000000000000004 37.500000000000007 0.98936798211459731 16.999626159667972 0.9628457964258742 0.9496017711633431 1.5000000000000002 0.24302223975972273 144.00006103515628 4943.5000000000009 1.056057984691203 4943.5000000000009 3795.5000000000005 6.5000000000000009 43.184044591277207 1.7735149292103829 6.5000000000000009 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 6 4 -4 -5 31 8 9 11 -11 28 29 14 15 18 21 -18 19 -9 -19 -16 23 -23 25 -25 27 -21 -8 30 -13 32 36 -34 -35 -36 37 38 -2 -33 41 42 -41 right_child=2 -3 3 5 -6 -7 7 13 -10 10 -12 12 -14 -15 16 -17 17 20 -20 26 -22 22 -24 24 -26 -27 -28 -29 -30 -31 -32 39 33 34 35 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=0.00030016231619981842 -0.0020903543643728049 9.521017136041261e-06 0.0015770205379470575 -0.0086458149600032001 -0.0078993180646201675 -0.0015134843779940654 -0.0028332857790643834 -0.0031593661296405091 0.0012526036143723895 0.00064017880294192045 -0.018857018310850918 -0.0029840219092242349 -4.9704294173745907e-05 0.00017249474929304399 0.00013205565099445773 9.3900785779624398e-05 -0.0020225785585332627 0.00040573469171483552 -0.0054856510205987278 0.00069730820146564202 -0.010973542789425724 -0.00063029599556281254 2.4520680441513192e-05 0.0029363453934054392 0.00034790457736638897 -0.010519747595054224 -0.0014122812936967451 -0.0046157070772769697 0.0038538248678830294 -0.00089825809528391008 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internal_count=911847 185417 726430 651 390 261 725779 454648 11586 10088 183 9905 9380 443062 284689 197155 87534 19143 6046 5837 17468 68391 55729 42809 390 197 5128 2743 525 4813 2232 271131 38377 34713 9833 9813 3664 2128 1852 232754 13417 6497 4438 shrinkage=0.0312957 Tree=222 num_leaves=44 num_cat=0 split_feature=16 17 16 25 21 17 16 26 17 7 10 8 28 29 7 25 26 17 4 22 29 22 28 4 19 21 17 19 28 8 8 7 26 16 22 17 7 17 22 19 17 10 10 split_gain=3.31062 4.96777 7.17649 5.52724 7.66542 16.301 10.4876 7.6789 4.88459 6.23341 7.83182 4.71715 5.90929 4.43063 4.90619 5.31789 4.37043 4.20638 10.8759 6.84614 4.96467 4.67864 4.62424 4.20739 4.12163 4.04983 3.94287 3.91019 7.60268 3.89468 3.76818 3.71869 5.58066 3.70465 4.53763 4.09732 3.92289 3.85314 3.68755 5.806 6.37807 3.6275 3.57313 threshold=219.07388995704324 49.690083587687944 224.40291493655917 987.75000000000011 2.5000000000000004 53.584162700124757 230.03795768307324 1.0822628460506114 52.785999778042715 -63.529291152954094 0.71760810247830287 3377.5000000000005 1718.5000000000002 0.85073429002659273 -89.940933227539048 248.25000000000003 0.77723371610768843 54.297995604590774 20.385883331298832 523.75000000000011 0.63221280221407128 770.25000000000011 623.25000000000011 31.814146041870121 9330.5000000000018 3.5000000000000004 48.026597961764061 5374.5000000000009 3660.7500000000005 1609.5000000000002 3186.5000000000005 -2.0095537900924678 1.0889813213420962 192.81047986642673 541.75000000000011 71.356524678865725 -57.501956939697259 84.691539806236122 1723.7500000000002 9330.5000000000018 68.146740997156442 0.68870985408513907 0.68870985408513907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=17 2 26 -3 8 6 -6 11 -5 10 24 12 -7 -4 16 25 -15 18 -1 22 -21 23 -19 -20 30 -16 -2 28 -12 -9 -10 32 -8 34 -22 -36 38 -38 -35 40 -40 -42 -14 right_child=1 3 13 4 5 7 31 29 9 -11 27 -13 42 14 15 -17 -18 19 21 20 33 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 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326 300 shrinkage=0.0312957 Tree=223 num_leaves=44 num_cat=0 split_feature=0 27 21 0 22 0 21 1 4 18 27 22 22 15 27 1 27 29 4 21 27 22 25 20 6 27 23 21 1 18 27 22 20 18 1 25 20 18 25 18 21 15 27 split_gain=2.62967 2.63205 4.89633 6.49794 3.79511 3.67536 2.44436 3.01089 2.40617 2.3838 2.41585 8.08971 7.70754 6.5146 6.61153 9.25082 4.44386 4.23557 8.36734 6.32674 8.42265 9.87049 9.58458 6.4972 6.76187 13.0877 5.99411 5.69027 4.67917 6.25284 4.66312 5.14239 4.64107 5.8753 7.96677 7.20473 4.56163 5.01098 4.53846 4.41619 4.1344 4.00764 7.49205 threshold=9.0000000000000018 55.500000000000007 17.500000000000004 40.500000000000007 483.25000000000006 24.000000000000004 18.500000000000004 355.50000000000006 18.187194824218754 6.5000000000000009 20.500000000000004 1154.2500000000002 480.25000000000006 0.32302431226177303 21.500000000000004 3926.0000000000005 48.500000000000007 0.73123697966186219 17.558250427246097 11.500000000000002 45.500000000000007 620.25000000000011 608.25000000000011 1.004469607071462 0.74285715827084753 44.500000000000007 0.82354794469772796 9.5000000000000018 579.50000000000011 3.5000000000000004 22.500000000000004 600.75000000000011 0.91127939614807185 4.5000000000000009 561.50000000000011 732.75000000000011 1.1403593688965883 2.5000000000000004 518.25000000000011 4.5000000000000009 15.500000000000002 0.64858284579615733 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 3 8 5 -4 9 -8 -3 10 -2 12 16 -13 -15 -16 -12 18 38 20 32 26 -23 -21 -25 -26 -22 30 -27 36 -20 39 33 -19 -35 -36 37 -30 -14 -32 -29 -34 -43 right_child=1 2 4 -5 -6 -7 7 -9 -10 -11 11 13 17 14 15 -17 -18 19 27 23 21 22 -24 24 25 28 -28 40 29 -31 31 -33 41 34 35 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=0.00018106099790134807 2.0122377514847909e-05 0.0024180968150722872 0.00066683537133895617 -0.0081387693953860838 -0.012346241580283381 -0.0091286712897861323 0.0055106022723395483 0.0005012545207245 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internal_value=0 -0.000408986 -0.0568987 -0.0105203 -0.185022 -0.102297 -0.000353332 0.0667187 0.0325205 -0.000396905 -0.000432397 -0.00312134 -0.00261739 -0.0703797 -0.0985196 -0.144088 -0.0175527 -0.000438974 0.00954558 -0.00249086 -0.00496504 -0.101842 -0.242141 0.0124194 -0.00577788 -0.060944 -0.0229704 0.0289719 -0.189681 -0.142547 0.0169202 0.0283798 -0.00437397 -0.0169347 -0.163359 -0.340609 -0.221447 -0.063149 -0.00267556 -0.0093426 0.0636638 -0.00184665 -0.00758615 internal_count=911847 837205 824 605 219 157 836381 543 516 835838 835469 238673 236898 1775 1460 1001 30155 206743 35244 171499 147091 892 321 24408 10877 1845 571 13610 553 438 10101 7864 146199 24489 271 131 305 114 21634 2476 3509 121710 60842 shrinkage=0.0312957 Tree=224 num_leaves=44 num_cat=0 split_feature=16 17 14 15 17 16 17 16 17 7 12 26 14 9 20 14 1 22 9 14 17 16 19 20 17 16 16 6 1 20 12 14 12 26 26 26 16 16 14 12 6 18 7 split_gain=3.54939 4.8648 6.023 5.79349 4.64414 9.42816 4.98668 7.02776 4.98246 19.7045 9.65778 6.13649 5.9769 5.28526 4.50888 4.26943 5.30417 4.21587 5.66842 4.45597 4.0905 7.20963 4.31226 4.08203 4.06337 10.499 4.85414 6.54391 11.4967 5.12932 4.52977 4.99264 3.90283 4.03085 3.7824 4.69299 4.80276 3.75392 9.37646 3.73356 3.61903 4.07255 4.2494 threshold=212.17273281608109 56.360587801314971 23.178356995897165 0.60285550017998291 51.446473729390171 221.1967279475229 48.683475420913325 226.89076453974567 58.398269071881039 -11.309931755065916 274.4472221513642 0.98146715655910111 16.118225192548369 0.91293283295765193 0.56783693851106398 51.211660474499588 7642.0000000000009 506.25000000000006 0.96640682193691396 31.025033282928984 47.868639052598375 165.6699624990936 501.25000000000006 1.1403593688965883 45.416777791217648 231.10782979776118 234.33810750773984 0.52631579123485595 3299.5000000000005 1.0023767090981501 95.461940777125605 13.882418158158089 98.544678887547576 0.94800611620795117 0.31766546994384609 0.8011101070056893 229.87410912394202 232.85689001264225 22.982858235654909 82.159902576697348 0.53846154026813298 3.5000000000000004 -3.270487785339355 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 20 -4 5 -2 7 23 -6 11 12 15 -11 -14 -5 39 -17 -3 -19 -20 21 -1 -23 -7 25 -9 -26 28 29 -28 40 -32 33 -24 -15 -36 -37 -8 -39 -10 41 -27 -43 right_child=4 17 3 14 8 6 37 24 9 10 -12 -13 13 34 -16 16 -18 18 19 -21 -22 22 32 -25 26 30 27 -29 -30 -31 31 -33 -34 -35 35 36 -38 38 -40 -41 -42 42 -44 leaf_value=-0.0001170904504578314 -0.00035792664231036202 -0.00036103708626298046 9.9210941319060128e-05 0.00084497335261672223 0.00031155395086413581 -0.00019762099992902995 0.00034819455219911697 -0.00051848279210530118 -0.0045326165185499536 0.0017569866939569528 0.0017656435254779872 0.00098580974090308978 0.00088817968373330121 0.004748765908863516 -0.00061723275562479212 -0.009402363635553565 0.0039389347997312767 -3.0701957725656982e-05 0.00038898217227813995 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3.16205 3.05224 3.01508 3.58087 5.3072 9.02348 threshold=155.10766292865273 102.01986941984458 0.94850729674305601 88.872375488281264 3.3580193081314071 29.649655342102054 28.000000000000004 29.164081149032725 1.0000000180025095e-35 11.000376701354982 1.2002767216855617 0.17806642206078702 0.1982909943781653 1.0000000180025095e-35 0.17806642206078702 355.50000000000006 -88.259006500244126 640.25000000000011 1789.5000000000002 223.50000000000003 303.75000000000006 0.046689180563254239 14.417899252868493 1.1027866196735252 0.23369837774192145 173.06244584051396 87.574116139070426 0.21848064527015629 8.021576404571535 17.500000000000004 0.31168232744124375 16.500000000000004 570.75000000000011 35.000000000000007 1.1713632332315818 337.50000000000006 5.3755834952066985 1.1215729227068705 0.46051829658369031 0.19852433744870371 0.48475506029014592 748.75000000000011 1070.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 10 8 -8 -4 -3 -1 -7 -10 -14 15 19 18 -18 -17 -2 21 -21 23 25 38 26 29 28 -28 36 -29 39 33 -33 -35 -32 -16 -38 -24 -26 41 -41 -43 right_child=14 9 6 -5 -6 11 7 -9 12 -11 -12 -13 13 -15 22 16 17 -19 -20 20 -22 -23 24 -25 31 -27 27 30 -30 -31 35 32 -34 34 -36 -37 37 -39 -40 40 -42 42 -44 leaf_value=-0.00052910365568615214 -0.00031991061293394803 0.00037391187140159627 0.0048606476890906249 0.0042793630290167218 0.0046352043707145853 0.0028248147507681856 -0.0016154452111745319 0.0029199374315272528 -0.002166091513004596 -0.00048917952191144284 0.0046560178700805034 -0.0033332053415778733 -0.0072842578493090629 0.0030424289895855435 -0.0037803453337976823 -0.0087557917305873794 -0.0034562831031404511 -6.5232277033919488e-05 0.00048332550214772477 -0.00643346179541056 -0.00025401677299175294 0.0070922859324127896 0.0035948605893453807 -0.0049914964603935729 0.0021344897994935472 -0.0048386024646765533 0.007353072138689457 0.0054908311748052951 -0.0084349834549183288 0.0041291582855406119 -0.0013693142837505571 -0.0012734680450083263 0.0015640490870452359 -0.0053578136700638155 0.0031149072295098877 0.0021830777480263542 0.00022784555707333913 0.0046937388352958059 0.00090230027646052079 0.00014201637558448088 2.2276896574446797e-05 -0.0014646201800042149 -7.0866572604699871e-05 leaf_count=1211 15356 5135 446 168 149 84 687 432 171 31133 123 826 26 476 213 161 492 1339 66 43 701 277 547 293 654 175 22 283 80 248 331 1727 803 478 64 1938 33745 156 1675 14345 775912 7867 10789 internal_value=0 -0.00877371 0.0135393 -0.0146531 -0.0252816 -0.0367946 0.0458004 0.00432903 0.0872719 -0.0117262 -0.0016301 -0.0883435 0.0421804 0.0801254 0.000483809 -0.0113848 -0.0491506 -0.0312 -0.193941 -0.006639 0.0472526 0.168546 0.00074051 0.00950385 0.000337392 0.0108353 0.0116174 0.0580123 -0.160716 0.00803405 0.0667546 0.000201569 -0.0343771 -0.0642298 -0.139231 0.0531976 0.00713329 0.00793706 0.0500113 0.000332782 0.000277908 -0.00992411 -0.0210443 internal_count=911847 41067 4799 2561 2393 2244 2238 1119 1119 36268 1334 910 673 502 870780 18435 2058 1831 227 16377 1021 320 852345 37484 814861 37191 37016 2654 102 34362 2552 812639 3072 2269 542 2269 34114 33901 2222 809567 808913 33001 18656 shrinkage=0.0312957 Tree=226 num_leaves=44 num_cat=0 split_feature=7 9 21 22 28 28 24 12 18 21 19 24 28 24 5 19 22 20 20 22 8 1 28 24 21 15 20 1 26 20 24 19 21 26 24 18 15 20 28 8 5 11 19 split_gain=2.62424 5.58658 5.63222 4.7529 7.17177 6.21875 6.97762 5.17955 4.53373 8.819 6.41934 5.80755 5.18799 4.71605 8.11755 6.00171 5.3395 5.30212 4.88398 7.09974 6.71297 6.58138 7.16372 5.90874 5.65796 5.25861 5.32858 6.34001 5.54461 4.79889 5.03602 6.055 4.57051 8.65451 5.67933 4.49855 4.63957 4.81449 4.42409 4.70684 6.07077 4.29476 4.4348 threshold=-1.0000000180025095e-35 0.95155336278061042 2.5000000000000004 282.25000000000006 595.25000000000011 392.25000000000006 3.5000000000000004 54.05634918610405 3.5000000000000004 11.500000000000002 141.25000000000003 24.500000000000004 698.25000000000011 19.500000000000004 20.603890419006351 492.25000000000006 471.25000000000006 1.014211403137496 1.004469607071462 404.25000000000006 490.50000000000006 528.50000000000011 547.25000000000011 22.500000000000004 17.500000000000004 0.63966865563446174 0.84352909868103731 495.50000000000006 0.51490465546264874 1.1516525076958375 25.500000000000004 769.25000000000011 12.500000000000002 0.66044845634422666 29.500000000000004 1.5000000000000002 0.90793272642923262 0.43024630271042946 482.25000000000006 547.50000000000011 28.998774528503422 0.82416467304625207 550.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 6 -2 -6 9 11 -10 -5 13 15 -15 -12 17 -17 25 23 -21 -22 -23 -20 -25 26 28 41 -16 30 31 -24 34 -34 38 -7 37 -37 -27 -40 -41 -28 -43 right_child=3 -3 -4 8 7 35 -8 -9 10 -11 12 -13 -14 14 18 16 -18 -19 19 20 21 22 29 24 -26 32 27 -29 -30 -31 -32 -33 33 -35 -36 36 -38 -39 39 40 -42 42 -44 leaf_value=0.00017268176180284625 0.00071508825372121831 0.00015753080927037827 -0.00023363141332387834 -2.5377988314066885e-05 -0.00060409587826982603 -0.00096078589560250408 -0.0026418842056466223 -0.0045656689460873354 0.0099690086019234882 0.00066975469032554418 0.00067813674973097975 -0.0017218003599013916 0.0004245583904303184 -0.003146561480785218 -0.0038189063880252074 -0.0070531723003308903 -0.0004087202162818305 -0.00093190704293994635 0.0012582571330416862 0.0015479437412163942 -0.0039995054669810341 0.00057637491102189176 -0.0045172412023185039 -0.012309750860807272 -0.0013441185336569618 -0.0066532713577566573 0.0034247687200005777 0.00084099560624254963 0.0028534759316125452 -0.00040446582572997632 -0.00081708205883684046 0.0015612005929567228 -0.0062661128018937874 0.00097375940304744182 -0.0095672716202376742 -0.0053449637048099043 -0.0049135886229680773 0.0022411986332317008 0.00038479256227127968 -0.0115398620045888 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shrinkage=0.0312957 Tree=227 num_leaves=44 num_cat=0 split_feature=16 20 29 14 16 6 20 26 13 13 13 29 14 5 6 14 13 18 26 18 25 29 26 14 25 14 5 5 11 16 15 12 16 25 13 0 22 11 6 26 18 6 26 split_gain=3.09381 3.10316 6.11985 5.0749 7.66382 4.45627 4.98942 3.93308 3.83101 4.1502 3.50066 3.09028 6.99733 7.83423 4.41268 5.42926 4.23145 6.71793 4.34125 4.12704 5.26355 4.10903 4.12562 3.81215 5.40033 3.70968 3.53342 3.51038 3.80951 3.4196 3.41932 4.47043 4.98547 4.43375 4.2983 4.64131 3.99784 3.67765 3.39764 4.46784 4.48093 4.282 5.41294 threshold=208.8986333443759 1.0819902016814165 0.1982909943781653 36.96572563643474 226.73476461641852 0.58823529709214695 1.5028970114121438 0.42678208892800201 19.885884718644157 22.790672072930693 76.422359268595727 1.9882768403176569 22.064551821333147 93.102802276611342 0.54545454765752133 23.129682816873931 35.577116904465065 2.5000000000000004 0.82746773774978188 2.5000000000000004 947.25000000000011 0.82468752826370151 1.0924424457282915 31.952301590140806 782.25000000000011 18.475180936117791 91.29203033447267 36.00000190734864 0.97022876548738635 226.24665522038416 0.30321559574237411 110.88782463805519 230.94784921369106 716.25000000000011 53.534748411757242 48.000000000000007 480.25000000000006 0.79876352100294323 0.44680852419083011 0.91693040351738164 3.5000000000000004 0.38297871390636568 1.0217803813049182 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 7 5 -5 -7 -4 -9 -10 -8 14 13 -13 15 19 25 27 -19 -11 30 22 -17 29 -25 -16 -26 -18 -29 -14 -21 38 33 34 36 -36 -33 -34 39 -32 -41 -42 -43 right_child=1 2 3 4 -6 6 10 8 9 11 -12 12 23 -15 16 21 17 18 -20 20 -22 -23 -24 24 26 -27 -28 28 -30 -31 31 32 37 -35 35 -37 -38 -39 -40 40 41 42 -44 leaf_value=-8.2928279357652533e-05 7.5384628490285228e-05 -0.012338963230258673 0.0033899337677664259 0.00055272214843446433 -0.0001856268305136272 -0.0022555016210504832 -0.0075231087484665601 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262 179 121 319 internal_value=0 0.00127104 -0.00318561 -0.00305988 -0.0376444 -0.0965432 -0.123716 -0.00188053 -0.00217716 -0.00201728 -0.207 -0.00233194 0.020785 -0.183971 -0.00345004 -0.0148614 -5.93284e-05 0.00567731 0.015867 -0.0276972 -0.0421288 0.00132985 -0.186753 0.0269804 -0.0110218 -0.00844898 -0.134771 -0.00694883 -0.018346 0.0457166 -0.0408752 -0.0443824 -0.0738295 -0.101146 -0.123271 -0.221916 -0.0981273 -0.0159834 -0.0257116 -0.0774597 -0.102996 -0.0565978 -0.109647 internal_count=911847 611999 124464 124424 4103 1436 1160 120321 119998 119902 444 119560 5516 162 114044 26124 87920 52216 28896 14572 8397 11552 115 5354 1768 35704 294 23320 12518 3586 8376 8131 3155 2143 1733 352 1381 1012 4976 1011 881 619 440 shrinkage=0.0312957 Tree=228 num_leaves=44 num_cat=0 split_feature=26 21 21 19 25 15 10 25 18 29 0 25 10 13 14 11 19 26 13 8 18 13 21 14 25 24 13 1 13 13 0 26 11 20 1 19 20 14 24 14 0 18 25 split_gain=2.56245 2.30324 4.17494 6.59243 4.20728 3.97505 4.53722 3.95039 4.78662 3.6777 3.86728 2.98801 3.6038 3.61555 3.31143 2.97017 2.85069 3.39933 2.47897 2.4325 2.78718 3.15652 2.40225 13.0765 10.3327 4.84069 4.41367 4.82567 4.11502 5.17757 6.54247 5.79468 5.84904 4.77655 5.3472 5.9209 4.5618 4.00829 4.6598 5.11062 5.24324 3.58521 5.42249 threshold=6.9053330272255842 18.500000000000004 16.500000000000004 570.75000000000011 696.75000000000011 0.49122207802661144 0.84191148409559813 518.25000000000011 4.5000000000000009 0.80661417425354565 22.000000000000004 530.25000000000011 0.80526996648499927 33.180395164752845 23.377128145205784 0.82954771731653465 293.25000000000006 0.89134846647311294 22.790672072930693 411.50000000000006 5.5000000000000009 22.50870205303853 12.500000000000002 31.46053796725786 423.25000000000006 20.500000000000004 30.479272910060335 483.50000000000006 47.216891499662687 30.269633831228642 45.000000000000007 0.84874174148547732 0.87783294606824025 0.87660121424273929 463.50000000000006 455.75000000000006 0.96028348237992533 19.977880755783023 23.500000000000004 14.917744902658191 11.500000000000002 3.5000000000000004 596.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 22 5 -5 16 9 -8 -9 10 18 14 13 -13 15 -11 -4 -18 -7 20 21 -3 -1 24 26 -26 27 -24 29 30 33 37 36 41 -35 -36 -33 38 39 -31 -41 -27 -43 right_child=-2 19 3 4 -6 6 7 8 -10 11 -12 12 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 23 -25 25 28 -28 -29 -30 31 -32 32 -34 34 35 -37 -38 -39 -40 40 -42 42 -44 leaf_value=-9.9609062299548503e-06 0.00084925795405294284 -0.0027922533930537976 -0.010337492957654858 0.0019513925873611848 -0.0098424421856273085 -0.0055308542760157346 -0.01043441100979816 0.0029197115035283754 -0.013872155942457873 -0.0055983253713813011 -0.0071633967173628825 -0.0019399573257132935 0.0040761658158173734 -0.010233884125809247 0.0044297916944851809 3.9895066155649294e-05 0.0035919312330165726 -0.0014867345743314339 0.0022791727772024234 0.00027699127103533662 -0.0055250401278018795 0.006595133458721078 -0.0031919967546574406 -0.0091998995901185609 0.0017934887639170069 0.0015603969636159261 0.0018881148593453455 -0.012129245954798898 0.0017139155479122393 -0.00011443609251301389 -0.0017086544361394045 0.0012334936229038056 0.0007899783350362856 0.0035296281807863576 -0.0065112779575850566 0.0014032195341007571 -0.0010443904855293648 0.00052617309042211403 -0.0013057254962621568 -0.018019842842739664 -0.0058146738012999234 5.3789023896804873e-05 -0.0059885039350884043 leaf_count=880231 3462 42 24 668 31 68 133 60 23 115 246 111 44 96 130 448 226 301 96 419 27 213 660 141 2468 1255 151 65 1911 140 759 1064 6140 1521 104 843 4515 550 895 39 297 943 172 internal_value=0 -0.000121189 -0.00016544 -0.0385825 0.0456403 -0.0663392 -0.0919856 -0.22658 -0.0553896 -0.0705141 -0.149595 -0.0361674 -0.129651 -0.184895 -0.00230827 -0.0355251 0.00673683 0.0220865 -0.0306474 0.0571773 0.128982 0.161331 -4.57138e-05 0.00969424 0.0114424 0.0153983 -0.0952037 -0.127598 0.0105074 0.00611082 0.0317217 -0.00439826 0.00394673 0.0452636 0.0760548 0.0170645 -0.0194903 -0.0553066 -0.0842386 -0.16418 -0.231065 0.0131992 -0.0280644 internal_count=911847 908385 907684 2820 699 2121 1570 216 83 1354 410 944 251 207 693 563 551 527 164 701 282 255 904864 24633 24492 23616 876 725 21148 19237 5597 13640 11719 4838 2468 947 5579 1921 1371 476 336 2370 1115 shrinkage=0.0312957 Tree=229 num_leaves=44 num_cat=0 split_feature=16 17 16 16 11 22 27 22 4 27 27 5 22 21 23 5 17 4 27 27 11 21 9 22 24 16 13 1 9 27 21 1 16 27 27 17 16 21 23 22 27 27 24 split_gain=2.7674 4.63221 9.7439 4.02387 25.7035 13.8588 5.48673 7.23054 5.69427 6.19487 3.96672 5.68751 5.13643 3.9358 7.14269 4.59845 3.83026 8.13776 10.3702 6.06377 6.03243 4.36035 3.72733 5.49505 3.96882 3.71551 3.63147 3.51572 3.43332 6.18523 4.2523 3.39602 3.31103 3.3048 3.28136 3.75201 6.20474 4.87308 4.4388 4.0101 6.32027 5.70013 4.5706 threshold=215.38448456305602 50.1753028555515 222.48344404186798 227.98597805104745 0.78158248443689882 1976.2500000000002 11.500000000000002 580.25000000000011 24.31080532073975 20.500000000000004 12.500000000000002 156.00888824462893 2815.2500000000005 1.5000000000000002 1.3035967769493844 75.000194549560561 56.360587801314971 21.00000095367432 52.500000000000007 19.500000000000004 0.7778001792114696 9.5000000000000018 0.96753586727408736 506.25000000000006 17.500000000000004 228.29697001350476 38.4232842306821 528.50000000000011 0.958647711299215 30.500000000000004 9.5000000000000018 1942.5000000000002 232.85689001264225 26.500000000000004 33.500000000000007 47.789353506678026 165.6699624990936 7.5000000000000009 0.11642242664620144 614.25000000000011 8.5000000000000018 23.500000000000004 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 2 27 -3 10 6 32 -8 25 -10 11 12 -5 -14 15 -15 17 31 19 21 -21 -19 24 -24 -18 -9 -26 -2 29 -22 33 34 -6 -30 35 36 -1 38 -38 41 -41 42 -37 right_child=1 3 -4 4 5 -7 7 8 9 -11 -12 -13 13 14 -16 -17 22 18 -20 20 28 -23 23 -25 26 -27 -28 -29 30 -31 -32 -33 -34 -35 -36 39 37 -39 -40 40 -42 -43 -44 leaf_value=-7.5667971565888755e-05 -7.4600307303718399e-05 0.00026363781129448889 4.922270537586036e-05 0.000471000657136422 -0.0013857230909564006 0.0040010068517109107 0.00035281910273321943 -0.0016985137490043252 -0.0090775915262932584 0.0033694294690777629 0.0023945980044577249 0.0027783040104260538 -0.00033380435290314761 0.0027179130734338247 0.0010190751499799598 -0.012016272547705929 -0.00014049194626996635 -0.00020073972495034546 -0.011671472616978366 -0.0013645944321346733 -0.00058539336925623878 0.0060918007492398348 -0.000419874562310926 0.00049411562330092243 0.00015125393534802111 -0.013918828842817855 0.0018491350630608129 -0.00068510019668244649 -0.00013979988395543646 -0.0046676826929801397 0.00091424760495800706 -0.0069333070763131013 -0.0091323425865709081 -0.0012372319890698227 0.00056974760169136926 -0.00014893180329701093 -0.00033057412846681475 -0.00069816464093350617 0.00095296698995391373 -0.0006494839100830048 0.00036475224926348982 -0.0008834561103213854 0.007383493219820212 leaf_count=35587 14470 105501 376287 584 237 143 80 27 150 53 1019 451 171 24 85 153 53686 80226 79 9593 1400 108 7908 34766 3505 250 1904 25555 8999 491 2628 69 70 3832 9730 61936 3128 2559 16875 7686 27723 12040 79 internal_value=0 0.00151443 -5.01488e-06 0.00731789 -0.0260549 -0.160587 -0.20816 -0.267061 -0.31345 -0.18622 0.0285801 -0.00469372 -0.0461438 -0.128678 -0.205701 -0.320121 -0.00201085 -0.00389268 -0.0107647 -0.010498 -0.0234801 -0.00614398 0.00325486 0.0103766 -0.00188792 -0.406691 0.0239304 -0.0148388 -0.0123538 -0.0525747 -0.00743383 0.000265743 -0.100718 -0.0149397 0.000352043 -0.000684345 0.00580712 0.0187803 0.0240369 -0.00413271 0.0046204 -0.00831797 -0.00445225 internal_count=911847 525310 416312 108998 3497 1010 867 560 480 203 2487 1468 1017 433 262 177 386537 284768 107356 107277 26943 80334 101769 42674 59095 277 5409 40025 17350 1891 15459 177412 307 12831 177343 167613 58149 22562 20003 109464 35409 74055 62015 shrinkage=0.0312957 Tree=230 num_leaves=44 num_cat=0 split_feature=16 17 17 23 14 14 16 26 28 20 9 16 20 6 16 0 14 27 1 9 26 26 24 1 23 23 26 27 14 16 27 30 12 20 12 17 24 28 17 14 26 1 18 split_gain=2.91419 4.18318 3.45193 3.04929 3.79122 3.23209 3.46641 4.56897 4.6651 4.46706 3.15972 3.0433 4.24704 5.07147 5.01329 3.84773 3.44935 3.01231 4.51335 4.49884 3.60483 2.98398 3.22981 3.00452 3.15383 2.76101 2.70393 2.69217 5.12387 2.69035 3.69177 3.83242 3.77476 3.33446 2.91385 2.87048 3.61901 3.78239 3.58417 3.20483 3.26604 2.8591 2.78274 threshold=147.23207668634595 36.496148256205096 110.02085766965013 0.35586033349452834 18.862112117224353 20.574480269668729 102.01986941984458 1.0354168866589231 18206.000000000004 0.73569150401417838 0.89107021459962643 191.55705244122967 0.28788775827029472 0.44262295442570049 172.15525963398306 9.0000000000000018 15.942271941262947 4.5000000000000009 3299.5000000000005 0.94850729674305601 0.57033614648275111 0.97611702633330177 7.5000000000000009 612.50000000000011 0.1968418863122863 0.98276341262387157 3.5831729727797166 15.500000000000002 25.252564957176887 180.69597970335678 9.5000000000000018 1.0000000180025095e-35 82.159902576697348 1.0356767797442989 438.53048327204948 48.758089615212377 9.5000000000000018 565.25000000000011 48.683475420913325 13.882418158158089 0.15455773307327322 470.50000000000006 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 11 3 4 -1 -5 7 8 17 -9 26 12 -2 14 16 -15 -14 18 -7 -19 -21 23 -23 -4 -25 -18 -11 -17 -29 30 31 34 33 35 -3 36 39 38 -38 40 -32 -39 -34 right_child=1 29 21 5 -6 6 -8 9 -10 10 -12 -13 13 15 -16 27 25 19 -20 20 -22 22 -24 24 -26 -27 -28 28 -30 -31 32 -33 42 -35 -36 -37 37 41 -40 -41 -42 -43 -44 leaf_value=-0.00020534052921309667 -0.00031891188542994942 -0.00063537599316598357 0.0017281666395897216 -0.00029193968677067311 0.0017589096566638695 -0.0048957773420972173 -0.0016135126565265995 -0.0070583047840334142 0.0038387621603050599 -0.0034859527013881542 0.0037719736439941593 0.00015521662738171875 0.0030856368998716825 0.0028685952576232984 0.0060096942782558128 0.00095641579898128961 0.0029885163738480173 -0.0024231643659800451 0.00054944833309216693 0.0081343215734153221 0.0005955402499033803 0.0034851218747827557 -0.00039197216488057499 0.0098063396789614173 -0.0019948200600915676 -0.0033232625866427162 0.0052332918982216734 -4.3085547411803351e-05 -0.0070722500777597374 1.0414238750176808e-05 -0.00068427844275696593 0.00035145508073223158 -0.00040478887253848867 0.0015817758163109391 -0.0036006716820164621 -0.00023777916357443322 -0.0006813219782053065 0.00047319319289986211 0.0095156445543826303 0.00054909561335047055 0.0028668761176514472 0.0055656406455379236 0.0033614573884700443 leaf_count=4749 2847 19706 464 11438 1207 467 4889 51 170 127 516 44230 556 764 366 4479 105 449 219 80 278 634 315 23 622 192 48 2001 107 753395 314 4240 20077 1576 330 13305 4805 5882 34 4166 1320 110 194 internal_value=0 0.000323632 -0.0102712 -0.0135513 0.00615804 -0.019818 -0.0362671 -0.00518503 -0.0342994 0.0600672 0.0811465 0.00871692 0.0232727 0.0343892 0.0941268 0.0244831 0.0521195 -0.0521716 -0.10089 -0.0107578 0.0728593 0.0290767 0.0702398 -0.00614756 -0.0502945 -0.0348874 -0.0349693 0.0166914 -0.0127774 -0.000239463 -0.00590765 -0.0160829 -0.00113745 0.00571035 -0.0218629 0.00335011 0.0121086 0.00131378 -0.0194811 0.032267 0.0698007 0.0181073 -0.0117826 internal_count=911847 885101 26746 24688 5956 18732 7294 2405 1663 742 691 55647 11417 8570 1219 7351 853 1493 686 807 358 2058 949 1109 645 297 175 6587 2108 829454 76059 24276 51783 31512 20036 29936 16631 10831 4839 5800 1634 5992 20271 shrinkage=0.0312957 Tree=231 num_leaves=44 num_cat=0 split_feature=16 23 25 1 9 25 22 25 29 9 14 14 15 25 26 15 20 0 1 24 15 15 4 0 26 29 29 1 20 24 18 22 1 8 29 23 1 25 20 0 29 6 22 split_gain=2.75437 3.07569 3.66854 3.6235 3.55183 2.88131 5.93795 4.6444 3.34069 4.19109 2.83239 2.53996 2.84874 2.53862 2.34278 2.32347 3.79981 3.01941 2.34607 2.36408 2.31944 2.25696 2.73901 3.25977 2.89028 3.1721 2.24309 3.20704 3.73814 5.32296 4.35131 3.33809 6.86094 5.2048 4.89349 4.47142 3.32981 7.84714 8.52462 3.20394 2.96602 6.05155 7.07791 threshold=155.10766292865273 0.30775700329947603 15263.500000000002 1432.5000000000002 0.92730670623806943 1056.2500000000002 2642.5000000000005 658.25000000000011 1.0293459485250966 0.92866005631270332 37.675697466772178 100.10356462371524 0.30321559574237411 2999.7500000000005 1.9445697678696245 0.44261960877663259 1.0287932992332507 28.000000000000004 377.50000000000006 11.500000000000002 0.91591213723975495 0.91591213723975495 31.999998092651371 33.000000000000007 1.4927416192511147 0.74748039049715043 0.17806642206078702 355.50000000000006 0.99665548098434009 5.5000000000000009 1.5000000000000002 839.25000000000011 612.50000000000011 1165.5000000000002 0.087957119080284377 0.37013167588807194 223.50000000000003 3795.5000000000005 0.64078308635666847 33.000000000000007 0.73123697966186219 0.54085530780371394 610.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 -1 -5 6 15 -8 21 13 -6 12 -4 -10 20 16 17 18 19 -3 -11 22 -7 24 25 -24 27 36 29 30 -29 32 -30 35 -34 -33 -2 38 -38 -40 41 -28 -43 right_child=26 2 11 4 10 8 7 -9 9 14 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 40 28 31 -31 -32 33 34 -35 -36 -37 37 -39 39 -41 -42 42 -44 leaf_value=0.00016898304983140681 -0.0002971553937780333 0.0020250660109701396 -0.0062272098155371387 0.00073375156794710844 0.011206555476493052 -0.000940713158136908 -0.0040062157893243529 0.0084424072991468781 -0.0030958371993278599 0.0029062677669336049 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4.42379 4.54603 4.94494 6.3828 4.29718 4.16531 4.10946 4.07892 4.02216 5.03323 3.98395 8.31558 3.8876 3.96912 3.87238 3.86319 3.85749 7.78979 5.48544 5.13453 threshold=33.661484798063661 162.09666915590856 0.68571429789989036 0.907759710736466 0.77550977371483532 4795.2500000000009 0.48947837327970228 0.40677966747438027 0.92587858015696178 350.99996948242193 31676.000000000004 0.72828707240471957 25339.250000000004 18206.000000000004 179.86584472656253 25497.000000000004 0.81852577977388885 0.50797492344073503 1.0000000180025095e-35 44.513720467589302 50.00123596191407 997.50000000000011 1.47207661455797 841.50000000000011 844.25000000000011 7771.5000000000009 1306.2500000000002 894.25000000000011 53.534748411757242 62.611596887690474 780.25000000000011 0.82778393693027852 501.25000000000006 25.252564957176887 0.94988737310449456 1504.2500000000002 57.047003894562401 61.550270130821595 1.5000000000000002 0.62314784115333921 0.57036342158293396 60.149813492781149 0.81251902008521004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 15 3 -3 8 -6 7 -5 9 10 11 13 -12 14 -4 20 17 -17 -19 -18 23 22 33 24 25 26 27 30 -26 -28 -2 -24 -33 -22 -35 36 -25 -29 -37 -23 -41 -42 -43 right_child=1 2 4 6 5 -7 -8 -9 -10 -11 12 -13 -14 -15 -16 16 19 18 -20 -21 21 39 31 35 28 -27 29 37 -30 -31 -32 32 -34 34 -36 38 -38 -39 -40 40 41 42 -44 leaf_value=0.00023999146604138311 -1.6017057927182032e-05 0.0021947119874360299 -0.0061982722609425092 -0.0089959647801507708 0.0058216355373367388 -0.011852156934211945 -0.013947475979976004 0.0034320382681335814 0.00098440369979375941 0.0035041040161758424 -0.010172885362031987 -0.012098192379806506 -0.003615731365436844 -0.0078589806853562073 0.0029158929447294932 0.00093402710093719245 0.00045806200015031386 -0.00063886414119201408 -0.011320560485038472 0.0038326721936963273 -0.00058473165607123663 3.5977481608613038e-06 -0.0026861736210249325 7.2721801150485251e-05 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1.5795589505506371 179.86584472656253 4.5000000000000009 -23.629378318786618 1.1295209377388942 35.00041580200196 -34.104724884033196 62.108440399169929 -5.9867463111877433 2.5000000000000004 5.5000000000000009 49.481761932373054 5605.0000000000009 4.5000000000000009 1582.2500000000002 425.75000000000006 2454.2500000000005 5.5000000000000009 0.57142857427356375 -67.352279663085923 28.829416275024418 480.25000000000006 -47.090604782104485 2.5000000000000004 1.5000000000000002 7771.5000000000009 3398.5000000000005 0.5191342681355936 4127.5000000000009 3475.5000000000005 0.84430657144779475 17.500000000000004 58.046533584594734 32.544368474627852 1.3808199857024175 2.5000000000000004 0.26027397346174475 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 33 27 26 7 8 14 10 11 16 13 -13 25 18 17 -10 -16 -8 21 -21 -19 -11 -22 31 39 -5 -12 -30 -31 32 -7 34 35 36 -4 -28 -17 -6 -40 -32 -29 right_child=1 -3 3 4 5 6 19 -9 9 23 28 12 -14 -15 15 38 -18 22 -20 20 24 -23 -24 -25 -26 -27 37 42 29 30 41 -33 -34 -35 -36 -37 -38 -39 40 -41 -42 -43 -44 leaf_value=4.8623718411151869e-05 -0.0023485582853186855 0.0011003516102573985 -0.0083790225960263288 -0.0040612227273748303 -0.00010291183013067495 -0.0017000367594343022 0.00049652678006732265 -0.0070419361077922182 0.0022378040129191691 0.00021269141658922147 0.00035493473817473949 -0.00075923799176063353 -0.0079611723401111154 -0.0086970604935288631 -0.011679330191485092 -0.0015829312395624277 -0.0011549089430088135 -0.018307960747345406 -0.00068681770159323495 -0.016485300238607031 -0.020184165506513533 -0.00080807360880661501 -0.0046938618517368674 -0.0043956802388846923 -0.0041275662091609985 0.00030145572683826265 0.00039938242659940982 -0.00091183994398167452 -0.0061941297218096386 0.0015971896136347473 -0.010287848985682559 0.0017635206039095257 -0.0086842751991816434 -0.00044067298828180993 0.00051530688583774191 -0.01347670723605144 -0.0022741163660533457 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674 7288 1890 1222 1130 73085 1750 306308 365 134 55210 shrinkage=0.0312957 Tree=234 num_leaves=44 num_cat=0 split_feature=16 29 26 5 12 16 21 12 24 4 12 1 4 4 10 12 19 26 1 18 24 22 10 24 4 1 22 28 18 10 4 21 21 26 24 24 5 10 22 12 21 22 24 split_gain=2.72153 3.38724 4.18114 5.07196 9.73581 8.56333 6.65472 5.25329 5.29553 5.22712 4.49101 9.0919 4.40635 3.95804 4.34937 3.80842 3.54634 4.00993 4.84007 3.51283 4.13681 4.02541 5.02814 8.25744 5.05386 3.32046 3.3114 3.26116 18.5812 5.41677 7.44755 4.95043 4.67703 4.37154 3.0837 2.95771 6.55704 5.42005 4.36219 4.01137 9.39413 10.4375 6.24909 threshold=219.07388995704324 0.85073429002659273 0.82746773774978188 71.000812530517592 222.20458146424491 238.72072545467339 2.5000000000000004 95.169047558312158 4.5000000000000009 45.000905990600593 408.66042558696068 3926.0000000000005 45.000905990600593 72.006904602050795 0.42007682981945038 301.00357133746826 7544.0000000000009 0.57033614648275111 2391.5000000000005 3.5000000000000004 6.5000000000000009 720.25000000000011 0.81214557256575903 13.500000000000002 18.999998092651371 11517.000000000002 530.75000000000011 874.75000000000011 2.5000000000000004 0.42007682981945038 23.334522247314457 5.5000000000000009 6.5000000000000009 0.89507845683996223 36.500000000000007 11.500000000000002 28.00000095367432 0.89783043848125021 1420.2500000000002 62.05634918610405 1.5000000000000002 564.75000000000011 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=34 25 3 6 5 9 16 -8 -9 -5 11 -6 15 -14 -15 -13 17 18 26 20 -10 22 -22 24 -24 27 -3 35 32 -30 31 -31 -29 -32 -1 36 37 -2 -38 -39 -41 -42 -43 right_child=1 2 -4 4 10 -7 7 8 19 -11 -12 12 13 14 -16 -17 -18 -19 -20 -21 21 -23 23 -25 -26 -27 -28 28 29 30 33 -33 -34 -35 -36 -37 38 39 -40 40 41 42 -44 leaf_value=-5.3511521611097254e-05 0.00048416935603954459 -0.012350594013536236 2.8600875627927168e-05 -0.0023613208521624735 0.0026306045815461887 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255 61 65 26057 7756 2208 43 47 303 122 57 internal_value=0 0.00171431 0.000451608 -0.023277 -0.0885581 -0.265246 -0.0126106 -0.0337646 -0.0671837 -0.151997 -0.0346952 -0.0812193 -0.177899 -0.115717 -0.270408 -0.375288 0.0376345 0.0296405 -0.0497183 -0.0848512 -0.0777596 -0.0524591 -0.144457 -0.232992 -0.139995 0.00748931 -0.0251615 0.00721422 -0.00175 -0.13731 -0.162508 -0.108065 0.00327531 -0.318848 -0.00174152 0.0115876 0.0183831 0.00956921 0.0433049 -0.0320782 -0.110291 -0.0686788 -0.260135 internal_count=911847 464508 381166 7284 1023 239 6261 4406 2275 176 784 569 359 273 103 86 1855 1795 470 2006 1950 1498 361 231 186 83342 444 83184 27276 975 875 649 26301 226 447339 55908 29851 22052 7799 2737 529 482 179 shrinkage=0.0312957 Tree=235 num_leaves=44 num_cat=0 split_feature=16 17 16 5 17 12 27 16 17 17 5 23 27 10 16 17 0 15 7 27 23 16 5 6 7 0 23 17 23 17 23 7 7 5 21 13 5 17 27 17 33 6 6 split_gain=2.46965 4.29256 9.06452 4.04 3.95822 8.19848 8.91348 7.5428 4.96069 4.88017 5.29218 9.03486 6.08804 4.26864 4.297 8.96334 4.70998 4.61645 4.01297 3.80833 4.33415 3.67038 10.9476 7.70977 5.13873 4.31572 3.64112 3.56156 3.54894 3.47674 9.10314 6.86677 6.89827 6.14531 4.3179 4.22234 7.3475 7.59418 3.86562 3.83012 4.01113 3.53353 3.40636 threshold=222.28666600111299 47.717714550399158 227.98597805104745 29.516098022460941 52.205153483591872 84.402543263816625 14.500000000000002 209.82766965004888 56.90288243764639 48.54770027807843 68.00110244750978 1.4562368230592533 38.500000000000007 0.78290651995240668 149.33733774505865 43.514675337818211 49.500000000000007 0.3922877814230134 -81.893634796142564 15.500000000000002 2.1170892961229595 232.38088316722039 93.102802276611342 0.52866243108650546 -33.618085861206048 43.000000000000007 1.0152989486329134 44.608070758859 0.71813378325834598 58.398269071881039 0.85226787516497182 -61.173274993896477 -7.0707590579986563 41.195974349975593 1.5000000000000002 46.618669360340796 118.09326553344728 63.960247569571912 25.500000000000004 60.77326923278887 2.5000000000000004 0.52395685832556238 0.38297871390636568 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 19 -4 5 -1 13 8 -6 10 11 12 28 18 -15 -16 -17 -18 -7 -2 27 -3 23 24 -23 26 -25 -21 -8 -9 33 35 -33 39 -34 -32 37 -37 -36 -31 -41 -40 -26 right_child=1 21 3 -5 7 6 9 29 -10 -11 -12 -13 -14 14 15 16 17 -19 -20 20 -22 22 -24 25 42 -27 -28 -29 -30 30 31 32 34 -35 38 36 -38 -39 41 40 -42 -43 -44 leaf_value=5.8449393996552772e-05 -0.00010505868547415885 0.00027726828222963712 0.00032251998974537361 1.2944872206626752e-05 -0.00021969041276742352 -0.0017774150002640733 0.00055637880286878833 0.00033366216743857004 0.00010508504614344009 -0.00044164314315261197 0.002877666185080968 -0.0040146480923049944 0.0018827440976393092 -0.00077100216323726064 0.0015497451738902272 0.00028068478600611735 -0.0021624427694047648 -0.00015905175021382591 -0.00024990685297076215 -0.0019488659257282871 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5.57936 10.905 threshold=6.9053330272255842 4.5000000000000009 6653.0000000000009 21.865065574646 22.677203537858254 0.96498905275184776 0.43015844498057942 100.0076026916504 2164.2500000000005 131.13110462485221 884.75000000000011 14.500000000000002 0.57698213431714163 2.5000000000000004 3003.2500000000005 0.59626065410279361 26.500000000000004 0.75388691895064297 2170.5000000000005 104.00482559204103 7.5000000000000009 4570.7500000000009 32.935733795166023 906.25000000000011 27.00000095367432 41.836277008056648 10165.500000000002 146.09259796142581 2.5000000000000004 0.68047756380911706 31.516985296927057 604.75000000000011 23.638237160688117 0.94212409280391995 1208.2500000000002 29.00000095367432 1.5000000000000002 36.276333694106143 39.597978591918952 9.5000000000000018 1194.5000000000002 64.560600280761733 1087.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 21 16 7 -7 10 18 11 -8 13 -11 -15 -9 28 23 -10 20 -20 -5 -19 -18 -25 26 -14 -27 36 30 31 -30 -32 34 -31 -36 -6 41 39 -39 -41 42 -38 right_child=1 -3 -4 4 5 6 8 15 9 12 -12 -13 25 14 -16 -17 17 22 19 -21 -22 -23 -24 24 -26 27 -28 -29 29 33 32 -33 -34 -35 35 -37 37 38 -40 40 -42 -43 -44 leaf_value=5.251332127410338e-05 -0.0016151801927821159 0.0010610939271570481 -0.011785712981407253 -0.00063578511702671648 5.5090055282237002e-05 -0.0034649127150020434 0.0013247895101953177 -0.0061376918739178311 -0.011896200053257923 -0.00028340232444082125 0.00027880450360830996 -0.0088092442008014631 -0.0011582636799838328 -0.0032572147576333844 -0.013961167340765421 0.0019852840168204603 -0.00064201389070467981 0.00039147249828349836 -0.0049825079597756424 -0.0066720038934623242 0.0026271929249096337 0.0046262916350339606 -0.0027480760508328699 0.0012261597421206942 -0.0091849010882278179 0.0015103059558539927 -0.0096616424328175125 -0.0072499263752156505 -0.0038903291257401211 0.00022006509206966358 0.0022917638181871084 0.0015238113881255702 -0.0080380429712063953 0.0034301608894792535 -0.0098780078250076345 9.0647053014064507e-05 -9.3449606303605906e-05 0.0038336691111536788 -0.0009603304678310041 -0.0038572657733073985 -0.013878891704380883 0.0010856977861204021 -0.0014960436461277167 leaf_count=429147 256 3169 24 17303 182144 291 159 82 96 280 2769 187 1798 191 112 1803 31518 18354 213 431 182 186 522 117 164 1099 91 78 368 111094 54 544 320 445 184 438 90899 167 4833 235 174 3552 5774 internal_value=0 0.0247016 -0.0794658 -7.0687e-06 -0.00151594 -0.000871652 -0.02375 0.0303657 -0.0390708 -0.0610499 -0.00681817 -0.132679 -0.0361877 -0.124148 -0.230504 0.0521453 -0.000372369 -0.00999254 -0.159447 -0.1338 -0.0471715 -0.0185272 0.00973459 -0.0217026 -0.154975 -0.019462 -0.0500996 0.029709 0.000842665 0.00595576 -0.0758109 -0.021116 -0.209184 0.00689327 0.00648414 -0.0913313 -0.00117301 -0.0062309 -0.0432567 -0.148736 -0.259484 -0.00423267 -0.00566284 internal_count=911847 3449 280 908398 479251 461762 9862 2176 7686 4571 3115 346 3649 583 303 1885 451900 50675 922 826 395 17489 18876 31799 281 3066 1889 1177 401225 113447 1286 912 374 112161 111716 622 287778 105634 5409 576 409 100225 96673 shrinkage=0.0312957 Tree=237 num_leaves=44 num_cat=0 split_feature=18 7 18 27 14 5 19 14 27 8 22 14 18 27 27 22 19 27 19 5 1 27 29 27 4 15 0 18 22 27 18 15 27 29 29 5 5 27 7 27 22 5 23 split_gain=2.26227 2.23855 5.06355 6.05184 7.59165 10.5324 4.94523 8.60665 4.46052 4.09457 5.24445 8.29639 3.97844 4.86103 4.44717 3.83368 5.76002 4.76017 4.08221 3.61662 4.37593 3.59785 3.41246 9.76155 5.3046 4.08592 3.9545 3.72417 3.37033 6.36264 8.78097 10.5077 5.87678 5.59372 4.70983 3.84185 4.70382 3.32656 5.96329 9.86815 7.86006 6.93772 6.64496 threshold=6.5000000000000009 -1.0000000180025095e-35 3.5000000000000004 36.500000000000007 24.799171697551085 36.927263259887702 1042.2500000000002 32.85799034680845 7.5000000000000009 1056.5000000000002 1021.7500000000001 25.431239663124678 4.5000000000000009 11.500000000000002 15.500000000000002 338.25000000000006 141.25000000000003 26.500000000000004 361.25000000000006 24.000001907348636 392.50000000000006 54.500000000000007 1.3189667056414514 3.5000000000000004 222.78696441650393 0.37254509323358143 52.500000000000007 1.5000000000000002 322.25000000000006 1.5000000000000002 1.5000000000000002 0.50678293363996019 6.5000000000000009 0.26727481783171259 1.2513876052577533 20.603890419006351 51.47697830200196 20.500000000000004 -79.196342468261705 2.5000000000000004 1175.2500000000002 46.999996185302741 0.74061472762852232 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 3 8 -5 6 7 -6 28 10 15 -12 21 -14 -15 17 -17 -4 -19 20 -16 22 37 24 27 -26 -25 -24 29 -3 33 -32 -33 35 -34 -31 -37 38 39 40 41 -1 -40 right_child=-2 2 9 4 5 -7 -8 -9 -10 -11 11 -13 13 14 19 16 -18 18 -20 -21 -22 -23 23 26 25 -27 -28 -29 -30 30 31 32 34 -35 -36 36 -38 -39 42 -41 -42 -43 -44 leaf_value=-0.0020904255343779606 0.0022887271103834059 0.0034470535735312583 -0.00088019081005450718 0.00088940694083388522 -0.001846299192768212 0.0011625379711599937 0.0050020823229753432 -0.015360580227569625 7.8756672375344586e-06 0.0015464591351701013 0.0011256295329949274 -0.015198793407980797 0.0049925788333217017 -0.005378938344067879 -0.0007113147254408735 0.009857622481251058 -0.00037054202871587654 -0.0066765776044205834 0.0070445320687308891 0.0014632882244836854 -0.012136837119408125 -0.0051179727076989629 0.00095903054333397952 -0.00016566099782666289 -0.012741104064459895 -0.0017721291016971961 -0.0010656773315575114 0.0042337157206207218 -0.00020147738392156358 0.0020094367483862881 -0.0037455558547293943 0.0034034412244885316 -0.00060149871038133894 -0.0035581146270853557 -0.014186469097993506 -0.0044507834642807205 0.010720328818735334 -0.0001103762334690968 -0.00015966448777310393 7.2236985091987651e-06 -0.00056934390816391813 -0.0068719801549627533 0.00033346763617328235 leaf_count=1377 423 277 669 14386 2567 2006 100 47 388108 1060 62 60 293 111 373 54 39376 277 23 2437 36 132 6819 74583 39 226 5109 358 76675 358 412 802 181 1726 29 222 22 58289 32828 50067 3607 379 144862 internal_value=0 -1.56993e-05 -0.0013467 -0.00044395 0.0170016 -0.0177986 -0.0584105 -0.0667595 -0.00115493 -0.0119397 -0.0135447 -0.220566 0.0018296 0.0366681 0.0244942 -0.0129195 -0.0113924 -0.07506 -0.179725 0.032153 -0.0548632 0.00153059 0.00158815 -0.00390262 0.0307334 -0.108207 -0.00713709 0.0358636 -0.00791922 -0.0361107 -0.0469083 0.0149469 0.0697566 -0.0847441 -0.0791648 -0.00174354 -0.0985086 0.00322995 0.00491942 -0.00413608 -0.0449039 -0.099772 0.00774426 internal_count=911847 911424 529499 487918 19106 4720 2714 2614 468812 41581 40521 122 381925 3250 2957 40399 39430 969 300 2846 409 378675 378543 87134 7442 265 79692 7177 80704 4029 3752 1424 1012 2328 210 602 244 291409 233120 55430 5363 1756 177690 shrinkage=0.0312957 Tree=238 num_leaves=44 num_cat=0 split_feature=17 4 7 24 6 10 7 10 7 17 7 6 20 23 10 9 29 9 17 6 9 8 12 26 24 6 0 17 10 7 12 6 20 24 26 12 13 29 29 17 6 29 24 split_gain=2.26915 3.25683 6.31614 3.03601 3.14101 4.02896 3.85147 3.94655 3.2052 2.8608 2.16437 2.11834 2.07179 4.96259 3.91577 5.58049 3.02257 2.84263 3.8 7.76276 2.77761 2.4815 14.0699 2.89619 2.46654 2.36662 2.3311 2.279 2.20898 2.11951 4.86108 3.32637 5.52568 2.06295 2.14671 2.0127 2.44916 4.82969 4.39597 3.41556 2.15862 1.97685 6.97627 threshold=33.661484798063661 182.30928802490237 -69.421695709228501 2.5000000000000004 0.692307695337538 0.50985847441075915 -55.304843902587884 0.89783043848125021 -1.0000000180025095e-35 39.706234903960741 -89.940933227539048 0.58333333649410612 0.51516749016116992 0.27468196423205254 0.99571579309754066 0.92866005631270332 0.087957119080284377 0.95620764107682188 1.0000000180025095e-35 0.50588241353872199 0.9611519806711023 5245.5000000000009 380.00714267493646 0.61912616714333801 1.5000000000000002 0.27272727430359417 37.500000000000007 18.38987038470297 0.97681469256654474 -86.973907470703111 527.74063838044094 0.4750972784709987 0.97176215018954737 5.5000000000000009 0.31766546994384609 836.25082938258231 353.47144711729521 1.7371617598828761 1.631465326726685 52.338415443000123 0.83333333868531423 1.3264207353129693 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 41 10 4 6 -6 7 -4 9 -8 -3 -10 -1 20 16 -16 27 21 19 -19 -14 22 -18 -23 -21 -25 33 -15 -20 30 -27 -32 -33 -22 -35 -7 38 -38 39 -37 -40 -2 -43 right_child=1 2 3 -5 5 35 8 -9 11 -11 -12 -13 13 14 15 -17 17 18 28 24 26 23 -24 25 -26 29 -28 -29 -30 -31 31 32 -34 34 -36 36 37 -39 40 -41 -42 42 -44 leaf_value=-0.00018153956758725423 1.4606259017289305e-05 -0.0053439932029558275 0.00015500149329184012 0.0031312480149231639 0.00021420206048299535 -0.00049926023077790423 -0.0024022477319088384 -0.013046253824492699 -0.0086636387113203008 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3.68011 3.54219 5.48608 4.58986 3.74892 3.4304 4.02436 5.46385 3.51787 3.23469 3.05311 3.05246 2.94852 2.92826 2.91818 4.98428 10.5513 8.92165 12.2767 11.0458 7.36691 threshold=202.28390226374418 410.25000000000006 1306.2500000000002 809.25000000000011 22.500000000000004 1.3064730633075958 3.5000000000000004 57.917261889578043 1.5000000000000002 5850.0000000000009 5.0238857269287118 35.000000000000007 337.50000000000006 0.75595483442359834 20.506096839904789 436.75000000000006 3.5000000000000004 939.25000000000011 0.76008166098229857 2.5000000000000004 16.90708004442175 16.607730698382934 0.8152210613922023 0.85526282453517244 550.75000000000011 14.417899252868493 585.25000000000011 0.63966865563446174 1.5000000000000002 69.852290732122455 21.45278358459473 504.50000000000006 8.5000000000000018 0.74785669123266285 669.25000000000011 27.500000000000004 684.25000000000011 939.25000000000011 1.5000000000000002 0.3922877814230134 2152.5000000000005 237.8198051533947 226.89076453974567 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 7 8 -7 21 -6 12 -5 13 -4 -9 31 16 33 18 19 20 -12 23 -19 -2 25 26 -25 28 29 32 -29 -8 -13 -10 -31 -18 -3 -38 -39 41 -41 -40 -42 right_child=1 36 9 10 5 6 14 11 15 -11 17 27 -14 -15 -16 -17 35 22 -20 -21 -22 -23 -24 24 -26 -27 -28 30 -30 34 -32 -33 -34 -35 -36 -37 37 38 39 40 42 -43 -44 leaf_value=-8.971556343721811e-05 -0.00038921825150556571 -4.7939049303563622e-05 0.0067551911889541056 0.0082427291406935669 -0.011947849966393524 -0.0012281980825825348 -0.0066249489453128474 0.0026621467592484898 0.0012045642716480406 -0.0076744714334881512 -0.012099016813651671 -0.007519749920785637 0.0010038869372045321 0.00068351283898766401 -0.00055466238842063283 0.00031224181330883954 -0.0037085876809245955 -0.001673290935550838 -0.0076355455756213523 -0.00026756137261411348 0.00072759124420174897 0.003854357003715649 0.0040577253818682322 0.0013818547560188962 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81.84830474853517 0.52276714513556632 86.427965851678422 76.422359268595727 3285.5000000000005 54.054280007432716 222.20458146424491 83.56867757821756 91.308549801440449 0.97191100894070737 50.00123596191407 68.146740997156442 0.81527878008220644 997.50000000000011 1.4253091049745559 215.8342044685173 712.25000000000011 680.25000000000011 0.73184472934472944 62.611596887690474 68.146740997156442 465.25000000000006 209.51894901787509 1.1290641457308126 0.78158248443689882 503.25000000000006 7771.5000000000009 212.69599830320854 0.95002075499340732 0.73370054826007125 1.1856681675303713 0.5456564312154375 57.564006789619313 0.89107021459962643 1870.5000000000002 0.48925784972365166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 6 -6 -5 10 40 13 17 15 -13 -10 -14 42 -11 25 20 -20 21 -19 -23 -24 -25 27 -27 33 -29 -28 31 -31 -33 34 -3 39 -37 -38 -39 -21 41 -9 -12 right_child=1 7 -4 4 5 -7 -8 8 9 16 11 12 14 -15 -16 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1753 1412 963 124245 124019 1118 933 729 452 185 8461 5365 13391 shrinkage=0.0312957 Tree=241 num_leaves=44 num_cat=0 split_feature=27 22 11 5 28 17 18 22 7 19 10 26 4 24 10 21 27 22 21 18 22 10 18 19 26 24 5 20 26 5 21 12 11 27 26 6 20 27 4 12 26 21 18 split_gain=2.30715 8.5152 9.64813 7.0148 6.81415 6.64307 5.75149 5.61113 5.09793 5.62732 4.81797 4.73696 6.74571 6.09955 4.43204 4.49878 12.5521 20.3841 8.64443 7.6704 7.56997 5.67281 5.23446 4.86207 7.09924 5.80282 4.8176 4.7761 4.5618 5.82713 4.38665 7.25545 5.45499 5.04149 5.73261 4.65222 10.5378 7.64945 4.68061 7.07317 6.51716 4.28715 5.46112 threshold=20.500000000000004 1154.2500000000002 0.5994645161290324 67.029048919677749 684.25000000000011 57.947405009590589 1.5000000000000002 2060.5000000000005 -49.398702621459954 4115.5000000000009 0.92145840683653635 0.61912616714333801 12.00056314468384 33.500000000000007 0.97681469256654474 11.500000000000002 45.500000000000007 612.25000000000011 10.500000000000002 2.5000000000000004 322.25000000000006 0.75211416096876238 3.5000000000000004 379.25000000000006 1.0822628460506114 22.500000000000004 20.603890419006351 0.96717935503493502 0.97341098841906826 33.988233566284187 14.500000000000002 80.059397513309008 0.86224655554229501 40.500000000000007 0.9024225985320744 0.85636671985905488 1.0182937344431997 42.500000000000007 15.00030040740967 84.988329701443533 0.99999216791979961 9.5000000000000018 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=41 4 8 7 11 6 -6 -4 10 -10 -3 13 -13 -2 15 16 -14 28 19 -19 -17 -20 30 24 27 -26 -25 -24 29 -18 31 -22 33 34 -32 38 -37 -38 39 -33 -41 -1 -43 right_child=1 2 3 -5 5 -7 -8 -9 9 -11 -12 12 14 -15 -16 20 17 18 21 -21 22 -23 23 26 25 -27 -28 -29 -30 -31 32 35 -34 -35 -36 36 37 -39 -40 40 -42 42 -44 leaf_value=2.8691622805322682e-05 0.00022573103771061028 0.00047168316359540928 -0.0035728096070396557 0.0015883086161851692 -0.0010086553814688858 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69 2553 1293 473 659 355 135 9392 238 135 3913 37 internal_value=0 -0.00238895 -0.0683453 -0.0370557 -0.00189991 0.006355 0.00332716 -0.0862784 -0.227043 -0.344124 -0.0909748 -0.00504993 -0.00690333 0.00842498 -0.00741857 -0.00750663 -0.0100126 -0.122255 -0.307546 -0.418332 0.00333369 -0.0972267 0.00440903 -0.00994035 -0.0869688 -0.319808 -0.00541786 -0.0475762 -0.0110205 -0.155165 0.0161961 0.0258359 -0.0105861 -0.0504989 -0.122268 0.0168976 -0.0433132 -0.154374 0.0239326 -0.076634 -0.0222256 0.00111827 0.0339624 internal_count=911847 263994 1943 1623 262051 72378 65805 1040 320 172 148 189673 166739 22934 165652 165604 134509 989 371 243 31095 128 30948 13957 774 112 13183 662 618 162 16991 12494 4497 1944 651 10983 1149 490 9834 442 373 647853 3950 shrinkage=0.0312957 Tree=242 num_leaves=44 num_cat=0 split_feature=33 30 8 23 2 21 21 5 25 22 23 14 12 13 25 11 18 5 11 7 5 8 12 13 25 11 7 11 5 5 11 28 11 7 25 28 16 7 5 12 12 5 28 split_gain=2.17382 4.34875 8.94847 4.31077 3.25571 2.84298 2.69006 5.72974 3.94053 5.44569 3.47225 3.8328 4.59613 6.11374 4.65454 4.49956 3.61998 3.41074 3.2462 3.43017 3.15385 3.74156 4.40563 3.68065 4.02627 3.54106 3.43362 3.06431 5.08513 4.78622 3.59016 3.35954 5.29631 2.87853 4.2196 7.50812 4.04454 3.70025 3.5424 4.42237 3.38547 2.89016 2.87297 threshold=2.5000000000000004 2.5000000000000004 458.50000000000006 0.56484047761750811 739.06699346405242 2.5000000000000004 5.5000000000000009 101.87070083618165 682.25000000000011 610.25000000000011 1.0130222857013311 21.381857723508102 128.65128060534582 51.913584281015311 1416.7500000000002 0.76156272466911035 1.5000000000000002 34.999164581298835 0.55530278385678533 -45.165590286254876 62.004577636718757 1165.5000000000002 117.71625176280138 44.82857031345447 686.25000000000011 0.59488395197613697 -53.720832824707024 0.60873764887659743 37.686258316040046 44.62530708312989 0.50797492344073503 535.25000000000011 0.76000866363439468 -80.607040405273423 1385.2500000000002 2522.7500000000005 235.21172949566991 -49.398702621459954 83.010211944580092 274.4472221513642 438.53048327204948 471.94812011718756 1546.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -2 -5 10 8 9 -8 11 12 13 14 18 -15 33 -18 19 -4 21 22 23 -19 -25 -24 -23 28 -11 -30 -31 32 -29 34 -13 36 38 41 -36 -40 -37 -35 -41 right_child=4 2 6 5 -6 -7 7 -9 -10 27 -12 16 -14 15 -16 -17 17 20 -20 -21 -22 26 25 24 -26 -27 -28 31 29 30 -32 -33 -34 37 35 40 -38 -39 39 42 -42 -43 -44 leaf_value=-4.4504679484346086e-06 -0.00028188029110022479 0.0048409917068839787 -0.0097937863561174728 0.004176974440554068 0.0034155705114193025 0.0010840612050966702 8.5991993621706273e-05 -0.0078151310957232066 0.00071037782546320841 -0.011609547115710878 0.00074449212420148452 0.00095616882000505742 0.0044179838097951332 -0.013251604739229065 -0.010202850194229431 -0.00058410454959949602 -0.00025095480702988168 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threshold=218.25456931519926 49.824386812585722 224.90740407077888 987.75000000000011 635.25000000000011 274.4472221513642 229.40161099424347 65.829281340078367 245.96194077712565 1458.5000000000002 263.32947314527274 2632.5000000000005 46.513991819716338 229.56532562620427 54.297995604590774 422.25000000000006 205.08774414544979 443.25000000000006 0.9449132760448814 0.9000000031144032 43.999996185302741 639.25000000000011 -70.528759002685533 0.78445906641014396 1087.7500000000002 56.90288243764639 720.25000000000011 0.96753586727408736 44.130088306602794 233.0188715340025 42.078831563183748 28.998774528503422 1718.5000000000002 45.053193787608869 151.3359608160271 34.313043594360359 48.000000000000007 1.7406893717573331 7498.5000000000009 0.8093403001649514 470.25000000000006 22.000000000000004 52.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=14 2 -2 -3 -5 6 7 -6 9 -8 -10 32 13 33 15 19 17 -16 -17 20 21 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4.359322619361851e-05 0.00066407563444679726 -0.00023376455396585875 0.0005047505793500781 7.7721008688053962e-05 -0.00031675471331860312 -0.0023212875078123902 0.0082685950747109268 -0.0016350158830034794 -0.0013304526084978673 -0.00043427414966967987 -0.00029485824029579005 leaf_count=37569 58732 69021 12020 118 8852 3204 238 188 72 351 31 109 68739 5051 11693 106607 60699 26106 3985 10114 294 531 9168 1256 127 39860 13359 24947 45997 19021 23136 140571 151 23174 4564 31210 12805 2579 79 3561 5952 25897 109 internal_value=0 0.0015069 0.000119094 0.00818914 -0.00797234 -0.00613085 -0.0162141 -0.00784004 -0.128756 -0.0906121 -0.346879 -0.143837 0.00172207 3.3531e-05 -0.00170039 -0.00410872 0.00179502 -0.0022993 -0.00671871 0.00461267 0.00880608 0.00812511 -0.00829723 0.0372132 -0.0259908 5.48142e-05 -0.0075279 0.0046724 0.00222117 0.00028163 -0.0159528 0.00314894 -0.0899827 -0.0144978 -0.0122284 -0.0109314 -0.00477837 -0.0193328 -0.0619609 -0.0181324 -0.0147964 -0.019228 0.105561 internal_count=911847 478776 396441 82335 13314 13196 9992 9300 692 589 103 448 337709 268970 433071 256407 176664 115965 197348 59059 48945 48651 11082 1914 658 104272 39465 64807 233776 187779 28187 159592 339 35194 90741 86756 46782 15572 2767 39974 36413 31849 188 shrinkage=0.0312957 Tree=244 num_leaves=44 num_cat=0 split_feature=16 17 16 25 27 17 16 17 11 8 16 7 5 5 16 26 17 14 17 16 17 16 4 5 17 4 27 16 20 17 28 7 28 27 27 17 11 19 8 27 27 6 17 split_gain=2.19922 4.27287 5.99304 5.22222 5.52069 4.41486 5.93603 5.12773 4.27825 6.12385 5.4494 4.61674 5.9967 7.87983 5.40292 6.45141 4.71938 4.06179 3.93824 9.72526 3.75957 3.74158 6.09383 3.61068 3.27899 8.64995 9.10525 6.50498 4.94182 4.64516 4.61666 4.51893 4.24444 5.14387 3.79491 3.39043 5.49064 4.48839 4.68135 3.27695 3.26128 3.67175 3.25523 threshold=220.06652290315333 49.045356659746908 226.89076453974567 1194.5000000000002 3.5000000000000004 46.427854787314025 230.78503884810735 44.699389602029783 0.69600174031947304 1458.5000000000002 229.87410912394202 -66.757671356201158 86.129840850830092 48.476951599121101 225.74002190154513 1.1712488822358249 50.736629501850466 25.252564957176887 43.215829328524087 233.50773453445001 47.086620895963222 234.33810750773984 20.998828887939457 35.00000190734864 52.926063832374318 20.478810310363773 52.500000000000007 206.91021802548752 0.81822013357308265 56.90288243764639 923.25000000000011 -87.12316513061522 485.25000000000006 30.500000000000004 39.500000000000007 60.77326923278887 0.67842508798391166 769.25000000000011 356.50000000000006 8.5000000000000018 32.500000000000007 0.76296810247496583 52.785999778042715 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=24 2 20 -3 42 6 7 40 11 10 -10 -6 13 -13 16 17 -15 -16 19 -8 -2 -7 23 -23 25 -1 30 29 35 34 32 -32 33 -27 -26 -29 -37 38 -38 -19 -4 -42 -5 right_child=1 3 5 4 8 21 18 -9 9 -11 -12 12 -14 14 15 -17 -18 39 -20 -21 -22 22 -24 -25 27 26 -28 28 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76729 14211 1108 724 350 251 15510 1295 2548 shrinkage=0.0312957 Tree=245 num_leaves=44 num_cat=0 split_feature=7 25 21 28 18 21 14 10 21 28 12 29 10 28 4 13 28 28 12 15 4 21 6 28 25 18 18 5 15 13 4 14 18 21 29 15 26 4 25 28 7 6 4 split_gain=2.03614 4.37593 10.7154 4.22444 3.80644 7.72611 5.70685 5.49544 4.75836 8.15712 7.4774 8.24658 5.83977 5.25674 4.83263 5.95374 4.65138 4.4331 4.20439 6.10311 4.80323 4.73053 4.35186 7.01597 4.09873 3.52916 3.38883 3.63704 3.32692 4.53146 6.27194 5.87417 4.08486 4.77938 4.07775 3.8448 3.2544 3.13839 4.36667 3.09385 3.55966 5.5745 4.69795 threshold=-1.0000000180025095e-35 248.25000000000003 3.5000000000000004 457.25000000000006 3.5000000000000004 11.500000000000002 31.695587506798528 0.60229393140393073 8.5000000000000018 470.25000000000006 92.441125496954299 1.4331478442422447 0.91649889023708331 706.25000000000011 15.888079643249513 35.577116904465065 493.25000000000006 418.75000000000006 88.059397513309008 0.78119877137118909 14.849241733551027 6.5000000000000009 0.80555556799260553 746.25000000000011 437.75000000000006 5.5000000000000009 4.5000000000000009 24.182619094848636 0.74566525780448611 28.974480215890619 14.849241733551027 16.752805433285392 1.5000000000000002 2.5000000000000004 0.72001964636542248 0.72777854309640289 0.80540888826971313 6.0232255458831796 572.25000000000011 356.75000000000006 -76.350849151611314 0.84615384876966371 18.384776115417484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=26 2 3 -2 5 16 -7 -8 18 10 11 14 13 25 24 17 28 -16 21 20 -20 -6 23 -21 -10 -11 39 -28 29 32 31 34 35 -34 -31 -3 37 -23 -39 40 41 -1 -42 right_child=1 4 -4 -5 8 6 7 -9 9 12 -12 -13 -14 -15 15 -17 -18 -19 19 22 -22 36 -24 -25 -26 -27 27 -29 -30 30 -32 -33 33 -35 -36 -37 -38 38 -40 -41 42 -43 -44 leaf_value=0.00085655688222461255 0.001512398762418457 -0.00058944441606685063 -0.0039601753309911406 -0.0030387641723797062 -0.00052771384105411694 0.00067735633729292552 -0.011631772478718843 -0.00038417717056014606 -0.0060383508438354803 -0.00076951640736612557 0.0014241687902758211 -0.019882437871800062 0.0013071881902809589 0.00070350892086738477 0.0014227765929405349 -0.010954868406519424 -7.2465512451830893e-05 -0.0021639504146323736 -0.0071054501568797645 -0.0034786049722512159 0.00021257709702514539 0.0060140405651751523 -0.001481705128956945 -0.018641529541108124 -0.001664308154972587 0.0012063311849084457 -0.0015526655940379156 0.0014580084367585024 -3.0640305166515475e-05 0.0012384201840519315 0.00029429651247106492 -0.014996117769139292 0.0036876033730548993 0.00097588224235105336 -0.0023677518257458206 0.0027799811164135302 0.0027677867654693272 -0.0010150158815180929 0.0018611829268797096 3.8626195612376319e-05 0.0044435999066004921 -0.0047364082951442876 0.00014172300446330048 leaf_count=1594 922 2609 936 255 1610 18057 72 104 556 19283 519 27 1906 3109 455 64 405892 1307 89 140 6767 107 1236 38 337 928 455 2884 28303 411 17933 32 679 10189 1215 380 1294 970 1107 375869 570 196 441 internal_value=0 -0.00126804 -0.046685 0.0168195 -0.00108619 -0.000297991 0.0198971 -0.159302 -0.0102373 -0.0175387 -0.0645711 -0.0853761 -0.0114513 -0.0158011 -0.0799152 -0.0504328 -0.00108538 -0.0395502 0.00533555 -0.00858003 0.00375704 0.0279538 -0.0683983 -0.214586 -0.140201 -0.0216897 0.00176067 0.033479 0.00700031 0.0137523 0.00396323 -0.0548814 0.027592 0.0365961 -0.0465312 -0.00514703 0.0486996 0.0251539 0.0165499 0.00148098 0.0345926 0.00780116 0.0820276 internal_count=911847 529838 2113 1177 527725 485876 18233 176 41849 28491 3265 2746 25226 23320 2719 1826 467643 1762 13358 8270 6856 5088 1414 178 893 20211 382009 3339 61751 33448 19591 1658 13857 10868 1626 2989 3478 2184 2077 378670 2801 1790 1011 shrinkage=0.0312957 Tree=246 num_leaves=44 num_cat=0 split_feature=11 21 19 5 14 15 5 27 16 18 14 20 21 21 21 15 21 21 19 25 27 15 15 27 25 4 18 26 16 15 26 27 1 18 5 16 0 26 0 19 27 15 4 split_gain=2.15978 2.21527 3.77456 6.11434 5.88773 7.16293 6.82435 5.03781 4.69283 3.79114 7.79562 9.85726 3.67335 3.04661 2.82658 2.32115 2.21258 4.26307 6.25279 4.11966 3.74303 4.5171 4.41912 4.11585 2.82831 2.50253 2.41131 2.93064 4.80642 2.91343 3.8954 3.60441 2.52305 2.35323 2.27507 2.27323 2.22641 2.21079 2.1387 2.73759 3.20973 2.1385 2.12907 threshold=0.93832397728739203 2.5000000000000004 610.25000000000011 19.798989295959476 18.177030347656636 0.40343435945304057 23.800238609313968 2.5000000000000004 230.94784921369106 1.5000000000000002 29.44815066032141 1.059202595296026 1.5000000000000002 1.5000000000000002 1.5000000000000002 0.93316463108641123 18.500000000000004 16.500000000000004 570.75000000000011 696.75000000000011 56.500000000000007 0.49122207802661144 0.5845071782314063 60.500000000000007 433.25000000000006 24.149533271789554 2.5000000000000004 1.0271270557498247 232.38088316722039 0.62862803558355973 0.82336339764525379 34.500000000000007 451.50000000000006 4.5000000000000009 30.589473724365238 206.22077194502913 26.000000000000004 0.56154155578934351 37.500000000000007 486.25000000000006 39.500000000000007 0.46051829658369031 6.0232255458831796 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=16 2 3 42 5 37 13 12 14 -4 -11 -12 15 -7 -8 -6 17 -1 20 -20 21 24 23 -22 -19 26 -23 29 34 -28 -31 33 -33 -32 -29 -26 -24 -5 39 40 -36 -16 -2 right_child=1 -3 9 4 7 6 8 -9 -10 10 11 -13 -14 -15 41 -17 -18 18 19 -21 22 25 36 -25 35 -27 27 28 -30 30 31 32 -34 -35 38 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-7.6934768731800288e-06 -0.0012997896344241336 0.00042489107861986067 0.00035932700465975831 -0.0029455394920365999 0.0013086913670984439 0.0027419300666720486 -0.014604457037549942 0.00063627487897232541 -0.019098195326270429 0.0001387625922492683 -0.017312794961383302 -5.9011911905681902e-05 -0.015846543048912653 -0.0065237551765329072 -0.01157907399266624 -0.010632962805334475 0.0017849547602629202 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-0.304763 0.040854 -0.0800617 -0.0917369 -0.101906 -0.180444 -0.0710161 -0.107605 -0.0311044 0.0197022 -0.252113 -0.238059 0.0611924 -0.0241088 -0.00771576 -0.294535 -0.347344 -0.179118 -0.111966 0.0335611 internal_count=911847 29841 8080 1636 1054 493 323 561 159 6444 420 130 101 164 92 69 882006 881334 2684 685 1999 1768 231 135 399 1369 1274 1208 341 867 620 321 261 60 276 377 96 170 199 158 60 53 582 shrinkage=0.0312957 Tree=247 num_leaves=44 num_cat=0 split_feature=16 23 9 6 23 17 11 12 22 24 27 11 20 17 23 11 22 27 27 25 20 11 23 17 17 26 17 7 11 0 22 22 11 20 11 23 12 11 24 26 23 7 27 split_gain=2.18913 2.86882 2.81317 3.07573 3.80566 3.34224 2.80594 2.61224 3.62396 6.71406 3.77668 4.26571 3.30236 3.23343 2.61569 2.52655 5.07069 3.45665 2.83288 2.57306 2.50921 2.88247 2.50522 2.43833 2.43751 2.92004 2.39822 2.71387 2.4766 3.6111 2.3463 2.96515 2.47813 2.30963 3.31985 2.72078 10.8637 4.24271 4.81445 4.5148 4.20178 3.9895 3.6596 threshold=177.71802807724205 0.30775700329947603 0.84455322356131368 0.375000013930681 0.97556197642794118 110.02085766965013 0.93105222080317873 58.988329701443519 489.25000000000006 25.500000000000004 7.5000000000000009 0.82416467304625207 0.780236635460127 100.27682008558197 1.1869483415130464 0.89594475427808773 746.25000000000011 3.5000000000000004 11.500000000000002 668.25000000000011 0.55693985679132785 0.80435619802422298 0.73490351727433489 42.445588123160967 53.663279551387866 1.0957269663779863 38.805327558799654 -84.834598541259751 0.68363162260389354 29.500000000000004 17601.500000000004 5634.5000000000009 0.7244278906577295 0.99665548098434009 0.83884442919373514 0.97318258246067735 155.34671708797586 0.6576640561015562 4.5000000000000009 0.98400957688857782 1.0656369274809163 -87.38552093505858 30.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 22 4 -4 6 30 13 9 10 -9 14 -13 23 26 33 19 -18 -19 -17 21 -15 -3 -5 25 -14 27 -12 -28 -30 31 -6 -33 34 -10 36 42 38 40 -39 -37 -41 -35 right_child=-2 2 3 7 5 -7 -8 8 15 -11 11 12 24 20 -16 16 17 18 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 29 -31 -32 32 -34 35 -36 37 -38 39 -40 41 -42 -43 -44 leaf_value=0.00026570361254708022 1.9492896242877804e-05 0.00053306220244352717 0.0015875160523999147 -0.00026529251512497006 -0.00054583773431643489 0.0033902988511621246 0.0085170105800636726 -0.00062095867993584744 5.7821765274559103e-05 0.0084457584394868855 0.0078479149529633932 -0.00076710804442814884 0.00142759948973528 -0.0039049728244203966 -0.0013372007834291442 0.00059461107500897309 -0.0016536973699343316 0.0054422681287669434 -0.0048715358205793291 -0.0043151486472676462 0.0082755526734835574 0.008740689691617844 -0.0015497666619020245 -0.0012231740374288869 0.0058102505089997264 0.0061335027636644848 0.0015641076224084595 0.00099611439236769171 -0.0010655322109910242 0.00043817606038770208 0.0071456754254534726 -0.0087646795723045207 0.0015586461178265587 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10563 10812 50294 980 513 409 467 150 81 3321 10413 2539 2389 9764 2433 7331 6432 2343 2306 111 49314 22612 26702 12266 14436 4476 9960 2113 7330 11602 shrinkage=0.0312957 Tree=248 num_leaves=44 num_cat=0 split_feature=33 30 8 10 27 6 1 4 25 6 21 4 13 28 7 4 25 1 29 25 7 7 10 7 4 16 29 1 25 21 22 1 10 7 27 28 16 25 22 22 21 10 28 split_gain=2.31444 4.15952 7.84871 4.73723 5.08551 7.54359 3.83625 3.67686 3.45241 5.70564 3.7406 3.02451 3.46066 4.3921 4.3609 3.0529 3.97147 3.34576 3.28028 3.62178 4.54823 3.10463 3.02088 2.97843 3.29067 2.97097 2.86553 2.94717 3.61865 3.57541 2.82266 4.62939 3.84028 2.92629 4.0749 3.3826 2.81945 3.39052 3.16392 3.09335 2.75434 2.74271 3.42693 threshold=2.5000000000000004 2.5000000000000004 458.50000000000006 0.75388691895064297 14.500000000000002 0.20481347581903903 241.50000000000003 93.000785827636733 437.75000000000006 0.53333333581468612 1.5000000000000002 20.385883331298832 58.316261260182621 1621.2500000000002 -7.3393931388854972 25.6027946472168 3475.5000000000005 3926.0000000000005 0.26727481783171259 682.25000000000011 -65.349784851074205 -61.649673461914055 0.94516541132284237 -88.015247344970689 74.729389190673842 184.14210008681226 2.3431326214153478 2632.5000000000005 1536.5000000000002 2.5000000000000004 697.25000000000011 781.50000000000011 0.84864629144103532 -40.601293563842766 5.5000000000000009 639.25000000000011 216.73673730721606 600.25000000000011 592.75000000000011 606.75000000000011 6.5000000000000009 0.96498905275184776 356.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 41 6 -4 8 -6 -3 -2 9 10 -5 12 13 22 -15 18 -17 -18 -13 20 -20 23 36 -19 -25 -8 27 28 -21 -30 33 32 -32 34 35 -22 37 38 -10 -40 -36 -1 -43 right_child=7 2 3 4 5 -7 25 -9 11 -11 -12 15 -14 14 -16 16 17 21 19 26 30 -23 -24 24 -26 -27 -28 -29 29 -31 31 -33 -34 -35 40 -37 -38 -39 39 -41 -42 42 -44 leaf_value=3.2745573790185547e-06 -0.00030217260074519802 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180 85 29 338 41 25 6311 173 148 286 3088 47 1269 25 72 172 2871 73 74 146 140 83 126 32 591 342 21 1395 652 23 69 28 301 18995 internal_value=0 0.000296181 0.0103879 0.00627331 0.0130354 -0.00457419 0.0592591 -0.00843557 0.0238447 -0.0839272 -0.261137 0.0257797 0.0543836 0.0423324 -0.212431 0.019278 0.0312958 -0.00966604 0.000107323 -0.0018083 0.0383695 0.00411829 0.0487796 -0.0736688 -0.141556 0.0542465 -0.0195637 -0.0154127 -0.0197425 -0.127353 0.012713 -0.0847023 -0.229776 0.0355284 -0.0264168 -0.251409 0.0521279 0.0879292 0.0290087 -0.139774 0.0149331 -0.00017198 -0.0119567 internal_count=911847 880407 39032 36001 26717 10162 3031 31440 16555 292 112 16263 3012 2674 66 13251 8145 1834 5106 5077 1556 1661 2608 392 244 2972 3521 3448 3374 286 1270 241 115 1029 438 68 2583 1188 536 92 370 841375 19296 shrinkage=0.0312957 Tree=249 num_leaves=44 num_cat=0 split_feature=16 11 22 20 8 1 17 25 15 26 17 16 20 15 25 5 23 16 5 16 4 11 5 15 5 11 25 12 17 15 33 4 12 23 11 1 22 0 17 20 8 22 12 split_gain=2.12986 3.51164 3.34668 3.43454 3.91051 3.71754 2.91892 2.88666 3.91904 2.8858 2.7445 3.5442 5.00494 3.93531 4.88727 4.41378 4.24893 3.30279 2.83716 2.78515 2.63185 5.04126 5.643 3.76281 4.66659 3.90992 3.39981 4.82632 2.76891 2.75872 2.58838 3.37779 4.39232 4.14345 5.61783 4.02569 3.99482 4.93631 4.54709 3.72442 3.6766 3.58758 6.05956 threshold=151.3359608160271 0.84899874686716803 8230.5000000000018 0.98018333018333026 619.50000000000011 4733.5000000000009 100.27682008558197 6313.2500000000009 0.45389442247959394 0.19852433744870371 36.496148256205096 191.55705244122967 0.28788775827029472 0.35699958376262414 2685.7500000000005 108.65002822875978 0.25690356041491452 172.15525963398306 44.999996185302741 165.6699624990936 182.30928802490237 0.5456564312154375 270.01127624511724 0.63410755633292648 227.69417572021487 0.69600174031947304 20259.500000000004 687.55739520663064 60.149813492781149 0.41775134269169961 2.5000000000000004 5.0238857269287118 119.11574669941304 0.27468196423205254 0.76850153960781842 1870.5000000000002 2815.2500000000005 52.500000000000007 51.715436894636973 0.91682244950015557 135.50000000000003 734.25000000000011 55.431980515339468 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -6 -3 -7 -9 -8 11 12 -2 17 16 -16 19 18 -14 -15 26 29 23 -23 25 -25 27 30 -28 -22 31 32 -12 34 39 36 41 38 -38 -33 -41 42 -36 right_child=10 6 -4 4 5 7 9 8 -10 -11 20 -13 13 14 15 -17 -18 -19 -20 -21 21 22 -24 24 -26 -27 28 -29 -30 -31 -32 33 -34 -35 35 -37 37 -39 -40 40 -42 -43 -44 leaf_value=-7.9730764049723593e-05 -0.0004153512561400193 0.00037341091901666303 0.0010615515670089584 -0.00030060421450484574 -0.0015636072588928044 0.0025018708497819291 -0.0043749179112926211 -0.0085352194992692164 0.00075707942345599685 0.0042299417356823398 -0.0010455726688424428 0.00010868459697216364 0.0044983339777837864 0.0024114873267888606 -0.0040966001584748554 0.0081747743940841448 0.00097687454402360955 0.0067488097224831746 -0.0011790116801440741 0.0080881100066740614 -0.0045174710945806579 -0.014584373400688251 -0.00087671826169019151 0.0034355337336412495 -0.0086703597236099869 -0.0069770908660614778 0.00048120106286076569 -0.0017449606665227908 0.0029645171321362285 0.0023045940797371016 -0.00030159491604961878 9.0105718275243786e-05 0.0081125829255225112 3.1507792275541037e-06 0.00072041773443276428 0.0077907212117556707 -6.9278081131491672e-05 0.0044266883042167488 -0.0046096253612397239 -0.0075563944526396629 -0.0014599584598953531 0.0019112292829088174 -0.0081466077959598312 leaf_count=14068 2520 3211 1554 8076 6028 412 43 63 151 340 3766 44180 183 236 279 32 5639 217 163 132 68 43 606 88 144 59 1364 1560 649 397 27405 2954 52 775596 3834 85 622 152 331 112 718 3638 77 internal_value=0 -0.00778326 -0.0112832 -0.0137224 -0.024395 -0.0423453 0.0217741 0.0310024 -0.0632196 0.104291 0.000289451 0.00722452 0.0248556 0.0388189 0.03168 -0.0905539 0.0380085 0.118931 0.0582746 0.142117 -0.00016133 -0.043405 -0.0855352 -0.1899 -0.149099 -0.0237631 -8.74987e-05 -0.000188151 0.0409587 0.0417616 -8.23499e-05 0.000248287 -0.0294239 0.000392032 0.0184367 0.0323739 0.0302468 -0.0259102 -0.0526031 -0.0137507 -0.0729368 0.0384668 0.0174415 internal_count=911847 33946 30352 28798 14730 6654 3594 626 214 383 877901 53581 9401 6881 6318 311 6007 563 346 368 824320 1405 940 334 291 147 822915 820902 2013 465 819342 791937 3818 788119 12523 8739 8654 1105 953 3784 830 7549 3911 shrinkage=0.0312957 Tree=250 num_leaves=44 num_cat=0 split_feature=11 7 27 28 20 28 11 6 14 26 8 27 28 26 6 27 20 11 20 13 20 14 6 19 8 28 13 27 24 11 20 29 11 23 6 24 27 19 13 8 19 14 8 split_gain=2.05832 2.38206 3.79734 7.1131 4.94702 7.50908 4.64614 4.39589 4.35983 8.02999 5.37596 8.82191 5.87162 4.49534 4.23357 5.09754 3.94601 4.51964 3.93061 3.89169 3.72825 7.95977 3.72572 3.61053 4.77716 3.70377 6.12279 4.05444 3.67999 4.27906 3.62091 4.25045 3.5651 5.95742 4.81307 8.71933 6.90964 10.5284 9.82633 6.34912 5.35457 6.67488 6.25009 threshold=0.93832397728739203 -1.0000000180025095e-35 7.5000000000000009 309.50000000000006 0.99999216791979961 517.75000000000011 0.72024976657329609 0.46153846838165685 7.0814575292547435 0.43787584810614738 344.50000000000006 1.5000000000000002 1337.7500000000002 0.046689180563254239 0.80000000533120208 5.5000000000000009 1.004469607071462 0.70955524022474503 0.35565520877126255 12.420657292446359 1.0712656680709423 10.59190342378813 0.83327256846489395 449.25000000000006 808.50000000000011 805.25000000000011 25.352486537493483 14.500000000000002 12.500000000000002 0.83214539727697634 0.69189757580924793 1.8455813116206936 0.83335960842604695 0.1968418863122863 0.5362318843412518 2.5000000000000004 3.5000000000000004 2969.5000000000005 194.12706261390471 4355.5000000000009 3811.5000000000005 26.817042087155887 2005.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 20 4 22 5 7 -5 -3 9 -6 11 -10 16 -14 15 -7 17 -13 -9 -20 -1 -22 -4 25 -25 -8 27 -27 29 -29 31 -26 34 -34 35 40 39 -38 -39 -37 41 -12 -43 right_child=-2 2 3 6 8 14 23 18 10 -11 32 12 13 -15 -16 -17 -18 -19 19 -21 21 -23 -24 24 30 26 -28 28 -30 -31 -32 -33 33 -35 -36 36 37 38 -40 -41 -42 42 -44 leaf_value=9.554310300678339e-05 0.00025382068600486563 -0.0018673738721725393 -0.0038929395523679107 0.00053569250049813181 0.0062416913188158224 0.00014263367603997297 0.00019966602278142424 -0.0024541653207231836 0.0041322291080076439 -0.003605565346327159 4.2273715706665577e-05 -0.0065296189017114798 -0.003584949030483829 0.0029594914865443333 0.00068574830061074639 -0.0012494921637899697 0.00057965048862037129 -0.0022244142448401825 0.012111830206256325 0.002266082437423524 0.0066028508073156002 -0.00017753835008035479 0.0033892507836079068 -0.00014697323912899881 -0.00068619042495767087 -0.0038954232194285078 0.00081609956576920008 -0.003856824742630615 -0.0048354377606531678 0.0051847674533584583 0.00014472762525185665 -0.0052284992825177819 -0.0060882980359067375 -9.9534221452376381e-06 -0.00033467706603149897 -0.0077686698349610072 -0.0011492150424479437 -0.0096246852775022009 0.001023678329709011 0.0015562490616623803 0.0013020101749166158 -0.0080772389956430511 -0.0014155243248786212 leaf_count=307937 29846 307 647 14560 246 6227 73129 173 263 121 1267 258 138 403 4811 4394 447 3214 40 2312 170 67780 77 249988 1391 797 866 75 100 162 89197 236 159 23411 20897 364 2891 290 120 89 1467 226 354 internal_value=0 -0.000333435 -0.00174971 -0.000608216 -0.00832263 0.00598834 -0.00044166 0.0533209 -0.0129385 0.0957015 -0.0136472 -0.045938 -0.056433 0.0412234 -0.00269788 -0.0138454 -0.069914 -0.0812996 0.0670586 0.0777591 0.00157351 -0.00513089 -0.0996447 -0.0010563 -0.0024396 0.00521883 -0.0372381 -0.0855898 0.00636474 0.0742435 0.00377176 -0.0429791 -0.0106879 -0.00162825 -0.0183238 -0.0408816 -0.0738822 -0.0579892 -0.207955 -0.189694 -0.00349945 -0.0393229 -0.128174 internal_count=911847 882001 506114 431225 74889 18264 430501 2832 56625 367 56258 4723 4460 541 15432 10621 3919 3472 2525 2352 375887 67950 724 415941 340812 75129 2000 1134 337 237 90824 1627 51535 23570 27965 7068 3754 3301 410 453 3314 1847 580 shrinkage=0.0312957 Tree=251 num_leaves=44 num_cat=0 split_feature=27 22 4 22 8 23 13 27 24 26 13 4 25 26 25 21 18 18 22 0 25 23 7 12 24 8 27 21 13 18 4 24 23 13 24 21 18 26 21 27 4 11 18 split_gain=2.1056 13.908 16.5394 7.04008 7.03703 7.0029 6.85313 7.5411 7.05116 6.43508 8.5136 8.35999 5.62845 8.4061 5.58448 8.79322 7.71808 6.19801 6.09891 5.47131 5.18017 5.02791 5.00563 5.38456 4.92945 6.09879 4.8397 15.4844 7.52109 11.4752 10.1796 7.17335 8.92073 6.92733 6.81857 6.43806 6.23355 5.44475 5.05966 4.7939 5.01605 5.55161 6.58227 threshold=22.500000000000004 1154.2500000000002 58.046533584594734 465.25000000000006 2086.5000000000005 1.268350734725445 31.516985296927057 37.500000000000007 23.500000000000004 0.73992981291639015 40.677618315400785 17.240849494934086 922.25000000000011 0.98652772175855563 568.25000000000011 11.500000000000002 3.5000000000000004 2.5000000000000004 550.75000000000011 46.500000000000007 411.25000000000006 1.1822299326750143 -1.0000000180025095e-35 67.041630560342625 21.500000000000004 493.50000000000006 46.500000000000007 9.5000000000000018 33.989148420730636 4.5000000000000009 25.27240085601807 26.500000000000004 0.91157694996504557 36.455374124018483 26.500000000000004 12.500000000000002 2.5000000000000004 1.2497500541840583 15.500000000000002 25.500000000000004 21.45278358459473 0.69126169825158534 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 4 6 5 -3 7 8 -2 11 12 14 26 -14 -5 16 18 -17 -16 -15 -9 -10 23 -13 -20 -26 35 33 29 -29 31 32 36 -28 -31 37 -30 39 -34 -11 41 42 -41 right_child=1 2 -4 9 -6 -7 -8 20 21 10 -12 22 13 19 15 17 -18 -19 24 -21 -22 -23 -24 -25 25 -27 27 28 30 34 -32 -33 38 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=2.8555543191128579e-05 -0.0010517220312935708 -0.0032347714331715811 -0.015324777095424527 0.00074714246906450394 0.0017741848665195875 -0.015174228142267699 0.00022235888170510837 -0.0051130551568485021 -0.0036354316956162232 -2.620544922394089e-05 0.00023547181261168132 0.0048595401606258085 -0.0012330980901460505 -0.017420422740773184 -0.0022599863581092561 0.0010192883951498032 0.0017527290122804759 -0.0030503868650201037 0.0001536001348904689 -0.00062157539347741848 0.0014225422952068914 -0.014938837953396405 0.001369261967138701 -0.00026275406683021511 -0.003670631829683873 0.0049624669281151425 -0.00059578319471101609 -0.001620193978568957 0.0074637857475718479 0.0060844971140065467 -0.0080209338903169738 0.0012204746302412286 0.0011471403086327524 -0.016260626204371381 -0.01169163449534082 0.0005634818145379924 -0.011181892447205032 0.00044510011569228423 -0.014085455974388759 0.00057893300249350888 -0.00083000392900127885 -0.00013241310630829028 -0.0051901449659385234 leaf_count=698121 12808 522 109 6600 272 53 6924 128 643 27402 52131 213 235 64 1441 466 2000 1717 8153 27 1649 41 9657 3567 622 92 39 1546 20 24 145 2283 299 95 177 9876 144 9132 23 332 27355 24235 465 internal_value=0 -0.00267475 -0.12302 -0.00213402 -0.0758355 -0.138526 -0.0189903 -0.0308237 -0.0388889 -0.000171087 -0.00290445 0.0121823 -0.00813598 -0.139327 -0.000237634 -0.0112192 -0.000844956 -0.0697106 -0.0118753 -0.397375 0.0304123 -0.137814 0.0316769 0.000827051 -0.0020695 -0.0817442 -0.00772313 -0.038749 -0.0291137 -0.0809936 0.00198936 0.0155145 -0.0948004 -0.3739 -0.305764 -0.00621732 -0.284641 -0.00890758 0.00188836 -0.0115548 -0.0171608 -0.00693169 -0.0890526 internal_count=911847 213726 956 212770 847 575 22193 15269 13492 190577 156049 34528 103918 326 21091 14491 12308 2183 10308 91 1777 684 13437 3780 8867 714 103592 4795 4661 1747 2914 2769 486 134 201 98797 164 88921 322 79789 52387 25032 797 shrinkage=0.0312957 Tree=252 num_leaves=44 num_cat=0 split_feature=16 22 19 21 19 17 19 22 17 5 21 21 14 22 11 16 27 29 19 19 23 11 14 4 27 24 5 5 22 5 29 10 19 16 5 27 6 27 5 19 22 21 10 split_gain=2.02811 3.1653 3.14561 3.32503 3.95459 2.91558 3.40521 3.54769 2.91986 2.60893 4.02347 3.96457 4.71647 9.57823 7.54798 5.19489 4.95309 8.04944 10.1682 5.23722 4.47526 13.3526 9.82304 13.9833 10.144 9.0188 8.51046 7.22351 10.8922 6.93865 8.7767 8.0452 7.70655 8.12222 7.33058 6.25463 9.512 9.75844 6.21136 9.0289 7.00863 6.19114 6.10008 threshold=147.23207668634595 5634.5000000000009 2170.5000000000005 2.5000000000000004 1439.5000000000002 36.496148256205096 568.25000000000011 697.25000000000011 32.630573028676963 50.00123596191407 12.500000000000002 1.5000000000000002 34.535908504032257 5634.5000000000009 0.57036342158293396 221.01405465095073 3.5000000000000004 2.3431326214153478 1478.2500000000002 373.25000000000006 1.2547649608873608 0.76850153960781842 36.96572563643474 34.857124328613288 7.5000000000000009 2.5000000000000004 55.756294250488288 104.00482559204103 6294.2500000000009 76.213668823242202 2.1357214143142289 0.92428950890622186 3811.5000000000005 229.40161099424347 91.29203033447267 14.500000000000002 0.22518660061339321 20.500000000000004 63.952087402343757 542.25000000000011 1154.2500000000002 7.5000000000000009 0.90573684110125752 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 6 7 -2 -9 -7 11 12 16 14 15 -14 19 -18 -19 -11 21 22 -13 26 29 27 -24 42 -29 -25 31 32 33 -31 -34 -22 37 -37 39 41 -41 -38 -23 right_child=5 2 -4 -5 -6 9 -8 8 -10 10 -12 20 13 -15 -16 -17 17 18 -20 -21 35 25 23 24 -26 -27 -28 28 -30 30 -32 -33 34 -35 -36 36 38 -39 -40 40 -42 -43 -44 leaf_value=-0.00038215525008422602 0.00055712778419172667 0.0014000726760779155 0.00042728053025253658 -0.0030564285548874237 0.010658800151942538 1.3675251896633012e-05 0.00011864111400987368 0.004608265106411256 0.0012107603947252373 0.011124547425325088 0.0023611653736617653 -0.00065859236812039988 0.0048809323019165804 -0.0002314184512111428 0.00062831945507247689 0.0016202563526883753 0.0007445935923512092 -0.013698986323023882 -0.0015930298746324716 -0.0015997731501764842 0.00027787528133980537 -0.0048749111610583602 -0.018811719765871551 -0.0013527903204779992 -0.00017744608156597847 0.00019322869770006972 -0.0044075128609157264 -0.017854203261725658 0.00040219681512636393 -0.0043305783555538501 -0.0097247741105801113 0.00069714396010301912 0.0032548319349552436 -0.011972860727939065 -0.0041820487042253003 -0.0094112031387607563 -0.01113517611346502 0.0039326417818035427 0.00025927555943695943 -0.00069188801581079352 -0.0063298968438790038 -0.00040361215041216354 0.00076083869724033676 leaf_count=24117 7933 87 2396 48 94 720707 46559 397 659 32 621 14658 717 12346 8380 1439 3443 79 486 3180 23385 352 77 1437 2007 19552 84 73 57 355 248 364 171 221 539 220 144 71 6572 6830 223 83 404 internal_value=0 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4.61107 4.86371 4.32899 4.40791 4.92297 3.86564 4.30562 3.71306 3.87797 3.61861 3.53573 4.28754 3.47395 3.53028 3.36687 3.40827 3.35694 4.99963 7.13216 7.0132 5.72101 5.10994 4.05387 4.04765 8.55386 6.13984 8.52836 8.12733 7.63082 threshold=2.5000000000000004 0.82943373832076672 0.77723371610768843 0.56783693851106398 94.059397513309008 2.5000000000000004 2.1849492804906823 353.47144711729521 5.0238857269287118 0.27468196423205254 0.94896680073217987 27.268140792846683 2815.2500000000005 192.19595949289337 734.25000000000011 25.994312041391442 1.5000000000000002 751.25000000000011 0.24905537815805881 441.25000000000006 0.72004135416559356 0.44261960877663259 0.24905537815805881 1.5000000000000002 -70.000465393066392 18.500000000000004 13.012893676757814 0.046689180563254239 26.000000000000004 8.021576404571535 10.000000953674318 10.500000000000002 0.46766981816206965 0.39782807547459692 1.5000000000000002 13.500000000000002 0.61754804884090997 0.99999216791979961 62.985281374238575 0.23641946030186509 523.75000000000011 643.25000000000011 596.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 7 5 -3 -4 -6 -2 -1 10 -10 12 14 23 15 -12 17 18 -16 -20 28 22 -19 -14 25 -23 -11 -28 29 -21 31 34 33 -33 -29 -35 -34 39 -39 40 -36 42 -41 right_child=1 4 3 -5 6 -7 -8 -9 9 26 11 -13 13 -15 16 -17 -18 21 19 20 -22 24 -24 -25 -26 -27 27 30 -30 -31 -32 32 36 35 37 -37 -38 38 -40 41 -42 -43 -44 leaf_value=-0.00052127630414546173 -0.0001919705505410523 -0.0020565211270968642 0.010389585199523646 -0.00059397764116483236 0.0013997488344978167 -0.0032995220786322869 -0.010334448856792732 0.0098111366543730521 -0.00015827756190544529 -0.0013456344378972227 0.00044999958774122025 0.004187934676027725 -0.0027050022164287956 0.011552401705637861 0.0061011253234560317 -0.0081621131401894628 -0.00016085652392397635 -0.004436828502470438 0.010206044431891614 0.0072071251284428796 0.0036728366078302198 0.004335485114437842 0.0047694370603776105 0.00040238926816616875 0.00022414130172497226 -0.0088110274888011774 -0.003790364570606569 0.0043026198905728947 -0.0030994402841080281 -0.00042329161167505551 -1.3827737542241126e-06 -0.0036945696522140896 0.0021494493529812123 0.0044967215554840394 0.00028293118576932109 -0.00053002015775452599 -0.0018053510243254565 0.00050194624603220001 -0.0039701042075758596 0.00016137949212622938 -0.008643670409509854 0.0033039675637530235 -0.0082029189703141988 leaf_count=7579 24446 448 21 2627 2539 1350 26 27 6145 1870 5401 337 850 28 464 65 1055 50 57 86 575 371 432 646 1880 26 240 274 228 172 840564 494 3806 275 266 708 272 888 793 2313 173 868 112 internal_value=0 -0.00797778 -0.0114751 -0.0463278 0.0250699 -0.0987305 0.0409259 -0.00578145 0.000254897 0.00040175 0.0160161 0.0261942 0.023266 -0.0359755 0.0315779 0.0111065 0.0523149 0.0662782 0.10836 0.0724224 0.0587932 0.0421486 0.121883 -0.0435578 0.0252702 0.111022 5.6739e-05 0.000151231 -0.0104976 0.0677467 0.000185398 0.0173512 0.0386889 -0.0208502 -0.00349117 0.0279987 0.0602532 -0.0106271 -0.0513716 0.0077254 -0.103364 0.022535 -0.00718726 internal_count=911847 31484 28471 3998 3013 1371 2565 24473 880363 872784 18868 12723 12386 1524 10862 5466 5396 4341 1582 1118 1061 2759 482 1496 2277 397 853916 852046 486 258 851806 11242 5555 1477 5687 983 4078 5413 1681 3732 439 3293 2425 shrinkage=0.0312957 Tree=254 num_leaves=44 num_cat=0 split_feature=7 9 21 5 7 25 21 5 22 16 9 7 7 25 5 16 2 22 18 22 9 28 28 25 21 28 16 24 22 13 13 6 6 20 7 26 20 24 22 1 5 1 20 split_gain=2.10059 4.40616 4.66689 4.16043 5.82165 5.38668 4.37798 6.107 6.89411 10.7067 8.80872 4.51253 5.05271 9.20119 4.15252 4.71058 6.82072 4.61566 4.14892 3.7807 5.54421 4.05375 4.58253 3.76198 9.88592 3.81368 3.72216 3.68986 3.66172 3.59687 4.62053 3.53888 4.6276 4.51126 7.42339 6.84249 3.72272 3.68628 4.44013 3.63142 5.92467 4.04453 3.50241 threshold=-1.0000000180025095e-35 0.95155336278061042 2.5000000000000004 75.000194549560561 -67.352279663085923 1026.2500000000002 1.5000000000000002 89.531040191650405 2498.7500000000005 223.5367347183572 0.91518066340875637 -23.198590278625485 -42.878902435302727 1662.7500000000002 15.00000047683716 1.0000000180025095e-35 2.2959949937421782 350.75000000000006 4.5000000000000009 7248.5000000000009 0.79905715150858547 7771.5000000000009 3398.5000000000005 248.25000000000003 3.5000000000000004 457.25000000000006 243.05241905069772 9.5000000000000018 6294.2500000000009 175.12821218348347 117.52646766841652 0.26027397346174475 0.41666667452026901 0.44293631785802018 -85.580024719238267 0.23641946030186509 0.20414616015159612 6.5000000000000009 1049.7500000000002 1802.5000000000002 106.32740402221681 3926.0000000000005 0.49285132324772979 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 -6 8 11 -10 -11 12 -8 -14 -3 16 -16 42 31 -9 21 22 -21 24 25 -2 -13 -7 -4 30 -30 33 -33 36 35 -35 -19 38 -37 -36 -41 -42 -17 right_child=23 14 28 4 6 27 7 19 9 10 -12 26 13 -15 15 17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 32 -34 34 39 37 -38 -39 -40 40 41 -43 -44 leaf_value=0.00044944764788379258 0.0014858070076742675 -0.00072813234671784274 -0.00020106081872551301 0.0013204391191190253 0.00049851005195891435 -0.0011259268025192676 0.00012641113311492118 0.00045044501098363962 0.0003823232487212213 -0.012478189555464073 -0.0024890332048556445 0.001623312412050548 -0.0002781983079475435 -0.013782097151604385 0.0068256612309267103 -0.0031396210801797222 -0.0030993779675222845 -0.00043083155002518605 0.0014916844802490535 -0.0023759510676895491 -0.00028889080056050529 0.0021466941880089962 -0.01328071006158789 -3.6040309199302569e-05 -0.0037487422542676163 -0.0028575375670323454 -0.010057485372125162 -0.013682924791011313 -0.0010189151979018004 0.00223763562558176 -0.010265943494621158 0.0007097073640854344 9.5049776790547214e-05 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224241 4601 694 198 156 529844 2117 1176 612 6585 93968 285 212 222072 219117 2955 2323 1352 632 1242 693 971 776 552 6291 shrinkage=0.0312957 Tree=255 num_leaves=44 num_cat=0 split_feature=16 17 26 25 28 9 5 8 10 21 21 15 26 21 10 26 26 21 25 26 17 1 8 25 21 25 9 10 21 9 18 5 6 10 1 28 6 21 18 26 15 18 16 split_gain=2.15138 2.34111 3.34723 3.7599 3.79021 3.2013 4.73509 5.40188 5.15572 4.83641 3.96621 5.15998 3.62066 3.22506 2.9013 3.80988 2.83492 2.82716 3.54944 3.24001 2.78899 2.40875 3.87155 3.56546 3.87284 3.35092 2.58641 2.51767 2.37301 2.36823 2.26758 2.2635 2.2578 2.22358 2.09408 2.08501 5.09545 8.08212 8.5875 6.71687 6.65182 6.13166 5.85065 threshold=169.66548881036516 65.829281340078367 0.97889143006705404 2159.5000000000005 4314.0000000000009 0.92730670623806943 71.000812530517592 1197.5000000000002 0.53214794826978629 3.5000000000000004 7.5000000000000009 0.61216878898465754 0.48367403699068284 9.5000000000000018 0.89987676924916771 0.19852433744870371 3.5831729727797166 2.5000000000000004 1769.7500000000002 0.85693949673146996 37.782686833593523 826.50000000000011 640.50000000000011 604.25000000000011 2.5000000000000004 1071.2500000000002 0.97634449627286646 0.57317597317901858 4.5000000000000009 0.97857224266501686 6.5000000000000009 31.112698554992679 0.52173915159077044 0.82153208449138626 19330.500000000004 418.75000000000006 0.43103448412410927 2.5000000000000004 1.5000000000000002 0.89894731658068738 0.7142238584755054 1.5000000000000002 197.49677943072956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 20 -4 -5 16 7 10 -8 17 11 14 33 -11 29 -16 -3 18 -9 -19 -1 22 26 -24 31 -23 -13 -27 -28 -7 35 -25 -12 -10 -14 36 41 38 39 -38 -39 -2 -40 right_child=30 5 3 4 -6 6 8 9 12 13 32 21 34 -15 15 -17 -18 19 -20 -21 -22 25 23 24 -26 27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 40 42 -41 -42 -43 -44 leaf_value=0.00018937448103172397 -0.0031913781991224017 -0.00074773383252416201 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246 80 64 246 165 35000 255 54 28 300 24 147 78 130 87 402 24 1095 92 32 812741 633 7412 344 1941 8156 1594 859 internal_value=0 -0.00498877 -0.00711824 -0.0216222 -0.0904762 0.00930331 0.0207895 0.00863116 0.0758825 -0.0633747 0.0215858 0.0381499 0.0872994 -0.165002 -0.0136857 0.0644612 -0.0186374 -0.00947896 -0.0662616 0.0768108 -0.00367109 0.0653183 0.0520991 -0.0353338 0.0013708 0.141116 0.0737309 -0.01207 0.161828 -0.043151 0.000537954 -0.250572 -0.0272012 0.250863 0.0694188 0.000501783 0.0101572 0.0155848 0.0570823 0.0244844 0.00551701 -0.0329448 0.12683 internal_count=911847 76923 66948 12856 747 9975 7069 5791 1278 883 4908 3664 1238 306 1260 345 2906 577 348 229 54092 2404 2047 406 352 357 1641 102 277 915 834924 52 1244 122 1116 834522 21781 19345 3777 2574 15568 2436 1203 shrinkage=0.0312957 Tree=256 num_leaves=44 num_cat=0 split_feature=21 21 10 29 18 16 14 12 17 1 17 16 18 1 13 18 25 16 17 16 17 29 16 29 17 25 25 7 14 12 28 6 25 17 13 16 7 14 28 21 1 14 28 split_gain=1.93717 3.50475 4.08495 2.85451 5.77213 3.20137 4.79844 4.15405 3.2582 2.62257 3.53487 2.4679 2.17718 2.14603 2.10894 2.41064 2.05982 2.04035 3.28247 6.22459 6.60727 4.6853 4.17536 4.02101 4.11114 4.6803 3.94263 3.88397 4.48958 15.8145 6.52625 7.14546 4.07242 3.85009 3.82204 5.09589 21.1542 14.0831 10.4502 7.7001 5.44592 8.39287 5.27192 threshold=18.500000000000004 16.500000000000004 0.87523433683377216 1.2118140946254485 4.5000000000000009 228.29697001350476 17.188303882620719 71.716251762801377 51.018039379694699 615.50000000000011 56.241685989496325 203.92618183447601 3.5000000000000004 406.50000000000006 22.50870205303853 5.5000000000000009 568.25000000000011 202.28390226374418 52.926063832374318 220.83105993978964 49.690083587687944 0.8111820741878546 224.04807932011335 0.80661417425354565 50.807840474369762 404.75000000000006 1194.5000000000002 -89.940933227539048 57.904486663303096 380.00714267493646 4314.0000000000009 0.76470588542619666 248.25000000000003 38.409569821774163 175.12821218348347 225.41599635829292 -9.6598935127258283 33.582831781319932 966.25000000000011 2.5000000000000004 591.50000000000011 24.361803675716839 791.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 5 -5 8 -7 -8 -3 10 16 -4 -11 14 -2 -16 -10 -1 19 23 21 -21 -23 -19 25 -25 -22 28 -24 30 31 -30 -29 -32 35 -20 38 39 -37 -38 -41 -42 -43 right_child=13 2 11 4 -6 6 7 -9 9 12 -12 -13 -14 -15 15 -17 -18 18 34 20 26 22 27 24 -26 -27 -28 32 29 -31 33 -33 -34 -35 -36 36 37 -39 -40 40 41 42 -44 leaf_value=-7.7855594648119705e-05 -0.0029496597923462237 -0.0046871712008006777 0.0052316989668856635 0.002471566078121999 -0.010087216762163637 -0.015054038452772325 -0.010832995746816192 0.0014194704258682763 -0.00061656674739369774 -0.0022694203770794235 -0.0055108811715928767 0.00015451922758726884 -0.012092225056241249 0.00018663701218185562 0.0058041607407544092 -0.0046321584576756681 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5.43746e-05 0.000937955 -0.00015124 0.00166557 0.000347288 -0.0010862 -0.00647215 -0.010222 -0.0183454 0.0135702 -7.58338e-05 -0.0250501 -0.091434 -0.355523 -0.518298 0.000440693 -0.132779 0.00540875 0.00483227 -0.0346954 -0.15289 0.0215513 -0.230694 -0.268728 -0.316768 -0.214703 internal_count=911847 911153 2781 2093 326 1767 463 443 1304 666 576 688 90 694 288 248 454 908372 674078 542027 421015 379041 325011 121012 85029 35956 41974 301086 6101 873 180 104 294985 76 132051 130552 3182 1026 2156 712 628 496 307 shrinkage=0.0312957 Tree=257 num_leaves=44 num_cat=0 split_feature=22 27 20 20 12 21 5 5 6 14 6 4 5 25 27 25 4 10 26 26 16 16 10 27 19 5 6 26 25 16 26 10 5 25 27 21 25 27 25 16 14 20 14 split_gain=2.10436 3.49309 3.58164 6.83279 4.93279 4.80053 4.39898 4.15305 3.54608 3.97447 3.50937 3.63123 3.34164 3.10841 2.9829 2.93216 5.51044 2.69113 2.88825 2.61792 2.79927 2.55312 2.52231 2.44844 2.43722 5.48814 4.18619 4.25222 9.88191 6.38945 5.59463 5.67721 4.74635 3.89961 4.1697 3.90245 3.70497 3.65519 3.92729 3.62892 3.53624 3.4792 5.61069 threshold=282.25000000000006 1.5000000000000002 1.004469607071462 1.1403593688965883 62.985281374238575 2.5000000000000004 65.459148406982436 18.000169754028324 0.56498534072803064 10.59190342378813 0.84615384876966371 6.0232255458831796 34.999164581298835 807.25000000000011 12.500000000000002 365.25000000000006 8.021576404571535 0.77397104212933798 0.57033614648275111 0.38908150266788449 210.14714904366659 215.60707337409676 0.576579408527922 13.500000000000002 390.25000000000006 21.546653747558597 0.42686801651878187 0.23641946030186509 1104.2500000000002 185.76803587156701 0.82336339764525379 0.9517636313539336 29.998970031738285 866.75000000000011 3.5000000000000004 1.5000000000000002 767.25000000000011 4.5000000000000009 630.25000000000011 229.25122116223594 17.717628843941871 1.2664272245667596 21.170729402443488 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 5 15 -4 13 -5 9 23 11 -1 -11 -6 -7 -3 -17 18 -16 -18 -21 -15 -12 -9 25 41 27 28 29 -27 31 -29 -30 34 40 36 -36 -31 -39 -34 -28 -2 -43 right_child=24 2 3 7 6 14 -8 8 -10 12 22 -13 -14 21 17 16 19 -19 -20 20 -22 -23 -24 -25 -26 26 33 30 32 37 -32 -33 39 -35 35 -37 -38 38 -40 -41 -42 42 -44 leaf_value=-0.0057472203767955383 -0.00015015651262844656 -0.0010841839660222722 0.0079119302608916756 -0.0048784627807553944 -0.0023528145408182317 -0.00013634751015307317 0.0039695253208149881 -0.00054630083463391428 0.001056373105765873 -0.0055787575982663403 0.0019956693448316618 0.0050752623736717286 0.000954113234664737 -0.0039638892321178744 0.005813225396632711 0.0024558833708315637 -0.0017523451613704845 0.0056722916373131635 -0.004402294695961614 -0.00028584417079029976 0.0037350568109671138 -0.012217333601544682 -0.0092635794940095478 0.006937907089863183 -1.11651398588906e-05 -1.6532250250292677e-06 0.0038553791311824819 0.0013170874947036658 0.0071355360117555579 0.0042679989670223045 -0.00055046384569419908 0.0041826303068463275 0.001307148964775198 -0.0013944048337182833 -0.0013051167952366726 0.00039097830164330262 -0.011837086951764993 -0.0025532388134488532 -0.011883270695217708 -0.012629988526050765 1.5268210818761777e-06 0.0036253365633499039 -0.0078666308909846102 leaf_count=34 32155 3562 144 203 1342 409 99 172 972 292 40 284 104 100 46 806 997 239 66 938 207 58 38 57 832140 213 614 1692 158 23 767 1129 215 1243 865 28309 34 65 138 20 376 436 46 internal_value=0 -0.0136716 -0.0170499 0.0144674 -0.0275595 0.0854002 -0.077325 -0.0211567 -0.00403123 -0.0627957 0.0785743 0.125197 -0.123437 -0.0907999 0.0536801 -0.015336 0.00799253 0.121307 -0.00660265 -0.0185283 0.0140939 -0.223469 -0.111504 0.042069 0.000115206 0.00584886 0.0143881 0.0432042 -0.021207 -0.124322 0.0581401 0.0787301 0.0939777 0.0103371 0.0125965 0.0104332 -0.0544303 -0.241443 -0.28425 0.00386665 0.0764224 -0.00353388 0.0807968 internal_count=911847 11209 10813 2704 8109 904 1599 1800 1597 625 396 318 396 1500 760 6510 2948 351 112 2142 1145 158 78 229 900638 68498 35861 4420 832 439 3588 2821 393 31441 30198 29208 899 226 203 235 990 32637 482 shrinkage=0.0312957 Tree=258 num_leaves=44 num_cat=0 split_feature=22 28 7 28 24 14 28 23 13 26 22 21 13 14 24 17 28 15 26 13 15 21 24 24 26 23 17 22 4 29 22 25 25 17 17 7 13 7 15 29 24 22 15 split_gain=1.98488 4.44364 6.69793 4.95623 7.41798 3.46557 3.88996 3.274 3.27468 3.09402 3.51179 2.96884 6.68933 2.90642 2.81521 3.11534 2.76581 7.03959 4.33152 3.58869 5.32719 3.43098 3.40518 2.60954 4.06349 2.56195 3.90364 2.53286 3.32526 3.82482 3.0804 2.44045 3.36287 2.33393 2.33369 2.21449 2.88207 2.65152 2.15044 2.84342 2.09057 2.40366 2.92658 threshold=282.25000000000006 601.25000000000011 -86.153697967529283 392.25000000000006 2.5000000000000004 7.0814575292547435 309.50000000000006 0.49549580800020371 17.486846206876312 0.23641946030186509 192.25000000000003 1.5000000000000002 28.020678881083519 10.59190342378813 7.5000000000000009 53.584162700124757 411.75000000000006 0.73164259925198127 3.0901678115694309 34.091136162348839 0.25785714026991507 2.5000000000000004 2.5000000000000004 15.500000000000002 0.61173530729335857 0.85226787516497182 45.667914635172508 439.25000000000006 19.091881752014164 0.92239851802725414 483.25000000000006 898.25000000000011 504.75000000000006 84.691539806236122 47.717714550399158 -84.834598541259751 20.670124582409791 -45.165590286254876 0.69536353087962011 0.90099630263778263 3.5000000000000004 350.75000000000006 0.547157133193649 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 5 -1 7 -7 -9 10 25 12 14 -14 15 -5 17 19 21 31 22 27 -21 -13 -25 -4 -27 28 29 -19 -29 32 40 -23 -11 36 -10 -37 -39 -40 41 -2 -43 right_child=16 2 9 11 -6 6 -8 8 35 34 -12 23 13 -15 -16 -17 -18 18 -20 20 -22 33 -24 24 -26 26 -28 30 -30 -31 -32 -33 -34 -35 -36 37 -38 38 39 -41 -42 42 -44 leaf_value=-0.0061849210852168747 0.0040488242490688128 0.0013158489752416889 -0.0040992021952692831 0.00013381409845088081 -0.0016035671732553148 0.012908979884101616 -0.0026640518015625847 -0.0017129802412059528 -0.0065334313192882566 -0.0020677341523087085 -0.003701659011573784 0.0011415026151607546 -0.0024470727289446744 -0.014900348895392074 0.0069720835700261326 -0.0050777639859094668 -7.5283195620356008e-06 -0.0014602105308491441 -0.012855282147031742 0.0018524933003226404 0.00028813583925921504 -0.00056915451238793914 -0.009199587534616532 -0.0096705367592359939 0.0022516387119951007 -0.0012242075575354635 0.0079876743793735987 0.0078232921253529614 -0.0029233539018093239 0.0032603475786291362 0.0013278819226988671 -0.006306310980673354 0.0054040369041613145 -0.01078117934279601 -0.0049085418429255599 0.010291455214618316 0.0027330297726147613 0.0053371843670059933 0.0093767579230817806 -0.0017734171641138028 0.001006771209628493 -0.002521735448009493 0.0025622315646669342 leaf_count=55 515 530 51 827 3319 30 154 154 44 525 182 3591 31 45 51 130 883477 274 27 38 2590 6000 97 56 56 82 100 111 226 435 201 41 195 22 615 67 130 240 28 112 5863 158 372 internal_value=0 -0.0133883 -0.0550376 -0.00386651 -0.0283693 0.0464878 0.0604882 0.0883447 0.0757973 -0.0881271 -0.0141964 0.0183124 -0.0277157 -0.313804 -0.00614557 -0.0183454 3.70952e-06 0.0125759 -0.0109771 0.0299883 -0.000887578 -0.00949212 -0.194552 0.0317865 -0.118529 0.067105 0.122613 0.0382508 0.0122166 0.0458862 0.11627 0.0417655 0.0431697 -0.0193784 -0.115041 0.108168 0.012455 0.145425 0.113085 0.0145904 0.039514 0.0807197 0.0334434 internal_count=911847 11205 2085 9120 4333 1014 959 805 775 1555 415 4787 1084 76 1008 957 900642 17165 7296 9869 2725 7269 135 3703 112 233 182 1247 935 709 312 7144 7103 6022 1140 621 174 447 380 140 6908 1045 530 shrinkage=0.0312957 Tree=259 num_leaves=44 num_cat=0 split_feature=0 19 16 17 22 10 16 23 1 19 29 30 22 11 10 19 22 23 29 0 14 1 23 26 10 29 11 23 14 12 22 22 26 9 11 12 19 23 11 29 17 17 30 split_gain=2.06494 2.37889 2.81652 3.34252 2.41829 2.39725 2.21469 2.85994 2.81754 3.03327 2.46775 3.43252 4.66435 4.9388 4.20084 4.25551 8.09379 2.94401 2.63417 5.23067 4.25486 4.23879 5.03378 5.03317 4.84045 8.53898 7.07766 5.0795 5.71248 7.52044 5.79921 8.17976 6.5888 6.65533 5.32744 4.7539 4.76273 5.55087 4.6062 4.53217 4.17463 4.00478 3.89854 threshold=9.0000000000000018 449.25000000000006 231.90067109929115 68.146740997156442 304.25000000000006 0.95498410735119166 178.72951097550643 0.30775700329947603 1510.5000000000002 1995.2500000000002 0.17806642206078702 1.0000000180025095e-35 3832.5000000000005 0.65143113159242205 0.29464480136466936 354.75000000000006 1021.7500000000001 0.85226787516497182 1.3264207353129693 51.000000000000007 15.758933803291551 806.50000000000011 0.67173766579749949 0.93265741482671694 0.96498905275184776 0.96868242470097576 0.46575502880166686 1.0385990467793667 37.675697466772178 380.00714267493646 2979.7500000000005 1903.5000000000002 1.1712488822358249 0.93344290900447313 0.71614210411638524 229.33452377915611 4115.5000000000009 0.60188463544846116 0.79206457776909223 0.47479863314620457 49.334433835268321 45.498655408672697 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -6 7 8 -2 -10 11 12 13 -8 -15 16 17 -16 21 20 -20 -12 35 -24 39 -26 -27 28 29 30 31 -28 33 -33 -34 42 37 -37 -29 -25 -41 -32 -23 right_child=6 2 -4 -5 5 -7 10 -9 9 -11 18 -13 -14 14 15 -17 -18 -19 19 -21 -22 22 23 24 25 26 27 38 -30 -31 41 32 34 -35 -36 36 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.00056329313925604688 0.00018564351238574973 -0.00022271647695532764 0.00029439996017743039 0.0010544088605658598 0.00060008776150977734 0.0035278259396369404 -0.0058714625164717604 -0.00022182155704194962 0.0083643214215413063 0.0014903629968752961 -7.4338623702535057e-06 -0.00013970199339851779 -0.0074206345075570838 0.0098676459472027342 -0.0017109626285301022 -0.0020838159830712075 0.0055784259002578688 0.002225721174978287 -0.0052322852485404909 -0.00071599411739976381 -4.3900583163025895e-05 0.0017257845769496427 -0.00029975515511686734 -0.0018851136321841671 0.0033295243659061703 0.0023526767084394002 -0.00092017165087620331 -0.0042887014427647951 -0.00034871486445641278 -0.0097679229633598624 0.0028191174155644057 -0.0028900275665158363 -0.016174428103807915 -0.011446079923604474 0.00064883309560029984 -0.0010818252865681889 -9.2826851586808607e-05 -0.012669229519581288 0.0014557626660765262 0.0001291734029571115 0.00052740689605091469 -0.0049989645294069027 8.7890131765789334e-05 leaf_count=1792 13645 29252 28549 2155 12608 280 198 85277 79 308 445392 9584 119 36 794 1404 241 243 155 12745 124455 4900 21148 952 426 439 449 174 713 179 237 131 21 278 151 98 858 69 638 66458 42123 88 2006 internal_value=0 0.00501178 0.00221821 -0.00431644 0.0164213 0.0212072 -0.000477598 -0.00491108 0.00831832 0.0924591 0.000119073 -0.0137451 -0.0430532 -0.0351337 -0.024026 -0.0285808 0.01317 -0.0251945 0.000360291 -0.00358254 -0.00160898 0.00128144 0.00602788 0.00458537 0.0072254 -0.0272838 -0.0435631 -0.0606034 -0.0850995 -0.119474 -0.0940258 -0.130774 -0.209115 -0.278173 -0.0448997 0.0305101 -0.0330394 -0.187548 0.00718329 0.00846169 0.009064 0.0224383 0.0399423 internal_count=911847 74636 59956 31407 14680 12888 837211 99309 14032 387 737902 12619 3035 2916 2718 2682 1278 1037 725283 137355 124610 587928 142536 134605 113457 3924 3498 3059 2247 1534 1355 1030 581 409 172 7931 1025 167 812 109533 108581 325 6906 shrinkage=0.0312957 Tree=260 num_leaves=44 num_cat=0 split_feature=16 17 16 17 16 12 6 17 14 16 6 5 23 22 29 29 16 11 14 28 29 16 22 19 11 12 28 22 23 17 26 16 19 14 9 17 17 5 28 29 9 11 11 split_gain=2.01095 4.1233 8.35988 3.80268 6.3145 4.16493 4.05911 4.05493 4.01756 3.44726 5.97401 6.62545 4.76177 3.323 3.02439 2.99703 3.01681 19.6957 11.751 6.49465 5.93901 5.34584 5.51507 4.32491 4.27073 3.62847 3.62056 5.92823 4.72413 3.07504 2.97133 3.08726 2.93488 5.46691 3.51563 3.19452 2.84252 3.62914 2.75751 2.8826 2.72735 4.42523 2.67361 threshold=217.61790137629586 48.616058375733409 226.89076453974567 46.099008739170159 230.78503884810735 95.461940777125605 0.60606060936320594 44.699389602029783 13.882418158158089 233.83825861722104 0.53333333581468612 124.00377655029298 1.1084120255165317 192.25000000000003 0.087957119080284377 10.328914835164836 229.87410912394202 0.7778001792114696 46.585502525010213 523.75000000000011 1.1623453017570669 230.62918672117101 834.25000000000011 602.25000000000011 0.86806076128602372 237.8198051533947 956.25000000000011 7248.5000000000009 1.3035967769493844 56.360587801314971 0.72296117589241848 222.48344404186798 3111.5000000000005 62.245034555012779 0.94800958241245725 51.649514368714883 45.053193787608869 20.000123977661136 1718.5000000000002 0.94655088636439799 0.84455322356131368 0.7354410331384017 0.87880280638901331 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 30 4 7 6 13 -4 -7 -5 11 12 -11 -6 -10 16 -3 26 19 -19 21 29 23 -23 -24 -22 -18 28 32 -21 42 -32 38 -34 35 -35 37 -33 39 -28 -17 -42 -2 right_child=1 15 3 9 5 8 -8 -9 14 10 -12 -13 -14 -15 -16 40 17 18 -20 20 25 22 24 -25 -26 -27 27 -29 -30 -31 31 36 33 34 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-4.8714202558131592e-05 0.00055837093525682639 0.00021971658846452042 -0.00074854150872083859 0.00035478592393361602 -0.0082099892363601268 0.0034325923337208877 0.00058090859650774325 -0.00010322072346442715 -0.0063183553000980865 -0.014191698849846496 5.2850529783679112e-06 0.0024249021810261095 -0.0019034430370128189 -0.0001214165143253036 9.8482941220806518e-06 0.00059308436608831517 0.0021652700365464303 0.0020366287444494977 0.0040436519266547977 -0.0023554659635784151 -0.0011567592051685302 -0.0031604144406410491 -0.011660202373289135 -0.017539323966834993 -0.0010095806565214814 -0.014633198690967228 -7.7279973079781076e-05 0.0022536705618354819 0.0015908256724731713 -0.013177113909916339 -0.00094552061402368047 -0.0095684241223983196 -0.011578639569405139 0.0026763776399800899 0.0075299605755930737 -0.012254323280480449 -0.00025386783506100164 -0.0011412578021861004 0.0016449630440648973 -0.010216356898062138 -0.011943045517218044 0.0014265505937363513 -0.00055613305514925332 leaf_count=422265 5970 131614 15417 44393 50 336 26768 25004 74 94 473 58 46 9786 173102 79 1047 84 129 131 177 24 87 140 64 22 53 465 196 32 9765 51 113 25 30 32 37429 2689 112 57 67 38 3259 internal_value=0 0.00142164 -0.000367374 0.00180434 0.000283192 0.00248514 0.0121785 -0.011163 0.000440234 0.0102613 -0.0608795 -0.206717 -0.324457 -0.00519348 0.00022828 0.00612931 0.00630361 -0.024946 -0.149879 -0.197188 -0.229729 -0.290162 -0.366236 -0.493201 -0.228339 -0.084568 0.0272561 -0.0132814 -0.0774586 -0.143149 -0.0112181 -0.0142648 -0.137044 -0.224906 -0.0364818 -0.182318 -0.0103879 -0.041479 -0.057889 -0.170348 -0.121409 -0.227013 0.00526623 internal_count=911847 489582 354764 295601 250537 210116 36604 40421 173512 45064 671 198 140 9836 173176 134818 134634 3020 890 761 677 478 315 164 151 199 2130 1083 618 163 59163 49934 422 200 87 57 40169 2740 222 110 184 105 9229 shrinkage=0.0312957 Tree=261 num_leaves=44 num_cat=0 split_feature=26 27 28 29 24 5 29 13 29 28 15 18 20 5 27 27 8 28 27 24 29 10 15 8 26 26 22 20 28 6 27 22 11 10 11 6 5 8 24 9 6 27 18 split_gain=1.92052 2.83257 2.27217 1.95776 4.55106 6.58258 9.19845 11.6828 5.70016 5.60757 5.94176 4.43007 5.21369 4.13257 6.7107 4.54049 5.95676 4.19028 3.95577 10.4098 6.10065 5.18375 4.75896 6.42281 6.9955 4.12794 7.6488 7.47422 4.33828 3.79697 6.93317 8.42541 3.84954 3.74504 11.0543 4.45728 3.89788 3.65742 5.37365 3.75568 3.69895 7.00583 6.4854 threshold=6.9053330272255842 4.5000000000000009 6653.0000000000009 1.3264207353129693 1.5000000000000002 156.00888824462893 3.3580193081314071 194.12706261390471 10.328914835164836 6653.0000000000009 0.27051456411200825 2.5000000000000004 1.614300104673746 28.00000095367432 4.5000000000000009 8.5000000000000018 562.50000000000011 411.75000000000006 30.500000000000004 17.500000000000004 2.5161017411713336 0.94212409280391995 0.50678293363996019 1150.5000000000002 2.2982503770739071 1.5256267489006912 740.25000000000011 1.7383644418862012 658.25000000000011 0.76666666785137827 42.500000000000007 532.75000000000011 0.84899874686716803 0.55516073675122735 0.85559530096143377 0.96153846497099094 471.94812011718756 830.50000000000011 18.500000000000004 0.7400314440054826 0.76041672318457076 23.500000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 37 -5 11 9 8 -8 -7 -11 12 13 14 -6 16 -16 -18 21 25 29 22 23 24 -13 26 -20 -27 -29 -21 32 -32 -31 34 -12 36 -35 -1 39 -39 -41 -42 -43 right_child=1 -3 -4 4 5 6 7 -9 -10 10 33 18 -14 -15 15 -17 17 -19 19 20 -22 -23 -24 -25 -26 27 -28 28 -30 30 31 -33 -34 35 -36 -37 -38 38 -40 40 41 42 -44 leaf_value=-2.1515361746084635e-05 -0.0014675198945148374 0.00099495703564862455 -0.011751830833225899 0.00076222216065715317 0.0053756623375229521 0.0010206586185838194 -0.0055621511483810353 -0.0013393302484201299 -0.016899896668391687 -0.0098974253298248511 0.00018472650770346913 -0.0012005773933999352 0.0011580755387134258 -0.00023273294567683137 -0.0020515785524028952 -0.0018027159642758858 -0.01790140582595167 -0.0059495472987922543 -0.0030850908468515359 0.00020404311809973656 -0.0099356979054878898 0.0025857010701451576 0.00040790646183809395 0.00068983975103607321 -0.012759327279234735 0.0025944576808734116 -0.012872696249704085 -0.016694828468932183 0.0012327745617333331 -0.0027222831149250055 0.0018977069738905171 -0.012820275546904677 0.0027833616271636294 1.583721832652679e-05 -0.021786901946692288 -0.011821410142307679 -0.009370627715142972 -0.0014945934656769597 0.00098956874967993762 3.6140111775789778e-05 0.00047602026334142561 -0.007485097647318458 -0.00093457066915947579 leaf_count=585516 247 3186 23 5676 97 1782 572 1555 47 80 70 3715 2637 95424 117 550 59 56 201 5493 62 945 28528 2484 52 145 128 39 20 303 58 111 211 1168 33 34 45 1422 7044 122631 37506 163 1612 internal_value=0 0.0234579 -0.0748854 -0.000160305 -0.00342877 -0.00450289 -0.0388151 -0.0890473 -0.205236 -0.00481612 -0.051459 -0.00319624 -0.00686408 -0.00806529 -0.0763187 -0.107092 -0.224415 -0.386039 0.00534349 -0.0168181 -0.00535671 0.00954391 0.00755828 -0.0174313 -0.0434608 -0.150957 -0.220255 -0.039197 -0.339269 -0.00222337 -0.0725403 -0.248249 -0.0147683 -0.0357674 -0.219031 -0.0206302 -0.0106207 0.000499088 0.00457683 0.00341056 0.00385994 0.0123051 -0.0490838 internal_count=911847 3456 270 908391 152497 146821 5386 2174 619 3212 1430 141435 98940 96303 879 782 232 115 42495 6771 6238 35724 34779 6251 3767 533 329 204 59 6176 683 169 514 1350 103 1247 1213 755894 170378 163334 161912 39281 1775 shrinkage=0.0312957 Tree=262 num_leaves=44 num_cat=0 split_feature=33 30 8 15 13 25 6 7 7 7 5 26 22 7 4 4 9 31 8 7 1 9 9 11 9 6 22 14 8 4 4 26 14 7 26 7 14 26 7 26 4 26 26 split_gain=1.86166 4.21427 8.11188 4.01428 3.38207 3.09509 6.77995 3.0718 4.84821 4.43665 4.86549 4.25613 3.14559 3.032 2.98357 2.90635 2.67784 2.91452 2.66062 3.63008 2.64943 2.61902 2.31453 2.31236 5.21476 2.2552 2.24106 3.3551 5.7871 3.33151 4.52218 4.88584 3.82057 3.58629 3.40787 5.22072 3.80753 3.59971 2.61576 2.49367 3.09236 2.40621 2.67816 threshold=2.5000000000000004 2.5000000000000004 458.50000000000006 0.65795809598765354 19.474447646915269 423.25000000000006 0.53086421534632977 -81.206012725830064 -69.421695709228501 -85.21825790405272 114.0073699951172 0.61173530729335857 431.25000000000006 -10.422593116760252 93.000785827636733 16.242072105407718 0.91518066340875637 2.5000000000000004 2378.5000000000005 -84.31496429443358 697.50000000000011 0.94226996102824023 0.94696061123698305 0.85227671451355669 0.94588820642931692 0.64285714653979309 606.75000000000011 22.982858235654909 991.50000000000011 29.00000095367432 20.305545806884769 0.75110783832433325 23.031768060545112 -40.601293563842766 1.1758291302926112 -31.58963584899902 21.962038901391026 1.2052974882056009 -50.835456848144524 0.84018011443398766 18.384776115417484 0.64696340002521968 0.85693949673146996 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 5 -3 6 -4 9 11 23 18 -9 -13 15 16 -6 17 -2 19 20 -11 -15 -21 -7 -25 -5 27 28 -10 30 31 -28 34 39 -32 37 -37 -36 -30 -33 -41 -31 -43 right_child=14 2 3 25 13 7 -8 8 26 10 -12 12 -14 21 -16 -17 -18 -19 -20 22 -22 -23 -24 24 -26 -27 29 -29 38 41 32 33 -34 -35 35 36 -38 -39 -40 40 -42 42 -44 leaf_value=-3.9386286890674705e-06 0.00071719481474348198 0.010692278624543215 -0.0089231436258605662 -0.0055016985792814485 0.0052405647778070814 0.00094810716906928614 0.00054265640257405122 -0.0078032888454666128 0.00076455227639228216 0.0010850173033562266 -0.008609789401429379 -0.0081388484824500423 0.0024307389940183659 -0.0058823607466822721 0.0024686669419013269 0.0019792408576985304 -0.00047064535574364163 -0.00034631939959059574 0.0032238895214867949 -0.0035796502520726039 -0.011202487069188896 0.0010654004937592683 0.0006167793304673704 -0.012476783951004621 -0.0001902378895307941 -0.00031965690990602209 0.0037442879978409321 0.002662287306163514 0.00080362808934008516 -0.00370401572228251 -0.00084505891134870786 0.0021263671691057313 -7.7174416137370856e-06 0.00094541419464045013 -0.010349636947647223 -0.012172510943356809 -0.0042326785113438927 0.00083303464017996868 -0.011338182344656606 -0.0083153135824368587 -0.001612401949471812 0.0044960633404184571 0.00081634984619114565 leaf_count=841276 4723 42 111 83 360 1157 223 42 3898 23 111 28 1828 55 395 1043 20939 5420 98 239 68 1571 279 42 174 9141 517 949 25 111 1994 102 6185 2096 32 84 200 237 57 93 245 201 5350 internal_value=0 0.000345792 0.0104953 0.00628938 0.0598303 0.0124826 -0.0831795 0.0136899 0.0169266 -0.0221701 -0.0804696 0.0654514 0.0725749 0.0559226 -0.00748096 0.0899827 -0.00857849 0.00475774 -0.0499107 -0.0745192 -0.258721 0.0265337 -0.0421595 0.0125633 -0.0824167 -0.011704 0.0128106 0.0316392 0.0188993 0.00749132 -0.0020868 0.0310418 -0.0136697 0.0129793 -0.0462655 -0.115724 -0.210287 -0.0158886 -0.244008 -0.069097 -0.110453 0.0274274 0.0303425 internal_count=911847 880370 39094 36023 3071 26799 334 26465 24274 2191 818 1898 1856 3029 31477 1403 31082 10143 707 609 91 1626 518 1373 216 9224 22376 4929 3980 17447 11785 3053 8732 2536 2547 553 284 269 82 440 338 5662 5551 shrinkage=0.0312957 Tree=263 num_leaves=44 num_cat=0 split_feature=26 29 5 8 26 15 22 6 5 7 20 9 4 6 11 16 26 11 9 11 11 8 22 20 20 13 26 5 6 5 6 8 5 29 7 29 7 14 17 20 16 26 11 split_gain=1.96883 2.07975 4.8897 8.52842 9.39138 9.35125 4.04345 3.59269 6.57432 4.39888 3.40768 3.03471 4.7941 2.86193 6.94087 2.44896 2.39957 2.8085 3.15133 3.71732 2.27071 2.92056 2.02231 2.71169 5.90267 5.03578 4.66937 5.98313 3.73172 3.3656 3.21333 4.88011 3.56652 3.16406 3.04824 2.95211 2.83662 2.74498 2.67305 2.60634 2.58048 2.56064 2.55271 threshold=6.9053330272255842 6.5330737699749024 144.00006103515628 13269.500000000002 3.0901678115694309 0.46051829658369031 9504.0000000000018 0.87234042785681021 81.84830474853517 -21.753420829772946 0.6152289364262602 0.92100129255506047 66.140941619873061 0.80000000533120208 0.71818913775435522 237.11762480324231 2.174768993839836 0.43015844498057942 0.86930404401291839 0.70955524022474503 0.69126169825158534 9841.5000000000018 282.25000000000006 1.0062853576056385 1.1403593688965883 27.529469677229134 0.83576468222137523 25.746577262878422 0.5191342681355936 18.000169754028324 0.56498534072803064 200.50000000000003 34.999164581298835 0.99999216791979961 -1.0000000180025095e-35 0.45310792145388673 -4.1820142269134513 12.070119205618917 49.40564240540975 1.297533241971925 218.442046833337 0.27150819573881518 0.83703998115762834 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 7 4 5 6 -4 10 9 15 -3 -6 -13 16 -15 -9 -5 -18 19 -19 21 -10 23 25 33 28 27 -27 37 35 31 34 -33 -25 -31 39 40 41 42 -26 -30 -1 -38 right_child=-2 2 3 13 11 -7 -8 8 20 -11 -12 12 -14 14 -16 -17 17 18 -20 -21 -22 -23 -24 24 29 26 -28 -29 36 30 -32 32 -34 -35 -36 -37 38 -39 -40 -41 -42 -43 -44 leaf_value=0.0019857371474960917 0.00074501995122868651 0.010753464605236629 -0.010028549181049024 0.00040439067140534004 0.00063801995117598919 0.0030227426220221019 -0.020091489181571234 -0.0099320857141832874 -0.0083738177304200703 -0.00066690356912557126 0.0011087420623392119 -0.0013741254220833634 -0.018693920365103874 0.0006381964933956472 -0.012060118630894118 -0.023590611838316355 0.0015749421992294478 -0.0056019206509197901 5.4642213104013087e-06 -0.020156591688242517 0.0020616826154518956 0.00034322166874720209 5.4551744717243971e-06 0.0035153192405468414 -0.0055656653489732609 -0.012559963221688409 -0.0007500777901942176 -0.0033822128840831408 -0.00035822362893961107 0.0077348336754477064 0.0010187168866948803 -0.0053464193863991885 0.00071914541140283533 -0.0010035397285199667 -0.00078209408755037407 -0.0070239877369007849 -0.0016101741182620124 0.0037328637286462513 -0.0024966355161555468 0.0068954699093135008 0.0032590094377898432 -0.00036964300070711656 0.0007852283961665888 leaf_count=602 3461 37 116 1160 190 42 59 36 59 35 1185 49 23 106 70 20 82 68 59 23 220 104 893442 697 31 84 547 405 1365 69 978 320 135 194 102 136 1118 239 1390 35 225 1815 714 internal_value=0 -9.04278e-05 -0.0236138 -0.056513 -0.173296 -0.327153 -0.428851 0.0160942 -0.0578057 -0.299416 0.0447591 -0.0458649 -0.220696 -0.0208375 -0.140986 -0.473232 -0.00564625 -0.0984855 -0.179835 -0.296545 -0.000399626 -0.0898534 6.90106e-06 -0.0133464 0.0142824 -0.0221088 -0.0874435 -0.158448 -0.0130452 -0.0185773 -0.00325777 -0.0592023 -0.11333 0.0808869 0.0848219 -0.140224 -0.0296527 0.0170433 -0.0467085 0.0333117 0.00490958 0.00693416 -0.0216194 internal_count=911847 908386 3743 2047 479 217 175 1696 474 91 1222 262 72 1568 176 56 1392 232 150 91 383 163 904643 11201 2697 8504 1036 489 7468 1806 1604 626 455 891 171 202 4812 2656 3222 66 1590 2417 1832 shrinkage=0.0312957 Tree=264 num_leaves=44 num_cat=0 split_feature=0 19 16 11 10 22 27 16 4 27 22 29 30 14 11 14 27 6 22 7 21 27 19 14 29 21 4 7 7 27 27 4 27 27 29 22 8 16 19 11 21 32 21 split_gain=1.91215 2.44764 2.53883 2.4687 3.70998 2.14296 2.63702 2.04248 2.8118 2.20215 8.954 6.07799 7.1942 7.36299 7.03074 5.8406 5.54912 5.54501 4.55385 8.16493 8.16368 7.10866 14.5674 6.52173 6.32443 6.16681 5.69702 6.39235 6.57919 6.77887 6.32964 5.68372 4.5991 4.37911 5.64749 5.14107 4.22745 4.22547 4.22115 4.14963 4.12043 5.29787 4.0458 threshold=9.0000000000000018 449.25000000000006 230.03795768307324 0.65463540254811614 0.86889958476910312 304.25000000000006 18.500000000000004 179.7798362361705 11.999999046325685 14.500000000000002 516.25000000000011 0.73123697966186219 1.0000000180025095e-35 30.818508180204937 0.82501221896383192 19.128213911419902 25.500000000000004 0.20481347581903903 539.75000000000011 -89.940933227539048 1.5000000000000002 2.5000000000000004 1080.2500000000002 18.475180936117791 1.7081007310985883 5.5000000000000009 9.0186896324157733 -9.4112558364868146 -86.805343627929673 8.5000000000000018 8.5000000000000018 133.21856689453128 8.5000000000000018 50.500000000000007 0.47479863314620457 537.75000000000011 416.50000000000006 210.73118830745784 558.25000000000011 0.89204971377947395 4.5000000000000009 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 4 -3 -1 -7 8 -2 18 39 15 -13 17 -15 33 -17 -14 20 21 23 22 36 26 -24 42 -9 28 29 -28 37 -23 -25 -12 -35 -36 -20 -29 -22 -11 -16 -42 -21 right_child=7 2 -4 -5 -6 6 -8 9 -10 10 11 12 13 14 40 16 -18 -19 19 25 38 31 24 32 -26 -27 27 30 -30 -31 -32 -33 -34 34 35 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.00050314009906933565 0.00028571578853082123 0.00090293846073062059 0.00025369838969054774 -0.00030796774395265726 -0.00085226972096746597 0.001040626057712697 0.00013638613977863491 0.00095645035505495957 -0.00020505132886848611 -0.00045225866824210714 0.00011770775602997042 2.6552329480025988e-05 -0.0085168374722724999 -0.0010833561583049576 -0.0015941827670632317 0.00044516850942664742 0.0016863864669521597 -0.00025839275894539961 0.00015369427138520718 0.00032335244698829545 0.00050639857335203916 -0.00037619104616274859 -0.00075276700587084894 0.00090347953671150033 -0.010439842490492113 -0.00056848462173665583 -0.0012809454940295849 -0.003156252302969371 0.0032470369362069813 -0.011547679659308559 0.0012071675822790929 -0.0083689999797764703 -0.0029026959915921476 0.0055099242294821722 0.001179477426748348 -0.010316505693598222 -0.0091110005045570239 -0.0069143790055315778 -0.00016091864853314257 0.0001287350355775328 -0.0081061786731878426 -0.0014571628623182341 1.4364708615512963e-05 leaf_count=1779 13101 4240 32160 21862 1634 7415 5503 587 89868 64005 21844 243604 80 3038 347 10542 5302 17205 56 52060 52816 8888 1523 2099 69 15363 723 700 303 69 206 88 365 46 55 124 348 504 11264 14830 365 173 204694 internal_value=0 0.00489783 0.0020603 -0.00495029 0.0132505 0.0164619 0.0209429 -0.000385953 -0.00455685 0.000198933 -0.00146612 0.00100596 -0.000689474 -0.0183545 -0.0574659 0.0128481 0.0274966 -0.00947782 0.0020001 0.000218024 0.00924472 -0.0265274 -0.0805048 -0.0275263 -0.0374691 0.00129642 -0.0581108 -0.0788896 -0.0215666 -0.069511 -0.123406 -0.0145244 0.0108532 0.0023315 -0.136464 -0.216778 -0.250091 -0.15112 0.0124329 -0.0109589 -0.135902 -0.190701 0.0024609 internal_count=911847 74593 59896 27736 5874 14697 12918 837254 102969 734285 381560 302725 264812 21208 3923 37913 15844 17285 352725 283089 69636 10972 1996 5556 1592 272117 3092 2505 1095 792 1410 8976 2464 22069 225 179 404 1204 64080 78835 885 538 256754 shrinkage=0.0312957 Tree=265 num_leaves=44 num_cat=0 split_feature=20 27 22 1 22 29 21 13 27 21 29 16 25 25 1 13 1 10 23 21 23 30 10 27 20 19 22 21 13 10 29 6 5 8 10 25 10 13 10 21 16 27 17 split_gain=1.9943 4.21451 9.91292 8.48873 8.11915 7.80434 10.2388 10.3614 9.63048 9.70776 7.14496 6.47441 7.87504 6.42252 6.27238 6.17042 6.15722 5.90962 5.47036 5.41435 5.85655 6.7862 5.22172 5.05414 7.38214 6.21019 11.5142 6.39594 7.41816 6.09352 5.53684 8.31547 5.44757 5.35527 4.90922 4.85634 5.83275 4.74505 4.67413 4.62546 4.5568 6.6827 5.36505 threshold=1.0819902016814165 22.500000000000004 1154.2500000000002 2945.5000000000005 480.25000000000006 0.72594264693587507 11.500000000000002 40.981090293962545 46.500000000000007 9.5000000000000018 1.8065449062525685 188.03660001347473 598.25000000000011 680.25000000000011 516.50000000000011 149.16626233677161 2021.5000000000002 0.89783043848125021 1.268350734725445 7.5000000000000009 2.0062428173513318 1.5000000000000002 0.90375729219749579 7.5000000000000009 0.6983768831472954 2454.2500000000005 2164.2500000000005 5.5000000000000009 108.82638540181875 0.39291800229658108 1.888536947796102 0.39515001196272931 108.65002822875978 1077.5000000000002 0.97280064277477696 929.75000000000011 0.61678549793533255 36.788147742408007 0.68669155974655283 18.500000000000004 212.69599830320854 35.500000000000007 44.513720467589302 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 23 4 16 39 14 7 8 10 37 11 13 40 -7 38 -5 18 -11 -4 34 -21 -22 35 29 33 26 32 -27 -29 -1 -28 -32 -26 -25 -9 -14 -37 -10 -6 -3 -13 -42 -43 right_child=-2 2 3 15 5 6 -8 19 9 17 -12 12 22 -15 -16 -17 -18 -19 -20 20 21 -23 -24 24 25 27 30 28 -30 -31 31 -33 -34 -35 -36 36 -38 -39 -40 -41 41 42 -44 leaf_value=0.00089657900074039646 -9.7874095323420603e-05 -0.00074469600745492815 -0.002762732364832321 -0.013139115295851034 0.00072196446508701964 -0.00240329924774896 0.00051086196045567868 -0.00022688564760609388 -0.0028675875339774426 -0.00043179820900657263 -0.011514135620662103 -0.00069268328307243348 -0.0005662553426887734 0.00014270420020342915 0.0023847069317892503 0.0024465783268919172 0.0030148078516561727 -0.011313171751883381 -0.014425647627671307 0.00085900122839248523 -0.00077142391436464263 -0.012053938558355654 -0.0085985078530489908 -0.00013454150790827326 0.00016756307090691393 0.00090145510632925877 -0.0012809621290396781 9.697397764482105e-05 -0.0095897368498395977 -0.00011641173297543566 -0.013394431728300488 -0.0028291724593166668 -0.0062899219025359318 -0.0015970374619703953 0.010895098429407252 -0.0094859118360813444 -0.00049358862877542733 -0.015697075152361153 -7.0087399399566176e-05 0.0030834559921773985 0.00054443465930328113 -0.0043769713339938043 -0.00039033232381686749 leaf_count=6029 160296 19947 469 126 14521 3015 19683 11689 40 311 57 5279 40168 1431 1522 31 178 58 43 11736 190 72 80 58775 338148 14499 2261 209 123 164649 94 326 128 2559 39 132 152 96 14669 314 16136 474 1093 internal_value=0 0.000757828 -0.00372877 -0.111632 -0.00316774 -0.000507049 -0.0043816 -0.0087995 -0.0150358 -0.152621 -0.0140143 -0.0137175 -0.0111351 -0.0506087 0.0136139 -0.321504 -0.0638782 -0.0684487 -0.119577 0.00921134 0.0241468 -0.123722 -0.0195198 0.00200772 0.00388343 0.00563011 0.00475876 0.025662 -0.111574 -0.00257636 -0.0605174 -0.165958 0.00527611 -0.00624879 -0.00606795 -0.019015 -0.149321 -0.381001 0.0103506 -0.0218997 0.00365248 0.0113418 -0.0510053 internal_count=911847 751551 163751 847 162904 142643 111931 92248 68522 505 68017 67960 63514 4446 30712 157 690 369 512 23726 11998 262 40532 587800 417122 355788 340957 14831 332 170678 2681 420 338276 61334 11728 40452 284 136 29190 20261 22982 17703 1567 shrinkage=0.0312957 end of trees feature importances: Column_16=965 Column_17=791 Column_11=489 Column_27=477 Column_26=473 Column_25=467 Column_29=440 Column_14=408 Column_20=388 Column_28=388 Column_7=377 Column_22=352 Column_0=347 Column_13=346 Column_1=344 Column_21=340 Column_4=327 Column_9=325 Column_24=323 Column_5=309 Column_19=304 Column_23=300 Column_6=269 Column_12=269 Column_8=267 Column_10=245 Column_18=241 Column_30=236 Column_15=230 Column_32=176 Column_2=103 Column_31=62 Column_33=60 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0312957] [num_leaves: 44] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 13762] [feature_fraction: 0.565426] [feature_fraction_seed: 20849] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 29915] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 130] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_29.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:46527.857142857145] [0:1] [0:554] [0:900.29925537109375] [0:1] [-90:90] [1:402150] [0.20000000000000001:1] [0:1] [0.10526315789473684:1] [0:3981.8458505361982] [0:1051.0701942889702] [0:582.10542021879837] [0:1] [0:255] [0:125.91889914146225] [1:8] [50:331713] [6.2249252230857579e-06:10.508591065292096] [1:22] [50:331713] [6.2249252230857579e-06:97.348547717842322] [1:39] [53.5:331713] [6.2249252230857579e-06:62.677966101694913] [1:67] [82:331713] [6.2249252230857579e-06:167.02434456928839] [0:3] [1:18] [1:18] [0:3] tree_sizes=3639 3729 3750 3751 3741 3722 3731 3751 3774 3767 3778 3737 3768 3746 3774 3731 3746 3771 3746 3770 3794 3774 3745 3752 3768 3798 3760 3760 3745 3769 3762 3748 3761 3735 3757 3752 3741 3754 3729 3745 3778 3750 3781 3738 3748 3758 3753 3734 3732 3774 3731 3762 3735 3703 3687 3728 3765 3692 3714 3744 3757 3660 3712 3735 3731 3709 3722 3756 3696 3701 3720 3728 3723 3704 3643 3699 3696 3709 3675 3665 3709 3616 3679 3749 3760 3677 3649 3623 3738 3633 3740 3671 3666 3648 3723 Tree=0 num_leaves=44 num_cat=0 split_feature=26 0 32 8 11 11 12 30 0 11 0 8 20 0 20 8 0 8 12 19 0 8 9 28 9 11 8 8 8 30 9 0 11 8 4 29 19 8 11 12 32 11 9 split_gain=13153.6 4442.18 3776.48 1541.36 1025.45 747.409 667.248 617.492 408.966 384.08 342.657 330.921 318.439 315.496 301.873 276.269 254.89 220.654 217.324 199.594 177.717 174.571 192.337 168.064 205.686 158.762 142.867 106.46 100.091 87.5155 82.2787 75.1854 73.3218 72.6101 71.8056 70.4026 66.8626 66.5073 65.4653 65.0797 61.7207 60.8392 57.7729 threshold=0.75899778791924921 40.500000000000007 1.5000000000000002 622.50000000000011 0.86364410585156637 0.85423665651696801 76.302038200428285 1.0000000180025095e-35 49.500000000000007 0.87051160874412303 24.000000000000004 607.50000000000011 0.68830780238722489 40.500000000000007 0.56951667683816709 472.50000000000006 31.000000000000004 691.50000000000011 73.802038200428299 1152.7500000000002 24.000000000000004 2324.5000000000005 0.92908559975248128 1327.2500000000002 0.9338061172210681 0.85690923192126667 878.50000000000011 619.50000000000011 857.50000000000011 1.0000000180025095e-35 0.88000142429853312 24.000000000000004 0.85853798791006897 802.50000000000011 60.377433776855476 0.49029211567498859 2481.5000000000005 2231.5000000000005 0.91403882045539386 69.127416997969533 1.5000000000000002 0.87304211530598341 0.94101994675829792 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 6 8 16 10 11 15 26 -3 -9 33 -4 39 35 -7 38 25 -17 22 -13 24 34 30 32 -26 -20 36 -12 -11 -5 -8 -10 -1 -19 -14 -6 -2 -24 -28 -22 right_child=1 5 14 7 18 17 13 12 23 31 19 21 37 -15 -16 20 -18 29 28 -21 42 -23 40 -25 27 -27 41 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=0.51646832755661309 0.52060243466286027 0.52261182558921537 0.49701207402984282 0.54604738700344158 0.52591107981980878 0.53181721314124142 0.52905347914187906 0.5125907526929897 0.50767853942004126 0.54547039549462406 0.51977541158103657 0.5181461218410468 0.53724919259674653 0.518709672519718 0.51301790967694316 0.54022150667471336 0.51032766045530553 0.54091759112495108 0.53711442293474854 0.55006873701118097 0.51915863580635613 0.54286853944680724 0.53360996320371445 0.53239489043682875 0.51712039312180824 0.54686732724043385 0.55079205272123766 0.52526170136448003 0.55065766132877403 0.52638939232677795 0.5411353363810546 0.53936842868265678 0.5504693944531982 0.53761048849522763 0.53749575496490909 0.52246303035018982 0.5515759298177848 0.5441087976921819 0.53521276825742192 0.53031821249128608 0.51510914494231397 0.55571630080849843 0.53380502793315587 leaf_count=23140 4496 20931 39442 58766 14213 23540 29373 2681 6843 27230 1025 5209 26918 18725 7919 46158 29582 29453 15679 28384 1579 9371 50049 8903 12172 37896 54823 34383 3793 2108 65982 19320 32644 6843 484 20839 3709 11203 6032 27218 1030 18878 33202 internal_value=0 0.0659738 -0.216215 0.117219 -0.145987 -0.0567082 -0.189393 0.155317 -0.0943041 0.0360452 0.171094 -0.0497489 0.0399333 -0.106013 -0.465655 0.00447163 -0.251668 0.038784 -0.00554857 0.133378 0.0354702 -0.0148449 -0.0358838 -0.155753 -0.176783 0.113249 0.201541 -0.152272 0.0698771 0.0888255 0.0839932 0.112455 0.175128 -0.0515236 -0.332524 -0.203391 0.101384 0.0633614 -0.0780943 -0.0746415 -0.0172166 0.2343 -0.0185104 internal_count=922168 706588 215580 498403 168219 208185 128502 339200 149375 159203 298398 86590 40802 54941 47361 112653 73561 58810 39717 133287 80939 65659 56288 62785 53882 104903 165111 46555 19472 35270 67007 46550 91410 36216 7327 43979 33162 38121 20245 31714 51079 73701 34781 shrinkage=1 Tree=1 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 16 17 29 29 16 16 17 17 16 23 16 20 12 16 16 29 13 16 4 12 30 4 17 29 11 16 17 17 11 split_gain=20905.1 5270.71 3031.72 2475.32 1531.27 1247.65 625.25 495.371 394.607 361.366 318.365 310.076 158.807 132.134 126.159 109.955 83.409 75.8418 71.5714 66.077 94.2309 65.0231 60.9957 60.1964 58.8882 52.4049 49.5479 46.0095 41.3791 40.2885 37.4456 31.1457 31.0533 28.4268 27.1964 26.3114 26.2122 25.7396 24.5785 23.9127 23.0746 23.0172 20.9223 threshold=215.43754815100155 1.5000000000000002 195.0830627705628 228.61413638250505 1.5000000000000002 0.60044819558599316 1.5000000000000002 84.931623897432814 173.75666785206261 235.00176691119597 207.43428071013457 223.1971298337007 0.66674868766404216 76.143165681205176 231.91914288516233 46.515502590935007 0.74126708169271882 0.53074395766871241 240.96231318674134 155.27253658472736 41.203427635847049 72.713859581385819 188.60589237618868 0.51634204938368511 202.07528585204577 0.76885730527593188 73.802038200428299 231.91914288516233 220.8252254020295 0.54023283079116535 26.507744793427651 211.16563154886649 18.384776115417484 71.109650045003164 2.5000000000000004 24.981993675231937 47.407958797753274 0.60702314892662979 0.84314757481940161 166.021516328888 40.170346879313961 50.957540335186671 0.87731788486098838 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 17 7 8 19 27 13 28 29 24 25 40 42 -3 -11 38 39 26 -17 -8 36 -7 -12 -5 33 -6 -15 -28 -13 -2 -19 -16 -4 -38 -1 -21 -10 -35 -9 right_child=1 5 4 9 12 14 23 16 15 18 21 32 -14 30 35 22 -18 34 -20 20 -22 -23 -24 -25 -26 -27 31 -29 -30 -31 -32 -33 -34 41 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.02714132709629874 -0.002637669085805529 -0.035395905729462017 -0.0019918400628247982 0.012718273765690614 -0.035197503547508981 -0.014753083971498207 -0.035931890878283933 -0.01639420745083808 -0.0016748599946276115 0.018517322615290738 -0.0072054625406954391 0.0061006875470727773 -0.01565113812656637 -0.026264719958578719 -0.0013376952434096998 -0.01895442156701431 0.0012464552646594337 -0.018843726666466179 0.022648166377332867 -0.01778831101845374 -0.023813837986763568 0.0092501098669478064 -0.014538842849249741 -0.026593274933916309 -0.0068795551982612146 -0.0022336533943308743 -0.003506948495275124 0.015449364227548064 0.0054764419602608746 -0.026397830076340022 0.0063641590263523425 -0.0005669520589050254 0.0094990426072622675 0.0013634674485899457 -0.029429155242814996 0.011177268406514208 -0.015235453864524238 -0.010279215845188854 -0.020403816725975056 -0.0096151521282973988 -0.010506825215051283 0.0039700707659965631 0.0048796607583165797 leaf_count=27943 5310 13263 1844 72791 8817 3333 13192 2400 2260 86281 10569 17876 4245 207 1288 43119 7530 2335 32249 6552 31408 2770 29480 5463 45126 4267 34105 65670 44270 4348 4015 49348 95165 29988 3248 3482 7035 35251 3399 2886 6191 51559 290 internal_value=0 0.128676 -0.176117 0.153509 -0.0935323 -0.270004 -0.270296 -0.250502 -0.264718 0.222013 -0.0675581 0.0814078 -0.377399 -0.109182 -0.0232399 -0.216827 -0.0373346 -0.431974 0.262541 -0.318489 -0.291987 -0.0273593 -0.229394 -0.443741 -0.117359 -0.103247 -0.0318081 0.187318 0.0483204 -0.431632 0.0636851 -0.0236386 0.119789 0.0356382 -0.334198 0.104234 -0.143333 -0.148423 -0.353027 -0.204367 -0.108872 0.0402546 -0.188483 internal_count=922168 532375 389793 501159 207680 31216 182113 163458 153238 256991 190270 244168 17410 93478 12370 81050 10220 18846 118530 72188 40846 96792 72599 18655 89256 7600 94022 138461 131127 13165 4222 83453 113041 86857 5583 4770 44130 42286 31342 9438 8451 81547 2690 shrinkage=0.0748119 Tree=2 num_leaves=44 num_cat=0 split_feature=29 17 32 11 0 0 12 1 17 17 1 0 32 0 11 14 23 14 32 31 17 17 14 1 17 11 32 32 11 0 17 14 17 1 14 0 23 11 17 0 32 17 31 split_gain=9810.11 5305.78 2837.79 824.319 719.894 638.998 517.985 500.011 342.205 316.311 266.274 245.034 228.375 214.566 214.556 187.903 167.896 129.561 128.994 118.804 118.508 113.931 105.332 103.204 102.057 95.639 88.6238 80.7463 79.4031 78.4785 77.413 75.0664 73.3733 71.841 70.9688 62.7974 61.4337 58.4605 57.0698 56.198 51.9533 51.6363 50.6763 threshold=0.75173692120057545 48.702403242512226 1.5000000000000002 0.8687802208889891 46.500000000000007 45.000000000000007 76.302038200428285 583.50000000000011 43.313441536784516 52.14690302754223 649.50000000000011 28.000000000000004 1.5000000000000002 35.000000000000007 0.81677128062365689 19.41782484629298 0.53744126895702471 19.337018382008051 1.5000000000000002 1.5000000000000002 67.009706608151077 53.529024773468713 25.196087178075949 1551.5000000000002 48.845354396825492 0.8088323142877224 1.5000000000000002 1.5000000000000002 0.82609968434986258 28.000000000000004 43.417870150179589 20.83507674515149 53.910737149123371 616.50000000000011 21.43522218729154 52.500000000000007 0.80702689559720209 0.83901403874229963 46.275016730256674 29.500000000000004 1.5000000000000002 40.011973136120758 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 6 9 7 13 17 12 26 28 21 41 30 35 39 -4 37 38 23 27 34 -13 25 -17 -12 31 32 -7 40 -1 -3 -11 -16 -8 -6 -14 -2 -10 -5 -19 -9 -35 right_child=1 4 16 15 14 10 11 8 18 20 19 22 36 -15 33 24 -18 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 42 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.018518196728837505 -0.0047614396746399751 -0.0004571443763723726 -0.032550909700344008 -0.0012761351901780613 -0.0086164688910278057 -0.020764199659281436 -0.0024943910138664842 0.01784353336177583 0.012269340237363563 -0.00052751810062109331 -0.0083526309342686501 -0.01332222806635731 -0.012790074858116954 -0.021557244053373649 -0.0079068470555892084 0.012119184190617548 -0.021499643847037769 0.0097862781903820528 -0.0054375551189539935 -0.0069706052053255078 0.0031021979493879213 -0.0094352377377991299 -0.0031648109058657293 0.012284397203175057 -0.00050078213795594774 0.0063708553986213902 -0.011800150736976364 -0.01618938303301036 -0.0040959512557399635 0.0024422025895813599 -0.011750383334131196 0.0044082403533036215 -0.0044631327393909763 -0.00060152056319075762 0.0066732160565046682 -0.013713541342622908 0.0055161367088279413 0.0043924370631020062 0.0089248117367789013 -0.0090207139976358573 -0.0090636243160441641 0.014844061262529365 -0.01245187264118785 leaf_count=12225 7238 22686 36253 16054 37853 3411 10338 71774 63976 42103 3617 25334 1465 25957 14306 8712 9767 41026 2813 4459 18746 7051 7378 9410 6096 7781 2207 2661 3012 11540 41812 81540 71600 27786 8706 21052 3424 8479 51574 7788 835 58145 2178 internal_value=0 0.0582356 -0.18247 -0.125083 -0.0300697 0.144231 -0.161049 0.157554 0.178134 -0.000202672 0.00873579 -0.0898003 0.212584 -0.213427 -0.0999915 0.00407721 -0.403752 0.0821697 0.138898 0.0549521 -0.0323211 -0.0175277 -0.147454 0.0866946 0.0925512 0.0227044 0.0405697 -0.0442082 -0.173071 0.105658 -0.177532 0.0447687 -0.0401783 -0.0473892 0.0226782 -0.139525 0.000409543 0.00236446 0.144049 -0.050873 0.125786 0.220568 -0.0195542 internal_count=922168 698697 223471 177451 344718 353979 138801 322289 253171 241543 31690 58807 134808 79994 103175 38650 46020 69118 118363 25267 135110 26095 32712 20808 14808 11398 106433 116364 6423 53401 54037 104226 113703 44270 19044 58905 4889 15717 115550 23842 41861 129919 29964 shrinkage=0.0748119 Tree=3 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 20 17 16 30 16 16 16 26 30 20 17 17 33 33 17 33 16 30 16 16 29 16 0 16 16 0 33 30 29 20 17 0 17 0 26 20 17 16 split_gain=16182.1 3953.62 2195.32 2046.13 860.32 760.145 351.81 305.994 299.561 287.311 270.93 230.867 158.346 136.229 112.214 100.6 96.0903 91.0761 88.2393 81.7998 77.955 76.2714 58.3747 52.4227 46.247 45.3794 44.6298 42.2611 40.1239 38.0147 31.6006 30.8325 29.3211 28.9135 27.4343 26.3915 26.3473 24.6209 23.9507 26.4554 23.0582 22.684 22.2656 threshold=213.54784249226009 0.57974859109183807 228.45177156464266 192.69470735662688 1.0000000180025095e-35 0.65936906081393698 84.931623897432814 221.76766203822038 1.0000000180025095e-35 236.09038583620347 164.63799059063393 203.32617896620104 0.79958783858391447 1.0000000180025095e-35 0.65936906081393698 43.7228597252059 76.143165681205176 2.5000000000000004 2.5000000000000004 72.713859581385819 2.5000000000000004 179.23621856469393 1.0000000180025095e-35 231.91914288516233 242.36701502875823 0.47000410846343471 209.06497679200029 37.500000000000007 225.72369892852942 218.11344738096503 43.000000000000007 1.5000000000000002 1.0000000180025095e-35 0.54023283079116535 0.56951667683816709 50.042685967860002 35.000000000000007 51.580715217279142 33.000000000000007 2.169810812847929 0.76885730527593188 47.647356169652419 223.03164794007492 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 6 42 8 10 18 -5 20 22 16 34 15 -15 -12 38 28 29 26 23 -17 27 -4 32 -6 -13 -1 41 37 40 -27 -11 -10 -8 -31 -23 -3 -7 -40 -14 -9 -2 right_child=1 2 9 5 25 11 12 17 33 24 13 19 30 14 -16 21 -18 -19 -20 -21 -22 36 -24 -25 -26 31 -28 -29 -30 35 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=-0.020525638088934293 -0.00087919360157318255 -0.0010558884453914352 0.010983378062502637 -0.010520384006886105 -0.030651224254465009 -0.0076677065479101407 -0.023915429517553467 0.0035939146231194585 -0.030056648554939891 0.016846314386956985 -0.0083255209606938902 -0.0051895278568973345 -0.01352679075239804 -0.029700943855709198 -0.016539760011696977 -0.019719810463460063 0.0032087074461052763 -0.010453841049731058 -0.01484421177129844 0.0073620370936692062 -0.0030481747466664785 -0.012840092448619559 -0.029410565346266421 0.013671291078710145 0.020249778503421145 -0.013646479780147124 -0.0020326715689787797 -0.024970263336396552 0.0087311982046080344 0.0013229245292203187 -0.0067883820011341951 -0.025784473121053406 0.011320206476006432 -0.022527880120195021 -0.011921251914153701 0.0045885296003316204 -0.016410840334815321 0.0019898937231926728 -0.010401768041120328 -0.024043197102912778 0.0057261771626645605 0.0067757092301570223 0.0080318327273924371 leaf_count=26963 3056 22392 76614 10711 13036 23786 1831 15690 8403 71885 8911 49669 376 7909 6695 29328 3501 1647 1720 3963 1847 20452 7963 86414 23039 1498 50597 21537 58227 20518 2007 5370 5808 4324 2559 42626 26617 44126 37338 813 4701 62475 3226 internal_value=0 0.106168 0.124737 -0.165246 -0.273223 -0.0950517 -0.246003 0.0611355 -0.263858 0.189251 -0.258404 -0.0717325 -0.0769896 -0.227113 -0.316359 -0.211835 -0.118287 0.0940136 0.0265914 -0.0425043 0.163543 -0.223563 -0.313774 0.165858 0.231328 -0.375053 -0.0480738 -0.300745 0.0968362 0.0295762 0.0154885 -0.309269 0.21966 -0.367572 -0.226218 0.0471503 -0.198622 0.0128935 -0.127398 -0.142925 0.0574817 0.0820328 0.0494158 internal_count=922168 561214 535028 360954 26186 193105 167849 269421 23438 265607 156375 169667 11474 99912 14604 85308 65438 138039 131382 104229 164875 76397 56463 163028 100732 19904 100266 48500 136392 129662 7084 6868 77693 12727 4390 63144 47069 66518 61937 38151 5077 78165 6282 shrinkage=0.0748119 Tree=4 num_leaves=44 num_cat=0 split_feature=26 17 32 14 17 0 2 9 0 0 0 14 1 32 1 32 1 17 12 14 32 17 1 0 29 17 12 17 7 9 17 17 12 17 9 14 17 17 28 9 12 1 0 split_gain=7297.03 4011.86 1846.85 771.701 485.763 485.361 428.451 240.748 220.685 218.938 192.53 187.509 180.827 174.708 167.007 166.714 146.501 142.785 115.348 112.523 110.665 101.808 101.004 99.2854 97.4313 83.5225 77.4205 73.4622 69.668 64.6307 61.4984 56.7444 56.0623 55.5318 54.786 51.5078 46.9332 42.3963 42.1998 55.9623 41.4881 37.1835 35.2853 threshold=0.7139889126928517 49.41931593797753 1.5000000000000002 20.282193995015536 45.145128684239047 45.000000000000007 15.978492136910271 0.95440843067500836 45.000000000000007 40.500000000000007 40.500000000000007 20.776594315208119 1551.5000000000002 1.5000000000000002 408.50000000000006 1.5000000000000002 616.50000000000011 53.754590552514124 102.09797974644668 20.011182049342072 1.5000000000000002 52.285119051949103 445.50000000000006 48.000000000000007 0.5211321735176625 67.009706608151077 73.269552621700484 40.170346879313961 -87.871715545654283 0.94877848433866419 53.677379193545761 51.934417050605262 81.473611075682101 53.754590552514124 0.93033006518721562 7.4321005022900435 41.330469077357698 40.629275108165352 1050.2500000000002 0.9156664417266297 96.302038200428299 2280.5000000000005 22.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 8 11 10 38 13 26 14 33 36 18 28 23 -9 19 32 -8 21 -13 -12 40 -4 -23 -2 -20 35 -27 -18 -16 -5 -3 -28 -1 -10 -30 39 -7 -6 -15 -34 right_child=1 5 24 4 15 7 17 16 12 -11 22 20 -14 41 31 -17 30 -19 27 -21 -22 25 -24 -25 -26 29 34 -29 37 -31 -32 -33 42 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.019081996955726568 -0.0061518492798751821 -0.002359972381544913 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9638 3981 27704 9729 66441 12190 4022 78193 11233 12073 10683 4001 2439 73840 8458 12252 36556 5673 32085 21206 30976 5508 3397 40186 6764 11777 83517 2146 14778 internal_value=0 0.045226 -0.174965 0.113427 0.129389 -0.0350512 -0.119311 -0.0853579 0.159593 -0.00860412 -0.152232 -0.00638644 0.0384799 0.168216 -0.122159 0.0834844 -0.063453 -0.0287722 0.17353 0.00682505 0.0104397 0.0146107 -0.212964 0.0894295 -0.350168 -0.00620759 0.0181466 0.188325 -0.147794 0.0590194 -0.0353694 -0.0297529 0.132748 -0.0583611 0.0374981 -0.0509571 -0.0970842 -0.160829 -0.175318 -0.201688 0.0979245 0.00157491 0.142479 internal_count=922168 732762 189406 396180 350353 336582 143745 122171 211314 45827 105415 214411 14045 197269 70503 139039 98248 38330 191172 28601 161974 157952 34912 135058 45661 94446 39857 140281 55192 16253 64260 15311 50891 52437 33415 6548 5786 48644 23923 17159 122985 6097 46863 shrinkage=0.0748119 Tree=5 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 20 17 16 16 32 16 16 20 17 17 20 2 17 16 1 16 16 16 9 5 16 16 16 17 0 5 16 0 16 17 17 17 17 12 16 17 20 5 split_gain=12599.6 3145.86 1641.66 1588.98 751.666 747.386 290.272 247.737 231.44 195.058 185.165 177.309 104.008 95.2428 84.7568 74.6596 74.5283 63.8083 50.0585 49.9021 45.3153 37.1267 35.3749 34.7689 35.258 30.6376 30.4059 29.6863 28.8644 26.2716 25.7619 24.7613 23.2306 22.55 30.1968 22.4335 21.9518 21.0089 20.9633 20.9158 19.4607 18.7598 18.5324 threshold=213.29677735680858 1.5000000000000002 190.73892656357438 227.51514195671268 1.5000000000000002 0.63534873892691113 90.785089424681061 234.66622419857973 203.32617896620104 1.5000000000000002 220.8252254020295 166.021516328888 0.64336548839719387 43.7228597252059 80.07444910176271 0.71471334726784119 29.611166007905144 72.713859581385819 239.28868764131431 362.50000000000006 178.19796808986533 230.93396859217174 208.74958193979936 0.91975453476313807 74.338291168212905 223.72192639606047 231.74774608481644 198.88809805245978 48.33221355147036 40.500000000000007 27.000001907348636 110.89869327716093 35.000000000000007 147.33776540919402 39.352481310621037 46.515502590935007 51.02454110024275 44.778655288646569 78.547727214752513 245.49884243810359 47.0867303741244 0.92419958198543617 48.999996185302741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 8 19 9 21 14 11 30 23 -8 -13 27 -6 -7 22 -9 -3 -15 37 41 -1 33 28 -18 35 -12 -14 -2 -26 -22 -25 -35 -4 -32 -5 -19 -20 -27 -10 -37 right_child=1 5 4 7 15 16 12 18 17 -11 25 13 29 20 -16 -17 26 38 39 -21 32 -23 -24 24 31 40 -28 -29 -30 -31 36 -33 -34 34 -36 42 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.024909540387813019 -7.111162778404185e-05 -0.02644321748650896 -0.0020047031344136239 0.0066067802028630428 -0.023941789679842677 -0.0088178238642081293 -0.018646045149705033 0.013484329750472156 -0.007164909191720208 -0.025670762931278415 0.0010615203431994758 -0.0067959748669266197 0.003144447226476093 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41.5751 40.2912 34.3313 59.2093 34.0329 33.0395 31.0412 29.8194 32.1095 28.7907 28.5484 27.8997 25.1958 25.0627 24.6422 20.3285 20.2874 20.1942 20.0121 19.6091 19.5217 18.686 threshold=211.72379989065067 0.57974859109183807 227.02988804975394 189.30802471481118 0.65936906081393698 2.5000000000000004 234.15018796992484 220.8252254020295 202.07528585204577 0.71471334726784119 1.5000000000000002 37.500000000000007 2.5000000000000004 2.5000000000000004 0.76768351067416496 1.5000000000000002 2.5000000000000004 2.5000000000000004 239.28868764131431 0.93578340864842358 0.14242905027932964 0.14242905027932964 30.805676892259847 0.93946883902427125 0.65002443792766385 216.10391256830604 230.1506757970364 33.000000000000007 172.61314737730086 1687.5000000000002 0.96201147209244642 2.9851230713574521 163.18903340525858 0.94972372317367293 0.95506076962620268 1.9235469803576666 223.72192639606047 472.50000000000006 110.89869327716093 1.5344818778800222 220.25758998152531 30.205122060124097 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 7 9 12 10 16 13 27 15 -2 14 21 25 32 -1 26 36 -8 -13 -12 -5 -10 31 -25 -3 -4 37 29 -21 -23 -16 -11 -17 -22 -24 -9 -6 -26 41 -36 -29 -35 right_child=1 2 6 4 8 -7 18 17 22 11 20 19 -14 -15 23 33 -18 -19 -20 28 34 30 35 24 38 -27 -28 39 -30 -31 -32 -33 -34 42 40 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.024718533929951856 -0.016441581074048375 -4.044072697981419e-05 0.0079195402991596633 -0.024604859489475082 -0.0082929179446106921 -0.024273999465575433 0.01218024215051771 0.0041437203881099435 -0.0055518715725661203 -0.016872743472426909 -0.024966058661178299 -0.021534804659470629 -0.02437407120711426 -0.012863936211146626 -0.015141364843935714 -0.021820360090051661 -0.0038892306637044378 -0.0088337504059601887 0.015121173020375484 -0.018283254065373008 -0.0090483551683840421 -0.016222742091678375 -0.00193971192653926 0.0021136286079136571 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195.64083802376487 228.61413638250505 1.5000000000000002 0.65179124623827234 1.5000000000000002 173.75666785206261 236.27538169417969 223.03164794007492 207.11073573573577 26.670068027210888 35.000000000000007 0.72113483246071286 108.98832970144353 756.50000000000011 499.50000000000006 43.000000000000007 27.593819284052199 20.282193995015536 244.40229848866502 110.89869327716093 232.54232346691705 19.337018382008051 0.53775129921812825 0.85178051005198419 228.30335908057435 1.9931605255068632 0.69356102740418668 1.0000954745083066 1.0000000180025095e-35 0.77242136034255615 1.34814492192541 1.4438004150743173 499.50000000000006 722.50000000000011 0.4936076276360904 1.5176616080913665 1.0000000180025095e-35 2.5000000000000004 32.004383967491286 79.716251762801377 0.5211321735176625 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 15 7 11 22 23 18 17 16 41 -7 36 -9 25 -4 -12 -10 29 -5 -2 -8 42 -16 28 -20 -13 31 -25 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15988 11101 21071 41101 67932 87074 87032 94742 10198 162413 140872 18935 40419 7334 66727 65028 1446 120533 109364 11169 47313 43388 77976 16238 65604 5974 1884 59630 12877 34932 shrinkage=0.0748119 Tree=8 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 30 17 16 16 20 30 17 30 30 20 16 30 9 20 1 16 13 17 12 30 16 20 13 13 30 16 17 23 20 0 16 29 16 21 split_gain=7925.43 1958.58 1151.7 883.173 474.46 324.835 226.415 175.685 135.018 129.351 121.237 125.376 120.389 73.6837 52.6745 63.6096 51.1589 42.0056 38.3049 35.2732 34.1749 32.4818 32.1896 31.5683 28.7527 27.0573 24.3287 23.9816 23.7027 23.4357 22.9961 21.8916 21.8146 20.5359 19.9089 19.5242 18.8307 18.787 18.5965 17.99 17.9507 17.8492 17.5287 threshold=211.72379989065067 0.60044819558599316 227.02988804975394 189.30802471481118 1.0000000180025095e-35 0.66674868766404216 90.785089424681061 234.66622419857973 219.11867797910722 1.0000000180025095e-35 76.143165681205176 202.07528585204577 161.74727169497856 0.66674868766404216 1.0000000180025095e-35 42.671439887626555 1.0000000180025095e-35 1.0000000180025095e-35 0.65936906081393698 242.36701502875823 1.0000000180025095e-35 0.91975453476313807 0.70136132688832953 1640.5000000000002 176.04774114774116 28.327190247984586 46.515502590935007 194.539105243401 1.0000000180025095e-35 230.29447414261298 0.75957817480910383 30.713133577326868 18.177743902117594 2.5000000000000004 220.25758998152531 53.006069209340176 0.91930688551806983 0.78272084993713298 35.000000000000007 223.72192639606047 1.8366513608738757 170.065667138723 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 34 9 12 16 20 -5 11 26 21 -8 15 41 29 25 -16 28 32 -1 -19 -6 -17 42 -7 -23 -9 -4 -22 -13 -3 38 -2 -34 -15 -18 -32 -27 -33 -14 -10 right_child=1 2 7 5 23 10 13 19 17 -11 -12 31 14 36 18 24 37 22 -20 -21 30 27 -24 -25 -26 39 -28 -29 -30 -31 33 40 35 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 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14079 56919 86828 51269 33481 16644 19232 15441 60277 55616 27320 49870 43520 74724 31550 68382 29599 32666 26340 14168 64325 shrinkage=0.0748119 Tree=13 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 12 17 16 16 16 17 26 16 32 17 9 14 13 17 5 24 14 11 12 16 26 7 17 0 17 16 17 16 16 5 17 17 16 7 11 14 32 29 split_gain=4218.24 996.417 564.935 514.857 209.152 173.419 159.91 108.029 82.2827 64.7235 59.7128 58.9788 50.2389 44.5987 41.418 39.6185 31.239 29.972 22.4791 19.4991 19.2892 21.6356 18.3123 18.145 17.9724 17.7599 17.6348 30.9505 17.0086 16.6736 18.2049 16.585 16.3781 16.1648 27.414 22.4209 15.8659 15.7597 15.3521 20.9633 16.5774 14.4811 14.4723 threshold=212.76480270727583 1.5000000000000002 195.0830627705628 228.61413638250505 1.5000000000000002 92.441125496954299 84.931623897432814 173.75666785206261 221.18737763402703 236.66746944597824 69.593873128902104 0.77992783170056346 204.87581950825736 1.5000000000000002 46.515502590935007 0.93578340864842358 53.879952804605644 26.507744793427651 51.79300773721404 46.000003814697273 20.500000000000004 18.816026643583214 0.66216974550307894 91.716251762801377 216.10391256830604 0.690915390915391 -14.903549194335936 55.829188781913551 29.500000000000004 46.682334865278925 224.8969277309059 54.310956925095631 245.49884243810359 149.53030544364287 71.343963623046889 39.352481310621037 50.112653963771507 185.46269535431387 -56.952726364135735 0.52982633530236123 67.864534071477877 1.5000000000000002 0.45917441386718033 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 10 42 7 15 18 20 12 -8 -4 14 -9 -1 25 -12 -2 37 28 -22 -19 -6 -20 -7 -10 29 -5 -28 36 -14 -11 34 -17 41 -31 -16 39 -13 -40 -35 -3 right_child=1 5 4 9 23 16 11 13 26 32 17 38 31 -15 19 33 -18 22 24 -21 21 -23 -24 -25 -26 -27 27 -29 -30 30 -32 -33 -34 35 -36 -37 -38 -39 40 -41 -42 -43 -44 leaf_value=-0.015240726489947396 0.00012486020451500966 -0.014942542483379471 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41770 8239 28438 17722 3166 3811 32745 6783 1272 13309 4097 5643 35507 9737 21803 1237 44832 30057 38665 38231 8713 9771 423 35373 16859 37459 5637 1171 663 1252 5709 internal_value=0 0.0529058 -0.0864774 0.0634513 -0.0446222 -0.112192 -0.125057 -0.132917 0.0338495 0.0957826 -0.0338413 -0.0132999 -0.0385412 -0.108971 -0.101853 -0.159441 -0.0380757 0.0489326 0.0154484 -0.109564 0.0843518 0.0495821 0.0614144 -0.160235 0.0279706 -0.0593457 0.0497722 0.0430477 0.0876294 0.0448594 0.0511489 -0.0217458 0.117804 -0.148354 -0.17366 -0.138457 0.0379084 -0.104309 0.0393603 -0.0571611 0.0601354 -0.099077 -0.180287 internal_count=922168 572315 349853 537954 167804 34361 182049 170087 280832 257122 153491 11962 145244 89386 81147 80701 16453 8247 130277 72680 169262 14581 7908 14313 68252 13287 150555 108621 154681 107384 85581 80001 87860 64541 18145 46396 46916 65897 7656 1356 6300 11023 17908 shrinkage=0.0748119 Tree=14 num_leaves=44 num_cat=0 split_feature=1 20 2 32 2 2 2 31 1 32 2 26 31 10 12 2 21 28 14 12 26 31 7 4 7 21 20 12 19 5 21 4 14 26 7 14 28 21 4 5 2 14 14 split_gain=1690.1 466.833 409.388 389.99 113.153 106.626 121.421 85.2272 93.2533 54.9978 52.7792 43.8463 40.5057 39.7755 31.223 27.6323 24.9253 24.5098 24.3212 21.6438 20.6772 20.6675 20.5618 20.1253 19.7999 19.3476 19.2943 19.1411 18.9542 17.5685 16.9586 16.7886 16.7067 15.9823 15.8551 15.5632 14.7255 14.52 13.7642 13.7338 13.5608 13.1903 12.8696 threshold=437.50000000000006 0.70136132688832953 24.784161490683235 1.5000000000000002 12.511729405346427 8.1616326530612273 13.388321995464855 1.5000000000000002 706.50000000000011 1.5000000000000002 73.620192307692321 1.4075398029513946 1.5000000000000002 0.92294842584995973 67.816756826189717 17.669871794871799 2.5000000000000004 648.25000000000011 21.904175789811436 221.58073580374358 1.5184668736055875 1.5000000000000002 -87.251739501953111 6.0232255458831796 -88.306980133056626 2.5000000000000004 0.46851406556293912 131.96194077712565 4321.0000000000009 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28.3187 26.2343 25.4999 23.1125 20.7944 19.8336 19.5793 18.9521 18.4263 18.3486 16.6306 15.8574 14.4802 14.3038 14.2902 39.4746 17.4846 14.233 13.9666 13.2029 28.8736 13.1902 12.6118 12.519 11.9488 11.899 11.8554 11.7338 10.9562 12.8031 threshold=208.74958193979936 1.5000000000000002 225.72369892852942 184.63081916312413 0.68786701754789192 1.5000000000000002 98.692881158375556 233.01786472274924 80.07444910176271 216.81463011626059 198.88809805245978 0.9338061172210681 0.927078967588712 164.63799059063393 75.091736694677891 45.772627118872656 54.310956925095631 73.183933258056655 47.329537842630991 240.21081454546695 812.50000000000011 1.5000000000000002 49.134300123328458 220.8252254020295 24.000073432922367 0.3525319568882066 222.51046452385637 -15.945394992828367 52.354588119871593 131.01524163602471 768.25000000000011 110.89869327716093 -56.952726364135735 0.53400880422944397 0.65986211787240434 0.28461812289332633 9083.5000000000018 1.8682647076148882 72.713859581385819 3.5000000000000004 52.004489908323116 467.75000000000006 0.74646192916658494 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 20 8 11 27 10 16 18 -1 30 17 -6 21 -2 -13 -5 -9 -3 -15 26 40 -10 -20 -11 -4 39 -30 -8 -19 33 -14 -7 -21 -32 -12 -18 -29 -24 42 -41 right_child=1 4 7 5 14 34 12 19 24 22 37 13 32 15 -16 -17 38 31 25 35 -22 -23 23 -25 -26 -27 -28 28 29 -31 36 -33 -34 -35 -36 -37 -38 -39 -40 41 -42 -43 -44 leaf_value=-0.013190618542503321 -0.00091219029060922246 -0.011915158899513386 0.0058416446753021146 -0.0010873148145278803 -0.0037680940178705415 -0.01216487905263876 0.00029918987035976787 0.0066700695504067747 -0.013887413690226769 -0.00061963896635024705 -0.0027315272502658689 -0.010668416567571377 -0.028175181366451554 -0.00389448590744101 0.002965337369432366 -0.008836147603683087 0.0010693580164748062 0.01184392873357785 -0.012045957968306461 0.0051300485344282507 -0.0060475391899642156 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threshold=211.16563154886649 0.64336548839719387 227.51514195671268 190.73892656357438 1.0000000180025095e-35 84.931623897432814 0.67473583361238243 155.27253658472736 236.27538169417969 219.11867797910722 69.593873128902104 203.32617896620104 1.5000000000000002 0.74277236695084514 40.500000000000007 51.580715217279142 0.92574874603238011 223.03164794007492 1.5000000000000002 1.6421918394709121 40.928487490428402 0.30051159261003829 0.34355814030617837 174.92993005276725 47.647356169652419 224.38877342150843 0.95257075861367779 33.000000000000007 231.093999653493 44.778655288646569 39.000553131103523 0.64965044640891201 1.3645972966934765 0.9482970746054199 0.74119828467654558 5.0068871974945077 0.9651029425466553 821.25000000000011 245.49884243810359 0.94926930964931622 3.3348292159836657 223.88741036510649 0.53775129921812825 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 5 16 7 12 26 28 15 11 32 35 36 20 27 17 -2 -6 -16 21 -9 -23 -22 41 -26 -1 -3 29 -4 -28 -32 -8 -12 -35 -5 -7 -18 -10 40 -15 -11 -20 right_child=1 2 8 6 18 13 10 14 38 24 33 -13 -14 39 19 -17 37 -19 42 -21 23 22 -24 -25 25 -27 30 -29 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.013271728063359852 -5.535470440120353e-05 0.00030865630496481467 0.0020711227107388206 -0.014611361166496714 -0.0055440492151540644 -0.0101016910516823 -0.004014095721152155 -0.010833767044199338 0.0069090426350678384 -0.0012428178981158757 -0.0032329187712344517 -0.0017780889650680861 -0.011539735239100358 -0.0042997597236054128 -0.0087581365837020551 0.0011487664867782612 -0.0032263139728119189 0.007101966114664706 -0.01205985186121686 -0.015056413669833195 -0.0090148663761803523 0.010296148042489791 -0.003504798119652079 -0.006289718415598511 0.002370520175997533 0.0043038313920431186 -0.010328127938598289 -0.0027380186193320401 0.0055106594283986119 0.004777148627897636 -0.028595093953508881 0.01186143325520816 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171472 146061 284501 274665 148375 139429 23097 10995 110271 112176 10535 9181 23939 48991 61280 11319 9258 49961 162489 124921 35790 36899 187646 79244 22257 350 68752 8946 7160 14402 3860 1354 96855 7135 2439 37568 20512 shrinkage=0.0748119 Tree=17 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 20 17 16 30 17 16 26 16 16 17 17 20 16 16 17 11 17 17 10 17 5 17 10 26 1 0 13 10 27 30 26 1 30 7 19 1 27 22 split_gain=2497.31 490.678 408.153 268.709 132.395 106.925 99.3979 67.394 44.9809 42.943 41.4227 40.3198 36.2861 35.7802 23.6483 21.1641 22.8353 22.7348 18.5871 21.432 17.6422 17.3186 17.1062 15.249 15.1805 14.4964 14.4362 13.2276 12.9237 12.6907 12.3389 12.2111 13.0833 12.0967 11.516 11.4393 11.0536 10.7359 10.6168 10.6144 10.6062 10.5153 10.3915 threshold=214.76228147759909 0.56951667683816709 195.64083802376487 229.55413797912945 1.0000000180025095e-35 0.67473583361238243 80.07444910176271 168.82147212952171 1.5000000000000002 69.593873128902104 223.38798226908347 0.77992783170056346 206.74347614156645 237.98194357530249 50.181424617849096 49.974304145143172 0.17311082745211878 181.15428156748916 147.33776540919402 44.018162518029669 0.66216974550307894 40.170346879313961 45.048554176184147 0.92858852655092439 46.515502590935007 45.999996185302741 54.150215159933971 0.92574874603238011 1.9931605255068632 544.50000000000011 29.500000000000004 27.47148003625772 0.89008963243266104 29.500000000000004 1.5000000000000002 1.9931605255068632 134.50000000000003 1.0000000180025095e-35 -29.041237831115719 301.25000000000006 134.50000000000003 14.500000000000002 4551.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 23 8 7 18 -4 12 14 39 24 30 41 16 -9 -17 -1 -20 -11 -18 -12 -2 -7 -19 35 42 40 -22 33 -16 -33 36 -6 -14 -5 -24 -29 -8 -26 -3 -13 right_child=1 3 5 13 34 9 11 15 -10 20 22 27 26 -15 31 17 21 25 19 -21 29 -23 37 -25 28 -27 -28 38 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.011317952952805164 0.0045879425775696607 0.0011628349625477947 -0.0042220431255368986 -0.026186959819580496 -0.0052607167406914773 0.0031676411030654287 0.012524717521833578 -0.011351761113296607 -0.010859392035075768 0.0068812554014559121 0.00041255754252826003 0.0017459648341270736 -0.0015052781812299981 0.0070023844683547659 -0.00046709886401851526 -0.0091330065839681923 0.0003934641680132749 -0.005902756442791709 -0.0069935293130663247 -0.010268651755343463 -0.0093764675481294319 -0.0048905430877153313 0.0035963280825906802 -0.0066825137427319022 -0.015921143168491497 -0.0099964887183004222 0.00026410885409438515 -0.018241455012329301 -0.010056655103813787 0.0018564373857835146 0.0039358704392450528 0.0025748328919284634 -0.00050072409033525449 0.0034718326280777298 -0.010912274404258614 -0.0090929772718345882 0.0056680724069350453 0.0010168909341119539 0.0035163678666512944 -0.0070007192492442978 -0.0030648660209657815 -0.0010151686466452158 0.0095877082713984371 leaf_count=21665 4735 22589 13749 61 2304 2104 161 2628 9779 4353 11925 7064 48749 69131 10253 22246 4151 49854 22133 22603 663 21210 109704 783 361 5362 37517 312 1541 3729 45816 76879 8608 16384 16252 1138 110189 9841 210 4847 69971 27522 1092 internal_value=0 0.0435221 -0.062238 0.0499971 -0.096043 -0.0301246 -0.095756 -0.102288 -0.0933106 -0.0213862 0.0287579 -0.0137376 -0.0250846 0.0743785 0.0171545 -0.0865735 -0.0630054 -0.0950893 -0.127244 -0.115601 0.0468645 -0.0538106 0.0416306 0.0399492 -0.0413836 -0.0842152 -0.0112894 0.0274952 -0.0438346 0.00214885 0.0666731 0.0263667 0.0302779 0.071761 -0.136483 -0.0224345 0.0755287 0.0452333 -0.126829 -0.085187 -0.0418497 -0.000446049 0.0373723 internal_count=922168 542976 379192 518902 24074 193654 185538 171852 23528 170126 277321 13686 161381 241581 145851 105451 27989 77462 66401 44736 8745 25361 131470 5518 73977 55216 87404 8678 71873 4392 172450 95740 85487 126634 18556 49887 110250 119545 522 5008 70332 50111 8156 shrinkage=0.0748119 Tree=18 num_leaves=44 num_cat=0 split_feature=16 32 16 16 12 32 17 17 16 16 16 11 17 23 17 32 11 32 7 17 17 16 17 29 10 27 19 28 7 16 10 11 29 22 15 16 10 14 1 15 1 22 29 split_gain=2145.68 529.14 333.46 200.231 89.288 84.9467 72.082 57.938 53.6009 51.9142 39.9508 28.2524 23.4421 23.0553 19.2154 18.6763 18.1879 18.174 17.0427 28.5366 16.4276 15.4372 16.9172 15.2807 14.6538 14.5111 22.5051 17.463 14.1767 13.1531 12.3527 12.2959 12.2169 12.3917 12.0592 11.5628 10.9889 16.0288 20.1838 20.8322 12.4802 19.2195 11.2645 threshold=209.06497679200029 1.5000000000000002 225.72369892852942 181.15428156748916 92.683766184073576 1.5000000000000002 98.692881158375556 80.07444910176271 233.97464173394289 198.88809805245978 216.81463011626059 0.80357486395866562 47.407958797753274 0.77843869130277132 54.310956925095631 1.5000000000000002 0.71133939483722841 1.5000000000000002 -14.903549194335936 57.294292918697614 49.763663041769554 151.48803117904097 41.330469077357698 1.3092881316144684 0.96436555566812876 31.500000000000004 486.25000000000006 446.25000000000006 -76.425609588623033 243.60505724028744 0.92574874603238011 0.88013618673288851 2.2183186751958925 617.25000000000011 0.57281079438402227 225.56282733205126 0.96436555566812876 49.01090089263699 9112.0000000000018 0.22746593241412794 5280.0000000000009 2146.5000000000005 0.99910909181103802 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 -3 7 11 9 25 12 14 21 -5 -6 -2 31 24 34 28 20 -20 -1 -23 -14 -9 -4 27 -27 -12 -10 -24 -13 33 -11 -8 -15 -31 38 39 -38 41 -41 -43 right_child=1 4 8 5 13 -7 17 16 29 32 18 15 23 35 -16 -17 -18 -19 19 -21 -22 22 30 -25 -26 26 -28 -29 -30 36 -32 -33 -34 -35 -36 -37 37 -39 -40 40 -42 42 -44 leaf_value=-0.010603298306911695 -0.0007848210679609356 -0.0093723537581980668 0.0040815603577398505 -0.00037671889437797354 -0.0053529171007871473 -0.0087511467945598949 -0.002420786422705734 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40479 3118 6214 392 972 44 73 86 20 141 internal_value=0 0.0337746 0.0412739 -0.0689605 -0.0801032 -0.0490091 -0.102129 -0.0423938 0.0629811 -0.0461848 0.014848 -0.108229 -0.0642865 -0.0284742 -0.000844228 -0.0852805 0.0463717 0.00184668 0.0245592 0.0181684 0.0201068 -0.119698 -0.10991 -0.0691797 0.0756259 0.0515554 0.0246386 -0.0546577 0.0410267 0.0776803 -0.118169 -0.0770862 -0.0288161 -0.0272584 0.0264358 0.00148417 0.105243 0.0301038 -0.0791032 -0.0384844 -0.227804 -0.347527 -0.540507 internal_count=922168 619594 581312 302574 38282 188930 113644 172172 319151 165120 262161 107346 80854 17865 100219 35770 7052 6298 161942 116666 114901 71576 49561 74686 5295 179571 18019 2986 45276 139580 41306 31694 84266 82879 5207 10537 15403 1728 756 712 320 234 161 shrinkage=0.0748119 Tree=19 num_leaves=44 num_cat=0 split_feature=16 32 16 16 12 32 16 16 16 0 32 0 12 16 14 32 11 22 19 26 11 15 21 22 18 21 12 25 0 14 15 22 0 26 26 0 13 21 19 16 30 21 26 split_gain=1833.27 427.623 252.076 216.135 75.7329 73.7579 42.4344 36.3867 34.8031 26.8637 23.3088 23.4986 21.6155 18.8371 15.7001 13.8495 18.3712 14.3203 13.7865 13.0794 12.7688 15.6886 14.0254 12.721 12.6196 11.5952 17.0176 11.2283 10.8255 10.2357 10.2288 10.1292 10.0959 13.5045 10.0952 10.0225 9.88062 9.62876 9.49999 9.4343 9.30955 9.00138 8.85385 threshold=211.16563154886649 1.5000000000000002 227.51514195671268 193.89397430526466 92.683766184073576 1.5000000000000002 173.75666785206261 220.8252254020295 235.90070979108989 29.500000000000004 1.5000000000000002 35.000000000000007 40.260407640085667 204.09216998427186 51.195151434489468 1.5000000000000002 0.85690923192126667 720.25000000000011 1430.2500000000002 1.3378026126558009 0.77361586586385955 0.45093398477386598 13.500000000000002 500.75000000000006 3.5000000000000004 13.500000000000002 69.127416997969533 675.25000000000011 33.000000000000007 108.90750948018473 0.39463875250906238 613.25000000000011 33.000000000000007 2.2932043106930582 1.5025568586279938 29.500000000000004 22.87838473913876 11.500000000000002 301.25000000000006 245.49884243810359 1.5000000000000002 9.5000000000000018 3.0745791760938643 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 -3 13 9 12 24 15 11 37 -2 23 18 16 29 -18 -6 -13 21 -14 -22 -5 35 -9 -27 28 -28 -1 -11 -15 -25 -34 -23 -4 -32 -8 -24 -10 -20 -33 -38 right_child=1 4 8 5 14 -7 10 25 39 30 -12 19 20 31 -16 -17 17 -19 40 -21 22 34 38 32 -26 26 27 -29 -30 -31 36 41 33 -35 -36 -37 42 -39 -40 -41 -42 -43 -44 leaf_value=-0.0061574712929816392 -0.017900643249119965 -0.0086682909552137834 0.004520393411161964 -0.0046496574644226355 -0.00046827077237540838 -0.0077798538151023179 -0.0035646304847679324 0.002398123735243572 0.0054567259932355693 -0.011578429051946677 -0.0089093388233101051 -0.0054630659660121293 -0.0023540388908327736 -0.0020009817241411552 0.0027351406939692714 -0.010052429654077193 -0.0031427165247197076 0.0072817457156662928 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14.8872 13.913 13.391 21.7538 13.3767 13.0346 12.9831 14.5798 12.7289 12.541 11.7881 11.7818 threshold=0.78335727794256871 35.000000000000007 1.0000000180025095e-35 0.8333667871002276 523.75000000000011 688.50000000000011 48.000000000000007 25.072955546133766 0.95406493465026199 0.5008577237805758 0.59836829615180342 1.0000000180025095e-35 0.92729651328815121 4221.5000000000009 0.8829965986394559 27.709198518758551 0.9156664417266297 24.000000000000004 1.5949361453988633 0.059144292206440838 0.85093858600653605 1.5000000000000002 0.90626509661835752 0.75631871731343636 22.000000000000004 5.0068871974945077 16.907896010118893 14.500000000000002 0.90002962670353559 0.95139113919493068 20.776594315208119 1.0000000180025095e-35 0.89258785639859817 1.5000000000000002 5820.0000000000009 1.5000000000000002 14.500000000000002 33.000000000000007 577.50000000000011 43.000000000000007 0.89059326294620422 20.210495101966014 92.853845405125824 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 10 20 7 14 26 13 -4 17 19 25 18 15 16 -6 42 41 -7 35 -21 24 -10 -9 -5 -2 32 30 -26 -23 -17 -28 -13 -35 -3 -33 -27 -39 -12 -25 -8 -1 right_child=1 4 9 12 6 11 8 22 23 -11 39 33 -14 -15 -16 31 -18 -19 -20 21 -22 28 -24 40 29 37 27 -29 -30 -31 -32 36 -34 34 -36 -37 -38 38 -40 -41 -42 -43 -44 leaf_value=-0.0035194031277367751 -0.013512660694746706 -0.010435165548433649 -0.0088737885724413188 -0.011062041220287313 -0.0087117645507295543 -0.036437408987234486 -0.01165438241009174 0.0018969648137716331 -0.0021833313799279079 -0.0047899790508285313 -0.0017450952951678829 0.0041552818097994075 0.0046639819290925097 -0.00025442234619433879 0.0030167863651586217 0.0025098886010901582 -0.0003807030847339007 -0.0071496552067470305 -0.010896645130706348 0.0057511121513132432 -0.0018105313902739139 -0.0012001493483038076 0.0037485465250565201 -0.00016962922081995208 -0.0031841372911750728 0.00036447733566280846 -0.0031570847765159367 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181.15428156748916 98.692881158375556 76.143165681205176 33.000000000000007 197.81987806901131 0.89018981992975299 235.90070979108989 215.43754815100155 13.500000000000002 0.71354301807645748 1.5000000000000002 54.310956925095631 0.927078967588712 0.43698166664374433 138.50000000000003 31.500000000000004 535.25000000000011 446.25000000000006 14.500000000000002 0.96526859450419 0.82526362120088959 1.7263657503021406 0.55691102267514669 1.9774471725158369 0.74772933509321904 58.794773843713237 15.500000000000002 0.16007066808375756 49.974304145143172 371.25000000000006 0.81555578194907852 1.3171265324262096 609.25000000000011 0.89194230516679529 0.7132734396714816 0.26127196079690146 1.5000000000000002 580.50000000000011 0.54481042223808562 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 17 5 9 8 22 31 -1 19 15 -9 23 36 -2 33 -3 -13 -4 21 -21 -5 -8 -11 -14 -16 -28 37 30 -30 -6 -33 -7 -31 -34 -10 -20 -12 -39 -26 -15 -23 right_child=1 3 10 7 6 16 13 12 14 24 38 18 25 41 26 -17 -18 -19 28 20 -22 42 -24 -25 40 -27 27 -29 29 34 -32 32 35 -35 -36 -37 -38 39 -40 -41 -42 -43 -44 leaf_value=-0.010996999028127513 -0.0010196298437067592 -0.0080173328566670709 0.0036568156519661255 0.002826500219907691 -0.0097379496344850089 0.019689714168996019 0.0010346189284437977 -0.00033672906492621118 -0.0027537616009286679 -0.0068024939196878829 0.0083497362122485746 -0.013880286877118612 -0.003757018298064259 -0.0097420548514871499 -0.0080496564349339609 0.0013428544793603896 0.0043945249931487199 -0.0043539035256585732 0.0032650781344019972 -0.016145868488721005 0.0030109306106024278 -0.0066258824096333286 -0.00023771272291616349 0.0078555304317009245 -0.0040724885596935432 -0.011241577269819248 -0.0026278462692329381 -0.011147306839034402 0.0014786875664933605 -0.019741634624258115 -0.0062601551353287941 -0.0017852872630959985 -0.0044061731454157005 -0.0042709211954214173 -0.0048414475520107388 -0.007883567971209442 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170031 202037 20651 5570 34727 6717 98311 6980 16805 11844 169671 133511 131886 81083 78630 3075 1625 66045 77936 36160 95979 3335 24207 2646 5128 shrinkage=0.0748119 Tree=22 num_leaves=44 num_cat=0 split_feature=16 20 16 16 32 32 17 16 17 7 17 23 32 17 1 7 24 28 28 13 16 15 13 7 16 30 16 22 27 15 8 13 22 6 24 14 23 19 20 19 28 17 27 split_gain=1253.86 244.834 213.507 127.325 76.7609 69.5164 60.938 44.0796 24.7974 21.3321 29.947 21.071 20.6653 30.482 19.0295 18.2858 17.1728 21.2396 17.4864 16.8135 16.4915 16.1063 16.0838 15.8785 15.414 14.6143 13.9899 12.9363 20.1802 12.3787 12.2806 12.0133 11.4275 11.3297 11.3279 12.2919 11.1104 10.9527 10.9299 10.6443 10.3821 10.1495 9.90226 threshold=215.43754815100155 0.60044819558599316 197.81987806901131 230.1506757970364 1.5000000000000002 1.5000000000000002 80.07444910176271 161.74727169497856 72.713859581385819 -14.903549194335936 57.294292918697614 0.91930688551806983 1.5000000000000002 40.170346879313961 117.50000000000001 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145074 18878 13317 1440 6641 236 237 2187 94 12576 18644 650 2152 699 11056 953 6133 68893 5735 6455 57894 81124 14406 66420 1136 2879 5208 328 73 84 776 1103 12113 112 424 2466 55031 511 26327 114735 internal_value=0 0.0314609 -0.0431862 0.0362762 -0.0640344 -0.0191274 -0.0659568 -0.0708097 -0.0133544 0.0219921 0.016497 -0.0032428 -0.0615809 -0.0576685 0.0178985 0.0322483 0.0182383 -0.0173201 -0.00745686 -0.061393 0.0538619 0.0280859 0.0463392 0.0358714 -0.0157457 0.0206832 -0.0585865 0.0549221 0.0326068 -0.0445263 -0.0901475 0.086294 -0.116271 -0.0720414 0.048241 0.020213 0.146186 -0.0928063 -0.0826702 0.0232686 -0.174622 -0.0722061 0.0178106 internal_count=922168 532438 389730 506879 25559 189505 200225 185844 173722 279696 200366 14381 136741 124165 197767 7733 197530 12708 12009 117524 227183 6681 6691 79330 167031 184822 111391 6352 5104 6648 2599 2952 2271 1381 158290 13216 1248 946 15783 170416 605 44971 115385 shrinkage=0.0748119 Tree=23 num_leaves=44 num_cat=0 split_feature=16 32 16 16 32 4 16 16 32 0 7 0 16 21 5 7 11 10 22 23 23 26 21 24 14 22 22 26 10 4 23 28 10 14 24 14 0 21 5 28 16 7 21 split_gain=1077.91 211.648 187.01 104.348 67.9275 42.3946 27.1171 22.1158 16.9922 18.5547 16.8942 16.5478 13.1634 13.0754 17.0052 12.8096 12.7482 17.8264 11.8852 13.6597 11.792 11.5983 10.9305 10.0906 13.1671 9.3102 9.17635 9.13999 9.09883 9.02408 10.4215 9.92221 8.8797 8.86615 8.85996 8.77934 8.77887 8.76302 9.07187 9.23348 8.69776 8.4463 8.44052 threshold=215.43754815100155 1.5000000000000002 193.89397430526466 229.55413797912945 1.5000000000000002 25.923336982727054 166.021516328888 204.09216998427186 1.5000000000000002 33.000000000000007 -14.903549194335936 22.000000000000004 237.98194357530249 14.500000000000002 20.000123977661136 -76.425609588623033 0.89352959418748901 0.89575325839446418 597.25000000000011 1.9235469803576666 0.55691102267514669 1.3378026126558009 1.5000000000000002 20.500000000000004 18.993783621019645 197.25000000000003 500.75000000000006 0.26127196079690146 0.96436555566812876 34.001033782958991 0.93078657606575166 841.25000000000011 0.76568795163697534 67.864534071477877 10.500000000000002 94.651757515972591 29.500000000000004 11.500000000000002 30.990319252014164 609.25000000000011 231.74774608481644 -53.130102157592766 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 7 20 11 26 9 -8 15 33 23 16 -15 -2 17 34 25 42 -3 -11 40 36 37 -9 -4 -19 -14 -17 41 -32 -26 -1 35 -12 -5 38 -25 -40 -7 -31 -20 right_child=1 5 4 12 -6 22 8 18 -10 21 13 -13 28 14 -16 29 -18 27 19 -21 -22 -23 -24 24 32 -27 -28 -29 -30 30 31 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=-0.004376561204839517 0.0010253599978811841 -0.006934715700523203 -0.0037523074503197488 0.0038605682539757484 -0.0059116551357080082 -0.0011683193439435845 -0.0026352010128382151 -0.010457812068714481 -0.0069703849871149831 -0.0043316864119312256 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21.0815 18.1293 18.0495 18.0384 16.3014 15.626 15.5829 13.2337 12.4165 12.1963 12.0217 11.7432 11.489 11.121 11.4853 11.0034 10.8234 10.5212 10.2575 9.84228 9.74195 9.68733 14.5714 9.9643 9.43109 9.32605 9.21857 11.8837 9.10285 9.13435 9.03328 8.88667 8.70517 threshold=214.05006684080459 1.5000000000000002 189.30802471481118 229.70109332388429 0.70136132688832953 1.5000000000000002 90.785089424681061 72.713859581385819 203.73084651283384 147.33776540919402 223.03164794007492 46.682334865278925 39.352481310621037 50.181424617849096 58.024575874780361 1.5000000000000002 0.51610174117133356 170.065667138723 49.974304145143172 20.009433962264154 44.778655288646569 240.57795563342273 27.47148003625772 54.150215159933971 2.0476045207588833 0.83059659907966654 0.93162879587291902 29.500000000000004 19.500000000000004 176.04774114774116 56.826714046964987 21.500000000000004 18.993783621019645 0.65688554401842836 29.500000000000004 0.5008577237805758 1.9774471725158369 45.212121070350697 5039.5000000000009 10.500000000000002 461.75000000000006 0.48034155844076315 0.96436555566812876 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 -3 7 9 8 18 -1 13 28 15 -2 29 17 -8 -11 -4 -6 -10 31 -9 24 -22 -7 30 -18 -12 -14 -20 34 -33 -34 -5 -32 -24 -38 39 -29 -30 -15 -23 right_child=1 4 5 21 19 25 16 22 20 12 11 -13 14 41 -16 -17 27 -19 26 -21 23 42 36 -25 -26 -27 -28 38 40 -31 35 32 33 -35 -36 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0072294246279028598 -0.00052118814564614815 -0.0058584030091392656 0.00025417719402045792 0.0036516511547416827 -0.0046424329123600236 -0.0060879779266336627 -0.0066597144021322188 -0.0076244144674722748 0.0069119560595400538 -0.0023595006357204121 0.0010961447899365511 0.0025538985389314604 -0.0055061360681265695 -0.0023387288828842249 -0.0090445086225016975 -0.006821159391028106 0.0046347391060063805 0.0035243309225018969 -0.0032463615717430081 0.002804017778970509 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9.31466 8.79976 8.69653 13.4668 8.60824 threshold=0.78335727794256871 35.000000000000007 1.0000000180025095e-35 523.75000000000011 0.8333667871002276 521.75000000000011 1.0000000180025095e-35 2.5000000000000004 0.88493115521217336 1.6949334595568828 776.25000000000011 0.85690923192126667 0.42519213606058831 29.500000000000004 48.000000000000007 0.92530184561630646 0.92729651328815121 3.5000000000000004 0.059144292206440838 23.341996192932132 720.25000000000011 0.97212520642581168 0.59836829615180342 122.50000000000001 105.3910255432129 21.998198509216312 26.500000000000004 0.85093858600653605 0.96814355999064861 0.44003546099290786 3.5000000000000004 1.5000000000000002 -15.255119323730467 1337.2500000000002 1.0000000180025095e-35 1492.7500000000002 29.500000000000004 561.75000000000011 18.500000000000004 -2.4895528554916377 1.5000000000000002 429.22212219238287 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 27 13 11 8 9 10 -8 14 19 -4 24 39 18 35 -11 -7 -2 21 32 -15 -13 25 37 -27 -3 38 -30 -16 -14 33 -20 -22 36 -6 -1 -12 -5 -36 -42 -29 right_child=1 3 12 6 16 15 7 -9 -10 17 28 23 31 22 30 -17 -18 -19 20 -21 34 -23 -24 -25 -26 26 -28 42 29 -31 -32 -33 -34 -35 40 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0048429422288396272 -0.0028041173955372103 -0.0040858956547229772 -0.0064571119052977549 0.00086152405171107771 0.00032586195652207459 -0.025986101017745074 -0.003287713580508 -0.00036552186220272518 0.002214691758026206 -0.002775568176177837 0.00084356044614519038 -0.015908462536420517 -0.0014437605190184026 -0.0055100849639902437 -0.01062888264916112 0.0042489539821200231 0.0036693007900776339 -0.012764358812401949 0.0024638774107925872 9.2471833814564231e-05 0.0028120817616745534 -0.016236053472671628 -0.0027813075080339814 0.0019269856605171854 -0.032824158954325854 -0.0011746500498250475 0.013344718262909217 -0.0010057929316585688 0.0077615263473542941 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0.0146303 0.00807983 -0.0211654 internal_count=922168 720886 201282 266427 145233 454459 219623 25174 194449 13530 162564 111821 56049 87431 100784 342638 57802 4984 320989 74108 320869 166772 42137 37713 45294 45225 28577 46804 61780 2129 39481 26146 166517 51842 154097 51105 47878 16648 59651 61303 23456 21023 15268 shrinkage=0.0748119 Tree=26 num_leaves=44 num_cat=0 split_feature=16 20 16 16 31 17 9 17 16 32 17 8 7 9 17 21 17 4 10 19 16 19 28 20 14 16 13 13 17 9 16 6 13 20 21 15 31 29 29 29 21 20 17 split_gain=728.865 166.998 122.91 69.5826 51.8281 38.6836 26.5014 23.4659 23.0741 21.4309 15.9198 14.5886 13.5196 17.7152 16.3564 16.8201 14.5595 13.8487 13.3108 13.137 12.716 12.6888 12.4308 12.0411 11.5164 11.2788 11.1138 11.7515 10.7952 10.5762 13.3173 10.1151 9.82942 9.77339 9.61268 9.61226 9.38805 9.20361 9.01086 8.98869 8.91806 11.464 8.87005 threshold=208.74958193979936 0.64336548839719387 224.8969277309059 185.46269535431387 1.5000000000000002 98.692881158375556 0.89018981992975299 80.07444910176271 232.85481988573025 1.5000000000000002 42.891552977092637 122.50000000000001 -8.1301016807556135 0.95440843067500836 58.518797909110539 13.500000000000002 60.509103576825858 24.665764808654789 0.92574874603238011 301.25000000000006 198.88809805245978 821.25000000000011 617.25000000000011 0.64336548839719387 19.164945810202486 220.44202888487712 25.919666628806166 57.230814861043264 41.203427635847049 0.95539677735763762 110.89869327716093 0.71355189431946575 66.305671824145577 1.1448507216741943 5.5000000000000009 0.46129187318288278 1.5000000000000002 0.99910909181103802 0.25642837087556275 0.16120357629791596 2.5000000000000004 0.55929902599892645 49.559925134923297 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 5 18 6 -1 9 10 20 -4 -3 13 33 15 35 -15 22 25 -17 28 -20 -16 -7 -9 -2 -18 -28 -5 -8 32 39 40 -13 -12 38 -35 -29 -14 -32 -31 -42 -37 right_child=1 2 8 7 -6 23 29 24 -10 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6576 10205 6056 5986 65765 114858 83756 82349 1407 24311 162514 157998 4041 391 14202 37556 1053 586 143796 shrinkage=0.0748119 Tree=27 num_leaves=44 num_cat=0 split_feature=16 32 16 16 17 32 9 2 9 16 29 17 7 17 1 21 17 14 26 24 19 1 14 27 21 27 32 17 29 29 1 26 21 13 29 17 9 31 18 16 17 14 16 split_gain=620.052 116.637 108.43 60.3792 38.3852 34.7586 28.8946 26.8287 24.7708 15.9928 15.8684 15.7708 15.4129 29.6982 12.914 12.6575 12.6488 11.9789 11.916 11.2774 17.4086 11.0226 10.7167 10.9959 10.347 12.4099 10.2604 10.0005 9.87875 9.80337 9.71848 9.70187 9.72612 8.93009 8.7632 12.1144 8.75572 8.65679 8.58463 8.58459 9.30896 8.48226 8.42545 threshold=215.43754815100155 1.5000000000000002 196.74193724618945 230.77423963133643 76.143165681205176 1.5000000000000002 0.89849678975826763 23.129319955406917 0.96279827808005403 161.74727169497856 3.3348292159836657 69.593873128902104 -14.903549194335936 56.421493686944721 544.50000000000011 1.5000000000000002 46.515502590935007 8.5619435257687666 2.169810812847929 22.500000000000004 301.25000000000006 117.50000000000001 36.190824207437231 2.5000000000000004 2.5000000000000004 28.500000000000004 1.5000000000000002 45.32466417805491 0.31771181476514282 0.5008577237805758 9112.0000000000018 1.1259984051036684 11.500000000000002 46.327464653397975 0.7132734396714816 48.845354396825492 0.9482970746054199 2.5000000000000004 6.5000000000000009 207.11073573573577 53.085049402702076 67.864534071477877 246.84446131159689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 6 11 -1 -3 10 -8 -6 17 22 19 -13 -9 26 -4 27 21 -21 -14 -2 -24 -15 -26 33 -19 -25 -18 38 32 -31 -11 35 -5 -16 -17 -23 -29 -41 -10 -36 right_child=1 7 5 34 8 -7 9 15 41 16 -12 14 13 24 36 37 29 18 -20 20 -22 30 23 28 25 -27 -28 39 -30 31 -32 -33 -34 -35 42 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0071498632625087615 0.0023809211872191966 -0.0049444278679727305 -0.0072801800558567236 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2386 2562 169 13134 192206 1205 48 2156 436 3567 72188 5745 64942 924 12725 1856 1573 191993 108 6080 2151 194 37844 55348 172 5407 internal_value=0 0.0222818 -0.0302079 0.0259713 -0.0470557 -0.0137023 -0.0512169 -0.037114 0.000750068 -0.0475469 -0.0345486 -0.00969438 0.0166821 0.0121488 0.0321524 -0.00737075 -0.0416745 -0.011782 -0.0109675 0.0136243 -0.0145404 0.0155588 0.0283257 -0.0090966 -0.0836185 -0.110955 -0.0205087 -0.00993386 -0.0271754 -0.0466083 0.015883 -0.0417632 -0.0369423 -0.0114152 0.0389421 0.0655104 0.0471189 -0.0250203 0.0163744 -0.0108612 -0.00452017 0.0461677 0.0373649 internal_count=922168 532248 389920 501120 192960 196960 177509 31128 15451 163944 8694 180528 292001 210173 8578 15361 121125 171950 170328 206984 13303 193681 81828 6998 3189 2592 22897 167766 5793 98228 193324 79523 66798 19330 209119 11719 7467 11147 192400 165380 93192 6757 197400 shrinkage=0.0748119 Tree=28 num_leaves=44 num_cat=0 split_feature=20 0 19 13 32 9 11 11 19 13 0 27 0 29 25 29 25 0 8 19 9 27 27 8 9 8 6 27 5 19 28 5 18 11 7 9 22 28 11 19 28 29 25 split_gain=244.051 147.543 67.6 59.8562 47.8942 41.0272 24.8171 23.3971 21.2267 19.2553 18.8435 18.2628 18.0178 17.1351 16.7454 14.1349 15.6805 13.5124 13.4648 12.392 12.3865 12.0558 11.8395 12.7585 11.2346 10.9877 10.9116 12.4996 10.5028 10.1863 9.91067 9.57691 14.5755 10.3811 9.10456 17.0824 9.05572 9.48142 22.057 9.11445 8.86589 9.68756 8.82966 threshold=0.74380676704034043 33.000000000000007 627.25000000000011 25.919666628806166 1.5000000000000002 0.93480826431089914 0.90478150107779742 0.92729651328815121 589.75000000000011 25.919666628806166 52.500000000000007 3.5000000000000004 49.500000000000007 0.059144292206440838 3080.7500000000005 1.5344818778800222 1269.7500000000002 29.500000000000004 738.50000000000011 3671.5000000000005 0.95570109671188996 14.500000000000002 8.5000000000000018 271.50000000000006 0.95539677735763762 10348.000000000002 0.81250000237441611 45.500000000000007 45.741067886352546 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12.2058 12.1908 12.1089 14.3747 11.5121 12.7586 11.1364 10.9056 10.8301 10.6794 10.6325 10.6836 11.1771 10.5817 9.8964 9.72882 9.06799 8.96948 8.74281 8.43026 8.40467 8.18833 7.95148 7.69176 9.77541 7.66729 threshold=212.49732976827099 0.64336548839719387 188.60589237618868 228.61413638250505 1.5000000000000002 98.692881158375556 0.8234298431448076 0.95539677735763762 40.260407640085667 76.143165681205176 10.500000000000002 32.999996185302741 6.5000000000000009 1.0000000180025095e-35 3192.7500000000005 0.65688554401842836 0.37520858082924752 62.181277380961752 579.25000000000011 46.515502590935007 0.39463875250906238 202.07528585204577 55.285088927520825 65.055814415173387 1.5000000000000002 58.024575874780361 5.0068871974945077 35.000000000000007 30.404397561268606 14.500000000000002 0.46129187318288278 0.51610174117133356 0.31771181476514282 49.500000000000007 1.0000000180025095e-35 57.463064534238519 26.000000000000004 134.50000000000003 15.89002561569214 1.0652686546653845 0.97137663384522899 59.002540588378913 5820.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 8 16 7 24 25 -3 19 14 18 37 -13 32 17 -2 38 27 -8 -21 -22 -23 33 26 -1 -4 -12 29 -29 -20 -7 -10 -9 -14 -18 -33 -5 -16 -34 41 -17 -38 right_child=1 3 6 12 -6 31 9 23 10 -11 11 13 34 -15 15 40 35 -19 30 20 21 22 -24 -25 -26 -27 -28 28 -30 -31 -32 36 39 -35 -36 -37 42 -39 -40 -41 -42 -43 -44 leaf_value=-0.0045206725807939363 -0.0049807448462352707 -0.021752467642644852 -0.0097408480324531789 -0.025962972147160236 -0.004761984530098266 -0.0055963373439193468 0.0028061226738543095 -0.0028703496513223003 -0.0036297591855819216 0.0028609715897243704 0.00019983972405451664 -0.002236978474589819 0.0017405797675221534 -0.013073570927815924 -0.035361321445927608 -0.0023130881971814895 0.0019551311155551255 0.0096477639615765356 -0.001841437763415244 -0.0045528318841797722 -0.0018848010529815529 -0.0012291670482222517 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threshold=218.11344738096503 197.81987806901131 0.53775129921812825 231.093999653493 1.5000000000000002 1.5000000000000002 0.9156664417266297 0.64681990062876504 1.275111705856532 717.50000000000011 0.9645880408352403 1.9774471725158369 164.63799059063393 1.0000000180025095e-35 2.5000000000000004 9.5000000000000018 0.16007066808375756 1.0000000180025095e-35 0.2040544699031748 5.0068871974945077 1.9774471725158369 36.500000000000007 1.4484957078245533 0.89743590834109666 73.183933258056655 0.70683387162422906 6.5000000000000009 32.767666182406842 0.44201444303547005 3.5321725014780183 0.7132734396714816 1.5196350605486451 31.500000000000004 326.50000000000006 0.80787143410352413 1.228961015317221 0.72160092414324228 0.88013618673288851 9083.5000000000018 81.110164642333999 135.9285570353002 0.83226827294103123 22.70043097507704 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 5 17 8 -2 28 10 9 19 -8 24 -9 -10 22 16 -11 18 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18596 200106 178746 214168 188800 12522 3320 166224 25368 5197 57384 53861 263001 236949 131416 26052 118486 2758 115258 3249 13168 3594 466 21360 14912 207193 281 236330 24093 372 23721 20995 19704 14591 731 13860 130640 2726 shrinkage=0.0748119 Tree=31 num_leaves=44 num_cat=0 split_feature=16 16 33 16 32 9 16 14 27 28 9 7 16 14 29 0 0 12 7 29 7 0 23 27 1 27 15 7 15 0 1 4 29 18 1 27 4 14 28 27 25 16 7 split_gain=371.486 71.244 63.432 31.9859 23.7422 17.8403 14.6182 13.0346 12.6629 11.9236 11.5117 15.4624 11.3231 11.2875 11.0539 11.5207 10.4565 9.83263 9.87606 11.2206 9.56612 9.06186 8.96053 8.44585 8.23621 8.21349 11.5578 10.0412 9.05997 8.18328 8.10991 8.03858 8.78514 8.0024 9.77712 12.9058 14.549 10.0099 8.04682 9.75374 11.9593 7.86436 10.4575 threshold=216.81463011626059 193.89397430526466 2.5000000000000004 230.77423963133643 1.5000000000000002 0.95440843067500836 110.89869327716093 7.4321005022900435 36.500000000000007 3784.5000000000005 0.95966547450004425 -6.0090057849884024 147.33776540919402 29.126760252454925 2.0476045207588833 51.000000000000007 24.000000000000004 40.260407640085667 -8.1301026344299299 1.3496453187100672 -16.128877639770504 28.000000000000004 0.59421391128144141 12.500000000000002 149.50000000000003 2.5000000000000004 0.61699339923083973 -41.18592453002929 0.46129187318288278 40.500000000000007 719.50000000000011 44.002962112426765 0.55774233616927682 1.5000000000000002 344.50000000000006 8.5000000000000018 7.0026938915252694 16.947566103892743 1034.2500000000002 2.5000000000000004 631.25000000000011 242.36701502875823 -89.93590927124022 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 9 7 16 13 -3 12 17 14 -12 -8 21 -9 23 -1 -2 19 -19 29 -7 -10 -16 -5 31 28 -28 -27 -14 -13 32 -11 34 35 36 -20 -38 39 40 -35 -26 -43 right_child=2 4 -4 24 -6 6 8 10 22 25 11 30 20 -15 15 -17 -18 18 33 -21 -22 -23 -24 -25 41 26 27 -29 -30 -31 -32 -33 -34 38 -36 -37 37 -39 -40 -41 -42 42 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shrinkage=0.0748119 Tree=32 num_leaves=44 num_cat=0 split_feature=20 0 14 13 0 30 17 26 13 1 30 11 13 14 27 27 17 23 7 24 7 11 27 19 23 19 15 30 26 11 13 30 11 27 11 13 1 17 8 30 14 22 22 split_gain=139.325 98.5045 52.7438 33.3009 29.5784 22.1713 20.5643 19.3445 19.8764 16.463 16.3575 15.9862 13.8104 13.2936 13.1252 12.27 11.1856 16.3189 12.5369 17.343 16.2901 12.3678 10.7802 10.257 10.194 10.1583 11.4786 10.0847 10.5076 9.58989 9.53573 9.48008 9.21467 9.09681 9.03823 10.6444 8.98805 8.5484 8.25395 7.88811 7.82593 7.80701 7.75965 threshold=0.69454564724897672 29.500000000000004 21.331442068318808 24.883491021645245 48.000000000000007 1.0000000180025095e-35 47.796689600984557 1.5797285745218514 31.497496989921554 719.50000000000011 1.0000000180025095e-35 0.85423665651696801 43.387909305567256 49.01090089263699 13.500000000000002 2.5000000000000004 67.009706608151077 0.38133453175826065 -10.652284145355223 4.5000000000000009 -53.130102157592766 0.47538142266757755 14.500000000000002 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430 3063 68894 23 2931 15011 774 753 internal_value=0 0.00452556 -0.00685966 0.0151418 -0.00047062 -0.0338242 0.0175322 -0.0149824 -0.00952241 0.00628993 -0.0519589 -0.0197073 0.00679547 -0.106403 -0.200528 -0.0278526 0.00859128 0.00605915 0.036996 -0.0285139 0.0520304 -0.00711481 0.0233806 0.00727891 0.0786338 -0.0259876 -0.0168038 0.0137819 -0.0101514 0.0631921 -0.0322307 -0.142144 -0.038356 -0.0112195 -0.0568556 -0.0167164 -0.0275881 0.00694648 -0.344866 -0.0426686 0.0109425 -0.108108 0.0144931 internal_count=922168 814974 393245 421729 301489 107194 393271 95816 83488 205673 12328 54593 16063 3812 315 91756 155519 142790 12729 2376 10353 3212 237752 3048 7141 89430 51322 120897 15368 1104 539 2790 38108 45042 6280 2963 8516 141813 210 6035 15748 1272 72919 shrinkage=0.0748119 Tree=33 num_leaves=44 num_cat=0 split_feature=16 20 16 16 30 17 17 24 25 12 17 27 4 16 17 17 15 20 6 15 6 1 1 23 5 16 4 21 23 27 17 0 25 14 29 7 6 25 14 21 5 6 5 split_gain=291.023 62.4524 52.3022 34.9541 25.9496 19.2164 14.462 13.4543 14.1744 13.0519 11.9019 12.178 10.1546 10.0512 10.4298 9.94723 12.6551 12.5473 9.57258 9.30666 9.05275 8.80966 8.80492 8.76562 8.65815 8.58246 8.53563 12.1171 25.5869 19.7465 12.4523 11.1929 8.28544 8.09228 8.04164 8.76102 14.4685 13.4651 7.91286 11.6231 16.2015 12.9924 8.51851 threshold=208.74958193979936 0.64336548839719387 224.38877342150843 178.19796808986533 1.5000000000000002 80.07444910176271 98.692881158375556 20.500000000000004 653.25000000000011 40.260407640085667 50.042685967860002 14.500000000000002 22.135943412780765 218.71568506989954 53.006069209340176 49.83073123211642 0.38234050344305831 0.45622137041416905 0.33333333770898604 0.37520858082924752 0.74074074171581195 134.50000000000003 7997.5000000000009 1.34814492192541 24.000073432922367 235.00176691119597 55.003633499145515 1.5000000000000002 1.1115140794128868 6.5000000000000009 56.826714046964987 45.000000000000007 782.25000000000011 32.767666182406842 0.7304465018164773 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7.48912 7.90279 15.559 10.9546 7.27196 10.0774 7.08237 7.01263 6.95281 threshold=208.74958193979936 2.5000000000000004 224.38877342150843 178.19796808986533 80.07444910176271 98.692881158375556 0.79044605242627564 0.55929902599892645 0.74119828467654558 49.763663041769554 0.2771257413776641 19.500000000000004 422.25000000000006 220.07020967051778 0.16120357629791596 1.1646700789751232 18.993783621019645 29.500000000000004 6.0232255458831796 47.407958797753274 1.3378026126558009 53.006069209340176 0.70683387162422906 0.87125744121122983 117.81675682618972 71.343963623046889 0.5008577237805758 319.50000000000006 351.75000000000006 4.5000000000000009 1068.2500000000002 5.5000000000000009 44.662763595581062 0.69837001706163893 58.024575874780361 110.89869327716093 1.7263657503021406 0.66216974550307894 21.331442068318808 52.354588119871593 517.25000000000011 455.75000000000006 0.48717948858151267 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 18 6 34 22 10 15 -6 14 41 21 -4 -2 -14 -16 -5 -20 26 -11 -3 40 -9 -10 27 -21 -7 42 -31 -22 -33 -32 -1 36 -36 -38 39 -19 -23 -13 -30 right_child=1 7 11 4 8 28 -8 24 25 13 -12 12 16 -15 17 -17 -18 38 19 20 31 23 -24 -25 -26 -27 -28 -29 29 30 33 32 -34 -35 35 -37 37 -39 -40 -41 -42 -43 -44 leaf_value=-0.0034671706212406469 -0.00032428776439089637 -0.0034089334799621961 -0.0053087203260445588 -0.0048978392462358262 -0.024392640839149167 0.020627226117388469 -0.0019342838104295479 -0.0019591919435286943 -0.0062795867551865463 -0.0003954575769865506 0.0036061850483855421 -0.01125201179058889 -0.003660478915428928 0.0015224028752517276 0.0019575302563903793 -0.0030547374507632697 0.0010362836598021476 -0.00062105069303460079 0.00076335388321502524 -0.0016393583591411485 -0.00034431084893817487 -0.0029988377004276602 -0.011655927795579585 0.0012901550799405089 0.0031179594379516572 0.010979268180187842 -0.0010818274047503496 -0.0050659678372365555 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-0.00723975 -0.0819457 0.0575323 internal_count=922168 623328 599125 298840 196153 102687 96748 24203 8398 245054 6952 354071 33323 183598 320748 61456 31499 319629 187755 183670 171358 140805 16478 70356 7725 1446 155722 21200 5939 5828 3900 15636 11725 703 58258 5890 1267 266 98069 9318 18968 1824 1928 shrinkage=0.0748119 Tree=35 num_leaves=44 num_cat=0 split_feature=16 33 16 16 9 20 1 11 9 18 5 11 21 21 22 21 9 11 6 20 22 13 11 11 20 14 22 21 6 19 21 1 11 21 18 5 32 6 13 4 16 4 10 split_gain=214.682 42.8659 31.4609 31.3801 13.6397 12.1776 11.8028 11.6552 11.4691 11.2965 11.0717 10.9453 10.5173 10.2528 11.2689 9.40969 9.39254 17.7675 9.5966 9.069 8.9461 22.0428 8.95895 8.51519 8.39569 8.32945 7.81961 7.66579 7.37346 8.42921 7.34594 7.30847 7.15253 7.07458 6.90869 6.79851 6.47523 6.47224 6.47118 6.74674 6.46517 9.56871 14.4145 threshold=212.23663353754111 2.5000000000000004 181.15428156748916 224.55531711969482 0.96078844691333543 0.70136132688832953 134.50000000000003 0.68870064170903744 0.96180975599354634 1.5000000000000002 75.544540405273452 0.77620007680491565 6.5000000000000009 9.5000000000000018 495.25000000000006 14.500000000000002 0.941782429738247 0.65918585382871109 0.45887250128159873 1.1646700789751232 945.25000000000011 44.193435081962733 0.73081605958413531 0.93142988626651768 1.0061084249312047 11.750109908634981 279.25000000000006 10.500000000000002 0.71355189431946575 693.25000000000011 1.5000000000000002 149.50000000000003 0.82707138399358093 1.5000000000000002 1.5000000000000002 32.00000190734864 1.5000000000000002 0.23018036671987266 333.8293759278709 35.00148010253907 245.49884243810359 148.83892822265628 0.94103215417427266 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 -1 -3 -4 10 19 -7 -6 -10 31 16 34 -13 18 -18 -8 26 23 22 -22 -14 -24 37 -2 -23 -17 -30 -20 -5 33 -9 -15 -27 -34 -19 39 -37 41 -33 -43 right_child=1 5 6 12 7 9 13 32 11 -11 -12 15 20 14 -16 28 17 25 30 -21 21 27 24 -25 -26 35 -28 -29 29 -31 -32 40 36 -35 -36 38 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.0034477624996834596 -0.010567197548355797 -0.0031949053549209742 -0.0041015497733632843 -0.0049902575697424864 0.00082062665825574145 0.0056892540223814807 -0.004789361772347552 -0.0061396084785508061 0.0019077209451711392 -0.0021760094282140675 0.016806259276801582 0.00040330828978518159 0.00067711269434436478 0.015702525120571811 0.0016474724890944358 -0.001516457378342536 0.0022600669448956776 -0.0054652911112994034 0.0023650181026746912 -0.002670695244234981 0.003899579617934283 0.00057831465373637484 -0.018576678930135381 0.0031746894341618988 -0.047063853281981358 -0.0014594649065207885 -0.00010618190343321445 -0.030728845344410654 -0.013707001809138367 0.0094422351922143367 -0.002018987272838068 0.0016893247070771244 -0.00046560510639240662 -0.0023923683780887306 -0.0038011847578524847 -0.00027478362670865211 -0.0044187511407199013 0.0038794547689642101 0.02730125372448924 -0.0038243916828015652 0.0036861966318975248 -0.0023027018076696507 -0.038368383390974897 leaf_count=48817 403 17993 6588 912 4943 1833 6631 3060 30156 2310 255 111803 89747 105 15301 1588 9797 481 2397 9737 73 1606 254 8351 75 103757 52420 45 643 102 19888 238237 18186 35923 3185 54590 2658 3015 47 3171 9013 2008 64 internal_value=0 0.0117055 -0.0198668 0.0134199 -0.0334527 -0.0314511 -0.0131115 -0.0239686 0.00365315 0.0174283 0.0214517 0.00855616 0.0191858 -0.0118756 0.0106052 0.00407935 -0.0139266 -0.0111658 -0.0306218 -0.00765543 0.0105256 -0.0548062 -0.264797 0.0118929 -0.335117 -0.0136216 -0.00248612 -0.00367588 -0.0587765 -0.140854 -0.0206844 0.0226518 -0.0279149 -0.0359102 -0.0424896 -0.0146665 -0.0129619 0.0346703 -0.00597597 -0.00627777 0.0229787 0.0219925 -0.0456705 internal_count=922168 579373 342795 557237 113842 22136 228953 65025 206852 4143 5198 144292 350385 222365 18591 114136 203774 174858 28916 62560 100151 2053 402 98098 329 165061 52823 1651 2333 745 22285 250234 59827 38983 3290 161565 20844 3496 57808 57761 249322 240309 2072 shrinkage=0.0748119 Tree=36 num_leaves=44 num_cat=0 split_feature=16 16 30 20 17 16 26 5 20 16 17 17 17 17 16 17 20 6 26 7 6 18 11 19 7 28 2 24 14 6 29 12 28 7 24 20 26 30 17 6 28 29 13 split_gain=187.887 38.3431 33.02 21.3427 16.5963 14.4879 13.3642 17.0353 13.1741 12.9211 15.1209 10.7116 10.5344 10.4776 10.5012 12.842 10.2687 10.1941 9.65737 10.5933 22.6274 9.63827 9.87828 9.1774 8.79366 9.29555 9.01151 7.85192 16.3379 7.54276 7.5077 18.6481 8.78041 7.11885 16.2897 7.42644 7.06831 6.98742 6.9746 7.30989 6.90828 6.90196 6.86036 threshold=216.10391256830604 197.81987806901131 1.0000000180025095e-35 0.55929902599892645 90.785089424681061 229.55413797912945 1.4075398029513946 429.22212219238287 0.78713105463810351 147.33776540919402 36.474612263422323 54.565990256776196 45.32466417805491 46.844961551720338 223.38798226908347 51.096287386548873 0.30051159261003829 0.36004418082499196 0.76973957649735325 -56.952726364135735 0.5787970375057504 1.5000000000000002 0.79412672476397972 371.25000000000006 -89.93590927124022 1805.7500000000002 48.32480818414323 9.5000000000000018 33.088021232126017 0.40000000347871084 1.5949361453988633 199.46803743153552 9414.0000000000018 -10.30484628677368 4.5000000000000009 0.9696782062107141 1.5587089956062126 1.5000000000000002 80.07444910176271 0.37500001324547949 479.25000000000006 0.910282202986333 58.966254456872555 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 5 -4 9 13 21 24 37 -1 16 12 -10 -2 15 -15 -11 -18 23 20 -20 -5 -23 -6 25 -8 -26 29 -29 -14 33 -32 -33 -21 -35 -36 -37 -3 39 -13 -31 -25 -12 right_child=2 8 3 6 18 -7 7 -9 11 10 42 38 27 14 -16 -17 17 -19 19 30 -22 22 -24 41 26 -27 -28 28 -30 40 31 32 -34 34 35 36 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0037911150726469452 -0.00030223398132802525 -0.0010537695254436493 -0.0029218561965443542 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7966 418 3866 694 8781 6920 3260 6971 89 6110 45226 1007 4911 173 376 27 616 214 280 59 11688 3369 69121 34665 190 7775 internal_value=0 -0.0162711 0.0125261 -0.00901916 -0.0260512 0.0154642 0.00233203 -0.0242074 -0.00648287 -0.0281737 -0.0251517 -0.00276798 -0.0100596 0.00997018 0.0131575 0.00676493 0.00951674 0.0270541 0.0129765 0.0353806 -0.0537859 0.0134166 -0.0042778 -0.0287357 -0.0219793 -0.207384 -0.0184217 -0.0117609 -0.0207751 -0.00193423 0.0530518 -0.055097 0.0627929 0.0654239 -0.00295605 -0.127544 -0.219618 -0.024198 0.00610929 0.00400723 0.00163451 -0.0396263 -0.0277553 internal_count=922168 400535 521633 62597 200350 459036 45429 13384 200185 190016 167518 165483 90856 234638 191151 109614 11702 8665 10334 6723 1112 32045 15701 3611 13332 251 13081 88643 46233 42410 5611 576 403 5035 1169 553 339 34702 74627 71258 39576 3450 155816 shrinkage=0.0748119 Tree=37 num_leaves=44 num_cat=0 split_feature=16 16 20 17 20 16 30 26 17 27 14 17 16 16 29 23 7 17 4 1 1 26 11 5 29 17 30 25 29 27 19 6 25 22 11 25 26 29 19 13 26 16 6 split_gain=161.251 39.3511 21.3905 16.6496 16.5745 15.3577 11.8482 11.3785 11.3086 12.453 13.8791 10.7201 10.6601 10.301 9.57004 9.40848 9.19652 37.2571 18.306 12.8893 10.89 9.19008 8.76528 8.69403 8.62145 10.2789 12.1171 8.59868 8.48711 8.38914 9.55842 10.8525 14.5117 12.1524 8.33962 8.0995 12.03 9.07862 8.01886 7.9849 7.97315 7.9179 7.61006 threshold=204.09216998427186 222.12855207864328 0.53775129921812825 72.713859581385819 0.8234298431448076 145.03914241960186 1.0000000180025095e-35 0.73135287572420682 53.006069209340176 14.500000000000002 34.920958181926778 36.474612263422323 181.15428156748916 237.52013409967768 0.87701073831292053 1.3875385639669549 -8.1301026344299299 53.298945026900064 20.808408737182621 529.50000000000011 864.50000000000011 1.5797285745218514 0.91997973657548138 50.559616088867195 0.81090813095680769 61.223178219925565 1.5000000000000002 1269.7500000000002 0.13342227329122494 30.500000000000004 557.75000000000011 0.46886789721280059 523.75000000000011 404.25000000000006 0.65002443792766385 10741.500000000002 0.097097361598457999 0.90294184700447788 301.25000000000006 72.192827487046941 0.98564163796139626 170.065667138723 0.57142856770853301 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 6 5 24 -1 -3 35 9 -6 27 28 40 16 -10 42 23 22 19 -19 -21 -12 29 -4 25 26 -2 -11 -7 34 31 32 -31 -33 -18 37 -37 38 -5 -23 -13 -30 -9 right_child=1 2 13 7 8 11 -8 15 14 10 21 12 -14 -15 -16 -17 17 18 -20 20 -22 39 -24 -25 -26 -27 -28 -29 41 30 -32 33 -34 -35 -36 36 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0039103054638289494 0.00052018054121928258 0.002783155194906164 0.001941812299154974 0.011600446849921658 0.00050610903597169321 -0.0031654147385899944 -0.0027404836021763346 -0.00071904491487225636 -0.00054538361014288791 -0.00093989767252368928 0.0022235055335569978 -0.0020414441654994092 -0.0013347363921185108 0.0019476765113281497 0.0012047529630162656 -0.0053251821224961976 -0.0030948867231032008 -0.0074032469089984022 -0.0051918087882261224 -0.036162465890087786 0.0099848543590395199 -0.018436147974564793 0.0020963435007022211 0.00027528712528902111 -0.0032503754221817659 -0.008179021027832455 -0.0024248233640464544 0.013427833660298236 0.00038579188816196164 -0.0027268871350992463 0.00037878642053769504 -0.017119610624939961 -0.019787797609644633 -0.0010043973156760152 0.0008999073614850482 -0.012149353122994418 0.01563395115760605 -0.019832510839108492 -0.0030079888713484158 -0.002680475644577318 -0.0038929562824891141 0.0054806359650963997 0.0033660232419770579 leaf_count=17660 20476 2653 78816 219 54496 2834 12023 3544 23207 62650 286 56703 126882 76339 70945 997 2978 217 1623 271 32 557 25998 22528 10898 1034 12650 234 8102 719 17697 272 456 7052 163777 122 306 173 5296 266 16896 2163 9121 internal_value=0 0.00816382 0.0142091 -0.0215456 -0.00153512 -0.0239274 -0.0232846 0.0063022 0.00215657 -0.00434408 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8.77515 8.69335 8.59577 10.8179 8.28746 10.0021 10.2291 14.4175 8.87134 8.26891 35.5863 19.9036 14.6907 7.97165 7.85539 12.3527 8.22357 7.59067 7.7931 7.48536 7.56309 threshold=207.43428071013457 1.0000000180025095e-35 222.12855207864328 0.7080191022184813 1.4075398029513946 171.38317264717151 80.07444910176271 2.5000000000000004 49.83073123211642 0.36840224869615029 545.25000000000011 0.92729651328815121 -1.847610294818878 53.991370511072716 0.78217021665004149 130.09797974644667 28.500000000000004 0.70500865051903128 0.73849399171085606 1.5000000000000002 531.25000000000011 1.2426168941290483 3.5321725014780183 47877.500000000007 16.500000000000004 153.44722215136417 3.5000000000000004 20.500000000000004 1010.2500000000001 124.18986283848345 0.25943064796874338 2146.5000000000005 262.63961030678934 1.138356667251889 0.95970474596156408 40.260407640085667 4.5000000000000009 2.5000000000000004 -80.477363586425767 0.8234298431448076 2.5000000000000004 109.04713978687069 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 10 -3 19 21 8 -6 -7 -10 20 12 -4 26 -15 16 18 24 -16 -5 35 22 41 -9 36 -26 30 28 -28 -30 31 -14 33 34 -33 -2 -8 38 -38 -22 -41 -1 -43 right_child=1 3 11 4 7 6 17 23 9 -11 -12 -13 13 14 15 -17 -18 -19 -20 -21 39 -23 -24 -25 25 -27 27 -29 29 -31 -32 32 -34 -35 -36 -37 37 -39 -40 40 -42 42 -44 leaf_value=-0.0022719917458619188 -0.013002684753973814 -0.0021947325414155864 0.0015570018482541671 0.0021087797180065122 -0.0044360191359304191 5.7384417604459203e-05 0.0050009292507044584 -0.00016433287556167679 -0.0041484184428590793 -0.0012732913518876379 0.00052884898527234012 0.0023872801707488468 0.00049248647859909394 0.0066723069516641514 -0.031222500780400671 0.0037796321002727647 0.00064290686893010013 -0.0021596826131238013 -0.008377234387983306 -0.00028184493917873002 -0.0050406600836531614 -0.0057377564997231753 0.016236022115389322 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24.883491021645245 684.25000000000011 1.5000000000000002 9.5000000000000018 0.30863447489611934 211.25855255126956 25.500000000000004 0.76128145885547205 14.500000000000002 72.713859581385819 0.69837001706163893 0.90002962670353559 63.307795185798838 0.48717948858151267 958.25000000000011 1.5000000000000002 6016.0000000000009 1.769846904521766 261.81920545626775 0.41653211958846109 50.457149035662191 3.5000000000000004 115.63663482666017 0.70912085702714356 0.46445759520056268 758.25000000000011 547.25000000000011 1.0000000180025095e-35 728.25000000000011 958.25000000000011 35.538991708047959 2.5000000000000004 0.3888888946776457 0.82608696194884623 0.66817948366442603 252.50000000000003 0.74490952826888523 839.50000000000011 2.5000000000000004 67.009706608151077 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 5 28 9 8 40 -5 -3 34 37 17 14 15 -13 32 -17 -9 42 23 21 33 -10 25 -25 -20 27 -27 29 -1 31 -31 -14 -21 39 -36 -37 -11 -33 -4 41 -6 -19 right_child=1 2 4 7 6 -7 -8 11 22 10 -12 12 13 -15 -16 16 -18 18 19 20 -22 -23 -24 24 -26 26 -28 -29 -30 30 -32 38 -34 -35 35 36 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0011617815029827882 -0.0020615920012388013 0.0010726471514751503 -0.011841083965966566 -0.002738285834823741 -0.0066530809788474489 -0.0027871562605757097 0.0040426800375890958 0.0016137373976643306 -0.038487087990212387 -0.0015036988245212901 -0.0014025881104221436 0.00015745669012380507 0.0061355704826947279 -0.0036031904450899233 0.0016801800673538543 -0.034026161167160625 0.0074840763642087379 0.0020510830946952573 0.00020493873697176996 0.0040578453147211181 0.008620360019466965 -0.047072119828046356 -0.0063931386604255628 -0.00096924571182026471 -0.0084365154114081665 0.0008902877654865753 0.005049613280892015 -0.051337091174402022 -0.0030156129501281376 0.0013406586794508732 -0.0017820800870821103 0.010645714330427511 -0.039307934545265842 -0.016735403088766664 -0.0057859411395847346 0.00028157209029012163 -0.0012165025989876381 -0.010266184341819353 0.0010060334543493935 0.0024001500628178475 0.00097010344537342157 -2.3914748594774272e-05 0.0086118786128354628 leaf_count=36128 94402 13043 664 5763 1179 34507 7970 129261 60 1045 28885 180756 4810 1101 34806 84 70 19784 28839 142 225 73 564 5641 1818 42 63 63 8851 9785 6942 1312 23 457 1464 81685 31759 1384 771 332 79359 65169 1087 internal_value=0 -0.00814963 -0.00290111 0.00760869 0.000548173 -0.0244454 0.00868098 0.0104916 0.00789823 -0.00794145 -0.0240297 0.0111549 0.00658834 0.0489765 0.00539119 0.0704225 -0.202613 0.0165533 0.00541652 -0.00942407 -0.127686 -0.209019 -0.126706 -0.00651503 -0.0372837 0.00139696 -0.229044 -0.406969 -0.0111425 -0.00644349 0.0110076 0.0313799 0.0791225 -0.157811 -0.00359485 -0.00280409 -0.0018422 -0.0868365 0.0946065 -0.0948246 0.00620001 -0.00189428 0.031984 internal_count=922168 443471 349069 478697 300895 48174 153677 414908 13667 147218 31314 409145 221650 6088 215562 4987 154 187495 58234 37363 897 672 624 36466 7459 29007 168 105 63789 54938 18810 11868 4833 599 115904 114908 113444 2429 2083 996 145707 66348 20871 shrinkage=0.0748119 Tree=40 num_leaves=44 num_cat=0 split_feature=13 0 9 25 11 21 30 21 21 26 14 28 0 21 4 29 21 11 13 10 6 14 6 21 21 25 1 17 21 9 29 5 26 19 25 15 4 10 21 14 25 17 26 split_gain=49.002 38.0391 18.8638 19.0843 15.7116 14.1817 14.0415 13.069 12.319 11.5235 12.0467 11.2828 11.0935 10.0156 9.76786 9.41515 8.88035 8.58339 8.48646 8.29811 7.82477 9.41 7.79578 7.68305 7.40083 18.5167 15.6278 15.1314 13.1571 13.5845 12.3542 12.0272 12.5241 8.67784 8.63991 8.35032 8.03497 9.66272 7.92712 7.60771 11.6889 7.90148 7.04428 threshold=26.507744793427651 33.000000000000007 0.93480826431089914 705.25000000000011 0.83226299333836107 1.5000000000000002 1.0000000180025095e-35 14.500000000000002 9.5000000000000018 0.32248338826976408 26.102229890811508 751.75000000000011 40.500000000000007 1.5000000000000002 211.25855255126956 0.13342227329122494 15.500000000000002 0.93874258874258876 39.744416163891309 0.90821341186203786 0.76923077366436277 19.876684673407699 0.24898753197939819 18.500000000000004 1.5000000000000002 1183.2500000000002 559.50000000000011 55.709290499447434 3.5000000000000004 0.89849678975826763 0.059144292206440838 278.96043395996099 1.8874443747533027 1366.7500000000002 661.25000000000011 0.24458281278307728 12.00056314468384 0.88007589944588627 6.5000000000000009 25.306238895484714 849.25000000000011 56.826714046964987 0.30863447489611934 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 9 5 13 11 14 7 -6 15 10 -2 12 -1 -4 -3 -5 20 24 -17 -16 21 -15 -23 -9 26 34 -11 31 29 -29 -28 -27 -33 -30 36 -31 38 -38 -26 40 -36 -42 -13 right_child=1 2 3 8 6 -7 -8 23 -10 17 -12 42 -14 16 19 18 -18 -19 -20 -21 -22 22 -24 -25 25 27 30 28 33 35 -32 32 -34 -35 39 -37 37 -39 -40 -41 41 -43 -44 leaf_value=-0.0010032526149778963 -0.0045075592999219392 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891 6049 3082 1710 8381 17809 22587 493 44736 1344 15376 76603 57 47993 23 76207 80 2800 27868 74 860 538 77 30416 62 52 468 63785 2301 191265 17507 1435 77514 12377 1179 5023 internal_value=0 0.00324589 -0.00509624 -0.00218571 -0.016715 -0.0253053 -0.00433707 0.0035136 0.00681453 0.00912187 -0.0334352 -0.0254002 -0.0204712 -0.00974961 0.00445356 0.00462985 -0.00838953 0.00971658 0.00526043 -0.125577 -0.00764877 -0.00256095 0.00275089 -0.111313 0.00889332 0.00769664 0.0231545 -0.0152883 -0.0709284 -0.0398933 0.0300141 -0.00684945 -0.330998 -0.17082 0.00971021 -0.000941599 0.00557804 0.00470329 0.0487006 0.0153941 0.00837714 -0.0182899 -0.052053 internal_count=922168 776020 320709 280335 146148 40374 60263 47657 128013 455311 6275 85885 72481 152322 11466 121964 148154 449036 121339 550 146810 98817 76230 971 433660 400088 33572 32226 4244 3238 30490 27982 114 1006 367862 2378 213007 208772 4235 154855 77341 13556 13404 shrinkage=0.0748119 Tree=41 num_leaves=44 num_cat=0 split_feature=20 0 14 32 4 4 29 12 18 0 29 14 31 22 26 26 12 29 9 29 5 26 29 15 1 11 7 20 12 29 9 26 9 6 29 7 4 11 18 1 5 15 11 split_gain=43.7787 36.9662 21.7274 14.2554 14.3773 15.3513 13.4896 12.3256 13.8894 11.5841 16.7565 15.5366 13.0488 10.9709 10.9559 10.2456 10.1331 9.46265 9.3809 8.85602 7.92065 9.36732 15.856 11.7886 7.14195 7.13822 7.87803 9.05974 7.50627 7.16129 6.91413 7.20823 6.8415 6.78838 7.64949 6.57764 6.40042 6.30171 6.15212 6.03736 6.65823 5.85926 5.80391 threshold=0.74380676704034043 33.000000000000007 21.542060880782063 1.5000000000000002 5.0068871974945077 11.007366180419924 1.6691972313154135 66.316756826189717 3.5000000000000004 49.500000000000007 1.5344818778800222 49.01090089263699 1.5000000000000002 561.75000000000011 0.62321235573177869 0.097097361598457999 96.302038200428299 0.42519213606058831 0.96424223270179277 1.3591514406773246 278.96043395996099 1.2390961774950113 2.5035393382326792 0.34355814030617837 719.50000000000011 0.92729651328815121 -16.699242591857907 1.1232185803614376 1065.0513882865955 1.0280570148851622 0.93480826431089914 1.4075398029513946 0.9338061172210681 0.77777777485256439 0.16120357629791596 -79.196342468261705 20.984456062316898 0.54995822611601664 6.5000000000000009 16839.500000000004 167.93637847900393 0.32724844581265117 0.85690923192126667 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 19 4 -1 17 13 8 -2 24 16 12 -12 41 -10 42 -11 32 -15 33 25 -22 23 -23 36 26 27 35 -28 30 -29 -32 -6 34 -3 39 -4 -30 -36 -17 -41 -7 -9 right_child=1 2 9 -5 5 6 -8 15 14 10 11 -13 -14 18 -16 20 -18 -19 -20 -21 21 22 -24 -25 -26 -27 28 29 37 -31 31 -33 -34 -35 38 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.0075489071448618947 -0.00072909618143227582 -0.0087085081038213684 0.0012278098682474807 -0.0022163193829560258 -0.0077724215226162184 0.027503082987666128 -0.025819030827498972 -0.016537064886738034 -0.00028508361458647112 -0.0019817868864071856 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8.30565 7.98224 7.94514 7.6786 7.42672 9.19366 9.11732 8.83517 7.18479 7.16526 6.85944 6.79993 6.76153 6.60289 10.5124 6.321 6.31464 9.27409 9.05862 10.2314 9.10662 8.47247 7.58503 7.53717 6.8735 6.72385 6.60069 15.7329 7.96319 6.29461 6.29006 6.15757 threshold=204.09216998427186 222.12855207864328 2.5000000000000004 36.500000000000007 51.096287386548873 33.000000000000007 0.83395874401577041 84.931623897432814 153.42183787106768 39.352481310621037 1.5000000000000002 0.93467251885394986 0.90191589939654826 0.42963388281181814 575.75000000000011 5.5000000000000009 -51.84277153015136 127.30585527436953 -2.4540318250656123 0.92574874603238011 12.500000000000002 2.5000000000000004 507.25000000000006 1.6949334595568828 5.5000000000000009 350.50000000000006 3930.5000000000005 20.500000000000004 521.75000000000011 7.5000000000000009 446.25000000000006 1.6189129306559147 453.25000000000006 0.59164237079858983 176.04774114774116 4.5000000000000009 5.5000000000000009 0.7514509492758209 14.500000000000002 800.75000000000011 -71.565052032470689 52.500000000000007 216.10391256830604 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 15 7 5 22 -6 8 -1 10 12 27 26 -5 20 -3 -17 -18 -19 -9 21 -7 -2 -16 25 -8 -10 29 33 30 34 37 -32 -29 -11 -35 -34 -31 -39 -40 -27 -25 -26 right_child=1 2 -4 13 6 14 24 19 9 11 -12 -13 -14 -15 23 16 17 18 -20 -21 -22 -23 -24 41 42 40 -28 28 -30 31 32 -33 36 35 -36 -37 -38 38 39 -41 -42 -43 -44 leaf_value=-0.0026850070386834277 0.0011799318980417802 0.0011249550752786741 -0.0021569509483246574 -0.0069192963764287798 -0.00098946914312377648 -0.021744429413775999 -0.0097849539300120577 0.00102598226658668 0.0015315464674639527 -0.0029476683251113064 -0.0021546918795290592 -0.0036454299811049767 0.0074544590340035466 0.0026269131461196978 -0.00068373890311393089 0.0020127302499837445 0.00027703283765202042 -0.041099630945485792 0.0060824361857268871 -0.0063019706836708548 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6.33809 6.51747 6.31565 7.21953 13.4288 6.25944 15.3509 threshold=202.07528585204577 221.76766203822038 0.96180975599354634 0.67347711811997535 0.93856899073622635 65.055814415173387 0.53775129921812825 0.89743590834109666 75.892214411761358 0.9651029425466553 1.1485972605425292 63.307795185798838 1.9774471725158369 0.77801979540951294 1.0305145604479204 4826.2500000000009 51.096287386548873 237.98194357530249 3478.5000000000005 1.5000000000000002 0.79886176257619279 0.70758430510801096 4221.5000000000009 40.500000000000007 0.059144292206440838 1.5000000000000002 65.055814415173387 0.71354301807645748 0.51409254051368791 0.73581386795464332 0.77528066676069229 0.46183967802337533 0.36840224869615029 580.25000000000011 33.000000000000007 213.29677735680858 0.97044952832216724 3.3348292159836657 0.25943064796874338 53.570409774780281 6867.5000000000009 3.5000000000000004 20.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 10 26 14 7 25 -6 9 11 13 -7 27 -2 -1 -13 34 18 41 24 21 -21 23 -23 -20 32 -4 -11 -10 -19 31 -24 33 -3 -5 -18 -27 -38 39 40 -31 -8 -43 right_child=1 6 3 16 5 8 17 -9 28 12 -12 15 -14 -15 -16 -17 35 29 19 20 -22 22 30 -25 -26 36 -28 -29 -30 38 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 42 -44 leaf_value=-0.0019655423582693697 -0.0019783913828262979 0.00098543831666172087 0.0015616910802426101 8.1469835197166894e-05 -0.00092982986353799704 -0.00083016495389801504 0.00084775759148572952 -0.0024217910651431911 -0.031727473445731617 0.0043123710667373081 -0.0027354627074681614 -0.017772141219251279 -0.022458162406841911 -0.00014003621932005502 -0.0047639767398438785 0.014638285008669257 -9.6736933110576996e-05 0.0044501549911762665 -0.032647476634042674 0.00025337849840868359 -0.0011422186752850642 -0.037174303909549004 -0.047326646388036082 -0.0014926796013240734 0.0018544984821475322 -0.0014748111982884609 0.0057888743662867217 -4.1194319576861833e-05 0.0085126025917303984 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internal_count=922168 689155 268567 184123 233013 193261 420588 176518 16743 15627 84444 7317 8310 72190 39752 322 174125 405549 336409 9459 5772 2032 1478 202 3687 15039 9998 8235 1116 69140 1276 204 2757 460 47399 126726 12282 949 65048 4990 3786 326950 26081 shrinkage=0.0748119 Tree=44 num_leaves=44 num_cat=0 split_feature=0 14 20 30 26 25 8 30 27 29 5 27 17 28 17 14 5 27 5 28 25 30 28 22 4 27 10 4 17 1 17 27 22 1 17 5 4 15 18 15 27 28 18 split_gain=30.1704 30.726 16.4587 14.6413 20.0071 11.1702 10.9658 9.80566 9.29406 9.01933 8.72972 8.58912 11.9192 8.71959 11.0107 11.4462 9.26851 8.78014 8.53559 8.18914 7.80332 7.72923 8.49613 10.0592 10.8727 8.30232 8.14759 7.70255 7.66247 9.64677 7.52896 7.52725 7.47409 10.2895 7.33693 8.82347 7.12721 7.04717 7.00848 6.92219 15.6099 8.08629 6.94742 threshold=29.500000000000004 19.941829202018731 0.60044819558599316 1.0000000180025095e-35 1.4590489704653793 705.25000000000011 452.50000000000006 2.5000000000000004 33.500000000000007 0.098057472523460046 14.000357627868654 14.500000000000002 90.785089424681061 872.25000000000011 47.796689600984557 26.445584203564959 47.893348693847663 8.5000000000000018 278.96043395996099 914.25000000000011 263.25000000000006 1.0000000180025095e-35 878.25000000000011 717.25000000000011 15.365157604217531 3.5000000000000004 0.5578514624035199 5.0068871974945077 58.267915581755609 733.50000000000011 84.931623897432814 52.500000000000007 1331.5000000000002 881.50000000000011 56.300938060339256 58.314157485961921 48.000944137573249 0.68840665068429086 6.5000000000000009 0.75459780761453998 2.5000000000000004 591.25000000000011 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 6 5 -5 31 21 36 9 -7 20 13 38 16 -15 34 17 28 -17 -14 -4 22 23 25 27 26 -1 -25 -12 -30 -29 39 -19 -34 -16 -36 -6 -27 -13 40 41 -3 -42 right_child=1 3 10 4 7 8 -8 -9 -10 -11 11 12 19 14 15 18 -18 32 -20 -21 -22 -23 -24 24 -26 37 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0.0001273682933768102 -0.018410330852069657 0.017368129044133637 leaf_count=79 90277 296 397 33221 5010 232 6731 4353 4699 141121 36418 230863 2315 50185 5443 10853 10741 82103 471 52 1790 17416 1086 71 803 7419 121 2036 1262 396 122 290 79 110 1429 356 1985 7461 210 69539 91813 383 131 internal_value=0 -0.00598543 0.00546276 -0.00177587 -0.0187181 0.000671744 -0.0131206 -0.0549693 0.00701788 0.00556343 0.00731247 0.00763056 0.00351104 0.0124426 0.00331992 -0.0174964 0.0172253 0.0147137 0.00234827 0.0741121 -0.0557081 -0.00630086 0.0075377 0.012689 0.0652465 0.00212169 0.20451 0.101189 0.0021578 -0.0643273 0.111851 -0.00503373 0.0205233 -0.178109 -0.0485867 -0.104222 -0.0781582 -0.000598581 0.00278784 -0.00474587 0.000915246 -0.150151 0.00203086 internal_count=922168 443350 478818 353073 44569 308504 43345 11348 146052 141353 435473 433286 233440 199846 68737 18552 131109 120368 11324 2367 2187 36614 19198 18112 3032 15080 200 2229 38076 1658 2158 162452 82292 189 7228 1785 6995 14880 231073 162162 92623 679 91944 shrinkage=0.0748119 Tree=45 num_leaves=44 num_cat=0 split_feature=16 9 11 32 16 16 23 29 16 20 20 29 15 0 5 18 16 28 20 26 18 19 6 15 19 5 11 29 23 6 5 11 28 15 9 12 4 26 6 9 29 15 11 split_gain=67.0636 20.4218 18.02 10.9306 9.709 8.83218 8.07888 8.32001 7.4749 7.38231 7.95622 8.34563 8.02041 7.98537 7.39877 7.27603 7.33378 8.63295 7.16786 7.03265 6.92309 6.62972 7.1065 6.60085 10.5371 9.01355 7.03792 6.34494 5.69253 5.60158 5.41731 5.33283 8.4481 5.98582 5.40437 5.32427 5.29236 5.26479 5.14476 5.11018 5.03629 5.19399 7.04125 threshold=217.69060178207877 0.96078844691333543 0.68132600732600745 2.5000000000000004 176.04774114774116 190.73892656357438 0.83604714289321536 0.16120357629791596 110.89869327716093 1.0729969297392394 0.70136132688832953 2.0476045207588833 0.63681706429659213 51.000000000000007 87.003425598144545 6.5000000000000009 231.91914288516233 3784.5000000000005 1.1339586420964538 0.22546267889001623 4.5000000000000009 301.25000000000006 0.23018036671987266 0.60607080572610605 1733.5000000000002 73.183933258056655 0.85516349969474981 1.1438276415431459 0.16007066808375756 0.90400702516934506 129.99587249755862 0.86551898469369981 710.75000000000011 0.62987371582022234 0.96011067925982452 66.316756826189717 14.849242687225344 0.35427342458483208 0.63636364305140158 0.88551795210673723 0.7132734396714816 0.27260587295905253 0.44003546099290786 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 15 36 8 -3 -8 37 10 -6 12 20 39 -14 16 17 18 21 -9 28 22 -2 24 25 -19 -26 -28 -12 -10 -20 32 34 -34 -24 -33 -1 -4 -30 -13 -18 42 -42 right_child=3 2 5 -5 9 -7 7 19 29 -11 11 13 14 -15 -16 -17 40 23 30 -21 -22 -23 31 -25 26 -27 27 -29 38 -31 -32 35 33 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.00093864130497827195 0.012195876884972678 -0.00087817422791017685 -0.0011601253892006482 -0.001914199116047036 -0.0019947590957448999 -0.0001635486460948413 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170 30 758 131 31163 668 4544 1494 1133 169602 7876 internal_value=0 -0.00910998 -0.00415274 0.00799441 -0.0187735 -0.00624268 0.0264485 0.0381934 -0.0144977 -0.0135279 -0.00956901 -0.00404183 -0.00106311 -0.0480724 -0.015303 0.00865084 0.00855539 0.00543056 0.00618674 0.0401412 0.00838711 0.00841914 -0.0356037 -0.0332581 -0.00874432 -0.170875 0.00866111 -0.0985749 0.00657744 -0.0155637 -0.00490674 -0.0462111 -0.00123864 -0.192022 0.0293846 -0.0832442 -0.0315789 0.0661957 0.00732062 -0.0149915 0.0133839 0.0120329 -0.0113648 internal_count=922168 426303 281763 495865 144540 263750 18013 13776 86903 102537 84206 63632 59600 4032 23775 486358 486062 295090 289433 13690 35825 240946 3373 5657 3734 362 3372 518 35228 85770 48487 3202 1446 200 1246 1756 42003 1133 35108 2597 190972 178611 9009 shrinkage=0.0748119 Tree=46 num_leaves=44 num_cat=0 split_feature=16 30 26 20 16 30 9 32 22 25 25 28 9 11 4 11 19 23 19 9 12 8 16 13 6 22 13 26 22 6 13 26 6 25 28 19 28 1 22 13 16 10 22 split_gain=57.4459 15.317 11.1339 11.1618 10.652 10.0571 9.89219 8.43338 8.10067 8.40487 9.2598 8.40667 8.13376 7.80349 8.51563 7.25678 7.10386 6.78823 6.78807 6.66602 7.14394 9.46987 7.28838 6.48341 6.34963 6.25254 10.8023 6.24965 6.58037 6.19256 6.63137 6.11525 8.3655 6.04514 5.81005 5.74762 5.6421 6.79605 7.40876 6.21351 5.59286 5.5581 5.49643 threshold=203.73084651283384 1.0000000180025095e-35 1.4075398029513946 0.75957817480910383 227.02988804975394 2.5000000000000004 0.89849678975826763 1.5000000000000002 545.25000000000011 3080.7500000000005 1117.2500000000002 621.25000000000011 0.96141727204160232 0.79412672476397972 211.25855255126956 0.64681990062876504 780.25000000000011 1.3875385639669549 48765.000000000007 0.93946883902427125 199.46803743153552 2231.5000000000005 135.9285570353002 18.700783870191035 0.13411242818151498 197.25000000000003 18.177743902117594 0.69693623521318104 803.25000000000011 0.90400702516934506 188.55313971881267 3.5321725014780183 0.54545454765752133 3080.7500000000005 3063.7500000000005 408.25000000000006 3784.5000000000005 854.50000000000011 3821.5000000000005 22.321215181704922 195.64083802376487 0.96066031299121113 483.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 4 3 -3 8 7 31 -4 9 10 11 16 24 14 -5 19 25 29 -7 -8 21 27 -22 -13 -10 26 -2 28 -21 30 33 -1 -33 -17 -29 -27 37 38 39 -14 -23 -15 -12 right_child=1 2 5 13 -6 18 15 -9 12 -11 42 23 36 41 -16 17 -18 -19 -20 20 22 40 -24 -25 -26 35 -28 34 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.0028941424760525283 -0.018172107802111478 -0.0011524994915971325 -0.0056584489236394921 0.0016315366404794078 0.00083576127101616402 -0.00041153424561749105 -0.0012772927854096722 -0.0006586917727901796 -0.01703618627708018 -0.031691432609911696 0.019501259202947426 -0.013238029565937545 0.0038060070232140341 -0.0012134820653065101 -0.0081674466969197113 -0.00064094669182420555 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5.32043 5.73152 12.8549 5.25276 5.05993 9.26628 6.83852 5.15462 5.02428 6.72867 4.84712 4.6547 4.58179 5.93713 threshold=29.500000000000004 19.806543149202476 0.16120357629791596 1.0000000180025095e-35 1.8366513608738757 48.000944137573249 0.83226827294103123 0.13342227329122494 27.116402202263206 10.500000000000002 8.5000000000000018 0.2771257413776641 5148.0000000000009 1.5000000000000002 37.706560134887702 26.500000000000004 20.500000000000004 32.500000000000007 6.5000000000000009 3.5000000000000004 67.816756826189717 16.500000000000004 0.40000000347871084 58.500000000000007 20.500000000000004 113.99999237060548 2600.2500000000005 0.96814355999064861 2.5000000000000004 278.96043395996099 1.5000000000000002 3.3348292159836657 18.905924797058109 358.25000000000006 0.77272726994070429 21.698622807918962 356.50000000000006 44800.500000000007 -1.0000000180025095e-35 4.5000000000000009 57.500000000000007 3.5000000000000004 538.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 23 -1 6 24 28 7 -3 15 29 41 12 13 -9 25 16 32 18 19 -12 21 -21 -22 -2 -5 26 39 -28 -6 37 -31 -32 -8 34 35 -24 -35 -4 -39 -15 -13 -11 -43 right_child=1 3 9 4 5 -7 8 11 -10 10 17 40 -14 14 -16 -17 -18 -19 -20 20 22 -23 33 -25 -26 -27 27 -29 -30 30 31 -33 -34 36 -36 -37 -38 38 -40 -41 -42 42 -44 leaf_value=-0.0019229180420355224 -0.0014604576493622262 -0.01319077284427041 0.00066596996761363297 -0.00010860487966797467 -0.0077405798347266897 -0.00067978783770945167 0.0049940598296340025 -0.045916423423729459 0.00027026048050623618 -0.00033218493035610451 0.0011101403382748505 0.00034675721242365267 0.0042654838649971603 -0.0071889746695307207 -0.041073905463416265 -0.012117090394198905 0.0033167084527394642 0.0066177801509843676 0.0123632652841434 0.0054015662691303283 0.0055057300420302425 -0.0081862806510637383 -0.013675664638172302 -0.023692950428413705 -0.0027815849621934999 0.00033217693034510559 -0.0025148235166555155 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1.5000000000000002 12725.500000000002 0.94389327594540362 15153.500000000002 6.5000000000000009 0.90614859322956065 111.21625176280138 2.5000000000000004 12.500000000000002 4.5000000000000009 0.78359387920841461 61.223178219925565 0.9267351524408155 51.580715217279142 551.75000000000011 15.500000000000002 2.5000000000000004 0.90294184700447788 0.69454564724897672 1.0138976682118277 2.5000000000000004 242.9460809302166 0.25943064796874338 0.22746593241412794 5280.0000000000009 2146.5000000000005 0.93033006518721562 -89.93590927124022 0.9215724025459241 -89.93590927124022 0.38287741670094616 3329.5000000000005 5.5000000000000009 67.009706608151077 2.5000000000000004 55.390565668952263 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 26 4 11 7 14 8 13 10 -10 -4 -9 -2 24 -16 -17 18 21 -19 -21 -18 -23 28 25 -7 -1 42 -3 30 34 32 -32 -34 35 -30 37 -6 -38 -39 41 -8 -28 right_child=1 23 3 -5 36 6 40 12 9 -11 -12 -13 -14 -15 15 16 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19889 2292 866 326 209 1426 124 107664 5867 101797 3878 57184 53939 180 shrinkage=0.0748119 Tree=49 num_leaves=44 num_cat=0 split_feature=16 9 11 21 4 20 16 20 17 15 16 4 4 27 20 28 20 12 27 13 13 21 14 27 22 25 28 20 27 27 21 21 7 13 7 18 11 11 17 15 5 25 22 split_gain=39.8748 14.2129 13.4256 7.80536 8.13943 7.80008 7.90018 8.38103 12.3009 6.50587 8.20084 7.76423 6.96741 6.92893 7.45977 6.93736 6.49579 8.03496 6.48802 6.56238 7.13907 6.43641 6.34815 8.26757 6.33034 11.0083 10.7129 7.91033 15.697 6.92853 6.73575 6.32627 8.53061 7.35452 7.94916 6.31362 6.2862 6.23789 5.86694 5.83131 9.47229 8.2582 22.4521 threshold=218.11344738096503 0.962408958967505 0.68132600732600745 1.5000000000000002 49.004928588867195 1.0729969297392394 178.19796808986533 0.7327646830593143 42.325402944532151 0.65308892648831374 110.89869327716093 5.0068871974945077 10.008792877197267 52.500000000000007 1.0629535902756568 4409.0000000000009 0.53775129921812825 36.639087296526021 2.5000000000000004 49.256343328769091 72.192827487046941 15.500000000000002 24.047067392680834 2.5000000000000004 565.75000000000011 1117.2500000000002 641.25000000000011 0.78713105463810351 3.5000000000000004 20.500000000000004 7.5000000000000009 5.5000000000000009 -51.84277153015136 127.30585527436953 -2.4540318250656123 4.5000000000000009 0.74772933509321904 0.91997973657548138 56.826714046964987 0.46445759520056268 51.544025421142585 961.25000000000011 1083.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 22 -4 9 6 -1 -8 -9 11 -11 -5 -13 15 21 24 -2 -18 38 -20 -21 -15 23 -3 25 26 27 28 -12 -29 -26 -19 -33 37 -35 -10 -31 39 -7 40 -34 -41 -43 right_child=16 2 3 4 -6 18 7 8 35 10 13 12 -14 14 -16 -17 17 31 19 20 -22 -23 -24 -25 30 -27 -28 29 -30 36 -32 32 33 34 -36 -37 -38 -39 -40 41 -42 42 -44 leaf_value=-0.0016881840351724488 -0.0009035778345831061 -0.012247447541334649 -0.0020436170022433472 -0.0031599970265536138 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70335 190 8472 37973 13250 1085 17287 22094 8601 63 43 846 12395 19670 69 132678 4279 506 1075 internal_value=0 -0.00691707 -0.00254741 -0.0043319 -0.00301189 -0.0144192 -0.0114353 -0.00617726 -0.000598025 -0.00283013 -0.0064896 0.00448452 0.00653483 -0.00686005 -0.189259 -0.00662492 0.00625789 0.00698295 -0.0307999 -0.0322409 -0.0584798 -0.0499989 0.0249127 0.00740365 -0.00642424 -0.0132625 -0.0138849 -0.00952037 -0.0310967 -0.00387311 -0.000681692 0.00703341 0.00256024 0.000116029 -0.263205 -0.00230237 -0.0233495 0.000283359 0.152306 -0.00195251 -0.0222776 -2.6459e-06 -0.071849 internal_count=922168 433559 273979 257261 243289 159580 134990 91680 68392 243049 162001 81048 77641 161563 208 161355 488609 470023 24590 24398 6854 135 16718 9250 161204 73582 73392 64920 13467 51453 87622 469953 189009 166915 106 67305 13480 166809 192 147139 12880 134259 1581 shrinkage=0.0748119 Tree=50 num_leaves=44 num_cat=0 split_feature=16 18 31 27 23 20 11 9 17 22 0 13 23 29 19 6 24 20 12 5 0 19 24 27 16 5 27 24 20 6 20 6 12 17 29 23 5 27 27 5 18 27 18 split_gain=35.9582 11.6434 11.4457 9.36163 15.8817 9.70163 7.6875 7.68056 9.74491 7.66989 10.4237 8.61354 8.66873 8.13728 7.47713 7.99457 8.48926 8.57925 7.33202 13.9862 8.27401 7.32889 7.18365 7.10981 6.75933 6.40119 6.35998 14.6259 10.3672 16.1646 9.26152 8.47402 7.662 6.32037 6.47498 6.15343 6.111 8.12617 7.75484 9.77264 6.06916 5.96857 6.01795 threshold=200.74887503530914 6.5000000000000009 1.5000000000000002 14.500000000000002 1.8682647076148882 0.72690892560718934 0.92729651328815121 0.9651029425466553 65.055814415173387 545.25000000000011 29.500000000000004 21.70952802614654 0.3958528767979988 0.059144292206440838 178.50000000000003 0.77777778043719892 25.500000000000004 0.87321824445437779 499.85995641732217 117.69113922119142 52.500000000000007 879.25000000000011 1.5000000000000002 55.500000000000007 228.61413638250505 26.999344825744632 47.500000000000007 26.500000000000004 0.99999213537226439 0.75757576170400742 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10.4784 9.69245 6.94623 6.89185 6.5277 6.58676 8.2722 8.09328 16.9404 6.44043 8.29081 7.20714 7.00644 6.40013 6.33055 6.31711 8.08593 6.19192 8.60938 10.8385 7.0212 threshold=33.000000000000007 11.738612836438925 15.500000000000002 0.30051159261003829 0.93874258874258876 1.0000000180025095e-35 1.802737083536196 279.25000000000006 14.500000000000002 72.713859581385819 846.25000000000011 1.5000000000000002 6728.0000000000009 1.7782933175556199 50.600191886541701 14641.000000000002 7.5000000000000009 461.75000000000006 32.500000000000007 9.5000000000000018 948.75000000000011 0.88575017426108582 49.500000000000007 455.75000000000006 0.77472307221542247 53.677379193545761 404.25000000000006 1.4359416202301578 1336.2500000000002 2.5000000000000004 3329.5000000000005 747.25000000000011 1183.2500000000002 1037.2500000000002 0.56951667683816709 0.67162100358113663 665.25000000000011 899.25000000000011 0.33333333770898604 0.72113483246071286 1152.7500000000002 0.68376070414723289 0.82609968434986258 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 7 -2 -7 -5 10 17 39 -12 14 35 15 26 -17 18 -10 22 24 -22 25 -20 -21 -19 -13 28 -28 30 -30 33 -33 -16 -35 -14 -26 -11 -39 40 41 -9 -42 right_child=1 -3 -4 4 -6 6 -8 8 9 37 11 12 13 -15 31 16 -18 19 23 20 21 -23 -24 -25 36 -27 27 -29 29 -31 -32 32 -34 34 -36 -37 -38 38 -40 -41 42 -43 -44 leaf_value=-0.0013439770085598645 -0.00057639655330842237 5.7286636366344507e-05 -0.008036876907686917 -0.001837203234144006 0.0017607170905347986 -0.0013758245668331337 -0.0053335960746389429 0.0022373837606524281 -0.00074585769447111402 0.0031814104324207879 0.0013894624432584611 0.012250417546081692 -0.0061176253921664727 0.0054684292543925143 -0.0074276405407929921 -0.02736403808295278 0.003195404930611153 3.7570039005563578e-05 -0.010002739205028166 0.0030312732790202103 -0.0063678651090447805 -0.041734631424242635 -0.030415716539496259 0.0026413099915980911 0.00013572152550249262 -0.0012051025777705358 0.00044933866183670857 0.0022741185216858602 -0.00018097932995857037 -0.0015922672745084347 -0.036426621072981738 0.0012226344190778742 -0.0030007675847193212 0.016809834081780158 -0.002160500288914438 -0.019472966818495016 0.002452572447496866 0.02266084165767742 -0.014312702459433366 0.0011268175997949785 -0.0026901687795639652 -0.0018211657187353044 -0.017375958023649829 leaf_count=19114 164573 179024 1085 7650 18090 25682 3037 6556 13852 7533 25501 243 366 289 2210 111 80 174935 1506 9032 135 73 64 438 26740 29139 23083 5904 191 13506 116 4677 5862 120 1185 445 8764 39 219 131812 496 8403 288 internal_value=0 -0.00518549 -0.0106667 0.00352584 0.00430139 -0.0101235 -0.0239849 0.00362124 0.00404903 0.000764423 0.00791585 -0.000715987 -0.00914035 -0.113304 -0.00714028 -0.000547753 -0.194679 -0.000309727 -0.0205113 0.000972426 0.0145175 -0.251033 -0.00199646 -0.0956255 0.0157577 -0.00186958 0.000313688 -0.000614231 -0.0055767 -0.024933 -0.185484 -0.0274207 -0.0150578 -0.0644883 -0.00556197 -0.179728 0.00945873 0.0372557 -0.116608 0.0128233 -0.00592102 -0.000567386 -0.10807 internal_count=922168 373401 194377 548767 529653 193292 28719 511563 503913 272469 231444 83889 58388 1100 57288 43234 191 264678 15796 248882 44744 208 204138 1944 44536 204074 43043 42800 36896 13813 307 14054 10539 3515 1305 811 35504 7791 258 147555 15743 14959 784 shrinkage=0.0748119 Tree=52 num_leaves=44 num_cat=0 split_feature=20 13 29 20 7 11 23 11 14 11 6 23 5 22 22 6 4 8 19 23 7 6 12 22 17 7 7 24 26 23 22 26 14 24 23 10 12 4 28 10 24 13 22 split_gain=12.7329 10.41 9.5831 9.60509 12.1101 13.3076 9.37832 9.78192 9.11838 8.40744 7.83804 8.35244 7.31757 15.1303 7.08682 6.97879 6.95094 12.5835 8.12571 7.04007 8.75394 9.66204 16.0459 19.8126 15.3522 12.144 14.315 12.6256 8.47168 9.8627 6.71288 6.68424 6.52962 6.42581 6.23482 6.64367 6.28686 6.22439 8.97496 6.88226 6.19501 17.3279 10.9707 threshold=0.64336548839719387 22.87838473913876 0.098057472523460046 1.0677813189195715 -1.0000000180025095e-35 0.87827517162471402 0.4107169467063016 0.78941620191620199 36.894297357868048 0.73793296954216514 0.2771257413776641 0.47324461951600799 167.93637847900393 3192.7500000000005 561.75000000000011 0.23018036671987266 12.00056314468384 526.50000000000011 312.25000000000006 0.78335727794256871 -79.196342468261705 0.26315789569748121 273.06601717798219 2369.2500000000005 40.629275108165352 -70.445110321044908 -72.626327514648423 8.5000000000000018 0.98564163796139626 0.91057516387384452 3192.7500000000005 0.84375988298545235 8.5619435257687666 6.5000000000000009 0.66731900487147289 0.81507704496863209 79.269552621700484 211.25855255126956 22847.750000000004 0.94103215417427266 23.500000000000004 41.470037068111075 404.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=34 14 9 4 16 6 7 31 40 -3 11 -8 13 -13 -2 -7 17 18 -4 -18 -21 22 23 28 -25 26 -24 -27 -22 -30 -16 -6 -9 -31 -1 -36 -37 38 -23 -39 -5 42 -42 right_child=1 2 3 8 5 15 10 32 -10 -11 -12 12 -14 -15 30 -17 19 -19 -20 20 21 37 25 24 -26 27 -28 -29 29 33 -32 -33 -34 -35 35 36 -38 39 -40 -41 41 -43 -44 leaf_value=-0.00060153535396496947 -0.001821099541800418 -0.01370216036302749 0.0019785646199052143 -0.00013420690056293761 -0.0085152960600628352 0.0057532691498550243 0.021514868255088967 0.013742435249087191 -0.0033662618059847487 -0.0010664893053266714 -0.00021783140831659848 -0.0054603188217580284 0.0032442810585120944 -0.033745105803196764 0.001380647278203408 0.00060891282573933105 -0.00041847235351128034 -0.019763105834758175 0.0096543253642055564 -0.00021692034806256976 0.0073698616468215504 0.0010400477915196451 0.0017089433146344468 -0.047954738419760161 -0.0092850765733411503 0.0027473930321623222 -0.051919806973687914 -0.023392220208556375 -0.040707354844112642 -0.00042658954430659036 -0.015188939276873901 -0.031925423046397908 -0.0024800856403223246 -0.010401685053907908 -0.0011602789229338095 0.0019776665005968564 -0.0063347940870449333 -0.0037422905240018798 0.0076487962684831656 -0.030448756282792415 -0.021628550725807775 0.0023544087304257452 -0.0041672818705268807 leaf_count=80964 24590 519 2026 158033 1052 1496 68 155 5381 682 232454 1927 481 112 6071 109893 32043 120 1247 42254 272 192838 60 112 118 3089 52 107 47 660 140 73 1334 799 7205 605 3217 638 1157 59 210 2900 4908 internal_value=0 0.00132083 0.00201593 0.00215024 0.00396451 4.37099e-05 -0.00418351 -0.0637508 -0.00448261 -0.0872437 -0.00352104 -0.05825 -0.0675821 -0.0937547 -0.016719 0.00906278 0.00889266 0.0538769 0.0655377 0.00833623 0.0101787 0.0129416 -0.0291206 -0.0996371 -0.375816 0.0136838 -0.309979 0.0250262 -0.0639109 -0.0932462 0.0134625 -0.134128 -0.0105782 -0.0787215 -0.0110789 -0.0333867 -0.067088 0.0140901 0.014429 -0.0802406 -0.00316974 -0.0302867 -0.0652803 internal_count=922168 830177 799376 798175 626743 349045 237656 2614 171432 1201 235042 2588 2520 2039 30801 111389 277698 3393 3273 274305 242262 200008 5316 2008 230 3308 112 3196 1778 1506 6211 1125 1489 1459 91991 11027 3822 194692 193995 697 166051 8018 5118 shrinkage=0.0748119 Tree=53 num_leaves=44 num_cat=0 split_feature=16 16 33 20 27 10 27 7 19 12 27 27 29 27 20 29 19 29 24 24 8 10 7 29 13 13 25 10 15 1 29 29 27 29 13 25 27 24 27 12 0 27 8 split_gain=27.8566 8.44622 6.78039 7.17669 8.28924 10.1664 10.6799 8.28022 8.46972 8.94082 7.85869 10.4698 7.50872 6.52951 6.33776 7.59307 6.21692 7.39743 8.05714 6.15611 10.1064 6.33451 6.13551 7.80235 7.36156 6.69733 6.61004 5.81618 7.26501 10.3341 7.33569 6.7053 5.98031 8.22884 5.80683 5.67513 5.61961 5.50793 6.90057 5.6789 10.4156 5.46884 7.73874 threshold=201.21424668227951 231.25234524878121 2.5000000000000004 1.1339586420964538 31.500000000000004 0.674849649847303 44.500000000000007 -6.3672947883605948 5934.5000000000009 560.59650045003161 6.5000000000000009 2.5000000000000004 0.77820639679788128 36.500000000000007 0.39863139235425937 0.9470515792523907 635.25000000000011 1.0844779528061681 30.500000000000004 17.500000000000004 1623.5000000000002 0.98660442916813729 -79.196342468261705 1.3171265324262096 26.507744793427651 18.177743902117594 405.25000000000006 0.47962528962987022 0.42135590824516328 7997.5000000000009 1.0071974823381622 0.86228552432708072 3.5000000000000004 1.0611279572363788 48.222036704689224 439.75000000000006 13.500000000000002 10.500000000000002 19.500000000000004 116.9736110756821 28.000000000000004 2.5000000000000004 721.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 2 3 7 19 6 12 8 22 10 11 -10 -6 -1 -15 -16 17 35 -19 21 -21 36 25 24 26 -2 -24 -13 29 -29 31 -30 33 -31 -14 -7 -5 -25 39 -39 -41 42 -27 right_child=1 -3 -4 4 5 16 -8 -9 9 -11 -12 27 34 14 15 -17 -18 18 -20 20 -22 -23 23 37 -26 41 -28 28 30 32 -32 -33 -34 -35 -36 -37 -38 38 -40 40 -42 -43 -44 leaf_value=-0.00078637779388300566 -0.0068723921246577639 0.00062884297770079446 -0.0012765259696038628 0.00042160251643595827 0.01642541049434736 -0.019990529438727277 -0.021103515639777845 5.1993011189631319e-06 0.0014346425667311597 0.0014428647559997633 0.0025535946402752718 -0.033117023260957938 -0.0056425615346382034 -0.0066207114503035137 0.0043128803365473731 -0.0024155295469566384 0.001883186469490143 -0.0071734485258308977 0.0083556715164392389 0.0027397396129483368 -0.024411640844768431 -0.033259313067392431 0.007142073634424327 0.00037792574224252031 0.0016102200802785591 -0.01221034475634309 -0.0019974744127735466 -0.0074297843546203843 -0.0012375084897042327 -0.047709653734635177 -0.0013008177907993307 -0.027111100214451598 -0.041257505744459501 0.0049454756564220404 -0.030655695460686451 0.0019845459931909577 -0.0010529786718334693 -0.0020587452074980425 -0.00074704416403109696 -0.026351757381953462 -0.0058778356206546358 0.00029829628190059453 0.00039421254582691428 leaf_count=220406 792 210429 20312 23834 84 69 285 262760 454 1632 481 68 1365 454 3716 1256 2098 2129 205 4704 78 33 485 10418 75783 480 5101 218 91 26 521 146 122 46 54 1407 36796 534 2433 206 428 28598 631 internal_value=0 0.00311334 0.000821428 0.00160166 -0.00749269 -0.038537 -0.104604 0.00329656 0.00983458 -0.0366481 -0.078657 -0.110721 -0.0709499 -0.00966772 0.0246027 0.0349301 -0.0185424 -0.0426141 -0.0776547 -0.00384204 0.0307019 -0.0065651 0.0112395 0.0151872 0.0189412 -0.00110633 -0.0160929 -0.158357 -0.141833 -0.248717 -0.0837379 -0.229596 -0.416603 -0.188057 -0.0881469 0.0127955 -0.0063267 -0.00660179 -0.0403163 -0.103496 -0.16749 0.00131309 -0.0675227 internal_count=922168 696336 485907 465595 73141 7696 1788 392454 129694 3805 2173 1692 1503 225832 5426 4972 5908 3810 2334 65445 4782 60663 125889 95388 81369 30501 5586 1238 1170 412 758 237 194 72 1419 1476 60630 14019 3601 1168 634 29709 1111 shrinkage=0.0748119 Tree=54 num_leaves=44 num_cat=0 split_feature=16 9 7 23 30 17 1 27 27 13 13 15 16 11 4 23 27 4 7 22 1 15 7 7 9 23 27 26 26 12 4 27 9 7 4 5 7 1 4 11 17 26 16 split_gain=25.7025 11.0142 9.21231 7.64784 7.40608 6.30907 8.09188 6.24584 7.67519 5.71442 5.38309 5.30927 6.34478 5.84329 10.8605 11.1419 8.01637 7.95846 8.49427 5.74772 11.6174 11.7458 7.16283 9.34019 12.2624 11.7079 5.99288 12.482 15.8417 6.46606 5.49127 5.42967 8.86877 5.40836 8.52526 5.18036 10.7053 12.3858 8.66012 8.12009 39.0875 10.2174 8.12802 threshold=218.11344738096503 0.96791626361993766 -1.0000000180025095e-35 1.2366539440203563 2.5000000000000004 69.593873128902104 3939.0000000000005 6.5000000000000009 14.500000000000002 39.47966541535056 64.69638244443847 0.45440817117169358 243.60505724028744 0.88401855837895893 23.862351417541507 2.8447345431222293 16.500000000000004 211.25855255126956 -69.417133331298814 20036.000000000004 7997.5000000000009 0.14413826394556692 -51.340192794799798 -59.036245346069329 0.84091108936787962 1.6748275537288964 3.5000000000000004 4.3262141958179816 2.2932043106930582 808.2031021678298 71.860752105712905 4.5000000000000009 0.82886145851031257 -85.21825790405272 62.939292907714851 51.544025421142585 -89.93590927124022 1339.5000000000002 148.83892822265628 0.77494534466512888 55.829188781913551 1.6825326599607664 228.77653800187807 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 -1 -5 6 7 10 -9 -4 -3 13 35 14 15 -2 -17 19 -19 20 -16 -22 23 24 -23 33 -24 28 29 -28 -25 32 -29 -26 -35 39 37 -37 -39 -13 -41 42 -42 right_child=11 2 9 4 -6 -7 -8 8 -10 -11 -12 12 -14 -15 17 16 -18 18 -20 -21 21 22 26 30 25 -27 27 31 -30 -31 -32 -33 -34 34 -36 36 -38 38 -40 40 41 -43 -44 leaf_value=-0.00062747897283471101 -0.001715145271874319 -0.0015840827276004988 -0.00050314088471135865 -0.0023365766120445144 0.0016328343048219063 0.0028200897881542433 -0.01796011965411827 0.00191149814333744 -0.00015944232714041183 0.00085705325706590826 0.009381282683482095 0.0010952095936132811 0.0022751303469217116 0.00079783400492996711 0.00073084926266781317 0.00071783668298718993 -0.038566747125203589 0.005986038684604976 -0.028936147692788107 0.0046167962473563015 -0.037840903566867048 0.0039254847352157181 0.0025483031062668304 -3.8111343922778021e-05 -0.01404644592555373 0.0038387970401841912 -0.0043726193268569412 0.0046387519640627792 -0.037930308761713417 -0.038729860496922883 -0.039675165795623364 0.0037366012051133633 -0.052701593288681098 0.0017601832711945794 -0.043508692340678341 -0.041304929236828741 -0.00020082655382383237 -0.0039246258287862143 -0.031278904047730774 0.0003662803780361283 -0.011429403158901875 0.010326238305267873 -0.029549975346348456 leaf_count=186974 23461 8699 141370 25991 2927 7334 133 20851 19275 19695 258 97757 10655 22732 24383 46 79 62 105 1710 56 375 1223 26 205 143 432 36 114 33 79 668 26 30 104 59 36810 868 70 264811 1238 109 156 internal_value=0 -0.00566747 -0.000646902 -0.0107281 -0.0258622 0.0103336 0.00625625 0.00692372 0.0122534 -0.00450218 -0.0169523 0.00491022 0.0063262 -0.00276287 -0.00847925 -0.0245126 -0.322275 0.0042065 -0.213482 0.00543289 0.0019876 -0.0514596 -0.0441775 -0.117633 -0.083143 -0.188652 -0.016269 -0.063294 -0.172941 -0.09104 -0.399138 0.0236722 -0.259413 -0.289876 -0.446104 0.00568763 -0.00545377 -0.1077 -0.0797465 0.00684461 0.00398331 -0.156826 -0.179881 internal_count=922168 433507 217615 215892 28918 56550 49216 49083 40126 161065 8957 488661 412533 76128 53396 23586 125 29810 167 29643 27933 3550 3494 962 857 482 2532 1309 579 465 105 730 62 339 134 401878 37807 997 938 364071 266314 1503 1394 shrinkage=0.0748119 Tree=55 num_leaves=44 num_cat=0 split_feature=16 1 25 16 20 14 11 13 19 33 12 28 15 11 22 22 28 13 12 6 23 20 22 15 23 22 20 25 11 28 15 15 15 19 28 25 28 15 28 11 6 22 26 split_gain=21.3749 7.31493 9.33717 6.19849 6.62529 8.51876 5.75951 7.87056 5.74348 5.50043 6.39179 5.69203 9.57068 11.4636 11.0386 10.7742 7.26061 9.97529 7.44849 7.35049 7.2712 7.82241 6.53972 6.5016 5.93038 5.89493 7.23856 6.24751 5.88149 5.75071 6.0629 6.32466 5.73724 5.72089 6.38947 5.07237 5.05034 5.01164 5.19189 4.86322 5.71402 5.8241 5.74273 threshold=198.88809805245978 149.50000000000003 315.25000000000006 229.23859529025194 1.1373391132400079 36.894297357868048 0.80357486395866562 110.31309945716296 462.25000000000006 2.5000000000000004 51.227922061357866 3784.5000000000005 0.66817948366442603 0.88013618673288851 2250.5000000000005 1700.2500000000002 696.25000000000011 27.593819284052199 62.988329701443519 0.78282748693055415 0.63692626875199498 0.52686356000486489 7567.0000000000009 0.58613285062632448 1.8682647076148882 1172.2500000000002 0.99639141091991579 2271.2500000000005 0.79954167454167469 405.75000000000006 0.43026481151462692 0.66449842437027096 0.48527640882881695 1788.2500000000002 4826.2500000000009 718.25000000000011 581.25000000000011 0.27260587295905253 6016.0000000000009 0.91830266094971991 0.49920977194114141 7567.0000000000009 6.5996870149760003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 4 9 -6 -1 8 -8 10 -3 16 13 15 -14 23 19 18 -18 22 21 -20 29 -13 -21 26 -23 -27 -22 30 -12 -32 -24 34 -16 -28 -26 38 -15 40 41 -19 -43 right_child=1 3 -4 -5 5 -7 7 -9 -10 -11 11 12 14 37 33 -17 17 39 20 24 28 25 32 -25 36 27 35 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 leaf_value=-0.00095340754841258496 -0.010984147873726417 0.0042943509729504456 -0.0011539909694901459 0.00052972671239825324 -0.00046811383363637823 -0.0052544463678882037 0.00062096838087496856 0.0097985535003097674 -0.00072595550871009176 -0.0011939880693292934 -0.0035729306177965251 -0.015427374479017802 0.0099062033071197937 -0.024990592126235597 0.0029467387063459032 0.0021287474568664295 0.0021996853029328566 -0.00015369611997036005 -1.098490201236293e-05 -0.00053357784469700909 -0.0061932509126125541 -0.011511981721726421 -0.026165277337707935 0.010892664998652445 -0.013600256026792807 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-0.0209494 -0.107356 -0.138954 0.0687528 0.0112903 0.0101244 -0.00342406 -0.174682 internal_count=922168 714238 12270 701968 448191 66278 207930 74486 74042 381913 366422 364253 6884 5053 1831 4500 357369 133544 6474 223825 4839 2661 147056 379 76769 1873 1735 138 2178 146940 3876 3250 116 1628 138 663 595 553 96 127070 122712 24830 197 shrinkage=0.0748119 Tree=56 num_leaves=44 num_cat=0 split_feature=0 14 26 13 21 0 14 27 4 20 17 17 27 29 23 26 10 13 20 27 23 10 27 21 23 4 29 19 23 22 22 10 27 27 32 27 8 6 12 21 27 19 17 split_gain=11.3285 11.7357 6.7924 7.37795 12.9449 7.07103 7.13637 5.63344 8.69814 5.61735 5.44673 5.71224 7.96927 9.28758 8.17853 6.98842 9.31457 8.04825 7.37587 6.42387 7.04956 6.80221 8.21066 6.21756 12.4304 7.74869 6.03031 5.98935 5.93553 5.90198 5.53429 6.07158 6.03701 5.46316 5.22058 5.16051 7.08282 6.75936 5.32245 5.13904 6.58867 17.421 6.20762 threshold=33.000000000000007 19.941829202018731 1.603846490453128 30.205122060124097 15.500000000000002 52.500000000000007 21.751116035997985 7.5000000000000009 27.000001907348636 0.30051159261003829 90.785089424681061 53.754590552514124 28.500000000000004 0.78359387920841461 0.51634204938368511 0.77992783170056346 0.9503828999598577 18.700783870191035 0.77338366460981423 14.500000000000002 0.44962756618260408 0.59786581605306133 32.500000000000007 9.5000000000000018 1.6441285898402358 18.999998092651371 1.0990683139955444 483.25000000000006 0.56668119732635869 2820.5000000000005 537.25000000000011 0.86923129183914882 42.500000000000007 42.500000000000007 1.5000000000000002 14.500000000000002 10348.000000000002 0.6337910225948763 117.41168824543145 2.5000000000000004 22.500000000000004 3954.5000000000005 46.600359522572624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 -2 3 4 -3 6 -4 8 -5 -1 11 15 13 -13 -15 16 -11 -17 27 34 -21 22 28 26 25 -25 -24 -19 -22 -18 31 32 -14 -26 -20 36 -8 -37 -39 40 42 -42 -23 right_child=1 2 5 7 -6 -7 35 -9 -10 10 -12 12 30 14 -16 17 29 18 19 20 21 39 23 24 33 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 38 -40 -41 41 -43 -44 leaf_value=-0.0010459492779767317 -0.0011609689935705761 -0.00073034613066405173 -0.010011729717922744 -0.0016342531853514631 -0.016396949636885396 -0.003805462499532068 0.0011135486488462454 0.00040626745413240337 0.00031163746706320324 0.00077205287846610494 0.0024220512804089584 -0.0017730678509850115 -0.004686278426960816 -0.015052618921772523 0.00011247912106117574 -0.0098923836515642429 0.0058501180229378951 0.0072502525238287195 0.00054586995697104856 -0.043382933908241363 -0.03777124963324132 0.0005612196355141044 -0.014744548805039231 -0.021718297696505212 -0.013656224540796255 -0.00089907000460706253 -0.0020461911128883629 -0.0021852555422193793 -0.00055250188321059185 -0.0053159126163186653 0.0028352016362440612 0.0049646341535375168 0.0048037105094554137 -0.05043140753934245 0.0035542043919894063 -0.00015402803040911632 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353797 343869 187248 187227 34939 3714 2834 2742 880 9928 31225 3249 9827 3109 2375 92 156621 24575 14314 10261 4301 152288 2457 120 2337 shrinkage=0.0748119 Tree=57 num_leaves=44 num_cat=0 split_feature=18 13 11 21 23 27 11 8 21 15 15 9 14 21 25 29 25 27 17 21 27 9 17 5 25 9 23 11 11 29 9 26 25 24 6 25 19 23 27 6 25 6 19 split_gain=10.5812 7.41391 7.81794 6.75987 12.52 7.42616 6.9002 6.46514 6.5601 6.22042 7.38622 6.9369 8.6155 10.2973 10.0468 17.2723 17.3098 8.88271 8.64663 7.43068 11.7802 14.5242 9.96704 8.00061 6.92228 6.57507 6.56639 8.77944 6.7705 13.1 12.6759 6.28118 6.90271 6.08433 6.07583 6.0122 6.99121 5.88038 7.84679 5.86337 5.82939 7.48006 6.18817 threshold=6.5000000000000009 24.695740993490467 0.92729651328815121 14.500000000000002 0.72453266946191486 46.500000000000007 0.82144509052464654 139.50000000000003 13.500000000000002 0.45093398477386598 0.71685912892591219 0.96180975599354634 27.439632068411228 8.5000000000000018 3324.0000000000005 2.2183186751958925 7729.5000000000009 43.500000000000007 67.009706608151077 1.5000000000000002 2.5000000000000004 0.88551795210673723 47.487141252236292 246.4692077636719 3606.7500000000005 0.74001246882793026 1.5690208116865445 0.77494534466512888 0.44003546099290786 2.5035393382326792 0.84091108936787962 1.8446903455345838 10741.500000000002 20.500000000000004 0.5348837240249037 3080.7500000000005 8391.0000000000018 2.8447345431222293 16.500000000000004 0.23018036671987266 10741.500000000002 0.98412697349474698 3671.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 9 5 -5 6 -1 -8 34 11 40 12 13 17 -14 19 26 18 37 31 21 -21 23 -22 -24 35 27 28 29 -17 -30 -16 -33 -15 -9 -12 -37 -3 -39 -40 -11 42 -42 right_child=-2 2 -4 4 -6 -7 7 8 -10 10 25 -13 14 33 15 16 -18 -19 -20 20 22 -23 24 -25 -26 -27 -28 -29 30 -31 -32 32 -34 -35 -36 36 -38 38 39 -41 41 -43 -44 leaf_value=-0.0011140221978327449 0.011907460284910378 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409264 223 27957 18687 2141 5705 39 883 32 1353 160 1076 163 151 27 519 260072 190 154 171 128 338 97 71 2575 33879 125 193 225 84 50 351 25 4903 internal_value=0 2.57798e-05 0.00105208 -0.00781141 -0.0817911 -0.00695527 -0.00739951 0.00135487 0.0077505 0.000379639 0.00148477 -0.0068521 -0.0118511 -0.0202241 0.00182861 -0.0239767 -0.109573 -0.0252055 -0.0248034 -0.0035363 -0.0546511 -0.230295 -0.0226528 0.035783 -0.118854 -0.00268677 -0.19831 -0.236699 -0.285788 -0.11107 -0.343112 0.0147059 -0.175868 0.0240792 0.00903238 -0.112815 -0.201094 -0.0221799 -0.149596 -0.341171 0.00410731 0.0371254 0.039722 internal_count=922168 921750 815021 106729 1221 105508 105213 48517 37122 778331 675156 103175 75218 46659 28559 9872 1903 41943 41911 7969 2096 323 1773 1103 670 260613 1020 830 676 167 509 5873 168 4716 36780 541 318 40558 359 134 414543 5279 5254 shrinkage=0.0748119 Tree=58 num_leaves=44 num_cat=0 split_feature=16 33 28 27 4 27 23 28 27 4 16 27 12 14 27 11 4 29 7 12 23 5 10 16 28 5 21 22 12 10 11 14 10 27 23 12 7 4 27 22 9 27 27 split_gain=16.3809 5.53871 5.27739 8.22913 7.85937 7.03472 12.8198 9.7848 8.46222 9.18666 8.11604 8.33677 7.3384 6.85534 6.73823 11.1349 10.7973 9.41676 8.54576 11.4686 9.04066 7.65108 7.30251 6.44269 6.4603 6.10357 11.1864 14.8864 16.9363 32.8808 21.3851 24.5602 17.6807 14.2607 15.8345 29.0193 18.1901 13.929 13.3775 13.7806 13.3423 13.3594 15.2783 threshold=200.32110635540946 2.5000000000000004 692.25000000000011 33.500000000000007 30.000034332275394 26.500000000000004 0.62876992675570886 461.75000000000006 32.500000000000007 33.280624389648445 228.92318420770309 40.500000000000007 40.260407640085667 14.20474380999592 2.5000000000000004 0.93609108979344924 13.999999046325685 0.82002804558782816 -88.306980133056626 107.23097038856282 1.1440262249411515 26.999344825744632 0.92574874603238011 223.03164794007492 454.25000000000006 50.000854492187507 1.5000000000000002 2250.5000000000005 273.06601717798219 0.96814355999064861 0.84314757481940161 37.594843124815888 0.96436555566812876 7.5000000000000009 1.2681764217470857 229.03300858899112 -43.250949859619134 40.000247955322273 21.500000000000004 5820.0000000000009 0.9156664417266297 7.5000000000000009 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 25 -5 12 -7 8 9 -8 11 -10 -2 -9 15 17 -17 21 22 -20 -21 -14 -19 24 -16 -4 -27 -28 29 30 31 -29 -32 34 35 36 37 -33 39 -30 41 42 -41 right_child=1 -3 3 4 -6 6 7 13 10 -11 -12 -13 14 -15 23 16 -18 18 19 20 -22 -23 -24 -25 -26 26 27 28 38 -31 32 33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 leaf_value=-0.00057006227961134306 -0.0056883598185795943 -0.00086700005829997936 0.00064294628449880909 0.0030266641210486543 -0.0072237536858252059 0.0038557490238789616 -0.00054924848613823753 0.0067631540872482437 -0.016842744697112701 -0.048081539150068027 -0.0031401567670576416 -0.0015643000727276484 -0.0060063134303559697 -0.00065486737953195941 0.0013990228558390123 0.0091478480028769488 -0.040819946672395871 -0.021348265877842561 0.0049630528779996616 -0.0032443000926199892 -0.033868490794031848 -0.031193536395180896 0.018244992961475824 0.00059053748730746416 -0.0002615844059476546 0.00092414567958841757 -2.6641679633962875e-05 0.00033828093479265934 0.0016000771926558673 -0.025316401018211997 0.0020587634294659484 -0.037795587485509041 -0.036566960797188804 -0.0036988305277446966 -0.00032641708886618385 -0.029955289318325404 -0.00097312847550778904 -0.0078611178695363396 -0.039749641109017533 -0.0037115603223376228 0.0027179568502346606 0.0046435938382150327 -0.021769074714251071 leaf_count=218716 1181 27629 178532 9474 438 3481 2157 704 718 23 1041 277 189 72822 14522 34 84 164 1111 175 78 105 31 152694 135016 38170 46667 1522 6292 431 2695 174 68 900 334 677 550 174 48 474 728 281 587 internal_value=0 0.00228875 0.0028561 0.00608695 0.0344024 0.000439139 -0.00783213 -0.0104906 -0.0573415 -0.014045 -0.1037 -0.16828 0.00263905 -0.00780412 0.00294449 -0.0553353 -0.353185 -0.0363681 -0.00541074 0.0225831 -0.169569 -0.200526 -0.201224 0.00332456 -0.00134095 0.00508208 -0.00114008 -0.00936711 -0.0357566 -0.0702215 -0.0539281 -0.0977818 0.0148125 -0.153213 -0.202136 -0.244076 -0.126218 -0.305143 -0.0049184 -0.00189668 -0.0726731 -0.131805 -0.183151 internal_count=922168 703452 675823 289216 9912 386607 81223 77742 4216 2180 2036 995 305384 73526 304203 1971 118 1853 1559 1364 253 294 195 302232 149538 279304 100772 62602 15935 7525 7094 4331 2763 2809 1909 1575 898 348 8410 8362 2070 1342 1061 shrinkage=0.0748119 Tree=59 num_leaves=44 num_cat=0 split_feature=18 0 14 9 21 5 6 15 13 29 17 24 5 23 14 21 21 18 24 22 21 9 17 23 18 29 17 29 14 14 24 21 24 13 1 15 21 22 12 24 22 21 15 split_gain=9.44245 8.98248 9.63404 6.32272 7.19676 6.53846 9.40377 6.42115 6.37113 8.43095 8.03916 5.89467 5.59541 5.56461 7.34938 7.12594 6.20567 6.44917 4.78721 5.20181 11.8455 5.88684 5.85981 9.45002 7.51213 7.79452 5.53223 5.27229 10.319 6.63904 5.64886 4.9538 4.87098 4.8096 6.74927 4.7444 4.70182 4.67464 5.21437 5.14009 4.52119 4.47473 4.44371 threshold=6.5000000000000009 29.500000000000004 19.941829202018731 0.9338061172210681 1.5000000000000002 157.41835784912112 0.98076926269527387 0.71685912892591219 188.55313971881267 3.3348292159836657 40.011973136120758 32.500000000000007 48.000003814697273 1.132630623874531 28.524765306517498 15.500000000000002 10.500000000000002 2.5000000000000004 10.500000000000002 998.25000000000011 10.500000000000002 0.95257075861367779 62.181277380961752 0.87756666784234683 2.5000000000000004 0.97137663384522899 53.754590552514124 0.77324776064271872 27.19653753083217 18.520557871523721 30.500000000000004 7.5000000000000009 17.500000000000004 40.869637203738741 437.50000000000006 0.42135590824516328 13.500000000000002 508.25000000000006 78.159902576697334 27.500000000000004 863.25000000000011 12.500000000000002 0.74430272745484449 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 36 4 5 -4 8 -5 9 -7 -11 18 -6 14 15 -9 17 -15 -1 22 35 -22 26 24 -24 -26 27 28 29 33 32 -28 -31 34 -20 -21 -3 38 39 -33 -39 -32 -29 right_child=-2 2 3 7 12 6 -8 13 -10 10 -12 -13 -14 16 -16 -17 -18 -19 19 20 21 -23 23 -25 25 -27 31 42 -30 30 41 37 -34 -35 -36 -37 -38 40 -40 -41 -42 -43 -44 leaf_value=0.0004252582144154443 0.01116304089358354 -0.0008446635691141351 0.0018993928248612817 0.0003475968498066036 -0.00025773067217646777 -0.0030825263164021028 -0.039182913430671457 -0.00036725762489368596 -0.00039151085870409933 -0.051254641026255897 -0.012881182419657423 0.0057597446681606759 -0.0023969179294754425 -0.0019949269972729861 0.001090822975094293 -0.011172312393776028 -0.0062456109532258181 0.00028773877194648498 0.00028950308595414418 0.0014362277560312775 -0.0053429583933225873 -0.042154682116044624 0.0048734756989940063 0.0034414894489670669 -0.0027659079004475227 -0.025572974750321088 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211.25855255126956 878.25000000000011 15.500000000000002 14.500000000000002 72.713859581385819 0.69837001706163893 0.92574874603238011 40.629275108165352 63.307795185798838 24.981993675231937 5.5000000000000009 2.7079533293935381 23.500000000000004 0.78453164160401012 0.57974859109183807 8.5000000000000018 59.129352606165533 748.50000000000011 0.69781170989060881 0.72113483246071286 -1.0416267514228819 -48.000709533691399 0.9365161951010027 54.738033850227957 0.90139211886304926 39.611647835247517 0.78465711615409339 1.5000000000000002 0.7327646830593143 597.25000000000011 134.50000000000003 20.399734786930711 0.80296467465365473 742.25000000000011 18.500000000000004 31.497073173522953 2.5000000000000004 2816.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 38 -5 -6 8 14 20 29 11 -11 -9 -13 15 18 28 26 -8 -20 21 -1 27 24 34 -18 -16 -23 -17 -10 -14 32 -25 -33 -22 -21 -37 -24 41 -40 -41 -4 -43 right_child=1 -3 3 4 5 -7 7 12 9 10 -12 13 30 -15 17 16 25 -19 19 35 23 22 37 31 -26 -27 -28 -29 -30 -31 -32 33 -34 -35 -36 36 -38 -39 39 40 -42 42 -44 leaf_value=0.0002056372505306772 -0.00091303846587272074 -0.0094871169339811202 -0.006284048112018061 -0.0025424212687703267 -0.00032099114739249189 -0.020169563890451558 -0.0012515348462189362 -0.028230771598595081 -0.00014129660413367501 0.0038751655133245104 -0.0016417592377594424 0.0033325259379223811 -0.016781647807478071 -0.033016782169755045 -0.0010649054467489333 -0.0015051301192897785 -0.0042557915886516111 -0.018529259994272455 -0.001626858620017025 0.02225588083833166 -0.0041566469280226795 -0.0036461125612004025 0.0073617137112090853 0.0032832865047780677 0.00072050722302600425 -0.052939742042828683 0.00065389699536285404 -0.013350158288895717 -0.0054255048100267786 0.00082697256300484927 0.0013404462718751087 -0.0044364778022524644 -0.00062249181853952314 0.0011986642446081342 9.5222477343710272e-05 -0.0093526499313944175 0.0046110519623407597 -0.0078102342244606542 0.00029874591117704262 0.0044626583793423357 -0.0088666850444844309 -0.00023551682221583601 0.0048027865450741983 leaf_count=54091 72355 509 1103 12568 33519 88 4786 102 234039 5943 1889 55 171 59 16230 19466 31 105 1785 90 3809 977 385 14482 36388 30 47378 609 2570 40181 220 1183 2994 51773 2953 184 3644 186 93858 3969 244 153871 1296 internal_value=0 -0.00389273 -0.00372494 -0.00168333 -0.0128783 -0.00498537 0.0024801 -0.00420849 0.00391242 0.00086804 0.0305559 0.0469294 -0.147884 -0.206917 -0.00347294 -0.0150838 -0.0271986 0.00246541 0.0104384 0.0332375 0.00897054 0.000193008 -0.0638966 0.0133173 0.00330418 -0.376928 0.00287833 -0.0985447 -0.0262305 7.78305e-06 -0.0880217 0.0194519 0.0349429 0.0143397 -0.0307415 0.0582875 0.0526635 0.0323416 0.000349091 0.00594102 0.0493327 -0.00316026 -0.00258562 internal_count=922168 373380 372871 300516 46175 33607 548788 96792 451996 282166 7946 6057 493 114 96299 32586 22097 63713 10489 5703 169830 56248 2157 113582 43150 61 63608 1586 22036 274220 391 70432 17476 52956 6762 3918 3828 571 254341 98071 4213 156270 155167 shrinkage=0.0748119 Tree=61 num_leaves=44 num_cat=0 split_feature=16 8 26 4 7 16 27 14 21 26 4 24 5 8 22 13 19 1 27 7 7 4 19 4 14 24 12 22 1 19 22 7 4 22 1 21 22 19 14 26 16 27 26 split_gain=13.2849 6.84622 11.534 6.18517 6.15291 7.33974 7.13521 6.59601 10.8794 15.4684 14.5636 17.8549 10.6293 17.225 10.2517 8.84979 8.20975 11.4867 18.0665 9.98001 12.9881 17.2181 8.20408 7.8888 6.97538 8.77122 6.82831 6.66306 6.47715 6.25608 6.10924 14.8474 5.59006 12.6878 8.53802 9.4286 7.7631 11.938 8.44223 10.6123 7.53462 7.86326 7.06038 threshold=189.30802471481118 139.50000000000003 0.39723623269235436 21.00000095367432 -8.1301016807556135 237.98194357530249 2.5000000000000004 36.894297357868048 1.5000000000000002 1.0925422029899645 58.33494949340821 3.5000000000000004 193.079704284668 14641.000000000002 5820.0000000000009 80.158519909266673 3954.5000000000005 3131.5000000000005 6.5000000000000009 -51.84277153015136 -69.417133331298814 35.509124755859382 1733.5000000000002 33.002183914184577 49.01090089263699 7.5000000000000009 262.63961030678934 2504.5000000000005 9112.0000000000018 8391.0000000000018 2369.2500000000005 -46.613859176635735 15.365157604217531 450.25000000000006 388.50000000000006 1.5000000000000002 619.25000000000011 702.25000000000011 32.767666182406842 1.1222135151105201 221.57738410461141 1.5000000000000002 1.653490773825036 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 7 6 32 -3 -9 10 16 29 23 14 -14 -13 17 19 -19 20 24 22 -22 -11 -10 -26 30 -23 -8 -12 -25 -32 33 40 -34 42 -37 -38 -39 -40 41 -6 -36 right_child=1 4 -4 -5 5 -7 28 8 9 12 11 15 13 -15 -16 -17 -18 18 -20 -21 21 27 -24 26 25 -27 -28 -29 -30 -31 31 -33 34 -35 35 36 37 38 39 -41 -42 -43 -44 leaf_value=-0.00031766762322481214 -0.0011823057862833464 0.00060272024485497088 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158 127 563 195 127 1176 112 226 48 5622 74 28 4457 61 1778 43 457 217 241 535 5992 199 190 353 175 246 94 151 146 internal_value=0 0.00162134 -0.0216893 -0.00867427 0.00200149 3.21595e-05 -0.00119516 0.00611157 -0.00766095 -0.0267616 -0.0822882 -0.268457 -0.00827727 -0.147503 -0.353932 -0.0106002 -0.061505 -0.0834947 -0.26127 -0.0606065 -0.120118 -0.258877 -0.521734 -0.00152515 -0.0494749 -0.295323 -7.29337e-05 -0.112336 -0.000663726 -0.45164 -0.0212751 -0.111241 -0.0300756 -0.106559 -0.0213746 -0.0274876 -0.110045 -0.147166 -0.0920299 -0.187662 -0.263063 -0.16521 -0.011845 internal_count=922168 772569 12397 149599 760172 513926 464893 246246 30471 15071 3764 378 11307 523 228 157 3386 2823 322 2501 1325 447 160 10784 878 102 10753 287 456493 221 6296 674 8400 858 7542 7301 1163 964 774 421 323 229 6138 shrinkage=0.0748119 Tree=62 num_leaves=44 num_cat=0 split_feature=16 0 1 7 17 21 16 11 29 20 24 28 7 21 14 29 17 14 23 24 31 12 6 1 12 23 15 16 1 28 23 14 21 24 17 17 16 1 6 15 7 6 19 split_gain=11.4175 6.55375 5.66746 6.09172 8.60586 16.9131 11.7009 7.23102 7.03721 7.31035 6.95577 8.04713 6.62103 6.69778 6.60454 5.73492 5.72202 5.5066 14.7339 5.42653 6.48836 7.64216 5.40265 6.50239 11.1903 11.0613 10.2693 9.87409 9.65101 9.95708 8.68397 7.98508 7.22825 8.65484 7.50743 6.78959 6.32886 7.81141 7.94256 11.1911 6.21283 5.23178 8.50139 threshold=173.75666785206261 11.500000000000002 134.50000000000003 -8.1301016807556135 63.348193634605401 1.5000000000000002 209.67500959804786 0.93874258874258876 1.3247720280495581 1.1167120241970998 6.5000000000000009 393.25000000000006 -76.425609588623033 2.5000000000000004 20.144459137011804 0.45917441386718033 58.518797909110539 49.01090089263699 1.0589113873295912 10.500000000000002 1.5000000000000002 313.92083322704633 0.26315789569748121 3606.5000000000005 189.56854249492383 1.0408779562527288 0.24458281278307728 240.21081454546695 3329.5000000000005 2348.5000000000005 2.4780914922507846 25.60154108774174 1.5000000000000002 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6.40188 5.61623 5.27947 4.87133 4.75851 9.82752 10.16 7.74651 7.43699 6.42677 threshold=219.88121554500302 166.021516328888 43.7228597252059 1.5000000000000002 45.275514682471851 51.195151434489468 18.2172763641145 580.50000000000011 110.89869327716093 0.97811253859640968 10741.500000000002 0.39463875250906238 140.44417382415926 791.50000000000011 2.5000000000000004 11287.250000000002 1.5000000000000002 444.25000000000006 1.4114156190332712 4.5000000000000009 27.799604473315551 6.5000000000000009 56.826714046964987 52.859271398378077 484.75000000000006 452.25000000000006 237.27564927611039 3.5000000000000004 8.5619435257687666 2126.2500000000005 2.5000000000000004 3.5000000000000004 705.25000000000011 22.108196761110879 453.25000000000006 0.49960413690252403 0.60092379245605065 0.71685912892591219 14.500000000000002 1138.2500000000002 70.18127026995289 301.25000000000006 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 6 -6 16 -1 9 10 12 -11 13 -9 -13 -12 -3 -18 20 -20 21 24 26 -21 27 29 36 -4 -29 34 33 32 -32 -27 -26 -33 -22 38 39 -23 42 -41 -40 right_child=-2 2 18 -5 5 -7 -8 8 -10 11 15 14 -14 -15 -16 -17 17 -19 19 23 22 37 -24 -25 25 30 -28 28 -30 -31 31 35 -34 -35 -36 -37 -38 -39 40 41 -42 -43 -44 leaf_value=-0.00050404305693710263 0.00025590351885361007 0.018266623413537131 0.0042308240286592523 -0.00083577462803457764 0.0084059301341244241 -0.0071431294341672115 -0.00010259680091725223 -0.0076921201489189954 -0.0029432729149426206 -0.0064158489567232666 0.015920281763410569 -0.0080022165588083359 -0.0086904535677341226 0.010398879354014288 0.0086168416011948874 -0.0021149426331701433 -0.0008359633334072996 0.0052429601646222009 0.0029948022258714894 -0.0029324211934751666 0.0060914352868267916 0.0010471203612330341 0.0022055508648135716 -0.00061386166615356075 -0.010290124118950099 -0.0077520952038345088 -0.0044561105413845259 -0.013796224439402727 -0.00012549426671887651 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33.517731518532848 14.500000000000002 540.25000000000011 1.5000000000000002 30.016965411415089 40.500000000000007 210.08936309814456 0.55495474982861293 0.25642837087556275 0.46129187318288278 0.75459780761453998 14.719987473460643 405.75000000000006 765.25000000000011 2.5000000000000004 80.07444910176271 7.4321005022900435 631.25000000000011 387.25000000000006 32.500000000000007 446.75000000000006 28.90953044465056 799.25000000000011 3.5000000000000004 20.500000000000004 27.500000000000004 589.50000000000011 633.25000000000011 54.82528327639411 90.785089424681061 2.5000000000000004 0.85722743804448964 1086.5000000000002 26.804092474870082 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 28 -4 5 -5 10 -8 -9 39 12 14 15 30 27 -3 31 24 20 21 25 32 29 -22 -18 -14 -27 -12 38 -21 -13 -7 -20 36 35 37 -25 -35 -1 40 -10 -42 -43 right_child=-2 6 3 4 -6 16 7 8 9 -11 11 13 18 -15 -16 -17 17 -19 19 22 23 -23 -24 33 -26 26 -28 -29 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211018 14237 2978 2380 175 shrinkage=0.0748119 Tree=65 num_leaves=44 num_cat=0 split_feature=18 0 29 14 5 14 25 17 0 9 10 17 9 24 25 26 0 5 6 5 10 19 24 1 9 11 29 30 6 1 19 24 11 23 23 14 19 29 12 24 23 14 29 split_gain=6.72405 5.71531 7.25437 9.67874 7.79092 5.65065 8.37174 10.7115 5.9164 10.1883 5.8671 5.41134 6.99156 10.2279 21.9786 7.33664 7.05656 5.4967 10.8261 7.3253 8.11927 7.43861 5.34908 5.16339 5.08451 5.01776 6.75923 4.98029 5.06869 4.68819 4.63431 6.02105 6.00646 5.39619 6.15632 8.59766 6.67282 5.18688 4.54778 4.475 4.10326 9.01488 5.99257 threshold=6.5000000000000009 48.000000000000007 1.5344818778800222 49.01090089263699 28.174456596374515 27.278151335658738 884.25000000000011 55.709290499447434 17.500000000000004 0.95570109671188996 0.77738625083480473 61.223178219925565 0.95058177141309919 5.5000000000000009 872.25000000000011 3.5321725014780183 24.000000000000004 52.000007629394538 0.88235294609568848 69.520908355712905 0.81785792321263917 1919.5000000000002 10.500000000000002 870.50000000000011 0.97474221323403865 0.79293523469994065 1.1521969866028063 1.0000000180025095e-35 0.7058823560523626 1742.5000000000002 20882.500000000004 1.5000000000000002 0.55848656095366633 0.92216470451673971 1.0333029140101802 34.416163421694662 2481.5000000000005 1.9774471725158369 138.04772721475254 25.500000000000004 1.6441285898402358 22.799543596685641 2.5035393382326792 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 27 39 6 8 -8 -1 40 -9 -7 15 17 22 30 29 -14 19 20 -19 -22 25 -11 -20 -15 -27 28 -4 -16 31 32 -13 38 36 -36 37 -35 -33 -3 -10 42 -42 right_child=-2 2 3 -5 -6 11 7 10 9 23 -12 12 13 14 16 -17 -18 18 24 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 -32 33 -34 34 35 -37 -38 -39 -40 -41 41 -43 -44 leaf_value=0.00039489492975423271 0.0094562402484184415 -0.0011095735054812178 -0.00080048556863112459 0.0012578852608226938 0.00014361987285663389 0.00032037393176095934 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1293 1028 1053 53 807 279 651 1999 58 internal_value=0 -7.53406e-06 -0.00599692 -0.0256118 -0.00327434 0.00102772 -0.000485628 -0.0121968 0.000713694 -0.00168347 -0.0498566 0.00577877 0.0248261 0.0448543 0.0164374 -0.000416942 -0.164476 0.0915308 0.0578934 0.0779822 -0.0313385 -0.207147 0.0417842 0.000719127 -0.237724 -0.0421597 -0.190103 -0.0393904 -0.0260487 -0.324959 -0.00903737 -0.0168469 -0.177332 -0.00984079 0.00680551 -0.0269062 0.0517739 -0.0248944 -0.073019 -0.0158489 -0.0136451 -0.0516719 -0.148553 internal_count=922168 921747 135842 16557 119285 785905 596047 55370 540677 354510 6646 189858 13829 7711 4793 6118 589 2918 1823 1707 451 166 4204 295214 116 643 169 12498 8639 187 5761 5355 224 5131 4061 2321 1740 687 1070 34869 59296 2708 709 shrinkage=0.0748119 Tree=66 num_leaves=44 num_cat=0 split_feature=16 9 11 18 17 16 13 23 20 6 11 16 22 11 13 26 11 30 23 26 24 17 24 21 13 2 21 22 22 23 11 28 6 22 26 23 13 23 22 26 22 18 15 split_gain=8.14834 5.28261 6.35167 4.97762 4.57489 7.20847 5.92666 4.94934 4.68779 4.61261 4.56244 4.13807 6.89649 4.56591 8.35548 4.14887 4.03399 3.86694 6.88165 4.10073 4.33739 7.70414 4.33928 3.97531 3.81332 5.90803 3.70491 12.455 12.1466 11.5598 12.3897 12.2981 9.62048 29.2827 19.524 23.5837 8.31817 11.4897 12.4835 17.0602 11.2691 12.4208 7.9509 threshold=202.07528585204577 0.97419482897719278 0.71758453356656193 6.5000000000000009 38.990876463644987 153.42183787106768 41.638473218888286 1.2899308273269494 0.68830780238722489 0.33333333770898604 0.39087041151868057 161.74727169497856 5820.0000000000009 0.58562300815610813 221.24354724245876 3.5321725014780183 0.52982633530236123 2.5000000000000004 1.2824985432342735 1.1507969938888223 9.5000000000000018 55.192226352216444 15.500000000000002 11.500000000000002 261.81920545626775 667.32500000000016 1.5000000000000002 2146.5000000000005 581.25000000000011 1.495317357449836 0.77361586586385955 6016.0000000000009 0.2771257413776641 2820.5000000000005 1.1106372135734282 0.86309667656332723 105.97131848780548 0.81121206083172892 2820.5000000000005 1.0000783576241969 6702.0000000000009 1.5000000000000002 0.68840665068429086 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 26 5 -1 7 -7 -8 16 -6 12 15 14 -14 -12 -10 19 -19 23 -21 -22 -23 24 25 -13 28 -28 -2 30 36 32 33 34 35 -32 37 -29 -39 -40 41 -38 -41 right_child=3 2 -4 -5 10 6 8 -9 9 -11 11 17 13 -15 -16 -17 -18 18 -20 20 21 22 -24 -25 -26 -27 27 29 -30 -31 31 -33 -34 -35 -36 -37 40 38 39 42 -42 -43 -44 leaf_value=-0.00065536711586176605 -0.0029775738069854766 0.0029047048487402002 -8.0550346093693221e-06 0.0085486976869854348 -0.0074041727695991809 0.0014161967136349864 -0.0028410752077520684 -0.012508747565341928 -0.016798105516292929 0.0055045410842642041 -0.0019141247761177156 -0.00055464338397280338 0.012289869967752264 -0.00012539430700339832 -0.019297479526093248 0.012390659112729466 0.017913484699014496 0.00032341484663896803 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6.20793 6.07281 14.2817 6.01844 5.96944 threshold=46.500000000000007 50.500000000000007 56.826714046964987 1.5344818778800222 49.01090089263699 35.303849411499435 3.5000000000000004 935.75000000000011 0.71962395881664143 1.5000000000000002 0.96638877264789447 27.278151335658738 884.25000000000011 52.426827550953561 46.500000000000007 42.671439887626555 0.97290266185427487 11.500000000000002 61.223178219925565 1.5000000000000002 33.679162979125984 2.7079533293935381 0.33523388091973988 0.97531053184796224 6.5000000000000009 1219.2500000000002 1680.5000000000002 16.500000000000004 1.1687961401026647 14.500000000000002 8.5000000000000018 59.129352606165533 0.7304465018164773 0.6520873947511282 1.5000000000000002 811.25000000000011 19.732326282519093 26.500000000000004 2.7079533293935381 1051.7500000000002 750.25000000000011 90.785089424681061 1.1592893365057406 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 5 9 -2 7 -7 -4 -5 -10 12 29 17 18 16 -16 -14 -13 -20 24 22 -22 -24 -21 -26 28 -28 -27 30 31 -1 36 -34 42 -33 -31 -38 41 -32 -41 -36 -35 right_child=1 -3 8 4 -6 6 -8 -9 10 -11 -12 14 13 -15 15 -17 -18 -19 19 20 21 -23 23 -25 25 26 27 -29 -30 32 39 35 33 34 38 -37 37 -39 -40 40 -42 -43 -44 leaf_value=-9.2072571453295744e-05 -0.00096014497288482296 -0.016739153667324643 -0.0016277183634916801 -0.0019134076852477739 0.0010984312091098312 -0.0065470770177112727 0.00043880436353630771 -0.00091937013732667388 6.3070277401801187e-05 -0.005097447097438413 0.0020187284126432503 0.00030114979791789599 -0.00026507471997782293 -0.0026021488237797374 -0.0094111340136514964 -0.0032975210773653666 -0.051494137088912595 -0.021659307366179981 0.0052081196393462606 0.0077677106969707933 0.014481232687859167 0.0081135373290550077 -0.0050744707500499095 0.010369816653275972 0.0026662556044265073 -0.019255470982448657 0.0088906839313953444 -0.027540917250421182 0.0085242689108362569 0.00015195742201710552 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internal_count=922168 167383 167234 134854 16425 118429 59657 7530 32380 12193 27097 754785 574088 53016 180697 437 78 41547 180260 12964 10519 3663 3222 3085 6856 5663 660 335 325 521072 196155 65872 324917 250543 248610 2471 74374 15217 248356 130283 1385 248112 254 shrinkage=0.0748119 Tree=68 num_leaves=44 num_cat=0 split_feature=16 9 17 22 23 27 7 1 17 16 28 18 23 28 17 23 20 13 8 14 27 22 16 29 7 27 24 9 13 8 13 14 9 17 16 14 1 5 24 23 18 17 5 split_gain=7.14495 6.85582 5.93631 7.08853 5.76539 5.60111 6.77277 5.23196 4.86548 9.88566 5.79257 11.3144 8.36928 7.90099 8.04712 8.70472 7.81128 5.86736 8.72873 8.01593 7.79376 7.56083 4.9899 4.97823 6.94996 7.19949 17.1558 9.07821 7.09628 21.964 6.00713 4.87083 4.85098 4.75463 4.68094 4.64545 4.56549 5.42557 4.48509 6.63867 5.2061 6.8639 7.40086 threshold=219.88121554500302 0.96791626361993766 55.709290499447434 508.25000000000006 1.2366539440203563 2.5000000000000004 -5.1944291591644278 844.50000000000011 49.279014493519277 225.72369892852942 958.25000000000011 2.5000000000000004 0.85530841077464881 7838.7500000000009 57.463064534238519 1.2974459330623718 0.75957817480910383 58.024575874780361 4709.5000000000009 36.894297357868048 7.5000000000000009 1604.7500000000002 229.23859529025194 0.8496182316255757 -89.93590927124022 2.5000000000000004 1.5000000000000002 0.97115759338089824 115.19432894363518 3899.5000000000005 41.638473218888286 126.33465805979959 0.94619454378672863 47.796689600984557 149.53030544364287 9.422958066796367 3939.0000000000005 91.405681610107436 5.5000000000000009 1.7069526255326328 2.5000000000000004 57.123618857982088 67.977588653564467 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 36 -4 -1 6 -6 -5 9 33 -10 13 16 14 22 17 -13 20 19 21 -16 -19 -12 -11 25 26 28 -28 29 30 -25 -27 -33 -2 -7 -26 -3 -38 39 -36 -40 42 -42 right_child=8 2 3 7 5 34 -8 -9 10 23 11 12 -14 -15 15 -17 -18 18 -20 -21 -22 -23 -24 24 35 31 27 -29 -30 -31 -32 32 -34 -35 38 -37 37 -39 40 -41 41 -43 -44 leaf_value=-0.00034418957060328251 -0.0016456139971187198 -0.00011385535363209752 -0.00097462324716917313 0.00078551446974634389 0.014072607774389671 -0.0062209405109181458 -0.0045406305814176913 0.0028718349948830711 0.0010197123761696873 0.00095892682914233782 0.00028907344207400836 -0.0039441561636923425 -0.0046272346973774301 0.0053634486777574021 0.0093450208239494008 0.0046286558210335083 -0.037095230937289128 -0.030143773914618893 -0.0028772269841342533 -0.031041363363605041 -0.017309680523617747 0.0051388062995027864 -0.0062482661250594061 -0.036818077854500655 -0.030280737180877558 -0.0010424456452625759 -0.016550136355814194 -0.05092678499772732 0.0037957052713379377 -0.059957459500770166 0.0022407302097939624 -0.029027584520219092 0.0085328023163795518 -0.00022755796276120288 -0.0010838800387017716 0.00019317024317334596 -0.028826650484388653 -0.003986549853840597 -0.0026914819850437375 0.0043094013028255823 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shrinkage=0.0748119 Tree=69 num_leaves=44 num_cat=0 split_feature=16 18 7 17 25 16 18 27 8 25 11 11 17 19 8 30 7 25 27 20 19 27 27 12 27 12 17 8 17 25 22 16 22 23 23 6 18 19 23 20 19 19 15 split_gain=6.5761 5.33175 4.74769 8.92706 7.4094 7.39865 6.66364 7.5025 5.91546 7.78422 8.41098 5.36154 5.25688 5.18836 6.00226 5.10569 4.98269 5.39979 7.51024 5.0015 4.94447 4.51784 6.56089 6.26521 8.14818 5.39873 11.9487 8.12428 7.03461 6.85034 6.49494 6.40523 6.26169 5.39367 6.38121 5.25909 7.40273 5.08785 5.01777 4.85538 4.59494 4.51294 4.50013 threshold=168.82147212952171 6.5000000000000009 -8.1301016807556135 63.348193634605401 10741.500000000002 212.76480270727583 4.5000000000000009 45.500000000000007 1534.5000000000002 561.25000000000011 0.73268659681703174 0.84656766400952455 80.07444910176271 2167.5000000000005 4221.5000000000009 1.5000000000000002 -79.196342468261705 342.25000000000006 1.5000000000000002 1.1167120241970998 790.25000000000011 8.5000000000000018 20.500000000000004 313.92083322704633 22.500000000000004 91.458892449920668 58.794773843713237 333.50000000000006 59.943253629770844 685.25000000000011 1219.2500000000002 213.29677735680858 398.25000000000006 0.71298541343333877 1.1694290156066052 0.80000000524484083 2.5000000000000004 644.25000000000011 0.97925067504557173 0.93893933306548827 178.50000000000003 532.25000000000011 0.63857267749832702 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 11 5 -5 16 -8 9 -7 -11 -4 13 -10 -15 -13 -2 18 -18 21 -12 -19 33 25 -25 26 27 -24 31 35 32 37 -29 40 -35 36 41 38 -27 -37 -23 -28 -9 right_child=1 -3 3 4 -6 8 7 42 12 10 20 15 -14 14 -16 -17 17 19 -20 -21 -22 22 23 24 -26 28 29 30 -30 -31 -32 -33 -34 34 -36 39 -38 -39 -40 -41 -42 -43 -44 leaf_value=-0.00068293024478268316 -0.00024159495431849814 0.0086365427589436983 -0.00027481158698088238 -0.0020488792082177291 0.0084653944514434618 0.0075729116190951101 0.0063540623502435015 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120 49 internal_value=0 0.000732831 0.000678064 -0.000983984 -0.0350447 -0.04163 0.00404548 0.0682149 -0.113092 -0.160408 -0.196297 -0.000522521 -0.00959761 -0.069066 -0.140394 0.00251409 0.00367504 0.00626428 0.0812027 0.0059088 -0.228756 0.00806543 0.011432 -0.000556627 -0.276628 0.000131056 -0.0177398 -0.00236628 0.00930804 -0.0873275 -0.0161181 -0.00190706 -0.0145674 0.0160265 0.0189431 -0.11822 -0.174772 -0.0403689 0.0170758 -0.05925 -0.00544849 -0.0149011 -0.21068 internal_count=922168 848692 848287 567960 7592 7269 280327 1609 1208 829 729 560368 379 302 233 285357 278718 202702 957 201745 668 169875 119113 33001 82 32919 11169 9148 21750 2021 7542 15660 7521 86112 75815 1577 805 3392 1060 772 10297 213 91 shrinkage=0.0748119 Tree=70 num_leaves=44 num_cat=0 split_feature=16 18 1 26 26 20 7 18 5 29 20 24 24 18 19 21 15 22 19 22 20 0 21 20 26 22 19 26 29 19 24 22 8 8 29 10 6 21 16 26 21 20 19 split_gain=5.80845 4.65377 4.08202 8.1478 4.98161 5.72678 4.29998 6.32005 5.83756 4.77416 5.31481 6.06607 4.81534 4.66268 9.70805 9.58103 8.20799 13.7583 9.38744 5.96785 5.94908 5.68655 5.51219 5.85238 5.46096 6.3567 6.20327 4.94415 7.42252 6.28227 4.96216 4.87789 4.67274 4.63883 5.0817 5.35358 4.66707 4.62174 6.47271 4.55667 6.84067 7.90858 7.33362 threshold=176.04774114774116 6.5000000000000009 134.50000000000003 0.39723623269235436 0.054728664697587436 0.39863139235425937 -8.1301016807556135 4.5000000000000009 24.000073432922367 1.3247720280495581 1.1730594087151467 23.500000000000004 16.500000000000004 3.5000000000000004 330.75000000000006 11.500000000000002 0.70727957287817522 903.25000000000011 1048.2500000000002 964.25000000000011 0.74887201720640229 48.000000000000007 14.500000000000002 0.94152485160928323 0.41070575794787834 605.25000000000011 388.25000000000006 0.690915390915391 0.5008577237805758 696.25000000000011 22.500000000000004 197.25000000000003 326.50000000000006 204.50000000000003 0.97933999658531412 0.84916990746785548 0.55263159412490415 14.500000000000002 225.23230781490406 0.70791447767225713 8.5000000000000018 0.83741989697623909 632.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 -4 7 9 -9 10 -6 12 33 15 22 -8 -16 21 20 27 -19 24 31 -24 25 26 -18 28 30 37 -17 -15 -26 -12 35 -35 -37 -29 -39 -34 -41 -42 -43 right_child=1 -3 4 -5 6 -7 13 8 -10 -11 11 -13 -14 14 16 19 17 18 -20 -21 -22 -23 23 -25 32 -27 -28 29 -30 -31 -32 -33 39 34 -36 36 -38 38 -40 40 41 42 -44 leaf_value=-0.00055321542875571238 -0.00081647702406435546 0.0079832387757471316 -0.0016216713952271827 -0.010042082098124015 0.00058680563007230686 -0.01785260433785937 -3.1496250371467676e-05 -0.0082981633100831179 0.0067751090040427805 -0.00029850490699973758 0.014485348244853124 -0.011740517088313546 0.0032744269268425007 -0.0284385261642171 3.2954810085402523e-05 -0.0083686251917999017 0.015369080988160418 -0.0026034386149204501 0.0056736187568898477 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10.1103 threshold=209.06497679200029 21.45800876617432 56.687547498943864 0.96526859450419 6728.0000000000009 2505.5000000000005 151.48803117904097 773.25000000000011 1.1478212181703105 0.55895813980920372 705.25000000000011 654.75000000000011 4.5000000000000009 464.25000000000006 10.008792877197267 0.28135719352100563 16.000240325927738 31.448783573758771 736.25000000000011 625.25000000000011 0.47324461951600799 1.5000000000000002 1.0463087904743451 0.67402038321368785 894.50000000000011 0.94405803434458024 887.50000000000011 39.692915896531765 0.66635073322996152 211.25855255126956 0.92574874603238011 429.22212219238287 0.84091108936787962 1.3461401782297309 10741.500000000002 10348.000000000002 0.13411242818151498 1239.7500000000002 0.89743590834109666 74.936796490673132 223.71057128906253 0.60094785884833157 0.74001246882793026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 6 -4 -5 8 -3 -8 9 14 11 12 16 -14 15 -1 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64758 182985 174948 106042 91351 82700 1100 68906 18944 81600 49962 48120 32026 12815 7070 16094 14691 11407 1172 3284 8997 5403 619634 1203 1126 698 305 618431 609165 6790 6739 5762 5148 1046 614 289 shrinkage=0.0748119 Tree=72 num_leaves=44 num_cat=0 split_feature=16 4 17 26 26 25 13 14 17 12 1 20 25 14 26 20 26 22 22 24 20 13 18 24 14 28 22 16 28 17 26 17 16 14 24 17 25 24 28 5 26 17 4 split_gain=4.61805 5.71794 6.54004 7.2568 4.77476 7.01521 6.00122 4.85746 4.55332 4.2665 4.08946 6.96415 6.1705 3.94512 3.94378 4.66656 4.38934 5.46626 7.25743 6.64049 5.71207 4.43392 3.93288 3.77829 7.49411 8.21129 6.42905 5.80735 6.04191 8.45524 5.62569 6.43471 9.65461 6.00535 8.88967 5.9008 6.31246 6.34401 5.71733 5.5263 5.34928 5.53762 5.07574 threshold=184.63081916312413 21.00000095367432 72.713859581385819 3.5321725014780183 0.89343973067089333 10741.500000000002 43.776374994365305 32.466792348146036 38.798889489156174 262.63961030678934 134.50000000000003 1.1604708202278322 315.25000000000006 94.651757515972591 0.054728664697587436 0.39863139235425937 0.20587004676347528 446.75000000000006 615.25000000000011 3.5000000000000004 0.4438854084434819 63.307795185798838 6.5000000000000009 10.500000000000002 35.504045010892263 393.25000000000006 480.25000000000006 230.00265444015449 1103.2500000000002 33.706723548290555 0.74277236695084514 57.294292918697614 209.06497679200029 19.080812762824227 16.500000000000004 61.223178219925565 995.25000000000011 30.500000000000004 969.25000000000011 35.167720794677741 1.5797285745218514 45.32466417805491 35.00148010253907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 9 4 5 6 7 -4 -1 -3 11 12 -2 -11 15 -12 17 -16 19 -19 -20 -22 23 -18 26 -26 42 40 -29 -30 33 32 -32 38 -35 36 37 -36 -28 -40 -27 -42 -25 right_child=10 2 3 -5 -6 -7 -8 -9 -10 13 14 -13 -14 -15 16 -17 22 18 20 -21 21 -23 -24 24 25 27 30 28 29 -31 31 -33 -34 34 35 -37 -38 -39 39 -41 41 -43 -44 leaf_value=0.00081326038454051304 -0.0082036752960918582 -0.0014570241654618741 -0.001319212690384276 0.016590697742422091 0.0017175266267181384 0.0082083384296746855 -0.0080068611740338642 0.020782212333744943 -0.00040365448390301166 -0.0068906248452754804 -0.0015306898908686644 -0.024756612204378248 -0.00073746460580257679 0.0034145454164273385 0.014600193265143401 -0.017930426419796256 0.00022853248833309601 -0.022848828796438916 0.00046058037973627577 0.00092613476386435123 0.0085466652090000813 -0.0053718175406874688 0.0074895269279398966 -0.00087526788867641132 -0.037998244799648653 0.0011277949846441248 0.00017883662138396133 0.000985012956709034 -0.059249098603358683 -0.0075246189793576274 -0.0014552570111231746 0.0011118965216649567 3.0655318071768202e-06 0.00062495096340867595 0.005085976620282635 -0.0053253291925216828 -0.035311132144730285 -0.018411917193879742 -0.018715017666339911 0.0075747238931893005 -0.018669319594980745 -0.0055225597802962155 -0.032183732383435422 leaf_count=23349 651 29349 1377 158 5274 324 986 58 65438 1406 290 70 12815 244 203 146 425550 121 1988 144 1099 145 401 44820 37 628 19269 2336 20 153 28887 24014 210963 10549 6018 348 22 65 168 61 197 1998 29 internal_value=0 -0.00555822 -0.0156216 0.00953533 0.00535372 -0.0284695 -0.0469632 -0.00569314 -0.00111791 -0.0222575 0.000915084 -0.0163177 -0.0146823 -0.071736 0.00121388 -0.0938667 0.00126701 0.0356281 0.0263674 -0.132728 0.039412 0.0925566 0.00110329 0.00105214 -0.00137873 -0.0384521 -0.000802133 -0.0351944 -0.000187841 -0.18051 0.00086543 -0.000744179 -0.00230674 0.0125015 0.0262378 0.0554737 0.0626935 0.0646273 0.000523718 -0.156554 -0.0663072 -0.089591 -0.0119702 internal_count=922168 127963 39176 8177 8019 2745 2421 1435 88787 30999 794205 13536 13466 1650 780669 436 780233 3700 3497 265 3232 1244 776533 776132 350582 5369 345213 5332 2509 173 300364 263864 239850 36500 17002 6453 6105 6083 19498 229 2823 2195 44849 shrinkage=0.0748119 Tree=73 num_leaves=44 num_cat=0 split_feature=0 9 7 12 27 10 1 13 9 9 28 22 11 1 29 27 22 27 28 20 27 22 29 1 19 10 28 29 20 28 13 20 22 11 18 12 13 29 2 20 19 33 1 split_gain=3.89738 3.58593 8.40973 5.83876 5.04123 5.98791 5.49631 12.3784 17.4085 5.63698 5.55318 6.4742 5.55133 5.4168 5.2886 9.17194 6.85531 7.94473 6.28879 6.18209 10.5059 6.61013 6.05836 6.05083 5.76192 4.85497 4.67034 4.64246 4.23359 4.1582 4.06039 4.53925 4.34361 4.01961 4.00082 4.05388 6.4948 3.94991 3.79858 5.04377 5.15469 4.15736 3.72905 threshold=9.0000000000000018 0.95406493465026199 -1.3019526600837705 499.85995641732217 2.5000000000000004 0.64425660269106233 7997.5000000000009 127.30585527436953 0.97661054518015478 0.98628153334002489 356.25000000000006 432.25000000000006 0.86551898469369981 162.50000000000003 0.7304465018164773 31.500000000000004 563.75000000000011 25.500000000000004 1050.2500000000002 1.1373391132400079 44.500000000000007 521.75000000000011 0.51116614581448017 373.50000000000006 857.25000000000011 0.58521421098707405 742.25000000000011 0.98959962458450967 1.6459839671692145 450.75000000000006 43.005360477959194 1.1772243096341153 740.25000000000011 0.85690923192126667 3.5000000000000004 123.56854249492382 38.840627125676782 0.99910909181103802 25.737468671679199 0.55929902599892645 11040.000000000002 2.5000000000000004 764.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 38 3 -3 6 14 7 10 37 -10 -4 13 25 -12 16 26 18 -18 29 23 24 -22 -19 -17 27 -13 28 -21 -16 -6 31 -14 -32 -15 -28 36 -36 -9 -2 40 -40 -41 -33 right_child=1 2 4 -5 5 -7 -8 8 9 -11 11 12 30 33 15 19 17 22 -20 20 21 -23 -24 -25 -26 -27 34 -29 -30 -31 32 42 -34 -35 35 -37 -38 -39 39 41 -42 -43 -44 leaf_value=0.00052076085759715973 -0.00057526065516481722 0.00039866539619739247 0.0058331243874411064 0.0051378317334653915 -0.0041304989383294157 9.6786074495259751e-05 0.0025464901688282129 0.01109944925413983 -0.028189536578621405 -0.063915094203387271 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5.77292 5.86613 5.60088 5.50016 5.26602 5.25233 5.22242 8.36257 5.05154 5.54771 6.56818 4.8844 4.5944 4.58364 4.40852 5.42469 4.93024 4.3971 4.76362 6.35227 4.36655 4.32055 4.0999 5.05089 4.87533 threshold=145.03914241960186 110.89869327716093 1.0369392547764271 36.474612263422323 3324.0000000000005 545.25000000000011 1.5000000000000002 3.5000000000000004 145.65055847167972 162.90001794687495 1.1616280647137092 167.93637847900393 0.84756773636574068 109.04713978687069 0.47538142266757755 59.498889782318834 1.9931605255068632 124.00929641723634 0.64215874403306861 0.74999997625907477 213.79846723880289 137.00914498161484 1.5000000000000002 22.807891845703129 2.5000000000000004 2.5000000000000004 0.65334257392473127 499.85995641732217 123.73743057250978 0.78838441975639151 1.1550501708657197 4220.7500000000009 41.709951400756843 851.25000000000011 0.61831352095480951 172.61314737730086 1.2057934531790118 1.5000000000000002 0.90909091790281282 190.73892656357438 139.74172973632815 0.44003546099290786 227.02988804975394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -2 39 -6 15 8 9 21 12 23 13 22 -13 16 40 -18 35 20 -20 -8 24 -9 29 -26 27 28 -12 -11 -31 -27 -4 -34 -35 36 37 -17 -19 -5 -7 -42 -43 right_child=3 -3 32 4 5 6 7 11 -10 10 26 14 -14 -15 -16 18 17 38 19 -21 -22 -23 -24 -25 25 31 -28 -29 -30 30 -32 -33 33 34 -36 -37 -38 -39 -40 -41 41 42 -44 leaf_value=-0.00013539226973366896 0.00076649470355362318 -0.0016935389963861241 0.021297398644027486 -0.00040981241906557208 -0.01746588827583069 0.00076988262277476606 -0.0031559903788961497 -0.0088754872434825584 0.0020130257354841813 -0.013212741925794904 -0.0036266508312877339 -0.037889609489771596 -0.031777663525172813 0.01824953475812581 -0.0064799181208365191 -0.014426536065238591 -0.024099481826844946 0.0020015053113101159 -0.0039256008842372412 0.0014809582425766743 -0.035269026923066493 0.012559235074201681 -0.0040147649325236769 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0.90614859322956065 165.26702730475884 1152.2500000000002 0.70161475109014704 37.506410256410263 19.876684673407699 52.500000000000007 3.8217427169988518 1.9235469803576666 14.500000000000002 29797.000000000004 47.873541556125467 228.45177156464266 232.69192853822986 93.497917175292983 3080.7500000000005 0.78453164160401012 25.024626120955293 94.787319574666853 45.234393770604264 231.093999653493 45.048554176184147 28.300736703737616 0.85000842601954851 1.5734715894855789 23.34156455632586 49.559925134923297 51.500000000000007 75.892214411761358 32.153024609468183 1680.5000000000002 57.48877944140655 200.32110635540946 46.600359522572624 2816.5000000000005 205.67753818831144 1.2442018083505879 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 31 -5 -6 8 10 12 -1 -8 -12 -4 40 35 37 -15 18 27 -19 21 22 -21 24 -24 26 -20 -2 38 30 -30 -3 -33 -34 -10 36 -7 -16 -17 -31 -11 42 -42 right_child=17 3 6 4 5 14 7 -9 34 13 11 -13 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43263 195 762 244 248 46890 1739 935 shrinkage=0.0748119 Tree=76 num_leaves=44 num_cat=0 split_feature=17 16 14 12 22 8 12 9 25 25 26 16 16 22 20 14 26 24 25 24 22 27 24 17 13 26 26 4 14 4 28 27 9 14 14 28 8 25 29 27 25 25 24 split_gain=3.73708 5.17504 3.50774 5.32084 6.33228 4.22638 4.47397 5.41572 5.05734 4.27236 4.91999 4.04375 4.70337 4.24064 4.04168 3.89795 3.86947 4.07225 3.82485 3.61373 3.3707 3.36439 6.68063 6.57481 6.95757 9.233 9.52983 10.4922 5.71823 5.39562 5.22606 7.07295 4.95254 4.90839 4.7651 8.08986 4.839 7.21774 6.66248 6.89504 19.7743 10.3284 6.53681 threshold=33.706723548290555 164.63799059063393 67.864534071477877 560.59650045003161 4551.5000000000009 622.50000000000011 107.80508652763324 0.92773597106292327 1183.2500000000002 10741.500000000002 0.29328670015492236 110.89869327716093 149.53030544364287 1152.2500000000002 0.35337747435589567 53.879952804605644 0.56779150961894598 1.5000000000000002 923.75000000000011 7.5000000000000009 3821.5000000000005 7.5000000000000009 9.5000000000000018 50.600191886541701 154.20184786851658 2.4650758993910133 3.0745791760938643 65.028957366943374 126.33465805979959 9.0106711387634295 356.25000000000006 1.5000000000000002 0.82886145851031257 74.936796490673132 36.190824207437231 393.25000000000006 724.50000000000011 971.75000000000011 0.7304465018164773 25.500000000000004 439.75000000000006 849.25000000000011 27.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 4 -4 -2 -7 8 15 10 -9 14 -13 -14 -12 18 -16 -18 -8 -20 -19 23 -23 24 30 29 32 -28 -25 -26 31 -3 -27 -29 36 -36 37 38 39 -24 42 -42 -41 right_child=1 21 3 -5 -6 6 7 9 -10 -11 11 12 13 -15 16 -17 17 20 19 -21 -22 22 34 28 25 26 27 33 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40 40 41 -43 -44 leaf_value=0.00072900660575852822 -0.00045404903071306354 0.014277704363035673 -0.0098726497885136336 -0.0059287596129537351 0.0099496868231605667 -0.0046220323840824506 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9.20422 10.4782 5.82297 4.90136 8.15604 7.78203 4.74682 4.25284 5.7351 7.10645 5.22401 10.8447 4.38426 4.16003 5.15786 8.32017 4.0844 5.03748 6.31717 3.89098 3.79294 3.72757 3.57624 8.87717 7.60067 9.92139 5.3726 4.8595 4.65292 4.25267 4.01657 3.54475 3.54415 7.85621 4.48693 6.23941 4.84417 threshold=9.0000000000000018 0.97238986614063116 2.5000000000000004 1.7362122525353332 0.56694450423813192 61.607823445433958 356.71067811865481 0.95369395711500993 42.629656093591805 0.46445759520056268 262.63961030678934 0.63681706429659213 125.51219330881977 -1.0000000180025095e-35 0.95440843067500836 2.5000000000000004 22.500000000000004 3939.0000000000005 1.0535213664554315 499.85995641732217 0.87184582964636592 2.5000000000000004 -89.93590927124022 41.711692299485904 1.1635008742471762 25.500000000000004 692.25000000000011 0.49334631944286417 0.65334257392473127 23541.000000000004 1788.2500000000002 0.99639141091991579 0.90816637762044905 3784.5000000000005 36.075259582511094 698.25000000000011 1.5000000000000002 290.25000000000006 10.500000000000002 930.25000000000011 0.74277236695084514 0.96544709354310199 20.282193995015536 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 13 3 5 -5 6 9 -8 12 -3 27 -12 -4 14 15 16 19 26 28 37 22 -22 23 -21 -25 -10 -18 -11 29 30 31 -15 -33 -31 36 -36 -34 -2 -30 40 41 42 -40 right_child=1 2 8 4 -6 -7 7 -9 25 10 11 -13 -14 18 -16 -17 17 -19 -20 20 21 -23 -24 24 -26 -27 -28 -29 38 33 -32 32 34 -35 35 -37 -38 -39 39 -41 -42 -43 -44 leaf_value=0.000484714989210842 0.0071532489301844642 0.0015637337399702666 8.637136150400039e-05 -0.042956235782109622 0.0031301592704210319 0.0029149511937768854 -0.008191012451314603 -0.053371103124301947 0.00065644569624149216 -0.013875961292308591 -0.010044247653496428 -0.057789863480516464 -0.0057591115132067418 -2.4385934536899422e-05 0.0003634371655010652 -0.00067017369245922661 0.012716427993143434 -0.044255813923746549 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15.4801 7.69166 3.93134 threshold=145.03914241960186 110.89869327716093 1.7263657503021406 610.50000000000011 0.66216974550307894 0.82432959102611969 36.474612263422323 201.64340786509891 43.008300781250007 9083.5000000000018 -89.93590927124022 62.939292907714851 3821.5000000000005 4826.2500000000009 184.63081916312413 1.5000000000000002 0.73581386795464332 22847.750000000004 223.71057128906253 109.04713978687069 0.81649868716640028 6.5000000000000009 5.0068871974945077 8.0018377304077166 1940.5000000000002 1132.2500000000002 98.692881158375556 90.785089424681061 0.79044605242627564 1766.2500000000002 1.5000000000000002 48.000944137573249 28.000000000000004 43.000000000000007 109.04713978687069 3821.5000000000005 9414.0000000000018 1508.5000000000002 12.010407447814943 356.71067811865481 0.95941642904442082 168.38240118057135 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 28 -3 -4 -6 7 -2 9 39 11 12 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43669 25600 18069 735 282 150 842979 93597 32505 16010 15862 147 148 749382 61092 60030 58166 57896 56517 1379 4404 3209 1601 1608 1167 558 342 1050 438 154 15715 25542 419 390 348 shrinkage=0.0748119 Tree=79 num_leaves=44 num_cat=0 split_feature=21 21 19 10 22 4 24 6 22 19 21 22 15 28 14 19 16 17 14 4 21 4 1 28 1 7 24 22 21 28 16 19 28 4 28 24 5 1 14 5 21 28 16 split_gain=3.40984 6.2534 8.54984 4.95371 6.54257 5.02346 3.77207 12.4802 6.14416 9.46125 3.71289 4.57899 3.73703 3.17085 2.81769 3.2535 2.79041 2.94716 3.9461 4.27716 4.16147 4.23198 3.40567 3.63718 3.25488 3.62232 2.89418 6.19163 6.83729 8.04836 8.48128 8.32879 8.89345 7.73814 9.25076 9.9634 6.73894 8.65983 9.80646 6.64181 10.7651 10.7554 13.0419 threshold=18.500000000000004 16.500000000000004 580.25000000000011 0.87537847590110185 495.25000000000006 21.3744649887085 28.500000000000004 0.79310346381497476 619.25000000000011 371.25000000000006 11.500000000000002 549.75000000000011 0.88410386872185598 561.25000000000011 15.18120004678633 540.25000000000011 161.74727169497856 38.990876463644987 74.936796490673132 134.29067993164065 1.5000000000000002 74.953216552734389 3329.5000000000005 5400.2500000000009 7009.0000000000009 -1.0000000180025095e-35 10.500000000000002 495.25000000000006 9.5000000000000018 981.25000000000011 233.49237799726257 393.75000000000006 726.25000000000011 30.597862243652347 704.25000000000011 22.500000000000004 40.93611145019532 607.50000000000011 18.520557871523721 33.908302307128913 13.500000000000002 599.25000000000011 227.99005778062187 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 4 5 -3 16 -8 9 -9 -11 12 13 -12 -6 -16 17 22 24 20 -20 -22 -1 -24 -19 -26 -18 -28 -29 31 -31 32 -30 34 35 -33 37 38 -37 40 41 42 -39 right_child=-2 2 -4 -5 14 -7 7 8 -10 10 11 -13 -14 -15 15 -17 26 18 19 -21 21 -23 23 -25 25 -27 27 28 29 30 -32 33 -34 -35 -36 36 -38 39 -40 -41 -42 -43 -44 leaf_value=0.00024864453648873989 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491 47 316 171 99 40 378 147 484834 31388 405 69 57 131 159 195 91 20 61227 250054 1863 216 67 30737 161 880 12187 2227 1896 262 5541 3953 581 759 391 internal_value=0 3.71861e-05 -0.0483606 -0.0799167 -0.108274 -0.0578702 0.000177401 0.0251899 -0.0616367 -0.115356 -0.163521 -0.143169 -0.1956 -0.147808 -0.193224 -0.213596 1.32725e-05 -0.00689077 -0.0130605 0.0633475 0.0907661 -0.0321884 0.00179227 -0.0955294 -0.0146663 -0.185605 0.000456029 -0.00163809 0.00016741 0.00959329 -0.15866 0.0103683 0.0734512 0.00821932 0.00961862 0.00317215 -0.017402 -0.0251276 -0.00314239 -0.0538496 -0.100919 -0.148063 -0.242157 internal_count=922168 921501 2662 2032 1528 959 918839 5990 1297 806 673 626 455 356 569 525 912849 55013 32161 662 593 188 22852 354 31499 111 857836 373002 311775 61721 283 61438 2024 59414 58534 46347 15610 13714 7768 5946 1993 1412 653 shrinkage=0.0748119 Tree=80 num_leaves=44 num_cat=0 split_feature=6 8 8 11 10 20 29 1 19 15 16 11 20 24 17 24 19 28 7 1 11 7 18 17 22 19 14 7 7 6 24 23 24 9 18 24 22 14 1 29 0 24 20 split_gain=3.1361 5.50119 6.43803 7.25677 8.89861 5.02376 4.39609 6.45873 10.2293 7.28077 6.13817 4.30354 4.04829 5.36326 4.67762 5.03049 6.69993 10.8943 4.89352 4.66868 5.51671 4.49833 7.48388 5.54553 5.16548 5.05635 10.1127 15.0573 14.03 8.6435 7.5174 6.56662 4.74384 4.36163 5.24649 6.26935 11.0105 5.16795 5.12714 5.09424 4.81065 4.71578 4.68934 threshold=0.87931026156358982 682.50000000000011 19623.000000000004 0.54098878501585634 0.58189841156742184 1.6459839671692145 0.16120357629791596 457.50000000000006 1508.2500000000002 0.47676700783245007 193.89397430526466 0.59616020133204539 1.0652686546653845 27.500000000000004 109.04713978687069 4.5000000000000009 16348.000000000002 22847.750000000004 -75.047851562499986 1118.5000000000002 0.80357486395866562 -5.7105934619903556 4.5000000000000009 62.181277380961752 2146.5000000000005 2077.7500000000005 35.504045010892263 -69.98693466186522 -51.84277153015136 0.58333333600304471 9.5000000000000018 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3.18404 3.00223 4.85624 5.185 6.69679 3.82693 3.68281 3.1131 3.00226 2.98251 3.52338 6.09867 5.10382 4.76017 4.18616 3.04173 threshold=6.5996870149760003 2.5035393382326792 4.5000000000000009 4067.7500000000005 18.500000000000004 16.500000000000004 24.147122383117679 0.48801697927635285 2.5000000000000004 16.791282514366269 28.500000000000004 0.76957602095213862 11.500000000000002 1.1772243096341153 3.5000000000000004 0.92419958198543617 19.941829202018731 44.500000000000007 579.25000000000011 48.500000000000007 2.5000000000000004 10.500000000000002 932.50000000000011 130.09797974644667 0.982303257491281 15.500000000000002 225.23230781490406 236.27538169417969 77.216251762801377 38.961069344610415 1.0439348927502559 1.025152580849243 45.500000000000007 34.500000000000007 48.500000000000007 50.500000000000007 33.500000000000007 46.500000000000007 32.500000000000007 35.529022283369521 22.997234395833818 222.12855207864328 557.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 5 10 7 -7 -9 -6 19 28 -13 14 -14 16 17 -16 -18 -1 22 24 -21 -24 -22 27 -27 -23 -12 30 33 32 -32 35 -34 -30 -10 42 39 41 -41 -39 -38 right_child=1 2 -4 -5 9 6 -8 8 36 -11 11 12 13 -15 15 -17 18 -19 -20 20 21 25 23 -25 -26 26 -28 -29 29 -31 31 -33 34 -35 -36 -37 37 38 -40 40 -42 -43 -44 leaf_value=-4.4070124058986405e-06 0.012702805069151401 -0.0032045410986527635 0.0026011120549780725 -0.032207558780442888 0.010314284856155431 0.0012935836064890567 0.0041826231313777341 0.0079854198913300919 -0.021661871712301804 -0.00043196765056510803 0.0079582762392994399 -0.030364185987698192 0.0024133474480394633 -0.017265800774823266 0.0092019486827321292 0.0054416494254644612 -0.030775534587038467 -0.012185325476470004 -0.0048852434458756923 0.01221182447625937 -0.033915934694713858 -0.00095391918630477772 -0.048081166017235111 0.0036714521596576356 0.0045041825575409837 -0.021047632355967062 0.0021373635137421801 -0.026141899526771366 0.00045025122371705062 0.0051101195868081192 0.0014775319876395737 -0.00090747586932598515 -0.04321962284469217 -0.021179296760088825 -0.017529556253045583 0.0075410786853585925 -0.0059665613412733989 -0.016223485972661024 -0.001942005021967065 0.0027129532869876786 -0.032819550424344271 -0.036015460959470016 0.005161150982197992 leaf_count=907788 131 291 3053 34 324 588 374 102 81 356 601 49 754 88 84 110 89 99 38 279 117 894 20 43 21 119 71 29 1051 1848 42 422 36 37 99 490 604 237 279 112 26 80 178 internal_value=0 0.0288657 0.0234004 -0.0833918 -7.43896e-05 -0.000120866 -0.0458008 -0.0624336 -0.0900252 0.0626679 1.19336e-05 0.0226313 -0.0402437 -0.0260473 -0.0107003 -0.0878223 -0.144795 -0.0316556 -0.307823 -0.000135739 -0.043919 -0.0837422 0.10175 -0.170534 -0.3752 -0.0476047 -0.165532 -0.0233293 0.0404499 0.0306059 -0.001397 -0.080608 -0.243872 0.028671 -0.325887 0.0361568 -0.102593 -0.0926034 -0.142364 -0.213742 -0.0532212 -0.283622 -0.0458972 internal_count=922168 3509 3378 325 918659 917979 2661 2287 1699 680 915318 5937 1311 1262 1174 420 310 183 127 909381 1593 1251 342 63 138 1113 190 923 4626 4025 2177 599 177 1578 135 1541 1597 1516 734 455 138 317 782 shrinkage=0.0748119 Tree=82 num_leaves=44 num_cat=0 split_feature=6 8 12 28 4 29 1 10 32 1 21 15 24 12 7 10 26 29 28 9 6 10 17 8 31 12 7 12 28 21 4 28 0 10 10 29 26 28 9 23 32 24 15 split_gain=2.70339 6.16854 6.87164 4.30965 6.49335 4.08613 5.25548 7.98561 6.33601 4.82571 3.93845 7.31238 3.61511 4.98066 9.0372 6.20715 4.45322 8.0381 3.51391 6.61847 4.85017 6.33846 4.78167 4.08247 5.94946 3.4864 4.00695 4.0731 3.45853 3.41144 5.53865 8.60864 4.61268 3.93827 3.89405 3.67793 3.37044 9.45547 4.30509 4.18854 4.18387 3.95738 3.79465 threshold=0.86956523150034459 19623.000000000004 99.029960261786144 7838.7500000000009 170.9406433105469 0.16120357629791596 457.50000000000006 0.87224150101319131 1.5000000000000002 1508.5000000000002 14.500000000000002 0.83745595731340228 1.5000000000000002 147.95331880577407 -53.036785125732415 0.8082144014073912 1.0633783824847687 0.88462724813742721 22847.750000000004 0.74001246882793026 0.68571429517309845 0.78901776547938174 47.329537842630991 44800.500000000007 1.5000000000000002 194.539105243401 -86.153697967529283 273.06601717798219 5400.2500000000009 8.5000000000000018 23.490358352661136 527.25000000000011 43.000000000000007 0.55433415246131246 0.22306353929666425 0.28853400767846776 0.22546267889001623 4409.0000000000009 0.94023749769626874 0.16007066808375756 1.5000000000000002 2.5000000000000004 0.27260587295905253 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 10 4 -3 6 -1 9 -9 -8 29 -12 -4 -14 15 16 17 -15 36 23 22 -22 -21 -20 -25 -19 -27 -28 -18 -2 31 33 35 -31 -34 -33 37 38 -7 40 -38 -39 -40 right_child=1 3 12 -5 -6 18 7 8 -10 -11 11 -13 13 14 -16 -17 28 25 19 20 21 -23 -24 24 -26 26 27 -29 -30 30 -32 32 34 -35 -36 -37 39 41 42 -41 -42 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0.0023246442817159551 leaf_count=16426 85542 104 2036 581 192 1841 780 561 294 161 168 721 41631 228 6762 198 1250 118 20 2393 331 47 787 67 128 35 82 58 49 3055 4359 567 47 525 1270 4267 209 266 399 737367 297 368 5581 internal_value=0 -0.00380905 -0.00332959 -0.0874367 -0.185648 0.000783414 -0.0140126 -0.0653722 -0.135326 -0.0018114 -0.00817089 -0.0744357 0.00594934 0.00428084 -0.0173634 -0.0760916 -0.0943845 -0.172491 0.00114285 0.0315837 0.0418793 -0.0652092 0.0546087 -0.138796 -0.182927 -0.282061 -0.371634 -0.447292 -0.0630577 -0.00757962 0.00683834 0.020108 0.0427992 -0.018879 -0.00966511 0.0570929 0.000988959 0.0208413 0.01132 0.000761479 -0.0901895 0.138296 0.0243378 internal_count=922168 153845 152968 877 296 768323 18222 1796 855 941 100521 889 52447 50411 8780 2018 1820 521 750101 3773 3558 378 3180 215 195 293 175 140 1299 99632 14090 9731 6151 3580 1317 4834 746328 8455 7821 737873 506 634 5980 shrinkage=0.0748119 Tree=83 num_leaves=44 num_cat=0 split_feature=33 20 18 29 20 16 11 30 8 1 13 21 1 8 16 10 14 5 28 14 22 18 10 10 17 25 16 28 17 16 17 1 28 16 29 21 14 14 13 8 16 17 16 split_gain=2.97531 5.01538 6.46464 5.17486 4.45092 4.00538 3.64541 3.15843 7.28171 5.53388 4.67943 5.63404 5.44877 5.98822 10.2358 5.14071 4.61292 5.9513 4.45382 6.12224 4.26408 4.25957 4.0441 3.96488 4.54295 3.94477 4.66268 4.62248 3.81221 3.72131 5.35032 5.86841 5.81086 5.40508 5.10831 8.12331 6.15814 8.62929 5.96763 5.51469 4.78082 6.254 7.57737 threshold=2.5000000000000004 0.82701503457331282 1.5000000000000002 0.76230084618754479 0.53775129921812825 230.29447414261298 0.83456076055290407 2.5000000000000004 526.50000000000011 243.50000000000003 72.192827487046941 1.5000000000000002 3329.5000000000005 3899.5000000000005 233.32617011475841 0.91789105814454375 21.646103631170565 54.742628097534187 684.25000000000011 21.904175789811436 986.25000000000011 1.5000000000000002 0.59164237079858983 0.96814355999064861 50.957540335186671 1539.2500000000002 238.21469737688014 1261.5000000000002 33.706723548290555 214.76228147759909 52.14690302754223 9112.0000000000018 22847.750000000004 228.77653800187807 0.7304465018164773 13.500000000000002 20.479227581048054 14.466043393218525 23.140432559837588 403.50000000000006 220.8252254020295 49.063548189262647 223.38798226908347 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 -3 -2 -5 -6 -4 23 9 -9 11 -10 18 14 -14 25 -17 20 19 -12 -18 22 -11 28 -25 27 -27 -13 -1 -30 31 32 34 -33 35 -31 37 -37 -36 -40 -41 42 -42 right_child=1 2 6 4 5 -7 -8 8 10 21 12 15 13 -15 -16 16 17 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 29 30 -32 33 -34 -35 38 36 -38 -39 39 40 41 -43 -44 leaf_value=0.00083414030800416084 -0.00057744561720120171 0.0065574828568838051 0.0010402545772267395 -0.0066646925078209535 -0.0036310987714658076 0.002001726774509059 -0.0073585369073934344 0.02271657995441961 0.0047344836014877965 -0.0047407773912520471 -0.017351742144165176 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6.77787 3.37494 5.50232 7.63682 7.12241 6.69029 8.02853 14.8151 6.43236 7.34367 8.18504 6.1563 8.06504 5.22332 4.84899 5.60654 4.95419 8.79853 4.78301 7.31792 4.77917 4.75638 4.59384 4.59956 4.47181 4.43904 4.84812 4.4101 4.49217 8.33809 threshold=13.500000000000002 866.25000000000011 2.5000000000000004 21.500000000000004 12.500000000000002 151.48803117904097 1.7362122525353332 0.73076923287226891 749.25000000000011 155.27253658472736 0.42564333100195323 211.25855255126956 46823.000000000007 1.9251695984206194 705.25000000000011 6.5000000000000009 22.500000000000004 0.67162880785577228 450.25000000000006 5.5000000000000009 30.106612069507626 -21.801408767700192 -53.972625732421868 25.783832021385379 0.76446772533932805 223.5512108551076 40.429107878323045 23.140432559837588 138.50000000000003 1.5000000000000002 -87.032665252685533 9.5000000000000018 388.25000000000006 31.497073173522953 975.25000000000011 -5.1620707511901847 77.93029193460454 1.2820961218904259 -4.5739209651947013 0.88888889605058619 577.75000000000011 667.25000000000011 223.5512108551076 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 6 -2 7 8 10 -9 -4 14 13 -13 15 -7 26 -18 19 20 24 22 -20 40 -19 -26 27 37 -29 30 -30 -16 -33 -34 38 36 -23 -17 -31 -40 41 -24 -43 right_child=5 2 4 -5 -6 11 -8 9 -10 -11 -12 12 -14 -15 31 16 17 18 21 -21 -22 35 23 -25 25 -27 -28 28 29 34 -32 32 33 -35 -36 -37 -38 -39 39 -41 -42 42 -44 leaf_value=0.00043918421173241471 -0.00090849729638876387 0.00050158092262405404 -0.021193104714335338 -0.03577751680999413 -0.025656083378553921 -0.0011826384310566779 0.0023447306321911325 0.0097334818140131594 -0.0021135459650758574 -0.00047932996849243124 -0.0069995077360895438 -0.024144246993942343 -0.00031199679272120274 -0.003571333763354449 9.8057976686577656e-05 -0.0007964591858863674 0.00084809903887817666 0.0056226807891135112 -0.00073345386284112441 -0.0021685833869017328 0.00017677982695825587 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3.78206 3.39833 threshold=6.5996870149760003 2.5000000000000004 0.88871712286872095 1.5000000000000002 0.9365161951010027 0.4936076276360904 0.50633184084708227 0.93874258874258876 2.5000000000000004 1.7362122525353332 1.741210395594387 609.75000000000011 393.75000000000006 2.5000000000000004 56.884776310850242 0.96814355999064861 2.8447345431222293 16.500000000000004 2146.5000000000005 2600.2500000000005 242.9460809302166 0.4936076276360904 0.83209314232893616 927.25000000000011 414.25000000000006 9.5000000000000018 14.500000000000002 86.683766184073576 0.5578514624035199 0.51603627436960775 14.500000000000002 224.05180976430981 624.25000000000011 0.9431629983111105 2026.5000000000002 0.97637144172330481 1.0000000180025095e-35 1.2684723913959797 177.14404113867576 791.25000000000011 4.5000000000000009 0.22876261656809913 1.3387692524503121 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 4 -4 -3 -6 -7 13 9 11 -11 12 -9 15 -15 -1 18 -18 21 20 -20 26 23 40 25 -24 36 -16 29 -29 -31 32 -32 -19 35 -21 38 -36 -17 -40 -23 -42 -39 right_child=-2 2 3 -5 5 6 -8 8 -10 10 -12 -13 -14 14 27 16 17 33 19 34 -22 22 24 -25 -26 -27 -28 28 -30 30 31 -33 -34 -35 37 -37 -38 42 39 -41 41 -43 -44 leaf_value=-1.354850948649003e-05 0.0021603552397876325 -0.00064957594296535261 0.0078991114818895408 -0.00033354132875458163 -0.0093714008792946824 0.022909379230176174 -0.0028591953304249757 0.0042853247955300525 0.0011320443142374304 -0.043086892873267557 0.0031999149747742213 0.00016622202238120084 -0.023668055511377312 0.023907211222901015 0.0024918159613611548 -0.0019783274152057407 -0.0028467970455912685 -0.015426960252532084 -0.0091243392987999435 -0.010682915576418607 -0.031525846600478719 -0.0064785816110778547 -0.015534366104963202 0.01173482100291607 -2.911722699156981e-07 0.014844655639478625 0.008690042955848255 -0.036688776034643711 0.00046439111123435444 -0.0013552318833516333 -0.026536876254841253 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2171 110 2061 239 860480 39658 820822 13662 306 13356 5357 926 7999 6521 1404 5117 217 1478 39600 33841 1376 1351 179 122 113 4431 1126 1343 3305 920 593 843 621 1380 shrinkage=0.0748119 Tree=86 num_leaves=44 num_cat=0 split_feature=20 13 15 19 11 8 9 0 13 20 30 11 29 9 11 14 14 1 23 6 11 17 16 29 13 26 13 6 10 19 11 1 14 10 11 19 23 10 13 1 14 23 29 split_gain=2.74602 4.2634 8.6732 6.47727 6.11124 5.52213 5.3492 5.02096 4.59507 4.54825 4.22531 4.311 5.7505 3.88233 3.84785 3.53134 4.17521 9.06953 3.49441 3.48892 3.31217 3.30791 3.94138 3.27855 4.01248 3.63587 3.33066 3.1918 5.28713 3.12723 3.08022 3.04994 6.37266 5.12747 3.79558 3.77287 3.7588 3.75386 4.43091 4.89103 3.72335 4.22386 3.00896 threshold=1.0652686546653845 72.192827487046941 0.40049957854763252 1104.2500000000002 0.67887054948135706 1465.5000000000002 0.95139113919493068 48.000000000000007 135.70599188079419 1.6079264845491688 2.5000000000000004 0.76686362472652803 1.1350528513878111 0.84091108936787962 0.80038180272108861 41.711692299485904 21.953654150478588 1640.5000000000002 1.1976839967817325 0.55263159412490415 0.89059326294620422 109.04713978687069 145.03914241960186 0.22246458168809055 32.101553874614389 1.0633783824847687 68.127661951721947 0.93765161456432811 0.87070110839240289 1013.2500000000001 0.66533862433862445 2280.5000000000005 94.651757515972591 0.82181042124746007 0.67347711811997535 726.25000000000011 1.2489509176169544 0.65446005200175839 43.776374994365305 946.50000000000011 18.621623851235714 1.1563922954198425 1.8799758159501134 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 6 13 5 27 10 -6 9 15 -2 12 -12 -4 -8 16 17 30 -13 -17 -9 22 -1 -16 -25 -26 -27 28 -5 -14 -3 33 36 35 -34 -23 -33 38 39 -37 -35 -42 -28 right_child=1 8 3 4 7 -7 14 20 -10 -11 11 18 29 -15 23 19 -18 -19 -20 -21 -22 31 -24 24 25 26 42 -29 -30 -31 -32 32 34 40 -36 37 -38 -39 -40 -41 41 -43 -44 leaf_value=-0.0010109761875437919 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459 770 348 1670 84 28 155 160105 70 123 2798 43 93 317 79 500 724077 183 507 1582 60 23 47 39 125 783 166 150 76 262 39 574 69 51 510 66 29 internal_value=0 -0.00368628 -0.00456986 -0.00325144 -0.0455151 -0.127983 -0.0432603 -0.0246288 0.0238088 0.0313721 -0.0751505 -0.170189 -0.101613 -0.00231936 -0.0133231 0.0106155 0.0228629 -0.113827 -0.327744 -0.0730565 -0.0889747 0.000709752 0.000570672 -0.0291784 -0.022855 -0.0348047 -0.012299 -0.322754 -0.244071 -0.00697419 -0.00722813 0.0325632 0.0764595 0.0111582 -0.0661728 0.0453886 0.118451 0.00857471 -0.0682382 -0.0176712 -0.0574912 -0.0940366 -0.200527 internal_count=922168 175493 170029 164426 3548 717 5603 2831 5464 5116 2713 399 278 160878 2890 3446 3006 208 121 440 849 746675 743429 2431 2361 2178 1671 121 98 194 165 3246 1064 2182 242 1456 822 956 382 313 726 576 89 shrinkage=0.0748119 Tree=87 num_leaves=44 num_cat=0 split_feature=18 21 21 19 10 10 18 27 25 12 10 25 4 12 27 24 10 21 19 18 15 26 27 27 18 21 20 25 10 25 13 20 10 20 27 18 13 17 20 4 25 4 21 split_gain=2.63012 2.61953 4.76634 7.13396 3.53762 3.91544 5.1154 6.85064 3.14128 5.11401 2.78933 3.34047 2.80268 2.91441 2.54757 2.52815 5.77672 6.36853 4.04437 4.84015 3.2399 3.14879 3.27639 2.67636 8.95938 10.5928 4.55755 3.92185 3.77105 3.55305 3.46545 5.84996 4.17359 4.79719 2.51882 8.08681 7.14653 3.82816 5.61365 4.02911 3.98627 4.45575 6.85961 threshold=6.5000000000000009 18.500000000000004 16.500000000000004 580.25000000000011 0.87537847590110185 0.84214818151322979 4.5000000000000009 41.500000000000007 512.75000000000011 67.816756826189717 0.8082144014073912 527.75000000000011 24.981993675231937 101.37005768508882 33.500000000000007 28.500000000000004 0.63672727045732824 11.500000000000002 365.25000000000006 3.5000000000000004 0.88410386872185598 0.75899778791924921 44.500000000000007 48.500000000000007 2.5000000000000004 10.500000000000002 1.247180632172068 525.75000000000011 0.85332767536753773 507.75000000000006 36.608578279309135 1.041693487359677 0.75309337052645009 0.93653612694946153 42.500000000000007 4.5000000000000009 80.158519909266673 48.101764799514839 1.1167120241970998 21.999998092651371 525.75000000000011 17.999998092651371 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 15 4 5 8 7 -7 9 -4 12 -12 13 -10 -11 23 17 -17 -19 -20 21 -21 -23 34 26 28 -25 -28 -26 -27 31 32 -31 -34 -1 36 -36 39 -39 40 -37 42 -42 right_child=-2 -3 3 -5 -6 6 -8 -9 10 14 11 -13 -14 -15 -16 16 -18 18 19 20 -22 22 -24 24 25 29 27 -29 -30 30 -32 -33 33 -35 35 37 -38 38 -40 -41 41 -43 -44 leaf_value=-4.78652413314566e-06 0.0059123015962325408 0.0046636022478847051 -0.016175398664973212 0.0037407068131556833 0.00018886833943657579 -0.028128546023708959 -0.030581705520960067 0.0056032623582015304 -0.014180844520676351 -0.017499082237588687 -0.023545138770495796 0.011199192470536532 0.0011854105281492173 -0.041865243866841068 0.00089984121693189873 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10.9385 8.99154 threshold=7.5000000000000009 14.500000000000002 1183.2500000000002 29.68994815281005 301.25000000000006 0.69177700017619648 0.75703403002974579 -80.648807525634751 -85.590705871582017 0.80787143410352413 21.698622807918962 1.5000000000000002 432.25000000000006 0.83809813639393693 0.90770629526359814 27.709198518758551 0.80769230972693606 1.2390961774950113 1.0000000180025095e-35 32.767666182406842 0.19646491676194647 1409.2500000000002 1.5176616080913665 1449.7500000000002 189.56854249492383 0.89194230516679529 720.25000000000011 0.88236491177667664 26.500000000000004 0.84786406954093674 0.3000000206848164 0.46886789721280059 0.95988998034372652 0.68629879836550012 342.25000000000006 1.1960441180896206 0.79293523469994065 512.75000000000011 510.25000000000006 18.177743902117594 1.0398598167424742 25.60154108774174 1766.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 2 5 4 7 6 8 -4 -2 -6 12 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28024 12233 243205 91350 217 27934 12016 8962 8145 817 184309 55292 129017 65663 12979 466630 48172 418458 417200 3582 3023 2894 1458 1020 12440 1436 15791 2588 52684 15716 3484 12232 834 151855 76501 19235 15259 3078 1409 90 shrinkage=0.0748119 Tree=89 num_leaves=44 num_cat=0 split_feature=5 8 28 4 4 5 8 27 22 4 21 28 16 13 24 22 4 27 5 10 28 28 27 14 28 28 4 24 28 22 10 13 28 27 6 17 28 4 16 16 1 22 5 split_gain=2.66158 7.14606 6.11174 4.28452 6.37363 2.60812 4.70899 17.6903 12.3644 6.14244 10.3526 10.2379 7.37506 5.44505 5.4108 6.03527 5.19591 4.75487 10.1175 14.4863 4.25619 8.17617 8.09211 15.3249 13.7107 9.66281 9.19375 6.4144 4.96438 4.18702 9.09299 5.20471 4.17772 4.10249 4.0189 5.48943 4.75308 4.01827 4.01239 4.8283 3.97121 3.93677 7.31347 threshold=278.96043395996099 44800.500000000007 4067.7500000000005 50.088363647460945 30.403025627136234 145.65055847167972 4709.5000000000009 22.500000000000004 1152.2500000000002 49.004928588867195 1.5000000000000002 1745.2500000000002 240.96231318674134 70.18127026995289 7.5000000000000009 2250.5000000000005 45.002038955688484 1.5000000000000002 89.010910034179702 0.79329185428721261 555.25000000000011 2126.2500000000005 6.5000000000000009 74.936796490673132 1365.5000000000002 1034.2500000000002 62.939292907714851 2.5000000000000004 1805.7500000000002 2504.5000000000005 0.85485868701837286 100.66719594656509 1690.2500000000002 10.500000000000002 0.93103449071668087 41.330469077357698 9414.0000000000018 68.134483337402358 180.23514975845413 227.02988804975394 23541.000000000004 2645.2500000000005 77.011615753173842 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -3 4 -2 6 9 32 -9 16 17 13 14 -12 41 -16 -1 18 -11 -20 -7 22 23 24 25 26 -22 -25 -29 -15 38 -32 -8 -34 -23 36 -36 -35 -31 -40 -38 -13 -43 right_child=3 2 -4 -5 -6 20 7 8 -10 10 11 12 -14 29 15 -17 -18 -19 19 -21 21 34 -24 27 -26 -27 -28 28 -30 30 31 -33 33 37 35 -37 40 -39 39 -41 -42 42 -44 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27 20 13 11 21 6 19 4 5 27 15 11 14 19 19 27 24 24 20 split_gain=2.6153 4.58926 16.4151 11.9581 3.84666 4.07441 7.26546 4.6745 4.04791 4.05694 3.769 3.76762 5.56229 8.41296 8.0622 8.11103 4.57644 4.86268 6.04608 5.27733 4.11393 3.91584 3.74574 3.74373 6.02802 4.77419 5.38969 4.00235 4.99286 4.2883 6.2253 7.98446 7.17177 5.43755 8.89561 5.94753 4.10366 4.06902 6.54378 16.404 5.10737 4.95291 4.4356 threshold=1.0652686546653845 45.500000000000007 0.66848999561159583 28.500000000000004 36.894297357868048 0.83523233962133592 23.144122430857553 5.5000000000000009 7.5000000000000009 0.5416666704510894 1.8799758159501134 17.999998092651371 2.5000000000000004 0.73436294971178706 23.748116844470008 23.964076042175297 0.94091244796562379 658.50000000000011 4.5000000000000009 0.69586118592941648 43.587434759198473 3.5000000000000004 1.3687130669889294 -1.0000000180025095e-35 42.500000000000007 0.9696782062107141 28.90953044465056 0.87644947719574595 13.500000000000002 0.41176473047844203 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145644 1904 4127 2523 shrinkage=0.0748119 Tree=93 num_leaves=44 num_cat=0 split_feature=26 4 25 29 28 28 25 5 26 9 28 28 28 9 27 9 28 7 9 26 29 7 4 25 25 5 28 27 7 7 26 10 19 26 10 26 20 4 25 4 4 29 19 split_gain=2.32959 2.30119 4.59612 6.16288 3.00518 2.96653 2.84005 6.88484 11.6218 11.7257 7.18995 6.15711 8.28987 13.3562 7.44041 5.66098 5.25161 12.8378 15.8562 4.65749 4.73186 4.11991 4.63693 3.8667 5.34641 3.70543 3.59634 3.65157 3.56412 5.965 14.3258 3.51269 5.61074 7.86381 7.64307 3.64749 3.44865 3.47715 8.01915 3.54063 3.26263 9.34033 3.23568 threshold=6.5996870149760003 211.25855255126956 46823.000000000007 1.9251695984206194 9414.0000000000018 3784.5000000000005 10741.500000000002 145.65055847167972 2.0768079070479417 0.98546276815569012 22847.750000000004 686.25000000000011 1365.5000000000002 0.82886145851031257 8.5000000000000018 0.89018981992975299 1365.5000000000002 -62.091485977172844 0.84091108936787962 1.0454286325667586 1.5344818778800222 -1.0000000180025095e-35 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-0.000115528 -0.0415877 -0.125714 -0.000694323 -0.148005 -5.51286e-05 -0.000264089 -0.0293239 -0.00794803 -2.1788e-06 -0.0966118 -0.117081 -0.233185 -0.364395 -0.0755692 -0.00458758 -0.0882548 -0.367608 0.0147608 0.0219365 -0.0149286 -0.189661 -0.14925 -0.226718 -0.326287 -0.0194589 -0.272059 0.010468 -0.0167645 -0.158723 -0.00309516 -0.0428453 -0.136666 -0.282402 -0.00849686 -0.0361147 -0.0304255 -0.136198 -0.0666432 3.07241e-05 -0.088191 0.0284203 internal_count=922168 918676 1336 437 899 120 917340 904582 8080 6132 896502 1948 1720 453 286 1267 6096 668 132 12758 11181 695 113 572 303 194 536 51 8530 3074 270 2804 1240 421 197 224 1577 1554 259 224 896381 419 1564 shrinkage=0.0748119 Tree=94 num_leaves=44 num_cat=0 split_feature=0 27 0 0 25 24 23 16 17 17 26 19 27 17 20 7 28 7 20 24 4 24 17 1 16 27 5 23 32 27 28 19 25 24 17 5 23 20 23 27 16 19 7 split_gain=2.17455 5.69426 4.1396 5.49817 3.98751 4.68251 4.51025 4.34829 5.32903 5.2329 6.85273 7.16366 6.57787 5.74459 6.60301 5.11398 5.02048 4.61131 4.53438 4.43896 4.23774 4.23476 10.694 7.45029 4.58829 4.23376 4.22542 4.19827 9.4253 6.19551 9.70943 5.49347 5.11404 6.35086 4.8235 4.54118 5.7168 4.43473 4.29137 4.0962 4.06997 6.98797 5.29534 threshold=33.000000000000007 55.500000000000007 31.000000000000004 29.500000000000004 860.25000000000011 8.5000000000000018 1.6441285898402358 219.11867797910722 52.354588119871593 72.713859581385819 0.89682763751086747 449.25000000000006 36.500000000000007 57.123618857982088 0.79948985819073026 -78.662040710449205 823.25000000000011 -9.4623217582702619 0.45622137041416905 36.500000000000007 35.00148010253907 8.5000000000000018 54.310956925095631 4328.5000000000009 215.66589713589511 12.500000000000002 57.070371627807624 0.47324461951600799 1.5000000000000002 15.500000000000002 631.25000000000011 206.75000000000003 361.25000000000006 3.5000000000000004 53.608213924177882 47.893348693847663 1.208757239378397 0.57974859109183807 0.60298344341423105 15.500000000000002 218.11344738096503 138.50000000000003 -86.797821044921861 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 5 27 21 9 -9 10 12 15 -7 14 -13 -12 -10 26 -14 -20 39 -6 23 -23 -24 -19 -11 28 29 40 -31 32 33 34 38 36 -33 -37 -29 -16 -1 -42 -43 right_child=1 -3 -4 -5 6 7 -8 8 16 17 11 13 18 -15 20 -17 -18 25 19 -21 -22 22 24 -25 -26 -27 -28 31 -30 30 -32 35 -34 -35 -36 37 -38 -39 -40 -41 41 42 -44 leaf_value=0.0040366700545939995 -0.0001342453543881967 -0.011833203313161721 0.00089110079434035394 -0.00085301479452186055 -0.00024952704732132252 -0.0002299428172869079 0.0017885087014406038 0.0001849238719275233 0.0026121998342393056 0.0025732160597318038 -0.0081975306425758291 -0.0078420258579260712 -0.0036052360169727743 0.00070740413215580281 7.8042008890792788e-05 0.0020156211219789356 -0.018955020657919007 -0.021256097477860999 0.0043548756187045583 -0.019050329813377589 -0.012223306694548944 -0.00090673875141451669 -0.0056517405313877356 -0.038875437384024915 -0.016053813051325201 -0.0018795016780344892 -0.01393831754450489 -0.024477102822901067 -0.00075681025969147092 0.022573417430473235 -0.0046074813615304428 0.00065821769921234395 0.0010143853971570412 -0.01058092431741906 -0.013501156995201699 -0.013942072468504298 -0.00094864757411752181 0.0025911137022029268 0.0027713140833812021 -0.0023921237561841395 -0.01916395762541381 -0.0056815506450828106 0.0042152203676847268 leaf_count=5594 373018 233 34073 35923 75994 51913 5300 166440 6230 6075 293 1129 503 4313 4732 4322 61 68 3220 46 224 11083 927 29 319 878 88 34 4513 222 110 80123 1120 752 146 92 14659 6973 666 18240 103 446 941 internal_value=0 -0.00189206 0.00123644 0.000529974 0.00142498 0.00284762 -0.00442753 0.000552452 0.00355172 -0.0048416 -0.00692851 -0.0182874 -0.000145011 -0.0241795 -0.0301433 0.0182752 0.0321216 0.0212661 0.0401926 0.0538046 -0.0265084 -0.00612723 -0.0232953 -0.0134448 -0.111144 -0.0437407 0.0312444 0.00814303 0.0259166 0.0478443 0.181357 0.00611539 -0.0382536 -0.0745679 -0.0151316 0.00729947 0.0054764 0.0317572 0.0193528 -0.0251737 0.0415871 -0.00485636 0.0138058 internal_count=922168 373251 548917 514844 478921 385269 93652 268775 172731 96044 88935 33253 55682 28638 24325 4615 6291 7109 3769 3266 23196 88352 12358 11112 1246 946 6163 116494 11929 7416 332 104565 2718 1598 846 101847 94782 7065 700 22972 7084 1490 1387 shrinkage=0.0748119 end of trees feature importances: Column_16=370 Column_17=297 Column_27=197 Column_20=174 Column_29=171 Column_11=164 Column_14=158 Column_22=142 Column_26=141 Column_21=139 Column_28=132 Column_13=127 Column_0=125 Column_9=125 Column_1=120 Column_19=120 Column_24=119 Column_7=112 Column_25=110 Column_4=109 Column_23=105 Column_12=97 Column_10=93 Column_5=90 Column_15=88 Column_30=88 Column_6=83 Column_32=80 Column_8=75 Column_18=68 Column_2=25 Column_33=22 Column_31=19 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0748119] [num_leaves: 44] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 24511] [feature_fraction: 0.672916] [feature_fraction_seed: 12145] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 15011] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 133] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_3.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:328009] [0:24451.846153846152] [0:1] [0:542] [0:900.39019775390625] [0:1] [-90:90] [1:389911] [0.24590163934426229:1] [0:1] [0.13157894736842105:1] [0:3899.3515139147194] [0:1059.453814230287] [0:575.93985377114132] [0:1] [0:255] [0:127.5] [1:8] [51:328009] [6.8547848111678151e-06:10.508591065292096] [1:22] [53:328009] [6.8547848111678151e-06:33.644680851063832] [1:40] [67:328009] [6.8547848111678151e-06:188.30093457943926] [1:67] [76:328009] [6.8547848111678151e-06:188.30093457943926] [0:3] [1:18] [1:18] [0:3] tree_sizes=2434 2519 2513 2522 2512 2511 2504 2532 2499 2517 2524 2526 2513 2540 2546 2510 2513 2519 2524 2537 2548 2539 2533 2542 2531 2536 2543 2547 2538 2543 2563 2545 2535 2554 2547 2561 2546 2529 2539 2536 2549 2539 2545 2542 2520 2541 2544 2534 2538 2535 2541 2551 2529 2539 2534 2523 2556 2524 2531 2538 2530 2535 2535 2520 2531 2530 2527 2529 2530 2528 2527 2493 2541 2529 2540 2529 2529 2547 2533 2493 2526 2541 2501 2499 2527 2519 2523 2504 2500 2492 2544 2537 2500 2508 2519 2515 2548 2497 2532 2541 2550 2519 2511 2512 2533 2491 2535 2506 2525 2499 2519 2526 2512 2537 2508 2526 2461 2521 2478 2531 2478 2497 2514 2509 2509 2498 2466 2516 2485 2495 2522 2525 2472 2498 2493 2499 2489 2474 2449 2501 2535 2436 2495 2512 2490 2484 2501 2498 2435 2476 2432 2497 2442 2482 2480 2429 2494 2470 2473 2528 2447 2527 2452 2444 2463 2459 2456 2457 2448 2455 2457 2510 2492 2507 2483 2460 2453 2434 2426 2483 2480 2475 2437 2507 2501 2455 2481 2430 2529 2496 2458 Tree=0 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 17 26 17 29 26 16 16 17 12 16 20 1 16 16 split_gain=22526.6 6054.57 3079.03 2809.75 1714.43 1469.35 780.712 501.419 453.857 413.23 344.229 325.187 190.131 141.685 121.625 114.475 105.442 100.881 78.3313 77.7709 71.916 79.0772 70.0308 64.4294 61.2194 59.7268 53.2571 52.7412 threshold=215.36823874755385 1.5000000000000002 195.23269265943182 228.60435607360589 1.5000000000000002 0.60391142741217141 1.5000000000000002 83.474012131195281 173.72530992842769 235.01413017480738 223.22334179357026 206.87225217256182 0.67092494837336891 233.06514715060734 46.51133644528965 0.78263141156694394 78.70587656161193 0.53018206145792079 0.57641076752848575 240.37915865713447 162.66014819341535 45.041744523002698 90.390872965260129 189.1092560279188 0.75644192995075532 424.50000000000006 230.90042127991649 220.82520002520008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 17 7 8 20 26 27 16 -6 24 -10 -9 25 -3 -8 -11 -1 -22 -13 -16 -7 -4 -5 -2 right_child=1 5 4 9 12 13 18 15 14 19 -12 22 -14 -15 23 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=0.52736905532741929 0.54451600080790397 0.52054638064263059 0.53544912064595129 0.55042065531678719 0.5226134134620638 0.53378193655245332 0.52038401683680724 0.5339363507452658 0.53841537446410337 0.55423360503260832 0.5484530857990042 0.54014921584855802 0.53362606812737778 0.54822899010001425 0.53168838292456266 0.54424602048757964 0.54591898506037473 0.52743845905370812 0.52695180527306373 0.55654702047974358 0.53401826113170536 0.52867614817894282 0.54254648279606121 0.53442487306984432 0.54162072627113567 0.53825833779079391 0.55218808522245899 0.54636896270415447 leaf_count=43455 86396 13195 19030 51335 12700 3173 13413 2928 8102 85043 112140 38252 3940 4490 42716 7016 3027 5893 4705 41463 7675 17285 60096 26894 4805 61214 90094 44713 internal_value=0 0.129955 -0.1894 0.156197 -0.104175 -0.295147 -0.286402 -0.263592 -0.278378 0.226838 0.0783873 -0.0760272 -0.411393 -0.0281517 -0.226087 -0.0463096 -0.122013 -0.469545 -0.482892 0.268362 -0.337775 -0.294995 -0.0370914 -0.239584 -0.108124 -0.128924 0.189696 0.0435967 internal_count=915188 542740 372448 511184 198259 31556 174189 156071 146127 267935 243249 181619 16640 12468 77712 9944 83271 19088 18118 126506 68415 24960 98348 69610 7978 80244 141429 131109 shrinkage=1 Tree=1 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 20 17 30 16 16 16 16 30 17 33 17 30 29 33 0 16 16 26 16 29 20 0 split_gain=20574.5 5320.25 2814.55 2632.18 1278.94 1190.07 614.867 472.501 434.228 385.085 367.046 306.13 252.964 248.603 116.364 112.884 103.886 99.2576 88.7109 86.3691 80.3068 76.8311 72.7291 72.5684 64.5379 51.7133 49.4854 48.1391 threshold=215.36823874755385 0.59527311800007754 195.80665694297264 228.60435607360589 0.65605430211607596 1.0000000180025095e-35 0.60391142741217141 83.474012131195281 1.0000000180025095e-35 234.8340446118755 173.72530992842769 222.12230440021611 208.86778071150641 1.0000000180025095e-35 74.210824791523933 2.5000000000000004 46.51133644528965 1.0000000180025095e-35 0.53018206145792079 2.5000000000000004 43.000000000000007 239.75192807438387 203.33688465588719 0.80090200151449475 189.1092560279188 0.54894642394642401 0.7458180655305201 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 11 8 -2 13 10 -4 17 20 19 14 -1 22 -13 -12 -5 -7 -3 -8 -11 -6 -9 -18 -10 -19 -25 right_child=1 3 4 9 12 18 7 23 25 21 16 15 -14 -15 -16 -17 24 26 -20 -21 -22 -23 -24 27 -26 -27 -28 -29 leaf_value=-0.013880607621939094 0.0019171851427806949 0.0015399412278768961 -0.0072411568525149123 0.0080869065740103406 -0.0061085634094012221 -0.021585682127055222 -0.012569350975476153 -0.0077510773756948306 -0.021465737415550225 0.010235879426444621 -0.0043631069844593711 0.004651147613402214 -0.0011453631373066337 -0.021314932131537838 0.0025631745204028047 -0.0074231389435954658 -0.010978366015735262 -0.0053583574875585788 -0.015076724731245441 -0.0097219591238527827 -0.015885152707479498 0.01240864907091052 -0.0036319271047348264 0.0035188587131283118 -0.0082420038728518163 -0.01538197258165431 0.0046404713202451943 -0.0042535536804477869 leaf_count=19913 6649 109365 9749 128931 44823 13236 34273 2405 8611 83045 7408 132824 77006 15224 4249 1502 39240 1059 5766 1322 23698 50019 46172 4826 28570 3891 9175 2237 internal_value=0 0.124178 -0.181046 0.146224 -0.097916 -0.320354 -0.271988 -0.242802 -0.323532 0.2139 -0.258147 0.0710296 -0.0687713 -0.390482 -0.10323 0.103116 -0.21206 0.177123 -0.447767 0.0320901 -0.317944 0.252363 -0.110783 -0.0269483 -0.224344 -0.446892 0.082331 0.0241383 internal_count=915188 542893 372295 517242 194501 25651 177794 142657 22251 272229 133189 245013 172250 35137 95244 134326 75218 139165 19002 110687 57971 133064 90995 9468 67810 12502 10234 7063 shrinkage=0.0437965 Tree=2 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 23 0 16 17 1 26 16 23 1 16 16 16 0 12 16 14 split_gain=18785.3 5102.45 2570.04 2364.07 1451.45 1203.96 661.375 422.554 387.76 363.368 282.277 273.514 154.901 118.212 105.336 102.738 99.0105 94.6514 78.5163 65.9427 64.2389 56.0759 54.9569 52.7843 52.2661 51.4538 44.0501 40.8253 threshold=215.36823874755385 1.5000000000000002 195.23269265943182 229.52626169740901 1.5000000000000002 0.63069865461975994 1.5000000000000002 83.474012131195281 165.57814513551691 223.57428632070469 236.22787001355053 208.86778071150641 0.6912131718068576 33.000000000000007 232.01003138345044 78.70587656161193 359.50000000000006 0.78263141156694394 203.33688465588719 0.607694229808173 365.50000000000006 185.05112696946122 220.0375229513871 245.07497635061773 40.500000000000007 76.302038200428285 233.22455406298175 20.166572967931852 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 24 22 26 15 -6 20 -7 18 -3 -9 -4 -8 -10 -15 -2 -12 -1 -13 -5 -11 right_child=1 5 4 10 12 14 19 17 13 27 23 25 -14 21 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.013086485574174449 0.00098786755849478982 -0.021045708505530662 -0.0059699492134387229 0.0074234942242914223 -0.019226001458795834 -0.0041716521438938054 -0.020758592472540579 -0.0083836770569547178 -0.0098068904005819794 0.0031784047787217413 0.01073516848508602 -0.0039213639372766632 -0.0099033782925800687 -0.012160105199598035 0.0042847830608853275 0.0029018252340068662 -0.014782516597970764 0.00098235729606571155 -0.0035096450078628398 -0.014352132279312702 -0.0063190075540190925 -0.0093531189327206443 0.0027402391741757552 0.013886499055594153 -0.015978081883024509 -0.00064014645859202391 0.0089673304085985221 0.0054009804336849192 leaf_count=29046 72573 11589 51000 82674 11849 6939 14201 2940 17239 18602 91284 10594 4805 29236 4766 3465 8315 6991 48581 3936 24557 25609 65140 11477 20419 68053 62063 107245 internal_value=0 0.11877 -0.172853 0.142885 -0.0950185 -0.271129 -0.261491 -0.240482 -0.254049 0.0769769 0.213071 -0.0691198 -0.37757 -0.217192 -0.0166313 -0.103016 -0.420793 -0.0408798 -0.108906 -0.442234 -0.177129 -0.247724 0.0414819 0.253151 -0.326057 -0.0247083 0.184615 0.115819 internal_count=915188 542667 372521 511058 198347 31609 174174 156037 146106 263560 247498 181693 16654 96641 11705 103046 19904 9931 99581 18137 41796 54845 137713 102761 49465 78647 144737 125847 shrinkage=0.0437965 Tree=3 num_leaves=29 num_cat=0 split_feature=26 17 32 1 0 1 0 0 17 17 20 0 17 9 20 1 25 0 1 0 32 1 31 14 17 12 1 14 split_gain=10263.1 5237.81 2759.89 836.737 702.346 592.668 551.086 421.449 412.555 301.436 300.901 283.298 245.886 234.325 192.891 184.125 182.016 159.432 145.952 124.812 113.828 107.766 99.3036 104.05 91.3133 88.6817 86.1399 83.7386 threshold=0.72821451806542059 48.757065029207304 1.5000000000000002 505.50000000000006 45.000000000000007 444.50000000000006 45.000000000000007 31.000000000000004 44.307527389154153 50.958109744497825 0.64848977981606148 40.500000000000007 52.524743858915578 0.95339879994363164 0.53429069363857018 616.50000000000011 1392.2500000000002 45.000000000000007 556.50000000000011 52.500000000000007 1.5000000000000002 486.50000000000006 1.5000000000000002 42.907496899122798 53.7198099790008 67.745689014324228 768.50000000000011 18.075395187115966 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 11 12 7 8 25 10 17 -5 27 21 -6 -4 -15 19 26 -14 -8 -10 -3 23 -12 -17 -1 -7 -2 right_child=1 4 14 6 13 9 16 -9 20 -11 22 -13 18 15 -16 24 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0070271421831417302 -0.002133015148017582 -0.0013757099217924509 -0.019718933082387587 -0.0090909481091837399 -0.0080292950462691366 0.00094245043944308311 0.00021805237243544302 -0.011422220123752849 0.0055309536846396869 -0.0056554439416110821 0.0086866603316786018 -0.0099394554739398386 -0.0036397585712439049 -0.0058595114742116608 -0.012452550648435489 -0.00016239195278214985 0.0056576794764422187 -0.0059878397345091653 -0.00030082355535505088 -0.0094673189440866168 -0.0037588433669729234 0.0021397839965856709 0.0054805973041467167 0.011808716880844467 -0.003396466645222839 -0.0037468197998155213 0.0069211424659007745 0.0026667134426748935 leaf_count=38611 9341 20581 36882 1816 23646 12271 17461 39317 116740 21192 139606 4727 38032 33032 8651 31793 11668 4446 73916 2989 2586 89293 15536 23995 35383 26767 7416 27494 internal_value=0 0.0552688 -0.20308 0.137293 -0.0334664 -0.137631 0.154019 -0.178987 0.167336 -0.0421043 0.197436 0.00352163 0.000215262 -0.0937901 -0.418718 -0.072661 0.0295193 0.0343161 -0.0327688 -0.0273441 0.121691 0.0338219 0.201541 0.208797 -0.0426027 -0.129785 0.0729419 0.0330974 internal_count=915188 719635 195553 373959 345676 150020 332397 104695 300279 45325 180953 41562 221822 123854 45533 100208 32118 24133 111948 20450 119326 109874 179137 163601 67176 65378 19687 36835 shrinkage=0.0437965 Tree=4 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 16 17 26 1 16 17 17 16 16 12 16 29 1 0 11 split_gain=16272.4 4572.22 2269.97 1932.08 1090.5 1029.34 468.85 391.415 325.761 295.83 291.935 247.302 117.705 115.962 114.219 80.5702 73.6079 71.8226 71.7207 66.4518 57.4439 55.4217 53.7852 46.3987 43.817 41.6704 39.8179 39.4762 threshold=213.65093600527794 1.5000000000000002 228.60435607360589 192.59491641490436 1.5000000000000002 0.60391142741217141 1.5000000000000002 90.095430635729727 221.19175522725899 236.22787001355053 165.57814513551691 203.33688465588719 0.59964569721390604 228.29660699578889 43.721178273403247 0.87321570070183396 625.50000000000011 178.34986425130646 78.70587656161193 74.210824791523933 232.16853964043619 224.91508448865844 77.719300090006328 245.07497635061773 0.5661757920426056 464.50000000000006 35.000000000000007 0.85267961205461218 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 16 7 10 25 20 27 18 -6 -7 -12 -9 -3 -16 -5 22 -4 -10 -13 -11 -8 -2 -19 -1 right_child=1 5 9 4 12 13 24 15 21 23 14 19 -14 -15 17 -17 -18 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.013819000810200141 -0.00081179349093241202 -0.018869955770553566 0.0063932112184744141 -0.0058294866969408757 -0.018508934878524751 -0.0058140367000250994 -0.019300720188958294 -0.0067857346685445971 0.0031494874067213895 0.0099071990620515516 -0.0044151460778513339 -0.0044847772999611658 -0.010882647527246726 0.0024578599022619381 -0.011629230195205963 0.0024106642123975833 -0.012958183750229665 -0.0073702989558298267 0.0013260429021760844 0.0042258870569294527 0.0080284557745676464 0.0048329360280103574 -0.0018415575245825651 0.012860937460252939 -0.014239347272112247 0.0013374545294208547 -0.0098551921037986958 -0.0096441554536257756 leaf_count=45235 21139 14912 79171 63774 9463 6256 12287 2813 71508 91303 8604 17921 6582 6767 25583 5215 5541 21806 2805 3077 85928 78899 83886 11484 4476 95365 28582 4806 internal_value=0 0.104156 0.126597 -0.170692 -0.101883 -0.254364 -0.25163 -0.233039 0.0613283 0.191629 -0.245831 -0.0785541 -0.351181 -0.0346101 -0.21001 -0.0185344 -0.394287 -0.222378 -0.126221 -0.0482959 0.165408 0.0920753 -0.0526719 0.233745 -0.409833 0.0216338 -0.200469 -0.306373 internal_count=915188 568273 534797 346915 187508 33476 159407 142644 266911 267886 134616 171463 16045 13023 84575 8028 20453 75971 66579 104884 165099 150407 101807 102787 16763 116504 50388 50041 shrinkage=0.0437965 Tree=5 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 29 17 29 21 17 26 12 17 16 16 16 17 29 14 23 14 split_gain=14856.6 4185.77 2080.61 1771.11 1047.39 808.586 377.48 353.381 338.687 286.179 228.171 215.461 114.717 99.6267 89.6181 87.5509 86.5407 69.9216 61.7163 61.8859 59.745 53.041 51.9511 43.819 41.0542 37.8049 37.5515 36.2792 threshold=213.65093600527794 1.5000000000000002 227.52126966804033 189.83417676722999 1.5000000000000002 0.67727204791714191 1.5000000000000002 90.095430635729727 234.67869051616398 203.33688465588719 220.82520002520008 162.66014819341535 0.59964569721390604 42.802494957754682 0.53975226024144274 1.5000000000000002 78.70587656161193 0.89184343596666038 77.719300090006328 70.307585737635222 240.37915865713447 178.34986425130646 230.90042127991649 49.97109506759147 0.63817213813139906 20.235844826389357 0.855611601513241 20.031851419055968 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 14 7 11 22 16 27 -1 -6 -13 -3 -7 23 -9 -11 -20 -10 -15 -4 -5 -25 -12 -17 -2 right_child=1 5 8 4 12 15 -8 17 20 18 25 13 -14 21 -16 26 -18 -19 19 -21 -22 -23 -24 24 -26 -27 -28 -29 leaf_value=-0.013081546783663672 -0.00076423123232782428 -0.017950511528892488 0.0055930280369713061 -0.0026488279912561413 -0.01770946671210516 0.0050038675151449982 -0.01729827895121161 -0.0064039175176529945 0.0088003533676006343 -0.0043505181357436917 0.001889056381059693 -0.0048694080219394628 -0.010461637159204507 -0.011163856085157417 -0.011335209320465065 -0.0076548161992306858 0.001266935355957105 0.0022745954850638106 -0.0017826158121075507 0.0039156468231532175 0.010802495161381521 -0.00872461603357318 0.0071824897031145477 -0.0083313853622700006 -0.0056277622684741862 0.0038612922606524984 -0.002191623645796194 0.0012296006377062053 leaf_count=43968 21854 14794 75200 7589 10317 2546 15453 2821 91996 17984 22415 8837 7052 30748 5348 3629 3469 4829 83124 3824 41478 38522 82953 13391 55108 110775 7204 87960 internal_value=0 0.0996096 0.121102 -0.16299 -0.102406 -0.243177 -0.247228 -0.229629 0.178048 -0.0803038 0.0527621 -0.242695 -0.337168 -0.211174 -0.369757 -0.0526116 -0.125536 -0.0211359 -0.0460097 -0.0349801 0.215144 -0.22393 0.146741 -0.132578 -0.140566 0.0805859 -0.0918285 0.0190155 internal_count=915188 568152 534631 347036 201858 33521 145178 129725 291627 184489 243004 122075 17369 78107 20142 13379 79557 7650 104932 86948 133474 69270 158153 76088 68499 133190 10833 109814 shrinkage=0.0437965 Tree=6 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 29 2 29 0 17 16 23 5 0 12 16 17 16 16 split_gain=13623 3613.09 1926.45 1638.91 978.341 861.889 497.897 332.218 345.245 253.984 206.289 163.665 113.215 91.167 80.6517 79.9288 74.5571 63.5384 63.5257 60.1416 53.546 40.9618 40.2879 39.4116 38.1564 38.8448 37.877 36.8608 threshold=215.36823874755385 1.5000000000000002 197.53903644935039 229.52626169740901 1.5000000000000002 0.63069865461975994 1.5000000000000002 83.474012131195281 173.72530992842769 223.57428632070469 236.6057609455527 208.86778071150641 0.71703170796695981 46.592068778831923 0.74827479652599427 29.134848484848487 0.53018206145792079 35.000000000000007 70.307585737635222 189.1092560279188 0.53183939070575204 28.00000095367432 40.500000000000007 77.719300090006328 154.23775726125402 40.448482099229075 245.07497635061773 234.8340446118755 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 17 21 -5 18 -6 -10 -9 -7 -3 24 23 -15 -8 -2 -16 -4 -1 -26 -12 -17 right_child=1 5 4 10 12 15 20 14 13 -11 26 -13 -14 19 22 27 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.012086025868723354 0.00039871541729404909 -0.017391516216682629 -0.0056471736442762965 0.0068685595930676217 -0.015748190539922283 -0.0060536799033923767 -0.017636481820197922 -0.0073788354064635445 -0.0032573671209174199 0.004334552061639978 0.0091428244957681044 -0.00083394327720006549 -0.0062908948537355675 -0.0091060577127255633 0.0033582984824732215 -0.0005840183309321228 -0.011694281440363977 -0.012997649673405611 0.0015003781838557296 -0.0067275444205553746 -0.012542454417244083 0.0020825913845735618 -0.0035471591143731401 -0.003348429367320274 -0.0062304725261515389 -0.010366631502350501 0.011820658820117434 0.0053958816529853081 leaf_count=14155 38408 13286 18193 151542 12237 3508 13937 2938 8721 125861 84345 78619 3029 42623 5139 4865 6592 33526 4499 39094 5528 99485 2367 66961 6190 14694 11515 3331 internal_value=0 0.101049 -0.1473 0.12133 -0.0743355 -0.227198 -0.218189 -0.200789 -0.212137 0.0664894 0.179795 -0.0523448 -0.316732 -0.171564 -0.0280205 -0.0119078 -0.35396 -0.265653 -0.0815495 -0.181936 -0.36966 0.0368425 0.0269583 -0.0876681 -0.235876 -0.208708 0.216102 0.0421568 internal_count=915188 542738 372450 511156 183538 31582 188912 169447 159003 263754 247402 168272 15266 90438 10444 11704 19878 68565 89653 81717 19465 137893 7506 85154 35039 20884 95860 8196 shrinkage=0.0437965 Tree=7 num_leaves=29 num_cat=0 split_feature=26 17 32 14 0 2 0 17 0 0 17 14 9 32 17 22 14 1 1 26 1 30 12 0 1 30 28 9 split_gain=7391.05 3649.71 1907.49 623.12 531.623 458.092 402.347 293.074 213.786 200.302 197.777 172.517 171.615 149.728 147.862 128.466 119.996 113.92 111.406 104.891 102.017 97.7551 83.3022 80.6875 78.9386 76.3968 70.8507 69.0639 threshold=0.72821451806542059 48.757065029207304 1.5000000000000002 20.302308099308608 46.500000000000007 16.009433962264154 45.000000000000007 43.819910089443866 40.500000000000007 40.500000000000007 52.16401098584889 20.302308099308608 0.93589838486211552 1.5000000000000002 50.958109744497825 1266.2500000000002 20.031851419055968 556.50000000000011 616.50000000000011 0.51021401744729056 448.50000000000006 1.0000000180025095e-35 100.93250352560275 52.500000000000007 595.50000000000011 1.0000000180025095e-35 1165.7500000000002 0.94289952512064501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 10 8 7 13 11 -2 24 -1 26 22 16 23 -7 -12 -14 -4 -10 -9 -5 -8 -3 -17 -6 -19 right_child=1 4 19 6 12 14 15 21 20 -11 17 -13 18 -15 -16 25 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0062877411323453659 0.001082509311473001 -7.0355756416126404e-05 -0.016577468960229387 0.0057022675500913497 -0.011182457662081669 -0.0019724776930529768 -0.00031913989020696546 0.0050094275274438016 -0.011019360174990563 -0.008229111135864841 -0.002987727050741463 -0.00076322408862924897 -0.0054413598405399204 0.00025039634513216667 -0.0044459927349865536 0.0058354873977059674 0.0041382496904672503 -0.002571256016754266 -0.002140223588784317 -0.011657310710381407 -0.0061356541886879246 0.00087628916214323204 0.0081333479315809105 -0.0089552059433779582 0.0023459594492583349 -0.002026152760063737 -0.0042959396546660526 0.00037049607848940757 leaf_count=58713 35260 44141 34626 34222 7779 13072 15373 121239 24349 5068 44475 13298 28165 5461 16480 10927 11664 19612 64552 10936 12374 12069 128745 2399 62871 3028 4537 69753 internal_value=0 0.0469011 -0.172356 0.115405 -0.0271291 -0.117909 0.129603 0.140867 -0.151938 -0.00200193 -0.00123963 -0.120273 -0.0864966 0.168593 -0.0281343 0.0224821 0.0207544 -0.026863 -0.0717643 -0.351547 -0.21403 0.105836 0.174051 -0.0339046 0.0308076 0.0942917 -0.197404 -0.00628132 internal_count=915188 719676 195512 373791 345885 149950 333463 301736 108734 40328 240852 72011 105033 168428 41216 31727 24736 133840 92717 45562 36723 133308 162967 17772 107012 13955 12316 89365 shrinkage=0.0437965 Tree=8 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 17 23 2 8 26 17 16 13 16 17 16 0 0 23 0 5 split_gain=11770.9 3228.41 1592.67 1452.21 770.645 625.9 314.781 299.429 261.7 222.114 183.53 179.213 87.7233 84.3907 72.7015 68.1743 58.9818 56.1081 54.1849 51.2942 49.875 47.3453 39.0802 33.1766 32.0188 31.0278 30.7327 29.2369 threshold=213.65093600527794 1.5000000000000002 227.52126966804033 192.59491641490436 1.5000000000000002 0.67727204791714191 1.5000000000000002 90.095430635729727 234.67869051616398 165.57814513551691 203.76844037933535 220.82520002520008 43.721178273403247 0.66980523398271774 74.009433962264168 375.50000000000006 0.81462999834079974 78.70587656161193 179.47549124578097 30.791597841690876 239.22636332381259 70.307585737635222 230.90042127991649 37.500000000000007 35.000000000000007 0.607694229808173 35.000000000000007 27.000002861022953 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 10 15 7 9 22 26 17 27 -11 -6 -7 -3 -9 -5 -14 -12 -10 -21 -4 -18 -20 -8 -1 -2 right_child=1 5 8 4 13 14 25 16 20 12 19 -13 18 -15 -16 -17 23 -19 24 21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.010513188323285596 -0.0004698144706851691 -0.01617849756588878 0.0049587345732917294 -0.004873601851150087 -0.015031739015095639 -0.0044690543326215684 -0.016064744498692267 -0.0061349069972503828 0.0076054906201124921 -0.0036766962782220718 -0.0030869705871440218 0.0031670070431362904 -0.009861133913050343 -0.0081190438507360799 0.0021991459177805603 -0.010912959068213969 0.0043477821888066107 0.0013232746102731848 -0.0061491794762265385 -0.0012621578373417733 0.0093254188343223875 0.0041230087372575762 0.0063375309081108088 -0.0029211064091551418 -0.0084449686758491984 -0.011432181793713607 -0.012684455112664307 0.0011872930584005664 leaf_count=25813 27105 12542 75144 66963 11154 8405 13312 2479 78244 8543 33927 133390 28651 4865 5003 7559 3729 2925 20581 64243 55124 3292 82966 1779 26860 3503 24252 82835 internal_value=0 0.0885349 0.107401 -0.145231 -0.0855324 -0.21257 -0.21536 -0.20011 0.157262 -0.211264 -0.0659234 0.0476741 -0.180033 -0.295283 -0.04523 -0.32419 -0.0119845 -0.105357 -0.19082 -0.0387615 0.189887 -0.0228251 0.129742 0.0456667 -0.170082 -0.344769 -0.264062 0.017781 internal_count=915188 568317 534808 346871 187369 33509 159502 142687 291478 134700 171350 243330 84635 16019 13408 20101 7987 69888 76092 101462 133368 67535 158110 5508 47441 16815 50065 109940 shrinkage=0.0437965 Tree=9 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 17 21 8 17 26 17 0 13 16 17 16 16 14 14 1 split_gain=10771.4 2960.7 1454.2 1319.85 739.218 571.292 250.94 270.232 217.552 208.127 195.679 164.886 79.4416 77.8022 73.0335 69.4232 65.3888 56.2759 50.4671 44.1774 40.7549 36.6491 35.4659 34.2078 33.8803 33.0173 32.6536 32.2597 threshold=213.65093600527794 1.5000000000000002 228.60435607360589 189.83417676722999 1.5000000000000002 0.6912131718068576 1.5000000000000002 90.095430635729727 202.90678917553922 221.57453582530772 236.22787001355053 162.66014819341535 0.58138593352791645 42.802494957754682 1.5000000000000002 375.50000000000006 78.70587656161193 0.89570044285540174 78.70587656161193 40.500000000000007 30.986948082545236 231.36982069483025 47.309462849070393 246.05976645086901 225.73298015378109 45.928727009672407 20.031851419055968 381.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 8 15 7 11 16 26 21 -1 -6 -13 -7 -3 22 -9 20 27 -10 -4 -5 -12 -11 -17 -2 -15 right_child=1 5 10 4 12 14 -8 17 18 24 23 13 -14 19 -16 25 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.011285187113075745 -0.00055224851098932038 -0.015483243791092604 0.0050014961293952153 -0.00072995050098502488 -0.014748847970777022 0.005021323855776574 -0.014537261515045703 -0.0055581646515986821 -0.0030155237719817984 0.0027604825712547261 0.0080437346619372917 -0.0040669309380143154 -0.0086517270145606805 -0.0087660546357800802 -0.0033246883994261021 -0.011354716838465735 0.0011638939515644369 0.0022114025876779032 0.0050769640114399876 -0.0095566964307010095 -0.0012168937114905968 0.0063504293534042402 -0.0052646325549060178 0.010973764225710505 0.0041195352318002575 -0.0030040195801414394 0.0012442158545872121 -0.0061150875124627042 leaf_count=43961 24127 12602 61683 3474 10761 2488 15484 2839 37213 81640 94429 8856 6621 16420 10493 6893 3402 4831 2058 33889 68913 103385 69327 8316 61833 1046 99218 18986 internal_value=0 0.0846823 0.102758 -0.138918 -0.0865906 -0.203606 -0.211599 -0.197243 -0.0680064 0.0505074 0.154815 -0.208679 -0.28373 -0.181119 -0.0393879 -0.307384 -0.108934 -0.0151714 -0.0391779 -0.192399 -0.0421856 0.133489 -0.115266 0.189077 0.0764034 -0.234139 0.0203856 -0.167696 internal_count=915188 568153 534631 347035 201769 33522 145266 129782 184387 266818 267813 122112 17382 78151 12981 20541 76203 7670 108184 69295 106126 165068 72801 102745 143473 7939 123345 35406 shrinkage=0.0437965 Tree=10 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 1 20 0 0 1 16 29 20 9 13 20 14 14 0 9 14 29 split_gain=9868.84 2409.61 1629.07 1022.82 812.722 645.935 333.745 235.823 160.944 157.298 130.969 104.599 96.0547 73.9423 68.7678 60.7104 58.6918 56.1103 55.1084 51.5508 43.7141 41.0678 34.3012 30.8975 30.4969 29.5578 28.4534 26.8746 threshold=216.70930021972171 1.5000000000000002 197.53903644935039 230.14352878515237 1.5000000000000002 0.64848977981606148 1.5000000000000002 176.17009974860113 223.74189601124206 208.86778071150641 237.38384307741691 1802.5000000000002 0.71703170796695981 35.000000000000007 40.500000000000007 464.50000000000006 232.01003138345044 0.67785013971330244 0.52308838702281335 0.94289952512064501 31.192783525239566 0.66336939438230436 20.235844826389357 49.716281927927291 29.500000000000004 0.95541646063537622 19.330606525728946 2.0676711599656552 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 18 7 11 26 20 24 14 -6 15 17 -9 -7 -1 23 -13 -4 -8 -11 -3 -5 -16 -2 -15 right_child=1 5 4 10 12 16 21 13 -10 22 -12 19 -14 27 25 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0097661443984083749 -3.2046063879346804e-05 -0.014484700435522378 -0.0042379952877926591 0.0063935609103206318 -0.01332963011566028 -0.0023285798905031559 -0.014471638146631645 -0.0061378914530138794 0.003814460652544959 -0.0019620582908897529 0.0081866281663389839 -0.0065555248741468617 -0.0050748375330607791 -0.0069752191070683346 -0.013315702009817054 -0.0027192843602102212 0.0042270959245239697 -0.0066047706899013733 -0.0081364818853563239 0.0030054597550014522 -0.0022531825583925313 -0.0089010371111153067 -3.0350351370694797e-05 -0.0042985577289357544 0.0049932615107765015 -0.010349301750611523 0.0018943519449613135 -0.013656785426348711 leaf_count=27590 17112 14876 34814 110702 13646 6086 16411 22046 136343 23062 82285 2736 3372 46634 9007 18182 4599 17663 3689 1789 54768 3003 74888 594 40838 22634 104635 1184 internal_value=0 0.0901615 -0.119597 0.1069 -0.0577631 -0.185741 -0.186562 -0.172334 0.0634977 -0.0387747 0.154807 -0.211126 -0.267008 -0.136462 -0.219821 -0.104866 0.0112587 -0.194815 -0.295608 -0.0633728 -0.0690589 -0.310755 -0.0110777 -0.321797 0.137367 -0.255585 0.0370712 -0.163042 internal_count=915188 521759 393429 491915 204550 29844 188879 169465 258090 187532 233825 81419 17018 88046 76894 40228 10685 45253 19159 4525 89582 19414 97950 15470 151540 31641 121747 47818 shrinkage=0.0437965 Tree=11 num_leaves=29 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 16 20 16 17 20 17 20 17 16 17 30 11 16 14 26 29 14 split_gain=9014.06 2582.28 1369.67 948.308 616.288 529.603 215.741 204.945 178.122 170.171 144.148 137.521 99.4391 74.6969 70.6546 67.659 58.6129 54.8221 45.1738 42.4669 36.7904 32.2297 31.6464 30.8375 29.9283 29.582 28.5665 28.5491 threshold=212.09181956546027 1.5000000000000002 227.52126966804033 189.1092560279188 0.64848977981606148 1.5000000000000002 90.095430635729727 234.51212411580414 1.5000000000000002 220.0375229513871 202.05674044265598 162.66014819341535 0.65605430211607596 228.29660699578889 42.802494957754682 0.73529997112285284 74.210824791523933 0.53429069363857018 70.307585737635222 241.50238687820197 47.309462849070393 1.5000000000000002 0.83542588446036736 178.34986425130646 20.559570615190403 0.88803876114207225 0.60731513435961071 20.235844826389357 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 17 10 8 24 11 -2 16 22 -8 -6 -13 -7 20 21 -12 -9 -5 -3 -1 -16 -4 -14 -22 -11 right_child=1 4 7 5 13 15 12 19 -10 27 18 14 25 -15 23 -17 -18 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.010873975917663942 0.00041184764360316064 -0.0087693124905127446 0.0033774069677503689 -0.00042162545528099359 -0.0038109013339340269 -0.012710945642799065 -0.01049155033651733 0.0068446105019481845 -0.013725258768044457 0.0013142624601243972 -0.0021275326867706197 -0.0036139239921185373 -0.0037746753946950999 0.0030670315434474858 -0.0088065722948702848 -0.0052081088607109326 0.00065764466282037593 -0.007840785633539054 0.0026388484783998333 0.0086829356480212193 -0.0069775014703796403 -0.014134625369872238 -0.0075725801318227183 -0.0069121517548243775 0.0051750857113032631 0.0024301003522942525 -0.0046138478762777326 0.0029357557614028292 leaf_count=37461 115542 2467 20477 3471 5873 13162 2029 105895 13625 25125 91478 8806 2124 6254 30696 2795 3970 4071 3980 31207 12020 16585 6542 35593 134066 4815 53288 121771 internal_value=0 0.0738322 0.0905282 -0.133431 -0.188607 -0.0861128 -0.194934 0.137692 -0.205077 0.0381157 -0.069596 -0.192686 -0.0448201 -0.0060254 -0.166674 -0.260221 -0.103129 -0.284363 -0.0440402 0.165836 -0.109949 -0.306871 -0.237077 -0.177854 0.112724 0.0121207 -0.115281 0.0606993 internal_count=915188 589333 554083 325855 35250 184164 141691 291645 132723 262438 168207 119098 8968 12127 75095 15957 72749 23123 95458 137102 68779 19052 44003 66289 154543 6939 65308 146896 shrinkage=0.0437965 Tree=12 num_leaves=29 num_cat=0 split_feature=16 32 16 16 20 32 16 17 32 16 16 16 20 17 16 20 29 17 17 16 17 0 13 16 14 33 0 31 split_gain=8251.6 2400.62 1297.52 824.701 567.486 455.832 203.563 194.681 160.643 149.214 123.301 120.11 91.505 67.674 66.9301 62.506 54.2848 53.7237 41.0508 39.9833 34.4762 34.32 31.9487 31.0597 30.3656 30.3179 27.0318 26.7129 threshold=211.55336151344244 1.5000000000000002 227.0388769099994 189.1092560279188 0.65605430211607596 1.5000000000000002 234.51212411580414 90.095430635729727 1.5000000000000002 220.0375229513871 162.66014819341535 202.50256517174367 0.65605430211607596 42.802494957754682 227.9864305187366 0.71703170796695981 0.49141127203251217 74.210824791523933 78.70587656161193 243.53150303038899 49.97109506759147 40.500000000000007 30.696671425544686 230.90042127991649 19.891383682534208 2.5000000000000004 40.500000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 16 11 23 8 10 24 -1 17 -9 -12 -6 -7 -3 20 22 -8 -5 -15 -13 -4 -2 -18 -14 -26 right_child=1 4 6 5 14 15 19 12 -10 -11 13 18 26 21 -16 -17 25 -19 -20 -21 -22 -23 -24 -25 27 -27 -28 -29 leaf_value=-0.0099242314765729533 -0.0010414888830742111 -0.013539276126329792 0.0040810978476991319 -0.0017595043413267055 -0.0036146183915720174 -0.012244253177772727 0.0066544427977075918 -0.010095679443159962 -0.013103908417868607 0.0024636537592043822 -0.0034049708762825771 -0.0032101433311300777 0.0021981513161915198 -0.0065084685722698937 0.0029363353170479074 -0.005124934873857739 -0.0062110950706304692 0.00059848324726497143 0.004518435413337663 0.0088724592101371881 -0.0048759522846371891 -0.0085024716299786744 -0.0014060126683126143 0.0052840344834276121 0.00094068679063747914 -0.011319371545224317 -0.0038261645822328834 -0.0014556523648472071 leaf_count=43968 23949 14544 85489 7611 5717 12475 118975 2039 13617 136696 8842 28636 4940 33836 6275 2919 3750 4113 1881 17940 64609 32421 54968 79418 88129 5493 2010 9928 internal_value=0 0.0695006 0.0855311 -0.129784 -0.181637 -0.0843136 0.130075 -0.186661 -0.196309 0.0335632 -0.184542 -0.0686706 -0.0442403 -0.159919 -0.00426359 -0.248748 -0.271058 -0.097502 -0.0429259 0.158576 -0.103833 -0.170885 -0.0462129 0.106411 0.00814223 -0.211133 0.0104088 0.0159388 internal_count=915188 596303 560524 318885 35779 177212 301822 141673 132684 258702 119067 161818 8989 75099 11992 15394 23787 76333 85485 136915 72220 66257 83604 164907 122006 9243 6950 98057 shrinkage=0.0437965 Tree=13 num_leaves=29 num_cat=0 split_feature=29 17 32 11 8 30 12 17 17 20 12 11 30 17 20 8 11 8 14 14 9 21 30 20 18 17 20 15 split_gain=4565.02 2121.21 1086.92 425.723 348.586 304.28 191.197 180.751 173.694 167.165 101.874 94.5936 93.3019 93.1959 83.2879 72.2971 68.8408 61.6689 61.4317 57.0849 56.9072 59.2388 53.0813 51.4425 49.9855 46.8595 46.3912 45.0426 threshold=0.70263978476284239 49.117628797808457 1.5000000000000002 0.86713492269047832 590.50000000000011 1.0000000180025095e-35 76.302038200428285 52.667515945312871 44.307527389154153 0.69166759984454373 104.68681451127853 0.86290661710844041 1.0000000180025095e-35 67.460891060010567 0.55489545938980422 614.50000000000011 0.85267961205461218 479.50000000000006 29.412085927107476 74.319462270704335 0.94892572606512116 1.5000000000000002 2.5000000000000004 0.72334659664418743 1.5000000000000002 43.532087402837952 0.7458180655305201 0.44604874145407497 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 6 11 8 25 12 19 -7 -5 17 15 16 -4 -3 23 -2 -8 -6 21 -15 -14 -9 -20 -1 -24 -25 right_child=1 7 14 10 5 9 18 13 -10 -11 -12 -13 22 20 -16 -17 -18 -19 24 -21 -22 -23 26 27 -26 -27 -28 -29 leaf_value=-0.008974919987518452 -0.0023488470127412389 -0.0006626026115859738 -0.012934249522733457 -0.0010585110976416806 0.0056162873267441953 -0.0075480285850961998 -0.0039504194130252114 -0.0069121797302454267 0.0036268230089217366 0.00171231122518449 0.0054162933892519891 0.0028955376063888017 -0.0057722327420066484 0.0046909892206143285 -0.0076108505361664695 0.0014915194635584414 -0.00037449573305473478 0.001066183860902263 0.0018959402508242824 0.0086992144509211305 0.0024711269103044292 -0.0046898472957609197 -0.010312354617643816 -0.0049550351410646799 -0.010648561064760585 -0.0063209409879541557 0.0001481299188049143 -0.0021814517997529696 leaf_count=16772 15964 49608 36717 29986 148993 4266 35566 5116 114883 30275 5519 34177 6939 1717 6660 75170 32907 27815 6011 12486 14344 5207 893 12373 678 53358 9103 121685 internal_value=0 0.0362337 -0.137471 -0.0966445 0.0864809 0.101473 -0.126801 -0.0220812 0.112533 0.012983 -0.00118842 0.0266885 0.00504841 -0.0419656 -0.276664 0.0145013 -0.0496839 -0.00408951 -0.0736639 0.133679 0.0204842 -0.053968 -0.0646009 -0.0594096 0.0142574 -0.158818 -0.017955 -0.0556539 internal_count=915188 723921 191267 147890 388859 310903 112385 335062 276362 34541 35505 77956 141713 193349 43377 124778 172081 43779 42255 161479 21268 6924 16935 139174 6689 70130 9996 134058 shrinkage=0.0437965 Tree=14 num_leaves=29 num_cat=0 split_feature=26 17 32 11 14 12 17 30 17 20 20 11 30 12 2 2 12 9 12 2 11 30 9 25 17 2 17 29 split_gain=4211.8 1867.36 1073.65 394.731 307.495 232.159 210.913 192.959 145.818 133.484 102.273 98.5878 97.2462 93.9839 89.1686 85.9075 74.6133 73.5329 69.0158 64.9847 61.123 59.3467 57.3707 50.839 45.5858 42.6584 41.8025 38.8675 threshold=0.76192831237341629 48.381498889219991 1.5000000000000002 0.85855636114094769 20.235844826389357 75.816756826189717 52.524743858915578 1.0000000180025095e-35 43.32465801893138 0.7291739561464895 0.53429069363857018 0.83542588446036736 1.0000000180025095e-35 104.97665940288702 17.34021276595745 20.33981132075472 95.816756826189717 0.95508374403974849 102.05634918610407 10.715633423180593 0.65701035196687385 2.5000000000000004 0.93398596054982608 638.25000000000011 50.886874123990786 12.886578044596915 41.011429577403469 0.09717725235195053 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 5 11 19 12 8 18 -9 -4 26 16 25 22 -7 -3 -16 -6 -1 -19 -14 -8 -24 -17 -5 -2 -20 right_child=1 6 10 13 7 15 14 9 -10 -11 -12 -13 21 -15 17 24 -18 20 27 -21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0076643725210269265 -0.006457701270875877 -0.00024852296768199756 -0.012260731367612316 -0.0020930601966570629 0.0038703207636351269 -0.0040923545284132648 -0.005426257736950716 -0.0070693768232610631 0.0036448045914038627 0.0020449257715189155 -0.0072049426274177113 0.0019682842365707147 -0.005417201374867754 0.0048155751469683306 -0.0022026510471440364 0.0017513875890361678 0.0018013416933903472 0.0045825760123908831 -0.01685600086337051 -0.0046794137045777957 1.2770875586524895e-05 -0.00037767531649134692 -0.0028911074337398838 -0.0009557498840295363 -0.0027851563973056992 0.00088182270232793072 -0.0012890991457184368 0.0061524411185491235 leaf_count=46827 4250 58546 37210 26518 33615 37864 10669 3479 138486 27023 9669 19422 7559 6000 27227 9167 81437 6577 141 19950 38351 11012 60418 45748 7919 14195 10217 115692 internal_value=0 0.037647 -0.122286 -0.0850337 0.0889496 -0.115022 -0.0143612 0.0985871 0.106599 0.0229554 -0.256138 -0.00160889 0.0125341 -0.00688846 -0.0369252 -0.0668796 0.0215546 -0.00928511 0.128262 -0.154638 0.0155662 -0.0554594 -0.0539952 -0.0469705 -0.00801902 -0.0241078 -0.0641031 0.139839 internal_count=915188 699869 215319 168440 352325 121727 347544 318436 287934 30502 46879 33889 158554 46713 188990 54950 139983 72155 149448 66777 44928 18571 116835 106166 17086 40713 14467 115833 shrinkage=0.0437965 Tree=15 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 23 16 17 16 16 16 32 23 12 17 21 16 17 12 9 5 12 17 17 17 17 22 29 split_gain=6800.36 1862.89 1000.13 715.779 355.672 349.644 197.691 175.183 111.541 101.205 82.373 80.837 73.975 64.5439 60.2692 48.5424 47.1568 47.0664 45.735 35.6427 36.7336 34.3445 32.1678 28.9751 28.8411 26.5318 26.1644 26.1579 threshold=211.55336151344244 1.5000000000000002 225.73298015378109 189.1092560279188 1.5000000000000002 0.76210120733276121 233.22455406298175 83.474012131195281 162.66014819341535 202.05674044265598 218.63962037258113 1.5000000000000002 0.92040661743187191 89.802038200428285 49.188826011867043 1.5000000000000002 238.24111046878286 78.70587656161193 84.059397513309008 0.93398596054982608 74.003772735595717 95.816756826189717 52.305267353491253 78.70587656161193 48.308786461838352 47.466345863401408 2562.7500000000005 0.63125945455773669 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 9 13 -4 8 19 17 22 14 -9 -3 -10 -7 -8 25 -6 -1 27 -11 -2 -23 -12 -5 -14 -21 right_child=1 5 6 4 18 15 16 12 11 21 24 -13 26 -15 -16 -17 -18 -19 -20 20 -22 23 -24 -25 -26 -27 -28 -29 leaf_value=-0.011818753055565555 -0.00067218866775635325 -0.011450050456110847 0.0038529674226768008 -0.00049258154052867821 -0.011889719980178109 0.0049859181611489516 0.0053716107419313945 -0.0058586938065380194 -0.0046868155086824265 -0.0025213759750449972 0.00069088078692650145 -0.011162335862642443 -0.00046911702549500678 -0.0065078238606123551 -0.0073483901864152389 -0.0021264804498222095 0.0068741599737999056 0.0011333415399401247 -0.0070971103594990384 -0.0099958873234436939 0.0030154733333704899 -0.0010255764084620097 0.000918825037008919 0.0050357917057094019 0.00223282437785409 -0.0043593263637451392 0.0061567840748244307 -0.007628124602403666 leaf_count=10580 44033 16760 164751 3589 8271 2281 96048 4960 24159 47280 30143 7832 3747 7266 50288 9534 68738 3379 7096 23702 486 40124 54601 1572 102011 65933 1645 14379 internal_value=0 0.0629762 0.077114 -0.117919 -0.0755549 -0.158048 0.11247 -0.170881 -0.180746 -0.061753 0.02663 -0.15823 -0.0456327 -0.227311 -0.148064 -0.0172015 0.13696 -0.0893765 -0.220946 -0.21844 -0.204335 -0.0391201 0.00476184 -0.018199 0.0429515 -0.0949782 0.035444 -0.207821 internal_count=915188 596166 560325 319022 177244 35841 329537 141778 131426 161877 230788 82279 10352 24026 74447 11815 164786 72901 15367 49147 38567 88976 98634 41696 132154 69522 5392 38081 shrinkage=0.0437965 Tree=16 num_leaves=29 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 16 16 16 26 32 17 20 9 17 30 17 0 17 0 16 10 18 14 0 split_gain=6216.88 1699.22 915.237 657.763 421.116 324.007 158.208 149.842 105.398 103.308 91.5306 72.4346 72.2221 67.6217 61.7659 43.0898 37.8913 37.7258 34.1213 33.832 32.2995 31.1815 30.1511 28.4169 30.1867 27.1869 26.5953 26.4207 threshold=211.55336151344244 1.5000000000000002 226.87170469188209 189.1092560279188 0.59527311800007754 1.5000000000000002 83.474012131195281 235.35059052694848 165.57814513551691 220.82520002520008 200.17269338303825 227.52126966804033 0.80090200151449475 1.5000000000000002 49.395870125446635 0.79395026812926606 0.93497556841242446 74.210824791523933 2.5000000000000004 78.70587656161193 29.500000000000004 51.024770306189943 35.000000000000007 246.05976645086901 0.99576222100420519 1.5000000000000002 19.891383682534208 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 18 10 8 20 16 21 19 -6 -8 14 -10 -7 -1 -12 -3 -5 -4 22 -2 -9 -25 -13 -22 -14 right_child=1 4 7 5 11 15 12 23 13 -11 17 25 27 -15 -16 -17 -18 -19 -20 -21 26 -23 -24 24 -26 -27 -28 -29 leaf_value=-0.01121794745037823 0.00038341255758867718 -0.0075454661615151604 0.0044744161218098384 -0.0041754803313827169 -0.0039800249017974644 -0.010165934424066041 -0.006381823758012114 0.0058721807454649435 -0.0041026036743702556 0.0022328945967340164 -0.0019457209711592127 0.0043774324586017717 0.0031660017628373882 -0.010541479647428275 -0.006956268380745618 -0.0034982165094181506 -0.0084233989785901416 0.0025850285999496543 -0.011474096842649649 0.00071689349272667123 -0.00062509683681434341 0.00091113345108794646 -0.0020407594888426786 0.0087546628742871876 -0.021439976655442498 -0.0011343409345834147 0.0034611221139055517 -0.0028274992776688647 leaf_count=11801 26258 5774 124511 56854 6748 13231 4211 111238 21002 119403 98484 4576 4005 7201 47347 2163 44031 3656 15967 2847 3225 93624 15741 8275 64 2747 58026 2178 internal_value=0 0.0602579 0.0737543 -0.112704 -0.150925 -0.0720918 -0.163474 0.110689 -0.17287 0.0295331 -0.0589051 -0.016133 -0.0447087 -0.148521 -0.13881 -0.210726 -0.205817 -0.0407235 -0.238164 -0.0900113 0.0929154 0.0106482 -0.0119908 0.1383 0.194603 0.0527408 0.074115 0.0240831 internal_count=915188 596177 560365 319011 35812 177235 141776 305339 131382 255026 161841 14071 10394 75550 68349 15394 55832 102140 21741 59701 185762 135623 41999 119577 8339 7323 61251 6183 shrinkage=0.0437965 Tree=17 num_leaves=29 num_cat=0 split_feature=16 32 16 16 29 32 16 17 16 16 16 26 32 17 14 17 16 29 17 9 5 17 17 12 16 29 1 24 split_gain=5687.56 1578.86 869.128 566.735 305.274 279.62 169.072 146.306 95.7728 81.0109 80.4447 66.5179 65.9665 52.2056 50.6385 41.2412 40.352 38.7722 30.2548 29.0126 33.6631 28.7164 27.2868 27.243 25.5852 24.5556 23.5862 27.3979 threshold=210.99507740686988 1.5000000000000002 225.73298015378109 189.1092560279188 0.67129078477233473 1.5000000000000002 233.22455406298175 83.474012131195281 162.66014819341535 203.33688465588719 218.63962037258113 0.82811434174624843 1.5000000000000002 42.802494957754682 49.716281927927291 74.210824791523933 238.24111046878286 0.53975226024144274 52.305267353491253 0.93398596054982608 74.003772735595717 47.773672872504896 49.97109506759147 116.82285348059959 178.34986425130646 0.49141127203251217 2454.5000000000005 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 23 9 -4 8 19 15 18 -9 13 -10 -6 22 -8 -7 -2 -1 -21 -12 -5 -3 -15 -24 27 -13 right_child=1 4 6 5 14 17 16 11 12 -11 21 26 -14 24 -16 -17 -18 -19 -20 20 -22 -23 25 -25 -26 -27 -28 -29 leaf_value=-0.010802131676290591 -0.00072229411224897938 -0.010541376526248557 0.0035152192320185667 -0.0013023002933214472 -0.0031103509223162421 -0.01090054359365291 0.0049190988939921739 -0.0059615574803429721 -0.0027610888672036289 -0.0014816106063425621 0.00025776192020135632 -0.0040754420216091254 -0.010155146945647014 -0.0072786617127961525 0.0030447870396417484 0.00062921102989925404 0.0063088564547855944 -0.0064085120139736164 0.00077746519878271823 -0.008358497820668628 0.0032888131894114156 0.0020286678810683191 -0.0064099140403950693 -0.005381764451945617 -0.0055447507976631536 -0.003717261959192677 0.0051540999445607088 0.0031181332515616005 leaf_count=10579 45623 17878 164801 8045 13094 8032 96029 4340 8820 72743 20851 2183 7812 30473 3188 4422 68775 6811 59382 38052 482 111406 7244 2205 35155 62941 1923 1899 internal_value=0 0.0567321 0.0696899 -0.109582 -0.145258 -0.070693 0.102911 -0.156297 -0.165314 -0.0581674 0.0235385 -0.0417971 -0.144451 -0.135278 -0.0435008 -0.0795876 0.12556 -0.201827 0.00287338 -0.200257 -0.187522 0.0399456 -0.0848984 -0.227755 -0.144986 -0.0912215 0.0263728 -0.0166428 internal_count=915188 603232 566867 311956 36365 170238 329605 141718 131373 155395 237262 10345 82260 74448 16282 82652 164804 14843 105005 49113 38534 132257 78230 20083 65628 70185 6005 4082 shrinkage=0.0437965 Tree=18 num_leaves=29 num_cat=0 split_feature=16 32 16 16 32 12 26 0 16 16 16 32 9 14 12 13 0 0 26 2 2 16 14 0 16 14 26 13 split_gain=5207.79 1362.75 689.392 648.208 290.87 262.968 138.487 113.855 103.587 93.4391 65.9873 59.5185 54.7408 47.138 41.2568 33.8062 33.1866 32.4933 32.3137 29.3287 28.3319 26.0355 27.2282 25.9931 24.2653 24.2368 23.9571 20.8756 threshold=213.13457318841819 1.5000000000000002 228.60435607360589 193.90484321995052 1.5000000000000002 92.58326112068525 0.55877014176784745 35.000000000000007 222.12230440021611 237.58898713503081 203.76844037933535 1.5000000000000002 0.93497556841242446 49.716281927927291 91.473611075682101 25.274665290462512 29.500000000000004 29.500000000000004 0.67204456013138747 17.892460684551345 16.935476410730811 172.42149072480402 68.126047655298819 33.000000000000007 235.35059052694848 19.816445523172046 2.089722293210666 30.170552944755496 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 10 -3 11 15 20 17 23 16 -9 18 -6 -8 -1 -4 -7 -12 -2 22 -17 -5 -15 -25 -27 -14 right_child=1 5 9 4 14 13 7 12 -10 -11 19 -13 27 24 -16 21 -18 -19 -20 -21 -22 -23 -24 25 -26 26 -28 -29 leaf_value=-0.0060489033136212362 0.00015060622902418185 -0.0097609213605385024 0.0044885248863649934 -0.0019152757031400797 -0.010161887235049811 -0.006993050111139462 -0.006307050116728918 -0.0095156672582218955 0.0024007499965357799 0.0059185397136171424 -0.0016751153116424538 -0.010666355487709793 -0.0071094741434213106 -0.0015963286621197613 -0.0054263628413285317 -0.004870977203954025 -0.0085018916261009551 0.0032192859149834012 -0.002013881117037855 -2.7681657828544751e-05 0.0014068424113180228 -0.0022811234712657893 0.0036877498906213286 -0.0061115600966161112 0.0056291987405788085 -0.0029927255511963081 -0.010696479492069637 -0.0053166060392423782 leaf_count=21512 79447 17235 134625 26260 8969 3347 8439 10330 133148 78869 64573 12772 20608 1621 5818 17102 20816 54291 9880 30527 60781 22823 744 6648 1981 29731 795 31496 internal_value=0 0.0579529 0.0701645 -0.0981631 -0.0553469 -0.136049 -0.142695 -0.122434 0.0348395 0.106227 -0.0428356 -0.183712 -0.150769 -0.0471326 -0.189483 -0.0864101 -0.165658 0.0941576 -0.0747509 -0.0261731 0.0158715 -0.0744582 -0.103071 -0.0678159 0.0542855 -0.0848295 -0.0729136 -0.137585 internal_count=915188 575225 541161 339963 173321 34064 166642 111542 273376 267785 158534 55100 62434 16829 14787 49108 42328 188916 13227 95100 140228 40669 17846 63434 3602 37174 30526 52104 shrinkage=0.0437965 Tree=19 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 32 16 17 32 17 16 32 16 16 30 17 26 30 16 0 17 11 17 17 30 26 2 9 split_gain=4779.73 1381.17 794.599 443.552 242.05 236.188 149.745 130.805 91.9705 72.3919 72.9737 71.2877 66.3372 63.7177 61.0169 59.3758 53.4896 45.3476 38.2407 32.3431 31.4548 27.1987 25.727 25.6682 25.6446 24.421 22.627 21.9776 threshold=210.41539750032214 0.56491050140564403 225.73298015378109 185.92120354602827 0.67092494837336891 1.5000000000000002 233.22455406298175 99.18466983782379 1.5000000000000002 70.307585737635222 199.16200686106347 1.5000000000000002 218.63962037258113 156.22543768776549 1.5000000000000002 40.152190937765049 0.9322737866975902 1.0000000180025095e-35 239.22636332381259 33.000000000000007 53.031337760287201 0.84314757481940161 48.308786461838352 48.757065029207304 1.5000000000000002 2.0034218379907816 16.407785336356771 0.95508374403974849 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 8 7 14 -2 17 11 12 10 23 13 20 21 -5 -15 -9 -4 -8 -17 -3 -1 -14 -6 -7 26 -12 -11 right_child=1 2 6 4 9 24 18 16 -10 27 25 -13 22 15 -16 19 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0085001481360184351 -0.00025905149209792301 -0.00051788852103826905 0.003367218413931357 -0.0054339005400730932 -0.00087674623868518465 -0.0056416277962509503 0.0045294086411549264 -0.004697596854569247 -0.0041775802904769977 -0.0017898089745318373 -0.0022550484415461134 -0.0099098438459382047 0.00048086545194397354 -0.0023892461688746784 -0.0099316504934836049 -0.0050661095906780985 0.0031683884624230871 0.00074492938426425786 0.0059234218024380855 -0.007009545466103214 0.00097747803631601177 -0.0044668696758061281 0.0019502582876735964 -0.0041586975147915161 -0.010095807282165453 -0.0067419587678834514 -0.00075547385279572661 0.0029886126209823448 leaf_count=28671 7067 60262 153308 16198 5017 2864 111655 3092 6909 2684 55741 12515 29585 9013 9000 28777 3576 13787 57023 38269 48857 3611 100480 51417 18461 1911 29523 5915 internal_value=0 0.0510156 0.0615244 -0.102305 -0.069969 -0.164352 0.093161 -0.147289 0.018359 -0.0549399 -0.0602765 -0.154812 0.0216446 -0.146557 -0.160752 -0.130758 -0.0109398 0.0719431 0.11418 -0.141002 0.00346256 -0.183782 0.0368985 -0.0882932 -0.216858 -0.0421394 -0.0396337 0.0341837 internal_count=915188 610258 581866 304930 177406 28392 335773 127524 246093 152208 143609 120856 239184 108341 25198 76059 6668 167095 168678 67046 109119 32282 130065 56434 21325 87175 85264 8599 shrinkage=0.0437965 Tree=20 num_leaves=29 num_cat=0 split_feature=16 20 16 16 32 30 29 17 30 16 16 32 16 16 20 20 9 16 23 17 2 13 30 17 17 8 14 19 split_gain=4355.21 1080.54 709.195 494.459 313.634 198.277 158.089 120.919 86.3357 72.5813 69.0403 64.2492 62.0403 60.936 44.5768 42.8207 36.8634 36.8067 34.065 31.51 30.6388 28.0906 27.2174 26.7502 26.7112 25.9505 25.8681 25.8395 threshold=215.82525998905314 0.56491050140564403 197.53903644935039 230.29083299986664 1.5000000000000002 1.0000000180025095e-35 0.59964569721390604 78.70587656161193 1.0000000180025095e-35 176.17009974860113 223.74189601124206 1.5000000000000002 208.86778071150641 238.01725731405753 0.75644192995075532 0.77565599897998228 0.93497556841242446 162.66014819341535 0.92040661743187191 46.51133644528965 15.261387163561078 52.213709547918242 1.0000000180025095e-35 54.278787013572689 48.895259881975107 690.50000000000011 51.97119521087955 652.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 12 -2 11 9 10 16 25 17 20 22 -10 -6 -8 -1 -9 -11 -4 -21 -5 -14 -19 -3 -7 -12 right_child=1 3 4 13 15 26 7 18 14 19 27 -13 23 -15 -16 -17 -18 24 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0077908513992208193 0.00068092300556536127 0.00061953548909052367 -0.002602418656292876 0.0041180363862488379 -0.0085698877166901655 -0.0093239349382993105 -0.0088128991088726183 -0.0036149949954026365 -0.0049539257481814661 -0.00069246416816004584 0.0020099972549549837 -0.0097573096790145933 -0.00089723229709675191 0.005476808725316298 0.00011101486625784348 -0.0022625797780692755 -0.0056768439897555388 -0.0036737540004437084 0.0018019352592531688 -0.0040070951184525781 -0.00093040218461033493 -0.0071958957641139873 0.0018973815946993443 0.00072401686885405225 -0.0063628992528033538 0.0019090874334496933 -0.00052462902280196809 0.0032529579520956141 leaf_count=23444 5284 64598 55831 149081 13421 16959 9229 3289 3856 4990 59920 14237 55060 74385 24575 2440 32536 10318 6895 55518 33717 5858 11396 30244 22612 55779 666 69050 internal_value=0 0.0581215 -0.0818935 0.067617 -0.0388752 -0.154362 -0.125319 -0.102972 0.0390598 -0.112783 0.0450128 -0.162763 -0.0266614 0.101393 -0.0131501 -0.173521 -0.145442 -0.147604 0.00119865 -0.0922298 -0.0450462 -0.0984428 0.090426 -0.00736198 -0.126045 0.0277893 -0.2053 0.0610888 internal_count=915188 535549 379639 512640 190713 22909 188926 118315 277778 108131 249347 70611 174852 234862 28431 15861 41765 56374 10184 66366 89548 61376 160477 85304 32930 120377 17625 128970 shrinkage=0.0437965 Tree=21 num_leaves=29 num_cat=0 split_feature=16 20 16 16 32 32 20 17 16 30 16 16 16 0 32 20 20 11 0 17 26 13 5 14 17 0 0 14 split_gain=3994.47 943.437 693.078 417.462 316.508 183.904 145.641 142.806 100.244 75.058 63.9334 57.8871 53.0029 47.4408 44.0553 41.4695 38.3834 36.646 32.0485 30.6327 28.5803 25.8757 24.7663 24.7588 24.439 23.5569 23.3499 23.1705 threshold=216.70930021972171 0.56491050140564403 197.53903644935039 230.5919033056648 1.5000000000000002 1.5000000000000002 0.71703170796695981 83.474012131195281 172.42149072480402 1.0000000180025095e-35 208.86778071150641 224.40486774621857 238.01725731405753 33.000000000000007 1.5000000000000002 0.77565599897998228 0.75644192995075532 0.83542588446036736 40.500000000000007 78.70587656161193 1.4353409019533949 27.849711262883659 23.887992858886722 20.235844826389357 54.199149516374234 29.500000000000004 29.500000000000004 49.716281927927291 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 10 -2 14 8 17 11 19 21 25 -10 -1 -6 -11 26 -18 -4 -15 -3 -21 -12 -25 -5 -8 -7 right_child=1 3 4 12 15 27 7 -9 13 16 23 -13 -14 20 -16 -17 18 -19 -20 22 -22 -23 -24 24 -26 -27 -28 -29 leaf_value=-0.0063342546385267273 0.00086878506625718437 -0.00041386419820668789 -0.0020354404093605987 0.0041452955426601584 -0.0082037662346361468 -0.0089413532590861492 -0.005568676105323832 0.00074644628704265419 -0.0026051696650255308 -0.0046125837772938664 -0.0015248134444746917 0.0026562458607178466 0.0052460308837407642 -0.0044483122848266313 -0.0090795878912157731 -0.0022220457271318697 0.0010974053650883325 -0.003581175253027786 -0.0027287897280882248 -0.017776770877133783 -0.0081039929719585232 0.001546209763528217 0.0034209245980580776 -0.00048606923654595106 0.0011555667549028011 0.0029121096107152795 -0.0077132445372409221 -0.00077349668161086403 leaf_count=32775 5137 14707 86797 113406 14398 16070 15272 9242 31417 3652 23084 123356 74443 44468 17042 2629 18149 7331 5463 110 4519 106258 2718 47453 27460 40261 26876 695 internal_value=0 0.0574394 -0.0760033 0.0663433 -0.0356826 -0.145702 -0.119676 -0.103062 -0.111609 0.0398537 -0.0238354 0.0454071 0.0978815 -0.0898152 -0.166073 -0.166228 -0.00991211 -0.147023 0.00484414 -0.0431379 -0.109268 0.0298632 0.0592834 -0.00618193 0.00264146 0.0872719 -0.158373 -0.196426 internal_count=915188 521597 393591 499695 204649 21902 188942 139125 129883 271585 187622 244321 228110 80404 49817 17027 27264 49479 23612 89625 48987 120965 2828 97997 74913 153667 42148 16765 shrinkage=0.0437965 Tree=22 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 32 20 17 16 16 16 17 32 33 0 16 32 0 31 17 31 19 27 0 14 16 21 27 split_gain=3643.01 963.695 494.204 488.041 229.789 178.453 119.539 126.789 93.7065 83.4724 53.141 50.4418 47.9817 45.733 41.0138 39.5062 36.4633 32.6187 30.4548 27.2975 26.2609 25.824 22.2333 21.8867 20.8242 20.6496 19.8197 23.6321 threshold=213.89676952444884 0.56491050140564403 195.80665694297264 230.14352878515237 0.67092494837336891 1.5000000000000002 0.6981975264455581 90.095430635729727 223.22334179357026 173.72530992842769 238.01725731405753 70.307585737635222 1.5000000000000002 2.5000000000000004 33.000000000000007 206.87225217256182 1.5000000000000002 45.000000000000007 1.5000000000000002 50.190009482382294 1.5000000000000002 618.25000000000011 32.500000000000007 33.000000000000007 49.716281927927291 218.63962037258113 1.5000000000000002 17.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 13 -2 16 9 12 17 20 15 19 -4 -11 23 -1 -8 21 -3 -5 22 -10 -6 -7 -21 -9 -28 right_child=1 3 4 10 11 24 7 26 18 14 -12 -13 -14 -15 -16 -17 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.006147768523047414 0.00034099648113652525 -0.00010711116674452486 -0.0047901368875970596 0.0037588703989856315 -0.0011896623627637392 -0.008590257044445701 -0.0052656978220223666 0.005830658803971424 0.0019782751921520281 -0.0025194662961009339 0.0050167260477803821 0.002401768621773877 -0.0039327049620961601 -0.0092456055648157693 -0.004665844972475389 -0.00070140529581843962 -0.0087424994105786153 -0.0074983087737313667 0.00019650120253567803 0.00061389678946654157 0.0015998260131049196 0.0028717942261540967 -0.00066432270850904696 -0.0027623091428487716 -0.0010815321897178238 0.0018735977186167035 -0.0021653827427046352 0.0033628154927653315 leaf_count=29333 6040 47099 14957 152342 27810 18294 33377 1356 46994 28237 74441 6956 4293 6272 43204 73181 16085 20118 13528 56631 11631 80817 7019 43566 737 44633 3807 2430 internal_value=0 0.0496831 -0.0800925 0.0585906 -0.0419913 -0.141971 -0.117079 -0.101906 0.0318215 -0.109531 0.0923884 -0.028339 0.0144279 -0.139429 -0.0871644 -0.0323415 -0.161353 -0.139402 0.049719 0.0174437 0.0823291 0.0542574 0.0373288 -0.0490808 -0.189501 0.0266944 0.0235588 -0.000263475 internal_count=915188 564499 350689 539428 172742 25071 177947 132529 301014 124936 238414 151513 152656 21229 71441 144557 45418 53495 148358 148363 163973 134830 54013 71376 19031 101264 7593 6237 shrinkage=0.0437965 Tree=23 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 16 32 17 16 17 30 23 16 17 30 0 17 0 30 19 33 0 7 5 split_gain=3341.3 931.344 495.542 382.963 195.709 188.654 97.1245 76.6772 70.3826 64.6425 52.2479 50.674 52.0074 49.6028 46.3864 43.6632 37.3834 33.3025 28.818 28.4423 27.0619 26.5252 23.7393 24.0454 23.1997 21.9874 21.9104 22.2527 threshold=212.09181956546027 0.59527311800007754 228.60435607360589 189.83417676722999 0.65605430211607596 1.0000000180025095e-35 83.474012131195281 221.19175522725899 147.97273335563736 237.38384307741691 1.5000000000000002 74.210824791523933 203.33688465588719 36.437424497431337 1.5000000000000002 0.92040661743187191 173.72530992842769 51.024770306189943 1.0000000180025095e-35 33.000000000000007 49.897678635403729 33.000000000000007 1.0000000180025095e-35 577.25000000000011 2.5000000000000004 29.500000000000004 -61.541437149047844 77.144760131835952 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 7 6 14 -2 8 17 -1 18 13 12 21 -10 -5 -8 -15 19 25 -3 -18 -6 23 -9 -7 -4 -17 -28 right_child=1 2 9 4 11 24 15 22 10 -11 -12 -13 -14 16 -16 26 20 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0078260291560759265 0.00018357651158688561 0.00032013888291828973 0.0037224474101604328 -0.0044143583787504227 -0.001618559550808301 -0.0053897144822361714 -0.0041433403358206028 0.0011263363903025142 -0.0014347071678476595 0.0047178720549000668 -0.0080069997671145983 0.002051738973309427 -0.001059799373076323 -0.0060255497478609839 -0.0084554355204183723 -0.0051507702979157318 -0.0024665041784382872 0.00083720383383189189 0.0013044805846819591 -0.0018914337552201118 -0.004835685091986521 -0.0033608723886432751 9.644323296413206e-05 0.002364671100350056 -0.0086297881590257069 0.0026371951665503757 0.00054361178693488287 0.0069458332965731352 leaf_count=21741 7836 26447 124082 13980 27282 5808 5016 44619 7766 84395 10766 6763 80197 43176 8928 812 12104 90567 13439 19290 39191 43459 14482 92284 15690 50335 3186 1547 internal_value=0 0.0450532 0.0541526 -0.0811304 -0.0503838 -0.128639 -0.119347 0.025213 -0.126585 0.0847332 -0.116561 -0.0378376 -0.041632 -0.109583 -0.136753 -0.0269997 -0.115898 0.00800786 0.0744051 -0.0139877 -0.0976479 -0.0613961 0.0407042 0.0447771 -0.177056 0.0778431 0.0341556 0.0601922 internal_count=915188 589274 559940 325914 180609 29334 145305 287689 134744 272251 113003 157701 150938 102237 22908 10561 94471 136304 187856 45737 51295 70741 151385 136903 21498 174417 5545 4733 shrinkage=0.0437965 Tree=24 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 29 0 16 17 30 9 0 16 29 1 29 30 30 17 16 17 0 29 1 1 30 5 split_gain=3055.5 776.635 475.054 354.405 215.139 160.58 124.074 92.7138 62.6052 61.2468 57.9553 56.5256 43.8045 42.8957 39.4045 37.8855 40.2617 39.8938 31.3051 30.3222 28.1799 27.8506 25.5725 24.6108 24.0405 24.0359 23.3963 23.1415 threshold=215.36823874755385 0.59527311800007754 197.53903644935039 230.29083299986664 0.67092494837336891 1.5000000000000002 0.63125945455773669 33.000000000000007 223.74189601124206 78.70587656161193 1.5000000000000002 0.93854952941032244 33.000000000000007 239.75192807438387 0.13452473524401987 456.50000000000006 1.6796496475797629 1.0000000180025095e-35 1.0000000180025095e-35 70.307585737635222 159.60463130300084 45.041744523002698 29.500000000000004 0.16384583605880129 5034.0000000000009 676.50000000000011 2.5000000000000004 28.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 10 23 14 9 18 -8 -4 24 19 22 -1 -14 25 -18 27 -6 -16 -10 -5 -2 -9 -17 -19 -3 right_child=1 3 4 13 12 -7 7 11 21 -11 -12 -13 15 -15 20 16 17 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.008677105382953923 -0.0087528509944044697 5.7165563231459531e-05 -0.0035995281463062855 0.0037187953196703817 -0.00031426387087631909 -0.0079026817681089809 -0.0027156852863437228 -0.0079149382947213444 0.00041602156351259345 0.0022247737407689893 -0.008176660717540269 -0.0040865447662113835 -0.0039511268004153053 0.0048620753059747451 -0.0068261233411438067 -0.0017638444929576173 -0.0016957364735979972 -0.012028208038600444 -0.001044570698139721 0.0035960259164744082 -0.0049434220744551437 0.0023028381696131245 0.0025362036239942589 -1.951650602436734e-05 -0.00062401401420334563 -0.00020720487033616341 -0.0022594055325515761 0.0013778737192117214 leaf_count=9025 668 35466 12328 137075 65070 16585 38056 11388 17070 5510 9316 56559 11033 50052 23328 36605 3254 1642 16134 4040 44035 124076 47134 8426 939 39621 659 90094 internal_value=0 0.0478598 -0.0697585 0.0562892 -0.0335333 -0.121885 -0.104972 -0.083846 0.0324637 -0.04774 -0.12717 -0.106681 -0.021017 0.0850554 -0.136073 -0.0352098 -0.027789 -0.109981 0.0176149 -0.00195628 -0.127759 0.0473702 0.0780018 -0.0150931 -0.16804 -0.0217992 -0.210758 0.022943 internal_count=915188 542780 372408 517101 183568 25679 188840 112452 282840 43566 21644 68886 161924 234261 76388 92814 81781 5555 141694 69110 67363 141146 184209 9094 12327 76226 2301 125560 shrinkage=0.0437965 Tree=25 num_leaves=29 num_cat=0 split_feature=16 32 16 29 5 16 16 32 17 0 16 29 0 14 0 23 30 30 13 25 29 17 17 16 10 17 29 0 split_gain=2799.07 809.054 448.867 285.908 162.152 136.774 88.6085 79.3687 76.8019 56.525 54.6813 43.8299 43.0189 45.164 41.8466 40.0693 36.3834 37.774 31.8482 31.7561 29.9238 29.0899 27.7955 24.9678 32.8371 22.121 21.4823 20.4954 threshold=210.41539750032214 1.5000000000000002 225.73298015378109 0.63125945455773669 29.516095161437992 184.16124743727656 233.22455406298175 1.5000000000000002 99.18466983782379 33.000000000000007 176.17009974860113 1.7088469134552084 33.000000000000007 19.070965942394654 45.000000000000007 0.80173536608319229 1.0000000180025095e-35 2.5000000000000004 31.817646171871687 632.25000000000011 0.5916213995003422 78.70587656161193 49.26126208810819 245.07497635061773 0.99576222100420519 42.910839877715432 1.4493867664632096 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 7 -3 8 25 10 14 21 27 19 20 -14 -5 -6 18 26 -15 -11 -2 -7 -12 -8 -25 -4 -18 -1 right_child=1 4 6 5 15 9 23 -9 -10 11 22 -13 13 16 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 leaf_value=-0.0048234442057333788 -0.00081544859178958519 -0.0073222225041486601 0.00072985354437122532 -0.0036141498893170489 -0.0038728065024589047 -0.00091061547835104522 0.0037417502591752497 -0.0077745606193430255 0.0011660249945776074 -0.0031324492503800685 -0.00085152096458959595 -0.0062939227860034381 -0.0030922284285349916 -0.00089536704345448187 -0.0059868304518048091 0.00034844896996044362 -0.0021356364502943658 -0.00048888947724133928 0.00098273932025327707 -0.0014239943585884214 0.0014555884723830357 0.0031734731255970835 -0.0040698314745542495 0.006065817295422167 -0.020064130588143839 0.0026028106785331876 -0.010197955522120246 -0.0068405667040382446 leaf_count=18299 12297 19441 13144 32832 7709 50615 153294 20789 4718 37808 6116 5304 8034 22483 25203 9792 1089 5847 75403 46579 117140 3582 32506 11437 93 151646 1517 20471 internal_value=0 0.0391127 0.0483536 -0.0782266 -0.104328 -0.0571163 0.0724162 -0.122657 -0.0960735 -0.0401261 -0.107921 -0.0555332 0.0158226 0.0016916 -0.106048 -0.0344998 0.00715363 -0.0557912 0.0125893 -0.0499911 0.0283089 -0.0146288 -0.0812896 0.0888104 0.133688 0.0560187 -0.155923 -0.134452 internal_count=915188 610366 573424 304822 36942 206641 329614 98181 62753 143888 77392 89691 243810 114373 58035 17501 106339 8453 97886 84387 129437 54197 38622 164824 11530 164790 2606 38770 shrinkage=0.0437965 Tree=26 num_leaves=29 num_cat=0 split_feature=16 20 16 16 32 32 20 17 16 33 0 13 14 17 26 16 17 12 32 9 7 0 22 0 26 26 0 1 split_gain=2578.37 615.243 452.795 273.255 213.335 109.741 107.557 102.101 69.2006 58.2982 48.016 41.5015 40.1991 37.7028 36.8572 33.7824 32.7838 30.247 30.1278 28.2519 24.4185 24.1247 23.0752 21.2637 21.0882 21.0163 20.2113 19.4371 threshold=216.70930021972171 0.54433498426083704 198.1131872189849 230.90042127991649 1.5000000000000002 1.5000000000000002 0.71703170796695981 83.474012131195281 172.42149072480402 2.5000000000000004 33.000000000000007 30.986948082545236 18.075395187115966 46.51133644528965 2.0034218379907816 239.22636332381259 74.210824791523933 96.29036790187179 1.5000000000000002 0.87895647065566263 -18.561149597167965 49.500000000000007 581.25000000000011 43.000000000000007 1.5425184258100406 0.32219105440130441 29.500000000000004 341.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 11 -2 18 8 19 10 20 -4 -12 -10 16 26 25 -6 -1 -8 -3 -16 -14 -21 -15 -13 -5 -22 right_child=1 3 4 15 17 -7 7 -9 13 -11 12 14 22 24 21 -17 -18 -19 -20 23 27 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0051581777453566582 0.00068054447536437302 0.0028320909053635556 -0.0016952972746251047 0.0034354164486862689 -0.0073166191095557064 -0.0070780554253613605 -0.0088342329233299204 0.00082978255533861444 -0.00024337968941589167 -0.003938390251953125 -0.0038054998310802055 -0.0072263624887387978 -0.00030358413317678126 -0.0032427096720109901 -0.0018168871163962827 0.0043904504220939394 0.0035642498258710333 -0.0033869269262166439 -0.0074141482754471284 -0.0041099889804223086 -0.00097899258791631538 -0.0090028497105581265 0.0012697157829036037 -0.0060361457696959872 -0.0064181619102034659 -0.00026869735383225812 0.0023154304066574146 0.0017505290500918758 leaf_count=33074 4464 44463 63924 123189 10944 16141 3766 9415 7910 3850 3565 839 22917 71198 2346 57157 4327 5721 17291 27232 5226 1450 81377 18436 4251 111540 41257 117918 internal_value=0 0.0461161 -0.061092 0.0530822 -0.0279034 -0.123233 -0.0957487 -0.0816842 -0.0888189 0.0322785 0.0339865 -0.0181124 0.0175285 -0.0712395 -0.00718655 0.0793039 -0.00403241 -0.136257 -0.13546 -0.118462 0.0445776 -0.104159 0.0210978 -0.111597 -0.0781256 -0.00732118 0.0720247 0.0373248 internal_count=915188 521524 393664 500919 201091 20605 192573 142208 132793 279316 275466 184426 107859 83359 120502 221603 116706 16665 50365 49434 167607 3796 104294 45668 75449 112379 164446 123144 shrinkage=0.0437965 Tree=27 num_leaves=29 num_cat=0 split_feature=16 33 16 16 33 29 29 17 9 29 23 29 16 16 16 17 29 16 17 17 17 11 29 26 17 29 26 26 split_gain=2352.53 567.681 409.447 242.697 163.662 89.8949 67.989 66.767 48.2035 44.5739 42.2468 41.5535 39.3046 36.7467 31.1351 30.8155 29.1385 26.9838 26.4336 26.1103 25.0136 23.6891 23.3458 23.0077 22.2752 22.2096 20.408 20.3114 threshold=216.70930021972171 2.5000000000000004 195.80665694297264 229.52626169740901 2.5000000000000004 0.59964569721390604 0.64445840312674496 78.70587656161193 0.88889367362367111 0.58354343293218613 0.59053236893485883 0.16384583605880129 208.86778071150641 238.24111046878286 223.57428632070469 49.750142320467823 0.09717725235195053 176.17009974860113 46.754954851222443 70.307585737635222 54.278787013572689 0.84910113309002788 0.70263978476284239 0.13378332218884628 46.429512682643725 0.16384583605880129 2.0034218379907816 2.0034218379907816 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 6 16 23 8 -7 25 -3 -5 19 -13 15 -11 -1 -10 -16 27 26 -18 -9 -4 -19 -2 -14 -8 right_child=1 10 4 11 -6 7 12 22 17 14 -12 13 20 -15 18 -17 21 24 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0081065243439667738 -0.007680887351712423 -0.0071228490703016227 -0.0080149573636957763 -0.0065514091369485907 -0.0068363693694158236 -0.0071285566388088646 -0.0014219600033207314 -0.0066609127035167949 -0.0043127153306167388 -0.00019245255630337649 -0.002764463974022054 0.0028643916415949638 -0.00041930319267605143 0.0040412857248810653 0.00093678161798532104 0.0013580669010425598 -0.0054649205045685699 0.00014898272407460551 0.0023181303945262188 0.0017913948415208645 0.0010122775836355414 -0.0032303904641188897 0.00078972937662293583 -0.0025980256482332994 -0.0030537755952488696 -0.000643991758632506 -0.0057465374959512353 -0.0059437366658641761 leaf_count=6684 916 12030 1582 842 9691 7190 78270 887 37514 36136 6610 181573 57918 70705 39239 76924 50451 4538 82315 4806 29615 11103 8908 30499 50725 14151 1413 1953 internal_value=0 0.0440201 -0.0583827 0.050373 -0.0290921 -0.0938847 -0.0231191 -0.0761654 -0.0838856 0.028252 -0.127346 0.0721934 -0.0153189 0.0729336 0.031638 0.0196932 -0.122386 -0.0777726 0.0427481 -0.0306918 -0.000622885 -0.115577 0.00262638 -0.0654196 -0.0637215 -0.0244723 -0.0124707 -0.0349809 internal_count=915188 521441 393747 502801 215747 178000 206056 109762 99967 249681 18640 253120 173975 252278 234614 113060 68238 92777 121554 85029 88946 61554 9795 32081 55263 15067 59331 80223 shrinkage=0.0437965 Tree=28 num_leaves=29 num_cat=0 split_feature=16 20 16 29 30 16 32 17 16 0 30 19 0 16 9 26 30 25 0 0 17 14 29 9 12 16 6 29 split_gain=2151.6 644.606 350.496 229.67 148.141 106.955 61.5861 60.2866 52.3696 50.3765 52.824 56.3576 49.126 43.6005 37.926 37.6813 27.7181 25.4932 25.3498 24.0402 23.9115 23.045 27.3503 22.2212 21.786 20.7737 22.3261 19.9264 threshold=210.41539750032214 0.63069865461975994 227.52126966804033 0.63125945455773669 1.5000000000000002 184.16124743727656 1.5000000000000002 99.18466983782379 234.67869051616398 33.000000000000007 1.0000000180025095e-35 618.25000000000011 33.000000000000007 162.66014819341535 0.93398596054982608 2.0034218379907816 2.5000000000000004 632.25000000000011 40.500000000000007 29.500000000000004 78.70587656161193 19.330606525728946 0.20591886814647109 0.95445204949239482 45.917261889578043 246.05976645086901 0.12922200500667488 1.6796496475797629 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 6 24 7 13 14 -4 21 11 -11 20 -1 -5 17 27 -14 -16 -15 -7 22 -3 -19 -2 -10 -27 -12 right_child=1 2 8 5 -6 12 -8 -9 25 10 16 -13 15 19 18 -17 -18 23 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.005674180625142123 -0.006311831523711166 -0.0099742606065735141 0.0023657262808558753 -0.0062458512099576842 -0.0066537473369348288 -0.00071918834854128508 -0.0068641774167273193 0.0010904812675701511 0.0033942279121852146 -0.00092713108972403873 -0.0029829030608194964 0.0010996773128426809 -0.0028289234199616155 -0.0025587751687994121 -0.0024502156892269697 -0.0072992144515597714 -0.00099649405090691183 -0.0031104460051425567 -0.0045102671297815857 -0.0044391897424894654 0.0029812804032261068 0.0015309781897644183 0.00030649370637702233 -0.00083015435175143348 -0.00025683046483491285 -0.017428160270589906 0.0058152195618224392 -0.0088320820732513457 leaf_count=25208 1253 506 159109 12146 20692 50572 20760 4694 127394 40318 2868 75768 38557 27313 22628 2640 7737 10443 23210 24957 3587 125499 26033 38117 12616 80 8653 1830 internal_value=0 0.0343225 0.0422844 -0.0685536 -0.0983241 -0.0496257 -0.108359 -0.0841034 0.0663355 0.0169751 0.00240066 0.00903597 -0.03461 -0.0953983 -0.0929275 -0.0489616 -0.0595428 -0.0453948 -0.0797626 -0.0789243 -0.0108251 0.0292951 0.00252253 -0.0301517 -0.0183547 0.0807344 0.127917 -0.120131 internal_count=915188 610356 575795 304832 34561 206594 98238 62678 295236 280559 128521 116086 143916 77478 57984 89757 12435 87117 45838 52270 54159 152038 26539 48560 13869 136127 8733 4698 shrinkage=0.0437965 Tree=29 num_leaves=29 num_cat=0 split_feature=16 33 16 16 32 20 17 20 16 30 17 12 2 30 20 0 20 16 12 26 1 11 0 32 5 21 9 17 split_gain=1974.89 479.572 351.456 205.924 165.994 85.1761 82.4405 58.5019 56.6725 45.3317 41.0538 37.5338 36.6373 35.0872 31.6115 31.2573 30.1006 27.5637 25.6299 24.9828 25.6359 24.9246 24.3558 24.3487 20.8116 18.2817 29.5937 18.0627 threshold=216.70930021972171 2.5000000000000004 198.1131872189849 230.5919033056648 1.5000000000000002 0.72334659664418743 83.474012131195281 0.6981975264455581 168.55793006959416 1.0000000180025095e-35 46.004716870151363 98.597979746446683 16.140873015873019 1.0000000180025095e-35 0.66336939438230436 35.000000000000007 0.52308838702281335 240.37915865713447 96.29036790187179 2.0034218379907816 464.50000000000006 0.83542588446036736 40.500000000000007 1.5000000000000002 48.471097946166999 1.5000000000000002 0.94289952512064501 33.766729408031473 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 9 12 23 8 -3 21 11 27 15 19 17 -11 -2 -15 -5 -6 20 -4 -7 -16 -1 -12 -8 -27 -10 right_child=1 7 4 13 18 6 25 -9 10 14 24 -13 -14 16 22 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0045258904196678346 0.001234299342532007 -0.0063630191054561891 -0.0021056659982405957 0.0029094372320008434 -0.006489880211930212 -0.0051837080781946343 0.0052287162470048753 -0.00023995069610554197 0.0050060237175059653 -0.0045855826179643008 -0.0028722034763819385 0.0018958675876892177 0.00010704899573018336 -0.0045349987621900491 0.00083808717499483433 -0.00043272112186962854 0.0016810001473483412 0.0042016556698825846 -0.0028735428426389709 -0.0063719657320209294 -0.0006576751616986635 -0.0021217810224400811 -0.002523384000933479 -0.0065435934280550249 -0.0052084178187209408 -0.0045461606514006266 0.0015977316471878368 -0.00076740394220692365 leaf_count=33718 85821 14890 33279 173147 10940 35633 1531 3746 1195 3215 73198 133374 69876 1657 17642 28820 15216 38748 5727 1741 79429 5951 5400 17388 8126 2035 5761 7984 internal_value=0 0.0403421 -0.0534891 0.0461779 -0.0242405 -0.0840248 -0.07138 -0.117184 -0.077796 0.0276998 -0.0637554 0.0318828 -0.0155989 0.0683316 -0.011812 0.0186139 0.024444 0.0718263 -0.11981 -0.026615 -0.0247787 -0.108354 0.00114874 -0.119014 -0.0709108 0.0194822 -0.000137375 -0.000360079 internal_count=915188 521676 393512 503040 200992 192520 141414 18636 132087 274272 90503 248015 184325 228768 26257 114641 16873 211895 16667 114449 112708 41584 23042 51106 81324 9327 7796 9179 shrinkage=0.0437965 Tree=30 num_leaves=29 num_cat=0 split_feature=16 20 29 16 16 30 17 30 16 9 30 19 16 24 12 26 16 11 28 21 9 30 17 20 16 29 30 30 split_gain=1809.24 474.378 283.051 210.347 151.482 100.45 62.2574 55.7997 49.3509 44.8189 40.4509 36.8622 29.2367 27.5079 32.4161 25.9569 24.5547 23.3572 23.1006 22.6048 25.7729 21.8373 20.2988 19.8379 19.7338 19.5676 18.8239 18.7027 threshold=215.36823874755385 0.59527311800007754 0.64445840312674496 230.14352878515237 199.16200686106347 1.0000000180025095e-35 78.70587656161193 1.0000000180025095e-35 176.17009974860113 0.88414896074866511 1.0000000180025095e-35 604.75000000000011 240.72339321724726 22.500000000000004 68.441125496954299 2.0034218379907816 181.40375666647134 0.85770365747482458 674.25000000000011 1.5000000000000002 0.93940035952747836 1.0000000180025095e-35 49.26126208810819 0.57473949940917402 224.08332773830173 0.22422514999423102 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 7 10 6 -2 9 8 17 -4 11 13 26 25 -15 18 -11 -1 -6 -8 -21 -20 -10 -9 -13 -3 -5 -17 right_child=1 3 4 12 15 -7 19 23 22 16 -12 24 -14 14 -16 27 -18 -19 21 20 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0051689921096886009 0.0004236182023746052 -0.0071404600669055743 -0.0064234824265588519 0.0027581034366419084 -0.00095409984383804959 -0.0058341618478391531 0.0058090246259739492 -0.0064683985689960605 -0.00046903026331184732 -0.0035779712873719206 -0.00048480010885781081 0.0011933442640482295 0.0039452359620439767 -0.013333532988571317 -0.0011135599977138643 -0.0011769679873362643 -0.002199566804886777 -0.0018318024728576552 0.00061151862376600252 -0.0045493326539570991 0.0010489011184252658 -0.0016877022202717851 -0.0030560538211155341 -0.0032647401843303998 0.0021957692008323852 0.00088840756687271307 0.0010974555032387046 -0.0076087963038730076 leaf_count=34842 6646 586 6952 184140 83515 18948 1362 22270 6818 43270 28318 75344 39474 438 8439 1768 58039 4548 44842 2055 6787 9624 39651 4448 75332 90935 14095 1702 internal_value=0 0.036785 -0.0537188 0.0433625 -0.035577 -0.0961083 -0.0619568 -0.0956045 -0.0831851 -0.0689948 0.024759 0.0287999 0.0652283 0.013956 -0.0391928 -0.0134839 -0.0636649 -0.109225 -0.0113357 0.0127141 -0.00575854 0.0046865 -0.0611118 -0.135514 0.0386907 0.0191111 0.0602795 -0.0989056 internal_count=915188 542695 372493 517101 259916 25594 118465 112577 85859 108261 279392 251074 237709 100398 8877 141451 101309 39390 137981 10204 8842 54466 46469 26718 150676 91521 198235 3470 shrinkage=0.0437965 Tree=31 num_leaves=29 num_cat=0 split_feature=16 32 16 29 12 16 0 16 32 9 16 0 14 23 30 29 0 29 1 0 5 1 16 25 28 0 14 30 split_gain=1670.11 478.734 240.688 209.511 104.441 98.322 67.5308 51.2223 51.1059 41.3954 38.4221 30.6005 31.2731 24.6684 24.3585 25.197 22.3381 24.8648 23.1241 22.1882 20.0736 18.776 18.7112 18.3087 18.1483 17.7232 19.2171 17.2517 threshold=212.09181956546027 1.5000000000000002 225.73298015378109 0.64445840312674496 96.544678887547576 197.53903644935039 33.000000000000007 233.22455406298175 1.5000000000000002 0.93854952941032244 162.66014819341535 33.000000000000007 19.891383682534208 0.80616835147316912 1.0000000180025095e-35 1.4246027742749057 40.500000000000007 1.5396688560481666 676.50000000000011 29.500000000000004 28.00000095367432 5034.0000000000009 247.39829882059266 20145.500000000004 716.25000000000011 29.500000000000004 21.254694069951018 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 8 -3 6 23 25 10 21 -1 -2 -13 -6 20 -16 -7 18 -18 -12 -14 -8 -9 -5 -11 -4 -27 -19 right_child=1 4 7 5 13 16 9 22 -10 24 19 12 14 -15 15 -17 17 27 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0050234350047860185 0.001073094141861401 -0.0057818354738423195 0.0022584393282708971 -0.001379502514618059 -0.0029557611752578589 -0.00019299274360585548 -0.0063443468129943496 0.0029196739586916406 -0.0059931998929462996 -0.0035673346977891244 -0.0021663566250765087 -0.0022603536778307738 -0.00086419589688587427 0.00047685950470500245 -8.2651788515339115e-05 -0.0053842805113588042 -0.0020340806888070728 -0.002294277875958586 -0.00016649387036565995 -0.0038898320889105779 0.00082918055524359904 9.2660934789148226e-05 0.0055629103523720984 0.0097008947683519357 -0.0018622718793271226 -0.00078812405430489106 0.0016059848917259216 -0.0074591326877047753 leaf_count=25958 120766 18855 104479 41994 7052 54344 11245 159433 22120 37792 29875 10160 16634 9327 4426 2812 26687 3158 24293 27533 69658 942 5308 288 17527 7316 53163 2043 internal_value=0 0.0317546 0.038941 -0.0574634 -0.081272 -0.0399162 -0.0611125 0.0561366 -0.0941114 -0.0807406 -0.0827734 0.0136827 0.00108173 -0.0228571 0.00680559 -0.0489163 -0.0188614 -0.0328435 -0.026124 -0.0683375 0.0114794 -0.133499 0.0686092 -0.0297748 -0.0691177 0.0436804 0.0300567 -0.0987084 internal_count=915188 589389 554155 325799 35234 220313 109788 329699 105486 67506 83366 224456 103690 16379 93530 7238 110525 56181 50980 57408 86292 12187 164741 42282 55319 164958 60479 5201 shrinkage=0.0437965 Tree=32 num_leaves=29 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 30 30 19 32 17 16 20 26 17 24 12 16 16 5 9 23 15 14 25 split_gain=1516.58 375.628 271.552 163.763 153.802 64.397 58.9275 45.9237 45.5173 41.7138 36.1605 33.4648 27.6718 43.7315 30.7275 27.1944 26.7574 25.9876 24.5944 31.7696 23.5152 22.974 28.2452 31.3559 21.3826 20.8748 31.6199 37.0627 threshold=216.70930021972171 0.53429069363857018 190.57304869044003 230.90042127991649 0.65605430211607596 1.5000000000000002 99.18466983782379 147.97273335563736 204.17852425071345 1.0000000180025095e-35 1.5000000000000002 660.25000000000011 1.5000000000000002 39.397740022978233 174.97539497539501 0.75644192995075532 0.9322737866975902 74.210824791523933 22.500000000000004 69.13046532517447 243.53150303038899 108.33527962179026 74.003772735595717 0.94846908795679552 1.3884867299179506 0.2518126126571989 40.300451715381421 2335.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 10 -2 7 21 -6 11 -4 18 13 -9 -15 -11 -8 -10 -3 -20 -5 22 -1 -24 -17 26 27 -22 right_child=1 3 4 20 8 -7 16 12 17 15 -12 -13 -14 14 -16 24 -18 -19 19 -21 25 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0048317552849078014 -0.00058153364919776018 0.00094591732242396806 -0.0028266770744727766 0.0025356680951816707 -0.001597022839607466 -0.0059754414800005269 -0.0025422205621431011 -0.00078182943208702246 -0.00036934768082452578 -0.0036701276247160281 -0.0059605157583829185 0.0017691027962428946 -0.0054304653862537388 -0.0043635715466077991 -0.002776301138062457 0.00076712205031392443 0.0029206360531773123 0.0035398942123022669 -0.012688452085804684 -0.00074069432711847106 0.0022207577427779505 -0.0061022808730104225 -0.0011978062328109969 0.015474396869397389 -0.0023807684032801559 0.0046327348476146255 0.005012815014868493 -0.016135673476128234 leaf_count=2332 6107 115902 16663 202833 78299 13929 3176 13042 134315 4414 12258 124628 11378 42365 52242 18695 3751 3343 445 10490 444 19401 706 312 5316 17004 996 402 internal_value=0 0.0353689 -0.0468551 0.0407324 -0.0263861 -0.0988977 -0.0805621 -0.0849622 -0.0172148 0.0246515 -0.0948692 0.0287559 -0.0770937 -0.0721367 -0.0796201 -0.0116592 0.0094971 -0.00626563 0.0173208 -0.0280139 0.0610361 -0.126128 -0.049655 0.089321 0.0016025 0.0948248 -0.00629405 -0.148455 internal_count=915188 521605 393583 501569 244878 20036 148705 141778 215957 279890 28921 251465 119027 107649 94607 28425 6927 137658 126837 10935 221679 22751 3350 1018 24011 18846 1842 846 shrinkage=0.0437965 Tree=33 num_leaves=29 num_cat=0 split_feature=26 0 32 12 0 25 30 20 17 14 11 0 26 12 14 9 11 17 0 20 9 4 17 11 0 11 28 11 split_gain=924.298 439.976 204.809 124.335 108.149 79.8115 88.4936 76.3519 62.0943 52.7554 52.5896 47.7415 44.0644 40.7095 37.2432 33.0933 28.6539 28.2322 27.804 27.4497 27.2338 23.6891 22.1772 20.8982 19.2454 19.1005 18.6169 17.9429 threshold=0.76706056903473574 40.500000000000007 1.5000000000000002 99.816756826189717 29.500000000000004 630.25000000000011 1.0000000180025095e-35 0.71072497599728923 46.26471858316436 20.166572967931852 0.87222468697623989 49.500000000000007 1.4353409019533949 75.816756826189717 19.330606525728946 0.95572717875318081 0.81378449971639955 56.444306581983319 29.500000000000004 0.52308838702281335 0.93854952941032244 45.123106002807624 65.074936636657256 0.83117442419768017 22.000000000000004 0.85186700612232535 805.25000000000011 0.78053545049592488 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 14 10 20 11 -5 -9 16 13 -7 -8 26 24 -10 -6 -15 -16 -4 -3 -14 -17 -11 -2 -22 -1 -13 right_child=1 5 19 7 9 6 12 8 15 23 -12 27 21 17 18 22 -18 -19 -20 -21 25 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0020091204724458551 0.0002305784371076244 -0.0055166470921184721 -0.0056101557868994123 -0.0041244388740518277 -0.0049984050658353416 0.00092099537885022048 -0.0015851228373798929 0.0026740637160160259 0.00051777644280760456 -0.0025220249551356545 0.0010325880284435048 -0.0019836626341628565 -0.0081428562886999827 0.00046208441413063579 0.0012786586234551577 0.0017601148967976582 -0.002824877673229362 -0.0032163681836653831 -7.2725172405918881e-06 -0.0030628108617447793 -0.0024072448038852654 -0.0024686623692028839 0.0046159812496092039 -0.00022558920061420038 -0.0018358381144386109 -0.00087186126495965104 -0.0055998034889909037 -0.00022560621446015417 leaf_count=37589 20272 4181 36617 3780 23504 67371 12413 171650 50215 19056 23180 17985 3956 24673 115607 63673 23037 4777 44730 10424 44912 2194 5681 12645 15073 23765 2990 29238 internal_value=0 0.0177885 -0.056757 0.0340719 -0.0407199 -0.0209946 -0.00643533 0.0470365 0.0488694 -0.0681326 -0.0177091 0.00394036 -0.070487 -0.031375 0.014527 0.0313738 -0.0895631 -0.00307301 0.0210043 -0.115207 -0.0476035 -0.139705 0.0455299 -0.03667 -0.0148563 -0.0428331 -0.051915 -0.0204392 internal_count=915188 696696 218492 490681 171451 206015 133157 294999 291219 78242 93209 114594 18563 70029 195682 119569 46541 29450 160337 47041 72858 6150 69354 31701 35345 68677 40579 47223 shrinkage=0.0437965 Tree=34 num_leaves=29 num_cat=0 split_feature=1 0 32 20 17 0 30 1 0 11 1 11 23 20 14 25 9 1 13 11 11 7 9 17 14 17 30 20 split_gain=861.304 451.428 161.904 160.543 124.366 116.907 81.0886 82.5838 46.3706 40.0543 34.7781 32.8212 32.4497 30.1744 30.1522 29.0571 25.7442 33.0094 24.9696 23.7717 22.0841 20.4802 25.881 26.6187 20.0973 18.8987 17.5616 17.5199 threshold=436.50000000000006 40.500000000000007 1.5000000000000002 0.71072497599728923 46.004716870151363 29.500000000000004 1.0000000180025095e-35 676.50000000000011 49.500000000000007 0.87393550893550909 667.50000000000011 0.82144444444444453 1.3997816103028553 0.53429069363857018 19.735238523265647 2335.2500000000005 0.95661684955978066 3391.5000000000005 24.868587143231625 0.86803120075009488 0.90683369926006685 -16.699242591857907 0.95508374403974849 61.002113915355785 18.977926492910481 57.320689356948023 2.5000000000000004 0.36653848976945219 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 13 10 9 7 19 -9 18 24 -7 -8 -2 15 -6 17 -10 -1 -3 21 22 -16 -24 -5 -15 -14 -20 right_child=1 6 -4 4 14 11 12 8 16 -11 -12 -13 26 25 20 -17 -18 -19 27 -21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0023941756979255244 -0.0049794037099285668 -0.0021979337134694229 -0.0053650146598514421 -0.00099295027199087908 -0.00037549205270055285 -0.0044961842404932671 -0.0023924359841243415 0.00079933651079123374 -0.0037300594778649221 0.00062670470753224748 0.0026021277300923573 -0.0024457676088423526 -0.0078096044323337013 -0.00055235429564062246 0.0004817479653376356 -0.01283811608785442 -0.00033001131598153305 0.0014133455417744399 -0.0087265549231008901 -0.00037129671447849358 0.0027468989937081663 0.00060176171434740103 0.0016211181162190417 0.004250805696330108 0.001661486391673762 -0.0061544501832327871 -0.0026508067137328106 -0.00056848573461210344 leaf_count=33892 6923 58044 35049 6007 25359 32135 23905 70426 10593 21143 168617 28041 3768 9196 29780 364 35272 3092 513 17874 13517 137693 38172 9154 61320 1321 1906 32112 internal_value=0 0.0153266 -0.0613917 0.0318553 0.0352111 -0.0469044 -0.0219691 -0.0145791 0.00181914 -0.0236052 0.0517424 -0.080845 -0.0707629 -0.0624264 0.0198573 -0.0126003 -0.0218188 -0.0586338 -0.0356567 -0.0403657 0.0235141 0.021047 0.0340955 0.0486287 0.032529 -0.0286784 -0.138748 -0.0159091 internal_count=915188 732303 182885 507423 489983 147836 224880 195301 119383 87660 235944 60176 29579 17440 254039 25723 48957 13685 66517 75918 228316 214799 77106 47326 67327 10517 5674 32625 shrinkage=0.0437965 Tree=35 num_leaves=29 num_cat=0 split_feature=29 0 32 11 1 0 25 30 0 9 1 14 29 30 0 12 20 22 14 6 29 14 20 20 11 20 0 14 split_gain=783.522 372.322 183.579 103.357 93.388 74.8257 69.0757 64.6406 58.6578 42.3446 38.3563 36.5742 34.1903 33.5033 32.433 31.2505 30.4582 29.2071 28.5893 25.7813 23.4232 20.9825 20.7946 20.4686 19.9324 19.0132 17.8745 17.7081 threshold=0.75849712876652486 37.500000000000007 1.5000000000000002 0.87306827211581484 661.50000000000011 49.500000000000007 646.25000000000011 1.0000000180025095e-35 29.500000000000004 0.95689852803996911 468.50000000000006 44.355478943496827 1.6796496475797629 1.0000000180025095e-35 22.000000000000004 75.816756826189717 0.69166759984454373 1476.7500000000002 80.898370211344073 0.68750000195708072 0.09717725235195053 19.330606525728946 0.47677209302325591 0.59527311800007754 0.8037157032368285 0.6981975264455581 43.000000000000007 20.166572967931852 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 14 6 27 18 15 11 24 12 -7 -8 25 -1 -9 26 -6 -11 -17 -16 -4 -22 -10 -2 -5 -3 right_child=1 5 22 17 7 9 13 16 10 19 -12 -13 -14 -15 21 20 -18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0020811630550017406 -0.0026975156351228607 -0.002859649444081157 -0.0053014874685847219 0.00037439433117499542 0.0021374774342093643 -0.0033147727309784949 0.00099572946356116742 -0.0040760747471145289 -0.0047306769739799553 -0.00019880753957880176 -0.0016210289219319412 -0.00023862333820746291 -0.0079537975755357201 -0.0015867627563133503 -0.0015066149457322073 -0.011843077802787804 0.00060400724044109102 0.0038017211741599877 0.0046533750737590817 -0.0020524006477542849 -0.0051121071725703862 0.00036704343303481054 -0.0031994699481327706 0.00012731785032104762 -0.0028880889245439857 0.0013041550356202069 -0.0024587679851820815 -0.0009022278774481672 leaf_count=42793 2329 10643 33196 29415 225309 13201 76042 2910 23218 27748 22440 5351 3962 11034 13691 331 31984 4274 9010 29905 1504 70496 12399 29150 21867 102922 4997 53067 internal_value=0 0.0165757 -0.0513176 -0.0369596 0.0330641 -0.0161688 -0.00304439 0.045034 -0.0494982 -0.0408546 -0.0707952 -0.0776324 -0.100138 0.0152634 0.0160536 -0.0300062 0.00487961 0.00883835 0.0510137 -0.0264925 -0.00581957 0.00142335 -0.107997 -0.00296252 -0.0876096 0.0277558 -0.000845089 -0.0280667 internal_count=915188 689604 225584 179989 458651 230953 150786 269213 141303 80167 67525 22514 17163 87076 189438 73778 34894 38686 234319 57653 30985 84187 45595 30654 45085 105251 34412 63710 shrinkage=0.0437965 Tree=36 num_leaves=29 num_cat=0 split_feature=16 33 16 16 17 29 16 29 9 0 5 26 2 0 22 30 29 16 22 13 0 14 29 30 17 17 17 11 split_gain=1182.53 344.745 221.968 114.996 44.2753 41.7167 40.5432 38.6042 33.1151 31.1214 29.031 27.1347 24.2695 23.6308 24.1528 28.7881 27.0639 23.4858 20.5784 20.4698 20.1677 21.2907 19.9708 19.3803 17.2404 16.5616 17.5328 17.3322 threshold=208.86778071150641 2.5000000000000004 224.91508448865844 181.40375666647134 99.18466983782379 0.51153182059968894 234.8340446118755 0.53018206145792079 0.93589838486211552 33.000000000000007 74.003772735595717 2.0034218379907816 35.193064182194625 33.000000000000007 572.75000000000011 1.0000000180025095e-35 1.4762019175762571 108.33527962179026 523.25000000000011 24.868587143231625 29.500000000000004 20.235844826389357 0.09717725235195053 1.0000000180025095e-35 56.706495157113295 78.70587656161193 50.958109744497825 0.68104919160646726 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 4 8 23 20 -2 -1 25 19 18 -3 -9 -15 -16 -17 -12 -11 -10 -4 -22 -8 -5 -20 26 -7 -27 right_child=1 12 6 5 -6 9 22 13 10 11 17 -13 -14 14 15 16 -18 -19 24 -21 21 -23 -24 -25 -26 27 -28 -29 leaf_value=-0.0052781037254607385 -0.0018265570533219605 -0.0048812053266116661 0.001923952591341156 -0.0023940406059066895 0.00012911064933737433 0.00062636616174461385 -0.0062675936254126896 0.00084821904314917292 -0.0041776422228700615 -0.0030327069128645331 0.012686630961434115 -0.0063822124602725397 -0.0015876077525801633 -0.0011160777991651605 0.00062994979298039108 -0.00025187376804934088 -0.0050026180634388769 -0.0014876587923648168 -0.001939608209944936 -0.0027813228584243734 -0.0015174694637389526 0.0012514264217321274 0.0026084416975783379 -0.0048673599280906537 -0.00054035150674907489 0.0040344239124602606 -0.001203119191276768 -0.0025200913188989939 leaf_count=19643 15762 18184 141049 18624 6275 13323 488 118333 34643 18370 386 2468 5617 29396 76479 6929 3443 535 42798 48098 5743 73477 133471 9020 27901 2789 40873 1071 internal_value=0 0.0243458 0.0289932 -0.0531451 -0.0786105 -0.0374006 0.0451014 0.00620047 -0.0835645 -0.0308055 -0.0748891 -0.0422923 -0.0937044 0.0094194 -0.000707011 0.00767888 -0.0417589 0.101673 -0.0394263 -0.0768544 0.0367583 0.0239905 0.05882 -0.0730895 -0.0316783 -0.0126943 -0.0172018 0.0505931 internal_count=915188 628371 604570 286817 109580 177237 354228 250342 103305 149593 83662 91537 23801 234580 116247 86851 10372 921 89069 82741 220269 79220 133959 27644 70699 58056 54196 3860 shrinkage=0.0437965 Tree=37 num_leaves=29 num_cat=0 split_feature=16 20 16 16 31 20 16 17 17 17 9 12 17 16 0 31 19 0 26 26 19 28 0 32 28 16 14 18 split_gain=1081.97 319.52 182.941 106.128 80.4721 54.7668 39.0196 36.5993 36.3736 31.4105 30.929 31.2883 22.0955 22.0345 21.6189 24.3576 30.447 19.0491 18.7615 16.5229 16.3002 15.635 15.4503 15.3193 15.2022 15.7583 14.8293 14.7664 threshold=208.86778071150641 0.65605430211607596 224.91508448865844 179.47549124578097 1.5000000000000002 0.6847953585426988 236.05415704479628 78.70587656161193 99.18466983782379 46.429512682643725 0.95541646063537622 193.02691193458122 57.912522052074685 198.6567392533718 33.000000000000007 1.5000000000000002 612.25000000000011 29.500000000000004 1.7446260107816713 0.9322737866975902 660.25000000000011 538.25000000000011 24.000000000000004 1.5000000000000002 1435.2500000000002 220.63211144694131 51.97119521087955 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 14 8 12 23 17 9 10 -7 22 -12 24 -11 -3 16 -16 27 -17 21 -19 -10 -1 -5 25 -2 -6 -4 right_child=1 2 6 5 26 7 -8 -9 19 13 11 -13 -14 -15 15 18 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0033364544501231119 -0.0011244182249450223 0.00075069786361614175 0.0020230733355445689 -0.0024266556249034773 -0.0044104182018663736 0.0015435294698063042 0.0026059296862424425 0.0019014878092625549 0.0087801170189474413 -0.0021195586380471556 -0.0030955171978893988 0.0067211674051088814 -0.010266168882441799 -0.001025587584904274 -0.00087446123718688872 -0.0011121552215904028 0.00068157830267044368 0.00010444371536890969 -0.0055323458699674489 0.0021391868329104597 0.0014577868602014862 -0.0033650094011048819 -0.0053381394854159518 -0.0044288203172791951 -0.0086567263006192899 0.0020186754260843841 0.0011410994275103722 0.00054398537614005506 leaf_count=11243 5662 122822 142875 16387 25220 6596 108277 6688 220 67640 62917 629 390 73900 37356 9498 68076 23909 2285 3144 59687 2681 21619 13263 352 6657 958 14237 internal_value=0 0.0232986 0.0291193 -0.0508164 -0.0640761 -0.0364839 0.0437352 -0.0289437 -0.0766232 -0.0322106 -0.0813414 -0.068461 3.65242e-05 -0.035354 0.0078695 -0.00184508 0.00297403 0.0366433 -0.0449656 -0.00137625 0.0244477 -0.055803 -0.106248 -0.0758568 0.00725243 0.0131075 -0.0960639 0.0431323 internal_count=915188 628261 589022 286927 39239 184474 348985 154824 102453 148136 96408 63546 13061 141540 240037 117215 105432 240708 11783 6045 83596 2901 32862 29650 12671 12319 26178 157112 shrinkage=0.0437965 Tree=38 num_leaves=29 num_cat=0 split_feature=16 33 16 16 20 17 16 0 29 20 9 12 17 29 13 13 7 29 17 17 12 20 18 11 16 10 17 16 split_gain=992.626 285.326 170.409 111.989 53.9218 36.0119 34.3182 32.0915 31.2406 30.6128 28.6468 28.9527 28.1286 24.7506 31.7683 21.8731 20.1266 19.2886 17.5493 19.6042 17.2869 17.1385 15.7021 15.3807 15.3251 22.6703 15.058 18.1369 threshold=210.41539750032214 2.5000000000000004 224.91508448865844 181.40375666647134 0.6981975264455581 99.18466983782379 233.22455406298175 33.000000000000007 0.49141127203251217 0.6981975264455581 0.95541646063537622 193.02691193458122 42.910839877715432 1.5396688560481666 31.402500815668777 24.868587143231625 -16.699242591857907 0.13452473524401987 74.210824791523933 50.958109744497825 153.81118318204315 0.65605430211607596 1.5000000000000002 0.68104919160646726 246.05976645086901 0.99576222100420519 49.750142320467823 220.82520002520008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 -5 10 12 18 -2 -3 -1 15 -4 14 -9 -12 20 -8 19 -6 -10 -7 -11 -20 -19 -26 -18 -28 right_child=1 9 6 4 7 21 17 13 16 22 11 -13 -14 -15 -16 -17 26 24 23 -21 -22 -23 -24 -25 25 -27 27 -29 leaf_value=-0.0043870801457544586 -0.0018669234334238412 -0.0045428866613991684 -0.0004781981849381813 -0.0030744572006700969 0.00080607241674238183 -0.0041851964729102435 -0.0057046833137515754 -0.0025028888364978831 0.0014151554711488757 0.0024486903561295212 -0.0038106644564518629 0.0060977644656828017 0.0015538005081937368 -0.0039712331509087501 -0.00078479569230497813 -0.0022279116789620944 -0.00049538934164305472 0.0021916531243086454 0.0039877383543461256 -0.00099845749163773824 -0.00083768477937198795 0.001285460145145482 -0.0028465701238779336 -0.0014224148452932986 0.0042775018439038534 -0.02129723274772392 0.00014016125545773705 0.0014656605378360222 leaf_count=34625 12250 18626 14149 31479 15422 1418 581 31990 49231 1957 30172 688 170889 7764 58200 37643 47756 159833 3142 45968 7533 4874 2381 1484 8622 67 91148 25296 internal_value=0 0.023243 0.0275183 -0.0466306 -0.0322902 -0.0722459 0.0413407 -0.0250125 0.00652856 -0.086107 -0.0767269 -0.0648777 0.03193 -0.0364974 -0.0318335 -0.0669484 0.00925371 0.0516381 -0.00797133 -0.012447 0.0254858 0.00120016 -0.0104511 0.0514239 0.0522652 0.093165 0.00364227 0.00977498 internal_count=915188 610319 587355 304869 195449 109420 354141 163970 233214 22964 103128 68503 185038 97954 90190 67815 220964 169103 66016 61390 56764 6292 4338 4626 168522 8689 164200 116444 shrinkage=0.0437965 Tree=39 num_leaves=29 num_cat=0 split_feature=16 32 16 32 16 5 16 17 17 7 17 7 9 5 22 15 30 30 27 28 17 32 17 15 13 5 26 16 split_gain=912.16 193.188 182.822 87.6803 77.1039 51.8881 42.9534 26.5172 23.8224 22.689 30.9104 21.6033 21.2439 25.7318 21.0974 20.0198 19.9523 32.5676 19.6014 31.0289 18.4966 26.5257 20.3692 19.4239 18.345 18.7379 17.6606 17.4257 threshold=217.8251454830467 1.5000000000000002 199.16200686106347 1.5000000000000002 232.01003138345044 30.594145774841312 172.42149072480402 99.18466983782379 74.210824791523933 -18.434947013854977 56.444306581983319 -79.129028320312486 0.93497556841242446 71.000812530517592 609.25000000000011 0.39183151643758135 1.0000000180025095e-35 1.5000000000000002 31.500000000000004 449.25000000000006 49.826154784249496 1.5000000000000002 33.766729408031473 0.37922986543676201 68.399225926021543 57.130920410156257 0.80090200151449475 108.33527962179026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 14 9 -3 7 12 20 11 18 -2 -1 -14 -4 -10 -16 -18 -11 -20 21 22 -8 -22 25 -9 -12 -15 right_child=1 5 3 -5 -6 -7 8 24 15 10 26 -13 13 27 16 -17 17 -19 19 -21 23 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0049508538611478786 0.00055244271143962704 -0.0040904476311573248 -0.00085697065043877367 -0.0036122271000890017 0.0021348051413883295 -0.00034978214359521334 0.0060650954421801462 -0.0013203365502599744 -0.0083605557272379474 0.00098861680022035124 -0.011623327116804194 0.0021816507616287091 -0.0032135231278424105 0.011190236182683468 0.00028855946990275063 0.0010465718549224894 -0.0066860110388059198 -0.00061316551437469674 -0.0096768234247397826 -3.6130112636015411e-05 -0.0050641017889425013 -0.0040423778919037624 -0.0006402985323074623 -0.0022471269025420683 0.0030501936387336169 -0.013670238485817577 -0.0022702426709394173 -0.0017375803310284914 leaf_count=14998 22814 14515 90474 17412 191985 13948 912 3106 463 180895 498 49450 59260 398 90738 6912 1999 11097 656 26869 4975 4545 18417 83466 1988 255 1741 402 internal_value=0 0.0284798 -0.0349794 -0.0144961 0.0332758 -0.0515424 -0.0566526 -0.0745282 -0.0446439 0.0227796 0.0175346 0.0380694 -0.0793761 -0.0709691 -0.00840421 0.0104117 0.0013224 -0.0351658 0.0187901 -0.00607117 -0.048259 -0.0235594 -0.00739599 -0.0549265 -0.00650151 -0.0515413 -0.0993359 0.107178 internal_count=915188 503371 411817 211720 474908 28463 200097 80407 119690 282923 210659 72264 75058 60060 194308 7375 103834 13096 208420 27525 112315 23874 19329 88441 5349 3361 2239 800 shrinkage=0.0437965 Tree=40 num_leaves=29 num_cat=0 split_feature=29 0 32 12 22 30 11 30 0 29 0 19 20 29 4 13 22 11 21 0 30 10 19 9 23 7 10 11 split_gain=529.104 285.668 88.3648 81.8397 63.8799 67.3852 62.5714 52.5414 42.8374 36.7876 29.8621 28.8351 28.4225 26.4576 28.866 24.3256 24.1701 23.2694 23.1667 21.447 19.3271 18.9785 18.029 27.8889 16.921 25.217 16.7282 15.915 threshold=0.64445840312674496 35.000000000000007 1.5000000000000002 99.816756826189717 581.25000000000011 1.0000000180025095e-35 0.83542588446036736 1.0000000180025095e-35 49.500000000000007 0.09717725235195053 33.000000000000007 743.25000000000011 0.71072497599728923 1.6796496475797629 45.123106002807624 25.070862330552121 1097.2500000000002 0.85186700612232535 1.5000000000000002 29.500000000000004 2.5000000000000004 0.84277147352107928 3488.5000000000005 0.96483610728893765 0.39052912603105916 -11.586396694183348 0.8960619121496437 0.89920039960039977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 15 17 8 9 18 11 -1 -11 26 -9 -7 20 -2 19 -3 -5 -8 -15 -17 23 -10 25 -20 -6 -26 right_child=1 4 -4 7 5 13 16 12 22 10 -12 -13 -14 14 -16 21 -18 -19 24 -21 -22 -23 -24 -25 27 -27 -28 -29 leaf_value=-0.0095664727597614407 -0.0013244206486179282 -0.0023043855906364763 -0.0040405869637984686 0.0031610853090053167 -7.9258584234172074e-05 -0.0013885888102192934 -4.0598429421493976e-05 -0.0035067651457972443 -0.0025406764918266527 -0.0016231443703524087 -0.0034467665078784446 0.0011307014903707165 0.0005246455474079083 -0.0087894588429946463 -0.0012529548831724377 0.00077296984982205157 0.0018969348202186266 -0.00065511696384773954 0.0086539180350967086 -0.0021549473196556647 -0.0028646583449949818 -0.00056569371936431479 0.0017494028621971428 -0.0004220012512511177 0.0015839375027984777 -0.018749155770880214 -0.0044142726859229464 0.0026134914132997537 leaf_count=1377 13316 47601 40867 24746 51495 20095 23976 3729 17752 43815 28380 69656 33400 2909 3280 168388 7283 25041 100 14934 1658 23101 4560 36259 170886 181 1766 34637 internal_value=0 0.0111001 -0.0521068 0.026134 -0.0140824 -0.00521948 -0.038406 0.037646 0.00181882 -0.0565175 -0.0534293 0.0124241 0.00273438 -0.0509344 -0.100177 0.0110878 -0.00955963 -0.0396346 0.0432683 -0.019456 -0.151577 0.0139617 -0.0204374 -0.0255353 0.0397924 -0.205431 -0.00509166 0.0401277 internal_count=915188 754556 160632 472484 282072 209430 119765 267679 181488 73572 72195 122917 37129 27942 7847 204805 46193 72642 230550 38910 4567 191489 58571 54011 205804 281 53261 205523 shrinkage=0.0437965 Tree=41 num_leaves=29 num_cat=0 split_feature=16 33 16 16 32 0 0 26 14 17 17 17 10 22 11 1 17 16 17 1 21 6 9 15 12 29 0 26 split_gain=792.049 230.573 149.169 77.1729 38.4105 31.2903 29.7539 27.8165 26.1374 24.0615 23.7662 24.849 24.3479 21.0283 18.4067 17.3291 16.6455 22.2369 19.0991 16.4001 16.0333 15.8424 14.8222 14.7934 14.5074 14.2479 13.9832 13.1676 threshold=208.86778071150641 2.5000000000000004 224.40486774621857 179.47549124578097 1.5000000000000002 29.500000000000004 45.000000000000007 0.52089055560845454 20.235844826389357 99.18466983782379 78.70587656161193 47.387134267135174 0.92426016323976001 609.25000000000011 0.71292191517755443 1648.5000000000002 49.826154784249496 219.04625258295857 53.031337760287201 541.50000000000011 6.5000000000000009 0.27209066111241353 0.87895647065566263 0.69125908819112303 66.159902576697334 0.16384583605880129 37.500000000000007 0.93538984164475358 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 10 20 9 -2 -7 22 11 -5 13 23 21 -3 26 18 -18 -16 25 -12 -1 -13 -24 -4 -9 -11 right_child=1 15 5 4 -6 8 -8 16 -10 27 14 12 -14 -15 19 -17 17 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 leaf_value=-0.0051984788460581457 -0.0017415310140506124 -0.0037269533490746948 -0.0049461667545747613 0.0009150962898093084 -0.003386171235418174 -0.0015572164072760266 -0.0039086856242284427 0.00012547172417521431 0.0011638720039116577 -0.0016741952688460397 -0.019904564736343708 -0.0010916563931782572 -0.0038674592790800145 -0.0007518176408531608 -0.0087717506348693568 0.00039537864704515671 -0.0004020148139153009 0.0012717428662289488 0.00072582111697748768 0.00030560265375844704 0.0013391409450021101 0.0029208770294322519 -0.0032370116976604582 -0.0023476474161084416 -0.0018306647897529203 0.0021204361398854286 -0.0013360205216705102 0.002862618285158383 leaf_count=3849 13511 21677 549 9306 16527 7234 34936 39981 105798 2428 59 31461 7395 70739 552 2150 55313 52600 60086 1238 76771 5105 23440 42002 35195 174498 18307 2481 internal_value=0 0.0198849 0.0236872 -0.0435405 -0.0313184 0.0364209 -0.0655632 0.00431304 0.0225983 -0.053286 -0.0267895 -0.0292632 -0.0323422 -0.0294723 0.0304473 -0.0766039 0.00694477 0.0119967 0.00422927 -0.0569377 0.0426253 0.0607376 -0.0585822 -0.0413221 -0.0546361 0.0479096 -0.00761594 0.0141268 internal_count=915188 628475 604648 286713 184384 364850 102329 239798 113032 67393 167857 160903 151597 144202 6954 23827 226287 167999 115399 1790 251818 5164 62484 73463 58635 175047 58288 4909 shrinkage=0.0437965 Tree=42 num_leaves=29 num_cat=0 split_feature=16 20 16 16 30 20 16 0 0 29 30 22 26 24 14 19 20 20 11 0 30 14 12 21 13 19 19 0 split_gain=724.248 216.237 134.011 72.6477 40.955 37.5759 26.9077 26.3205 26.0755 24.292 22.3335 24.2258 21.8788 21.213 28.7348 20.1373 19.5597 18.3581 25.4366 18.0858 17.9539 17.8539 17.056 22.5843 16.9527 16.4789 16.0479 15.823 threshold=208.86778071150641 0.54433498426083704 225.73298015378109 178.34986425130646 1.5000000000000002 0.72334659664418743 237.38384307741691 37.500000000000007 45.000000000000007 2.1448044765047025 1.0000000180025095e-35 581.25000000000011 1.4009962042797643 20.500000000000004 18.977926492910481 481.25000000000006 0.80252279487485489 0.78049687862950068 0.86290661710844041 29.500000000000004 2.5000000000000004 17.952085137825112 92.840620433565974 1.5000000000000002 104.52411144326842 770.25000000000011 442.25000000000006 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 8 -2 -5 13 22 17 15 11 27 16 19 -15 -9 -12 -1 -19 -4 -14 24 -7 -24 -13 -20 -16 -3 right_child=1 2 6 5 -6 7 -8 9 -10 -11 12 21 20 14 26 -17 -18 18 25 -21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0032006366148734085 -0.00056879299574754446 0.00029557641356282936 0.0017679380081637248 -0.0026267831423685793 -0.004091571474250588 -0.00097826907375634406 0.0022654131930894862 -0.0028564679097389262 -0.0037749053291171314 -0.006015446722610336 -0.0025182654309462687 -0.0015997161802604612 -0.0052141494687196919 -0.0040268675532115885 -0.0041082591210988475 -0.0010921948500221576 0.00046650684781076392 -0.0020383760703710343 0.00042572860361643982 0.00093775244476250333 -0.00079188938082884973 0.00085414523905151399 0.0040568952196615559 -1.1764892054082872e-06 -0.02060345874631524 0.0081138948111409651 0.00098373930620435351 -0.00092315155012606513 leaf_count=25108 9549 55463 152458 34298 18779 41327 84884 15320 33562 2276 5426 4228 3477 2824 1263 65315 18812 36411 2974 75143 3568 140308 2919 26619 92 652 19779 32354 internal_value=0 0.0190682 0.0230986 -0.0415779 -0.0663088 -0.0300475 0.0363313 -0.023372 -0.0635477 -0.0354672 0.00622206 0.009598 -0.0188625 0.0311348 0.00277138 -0.0325915 -0.00460481 -0.0518816 -0.0385878 0.0341089 -0.0679155 0.017553 -0.00922085 0.00912973 -0.0457668 0.0412855 0.0154831 -0.00350334 internal_count=915188 628407 600079 286781 28328 188074 336351 153776 98707 82911 263728 232445 31283 251467 23866 80635 24238 65145 40037 227601 7045 144628 70865 29538 4320 3626 21042 87817 shrinkage=0.0437965 Tree=43 num_leaves=29 num_cat=0 split_feature=1 17 32 20 9 11 2 11 2 14 20 10 1 8 5 27 4 9 29 29 11 7 17 10 32 11 23 2 split_gain=427.042 147.721 94.4898 65.2713 58.8128 56.371 54.7876 50.6395 33.9339 26.5203 23.0262 21.8468 23.8251 19.0378 18.105 27.0669 17.6317 17.1227 17.0124 15.9802 15.2436 13.4018 12.646 13.6903 12.5907 12.169 11.7029 11.5872 threshold=468.50000000000006 50.465678428816894 1.5000000000000002 0.73529997112285284 0.95508374403974849 0.65701035196687385 27.280625000000004 0.83542588446036736 12.36266924564797 19.891383682534208 0.70440820431604922 0.91911494059968868 3952.0000000000005 687.50000000000011 86.999992370605483 16.500000000000004 22.710929870605472 0.92371750417866938 0.53018206145792079 0.50141818526985749 0.91169733044733048 -88.390228271484361 33.330487620329116 0.99576222100420519 1.5000000000000002 0.92512448903753264 2.2526416455941285 14.633974358974362 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 24 10 14 9 8 19 -5 -3 -12 17 16 15 -6 18 -13 -7 -1 -11 -10 23 -8 -2 26 -15 -9 right_child=1 4 -4 6 5 13 22 27 21 20 11 12 -14 25 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0033154284219688518 -8.7467332177095842e-06 -0.0042010065884179508 -0.0037290336916842148 -0.0010812201199532751 0.00036135517463528003 -0.0051913241081161061 0.0030303802857443982 -0.00077084102940522378 0.003737412694896196 0.00065533752356879539 -0.0007803253533960621 -0.0054748512594700368 0.0016512240647227328 0.00033911827457300617 0.00813181011715974 0.0044496302943757334 -0.0013814384699749791 -0.0017950351282647594 -9.8696106319461625e-06 -0.0019501641020159403 0.001765461908206311 -0.00095906438429187299 0.0015749310974455925 -0.013478412239644555 -0.0025776715318333934 0.0044060139487144736 -0.0051266166654442046 0.00042606008554407012 leaf_count=26458 5559 5158 36719 15460 6420 1240 14421 52065 1207 185155 52639 5170 1868 86357 1129 6018 31588 4569 61416 43452 27213 33864 174977 97 10710 1401 758 22100 internal_value=0 0.0119494 -0.0389321 0.0233274 -0.00661586 0.00222952 0.0257499 -0.0294601 -0.0435915 0.0153003 -0.0316373 -0.0264763 -0.0657466 -0.00238726 0.0644218 0.0534159 -0.0122785 -0.0855888 -0.00256673 -0.0563255 0.0182113 -0.0182077 0.0383133 0.0666739 -0.0388134 0.00814409 0.00665716 -0.00945701 internal_count=915188 699323 215865 433592 265731 196327 417323 179146 104981 227828 69404 64246 11607 182760 13567 12438 94244 9739 62656 69910 212368 35071 189495 14518 16269 88516 87115 74165 shrinkage=0.0437965 Tree=44 num_leaves=29 num_cat=0 split_feature=16 33 16 16 16 32 1 9 13 0 29 29 18 24 25 19 1 7 9 0 1 13 10 16 1 7 7 16 split_gain=632.725 187.73 128.357 52.5249 28.2088 25.4026 22.6699 21.8223 44.1128 21.8157 21.4689 18.0909 18.0198 26.9016 17.8142 15.6384 15.6309 14.784 17.3878 14.773 14.6967 14.2439 14.1359 15.5205 13.9722 13.638 23.2743 13.7958 threshold=206.87225217256182 2.5000000000000004 223.22334179357026 176.17009974860113 234.8340446118755 1.5000000000000002 136.50000000000003 0.95541646063537622 66.546289482186225 40.500000000000007 2.1448044765047025 0.16384583605880129 3.5000000000000004 20.500000000000004 461.75000000000006 481.25000000000006 4609.5000000000009 -16.699242591857907 0.95070594381319651 33.000000000000007 565.50000000000011 24.677979737205085 0.96616553911358627 244.19136533582673 4609.5000000000009 -41.633537292480462 -17.525568962097164 136.37105855855859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 11 9 -2 24 21 20 15 -4 19 -14 -15 -11 -3 18 -8 -13 -5 -9 23 -6 -1 -26 27 -27 right_child=1 16 4 5 22 -7 17 8 -10 10 -12 12 13 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 leaf_value=-0.0037715545107196977 -0.0045637051771099451 -0.0032026493179817374 -0.0062213447681446314 -0.0011141118116582331 0.001828892996048542 -0.0030303156327523653 -0.00053875636247801781 -0.0030782461309052209 0.0061003824968265848 -0.0029049830279402199 -0.006317812843950504 0.001464815158387359 0.0012260227828079489 -0.007685992682094884 -0.0012511956468016032 -0.0012915688185787194 0.0031893750372307692 -8.6210185409492436e-05 0.0011448931873858698 0.00070378009860614971 0.00011889892530603023 -0.0016955479340551786 5.3300214339320375e-05 0.0033787882893245779 -0.0049260734670048276 0.01381833380944311 -0.0025425105550388395 -0.0032230814174342352 leaf_count=31007 1999 23958 645 54358 112263 15750 15912 26010 1219 14302 1902 162311 12583 918 8166 59312 757 173449 45153 70037 28142 31717 7585 13931 642 400 642 118 internal_value=0 0.0168245 0.020205 -0.041114 0.0313879 -0.0308937 0.00183877 -0.0604694 -0.0489639 -0.0270765 -0.0393577 0.0252114 0.0256361 -0.00194529 -0.0434162 -0.0366475 -0.0686555 0.00274267 0.0161241 0.0282081 -0.0158349 -0.0529392 0.0431454 0.0456656 -0.0811406 0.00446241 0.0691821 0.226875 internal_count=915188 649667 624952 265521 388439 173766 236513 91755 58946 158016 75516 254660 254015 21667 9084 73614 24715 234514 61065 232348 82500 57727 133779 126194 32809 1802 1160 518 shrinkage=0.0437965 Tree=45 num_leaves=29 num_cat=0 split_feature=16 20 16 16 30 20 0 17 0 14 30 17 17 29 24 14 6 13 7 26 17 18 21 26 9 30 14 8 split_gain=579.015 174.623 94.9744 58.0258 47.6613 27.5108 26.6384 25.1242 24.2674 22.6003 25.3652 20.9364 23.0552 19.0541 17.8616 30.1073 17.438 16.4859 15.5324 15.5086 14.9988 14.989 22.92 18.1472 14.9525 14.4781 15.4022 14.4651 threshold=208.86778071150641 0.65605430211607596 228.60435607360589 181.40375666647134 1.5000000000000002 0.6847953585426988 43.000000000000007 99.18466983782379 33.000000000000007 20.166572967931852 1.0000000180025095e-35 70.307585737635222 47.466345863401408 1.4246027742749057 21.500000000000004 18.977926492910481 0.65521711168243557 29.956352944167659 -16.699242591857907 2.089722293210666 57.912522052074685 2.5000000000000004 1.5000000000000002 0.76192831237341629 0.94983880634539797 1.0000000180025095e-35 80.898370211344073 142.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 20 -5 7 -1 18 -10 17 12 -7 -12 25 -16 -17 -11 -3 -14 27 22 -13 -23 -24 26 -4 -2 right_child=1 2 14 5 -6 11 -8 -9 9 10 13 21 19 -15 15 16 -18 -19 -20 -21 -22 23 24 -25 -26 -27 -28 -29 leaf_value=-0.0021237450090408295 -0.00426439129333881 0.0014247908752173463 0.0016436693119212624 -0.002402633221719905 -0.0034062162823452324 0.0013202391183940773 -0.003296062546043455 0.001137121243534125 -0.0016412502098224822 -0.00098338779094747229 -0.00037277145056708878 0.0066379612247047118 -0.0011076800964401883 -0.0038864638419970755 -0.0054224785811850017 0.001867554524469993 -0.0011681005915906973 0.00058003130976487212 0.00050734493971195285 -0.0047301448745640795 -0.00815581929834144 -0.0061021663456862262 -0.0063622653665354528 0.0035377945699001856 -0.00019187788548663786 0.00048906341024783676 0.0032800270262179692 0.00030522170726692406 leaf_count=62909 1459 49489 221734 27969 22440 7532 41656 4884 14467 14796 7969 654 130572 4710 1665 10046 5683 102980 124298 2307 456 408 1153 4572 2173 19713 11611 14883 internal_value=0 0.016975 0.0212769 -0.0372502 -0.0476196 -0.0260756 -0.0553564 -0.0431273 0.00958102 2.54592e-05 0.00418407 -0.0206861 -0.0236768 -0.0383145 0.0350598 0.00406239 0.0175985 0.00875919 0.0175495 -0.0267275 -0.00733755 0.0261806 -0.019571 0.0627451 -0.0532217 0.0371904 0.0393889 -0.00234607 internal_count=915188 628399 589161 286789 39238 177340 109449 67793 318709 144922 130455 149371 140411 12679 270452 17394 15729 117776 173787 132879 16798 8960 3980 4980 3326 253058 233345 16342 shrinkage=0.0437965 Tree=46 num_leaves=29 num_cat=0 split_feature=1 0 20 32 0 17 30 1 26 0 11 12 14 11 27 20 17 28 14 28 17 7 28 8 17 29 11 1 split_gain=336.917 193.937 74.126 65.215 59.5449 40.2858 39.817 42.3587 35.2659 23.1047 20.2029 18.3379 17.2838 16.7259 15.6153 15.3989 14.8611 15.5745 19.6521 16.3591 14.8438 14.7538 18.1086 15.4382 14.4824 13.9628 13.9001 13.7534 threshold=436.50000000000006 40.500000000000007 0.71072497599728923 1.5000000000000002 29.500000000000004 46.004716870151363 1.0000000180025095e-35 676.50000000000011 1.4009962042797643 49.500000000000007 0.84731993655148374 104.97665940288702 13.090629111695712 0.8037157032368285 14.500000000000002 0.53429069363857018 78.70587656161193 1099.2500000000002 26.31719845000595 640.25000000000011 59.750511358959393 -87.942279815673814 785.25000000000011 194.50000000000003 51.024770306189943 0.13452473524401987 0.78053545049592488 3391.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 15 4 10 11 7 -3 -8 -9 21 -4 -7 -6 -10 -2 17 19 24 -14 -17 23 -23 -1 -19 -13 27 -11 right_child=1 6 5 -5 13 12 8 9 14 26 -12 25 16 -15 -16 20 -18 18 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0023169406993433488 -0.0035192738684883189 -0.0012334169105769873 0.00087893663990279848 -0.0033814555676353782 -0.0032000099846069227 -0.0094363307307481024 -0.0011984736177968768 0.00059835346886669702 -0.0031582840469809442 -0.0020234601326098631 0.00032069508635409729 -0.0097063985904032781 0.00031618136448552592 -0.0017196460105244099 -0.0071156691211158932 -0.00030674377665014871 0.0023095475618116214 -0.00062057050899460425 0.00018640618740480049 0.001065371781472618 -0.0057675380345871483 -0.0010084125595975046 -0.0041989760153825061 0.0041681272287579004 -0.0053900526903622311 0.0017035173312558711 -3.8460352601575956e-05 0.0012724123849452813 leaf_count=1087 6909 75893 82572 35035 25233 328 21206 70368 5418 16728 32230 206 122542 34871 2956 9459 9649 2403 13844 102808 1062 48567 3670 1999 2483 153428 29393 2841 internal_value=0 0.00958035 0.0204079 -0.0384211 -0.0292179 0.0226862 -0.0148724 -0.00969193 -0.0490624 0.0020552 -0.0125795 0.0320874 0.0139456 -0.0534549 -0.104009 -0.0436763 0.0142422 0.0127205 -0.0149872 0.0150234 -0.0195897 -0.0241739 -0.0281432 0.0430138 -0.0695115 0.0385469 -0.0146263 -0.0352761 internal_count=915188 732496 507693 182692 147657 490263 224803 195223 29580 119330 87553 236206 254057 60104 8374 17430 253729 244080 18730 225350 10521 55323 52237 3086 4886 153634 48962 19569 shrinkage=0.0437965 Tree=47 num_leaves=29 num_cat=0 split_feature=16 16 20 20 16 9 5 30 29 27 17 6 17 30 7 17 26 26 6 11 27 28 28 1 16 7 27 12 split_gain=505.662 112.043 106.425 48.9614 43.0577 34.3678 38.8361 25.8146 22.5296 23.5913 21.934 21.8606 20.7168 19.6933 16.1364 25.1381 15.9913 15.9495 15.7033 14.4718 15.5324 16.9446 13.8304 13.632 14.1656 13.3364 13.2329 12.865 threshold=218.23477481689267 200.17269338303825 0.52308838702281335 0.77060135975088795 232.01003138345044 0.94089305626370534 71.000812530517592 1.0000000180025095e-35 0.5916213995003422 36.500000000000007 44.205695615389558 0.86390531006925209 67.460891060010567 1.5000000000000002 -18.561149597167965 56.444306581983319 0.80090200151449475 1.8505309280992159 0.89843753582882535 0.91040421607378141 30.500000000000004 449.25000000000006 1480.7500000000002 4262.0000000000009 136.37105855855859 -79.129028320312486 7.5000000000000009 83.716251762801377 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 7 13 10 23 8 22 -7 18 -4 -8 17 -3 25 19 26 -5 -10 20 -16 -22 -2 24 -1 -12 -17 -14 right_child=2 3 4 12 -6 6 11 -9 9 -11 14 -13 27 -15 15 16 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0055380149599637274 0.0015401350042129386 -0.0011508664746434315 -0.00060627177587354556 -0.00014863366700723472 0.0015642104632463043 -0.0023434925976817595 0.0046168817365941613 -0.0031798669534535353 -0.0011540535392650722 0.0025173611907493942 0.00048476234067007106 -0.013225503089934955 -0.0072980660491860552 -0.003372275083425171 0.00071318353994256586 -0.0021276893290440072 -0.0021277181601867803 -0.0025593879570587823 -0.0026219292325216051 0.0017165298668328471 -0.0084861851814672269 -0.00032832224629005663 -0.012962646075634182 -2.2275426565578683e-05 -0.0029183061492025941 0.001834411233988881 -0.017472512923670584 0.0024937190956731033 leaf_count=4527 3391 20921 22044 165478 196940 59425 2513 14486 86640 3050 20209 139 267 12072 144798 179 1780 5437 16669 22938 499 22945 131 2703 31566 46031 271 7139 internal_value=0 -0.0256511 0.0215326 -0.00944853 0.024372 -0.0421729 -0.0359924 -0.0539366 -0.0379129 -0.0291992 0.0164415 0.084064 -0.00290108 -0.0448363 0.0190126 0.0143991 -0.09116 -0.00514476 -0.0317582 0.0156304 0.0124178 -0.0114612 0.022849 -0.069006 -0.0741358 0.0324832 -0.25958 0.0488785 internal_count=915188 418546 496642 211314 478634 207232 168436 18008 165784 106359 281694 2652 178321 32993 259650 193410 2230 170915 103309 191180 168242 23444 3522 38796 36093 66240 450 7406 shrinkage=0.0437965 Tree=48 num_leaves=29 num_cat=0 split_feature=16 30 16 23 16 26 13 8 26 24 19 25 24 17 17 15 26 23 17 14 11 22 14 11 17 26 21 19 split_gain=462.46 140.869 80.5272 48.1627 41.5859 27.7338 24.6518 23.0065 21.0253 20.8933 25.1822 20.7898 21.0311 19.603 17.4937 17.1429 16.3597 16.3124 17.3263 15.2971 14.8732 13.5676 13.4336 13.361 16.2829 17.7233 14.208 14.4248 threshold=206.87225217256182 1.0000000180025095e-35 224.91508448865844 0.76210120733276121 168.55793006959416 1.4009962042797643 26.283890433520373 731.50000000000011 1.3604607748842383 21.500000000000004 517.25000000000011 31549.500000000004 10.500000000000002 78.70587656161193 99.18466983782379 0.41765034633915249 2.0034218379907816 0.31503913655098387 40.00977522779808 80.898370211344073 0.71292191517755443 399.25000000000006 45.928727009672407 0.7595259700976581 61.002113915355785 0.80090200151449475 14.500000000000002 296.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 7 22 14 -5 -6 23 13 19 21 12 -7 17 -1 -10 -14 -8 -19 -4 -15 -11 -3 -2 26 -26 -25 -28 right_child=1 3 9 5 6 11 8 -9 15 10 -12 -13 16 20 -16 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 27 -29 leaf_value=-0.0026528323247421632 0.00084309038151272799 -0.0026603747692090013 0.0013558096716645165 0.00040338635818604651 -0.0020424595607045452 -0.00067771761639322877 -0.0044163118525651903 0.0008263862517643621 -0.0055552633149726022 -0.012499921837348903 0.00079823020719796639 -0.029927929647125963 -0.0020140119188224535 0.00265164000227734 6.8359531440669778e-05 -0.0017640636114806144 -0.0072190995240807637 0.0026600925416922533 -0.00088265447275634489 0.0029466830225692606 -0.0018766333995000458 -0.0021977909516387654 0.0018203340445336088 -0.00012493523987891101 -0.012632204243815648 -0.00077737489526776037 -0.01670648997083625 -0.002329019265168316 leaf_count=64663 25751 28487 291949 37181 51097 12207 2445 88024 2817 259 18359 50 2901 5344 4873 12177 1928 2709 117422 12073 1881 4603 1344 119903 423 565 139 3614 internal_value=0 0.0143297 0.020007 -0.0238574 -0.0352088 -0.00611438 -0.0277512 0.00602861 -0.0210872 0.0301912 0.00127906 -0.0394629 -0.0375732 -0.0169916 -0.0562177 -0.0565419 -0.093436 -0.0199752 -0.0183294 0.0323995 0.0336265 -0.0627126 -0.0561347 -0.00148656 -0.00577069 -0.133638 -0.00474905 -0.0653367 internal_count=915188 649760 565662 84098 265428 54267 195892 238419 144795 327243 23221 17086 17036 129801 69536 14994 4829 122576 120131 304022 7225 4862 29831 150395 124644 988 123656 3753 shrinkage=0.0437965 Tree=49 num_leaves=29 num_cat=0 split_feature=20 2 19 31 32 26 11 11 11 24 25 33 11 25 29 29 21 6 4 5 26 4 6 28 7 4 4 2 split_gain=263.92 134.348 70.7002 41.7567 38.3649 33.7153 30.0872 26.8259 24.8598 19.4532 26.3105 18.1288 16.2975 16.222 15.8378 15.2825 15.6675 21.2872 22.7736 18.9634 14.6733 14.8292 14.6153 14.1191 13.1695 12.7601 13.015 12.1133 threshold=0.7458180655305201 22.445626477541374 520.25000000000011 1.5000000000000002 1.5000000000000002 1.4353409019533949 0.88558359024453048 0.88000933706816065 0.82688209877944518 21.500000000000004 424.25000000000006 1.0000000180025095e-35 0.92512448903753264 4051.7500000000005 1.5797745694022292 0.058719029909603711 1.5000000000000002 0.24006370513512662 41.012193679809577 354.30992126464849 0.6977649783536678 37.000709533691413 0.39102963777083605 1645.2500000000002 -1.847610294818878 5.0068869590759286 11.000376701354982 14.876275510204083 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 8 7 6 -5 23 11 13 -10 -11 -4 15 24 -8 -3 17 18 19 -17 21 -18 -13 25 -2 -1 -27 -24 right_child=1 12 3 5 -6 -7 14 -9 9 10 -12 22 -14 -15 -16 16 20 -19 -20 -21 -22 -23 27 -25 -26 26 -28 -29 leaf_value=-0.0062784289748145875 -0.00081260657249918348 -0.014324345874189732 0.00044571484999514404 -0.00043839078271883032 -0.0027724642674109737 -0.0036039248455043177 0.00084184354817334829 0.0011056297492040516 -0.000129410236862139 -0.012031052015822375 -0.0018120863070217189 -0.0044894538310083143 0.0021983580069175569 -0.010971900779284149 -0.030009910315539016 -0.0049968575693128828 -0.00023004413977599102 0.0020547939597183066 0.0042747868766817116 -0.028983834664641019 0.00089408446755945769 -0.0068057316313180497 -0.00089754950362573669 -0.0067351060358508521 -0.0019871421462744968 7.9520762307354811e-05 -0.0017387251266000863 0.00011373154999309652 leaf_count=1068 32205 126 139231 23390 52949 8913 12216 68761 62131 524 6218 1594 20668 347 32 1120 13704 32970 574 67 239021 691 36125 1020 42444 9002 46854 61223 internal_value=0 0.00678314 -0.00363181 0.00424628 -0.0429807 -0.0299527 -0.0276504 0.00784552 -0.022208 -0.008491 -0.0595099 0.00282233 0.0230695 -0.0348051 0.0173813 0.0211247 0.021277 0.0411953 -0.0659272 -0.145007 0.0185471 -0.0124598 -0.00752708 -0.0371691 -0.0338024 -0.0350795 -0.0330093 -0.00597185 internal_count=915188 792047 483106 339237 123141 32303 70192 306934 143869 68873 6742 238173 308941 74996 12248 288273 288147 34731 1761 1187 253416 14395 98942 57944 74649 56924 55856 97348 shrinkage=0.0437965 Tree=50 num_leaves=29 num_cat=0 split_feature=16 33 16 16 0 32 8 17 0 14 16 17 30 26 24 14 6 0 17 14 17 32 26 28 26 14 7 24 split_gain=404.994 107.635 60.1849 53.5822 30.4197 22.7106 20.1622 19.648 19.3053 17.677 16.2587 21.1622 16.1175 16.176 14.9931 24.6131 16.1732 15.2819 14.4557 14.5557 18.8859 14.3065 13.685 13.7064 13.1739 13.0824 12.5751 12.3031 threshold=211.55336151344244 2.5000000000000004 228.29660699578889 189.1092560279188 46.500000000000007 1.5000000000000002 142.50000000000003 99.18466983782379 33.000000000000007 20.302308099308608 147.97273335563736 39.397740022978233 1.0000000180025095e-35 1.7446260107816713 21.500000000000004 18.977926492910481 0.65521711168243557 29.500000000000004 46.51133644528965 19.96415158451892 56.706495157113295 1.5000000000000002 0.93538984164475358 538.25000000000011 2.3069466091187212 80.898370211344073 -16.699242591857907 17.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 7 18 -2 10 26 -10 25 21 -11 -14 17 -16 -17 -4 -5 -20 24 -12 23 -9 -21 -1 -8 -22 right_child=1 -3 14 5 -6 -7 8 22 9 12 11 -13 13 -15 15 16 -18 -19 19 20 27 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0030448295860743629 -0.0042934069405866117 -0.0023166652054802421 0.0015360425346259187 0.001808897567132203 -0.0028515042466188563 -0.002361407743070182 0.0013189163570481992 0.0088400669306482327 -0.0014444385071814012 0.00033531958938235173 0.00087214515866620914 -0.0016983044649714742 -0.00052339165785206048 -0.004512688617412621 -0.0047906924812117294 0.0016075725259304466 -0.0012732216787900942 0.00078775440980786396 -0.0013568463824850032 -0.00074652477245880041 7.5509594420733011e-05 -0.0028003860704204474 0.0029822839613697898 -0.0022258525804820738 -0.0054187858820252234 0.0084579441135379171 0.00045734536258494124 0.0024351061531877466 leaf_count=15515 1783 22238 190721 4640 44016 15381 45013 235 14811 103302 11185 62435 8819 2503 1829 10367 5846 72156 43134 73773 34358 2487 3114 2485 1176 192 116839 4835 internal_value=0 0.0153651 0.0180097 -0.0287823 -0.0432821 -0.0171966 0.00798443 -0.0334438 0.00863336 -0.000470196 -0.0370194 -0.0309741 0.00373061 -0.0320876 0.0284686 0.000582496 0.012988 0.0303825 -0.0137084 -0.0153313 -0.00941741 0.00466007 0.022829 -0.028993 -0.0187192 -0.0663118 0.0159136 0.00837051 internal_count=915188 596227 573989 318961 141664 177297 293070 97648 291287 129435 91814 76107 114624 11322 280919 18042 16213 262877 161916 157276 114142 13672 5834 2720 74949 15707 161852 39193 shrinkage=0.0437965 Tree=51 num_leaves=29 num_cat=0 split_feature=14 0 0 20 32 0 19 26 13 30 22 25 30 11 29 29 30 17 21 25 17 27 8 14 11 7 6 12 split_gain=228.238 142.763 62.9113 61.8925 45.8456 43.1274 33.9767 25.1635 28.9767 20.9815 19.6816 17.7758 15.8099 15.1267 14.929 14.8283 14.1783 15.8395 13.7146 29.0995 37.0131 20.6746 16.3823 13.1346 13.1167 12.9979 16.4032 14.1437 threshold=19.891383682534208 48.000000000000007 29.500000000000004 0.74063887681638685 1.5000000000000002 29.500000000000004 618.25000000000011 1.5054756750404923 34.457555504385326 1.0000000180025095e-35 3818.2500000000005 626.25000000000011 1.0000000180025095e-35 0.87393550893550909 0.48113473142954283 0.058719029909603711 1.5000000000000002 57.912522052074685 1.5000000000000002 1165.2500000000002 50.256184736790722 9.5000000000000018 1445.5000000000002 45.928727009672407 0.8015930693983021 -69.972682952880845 0.17509783783631147 323.28784258493016 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 16 10 11 -7 8 -3 -9 13 -5 -8 -1 -4 -13 17 -2 25 -20 -21 -22 -23 -11 -10 -17 27 -27 right_child=1 7 14 5 -6 6 12 9 24 23 -12 15 -14 -15 -16 18 -18 -19 19 20 21 22 -24 -25 -26 26 -28 -29 leaf_value=-0.00055763170077385404 -8.1995257964339468e-05 -0.0018201734834213089 -0.0028957987781960317 0.00067492856799447241 -0.0026396822699557916 -0.00050829639348658488 0.00080250499519545686 -0.0016222206962292407 -0.00088733361418482206 -0.0066852479969494727 -0.012554183883692624 -0.014819920099055795 -0.00059615175326077467 0.00064025510328182358 -0.0017150545465502171 0.00011141549921669416 -0.0025797422142191488 -0.0041306321364572886 0.0014624049125309974 0.00070109924803876255 -0.0017616276579583098 -0.012680987768986044 -0.0028404992774779792 -0.0014994951846271391 0.00036446202034294529 -0.029982912318423 0.0028249719592650679 -0.0034045219865511214 leaf_count=79054 15408 34364 33068 131606 18546 70716 139881 10095 31274 3264 250 109 17434 27170 54215 4538 10921 2107 142387 25969 4471 687 615 1314 32996 44 22383 302 internal_value=0 0.00864202 -0.0287715 0.0148898 -0.0143882 0.0171962 0.00660033 -0.0238673 -0.0181195 -0.062505 -0.00639602 0.0244497 0.0147844 -0.00573644 -0.0493736 0.0303532 -0.0306248 -0.0129927 0.0305528 0.0272873 -9.21721e-05 -0.072517 -0.183413 -0.118658 -0.00558643 0.0514065 0.0611622 -0.154908 internal_count=915188 702885 212303 589578 125020 561142 228031 113307 98634 14673 106474 333111 157315 106224 87283 201505 28436 17515 201396 174129 31742 5773 1302 4578 64270 27267 22729 346 shrinkage=0.0437965 Tree=52 num_leaves=29 num_cat=0 split_feature=16 16 33 32 16 0 9 5 13 23 13 29 21 14 21 26 29 27 27 28 28 6 15 16 14 1 23 4 split_gain=355.009 75.5859 73.6621 34.5342 30.0583 28.1525 16.9022 32.9497 17.3366 16.0104 16.1942 15.8609 15.7978 14.7156 16.2881 15.4205 14.7141 14.1544 13.8265 24.4805 14.9571 12.7678 11.3726 15.224 11.447 32.2579 22.2779 32.506 threshold=217.8251454830467 192.59491641490436 2.5000000000000004 1.5000000000000002 232.16853964043619 46.500000000000007 0.94289952512064501 70.001785278320327 25.801995490364849 1.9207975546207161 31.817646171871687 0.16384583605880129 11.500000000000002 19.96415158451892 9.5000000000000018 0.27673491931984068 3.4519784742006969 52.500000000000007 31.500000000000004 461.25000000000006 688.25000000000011 0.86390531006925209 0.26588874010805319 243.53150303038899 40.300451715381421 10052.000000000002 1.0400914203829326 22.150604248046879 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 9 11 6 16 8 -8 10 -3 -2 -10 15 -15 -12 -1 -16 -13 -20 -21 -9 24 -24 25 26 27 -6 right_child=2 3 -4 -5 22 -7 7 21 12 -11 13 18 -14 14 17 -17 -18 -19 19 20 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0025160858891593325 -0.0050808155219302809 -0.00073390114780264644 -0.0019873849649563488 -0.0021877171834305616 0.00085057782291982802 -0.0025575508126247821 -0.001802341525181311 0.0064555124800785534 -0.00069663349448996319 -0.0031725343349708361 -0.0092793159459461216 0.00072185604919284098 0.0039912730137440485 4.8758088826833634e-05 0.0020876599586341759 -0.00091100074906015692 0.0058865546957583828 -0.014079334555911684 -0.0065823809820517902 -0.00058892930961114312 0.0016497798983759503 -0.012217197792106583 0.0012537566413266109 0.0026406526646417204 0.0024037955199271281 -0.030018993372263606 0.0015567544454465037 -0.0078237198359413854 leaf_count=22421 940 91442 17825 20929 1703 50457 39922 1382 43489 3739 432 260198 1424 106863 9694 18960 407 105 1130 22370 7693 74 166980 16700 2471 73 3751 1614 internal_value=0 -0.0218315 0.0177586 -0.0110531 0.020076 -0.0388635 -0.0298315 -0.0234301 -0.0259901 -0.00753242 -0.00646566 0.0136787 -0.0125124 0.000451214 0.00469135 -0.0250574 -0.0540289 0.0437119 0.014097 -0.00579784 -0.000366529 0.125729 0.0297513 0.031506 -0.00377976 -0.0240797 -0.0172492 -0.0769514 internal_count=915188 411740 503448 252164 485623 159576 109119 86291 84835 231235 227496 292331 44913 136054 116662 19392 22828 9799 291391 31193 30063 1456 193292 183680 9612 7141 7068 3317 shrinkage=0.0437965 Tree=53 num_leaves=29 num_cat=0 split_feature=16 20 16 30 0 29 10 24 14 17 16 17 16 17 27 0 26 14 17 10 0 27 10 14 5 29 28 27 split_gain=324.631 101.363 67.7433 30.0992 27.892 21.0903 21.0639 19.3704 25.1796 18.83 18.2871 17.5291 18.3396 18.3037 17.7113 17.2663 13.4524 12.4214 12.3856 12.3521 12.0521 11.8364 11.6026 11.2478 11.2114 14.9404 11.1843 10.8291 threshold=203.76844037933535 0.65605430211607596 223.22334179357026 1.5000000000000002 29.500000000000004 0.78877427957182566 0.92167827378388678 20.500000000000004 18.977926492910481 90.095430635729727 172.42149072480402 51.024770306189943 215.82525998905314 54.367759128749256 14.500000000000002 29.500000000000004 1.8505309280992159 7.4424414363577727 61.002113915355785 0.75416525620508879 45.000000000000007 28.500000000000004 0.71773918832699912 90.169828554133431 29.00000095367432 1.4370112027055593 598.25000000000011 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 11 17 5 -1 10 15 22 -7 -6 14 13 -13 20 -4 -16 -2 -19 26 -3 -18 -9 -8 -12 -26 -10 -24 right_child=1 2 7 -5 6 9 23 8 19 -11 24 12 -14 -15 16 -17 21 18 -20 -21 -22 -23 27 -25 25 -27 -28 -29 leaf_value=-0.0012966049701061645 -0.0043533999369400707 0.00068374266204428277 0.0013041513380784831 -0.0025375120363104135 -0.0023724025577854784 -0.00027231948812653895 -0.0037238891138994196 -0.014220206807729514 -0.0022368515215246093 0.0030544140292155008 -0.0018019687334588903 -0.00057329165466514693 0.00094537460400806613 0.00055916516463515743 -0.00090238845036757489 0.0006482397601035502 -0.0033760822524134802 0.00019057280400380038 -0.007618289210356218 0.0011325326041077819 -0.0012083906175733555 -0.013906281455880631 -0.0067583909565740513 0.0097562241625298082 -0.00054663250965509267 -0.0027292424216007419 0.0005806997903192179 -0.001367457108833822 leaf_count=56344 1330 28648 236078 24931 42312 28718 11214 181 5116 3682 42572 55089 59371 54420 43981 114230 1092 18464 398 17503 8336 252 987 120 44545 6955 5728 2591 internal_value=0 0.0110979 0.0143591 -0.0346954 -0.0319273 -0.0179151 -0.0403453 0.0227394 -0.000769656 0.00241428 -0.0369029 0.00160085 0.0074328 -0.000240256 -0.010365 0.024894 -0.0236157 -0.00599699 0.00058911 0.00942831 0.00587412 -0.122167 -0.0776736 -0.0817684 -0.029137 -0.0192114 -0.017092 -0.0651779 internal_count=915188 678726 633603 45123 236462 88744 147718 382414 32106 32400 136384 251189 168880 109509 82309 350308 45325 20192 18862 28347 36984 1344 3759 11334 94072 51500 10844 3578 shrinkage=0.0437965 Tree=54 num_leaves=29 num_cat=0 split_feature=16 20 16 30 16 17 16 14 27 15 17 17 15 16 17 18 27 12 28 17 20 14 16 16 17 27 28 18 split_gain=301.572 91.1173 62.6368 28.683 24.2105 18.625 17.5699 16.7492 16.1263 15.582 19.145 14.504 13.8797 13.834 18.5896 13.4741 17.2106 19.5759 14.0406 13.1152 18.1232 12.0365 11.8119 11.7642 11.7009 11.509 12.0414 11.1893 threshold=203.76844037933535 0.65605430211607596 222.12230440021611 1.5000000000000002 165.57814513551691 51.024770306189943 236.22787001355053 68.126047655298819 14.500000000000002 0.38526498649873192 83.474012131195281 49.826154784249496 0.84806175182222954 215.82525998905314 54.451571428203962 3.5000000000000004 31.500000000000004 67.745689014324228 686.25000000000011 47.852981859298957 0.46510593855667121 7.4424414363577727 108.33527962179026 185.92120354602827 57.912522052074685 17.500000000000004 2272.7500000000005 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 5 21 7 8 15 -1 -3 19 11 -11 22 14 -7 -4 -17 -18 27 20 -6 -2 -9 -13 -23 26 -12 -19 right_child=1 2 6 -5 9 13 -8 12 -10 10 25 23 -14 -15 -16 16 17 18 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 leaf_value=-0.0021957490215159504 -0.0042401082251200027 0.00015398207252846982 0.00085235670020510654 -0.002426361578819414 -0.0033702598612332705 -0.00055681712299868614 0.0014220272642337885 0.0089458828119752618 -0.0012197750346263983 -0.00025113724975026037 -0.0020383923309664591 -0.0019639869482896356 -0.010836504226322784 0.00084576035925618478 0.00058447099667416043 0.00083496919071275513 -0.015958172131524315 -0.0020993311700784559 0.0024897434231938003 -0.0034643245275084544 0.0032231185581952661 0.00029771093319192323 2.126119635226238e-05 -0.0010162500599353332 -0.0052880894559936328 0.0031880698411113602 0.0034183895308020711 0.0083954748772042866 leaf_count=60596 1326 30191 273220 24909 1661 56675 104863 562 35857 32714 2570 35282 127 54975 52952 13786 176 9376 1653 8897 1542 18158 576 87246 749 3239 1111 199 internal_value=0 0.0107256 0.0138167 -0.0326827 -0.0307627 0.000672996 0.0213343 -0.0477579 -0.013513 -0.0247296 -0.0221466 -0.0244406 0.0661269 0.00636525 -0.000126779 0.0174214 -0.00470874 -0.0334479 -0.0282607 -0.0593467 -0.00447642 -0.0047141 0.101119 -0.0294351 0.00174511 0.0293176 -0.00893738 -0.0429536 internal_count=915188 679065 633923 45142 236123 230650 403273 61861 66048 174262 162162 155242 1265 164602 109627 298410 25190 11404 11228 12100 3203 20233 1138 122528 18907 6920 3681 9575 shrinkage=0.0437965 Tree=55 num_leaves=29 num_cat=0 split_feature=16 30 16 20 9 11 26 27 25 13 12 8 0 8 24 19 27 10 26 12 26 0 9 1 11 17 26 29 split_gain=274.775 84.727 46.8079 38.6793 34.4383 39.5577 23.5893 25.917 22.6544 20.369 17.114 16.9272 16.6364 15.0654 14.7298 19.242 13.8074 13.3246 12.8549 12.7915 12.3583 12.2671 12.2321 11.6449 11.6392 14.5944 14.3733 11.2119 threshold=206.87225217256182 1.0000000180025095e-35 224.91508448865844 0.74063887681638685 0.94089305626370534 0.64723233899872834 1.4009962042797643 15.500000000000002 31549.500000000004 26.283890433520373 197.64823227814085 731.50000000000011 24.000000000000004 2198.5000000000005 21.500000000000004 533.75000000000011 36.500000000000007 0.97415032290099324 2.0034218379907816 71.68071785686864 0.78263141156694394 29.500000000000004 0.96429235509748723 4262.0000000000009 0.75809620204357053 61.002113915355785 0.79644852057063475 0.16384583605880129 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 -3 12 10 -5 8 -8 -7 13 24 20 27 21 19 22 -12 -9 -16 -1 -4 -11 -14 -2 -26 -27 -6 right_child=1 3 14 6 5 9 7 18 -10 16 17 -13 23 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 leaf_value=-0.0023097634344000466 0.00079260233422624 -0.0020345708283513934 0.0012919064992264321 0.00052236966277576576 -0.0079527261712494732 -0.0016705638574009947 -0.00011137382971018786 -0.002122322865902344 -0.028815532508070521 -0.0014602165970160701 0.00700532448822116 0.0007009372537632423 -0.0031229135652154913 -0.015683477228330221 -0.010014494605607407 0.00069305451241418836 0.0016733913892808961 -0.017768229514238506 -0.0064697596287627175 -0.0016734608196397065 0.00011283903425096609 0.0006879525604667915 -0.00055287413462892364 0.00012055376069508358 -0.00019378680711464188 -0.011667207047772264 -0.0011106932596837268 0.0014132685583694141 leaf_count=8314 25341 30965 210946 36992 252 73514 10756 3046 53 42028 1321 88192 27770 103 377 17419 4314 43 2282 5463 7855 92924 88536 2299 124030 420 602 9031 internal_value=0 0.0112537 0.0156562 -0.0183628 -0.0269334 -0.0217008 -0.00198991 -0.0338931 -0.00575662 -0.0247523 0.0374539 0.005005 -0.0517333 0.0222436 0.0234245 -0.000829779 -0.0174534 0.14212 -0.0909741 -0.0505044 -0.0258662 0.025281 -0.0192925 -0.0656429 -0.00144517 -0.00540536 -0.124416 0.0264637 internal_count=915188 649808 565714 84094 265380 219142 53129 16137 10809 208392 10750 238585 46238 9386 327129 23259 134878 1364 5328 5840 16169 303870 130564 30069 150393 125052 1022 9283 shrinkage=0.0437965 Tree=56 num_leaves=29 num_cat=0 split_feature=16 16 30 20 32 0 16 17 17 9 16 17 23 27 26 11 11 9 22 26 16 29 4 29 19 0 21 28 split_gain=251.445 57.1245 55.6404 27.3974 27.2679 21.418 20.3508 17.8699 17.4744 16.8805 16.8492 16.1184 14.3455 12.6972 17.5769 12.0698 11.9008 15.7225 11.9412 11.6173 12.1517 11.4218 11.4072 11.1976 11.1554 12.465 12.0574 11.1604 threshold=218.23477481689267 193.90484321995052 1.0000000180025095e-35 0.52308838702281335 1.5000000000000002 40.500000000000007 232.60808301007003 78.70587656161193 43.721178273403247 0.96266315672218805 147.97273335563736 40.00977522779808 1.9207975546207161 14.500000000000002 2.0034218379907816 0.75666225357573902 0.69166979244811211 0.95508374403974849 597.25000000000011 1.4353409019533949 159.60463130300084 0.16384583605880129 5.0068869590759286 0.753557097844199 740.25000000000011 33.000000000000007 16.500000000000004 849.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 6 -4 12 7 8 10 -2 23 -1 21 16 -5 15 -15 17 -3 -18 20 -7 -12 -20 -9 25 27 -27 -10 right_child=2 4 3 13 -6 19 -8 9 24 -11 11 -13 -14 14 -16 -17 18 -19 22 -21 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0026848691559277446 -0.00073878396876297285 -0.00032679586130074671 -0.0022596467144066078 0.00049162403856303002 -0.0018906898392294252 -0.0027894277881609039 0.0012125210788416856 -0.0029918815645360447 0.00079853323736246012 0.0033690215017573447 -0.0024399035667859799 -0.0012369626760476238 -0.0029153836730503478 0.0011818672500342219 -0.0048420133410332069 -0.0015550831853705044 -0.00067917028815008256 0.0017203814339955708 -0.010581007821812189 -0.0040025692460278779 -0.0014713677754547051 0.00098414297944373567 2.1500175028910413e-05 0.0010457409339951844 0.0010770163724593057 -4.8730645549975545e-05 -0.0071811236448793801 -0.0019005638846499491 leaf_count=12154 17492 15254 14480 28109 20830 18443 169277 2219 108826 3310 2231 59271 3771 5064 2061 7931 91722 13622 195 5078 49230 11506 106604 3243 92002 47784 459 3020 internal_value=0 -0.0180164 0.0152551 -0.0139538 -0.00851647 -0.0323785 0.0190918 -0.0224026 0.0136957 0.0205731 -0.0268293 -0.0210902 -0.00539393 -0.00132703 -0.0247616 -0.0111545 -0.00437948 0.0145889 -0.00713854 -0.045259 -0.0417974 0.00977362 4.88962e-05 -0.0135762 0.0158164 0.0107735 -0.0026621 0.0165688 internal_count=915188 418683 496505 57645 251998 166685 438860 93934 269583 8772 85162 73008 231168 43165 15056 12995 227397 28876 198521 72751 67673 13737 106799 5462 252091 160089 48243 111846 shrinkage=0.0437965 Tree=57 num_leaves=29 num_cat=0 split_feature=16 30 16 20 9 11 26 27 5 5 6 8 28 27 0 25 15 0 0 29 11 6 16 4 5 23 8 8 split_gain=231.457 74.4498 46.7505 33.9975 26.0351 30.7822 22.1706 22.0597 21.5741 18.5324 15.9185 15.3166 14.2286 17.8867 14.1423 13.8279 12.6066 12.5186 12.4168 12.0131 14.5244 11.6546 13.6485 13.1769 26.4628 13.187 19.1835 22.6555 threshold=203.76844037933535 1.0000000180025095e-35 223.22334179357026 0.75644192995075532 0.94289952512064501 0.65051580634446649 1.4009962042797643 15.500000000000002 491.50262451171881 69.013374328613295 0.88043480699843779 731.50000000000011 598.25000000000011 31.500000000000004 51.000000000000007 848.25000000000011 0.2518126126571989 24.000000000000004 22.000000000000004 0.16384583605880129 0.94083267160190254 0.27209066111241353 243.53150303038899 52.386129379272468 354.30992126464849 1.0400914203829326 1887.5000000000002 3008.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 -3 17 9 -5 8 14 15 19 -2 13 -4 -8 -6 -11 -1 -9 -7 -21 23 -23 24 25 26 -14 -28 right_child=1 3 12 6 5 10 7 18 -10 16 -12 -13 21 -15 -16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 27 -29 leaf_value=-0.0011272871129477029 -0.00016098415013519153 -0.0018649273044613153 0.00071282039138200837 0.00047163054500656365 0.0016730386477657154 -0.0026922045567954658 0.00036803670609224833 -0.0010608246275809416 -0.028733141336533093 -0.010939607429195111 -0.0019019598945667765 0.00058379322027734117 0.0013005422753697155 -0.0008918495516479309 -0.0046306096886036168 -0.0024709821241424286 0.0073217743080673647 -0.0026566842521198366 -0.0053238807707181703 -0.00082663191162950602 0.0051706091269481209 0.0010591204239242076 0.0024631746615773327 0.0042760630003926348 -0.026179442118375744 0.00096955970608681363 -0.010059991560688087 -0.0013017592181802891 leaf_count=15716 149647 33789 94725 38783 6448 6697 9859 2122 51 77 36734 81980 1416 15505 1220 2031 1244 29602 3427 136878 779 225224 14112 979 80 3767 1017 1279 internal_value=0 0.00934011 0.0134137 -0.0175767 -0.0270025 -0.0218871 -0.00234291 -0.0328308 -0.00715197 0.0327003 -0.0248412 0.00234301 0.0205745 0.0111221 -0.00416484 0.0155357 0.142873 -0.0485496 -0.0843365 -0.0201116 -0.0180995 0.0247779 0.0260731 -0.0115265 -0.0256645 -0.0195451 -0.0618456 -0.118301 internal_count=915188 678982 589731 89251 236206 190888 55462 16679 11130 9800 181088 231627 358104 110230 11079 8479 1321 45318 5549 144354 137657 247874 239336 8538 7559 7479 3712 2296 shrinkage=0.0437965 Tree=58 num_leaves=29 num_cat=0 split_feature=16 30 16 5 26 0 5 27 29 15 17 17 8 6 14 0 33 24 14 27 25 0 8 16 14 0 15 15 split_gain=212.008 66.0115 42.3997 23.1342 21.2771 21.0002 17.5541 17.8717 15.9825 15.8316 14.7432 13.8373 13.4621 13.3741 13.3145 12.5093 11.8493 11.7532 18.9235 14.2374 13.3008 11.6328 11.5075 11.4098 11.322 11.2094 11.1404 10.6661 threshold=203.76844037933535 1.0000000180025095e-35 223.22334179357026 26.00000095367432 1.411805217954951 29.500000000000004 491.50262451171881 15.500000000000002 0.73732695374800639 0.38526498649873192 90.095430635729727 56.706495157113295 731.50000000000011 0.80000000524484083 80.898370211344073 22.000000000000004 2.5000000000000004 21.500000000000004 18.977926492910481 36.500000000000007 638.25000000000011 51.000000000000007 499.50000000000006 185.05112696946122 90.169828554133431 29.500000000000004 0.66699803079475151 0.69319988924707332 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 12 -3 16 8 7 21 -1 24 -10 13 -2 -11 17 -9 -5 25 19 22 26 -6 -19 -13 -7 -4 -20 -21 right_child=1 3 14 4 6 9 -8 15 10 11 -12 23 -14 -15 -16 -17 -18 18 20 27 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0010932204882370448 -0.00014786590442753759 -0.0019220520458318176 0.0010577615358698172 0.00049170211877917422 -5.7554970739166071e-05 -0.0031768059504194745 -0.027504855547399291 -0.00085584332323467092 -0.0001992986923041834 -0.0012341610388176074 0.0026647666348880283 -0.0016908948100910059 0.00055035698788345765 -0.0023285149597693801 0.002280966984131974 -0.0050414868122010794 -0.0012944993491961485 -0.0045192173624150666 0.00046177970450850985 -0.00095042011185424526 0.0016455287107947324 -0.004282844920430586 -0.015966481343314725 -0.000151797116681425 0.010461448041881814 0.00050032609951929834 -0.0021603430296597702 -0.013392745968877203 leaf_count=51819 149646 22761 219073 39860 10650 11083 50 2170 32975 61730 3850 13761 81985 32803 12212 3713 8674 475 8232 2358 9125 1416 261 28115 118 101140 4993 140 internal_value=0 0.00897171 0.0128089 -0.0163666 -0.00695223 -0.0258082 -0.0363176 -0.0346694 -0.013642 -0.0331143 0.00228638 -0.0301467 0.00226657 -0.0368501 0.0196298 -0.0798597 0.00393804 0.0184837 -0.00214168 -0.0736382 0.00820373 -0.012636 -0.195875 -0.0150141 -0.0692551 0.0201316 -0.01206 -0.0376229 internal_count=915188 678934 589640 89294 66533 236254 17999 17949 88644 147610 36825 136409 231631 94533 358009 5883 48534 345797 25584 3234 22350 12066 736 41876 11201 320213 13225 2498 shrinkage=0.0437965 Tree=59 num_leaves=29 num_cat=0 split_feature=16 16 20 20 0 29 8 0 0 11 17 17 28 27 11 7 16 26 5 0 7 23 15 23 20 11 21 21 split_gain=194.156 46.8155 40.2161 26.9722 21.9886 20.1013 21.5043 19.2912 16.903 15.7345 14.7084 14.9877 14.274 15.5462 13.6081 12.8929 13.7837 17.9172 13.4194 12.9301 12.9024 12.5944 12.0014 11.7256 11.5624 12.577 11.4506 11.994 threshold=218.63962037258113 176.17009974860113 0.51131630382424598 0.65605430211607596 33.000000000000007 1.5396688560481666 725.50000000000011 33.000000000000007 51.000000000000007 0.79961890262350888 42.471813749269238 70.307585737635222 578.25000000000011 27.500000000000004 0.65051580634446649 -18.434947013854977 108.33527962179026 0.97766621188019631 225.09967803955081 24.000000000000004 -41.633537292480462 0.15859594241401778 0.2518126126571989 0.78762424208213988 0.81478574335717202 0.89409967574272986 2.5000000000000004 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 -2 -3 10 6 26 -4 -7 15 -5 21 13 -9 22 16 17 -1 19 -18 -19 -12 -13 -16 -11 -26 -6 -28 right_child=2 3 7 4 5 8 -8 12 -10 24 11 14 -14 -15 23 -17 18 20 -20 -21 -22 -23 -24 -25 25 -27 27 -29 leaf_value=-0.0015193795168527745 -0.0014951761503960545 -0.0014680578143341188 0.00085167383126001509 0.0031321369241317496 -0.0022280336249599665 -0.0010224585687873499 0.00019002353342796331 -0.00017640640675422375 -0.0041910958247002132 -0.0016772721113734121 -0.0084563317769568887 -0.015436734770757026 0.00044498636456103785 -0.0029433828078653454 -0.00579221892132392 -0.0025837077996000418 -7.6256548632976245e-05 0.0015214430978336111 -0.012922545369430726 -0.0021646367361851694 0.011096376063908727 -2.6980628361663895e-05 0.0039810211046722391 0.0010788367977005208 -0.00036345989764945325 0.0037791313248280826 -0.00063845454977721019 -0.0045420962629284523 leaf_count=1346 16986 42702 336405 3088 10759 8491 57701 19861 5211 14271 341 62 110973 4845 570 31455 8303 571 199 18047 512 114949 4001 2901 15397 1547 82156 1538 internal_value=0 -0.0155334 0.0136664 -0.0100467 -0.00661122 -0.0141752 -0.0108715 0.0153865 -0.0508608 -0.0355572 0.00335228 0.00163854 0.00532073 -0.0164175 0.0448509 -0.0449742 -0.0297565 0.0423476 -0.0363534 -0.0343996 0.138096 -0.00118532 0.0841327 -0.00113052 -0.0173258 0.000337055 -0.0201634 -0.0162157 internal_count=915188 426118 489070 334470 291768 165856 152154 472084 13702 91648 125912 122824 135679 24706 7534 60433 28978 2429 26549 26350 1083 115290 4063 3471 31215 16944 94453 83694 shrinkage=0.0437965 Tree=60 num_leaves=29 num_cat=0 split_feature=16 30 16 20 9 5 27 26 6 13 27 22 6 21 0 0 0 14 9 16 27 6 26 14 14 28 27 14 split_gain=178.42 60.0282 37.0556 26.5193 22.4833 25.4203 19.3925 26.373 16.9483 16.7414 17.7652 15.7762 15.3006 12.4779 12.1912 11.9417 11.6211 12.0543 15.2757 11.5296 11.3757 11.0905 11.3261 10.7542 10.5754 9.94074 15.6051 10.9795 threshold=203.76844037933535 1.0000000180025095e-35 227.52126966804033 0.75644192995075532 0.94089305626370534 71.000812530517592 14.500000000000002 2.0034218379907816 0.86390531006925209 26.283890433520373 36.500000000000007 581.25000000000011 0.12922200500667488 9.5000000000000018 37.500000000000007 35.000000000000007 52.500000000000007 90.169828554133431 0.79610150636344179 108.33527962179026 29.500000000000004 0.42189566984016036 4.7128680479825524 7.4424414363577727 80.898370211344073 684.25000000000011 30.500000000000004 18.277079609107886 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 -3 21 9 16 -8 19 -6 14 15 -13 20 -11 -2 17 -5 -19 -7 23 -1 -23 -14 -4 26 -15 -28 right_child=1 3 24 6 5 8 7 -9 -10 10 -12 12 13 25 -16 -17 -18 18 -20 -21 -22 22 -24 -25 -26 -27 27 -29 leaf_value=-0.0032416368978056436 9.7489089517918117e-05 -0.0016664187148526842 0.00083277750092910607 0.0010304460348703045 -0.0014423685974802158 0.0093319734158786288 -0.00057028169131998938 -0.0052219310568413536 -0.011343547124845751 -0.0001626122264497287 0.0023658215124277271 -0.01208494029519752 -0.0089889784443825133 0.0027917432120043526 -0.0010654976820037561 -0.00084375350786490262 -0.0028465152501227745 -0.0047458969920195103 0.00053847691541891794 0.0024893855293842263 -0.0011388775525955023 -0.0016308894772142624 0.0081222309927254013 0.00042683021144991178 0.0021772252396145856 0.002640808882441472 -0.0052290882524350189 8.5504319967108676e-05 leaf_count=9800 80823 33771 264349 28808 69388 602 17643 2695 146 49625 3780 187 233 4351 67981 38016 1871 1659 2855 2193 9583 32552 230 164030 11720 8283 832 7182 internal_value=0 0.0082099 0.0118695 -0.0159515 -0.0236943 -0.0191209 -0.00251285 -0.0270952 0.0731407 -0.0205432 -0.0134606 0.00443026 0.00997251 0.0102474 -0.0156295 -0.004649 0.0116933 0.0159992 -0.0320495 0.0904907 0.00748698 -0.0444993 -0.0356755 0.00944081 0.0203179 0.0334887 0.0155304 -0.0106458 internal_count=915188 678891 589589 89302 236297 193715 55531 20338 2941 190774 121386 313520 194681 194494 117606 118839 35193 33322 4514 2795 173846 42582 32782 164263 276069 20648 12365 8014 shrinkage=0.0437965 Tree=61 num_leaves=29 num_cat=0 split_feature=16 30 9 11 16 20 5 7 26 5 0 20 5 19 2 7 18 15 0 25 14 16 13 32 11 14 15 16 split_gain=163.097 48.1192 27.2777 34.0872 23.2412 21.732 17.829 15.8212 15.6042 15.0914 14.8074 15.3133 14.0772 13.6052 13.1712 12.8498 12.0698 11.9382 11.8889 11.4419 11.4785 11.1719 10.534 10.0896 13.0413 9.21048 9.78564 10.0805 threshold=211.55336151344244 1.0000000180025095e-35 0.95541646063537622 0.68350908350908368 231.84602425004161 0.71072497599728923 32.646757125854499 -15.945394992828367 1.4009962042797643 491.50262451171881 22.000000000000004 0.55489545938980422 70.001785278320327 740.25000000000011 46.802173913043482 -79.129028320312486 6.5000000000000009 0.2518126126571989 48.000000000000007 1270.2500000000002 19.816445523172046 179.47549124578097 33.947920914145946 1.5000000000000002 0.84910113309002788 80.898370211344073 0.26588874010805319 244.19136533582673 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 10 12 7 -3 23 15 -7 14 11 -1 -4 16 18 19 -9 -14 -10 -2 22 -12 -21 24 -5 26 27 -6 right_child=1 5 3 6 25 8 -8 13 9 -11 21 -13 17 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0026516042507900169 0.00043410576044328609 -0.0016349071166060392 0.0010915117045605977 -0.0010833539795908397 -4.9123174821367036e-05 0.00045672537265762801 -1.7033417056186926e-05 -4.3196970881701929e-05 -0.0015829713945947111 -0.025763341848139845 -0.0025692299291042724 -0.0001540902564528576 -0.018003727211472757 0.00066167597206775747 0.00030046712985665148 0.0012589938787563753 0.0090734419101203122 0.0077329002337245423 -0.0060258842920294254 -0.00052775301010010516 -0.0015268938951132126 -0.0013458071842819548 -0.017646243320855983 -0.0022932772825665095 -0.00015218354126341467 0.0021906696385029681 0.0009595020698470139 -0.0048815487169863161 leaf_count=5883 22604 26015 14898 110358 6184 33631 55433 174093 6915 48 24514 23598 36 79846 6560 56260 279 871 1387 116 3050 34419 170 9761 39061 11139 167103 956 internal_value=0 0.00975539 -0.0182631 -0.0125335 0.0131508 -0.0140085 -0.0158342 0.00819665 -0.00150974 -0.0284373 -0.0331952 -0.0148979 0.0322861 0.00429711 -0.0266293 0.0202567 -0.000653251 0.15324 -0.053092 0.00184355 -0.0528258 -0.0423483 -0.244382 -0.0212129 -0.019178 0.0221413 0.0203591 -0.0158952 internal_count=915188 596356 318832 230418 521800 74556 214613 336418 48541 14910 88414 29481 15805 254218 14862 82200 174372 907 8302 25940 3336 58933 286 159180 149419 185382 174243 7140 shrinkage=0.0437965 Tree=62 num_leaves=29 num_cat=0 split_feature=16 20 29 0 29 31 29 17 9 16 16 17 27 22 16 18 13 18 21 27 13 19 0 17 9 22 22 8 split_gain=151.662 35.956 32.9625 29.0645 26.0202 18.9607 18.6474 18.4528 19.083 16.2388 15.1635 24.5902 15.0398 17.7818 12.232 12.0814 12.7576 12.4231 11.6985 14.9402 12.1422 11.5183 11.4367 11.0043 10.4293 10.3433 10.3414 10.3397 threshold=218.23477481689267 0.7458180655305201 0.28927882710196301 49.500000000000007 1.5396688560481666 1.5000000000000002 0.058719029909603711 70.307585737635222 0.96266315672218805 190.57304869044003 152.14689941812139 34.179318566869796 31.500000000000004 399.25000000000006 201.61531817294556 3.5000000000000004 45.419047165866928 6.5000000000000009 1.5000000000000002 17.500000000000004 73.716779705707481 11971.500000000002 33.000000000000007 52.815457987692653 0.96208110701170413 520.75000000000011 806.25000000000011 20789.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 24 -2 6 9 12 -3 10 18 -5 -8 26 22 -14 -13 -15 17 -17 20 -20 -9 -22 -4 -6 -1 -24 -12 -23 right_child=2 3 5 4 23 -7 7 8 -10 -11 11 14 13 15 -16 16 -18 -19 19 -21 21 27 25 -25 -26 -27 -28 -29 leaf_value=-0.0019465203633158654 -0.0018113975414015355 -0.0078642164639149467 0.00090706189365893583 -0.0018308472932804648 -0.0059586019880332134 -0.00023110944368120371 -0.0017354910069609316 -0.0086739699779426489 0.0028378463394357922 -0.00036989816341189444 0.0021266665457511133 -0.00062659487303884116 -0.0076247175926535907 0.00054033720065413773 2.6360556645159489e-05 -0.0017153595282352841 0.0020104834752151905 0.008104903951935645 -0.0023108237905985316 0.0018735690028975187 0.0075617656871545388 -0.0079552540115006582 -0.00088826861767282033 -0.0024236930663105055 -0.00097977801852984253 0.00052239559505355519 0.0079122156578159044 0.0040169366729774147 leaf_count=38143 11360 606 276524 22942 2560 50150 12811 150 7694 40104 1931 92329 594 28273 136226 12689 2308 252 4817 2479 890 216 11037 4966 48777 103120 855 385 internal_value=0 -0.0139516 0.0118872 -0.00921075 -0.0272187 0.0131345 -0.0043488 -0.00394164 0.0282886 -0.0205845 -0.00613708 -0.00428254 0.0152581 -0.002244 -0.00542082 0.000101457 -0.0225852 -0.0348003 -0.00314147 -0.0203001 0.0731468 0.10043 0.0172345 -0.0827945 -0.0320577 0.0088137 0.0890986 -0.00652748 internal_count=915188 418881 496307 331961 70572 484947 261389 260783 16631 63046 244152 231341 434797 44116 228555 43522 15249 12941 8937 7296 1641 1491 390681 7526 86920 114157 2786 601 shrinkage=0.0437965 Tree=63 num_leaves=29 num_cat=0 split_feature=16 16 20 20 0 17 16 16 17 11 8 17 7 17 8 7 28 8 1 11 23 27 17 11 23 11 14 0 split_gain=141.748 37.4109 27.8538 21.2738 19.7646 18.9301 18.0383 14.9928 14.2809 14.0942 16.2242 13.5907 13.0689 18.5092 12.9441 12.5583 11.5607 12.6631 18.3046 11.6459 11.1927 11.0447 10.8241 13.3405 10.7987 10.6705 11.9839 10.5437 threshold=219.83881777671095 178.34986425130646 0.47677209302325591 0.65605430211607596 33.000000000000007 52.16401098584889 204.17852425071345 236.6057609455527 44.019738245964191 0.85694815805109925 845.50000000000011 56.706495157113295 -19.972253799438473 55.947297261364824 4603.5000000000009 -79.129028320312486 797.75000000000011 1388.5000000000002 3391.5000000000005 0.77781461833185983 0.15859594241401778 7.5000000000000009 70.307585737635222 0.6538618524332811 0.78762424208213988 0.9046447619618353 22.547138992706959 49.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 -2 -3 8 27 11 12 -5 -1 -11 -7 15 25 16 -4 19 21 -19 -15 -10 -18 -22 -24 -25 26 -14 -6 right_child=2 3 7 4 5 6 -8 -9 20 10 -12 -13 13 14 -16 -17 17 18 -20 -21 22 -23 23 24 -26 -27 -28 -29 leaf_value=-0.0014938459461071082 -0.001378174519020387 -0.0012588492895395935 0.00018687242263684705 0.0027355917985450325 -0.00089688613520734213 -0.0014375856381445417 0.00021020760023129204 0.0010676051284575483 -0.0078095526083026886 -0.00034631306494085982 0.0056345265069587085 -0.00013277759620616044 -0.00028444498937544893 0.0037632365660704172 0.0040244407694411902 0.0012903498344463945 1.114605593500879e-07 0.00048359350382095088 -0.023192256817949813 -0.0061178213861565632 2.4777932146703284e-05 -0.019597524636276127 0.0034180116858497835 -0.0058690133001075839 0.00080498824265176844 0.00091647548301827862 0.00042358538220584047 -0.0024434249292047622 leaf_count=87904 14187 42804 29795 4077 28789 32270 69938 99483 342 9880 954 29137 66545 377 334 58869 69 318 78 582 121707 275 4104 558 2791 49582 147467 11972 internal_value=0 -0.0127319 0.0121649 -0.00786354 -0.00493984 -0.0120238 -0.00618139 0.0135291 0.00418734 -0.0299144 0.0041176 -0.018688 0.0104832 0.00697424 -0.0880767 0.0209956 -0.123456 -0.217361 -0.0954377 -0.050995 0.00235274 -0.357714 0.00283113 0.0398246 -0.00701 0.00770733 0.0046449 -0.0308501 internal_count=915188 447227 467961 348489 305685 172106 131345 453774 133579 98738 10834 61407 354291 265627 2033 88664 1699 740 396 959 129502 344 129160 7453 3349 263594 214012 40761 shrinkage=0.0437965 Tree=64 num_leaves=29 num_cat=0 split_feature=16 30 16 2 9 11 29 1 25 29 33 22 6 6 21 27 21 27 18 19 10 18 28 27 19 25 11 27 split_gain=128.963 44.4775 26.0349 18.9796 17.4809 21.1675 15.4151 19.0103 17.1462 15.1527 18.1265 13.9171 14.5983 13.7807 12.5134 12.9158 12.3753 12.2412 11.9942 11.2761 10.6973 10.5922 12.1397 12.3601 11.7459 11.5403 10.2098 9.8934 threshold=203.33688465588719 1.0000000180025095e-35 226.87170469188209 40.627314814814817 0.93398596054982608 0.64723233899872834 2.0005614823133073 1745.5000000000002 1142.2500000000002 1.8549182226594096 2.5000000000000004 581.25000000000011 0.12922200500667488 0.89843753582882535 1.5000000000000002 14.500000000000002 9.5000000000000018 14.500000000000002 6.5000000000000009 1080.7500000000002 0.51312548657815038 3.5000000000000004 644.25000000000011 31.500000000000004 365.25000000000006 1070.2500000000002 0.79436593567028357 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 9 -1 6 7 8 -6 10 26 14 -13 -7 -2 -16 27 -11 19 -17 -9 -4 23 -23 -25 -24 -3 -14 right_child=1 3 21 -5 5 13 -8 20 -10 17 -12 12 16 -15 15 18 -18 -19 -20 -21 -22 22 25 24 -26 -27 -28 -29 leaf_value=-0.0017923908919117131 -0.0031123141528312599 0.00040525237890005216 0.00081216256214121482 0.00039182718059158349 0.0014103829206126896 -0.00067256188782676546 -0.0080203299611333149 -0.015280681142512242 -0.0043144803795240405 -0.0016223617385942198 -0.0018188342229375704 -0.012045052570428701 0.00028474445574649417 -0.0016731316989711527 0.00046912909514931186 -0.00050872429811029221 0.0014313315078116823 -0.0057194356077851479 0.0098727059139511533 -0.011768719424852489 0.0066366852772948752 0.00027103887138037067 0.0014296509849880492 -0.013675129426837757 -0.0019529295930016629 -0.02216004749280976 -0.0010744009930819011 -0.013634816482922998 leaf_count=35286 2806 21563 266342 25926 7877 154484 341 44 1150 3897 21079 181 167995 31846 40987 71631 19912 2182 213 171 1462 8211 7186 168 6824 40 15286 98 internal_value=0 0.00684282 0.00998676 -0.0138795 -0.0204263 -0.0167583 0.0261285 0.032903 0.0155506 -0.0231251 -0.0181408 0.00352753 0.00883536 -0.0192612 -0.0050976 -0.00345959 0.00910864 -0.0706214 -0.011525 -0.0122279 0.136914 0.0167865 -0.00408388 -0.0201231 -0.051022 0.0296615 -0.00476179 0.00631625 internal_count=915188 682698 592765 89933 232490 197204 10874 10533 9027 64007 57928 303994 188186 186330 115808 113002 188005 6079 72015 71802 1506 288771 22429 15203 6992 7226 36849 168093 shrinkage=0.0437965 Tree=65 num_leaves=29 num_cat=0 split_feature=16 16 29 20 17 17 0 14 9 13 23 21 28 18 5 1 5 15 1 25 19 22 16 4 33 4 22 27 split_gain=116.383 29.8223 26.6823 16.6712 18.2283 17.6867 16.1474 14.4219 13.706 22.7946 12.9091 11.9007 11.5694 18.1655 11.044 13.9418 12.9727 10.4459 10.3108 10.0501 11.7261 9.35572 9.33145 9.31414 9.68552 12.0541 9.69679 9.5662 threshold=218.23477481689267 176.17009974860113 0.28927882710196301 0.7458180655305201 44.019738245964191 70.307585737635222 33.000000000000007 18.174219217114615 0.96083182413677382 66.546289482186225 1.7736820599386414 7.5000000000000009 2963.5000000000005 2.5000000000000004 79.188934326171889 3391.5000000000005 32.646757125854499 0.47572894601111099 499.50000000000006 913.25000000000011 803.25000000000011 520.75000000000011 108.33527962179026 6.0232255458831796 2.5000000000000004 13.999999046325685 552.75000000000011 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -2 23 -5 10 -4 -8 -1 -10 14 12 13 -7 16 -16 -6 -18 -13 20 -12 -9 -11 -3 25 -25 27 -27 right_child=2 3 6 4 5 11 7 21 9 22 19 18 -14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 leaf_value=-0.0018370121073252993 -0.0016449131709764342 -0.0029096005649673694 0.00066456776387305457 0.0023774627927316042 -0.00051508547558957627 -0.0028322851877821791 -0.0023329185249582603 -0.001004412047489757 -0.00088412545842727383 0.011405444137071402 -0.00061408446967174592 -0.0041928322916854341 0.0036608461932132797 0.0018451872485195967 -0.0046243341048775657 -0.00014219394285739243 -0.00074588850563609235 0.00035217028212703334 0.0036726661566345896 0.0016118157399598522 -0.0047899058758555275 0.00029880749617575711 0.0024381684994433045 0.00064363468221465903 -0.0020563488990830202 0.011172704943135282 -0.00055402614357907387 -0.0025290427577004618 leaf_count=40535 11351 4630 344585 5166 137174 3218 4496 11546 50160 373 2208 345 1588 3153 2511 2833 20755 83365 4356 1063 3102 124517 552 11530 10358 99 21949 7670 internal_value=0 -0.0122677 0.010368 -0.00780092 -0.00454769 -0.00569169 0.0114893 0.00245629 -0.0282136 -0.0173186 -0.00751683 0.030784 0.00722082 -0.011814 -0.00636863 -0.0513336 -0.00537278 0.00304331 0.0706776 -0.0519529 -0.0697207 0.00429759 0.138234 -0.0234687 -0.0196139 -0.0127488 -0.0233968 -0.0537587 internal_count=915188 418693 496495 327073 270837 265671 485144 140559 91620 51085 253011 12660 7959 6371 246638 5344 241294 104120 4701 6373 5310 136063 925 56236 51606 41248 29718 7769 shrinkage=0.0437965 Tree=66 num_leaves=29 num_cat=0 split_feature=16 16 31 20 17 0 29 8 7 20 0 29 17 18 28 27 22 10 18 0 10 9 20 6 27 0 2 17 split_gain=108.705 28.828 24.0949 17.9659 20.2688 18.3625 17.5027 16.6723 13.7255 13.3728 12.6209 10.8033 10.4662 10.3825 13.8562 12.5183 15.9093 11.2758 10.5382 10.7608 10.481 18.2518 10.1769 9.97844 12.8891 9.94424 9.90014 9.76174 threshold=219.83881777671095 168.55793006959416 1.5000000000000002 0.73529997112285284 36.437424497431337 33.000000000000007 1.5797745694022292 725.50000000000011 -1.0000000180025095e-35 0.52308838702281335 49.500000000000007 0.185848518877716 54.278787013572689 3.5000000000000004 644.25000000000011 30.500000000000004 399.25000000000006 0.86382476523265694 6.5000000000000009 33.000000000000007 0.99576222100420519 0.93681472022061452 0.79805589020386003 0.84999997802530369 2.5000000000000004 11.500000000000002 71.510869565217405 52.742424118431508 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 8 -3 -5 11 7 23 -2 -4 -8 -6 13 20 15 -15 17 -17 19 -18 -10 -22 -14 24 -7 -1 27 -12 right_child=2 3 9 4 5 6 10 -9 12 -11 26 -13 22 14 -16 16 18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=6.7935862405680986e-05 0.00088181210368639686 -0.0010071387099635913 -0.0016058817605761045 0.0041271403915710981 -0.0038527425389945796 -0.0052468710992718609 -0.00073619792670252251 0.00015617652091827708 0.00050130860099969836 -5.7154868324754398e-06 -0.006320302926362281 0.00019800293633695046 -0.010817201837585886 0.00015556108807100106 0.0010964853854247168 -0.017216195747294924 -0.0013470605493945769 0.0039620007922362916 0.0075103798344773503 -0.0050711778561558733 0.002093202268380358 -0.027704778846065262 -0.001576965865535718 -0.0014761263800207706 -0.00041347274703013633 -0.0015037966586194833 0.0020411606993572902 -0.002633343701128409 leaf_count=8845 171961 63348 13354 2064 1275 1074 7138 64441 215475 40098 2107 132956 270 7878 7709 217 7099 62 223 1883 92 69 1492 26487 72226 60779 588 3978 internal_value=0 -0.0110792 0.0107235 -0.00763237 -0.00453615 -0.00518899 -0.0118474 -0.00897208 0.0133007 -0.00925846 -0.0460379 0.00364246 0.00845424 0.00901636 -0.0102447 -0.0259099 -0.0503828 -0.285638 -0.0432523 -0.0485836 0.0112558 -0.243795 -0.0683364 -0.017069 -0.0110578 -0.0297769 -0.0773031 -0.0892765 internal_count=915188 447306 467882 377682 314334 312270 178039 164228 414430 53452 13811 134231 242469 240707 25071 17362 9484 279 9205 8982 215636 161 1762 99787 73300 69624 6673 6085 shrinkage=0.0437965 Tree=67 num_leaves=29 num_cat=0 split_feature=16 33 16 0 14 0 14 29 14 1 29 29 7 5 21 27 18 4 5 28 27 28 13 24 26 15 4 27 split_gain=100.52 29.0421 19.4903 18.4906 17.1963 14.1542 13.7992 17.4176 13.4699 12.6157 12.1469 10.7692 12.2043 10.4678 10.2642 9.97419 9.42042 8.93235 8.63849 8.63548 10.6319 17.5808 10.8467 8.3089 8.21997 8.24957 12.3931 19.0677 threshold=213.13457318841819 2.5000000000000004 161.11891863747863 35.000000000000007 20.166572967931852 33.000000000000007 19.816445523172046 1.5396688560481666 68.126047655298819 136.50000000000003 0.16384583605880129 0.8163841174172034 -45.083038330078118 26.00000095367432 9.5000000000000018 38.500000000000007 3.5000000000000004 92.999992370605483 31.819806098937992 600.25000000000011 29.500000000000004 449.25000000000006 26.133046329797008 2.5000000000000004 1.4620750471325186 0.2518126126571989 48.432785034179695 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 8 9 -5 10 -7 14 -1 -2 -4 -10 -13 16 18 -12 -6 -3 -8 20 -11 22 -22 -9 25 26 27 -15 right_child=1 17 5 4 13 6 7 23 11 19 15 12 -14 24 -16 -17 -18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0014950188084017432 -0.003270126082615499 -0.0013504668486906232 -0.0021569498641065745 -0.0015753494987304328 -0.00086918066962731529 -0.0014389771056534304 -0.00088301646133662269 0.0019296151242192805 -0.005278876911854761 0.00047966849298689788 -9.6587063516992964e-05 -0.0018548114542709733 0.008792546497305577 -0.020835822371105941 0.0011551034624754095 0.0020635327829826213 -0.0060048724751227793 0.0057443871532107307 -7.9987064724790921e-05 0.00074034856757143217 -0.010426680296499272 -0.00021793703999385753 -0.0025736962914455186 -0.0025000689903668799 -0.00050546196837836818 0.00045334906975452526 0.00366454789290677 -0.0028610743693750062 leaf_count=49889 1634 20935 5331 12161 8520 39645 47944 882 228 122165 117043 306 635 123 8223 4249 745 346 55371 253458 489 21503 1088 10267 23320 106771 496 1421 internal_value=0 0.00805071 -0.013638 0.00944354 0.000114421 -0.0104555 -0.0166368 -0.0113957 -0.0316493 0.0130219 -0.00253092 0.0744581 0.121703 0.0032179 -0.00762868 -0.000477563 -0.029275 -0.0282012 -0.010335 0.0133813 0.00723345 -0.0124504 -0.114365 -0.0490824 0.0054963 0.00914771 -0.0538451 -0.0980216 internal_count=915188 575175 340013 553894 153557 288955 162332 122687 51058 400337 126623 1169 941 141396 111538 121292 9265 21281 103315 398703 145245 23080 1577 11149 132131 108811 2040 1544 shrinkage=0.0437965 Tree=68 num_leaves=29 num_cat=0 split_feature=14 0 0 20 13 25 29 14 29 5 9 30 11 32 17 11 0 11 25 4 5 22 25 5 25 18 13 23 split_gain=68.7806 53.0582 31.0346 26.6901 20.1484 19.1142 18.4669 18.2298 18.1791 16.8915 13.0175 11.4905 11.412 10.9082 10.545 10.1113 9.97354 9.43352 9.26354 14.3451 12.7791 13.733 12.2652 11.7755 10.6982 29.6705 52.0143 36.6737 threshold=19.891383682534208 48.000000000000007 22.000000000000004 0.57473949940917402 31.817646171871687 865.25000000000011 1.5396688560481666 49.716281927927291 0.058719029909603711 31.998984336853031 0.95266501759078059 1.0000000180025095e-35 0.92512448903753264 1.5000000000000002 90.095430635729727 0.94374200767263439 40.500000000000007 0.90021761309737358 14730.750000000002 184.26949310302737 354.30992126464849 22029.000000000004 48640.000000000007 491.50262451171881 1190.2500000000002 1.5000000000000002 44.936262864542798 0.77756095889367804 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 -2 17 13 9 11 -6 -3 -4 -8 18 14 15 -1 -12 -5 20 -20 24 -22 23 -21 -10 -26 27 -27 right_child=1 6 10 4 8 -7 7 -9 12 -11 16 -13 -14 -15 -16 -17 -18 -19 19 22 21 -23 -24 -25 25 26 -28 -29 leaf_value=0.00015591521786338907 -0.0017109695414817638 -0.001226903510277703 -0.0020572810500843423 -0.00020821067932535092 -0.014161459531760257 -0.0021442124430847516 -0.0019971071052540339 0.00044779861784680736 0.00058316095739774842 -1.3555960914205066e-05 -0.00056401803999573449 -0.0049378326344448747 0.0014086225559274824 -0.0012358785757044582 0.0067721510595868638 0.0029978372093476375 -0.0014755864557517407 0.00095401661055942693 0.0034127330371896392 -0.0034013405175478992 -0.026540433875096109 0.0036024867471668798 0.0025751741429530057 -0.027086731803024976 0.00031558717714565799 -0.0042441990160957356 -0.00093816610462736769 -0.018876324473791537 leaf_count=70544 11555 33687 24435 112749 161 7902 8200 4191 340003 63478 58087 3698 28344 10160 479 2486 38138 15202 4755 973 69 50 933 42 66429 793 7084 561 internal_value=0 0.00471379 -0.0158271 0.00852113 0.00947222 -0.00194608 -0.0151107 -0.0464913 0.0126194 -0.00991455 -0.0263617 -0.0664691 0.0127396 0.00249395 0.00673888 0.00576888 -0.0211275 -0.00160116 0.0114341 0.0483127 0.0108384 -0.316814 -0.0239641 -0.100041 0.0109324 0.000110678 -0.0557461 -0.235332 internal_count=915188 702957 212231 589703 578148 91571 113254 16089 450197 97165 120660 11898 450036 83669 73509 73030 96225 127951 421692 6703 414989 119 1948 1015 414870 74867 8438 1354 shrinkage=0.0437965 Tree=69 num_leaves=29 num_cat=0 split_feature=16 31 8 0 9 12 6 20 27 23 27 1 6 10 11 16 22 19 16 11 27 0 23 9 7 27 7 5 split_gain=86.0565 32.8743 20.5879 16.8546 14.8179 19.0365 23.2855 14.2084 16.8644 23.2066 13.9605 13.0651 12.1062 11.6161 13.8891 13.397 12.9247 44.7576 14.7257 11.3487 10.8707 10.2795 10.0466 9.70927 9.70495 9.57902 9.51404 10.0292 threshold=203.33688465588719 1.5000000000000002 731.50000000000011 29.500000000000004 0.95661684955978066 197.64823227814085 0.88461539565633507 0.75644192995075532 14.500000000000002 1.8661074022720299 36.500000000000007 151.50000000000003 0.73333333479672902 0.96616553911358627 0.43655811664983185 243.53150303038899 2130.7500000000005 2679.5000000000005 242.95159541257871 0.85770365747482458 2.5000000000000004 22.000000000000004 0.79725562208055034 0.92816768284565632 -87.390842437744126 55.500000000000007 -16.699242591857907 59.002853393554695 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 11 21 10 -7 -3 -9 -10 12 -2 -6 15 -15 -4 -16 18 -18 -14 24 22 -1 -20 -5 -22 27 -13 right_child=1 7 13 20 5 6 -8 8 9 -11 -12 26 19 14 16 -17 17 -19 23 -21 25 -23 -24 -25 -26 -27 -28 -29 leaf_value=-0.0013951646589946182 -0.0028648903828154874 -0.0012354961732018608 0.00060777546364344207 -0.013195408420721411 -0.00022980624850468226 0.005698280541068643 -0.013145741106998104 0.00047621428367578624 -0.00057159951173713975 -0.0051999772093587072 0.0017493642240666446 0.0010385753003008236 -0.0012137651801957024 0.0036217577573308258 0.00031095318835815453 0.0019723730667500095 -0.0090858135115415069 -0.00091331853967536731 0.0047963833322469422 0.00037260265345597665 -0.00024721627995192658 -0.001609240186326314 0.00042302897838796216 -0.026912639990104334 -0.0024681138369658444 -0.0090985447183070528 0.00024744473348968157 -0.022758322899908891 leaf_count=11728 2358 34111 270417 219 77632 1536 137 35457 18066 2348 4945 39337 66295 1160 4012 14542 711 3537 21 9948 115134 48821 11590 157 619 235 140081 34 internal_value=0 0.00568159 0.00838595 0.00252594 -0.0165896 -0.0112388 0.0948745 -0.0121279 -0.00230938 -0.0252064 -0.0123566 0.00853832 -0.0140373 0.0143148 -0.0199025 0.0154673 -0.034007 -0.0712689 -0.271852 -0.0229877 -0.00688064 -0.0284938 -0.0112212 -0.529077 -0.120365 -0.00605633 0.00951005 0.0232445 internal_count=915188 682556 592574 298017 232632 160493 1673 89982 55871 20414 158820 181810 153875 294557 9598 284959 8438 4426 889 76243 116207 72139 23318 178 838 115369 179452 39371 shrinkage=0.0437965 Tree=70 num_leaves=29 num_cat=0 split_feature=13 0 20 9 0 28 1 11 28 22 32 24 10 18 21 25 17 28 29 12 15 10 27 20 1 1 27 8 split_gain=59.7558 50.2831 32.2128 23.3723 17.117 16.0274 15.3653 13.8389 13.3034 13.8232 22.9654 12.6489 12.3978 12.1479 11.776 25.9523 22.7464 15.1416 14.4711 11.7029 12.0371 11.275 14.1659 15.333 11.2582 21.7127 13.461 10.8128 threshold=26.283890433520373 33.000000000000007 0.46510593855667121 0.95339879994363164 45.000000000000007 696.25000000000011 3655.5000000000005 0.92512448903753264 813.25000000000011 609.25000000000011 1.5000000000000002 20.500000000000004 0.89243314090935433 4.5000000000000009 1.5000000000000002 1190.2500000000002 50.540344043527867 656.25000000000011 0.09717725235195053 89.509144981614824 0.21970042254935149 0.69048401076054744 46.500000000000007 1.1373224604577763 3952.0000000000005 3167.0000000000005 2.5000000000000004 205.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 6 8 21 12 14 9 13 -11 -7 -3 -1 18 17 -17 -16 -4 -20 24 22 -5 -24 25 26 -21 -19 right_child=1 3 7 5 -6 11 -8 -9 -10 10 -12 -13 -14 -15 15 16 -18 27 19 20 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.00066478369421465718 -0.0026544075425408401 -0.00082240808337709251 -0.0068431500721742242 -0.00083642817711629359 -0.0019301295250079701 0.00020257637254414502 0.0002975839815276244 0.0013880666138618057 -0.0020005135584928156 0.0014576414254559888 -0.0013999598222657471 0.0024255132372774961 -0.0021735815361016049 -0.0042555623951283884 0.00021841573557557047 -0.00019657150422386696 -0.0028855410139769404 -0.013114785357672078 -0.00177968252528365 -0.0098020194587389517 0.0017106923747437655 -7.8296959569058175e-05 -0.002115225651344756 -0.020561503038903296 0.0013407918188354164 -0.022995414327719444 0.0020304250351833443 0.00081282802273449726 leaf_count=73078 6371 37201 425 53105 23551 111091 14568 30154 12100 15441 8291 5137 20044 1853 204695 27633 7720 107 2230 312 30260 82370 214 145 962 118 451 145561 internal_value=0 0.00324613 0.0100015 -0.00628599 -0.0195885 -0.00175169 -0.0222013 0.0109998 -0.014383 -0.0105451 0.0104874 0.0068687 -0.0295803 -0.0172064 0.00951577 0.00792714 -0.0178955 0.0105327 0.0271451 0.0294153 0.0342813 -0.00912783 -0.0204364 -0.218412 -0.0441807 -0.125852 -0.0641149 0.0183256 internal_count=915188 780874 456999 323875 134314 252062 71813 450628 110763 98663 23732 116228 57245 74931 420474 385716 35353 350363 34758 34333 32103 135834 53464 359 1843 881 763 145668 shrinkage=0.0437965 Tree=71 num_leaves=29 num_cat=0 split_feature=16 31 8 9 5 26 0 16 17 27 20 26 27 19 5 15 10 0 17 10 4 5 22 19 16 10 27 16 split_gain=75.9255 27.3362 17.671 14.4278 15.2053 13.986 13.5268 13.4633 13.7917 12.9568 12.0676 15.1972 14.7712 14.1398 17.6749 13.3801 11.7452 11.5761 11.4849 11.008 11.781 20.3355 12.4318 35.2232 14.7454 11.4095 18.5985 11.156 threshold=203.76844037933535 1.5000000000000002 731.50000000000011 0.92043919293788579 71.000812530517592 0.20653332794120624 29.500000000000004 147.97273335563736 40.00977522779808 36.500000000000007 0.75644192995075532 1.4009962042797643 16.500000000000004 14290.000000000002 174.2198181152344 0.35129935488508662 0.52200711281179113 51.000000000000007 35.247634981816311 0.96616553911358627 52.386129379272468 354.30992126464849 2130.7500000000005 2679.5000000000005 242.95159541257871 0.97816274190799102 1.5000000000000002 242.42342410812475 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 -1 7 -6 -2 -5 -9 -10 -3 -12 13 17 18 -16 -7 -13 -15 27 21 22 -21 24 -24 -25 -27 -4 right_child=1 10 19 4 5 16 -8 8 9 -11 11 12 -14 14 15 -17 -18 -19 -20 20 -22 -23 23 25 -26 26 -28 -29 leaf_value=-0.0016451454264541448 0.00034095013025391472 -0.001130587265710964 0.00055918462980210522 -0.0017339995497576749 0.013453523115166861 -0.010836279140015941 -0.00026688866725853706 0.00069499799588913986 -0.00068694798297324635 0.0014561906765688084 0.00039420618932048558 0.00068521419859362751 -0.0031652879301792679 -0.030386014504670392 -0.017688468448318159 -0.00051515796711734316 0.0018903284864037033 -0.0040131992270934017 -0.0091290807778456953 0.0003028665939763496 0.0027247811136820082 -0.023100736972544677 -0.007917653148108994 -0.0035572710264896281 -0.022030879670233032 -0.020689034830611193 0.00311750935467616 0.00164560942331804 leaf_count=26187 180811 33803 264997 18580 195 144 114821 16910 164521 5595 38824 9358 5046 72 97 846 4084 1127 151 4272 1473 83 735 1393 176 66 1360 19461 internal_value=0 0.00538427 0.00785389 -0.0154304 -0.0126707 0.0453412 0.0023945 -0.0139187 -0.0113682 -0.0140756 -0.0109183 -0.00184893 -0.027077 -0.00750291 -0.111969 -0.0520969 0.0332647 0.0041144 -0.365151 0.0133433 -0.0200373 -0.0350228 -0.029915 -0.0720972 -0.243039 -0.0168549 0.0460234 0.0144649 internal_count=915188 678972 589648 236216 210029 4423 295632 205606 187026 170116 89324 55521 16697 11651 1166 943 4228 10485 223 294016 9558 8085 8002 3730 911 2819 1426 284458 shrinkage=0.0437965 Tree=72 num_leaves=29 num_cat=0 split_feature=16 9 11 13 29 21 13 4 17 20 22 11 27 28 13 28 6 30 11 32 29 23 9 14 30 22 28 18 split_gain=71.8958 24.277 28.2103 16.7761 15.3411 13.8555 19.618 13.4099 12.6599 12.138 11.449 10.9365 12.3974 14.0239 10.0538 9.95132 9.45949 9.45907 9.44008 9.77168 8.80704 8.57055 9.77829 9.4212 9.35643 8.99277 8.52985 8.30862 threshold=220.82520002520008 0.96208110701170413 0.67847960992907808 26.283890433520373 0.16384583605880129 1.5000000000000002 52.213709547918242 26.279561042785648 65.074936636657256 0.75644192995075532 882.25000000000011 0.92708846469622352 29.500000000000004 449.25000000000006 26.437601892701725 642.25000000000011 0.88257665343296599 1.0000000180025095e-35 0.83542588446036736 1.5000000000000002 2.1448044765047025 1.7033413913127105 0.92671317775931039 36.8639004392939 1.5000000000000002 7461.5000000000009 4784.5000000000009 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 8 18 -2 7 9 -1 -3 -7 -8 12 -6 14 -14 -15 -5 -9 -4 27 -10 22 24 25 -12 -24 -11 -20 right_child=4 2 3 16 11 6 10 17 20 26 21 -13 13 15 -16 -17 -18 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.00092823787470663259 -0.0019011993322206181 0.00066915855857434497 -0.0012549421248401434 8.3594701788981365e-05 0.00044260854800469706 -0.0013987870031161225 -0.0034965707240526057 0.0027776285683510323 0.0034137286338587966 -0.00041376814463279062 -0.0038102494135179347 0.001135723905719273 -0.011031746149138778 -0.00074890442207845226 -0.0023929990384235697 0.00056381967879935452 -0.00075159597711299292 -9.4129699701616779e-06 0.00018380731164149454 -0.001810699138074253 -0.012102244840457039 0.0012045546695861715 -0.00013383089118324006 -0.0033942238393212731 -0.00069037588249546626 0.017646623125599451 -0.009560473816775529 -0.0045201906206051874 leaf_count=8303 5521 9447 40796 175412 359872 34922 7284 5046 6001 88014 5890 37663 362 26008 903 19294 30541 4349 28360 6527 71 2067 6843 2018 2684 55 196 739 internal_value=0 -0.00875066 -0.00333307 -0.00561442 0.00897867 -0.0183759 -0.0214986 0.00808636 0.038177 -0.0161587 -0.0459953 0.00962996 0.00811933 -0.00723401 -0.111085 -0.00433411 -0.000919176 0.0339637 -0.0182678 -0.0063745 0.0738028 -0.033391 -0.0405876 -0.0174007 -0.0646994 0.000181258 -0.00991157 0.00146917 internal_count=915188 465565 297894 282375 449623 167671 149973 17698 15519 123132 26841 444102 406439 46567 1265 45302 205953 9395 76422 35626 6072 19557 17490 8916 8574 6898 88210 29099 shrinkage=0.0437965 Tree=73 num_leaves=29 num_cat=0 split_feature=16 30 12 29 2 11 17 26 0 18 24 25 13 23 28 29 17 17 16 17 9 17 26 14 24 16 29 30 split_gain=65.6576 25.6115 16.533 13.5809 13.0066 12.2301 14.6012 18.8481 12.1164 11.5702 11.0222 22.8387 13.5495 10.7243 10.5615 10.1547 12.8141 11.1561 16.0729 10.7436 10.6512 9.87117 10.8288 9.64199 16.724 9.42519 9.03769 11.411 threshold=202.50256517174367 1.0000000180025095e-35 102.05634918610407 0.058719029909603711 19.204313543599259 0.73872260438329873 62.0119805452292 0.80978001104696895 46.500000000000007 6.5000000000000009 22.500000000000004 424.25000000000006 30.696671425544686 0.15859594241401778 690.25000000000011 0.13452473524401987 33.766729408031473 90.095430635729727 147.97273335563736 53.956697281952948 0.97159802396566963 56.848428396035949 1.3110613964720323 12.295538594126588 5.5000000000000009 152.14689941812139 1.8549182226594096 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 5 -4 26 23 9 -8 15 10 -7 12 -12 -5 -13 -1 25 18 -18 -20 -19 22 -10 24 -2 -17 -3 -28 right_child=1 4 3 13 -6 6 7 -9 21 -11 11 14 -14 -15 -16 16 17 20 19 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0020251977833885327 -0.013612685513576766 -0.0007588045019798279 -0.024981250728318419 -0.017386308680288648 7.7703492898082319e-05 6.9384200790857152e-05 -0.010207729259962797 8.2226589059689951e-05 -0.0012423322748254587 0.0078721721296553925 -0.012655805056922442 -0.001017470479741898 0.00032993856132237958 0.00054358951326606651 0.0026850461499476059 0.00011745547561417957 -0.0022793730114308046 0.00032075225344256641 -6.04607702166961e-05 -0.00090777771596259414 0.0041858036724094858 -0.00036233644479350026 -0.0034070111437797604 0.00093609028284084958 0.0018935002159902548 0.0032089205711914735 -0.0041541552113608772 0.00018932876954887268 leaf_count=7235 239 42481 40 64 43475 227200 618 763 45344 357 499 17994 223 314300 1610 4635 9496 7029 70206 48555 1698 23236 4913 34282 302 3196 3450 1748 internal_value=0 0.00487988 0.00725816 0.0122542 -0.0107352 0.00172891 -0.000723493 -0.103263 -0.014775 -0.000152229 -0.000411689 -0.0227218 -0.19739 0.0123284 -0.0162889 -0.0096793 -0.00785266 -0.0101018 -0.0124558 -0.00929032 0.0244944 -0.0253175 -0.0331978 0.0192833 -0.113177 0.03149 -0.0221417 -0.0615007 internal_count=915188 689645 598491 314404 91154 284087 249264 1381 225543 247883 247526 20326 722 314364 19604 152050 144815 136984 128257 118761 8727 73493 50257 34823 541 7831 47679 5198 shrinkage=0.0437965 Tree=74 num_leaves=29 num_cat=0 split_feature=13 0 20 29 7 11 9 17 26 0 17 24 11 32 22 15 18 19 12 14 10 1 27 5 1 11 25 29 split_gain=46.6434 38.9575 33.6824 18.3969 16.1258 22.5828 20.3797 17.8457 15.8215 14.6556 12.4094 10.9872 10.0262 11.7028 12.5088 12.7411 11.4185 11.0926 9.53162 9.39816 9.09905 9.98894 9.96557 22.5038 18.3424 12.4019 17.1898 9.34043 threshold=26.283890433520373 48.000000000000007 0.47677209302325591 0.09717725235195053 -1.0000000180025095e-35 0.9046447619618353 0.96429235509748723 61.002113915355785 1.4226359811499132 45.000000000000007 51.241000163611737 5.5000000000000009 0.83542588446036736 1.5000000000000002 609.25000000000011 0.37922986543676201 4.5000000000000009 620.75000000000011 68.441125496954299 51.97119521087955 0.96616553911358627 715.50000000000011 2.5000000000000004 149.52671051025393 2348.5000000000005 0.67281763411675211 3492.2500000000005 0.40010672358591254 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 19 -4 6 20 10 -8 -3 12 -5 -10 -1 14 16 -16 17 -14 -18 -2 21 27 23 24 -22 26 -24 -6 right_child=1 8 3 4 5 -7 7 -9 11 -11 -12 -13 13 -15 15 -17 18 -19 -20 -21 22 -23 25 -25 -26 -27 -28 -29 leaf_value=-0.00089464321260025487 -0.0025330133248782326 -0.00038628655372367873 -0.0059704016674786316 0.00051355555494567422 -0.0032530025672237823 0.00081858498965050968 0.00088652721010008698 0.0029507203272482207 -0.00026778762492981001 -0.0017469765628095506 -0.00027105283006302009 -0.0025791912338982859 0.00016324363808237983 -0.0014870378846844586 -0.0089983478984305369 0.0020275596394532134 -0.0071369955308200443 -0.0057201335572129395 0.0015028403286118281 0.0034660889173374386 -0.0063872869357620241 0.00029635299307613478 -0.0037983309092251751 -0.0013181044515182727 -0.029504850463486009 0.00032270503155635834 -0.027066797452688644 -0.00020032950174837954 leaf_count=64825 9758 103113 896 138891 1944 70393 86228 8859 5936 23522 53582 11759 27027 8796 206 8328 785 629 356 528 143 110985 344 514 122 2164 74 174481 internal_value=0 0.00294909 0.00597152 0.00687051 0.00706828 0.00261948 0.0126558 0.0246331 -0.0135608 -0.0172153 0.00673869 -0.041186 -0.0124085 -0.00113931 0.0065924 0.040218 -0.00337257 0.000672059 -0.101408 -0.0508047 -0.00127121 -0.000666277 -0.0530008 -0.152136 -0.388846 -0.0230914 -0.180782 -0.00534213 internal_count=915188 780714 659906 649620 648724 361164 287560 95087 120808 134474 192473 17695 110952 46127 37331 8534 28797 27656 1141 10286 290771 287410 3361 779 265 2582 418 176425 shrinkage=0.0437965 Tree=75 num_leaves=29 num_cat=0 split_feature=0 29 13 9 21 11 23 11 1 9 10 9 27 22 10 5 9 21 8 25 25 18 13 29 22 24 19 27 split_gain=44.8928 27.7908 25.639 20.3676 15.512 15.2183 18.5107 15.1647 11.8755 11.7332 11.178 10.7104 10.3565 10.2829 10.2412 9.05974 8.3168 7.6951 8.25824 7.4873 16.3409 17.4 22.5627 9.80288 9.39276 8.07995 15.1576 7.20997 threshold=35.000000000000007 0.16384583605880129 30.170552944755496 0.95410717414547119 15.500000000000002 0.92708846469622352 0.78263141156694394 0.68350908350908368 3655.5000000000005 0.96552356385063809 0.88210371709653501 0.96083182413677382 14.500000000000002 542.75000000000011 0.5723444091562252 161.00001525878909 0.9253323379377536 5.5000000000000009 1509.5000000000002 1190.2500000000002 1359.2500000000002 1.5000000000000002 44.279852869346911 0.71471356914921302 1153.2500000000002 4.5000000000000009 1315.2500000000002 8.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 8 -2 6 11 9 10 -8 17 -3 19 -5 -14 -10 -12 -4 -19 23 21 -21 24 27 -23 26 -24 -9 right_child=2 5 3 13 -6 -7 7 12 15 -11 16 -13 14 -15 -16 -17 -18 18 -20 20 -22 22 25 -25 -26 -27 -28 -29 leaf_value=-0.0017254749151071527 -0.0010218899821577371 -0.00080300570071359107 -0.00021205425887010638 -0.00083621439886649989 -0.0082655830904710334 0.0011786689567747711 0.000646180486670617 -0.0018257423938179813 0.001323582425039756 0.0020167228483946439 -0.0029247762231220044 7.8941326678554544e-05 -0.00068977944553413688 0.00015857538500656281 0.00016119839742055326 -0.00096036668406107302 -0.0011450299713687045 -0.0014455421920153548 -0.0072014275360551879 -0.0012898564052443895 0.00030334834005767039 -0.01118169096626292 -0.0032720961193675345 0.00080029609942845823 -0.030876264036176576 -0.0010481198011552679 -0.030347319819947333 0.00047280584160188223 leaf_count=13558 82119 45015 21582 22605 571 34045 66264 4922 7334 14626 9416 63910 32449 168496 165379 6104 10828 7033 513 3317 25190 86 121 103536 101 418 59 5591 internal_value=0 0.00534323 -0.00918129 -0.00420072 -0.0244748 0.00641679 0.00510268 0.00810217 -0.0198231 0.0204124 -0.0269967 -0.00651965 0.00518345 0.000933944 0.000493547 0.00653328 -0.0450455 -0.0144527 -0.0419405 0.0116561 -0.00260488 -0.0611351 -0.195015 0.0153188 -0.498188 -0.10021 -0.277346 -0.0137759 internal_count=915188 578587 336601 253911 82690 565029 530984 422059 62810 80890 49372 108925 341169 191101 197828 13438 20244 29128 7546 143341 29292 4102 785 114049 187 598 180 10513 shrinkage=0.0437965 Tree=76 num_leaves=29 num_cat=0 split_feature=14 0 0 20 29 21 28 29 14 29 6 26 23 9 12 10 27 23 1 9 9 13 1 26 25 26 25 18 split_gain=41.3757 34.0848 21.9683 17.1068 14.3899 15.5214 15.9694 14.2379 15.5417 14.0813 13.4814 10.5926 16.6213 10.351 9.86179 9.74735 10.0915 21.6439 40.7431 10.4872 9.80147 9.51559 13.1447 12.4673 9.48846 11.421 11.9394 29.3899 threshold=19.891383682534208 48.000000000000007 40.500000000000007 0.57473949940917402 0.09717725235195053 1.5000000000000002 5210.2500000000009 1.5396688560481666 49.716281927927291 0.16384583605880129 0.74074074171581195 1.0000783576241969 0.36250643666323384 0.97360502746062383 530.47160876900386 0.69048401076054744 2.5000000000000004 1.3510719191834879 2709.5000000000005 0.87285468826705948 0.97996706295368663 155.09631441467869 6206.5000000000009 0.54006803388610869 654.25000000000011 0.80090200151449475 1190.2500000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 9 -2 -5 -6 15 10 -9 -1 -3 12 -8 14 -11 24 17 18 20 -18 -17 22 23 -14 -7 -26 -27 -28 right_child=1 7 -4 4 5 6 11 8 -10 13 -12 -13 21 -15 -16 16 19 -19 -20 -21 -22 -23 -24 -25 25 26 27 -29 leaf_value=-0.0016390823412020285 -0.0013740551605521318 0.00011549856360541181 -0.0013630001492884387 -0.0073075359878736496 0.0010616986969299569 -0.00021011674263455481 0.0048727770424177759 -0.002548319027858739 0.00055031137716613908 -0.00040981388242319428 -0.00092546336337325538 -0.00016504682318303955 -0.015436092317137728 0.00036343787048911177 -0.020266051334260671 -0.0016320258318198509 -0.00086662434741888639 0.0034746817780353018 -0.024851752337528572 0.00049409738941199731 -0.019627814050087917 0.0012999016254448591 -0.018586276099384364 -0.0030452765133231192 -0.00049032884645377258 0.00090182546392322588 0.00034969934952879412 -0.0079551506029690716 leaf_count=13729 11548 55205 47788 473 51313 118402 235 11907 4200 103510 42035 1219 222 47215 48 912 11256 668 192 312121 62 182 237 522 20290 54593 4082 1022 internal_value=0 0.00368264 -0.0122474 0.006736 0.0074974 0.0076402 0.00602134 -0.0121988 -0.0397368 -0.00676454 -0.00763736 -0.0719005 -0.131309 -0.00397268 -0.00956738 0.0064108 0.00978072 -0.0641883 -0.146414 0.0102002 -0.0634195 -0.180323 -0.219284 -0.153952 0.000886625 0.00930075 0.0162671 -0.0299847 internal_count=915188 702898 212290 589551 578003 577530 526217 113347 16107 164502 97240 2617 1398 150773 103558 523600 325211 1834 1166 323377 974 1163 981 744 198389 79987 59697 5104 shrinkage=0.0437965 Tree=77 num_leaves=29 num_cat=0 split_feature=16 9 17 6 11 8 8 30 16 2 4 17 7 17 11 11 17 16 20 14 27 28 22 7 24 6 13 8 split_gain=52.1882 19.6383 22.7153 12.9386 12.3974 14.1511 12.9567 11.4991 10.9715 10.3154 9.9165 9.79246 8.91635 13.5511 13.2616 11.4115 9.30856 20.6366 9.10408 8.62491 8.54456 13.8513 8.59942 11.577 10.7196 7.90445 7.8718 7.96393 threshold=220.82520002520008 0.96208110701170413 67.460891060010567 0.88043480699843779 0.76373015354696394 1548.5000000000002 248.50000000000003 1.0000000180025095e-35 178.34986425130646 49.431677018633543 5.0068869590759286 29.974702769770179 -1.0000000180025095e-35 53.956697281952948 0.92708846469622352 0.77781461833185983 47.618521347763881 228.29660699578889 0.99720453479823801 28.86875936570657 2.5000000000000004 426.25000000000006 627.25000000000011 -87.774581909179673 5.5000000000000009 0.74999999093990655 23.802594828783885 1174.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 10 -4 6 -6 12 -1 -9 -3 -12 -2 14 16 -15 17 -14 19 25 21 -13 23 24 -22 -17 -25 -28 right_child=7 2 4 -5 5 -7 -8 9 -10 -11 11 20 13 15 -16 18 -18 -19 -20 -21 22 -23 -24 26 -26 -27 27 -29 leaf_value=-0.0012827147226867437 0.00065974175995837296 -0.0020473093906117432 0.0025309333516585373 -0.00078523753393296299 0.0040124053208156945 0.0060848897181639168 -0.0037638613715397684 -0.00074254503302129821 -0.00048724314123343781 0.0005737532077310821 0.0035282408602232101 0.00355886265431367 -0.0011806281197808324 0.0031070771557023215 0.0011082538833576477 -0.012307028269923198 0.00059595374516262407 0.00019308599884610436 -0.0026535098782619494 -0.02525808696519883 -0.00079676889214826965 -0.0029862910079617219 0.00032067041811113274 -0.0011751349777148362 0.003279581790975265 0.00023857772380020729 -0.00015120403393963211 -0.0077825423656158752 leaf_count=45763 166594 4647 9223 56373 523 486 1919 32971 121707 17471 1496 742 25665 352 31133 291 59436 114813 706 65 1966 3778 96642 17652 3339 144 99028 263 internal_value=0 -0.00742344 -0.00255517 -0.00435476 0.0397912 -0.0168993 -0.0479132 0.00768176 -0.0160884 -0.00654469 -0.00102118 -7.64157e-05 0.00947939 0.00547977 0.00610654 -0.0874692 0.00311678 -0.00132176 -0.133706 -0.236949 -0.000616374 -0.0436529 0.000272316 -0.00530061 0.0403894 -0.186179 -0.00737329 -0.00391396 internal_count=915188 465547 298077 285926 12151 2928 2442 449641 167470 50442 229553 224906 399199 232605 231047 1558 199914 140478 1206 500 223410 4520 218890 122248 5305 435 116943 99291 shrinkage=0.0437965 Tree=78 num_leaves=29 num_cat=0 split_feature=0 20 13 9 21 29 25 28 32 28 11 8 26 15 4 22 27 10 10 27 21 25 18 13 26 22 15 8 split_gain=37.2127 22.7417 22.6618 17.6551 13.1964 11.1073 11.3918 10.4678 10.4098 13.5643 12.7758 10.0253 11.0377 9.92047 11.3892 9.23659 13.4575 11.5731 9.45939 8.94331 9.21866 20.8783 16.1228 49.0308 38.9181 18.911 17.0748 14.4784 threshold=35.000000000000007 0.77060135975088795 30.170552944755496 0.95445204949239482 15.500000000000002 0.16384583605880129 622.25000000000011 696.25000000000011 1.5000000000000002 1435.2500000000002 0.91169733044733048 3924.5000000000005 1.6581942959402063 0.44604874145407497 26.616514205932621 474.25000000000006 3.5000000000000004 0.71587286750231949 0.53883587584301906 35.500000000000007 1.5000000000000002 1190.2500000000002 1.5000000000000002 44.936262864542798 0.40736325260626388 1290.2500000000002 0.42210104628636314 381.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 4 11 -2 -3 -7 13 9 10 15 12 -4 -5 -15 16 18 -18 -1 20 27 -22 -23 24 -24 -26 -25 -8 right_child=2 5 3 7 -6 6 19 -9 -10 -11 -12 -13 -14 14 -16 -17 17 -19 -20 -21 21 22 23 26 25 -27 -28 -29 leaf_value=0.020718312664161229 -0.00095310576114021096 -0.0025455237480642291 -0.00079002720192810933 -0.002190732661195086 -0.0076285009460848856 0.00010441077850800134 -0.0062351235762724971 0.00035852780736363209 -0.0010684583756972966 -0.0049952128618788814 0.002030638803381191 0.00024048334332184697 -0.0025214422943141282 3.5495038018590979e-05 -0.0013480198472203585 0.00013213007425200965 -0.0029911380530106522 -0.00012645500315374165 0.0024529356831531897 0.001769549614085903 0.00056885444545695283 -0.00013021494604917088 0.00085988685594391603 0.0013164002279818323 -0.021774525941567337 -0.0079907006166288711 -0.0034726792712609384 0.0012495923278473624 leaf_count=85 82073 2573 41189 4988 572 218745 503 99089 32316 1053 5460 13984 8524 72655 13540 36086 5341 5481 151 10710 186589 32198 382 3231 469 322 2559 34320 internal_value=0 0.00479016 -0.00843361 -0.00375303 -0.0228171 0.00740935 0.00775343 0.00107107 -0.010217 -0.00167743 0.000572088 -0.0181633 -0.0248171 -0.006661 -0.00415183 -0.00473148 -0.0300171 -0.0351688 0.206217 0.012083 0.010919 0.00858287 -0.0124089 -0.0560414 -0.242476 -0.369057 -0.0182714 0.0260633 internal_count=915188 578574 336614 253969 82645 492601 490028 190272 85973 53657 52604 63697 49713 91183 86195 47144 11058 10822 236 271283 260573 225750 39161 6963 1173 791 5790 34823 shrinkage=0.0437965 Tree=79 num_leaves=29 num_cat=0 split_feature=16 31 14 25 29 17 25 0 28 10 11 6 24 2 20 27 24 22 29 22 19 29 29 27 27 12 27 20 split_gain=46.024 17.4802 12.915 21.0347 12.6898 12.0456 11.6935 11.5415 10.9241 11.9709 12.4137 11.4017 16.7619 10.7603 10.7348 15.1529 21.0057 10.4689 12.0576 12.5512 23.7382 15.8154 20.2606 11.1588 9.74293 12.9796 9.62434 9.93384 threshold=202.50256517174367 1.5000000000000002 20.166572967931852 3768.5000000000005 0.058719029909603711 57.684363201708784 694.25000000000011 26.000000000000004 628.25000000000011 0.96616553911358627 0.43655811664983185 0.7058823560523626 22.500000000000004 19.36055555555556 1.0177617534038619 44.500000000000007 29.500000000000004 806.25000000000011 1.4909729096747715 2130.7500000000005 2679.5000000000005 1.1811091046539672 1.0399295819255128 16.500000000000004 1.5000000000000002 228.4472221513642 36.500000000000007 0.4269074873982785 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=26 2 3 5 -4 7 -7 -2 11 -10 -11 -6 -13 -3 -14 -16 -17 23 19 -19 21 22 24 -12 -21 -26 -1 -28 right_child=1 13 4 -5 8 6 -8 -9 9 10 17 12 14 -15 15 16 -18 18 -20 20 -22 -23 -24 -25 25 -27 27 -29 leaf_value=-0.00059160695288615849 0.00030158189204540395 -0.00084087098102350512 -0.023170399701657365 -0.015988993125965696 0.00047434022975350655 -0.0015801183071207071 -0.0085812995850101156 -0.00073596258498536337 0.00055078238097711334 0.0031578563265479559 0.001417821588938953 -9.3893755190495429e-05 -0.0010727569137649008 0.0001117496511806183 -0.0023375728619721824 -0.018004874319152014 -0.0026243358280598817 -4.8616256398963723e-05 0.00048948113261523612 -0.028806564871597294 -0.0023174193137027164 -0.0044675140015084189 -0.029100055108351005 -0.023143878276613079 -0.021671439202649599 0.0028466165627786576 -0.0044083648157816051 0.0017003307462271891 leaf_count=219355 52915 47795 44 162 82639 2226 576 33638 310814 1109 59 102601 2786 43393 1161 352 330 1490 3029 40 1667 311 170 89 61 129 561 5686 internal_value=0 0.00404852 0.00601393 -0.00506271 0.00796242 -0.00441001 -0.0689401 -0.00232096 0.00800886 0.0115837 -0.0262392 0.00200335 -0.00479952 -0.00884898 -0.0636616 -0.12287 -0.241177 -0.0417199 -0.036073 -0.0730735 -0.118164 -0.27115 -0.402659 -0.304874 -0.20917 -0.114735 -0.0124059 0.0262978 internal_count=915188 689586 598398 89517 508881 89355 2802 86553 508837 318968 8154 189869 107230 91188 4629 1843 682 7045 6897 3868 2378 711 400 148 230 190 225602 6247 shrinkage=0.0437965 Tree=80 num_leaves=29 num_cat=0 split_feature=16 1 0 22 27 27 30 26 21 20 9 5 10 16 21 5 15 11 28 26 25 26 30 4 27 11 12 22 split_gain=40.5189 14.5752 13.5355 13.0796 12.8743 11.7447 10.8638 11.532 11.9918 10.569 10.4602 14.3216 10.6298 10.3178 9.92544 11.9953 9.76685 11.5012 10.8507 8.63783 8.55875 8.31823 8.024 7.99024 7.94703 7.5576 8.16025 7.47567 threshold=207.55690328644016 151.50000000000003 29.500000000000004 513.75000000000011 22.500000000000004 35.500000000000007 1.0000000180025095e-35 1.7446260107816713 6.5000000000000009 0.4269074873982785 0.93589838486211552 71.000812530517592 0.54667287494130024 108.33527962179026 1.5000000000000002 47.419534683227546 0.68919525403241877 0.85770365747482458 1062.2500000000002 4.7128680479825524 418.25000000000006 4.7128680479825524 2.5000000000000004 16.000239372253422 56.500000000000007 0.64723233899872834 188.61879502661802 611.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 -3 4 -4 10 23 -8 19 -7 14 16 -13 -14 -1 -16 18 27 25 22 -11 -17 -9 -5 -6 26 -12 -18 right_child=1 2 3 6 24 9 7 8 -10 20 11 12 13 -15 15 21 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=0.00031603654064053018 -0.0014884901602911064 0.00038312570132669485 -0.0003483093759195097 -0.0013930476738461368 -0.0022392323383412802 -0.0041611350648018686 -0.00029945947570282931 -0.0045749019942123255 -0.0086281293522672935 -0.012236393330781963 0.0015433460240052172 -0.01098288651061757 0.0077611494417830305 0.0016301649037955039 -0.00087735059336878482 -0.0028052538839937221 -0.0012136569225174201 0.00037056678831026593 -0.0015181106247714809 0.0022314982577391275 0.001650600977268689 0.0056458910474161874 -0.00058614814058766075 0.00024416871460338879 -0.014093996899047868 -9.0964888928433146e-05 -0.020979411523567176 -0.00044397428763272143 leaf_count=7224 9840 365957 22476 5886 7782 681 25404 2056 557 86 6638 112 640 2969 21895 11066 57345 16178 9740 827 8395 228 1827 200036 110 87318 31 41884 internal_value=0 0.00420434 0.0047981 -0.000616353 -0.0201537 -0.010348 0.00189137 -0.0156667 -0.0582519 0.0248484 -0.0115729 -0.00888864 0.0526305 0.0620461 -0.0263749 -0.0336864 -0.00993326 -0.0162625 -0.00289132 -0.0418431 0.0344727 -0.0601566 -0.0616064 0.00450655 -0.0549009 0.000401209 0.0328486 -0.0202934 internal_count=915188 642758 632918 266961 30368 272430 236593 30671 5267 9162 263268 222855 3721 3609 40413 33189 219134 115407 103727 4710 8481 11294 3883 205922 7892 93987 6669 99229 shrinkage=0.0437965 Tree=81 num_leaves=29 num_cat=0 split_feature=16 9 11 0 20 6 32 20 14 14 29 5 22 17 24 14 25 25 19 6 13 14 15 12 12 5 16 25 split_gain=38.307 17.8041 21.8859 13.0656 11.7031 11.6721 9.61868 8.77699 8.63067 9.04309 9.15685 9.50236 11.9281 8.47977 8.45962 14.0597 12.2152 11.4452 11.3421 9.05208 9.00827 7.82354 8.68977 7.60161 7.50866 9.47568 7.42257 7.79441 threshold=221.19175522725899 0.96208110701170413 0.66667881438289611 24.000000000000004 0.56491050140564403 0.88043480699843779 2.5000000000000004 1.1483675488630074 7.4424414363577727 11.358206276849739 0.53018206145792079 17.99769496917725 609.25000000000011 27.240709689522902 20.500000000000004 19.41167762002684 429.25000000000006 510.25000000000006 562.25000000000011 0.65521711168243557 81.789547753376311 27.640266697616642 0.39183151643758135 297.48023074035524 98.597979746446683 41.001558303833015 247.39829882059266 1165.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 8 14 21 -4 -10 11 12 -11 -12 26 16 -16 -18 24 20 -17 22 -5 -7 -19 -26 27 -2 right_child=6 2 5 7 -6 23 -8 -9 9 10 13 -13 -14 -15 15 19 17 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.001483407944376792 0.00045722902075110501 0.0016943838033401735 -0.0017935696620408306 -0.0021680081859848251 0.00012068502261461683 -0.00069038094499811414 -0.0011926028617373476 -0.0019957125671509449 0.0015230158978653111 -0.00073109004078491407 0.0076863929418521477 -0.0012302687534633714 0.0031920460753528017 7.2681388547971105e-05 -0.010405287370154757 0.00072119212274925277 0.00095665384193771824 -0.0043605840917182673 -0.0002404022808629259 -0.00085186982284090967 -0.024595282063260785 -0.00012582172788066327 -0.00081169471281157199 -0.017284407580488974 -0.017792504868734443 0.0018716850431813353 0.0019562789203287152 -2.2460300056714693e-05 leaf_count=10414 310265 12875 5099 10786 53762 58141 8204 13038 7508 4082 281 20767 2338 191511 336 18002 1886 1885 1424 12459 27 25326 56648 53 177 64 5645 82185 internal_value=0 -0.00625493 -0.00165535 -0.0144449 -0.00318782 -0.0034478 0.00669146 -0.0212733 -0.000266375 0.000649607 -0.000520425 -0.0176958 0.0159286 0.00191423 0.00733217 -0.0072907 -0.0525467 -0.0411096 -0.0745543 0.00127718 0.0156012 -0.0178586 -0.0234867 -0.0161085 -0.120814 -0.28702 0.00866407 0.0081462 internal_count=915188 472629 302655 169974 64176 289780 442559 105798 231586 226487 218979 27187 6420 191792 434355 36260 5772 5436 3550 30488 18029 92760 67434 58194 2126 241 398095 392450 shrinkage=0.0437965 Tree=82 num_leaves=29 num_cat=0 split_feature=16 9 17 21 5 6 5 7 4 14 5 4 19 7 17 10 22 16 27 16 20 25 22 15 27 16 31 25 split_gain=34.9629 15.6136 19.0085 12.2472 14.8661 11.8094 9.77524 10.0073 10.9333 9.59414 10.6801 9.40148 9.50801 15.6888 10.0616 11.4854 9.22281 9.14762 8.26062 9.53548 12.6335 8.65842 8.4691 8.0501 8.82185 7.93918 7.79882 9.64984 threshold=221.57453582530772 0.96208110701170413 67.460891060010567 1.5000000000000002 48.979333877563484 0.88043480699843779 80.204971313476577 -18.434947013854977 55.061136245727546 30.854628863262892 17.003228187561039 26.279561042785648 11971.500000000002 -34.695154190063469 70.307585737635222 0.47126405602262939 869.25000000000011 145.6973654454998 2.5000000000000004 108.33527962179026 0.45265476977307784 373.25000000000006 1067.2500000000002 0.41765034633915249 11.500000000000002 180.43097123907452 2.5000000000000004 14730.750000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 11 17 18 7 8 -4 10 -9 -1 14 -14 25 -16 23 -5 21 20 -20 -3 -23 -6 -25 -13 27 -2 right_child=26 2 6 4 16 -7 -8 9 -10 -11 -12 12 13 -15 15 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 leaf_value=-0.00058177818774331734 0.0002895385418033686 0.0024799907584794867 0.002177145716567931 -0.0019738219902158613 -0.0043204524529060163 -0.0007022638249351978 0.007061300351151616 0.0049292871931452967 -0.022008568499188405 0.0051171434697555862 -0.0031489730483343099 -0.0014862869329174847 -0.0050394634066701039 0.002210298716634404 -0.017688961955619979 0.0064477244595983908 -0.0011633363993934936 -0.00042156819287700044 -0.0031413411061196879 2.324479566877848e-05 0.011647638170623259 -0.0039803578205813506 -0.00027511653514267399 0.0019053279727395502 -0.0029572567580790935 0.0023045218946718222 -0.0007707775959215062 0.0019240344734574094 leaf_count=8423 414979 827 8714 7757 3931 57815 602 369 36 434 2103 1370 1034 1283 39 1245 20527 118965 175 231417 302 2724 2092 1060 2203 4679 13037 7046 internal_value=0 -0.00588679 -0.00161619 -0.0135016 -0.0163839 -0.00321764 0.0369702 0.0305525 0.0474385 -0.0202914 -0.044367 0.0111289 0.0324374 -0.0234044 0.0500816 0.130481 -0.0373605 -0.0117952 -9.80453e-05 0.000821877 0.142064 -0.0379014 -0.0541335 -0.0681714 -0.0314552 0.0330156 0.00648994 0.00723409 internal_count=915188 480126 307610 172516 154443 295352 12258 11656 8750 2906 2472 18073 9650 2317 7333 1284 27721 126722 237537 231894 477 5643 4816 7194 3263 6049 435062 422025 shrinkage=0.0437965 Tree=83 num_leaves=29 num_cat=0 split_feature=16 33 8 0 14 21 9 11 1 29 17 6 16 17 28 26 8 11 7 17 12 26 17 1 16 8 21 28 split_gain=33.4441 13.6294 12.2668 12.1305 10.9529 9.93429 9.3056 9.41821 13.9625 12.7622 14.3052 9.4932 9.1218 13.2215 8.87795 8.37805 8.10727 7.38058 9.3386 10.5209 14.4696 11.596 8.7689 12.1989 8.68278 8.33807 22.2312 8.53702 threshold=202.05674044265598 2.5000000000000004 142.50000000000003 33.000000000000007 20.166572967931852 1.5000000000000002 0.88889367362367111 0.61208286985539495 2454.5000000000005 1.7088469134552084 90.095430635729727 0.22223100700550599 147.97273335563736 39.70582990064505 1014.2500000000001 4.7128680479825524 170.50000000000003 0.92512448903753264 -16.699242591857907 58.631489289222358 160.44722215136417 0.79644852057063475 62.0119805452292 464.50000000000006 213.89676952444884 1021.5000000000001 2.5000000000000004 640.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 17 5 14 15 8 9 -8 -11 -10 -9 -14 -5 -1 -7 18 22 -20 21 24 -4 -24 -21 -25 27 -27 right_child=1 -3 3 4 -6 16 7 12 11 10 -12 -13 13 -15 -16 -17 -18 -19 19 20 -22 -23 23 25 -26 26 -28 -29 leaf_value=-0.0016848015369088859 -0.0022639591702807286 -0.00082153450365232315 0.00053496991461180149 -0.0027636447744055635 5.3298831222958239e-05 0.0060925944813975032 0.00059857002325859078 -0.0013606586487942426 -0.0099379850678049681 -0.0022250038423801462 -0.019630435427728889 0.0052439474149620262 0.0008104588317133113 -0.00048395415178575999 -0.01210120816475041 0.0073209633120619776 -0.00083044484214425142 0.00097749788427474817 0.00018626350814139015 -0.0046425938030946303 0.0028925657365016129 -0.0016485192643036818 -0.0079672629112364415 0.0036426130676081724 -0.013469638423255131 -0.01750202474385025 -0.0056887488569994293 0.0051635723813775866 leaf_count=13943 3894 26733 104975 776 215143 329 7496 19490 83 336 124 1640 16700 161632 261 201 23505 32421 275529 665 852 1967 217 4252 315 33 741 935 internal_value=0 0.00338201 0.00426963 0.00459835 -0.00107986 -0.0209483 -0.0107287 -0.00903702 0.0214206 0.00374552 -0.157933 0.103036 -0.0105272 -0.00828236 -0.116763 -0.0355467 -0.0167794 0.00782097 0.00661722 0.00353229 -0.0487336 -0.0819172 0.0143696 0.0509823 -0.170787 0.0594605 0.000467753 0.100257 internal_count=915188 693543 666810 662916 240014 24871 221645 207501 9679 7956 460 1723 197822 178332 1037 14144 23834 422902 390481 279328 3799 2947 111153 6178 980 5961 1709 968 shrinkage=0.0437965 Tree=84 num_leaves=29 num_cat=0 split_feature=16 1 0 14 11 12 26 19 10 27 27 15 14 27 29 12 22 20 27 14 26 9 10 6 26 1 9 33 split_gain=31.7208 12.9371 12.7771 13.337 9.50719 11.8555 8.54981 8.91953 9.94041 10.7196 10.1123 7.85173 12.3592 28.9556 10.0851 11.6503 10.7417 7.77962 7.72773 8.41341 9.91921 7.64473 7.43916 9.54502 9.07975 10.2884 7.31919 7.29701 threshold=200.17269338303825 136.50000000000003 29.500000000000004 20.166572967931852 0.82144444444444453 174.19595949289337 1.6078592224420534 628.25000000000011 0.66024148536796501 2.5000000000000004 49.500000000000007 0.2518126126571989 40.300451715381421 1.5000000000000002 3.4519784742006969 272.39696961967007 2442.2500000000005 0.81890827835709734 14.500000000000002 132.73895296774501 1.712702904627472 0.96016209885731818 0.92426016323976001 0.73076923287226891 1.210150037816071 18627.000000000004 0.82781899889013066 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 21 22 17 7 8 10 -10 -5 12 13 -9 15 16 -15 -6 19 -8 -21 -4 23 -1 25 -24 -22 -13 right_child=1 2 3 6 5 -7 18 11 9 -11 -12 27 -14 14 -16 -17 -18 -19 -20 20 26 -23 24 -25 -26 -27 -28 -29 leaf_value=-0.00023416437999024026 -0.0014179083983600659 0.00032364911030039329 -0.0019130213548208827 -0.00075201582879460009 -0.00072123049313339686 0.0040329201935484435 0.00014499814062525612 -0.022306916433381199 -0.0093536136945120488 0.00030102014010883923 -0.010964208114504274 0.00039287380469573563 0.0025010668732777215 -0.0029121515290542279 -0.022532677147025882 0.0017505441874806186 -0.014304934618920198 0.00032831200494728296 -0.0015195489094160779 -0.026975850015565135 -0.0080497460950789412 -0.00046689041546680194 -0.0012836559981887162 -0.00096310892795410143 -0.0040354638332263017 0.0096258792379139459 0.000687542544238981 -0.001434540926065267 leaf_count=73319 10157 388609 9379 34448 22926 1363 16429 147 222 34737 187 165803 919 1020 46 975 188 33113 11826 36 348 27780 8787 65005 2560 169 390 4300 internal_value=0 0.00305726 0.00357301 -0.00122439 -0.0110093 -6.62945e-05 0.00120309 0.00314083 -0.00642254 0.00547328 -0.0184296 0.00697913 -0.04137 -0.0794593 -0.0511097 -0.0413454 -0.106977 -0.00230759 -0.0150171 -0.00148936 -0.103376 -0.0189946 -0.0152015 -0.0131684 -0.0396215 -0.0246091 -0.0783734 0.00791568 internal_count=915188 707946 697789 309180 207242 57402 272021 242992 69594 34959 34635 173398 3295 2376 2229 2183 1208 56039 29029 17203 774 37159 149840 138324 11516 8956 738 170103 shrinkage=0.0437965 Tree=85 num_leaves=29 num_cat=0 split_feature=16 33 7 11 10 20 7 19 21 27 25 6 28 25 22 20 28 10 15 21 10 15 26 0 26 16 16 5 split_gain=28.5315 12.145 11.1014 16.4755 13.7122 11.9545 10.4819 9.96757 16.7919 9.1619 10.0803 8.96439 19.224 8.9289 15.1299 18.3818 14.927 10.2406 9.94295 8.71904 8.626 8.60538 8.48359 8.46649 8.15132 11.8703 9.05944 8.69764 threshold=200.17269338303825 2.5000000000000004 -1.0000000180025095e-35 0.87644061302681997 0.88545732621115192 1.1448359086687376 -79.129028320312486 336.75000000000006 13.500000000000002 23.500000000000004 1070.2500000000002 0.50000001576351816 1363.7500000000002 1242.2500000000002 1243.2500000000002 1.0320740370266459 2702.2500000000005 0.94405201356786272 0.82810427868555958 2.5000000000000004 0.93226184472607221 0.33485611492119377 0.67858326233077737 24.000000000000004 1.1851252746103151 108.33527962179026 147.97273335563736 83.999992370605483 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=23 2 5 4 9 6 13 8 -5 -4 -11 12 -8 16 15 17 -2 18 -15 -19 -18 -13 -20 -1 26 -26 27 -25 right_child=1 -3 3 7 -6 -7 11 -9 -10 10 -12 21 -14 14 -16 -17 20 19 22 -21 -22 -23 -24 24 25 -27 -28 -29 leaf_value=-1.3674794798242165e-06 0.00032303578849563115 -0.00077133874342869924 6.1720897616679741e-05 -0.0010418927241959077 -0.001259115068775879 -0.0003334090424723825 -0.00071263860488824922 0.00042557294170379918 -0.013071518310775522 -0.00057300871966758156 -0.017699396070897384 -0.021895816952957975 0.0010992372264568588 -8.0729790724451918e-05 -0.00054622904755047058 -0.026549552311131683 -0.024781726098135743 -0.0162838655407475 -0.0014696221680415029 -0.0003713430950380266 0.0078320473383830559 0.00081834987328314134 -0.023208155207926729 -0.0017307177494835407 0.0053904560405398918 -0.001684894235010769 -0.0003668616306330749 0.00241555879313889 leaf_count=58240 38256 27258 163319 4209 21609 38617 24797 155580 235 54511 66 32 20533 799 11939 75 70 207 66 97 20 145578 72 15332 467 17446 114722 1036 internal_value=0 0.00308597 0.00391482 0.000527035 -0.00472202 0.00872889 0.0113308 0.0083832 -0.0383141 -0.00233921 -0.0135563 0.0147483 0.00246782 -0.00131505 -0.0236889 -0.12545 0.00641887 -0.0963961 -0.0446542 -0.255877 -0.400357 0.0185713 -0.292523 -0.0102547 -0.0142507 -0.0342593 -0.0115166 -0.0335251 internal_count=915188 707945 680687 399529 239505 281158 242541 160024 4444 217896 54577 190940 45330 51601 13255 1316 38346 1241 937 304 90 145610 138 207243 149003 17913 131090 16368 shrinkage=0.0437965 Tree=86 num_leaves=29 num_cat=0 split_feature=0 14 0 28 29 13 14 11 7 15 23 23 29 7 29 26 14 16 29 22 22 6 13 14 27 27 6 7 split_gain=26.2488 20.4272 11.6984 10.3343 9.91838 12.9439 12.0765 9.82982 10.8636 12.3592 9.38653 9.77606 9.02897 10.262 9.01804 12.7319 29.127 8.90218 8.74608 8.32847 9.64365 22.5132 8.07851 14.4964 7.71429 6.69882 12.4363 11.3144 threshold=48.000000000000007 19.891383682534208 22.000000000000004 854.75000000000011 1.5396688560481666 29.956352944167659 49.716281927927291 0.90683369926006685 -1.0000000180025095e-35 0.2518126126571989 0.77756095889367804 1.1956897142057519 0.09717725235195053 -22.619863510131832 0.38711324920096218 1.0069025072955753 37.624088423805325 168.55793006959416 0.9788472837385882 546.25000000000011 5978.0000000000009 0.39102963777083605 369.73545445269923 132.73895296774501 3.5000000000000004 12.500000000000002 0.22223100700550599 -1.7843554019927976 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -2 -6 8 10 14 -3 12 13 -12 -10 16 18 -7 -16 -13 25 24 23 -11 -22 -21 27 -27 right_child=4 7 -4 -5 6 17 -8 -9 9 22 11 19 -14 -15 15 -17 -18 -19 -20 20 21 -23 -24 -25 -26 26 -28 -29 leaf_value=0.00020706575785195292 -0.0012158703823782987 -0.00049595884113670988 -0.00062729115393810476 -0.0014260128694969048 -0.002277621831562058 -0.0015094669180668867 0.00045178602360564687 0.00072875645896031073 0.0073097366872544823 7.3304224801449661e-07 -0.012298267048753446 -0.00088467166910237535 0.00063540849708110584 0.005459812884799433 -0.0064569977426159773 -0.0013657356702422461 0.0011680249648300023 -2.050414140779741e-05 -0.022061264105353535 0.00093247602251959611 -0.007468469052276076 -0.0011806080254783257 0.0064854507035389851 -0.0059673126736323702 -0.026874878595910378 -0.020686529726250933 -2.7299555059265725e-05 -0.00098072063096128325 leaf_count=83385 29555 22037 97852 8160 12049 8500 4191 66795 128 263715 209 15836 170372 89 94 866 273 82045 258 21722 67 947 367 783 95 107 24574 117 internal_value=0 0.00231354 -0.0067212 0.0014042 -0.0127273 -0.00959091 -0.0359219 0.00521649 0.00375663 -0.000713381 0.00840657 0.0102636 0.014204 -0.159709 -0.0878195 -0.109687 -0.218461 -0.0036597 -0.408577 -0.000332794 0.00627266 -0.0858866 -0.00018094 -0.000386659 -0.430372 0.00846966 -0.0027614 -0.23732 internal_count=915188 778848 189397 91545 136340 120100 16240 589451 522656 266484 256172 234135 170670 298 1619 1491 625 90545 352 63465 47629 1109 264865 264498 162 46520 24798 224 shrinkage=0.0437965 Tree=87 num_leaves=29 num_cat=0 split_feature=0 29 14 7 16 17 16 15 20 27 1 18 15 22 8 15 29 14 27 23 16 20 17 25 27 28 27 7 split_gain=23.2848 15.3156 13.9108 12.0316 13.1832 17.155 11.3147 9.36885 11.7579 13.4633 13.6495 8.18563 7.76835 10.4047 22.9107 19.9743 12.6367 10.7388 9.73588 16.522 8.08933 7.72482 7.61484 11.1304 22.5602 15.2013 13.2499 11.3696 threshold=40.500000000000007 0.16384583605880129 19.891383682534208 -16.699242591857907 231.20558637432862 47.773672872504896 185.92120354602827 0.70471956818907588 1.0320740370266459 44.500000000000007 1326.5000000000002 6.5000000000000009 0.26588874010805319 2130.7500000000005 2721.5000000000005 0.23619048201582818 1.0121680376028206 27.136917184251825 17.500000000000004 2.8758984026527079 246.05976645086901 1.1448359086687376 65.074936636657256 905.25000000000011 10.500000000000002 670.25000000000011 4.5000000000000009 -43.253652572631829 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 22 11 12 -4 -8 -9 10 -10 -5 13 18 15 17 -17 -15 -6 -20 -14 -11 -3 26 25 -25 -24 -27 right_child=2 3 6 4 5 -7 7 8 9 21 -12 -13 20 14 -16 16 -18 -19 19 -21 -22 -23 23 24 -26 27 -28 -29 leaf_value=-0.0012376409476771179 -0.001016150883848691 0.00039386847076334895 -0.00097348275886166829 -0.00011386443088529166 0.0016964719051784274 -0.0056328125891593559 0.00019818803636337799 -0.00010927872881703159 -0.00096771324867886996 -0.0019354229735973106 -0.0067752700284641502 0.0076160640106647188 0.00043328590093089781 -0.0036764780768173801 -0.0011487155838916358 0.0010280031590115023 -0.030674105243129555 -0.031389039188588576 -0.00047942240763997252 -0.023843195928630975 0.0022057950303669893 -0.017389823581637227 -0.010937193275679095 -0.02246417199854335 -0.0079608457380339771 -0.00066080242363301283 0.0023453005519903499 0.004175226952824288 leaf_count=14980 47838 164925 30566 303101 2529 900 109161 58585 19763 103 808 263 137290 357 2611 30 123 29 219 79 5123 156 146 53 649 2495 10817 1489 internal_value=0 0.00334447 -0.00775224 0.0040921 0.00133898 0.00903194 -0.00437969 -0.00148677 -0.00975062 -0.0301568 -0.0273042 -0.00244684 0.00986677 -0.0254511 -0.064977 -0.252681 -0.558447 -0.131483 0.0185908 -0.152368 0.011349 -0.25673 0.0109935 0.0320751 -0.00871694 0.0191034 0.0495111 0.0261811 internal_count=915188 648208 266980 633228 452654 149290 219142 188576 79415 20830 20571 303364 148390 5977 3150 539 153 386 2827 298 142413 259 180574 15649 4686 4037 10963 3984 shrinkage=0.0437965 Tree=88 num_leaves=29 num_cat=0 split_feature=16 9 11 21 5 1 21 4 28 22 23 14 17 1 11 16 15 5 6 17 29 17 6 17 10 11 14 21 split_gain=23.1094 14.3137 16.3631 10.4594 11.1275 10.4256 11.6286 8.8874 8.41667 8.12673 8.45247 9.95883 10.2098 14.023 7.82616 7.72798 7.525 7.48978 7.2621 7.24665 7.66689 7.2289 9.85507 6.87239 9.23086 6.82865 6.75459 13.1749 threshold=222.12230440021611 0.96208110701170413 0.67281763411675211 1.5000000000000002 48.979333877563484 719.50000000000011 2.5000000000000004 25.997347831726078 366.75000000000006 869.25000000000011 1.7033413913127105 39.287552160674046 109.09419189585103 6206.5000000000009 0.86458980331262947 145.6973654454998 0.41765034633915249 166.99998474121097 0.88043480699843779 65.074936636657256 2.0005614823133073 63.276566072013075 0.7217566851910534 83.474012131195281 0.45220103710149101 0.77924670151025899 26.600432637989226 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 19 7 15 6 8 -1 -4 16 11 14 21 -14 26 -5 -6 23 -8 -3 -21 -13 -23 -9 -25 -19 27 -11 right_child=-2 2 5 4 9 -7 18 17 -10 10 -12 12 13 -15 -16 -17 -18 25 -20 20 -22 22 -24 24 -26 -27 -28 -29 leaf_value=-0.000593434190775164 0.00023751906552027684 0.00061926242195345653 0.0021122930763425979 -0.0018067362636838831 -0.0039641073871829373 0.00039136140368247293 2.7190701068396057e-05 0.001493302032055617 -0.001160814835746693 -0.0026265382521353012 0.0015377054958169555 -0.002523781212155048 0.0066628847849867535 -0.012066400507126582 0.0041999287224220748 -0.00037735861967507666 -0.0011539699294120141 -0.0018345004509033043 -0.00061421866593160894 0.0028221156830441378 -0.0090659990699087159 -0.010127346969256086 -0.0024915123893981851 -0.019321113996145944 0.0062021392545932108 0.0054033618585606529 -0.00012344820218808755 0.0056533943197739868 leaf_count=8307 424205 9047 1584 7715 3976 65517 158708 6927 30978 5518 2278 2494 381 96 590 121738 3383 1941 43041 5677 106 692 610 28 928 287 8041 395 internal_value=0 -0.00465368 -0.000611832 -0.0118665 -0.0144969 -0.00221562 -0.00533376 0.0106851 -0.0228693 -0.0324023 -0.0224205 -0.0293852 -0.0718281 0.0660663 -0.0169156 -0.0105612 -0.0610155 0.030596 -0.00250356 0.031813 0.0594617 -0.0891557 -0.149553 0.0450653 0.124544 -0.0205988 -0.0216855 -0.0473422 internal_count=915188 490983 314658 176325 157907 299828 234311 18418 32562 28454 21095 18817 4273 477 14544 129453 7359 10111 201749 14830 5783 3796 1302 7883 956 2228 13954 5913 shrinkage=0.0437965 Tree=89 num_leaves=29 num_cat=0 split_feature=0 20 19 25 14 21 21 25 21 17 28 17 15 27 8 17 17 5 5 8 23 6 17 28 18 22 11 28 split_gain=21.8228 15.502 13.1447 21.7499 10.8106 10.1355 10.7681 12.301 16.9266 17.6708 15.8948 13.7205 19.902 12.9243 19.1334 12.2636 11.7972 11.0704 10.8859 10.6557 11.4444 14.227 10.0708 11.3548 19.8408 11.8331 9.84229 11.0796 threshold=46.500000000000007 0.77060135975088795 728.25000000000011 3768.5000000000005 15.084612572255843 11.500000000000002 5.5000000000000009 1190.2500000000002 1.5000000000000002 50.465678428816894 10194.250000000002 59.750511358959393 0.89232988575385475 9.5000000000000018 1509.5000000000002 57.49827102252091 70.307585737635222 59.002853393554695 111.00142669677736 11533.500000000002 1.7736820599386414 0.88888889348668765 33.766729408031473 854.75000000000011 2.5000000000000004 896.25000000000011 0.88734630889392807 5811.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 22 -4 6 7 10 11 19 -6 -9 -13 26 15 -15 -16 -18 -8 -10 21 -21 -3 -24 -25 -26 -11 -28 right_child=-2 2 4 -5 5 -7 18 8 9 13 -12 12 -14 14 16 -17 17 -19 -20 20 -22 -23 23 24 25 -27 27 -29 leaf_value=-0.00038606696270595799 -0.00045574103363016811 0.0018293717375308615 -0.0072246787891600932 -0.0077119173715347999 0.00086336217729323663 0.0021330696249186772 -0.0001085897091246961 0.00059496980931774378 0.00015562933557949248 -0.0016995667955476939 -0.014229696382189322 0.0042862812593035095 -0.018273068848622301 -0.0066727846973161052 0.00080812720579120218 -0.017894686023687555 0.0091472603596565588 -0.01391057212871125 -0.011208033684905036 -0.0067848494877824142 0.00029173747478044258 -0.032842938477627044 5.1588776404677293e-05 -0.00064205726013619093 -0.0041141654413818299 -0.01414590756685454 0.0054206382030227655 -0.022317598512184626 leaf_count=108844 167715 5886 354 697 110729 6562 56332 31681 34798 6970 134 2903 77 657 946 261 49 216 170 464 500 44 363159 12901 1254 275 581 29 internal_value=0 0.00221607 0.00409614 0.00040385 0.00967066 0.00991394 0.00888566 0.0124725 0.00303671 -0.0096429 0.0192965 0.0196869 0.0845587 -0.0474821 -0.116326 -0.225208 -0.033787 -0.22027 -0.00324193 0.000617404 -0.100741 -0.206452 0.000724635 8.48071e-05 -0.0274255 -0.135135 -0.0281459 0.0936591 internal_count=915188 747473 638629 384172 254457 254103 247541 191039 80176 45515 110863 34661 2980 9709 2129 918 1211 265 56502 35806 1008 508 383475 377589 14430 1529 7580 610 shrinkage=0.0437965 Tree=90 num_leaves=29 num_cat=0 split_feature=16 18 30 7 11 10 18 2 29 30 22 24 27 19 21 25 14 11 22 29 22 11 1 6 10 17 17 16 split_gain=19.8486 10.7173 10.031 9.20571 13.7367 10.8715 9.19559 8.3424 8.96452 11.5769 8.3178 9.44475 8.00498 7.60687 15.5958 7.248 12.5643 19.5113 20.3003 8.5781 7.76941 7.06749 15.4591 7.32808 8.38523 6.97074 7.65889 7.64654 threshold=202.50256517174367 6.5000000000000009 1.0000000180025095e-35 -1.0000000180025095e-35 0.87644061302681997 0.88545732621115192 3.5000000000000004 19.36055555555556 1.3908734610314946 1.5000000000000002 585.25000000000011 17.500000000000004 36.500000000000007 336.75000000000006 13.500000000000002 937.25000000000011 34.998315155635105 0.71067243867243879 3001.2500000000005 1.3111495828295767 777.25000000000011 0.85694815805109925 804.50000000000011 0.7894736433075934 0.92426016323976001 58.631489289222358 49.750142320467823 230.14352878515237 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 3 -2 5 6 -5 8 -4 -10 11 -8 21 14 -6 -7 17 19 20 -17 -19 23 -23 24 -1 26 -15 -28 right_child=1 -3 7 4 13 15 10 -9 9 -11 -12 -13 -14 25 -16 16 -18 18 -20 -21 -22 22 -24 -25 -26 -27 27 -29 leaf_value=-0.00017935905101061446 0.00039237868873152442 0.0074034841445429931 -0.00042896426358020816 -1.5728870500992991e-05 -0.000858433602594412 -0.00058382447964994946 -0.00046786205736337792 0.00012521497108415079 -0.004097637909798198 -0.00078662709728146113 -1.6574793827924884e-05 -0.0037481715055947473 0.0011923873491549602 0.00025222466992711541 -0.012914530752513665 -0.014505552412043118 2.8089777723318995e-05 -0.011490120840016754 -0.015107197566704002 -0.00032818298495018358 -0.0012218390024444942 -6.8253877321399419e-05 0.0035798449342307197 -0.00087574610941358914 -0.001335741583805092 -0.003594428951379759 0.001029931520593029 -0.0085658695937524312 leaf_count=113331 234435 387 39013 180862 3992 11140 3052 43344 3162 5636 5765 3755 6227 112152 217 432 2353 149 236 101 2750 25653 2440 64413 13456 830 35745 160 internal_value=0 0.00267692 0.00258351 0.00407276 0.000923002 -0.00431702 -0.00217696 -0.0071884 -0.0162971 -0.0451316 -0.0283284 -0.0519998 -0.00813014 0.00813104 -0.0337927 -0.0284392 -0.0563933 -0.0929807 -0.062908 -0.269863 -0.0399484 -0.0091341 0.00567625 -0.0113102 -0.00689752 0.00931622 0.00982853 0.02254 internal_count=915188 689668 689281 598126 363691 210595 193434 91155 47811 8798 12572 6807 225520 153096 4209 17161 6021 3668 3135 533 2899 219293 28093 191200 126787 148887 148057 35905 shrinkage=0.0437965 Tree=91 num_leaves=29 num_cat=0 split_feature=0 14 29 16 11 7 9 11 16 20 20 6 24 28 33 10 5 22 30 16 11 11 23 5 14 7 5 11 split_gain=19.9969 13.6882 11.0247 9.97926 9.42385 10.3845 9.03176 8.52851 10.0872 7.54893 7.40108 10.3684 12.0369 7.01922 6.53154 6.4251 19.2636 6.61042 11.0247 7.30541 7.20722 6.37293 6.24091 7.64251 6.71405 6.19239 6.91747 6.60777 threshold=33.000000000000007 20.166572967931852 0.16384583605880129 189.1092560279188 0.94374200767263439 -16.699242591857907 0.96552356385063809 0.85694815805109925 164.13956098336902 0.60391142741217141 1.1903768994010149 0.68750000195708072 23.500000000000004 2702.2500000000005 2.5000000000000004 0.96264085048945813 117.91599273681642 2050.2500000000005 1.0000000180025095e-35 227.35147798695564 0.66038475767665561 0.66989521615097669 0.93242581464912522 104.26774215698244 31.494974671741044 -79.129028320312486 149.52671051025393 0.66038475767665561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -3 5 6 9 8 -7 -4 14 -12 -13 -9 15 -5 17 19 20 -17 -19 -8 -22 -24 -25 26 -11 -28 right_child=1 3 4 10 -6 7 21 13 -10 25 11 12 -14 -15 -16 16 -18 18 -20 -21 22 -23 23 24 -26 -27 27 -29 leaf_value=-0.0010995238784152184 -0.00076521176582234262 -0.0007565673890177221 -0.0010736481236545256 0.00014919669634129833 0.0012741869900193515 -0.0012824191546413496 0.0018490938821986173 0.00024149835213795189 -5.5466025379916031e-05 -6.2630013063353162e-05 0.00012389239530392836 -0.0012965023636534586 -0.0091565367144902689 0.0019257696095763726 -0.0015590418849880194 -0.0061784254773874702 0.00066691288050234007 0.0053472199681194226 0.00022730022451858953 -3.9297869206725347e-05 -0.025272332581917509 0.00067895975682691736 -0.0029631578779413643 -0.018981735301086714 -0.0012410322541020751 0.00057033686252959273 -0.00015630732807009855 -0.006651872838539157 leaf_count=12814 77405 39702 7671 214381 15231 13727 12076 144806 201789 25160 15624 13957 384 4907 4590 683 3583 45 224 816 68 34246 147 207 51 69692 590 612 internal_value=0 -0.00563859 0.00387872 -0.00252795 0.0045788 0.00385418 0.0108581 0.000976758 -0.00305082 0.00567339 -0.000229819 -0.0149926 -0.0344084 0.00677457 0.00173805 0.00251628 -0.0302562 -0.102977 -0.180173 -0.0647658 -0.26033 0.0224678 -0.296712 -0.249645 -0.353336 0.00808424 -0.00497066 -0.0790825 internal_count=915188 371867 543321 294462 530507 515276 150047 365229 215516 103725 254760 29965 14341 149713 224795 220205 5824 2241 742 1499 518 46322 473 405 258 96054 26362 1202 shrinkage=0.0437965 Tree=92 num_leaves=29 num_cat=0 split_feature=16 20 29 17 21 28 27 23 6 6 27 8 14 16 17 10 14 8 28 17 13 10 5 11 16 14 25 12 split_gain=16.5262 8.97776 12.2079 11.319 9.35374 28.3834 14.2882 12.0163 11.0921 9.90836 9.77675 9.94937 9.24301 9.05473 9.89075 9.09119 10.4867 9.34993 8.76946 8.48145 17.7104 13.0823 9.8379 9.66792 8.41131 8.1947 7.94275 11.9815 threshold=221.19175522725899 0.78520229236164585 0.058719029909603711 33.766729408031473 9.5000000000000018 502.25000000000006 20.500000000000004 1.4116554020530849 0.42189566984016036 0.78125000720075632 52.500000000000007 194.50000000000003 22.594633250597912 179.47549124578097 46.51133644528965 0.92426016323976001 26.110603989422735 2034.5000000000002 4404.2500000000009 109.09419189585103 68.399225926021543 0.53063562849271695 54.00012397766114 0.43655811664983185 169.86732632793903 132.73895296774501 682.25000000000011 77.719300090006328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 18 24 6 8 13 10 -6 -8 11 -7 -12 19 -15 -16 17 -17 -3 23 22 -22 -21 -5 -4 -23 27 -13 right_child=-2 2 3 4 5 7 9 -9 -10 -11 12 26 -14 14 15 16 -18 -19 -20 20 21 25 -24 -25 -26 -27 -28 -29 leaf_value=-0.00053754063624974059 0.00019357720897700666 0.005681090655455588 0.001019128069339108 -0.0063888609451595406 0.0032741448390273408 -0.0082463292219851561 -0.00035493367546154031 -0.002755045095733951 -0.0039548224116739729 -0.0014808170112865179 -0.0016285749919834123 0.0035319816410875758 -0.01697904752812858 0.001655283925166762 0.00011195962886496317 -0.001745258215285102 0.00050376751780986412 -0.0075961971627055615 -0.0080886914794950759 -0.0010310048839217655 -0.011541513563018833 0.0067392613238853281 -0.014188703742977314 -0.00061484673149176414 0.0051686337549635341 -0.0094394688389132873 0.0026272665120296774 0.00048641728669991332 leaf_count=104304 442562 105 5658 563 467 204 43384 1488 3176 22911 295 2944 101 7554 194525 6349 4415 571 572 549 87 1283 136 46265 1123 63 7890 15644 internal_value=0 -0.00408352 -0.0017642 -0.00151715 -0.00227776 0.0139853 -0.00387158 0.0245863 -0.0691411 -0.0169883 0.0293942 0.0317091 -0.126579 -0.000557142 0.00225629 0.000952203 -0.0265775 -0.0508727 -0.135925 -0.0128242 0.0490723 0.112295 -0.0831879 -0.0156238 0.0389604 0.136587 0.0334041 0.02212 internal_count=915188 472626 368322 367645 360864 32209 328655 28566 3643 66295 27078 26682 396 262360 213414 205860 11335 6920 677 48946 2118 1433 685 46828 6781 1346 26478 18588 shrinkage=0.0437965 Tree=93 num_leaves=29 num_cat=0 split_feature=0 13 29 26 0 28 26 16 11 7 16 20 28 24 15 25 15 24 28 20 28 17 11 16 18 10 4 19 split_gain=17.6578 10.663 10.4617 10.1412 11.441 9.60695 10.4799 9.3014 8.25361 10.7672 8.10808 7.59803 7.493 10.959 10.076 7.40895 13.4775 15.2139 10.7877 11.979 11.5028 8.77787 7.99474 8.19958 7.56906 11.1833 8.06581 9.41887 threshold=35.000000000000007 30.170552944755496 0.16384583605880129 1.4226359811499132 52.500000000000007 25282.000000000004 1.8937983170092429 159.60463130300084 0.92708846469622352 -18.434947013854977 162.66014819341535 1.123315358441674 696.25000000000011 19.500000000000004 0.44604874145407497 1190.2500000000002 0.85336958791452222 2.5000000000000004 580.25000000000011 1.0136076465582995 3119.5000000000005 65.074936636657256 0.62485736914877921 217.39467117204319 1.5000000000000002 0.95028128730279715 28.36246490478516 1367.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 7 -5 8 -7 -3 9 11 -11 15 14 -14 -9 21 24 -18 -19 20 -20 -4 23 -22 -17 26 -26 -28 right_child=1 3 5 4 -6 6 -8 12 -10 10 -12 -13 13 -15 -16 16 17 18 19 -21 22 -23 -24 -25 25 -27 27 -29 leaf_value=-0.001056358249929686 -0.00068649133543066676 -0.0013274495059973717 0.00058182179948986965 -0.00041964349779435791 -0.0023928238634079884 0.0031399112395594396 -0.024290952158155292 -0.0020705329355732603 0.00082552074181106824 -0.00098204439138077811 3.3921509025590012e-05 -0.00034698561819466799 0.00019751238601132905 0.0021166936590862515 -0.00011933269486968257 0.00034846142328618437 0.00076173150024612423 -0.028568159889929848 -0.002320153015926515 -0.026200217762405231 -0.0041361208197908525 0.0020113949130506283 -0.0045618229316801194 -0.029504186988923643 -0.0024715568296857192 0.0043487954365394885 -0.019796735335818695 -0.0049768656560068717 leaf_count=13595 82747 9578 101297 33664 6770 2532 27 5419 33695 15730 357689 21120 112193 6013 80315 20693 738 45 628 56 35 8968 92 81 795 319 130 224 internal_value=0 -0.00581593 0.00329275 -0.00260361 -0.0171251 0.00395247 0.0650849 0.000146338 0.00367428 0.00270705 -0.000202649 0.00970699 0.00157669 0.00673887 -0.00554069 0.0124835 -0.00350336 -0.0899953 -0.174576 -0.150476 -0.120483 0.0159394 -0.324303 -0.498899 0.00303398 -0.0663525 -0.112342 -0.2379 internal_count=915188 336699 578489 253952 40434 564894 2559 213518 562335 528640 373419 155221 203940 118206 85734 134101 23836 1675 937 892 836 110265 208 116 22161 1468 1149 354 shrinkage=0.0437965 Tree=94 num_leaves=29 num_cat=0 split_feature=2 9 6 20 29 4 29 16 28 23 21 7 17 25 7 6 17 25 20 17 17 1 19 4 9 16 17 2 split_gain=14.5808 11.8312 13.7623 10.1353 8.61874 8.03236 11.5414 8.80574 8.21114 7.90659 7.19843 10.5551 13.5693 8.04397 8.00171 7.33292 7.06483 8.38026 7.65714 6.92904 6.85523 7.97406 7.20114 17.4554 8.66969 8.58525 9.00929 7.13324 threshold=24.059411764705885 0.95303094997800386 0.82367075381308708 0.57473949940917402 0.16384583605880129 11.999999046325685 0.53018206145792079 1.0000000180025095e-35 570.25000000000011 0.62399099570961736 1.5000000000000002 -68.715793609619126 59.750511358959393 3228.2500000000005 -1.0000000180025095e-35 0.53333333517491255 47.696410889735446 4379.2500000000009 0.41218782187775699 39.70582990064505 109.09419189585103 6206.5000000000009 4315.5000000000009 40.002073287963874 0.97493569014885517 219.63338308988168 55.824368125949263 174.72380952380954 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 9 -3 -6 16 -8 -9 -2 11 -5 14 -12 -13 -16 -7 18 -18 -15 22 -22 23 -21 25 -25 27 -27 right_child=3 2 -4 10 5 6 7 8 -10 -11 13 12 -14 19 15 -17 17 -19 -20 20 21 -23 -24 24 -26 26 -28 -29 leaf_value=-0.0005037390133979426 -0.00040611728778090214 -0.0011987852317168791 -0.00041548799647452245 -0.000681073909194974 0.0010659089265362975 9.9165464599982743e-05 0.011160364685784763 -0.00016949951702086802 0.00032651134690000604 -0.0031474062591035903 0.00025227789414396869 0.0016137193161635996 0.0043231273427683089 0.00079490509898807158 -0.0011600759729003607 0.00096190097434247705 0.00079335757503071278 0.0075107692343125455 -0.0019720083523078907 -0.0007307599607608695 0.0070334482686726678 -0.0094486421854296562 -0.0010275686880256982 -0.0054422929124177746 0.0049807110522653349 -0.0081146679177838601 -0.026522190488309283 -0.022648441123079247 leaf_count=123291 8854 9283 125928 6972 17565 9859 140 92476 208026 2614 258081 15406 2464 2010 5083 8104 2278 199 12242 994 272 71 2051 377 77 295 93 83 internal_value=0 -0.00276768 -0.000514857 0.00564063 0.00269423 0.00350845 0.00238347 0.00408676 0.00396995 -0.0235399 0.00674713 0.0196113 0.0275048 0.00489689 0.0213688 0.00328733 -0.0184515 -0.0323272 -0.0351206 -0.0303416 -0.0529403 0.082694 -0.0646588 -0.108689 -0.207556 -0.236729 -0.326748 -0.258147 internal_count=915188 601287 477996 313901 352068 342785 325220 300642 300502 11468 302433 38029 31057 264404 28593 13187 24578 14719 14520 6323 4313 343 3970 1919 925 848 471 378 shrinkage=0.0437965 Tree=95 num_leaves=29 num_cat=0 split_feature=0 14 25 0 9 6 9 29 14 5 25 22 24 20 30 29 24 25 18 13 23 19 15 20 29 23 5 29 split_gain=16.2822 13.2269 16.1166 11.7223 11.0227 11.2715 8.82697 8.01424 10.3684 9.31405 7.78218 7.46172 8.29659 7.208 6.76727 6.67457 7.44446 6.53476 24.9082 33.9862 46.0474 25.0874 17.635 16.2602 9.83262 11.483 9.6987 9.44882 threshold=48.000000000000007 27.301009619982995 937.25000000000011 17.500000000000004 0.95410717414547119 0.82367075381308708 0.97425582137986999 1.5396688560481666 49.716281927927291 29.00000095367432 602.25000000000011 459.75000000000006 15.500000000000002 1.1642918940191338 1.0000000180025095e-35 4.039409039028997 9.5000000000000018 1190.2500000000002 1.5000000000000002 44.936262864542798 0.82339894359485211 1341.2500000000002 0.33485611492119377 1.2151994994465036 0.69671818056581813 0.83183519842712672 36.262845993041999 0.09717725235195053 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -6 15 9 14 -2 -3 12 -7 -13 -9 -4 -17 27 -19 20 26 23 -21 -22 25 -24 -20 -12 right_child=7 10 6 4 5 11 -8 8 -10 -11 17 13 -14 -15 -16 16 -18 18 19 22 21 -23 24 -25 -26 -27 -28 -29 leaf_value=0.00033331228407654131 -0.00087145915141446028 -0.00037927171209343189 -0.0010275149479125395 -0.00067841604135000062 0.0001472808863021824 -0.00097060628183580605 0.00042631356807319688 -0.0013041829014691574 0.00052066470163123792 -4.604497297187071e-05 -0.014700561880165788 -0.0001429618088729783 -0.0040351406447576045 -0.0026077482874225844 -0.0035445137998585097 -0.028907225415897284 0.0047670420855771105 0.00044055732140336069 0.0027805226180352867 0.0033112990359350993 -0.025196950736368729 0.0078475313884243132 -0.0030907824895421133 0.0034220173136533479 -0.0015544929099725623 -0.017106082147151577 -0.0075934663658535594 0.00074820298765538814 leaf_count=183056 38718 22096 41002 53407 232144 11969 9617 8309 4220 81251 76 48029 1974 2389 3755 34 20 70686 399 1431 408 59 309 42 3797 176 305 95510 internal_value=0 0.00188984 -0.000493853 0.00112647 -0.00226563 0.000116403 -0.0175361 -0.00995932 -0.030776 -0.00713377 0.00901355 -0.0115932 -0.0320682 -0.00593091 -0.0457001 -0.0239239 -0.375265 0.0112683 0.00445154 -0.0527796 -0.204803 -0.433943 -0.0205015 -0.51433 -0.0526198 -0.186699 -0.0391331 0.0168032 internal_count=915188 778935 583641 532968 349912 296505 50673 136253 16284 119969 195294 64361 13943 50418 12064 41056 54 173198 77612 6926 1213 509 5713 450 4282 485 704 95586 shrinkage=0.0437965 Tree=96 num_leaves=29 num_cat=0 split_feature=0 20 17 13 21 25 19 28 8 17 7 7 23 28 11 16 20 16 24 27 21 14 11 16 28 22 31 8 split_gain=15.6284 12.5103 11.0376 9.40793 15.1843 12.4715 9.3943 8.21487 10.1901 8.14922 7.99682 14.0026 12.4429 11.3159 9.89547 8.61288 8.3224 7.54559 8.55988 9.69718 9.84828 8.95312 7.88697 7.50992 7.47158 7.37965 7.18352 7.53613 threshold=48.000000000000007 0.73529997112285284 33.766729408031473 25.070862330552121 14.500000000000002 461.75000000000006 609.75000000000011 768.25000000000011 84.500000000000014 55.492504801678976 -16.699242591857907 -79.129028320312486 0.39052912603105916 1480.7500000000002 0.86803120075009488 237.18136375451789 1.0719485283300152 165.57814513551691 10.500000000000002 6.5000000000000009 3.5000000000000004 15.084612572255843 0.6538618524332811 147.97273335563736 385.25000000000006 2854.5000000000005 1.5000000000000002 886.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 4 7 -6 -1 8 -4 -2 11 -5 13 15 17 -12 -13 -14 19 20 21 22 -19 -18 -23 -22 27 -16 right_child=9 2 3 10 5 -7 -8 -9 -10 -11 12 16 14 -15 26 -17 23 18 -20 -21 25 24 -24 -25 -26 -27 -28 -29 leaf_value=8.1437295989128267e-05 -0.0006476967799564446 0.00098505723457604968 -0.0080195015805646277 -0.00024945539840112583 -0.012049136950255295 -0.00049871929486638186 -0.00076931326073421751 -0.002515579176761153 -0.00016905258563351159 0.00010570188457217229 -0.0052431869292417768 0.00081537213157862275 -0.001392537783970001 0.00010934926536421344 0.00021103601611073412 -0.028242917187840888 -0.0071040739589343536 -0.015180893446408526 -0.00031670488226632045 0.00038106494536449249 -0.0029351335142372183 0.0054834304846569587 -0.0030155942738549477 8.7339398026829369e-06 -0.00024316435474464355 -0.018643274557940084 -0.0014425268398436828 0.00091618198248065875 leaf_count=45569 97875 28427 320 46786 397 327 54880 3321 35625 38321 1299 101076 8361 1169 119208 32 288 119 126268 106673 2073 444 725 25067 27785 59 4246 38448 internal_value=0 0.00166218 0.00320406 0.00236069 -0.0124982 -0.156001 -0.00875339 -0.00985222 -0.00545572 -0.00994865 0.00333459 0.00908435 0.00105505 -0.0692918 0.00145989 -0.132343 0.0145538 -0.00221891 -0.00128272 0.00416495 -0.0113407 -0.00652992 -0.108019 -0.0016453 -0.00349557 -0.0769431 0.0076519 0.00874504 internal_count=915188 778992 678543 650116 39990 724 100449 39266 35945 136196 610126 173217 436909 2500 434409 1331 126431 272507 264146 137878 31205 29073 844 25355 28229 2132 161902 157656 shrinkage=0.0437965 Tree=97 num_leaves=29 num_cat=0 split_feature=16 18 11 8 30 26 30 32 28 27 28 13 8 23 15 11 22 8 29 29 16 27 8 18 22 27 27 20 split_gain=12.6394 10.4001 8.10751 10.626 7.8846 8.61123 10.8027 10.9536 8.10922 11.6355 17.4449 13.6412 10.5923 8.90923 8.02967 10.035 12.3065 29.6881 11.3436 19.0338 9.44692 8.93293 11.8724 7.78528 8.02564 7.70608 7.62546 7.50332 threshold=199.16200686106347 6.5000000000000009 0.85694815805109925 880.50000000000011 1.0000000180025095e-35 1.4009962042797643 2.5000000000000004 1.5000000000000002 632.25000000000011 27.500000000000004 461.25000000000006 25.630032867062749 142.50000000000003 0.65492603784723868 0.26588874010805319 0.43655811664983185 2130.7500000000005 3008.5000000000005 1.1811091046539672 1.0342984102187975 235.8767391304348 1.5000000000000002 2290.5000000000005 3.5000000000000004 399.25000000000006 4.5000000000000009 14.500000000000002 0.38246236994295119 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 -4 8 -6 7 26 9 -2 11 13 -10 -11 15 -14 27 18 19 21 -21 -18 25 -13 -25 -23 -7 -17 right_child=1 -3 3 -5 5 6 -8 -9 12 10 -12 23 14 -15 -16 16 17 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 leaf_value=-0.00041302877836629776 9.9118087089200633e-05 0.0071724520894125869 0.00018283553197935971 0.0037206003247909308 -7.8952774642067586e-05 -0.0019740308821418165 -9.3146168564846671e-05 -1.1757936157356329e-05 -0.004845472279347735 0.0050567352698583298 -0.00042028774456664248 1.0434593788790893e-05 0.0028539404959028558 -0.0097744869995990448 0.00032816854025324415 -0.009887502662943911 -0.022476115788015533 -0.0010774975328803045 -0.0044167091905419472 -0.0058398949934802095 -0.029433275355208444 -0.0038986245515259467 0.004194692945243857 -0.014443578262147566 -0.003356338837492874 -0.022973204745371713 -0.0050531524783129413 0.00039298267678355173 leaf_count=175200 219288 397 23105 1752 76158 3915 9807 3075 772 86 48653 1463 1224 804 336341 140 66 3471 465 41 158 86 149 148 814 77 2546 4987 internal_value=0 0.00195907 -0.00703278 0.00986811 0.00186919 -0.00658828 -0.0254302 -0.0493958 0.00317354 -0.000925173 -0.0143789 -0.0845695 0.00636859 -0.190457 0.00662875 -0.0201291 -0.0309588 -0.0690415 -0.217072 -0.310738 -0.561057 -0.178956 -0.108252 -0.0457076 -0.115582 -0.294757 -0.0727771 0.00256321 internal_count=915188 715131 200057 24857 714734 95501 19343 9536 619233 271256 51968 3315 347977 890 347205 10864 9640 4513 1042 577 199 378 312 2425 962 163 6461 5127 shrinkage=0.0437965 Tree=98 num_leaves=29 num_cat=0 split_feature=0 20 29 4 17 9 7 7 11 27 27 26 28 21 14 11 20 14 27 14 27 15 14 26 20 4 10 13 split_gain=13.5921 10.7205 10.4929 10.8135 10.307 8.63273 7.75006 10.6299 9.81437 8.19075 12.3779 8.70994 9.31675 8.52039 9.17409 9.43934 8.53523 8.26186 7.9094 11.0303 9.19511 9.0137 9.49563 8.80348 7.65427 7.38344 7.57846 7.34902 threshold=48.000000000000007 0.77060135975088795 0.058719029909603711 10.023406505584719 33.766729408031473 0.97520839308842222 -19.324520111083981 -79.129028320312486 0.86966708401343384 6.5000000000000009 14.500000000000002 0.62332139121653307 849.25000000000011 3.5000000000000004 14.069735181519532 0.70139702055685671 1.0299793000241098 7.4424414363577727 3.5000000000000004 101.3492705254012 6.5000000000000009 0.17748023021974049 15.889804212743579 1.051057461862188 1.0797281906051841 5.0068869590759286 0.72695848463055224 45.173568940706552 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -3 -4 -1 7 18 9 13 11 12 -11 14 15 -8 -15 -17 21 -20 23 22 -6 -21 -9 -7 -27 -10 right_child=-2 2 4 -5 6 25 8 24 27 10 -12 -13 -14 16 -16 17 -18 -19 19 20 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.00055795339517192332 -0.00040123510707215843 0.0063512132636590144 0.00096868981821934938 -0.0079026008513253445 -0.016367339765606396 -0.0012990288559403351 -0.010202890300879565 0.00074730876993119109 0.00013107405904355947 -5.0176745813287866e-05 -0.00027977567933539898 0.00046161694347297285 -0.0031906923624073422 -0.0051836021376742095 -0.00039246973001793011 0.0070762697862754445 0.0001182587255701171 -0.0032131157793387228 5.6128125034335555e-05 0.0010670558020936629 0.0028925476249318052 -0.0014954363885464849 0.0045384034998026705 -0.017167766372416966 -0.00013475544906063177 -9.4445502987165374e-06 0.001511766098865888 0.00083398963857043171 leaf_count=81842 136450 125 27925 557 155 4706 335 99097 125742 6026 164066 92097 2591 1564 33461 168 928 1373 44649 70 112 4293 57 185 23309 16102 10300 36903 internal_value=0 0.00165837 0.00318659 -0.120788 0.00331372 -0.00734981 0.00248961 0.00822673 0.000369546 -0.00299763 -0.00103114 0.00769547 -0.0227069 -0.0167618 -0.0127764 -0.0808251 -0.0732761 -0.0477519 -0.0041356 -0.000137615 -0.172794 -0.0440853 -0.245373 -0.277697 0.0132281 0.00683041 0.0133347 0.00663434 internal_count=915188 778738 665788 682 665106 112950 637181 171927 465254 302609 264780 100714 8617 37829 35337 1876 2492 1541 49521 45016 367 4505 212 255 122406 31108 26402 162645 shrinkage=0.0437965 Tree=99 num_leaves=29 num_cat=0 split_feature=0 14 9 6 27 13 28 27 23 11 0 23 4 9 28 18 27 25 18 17 14 27 10 27 17 16 23 17 split_gain=13.4214 13.4972 9.18505 13.1331 8.55546 11.102 7.54688 10.4398 10.8025 8.35276 9.0997 7.51556 8.7345 11.8626 10.458 7.48151 7.22516 7.1819 17.1576 13.2163 9.81597 9.90603 15.2439 9.36116 15.6853 9.31973 8.18769 7.63439 threshold=22.000000000000004 19.96415158451892 0.95719279885328956 0.70449165616039122 15.500000000000002 47.418950049328579 684.25000000000011 25.500000000000004 0.74588227432899601 0.75510856516519664 29.500000000000004 0.92647498329875899 221.75335693359378 0.86595779902451642 42763.500000000007 2.5000000000000004 45.500000000000007 859.25000000000011 1.5000000000000002 54.036320685913886 27.301009619982995 21.500000000000004 0.80322740038541252 14.500000000000002 65.074936636657256 231.53140771637126 0.87487365894902613 58.381567914369604 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=17 -2 4 -4 11 -6 7 15 -9 10 -10 -3 -13 14 -14 -5 -11 23 20 -20 27 -22 -23 -1 25 -25 -26 -19 right_child=1 2 3 6 5 -7 -8 8 9 16 -12 12 13 -15 -16 -17 -18 18 19 -21 21 22 -24 24 26 -27 -28 -29 leaf_value=0.00067802342445998792 -0.00053159775452812799 -0.00092716834103820877 0.00037901784667486785 -0.00055803507355271385 -0.0003610058961655894 -0.0020411365195488768 0.00018910230695022527 0.0020114020166369252 0.00081688590450937066 -0.0011909534283176875 -0.0074632797346073764 0.00014012207149008041 -0.016083087259706554 0.0013402977403510373 -0.0026952339369178389 0.00026957733544689672 -0.0055812789735311735 -0.00041284674724978985 -0.00094633054089143234 -0.0045992559660045932 0.00067189016201723184 -0.023143219340607691 0.0018061871368549103 -0.00019479440587571415 0.0001399806324861103 0.00049293271814941024 0.0038145400491471091 -0.0045631305161689039 leaf_count=94531 123145 17514 166541 48205 21936 11498 68879 1668 355 14693 900 69412 218 376 230 37058 756 18988 12118 2253 35136 85 105 102832 1793 59762 3311 890 internal_value=0 -0.00283908 -0.000351013 0.00231976 -0.00782344 -0.0214356 -0.00379524 -0.00918739 -0.0308093 -0.0384718 -0.116929 -0.00263699 0.00198437 -0.100367 -0.210288 -0.00452841 -0.0320984 0.00512685 -0.00390533 -0.0346835 0.00410701 0.0141098 -0.213611 0.00752329 0.00303741 0.0013239 0.0576232 -0.0136693 internal_count=915188 583384 460239 339055 121184 33434 172514 103635 18372 16704 1255 87750 70236 824 448 85263 15449 331804 69575 14371 55204 35326 190 262229 167698 162594 5104 19878 shrinkage=0.0437965 Tree=100 num_leaves=29 num_cat=0 split_feature=2 9 15 29 4 28 20 24 20 27 14 21 28 13 15 21 13 21 11 21 27 29 11 21 25 13 18 13 split_gain=11.0057 10.8298 10.9956 8.6883 8.13951 9.20393 8.13019 8.0835 7.11179 23.0402 6.64113 7.97957 7.19677 6.68817 6.29997 6.27724 6.21162 8.85018 9.33847 7.28617 7.01093 11.9296 6.18806 6.12 7.32626 8.1058 18.3416 14.8989 threshold=30.62731481481482 0.95227726214888841 0.71229494882539857 0.16384583605880129 10.023406505584719 1861.2500000000002 0.57473949940917402 2.5000000000000004 1.1136108271163796 44.500000000000007 18.578329873771949 1.5000000000000002 410.25000000000006 63.669560037030941 0.44944681369813438 18.500000000000004 26.283890433520373 14.500000000000002 0.8405932357050675 12.500000000000002 25.500000000000004 0.7320894589793715 0.81963266270777313 1.5000000000000002 1165.2500000000002 72.109149560758638 1.5000000000000002 44.936262864542798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 -3 5 -5 7 -2 16 -10 11 -6 -13 15 -1 -14 17 18 -4 20 -18 -22 -11 -8 -25 26 -26 -28 right_child=6 2 8 4 10 -7 23 -9 9 22 -12 12 13 -15 -16 -17 19 -19 -20 -21 21 -23 -24 24 25 -27 27 -29 leaf_value=-0.00094569752534781615 0.0012601651935356638 -0.0012023596270875347 -0.00084157151755287181 0.0013887305188003765 -0.0026894346928573215 -0.016732065153265901 0.00082100262077588668 -0.0018902235464927236 -0.0007142308078408727 -0.0022396795126561303 0.00026564150706116947 0.0020571485615631401 -0.00035633884037514598 0.0075117308476011137 -0.00026490590277383882 0.0071444403139184253 0.00011750865104356365 -0.0045306633075443111 0.00019900266268734471 0.0019652610953023531 0.0028938057196000963 -0.00111235464468984 -0.014588234907986596 0.00032707592936586901 -0.00033626937311019404 0.000158487780452178 -0.009007836619507166 -0.0022725281746891258 leaf_count=35693 2085 8584 40144 12336 2516 54 35807 6231 30297 106 224679 2655 46473 210 96736 215 110775 1016 28138 3659 1551 17657 293 167882 11857 24304 857 2378 internal_value=0 -0.00214727 -0.000130793 0.00389897 0.00482977 0.0299055 0.00562176 -0.0251243 -0.00526592 -0.019452 0.00370713 -0.00646872 -0.00367925 -0.00654666 -0.0102382 -0.00734757 -0.00312018 -0.0108032 -0.00942465 0.000863714 -0.000375129 -0.0180121 -0.258187 0.00667359 0.00458812 -0.0076846 -0.0258874 -0.0926288 internal_count=915188 663787 531358 297722 289138 12390 251401 8316 233636 30696 276748 52069 49553 46898 132429 46688 202940 69298 68282 133642 129983 19208 399 243085 207278 39396 15092 3235 shrinkage=0.0437965 Tree=101 num_leaves=29 num_cat=0 split_feature=0 27 13 26 21 16 0 22 20 29 6 27 25 18 13 20 26 20 16 13 15 32 26 29 18 19 29 15 split_gain=12.3394 9.38448 8.22016 9.46445 8.18396 8.09938 8.08894 7.81695 7.69307 6.67106 11.157 6.88225 7.03851 16.7134 31.7421 39.1991 39.4432 25.1494 12.6591 10.5746 9.75025 8.20702 7.98313 7.97633 8.7798 11.2164 7.75887 7.74116 threshold=40.500000000000007 51.500000000000007 30.170552944755496 1.4226359811499132 15.500000000000002 159.60463130300084 52.500000000000007 928.75000000000011 0.77060135975088795 0.058719029909603711 0.37240579886276232 14.500000000000002 1190.2500000000002 1.5000000000000002 51.712754420286281 1.1046749786649461 0.26023229857638669 0.84868072960178231 221.75906126132301 75.43023078869804 0.43862039161712668 1.5000000000000002 0.53056191161959643 0.5916213995003422 2.5000000000000004 296.25000000000006 0.72069639008620701 0.21970042254935149 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 4 5 -2 -4 7 -5 -1 10 -10 12 19 21 15 16 -15 22 -19 23 27 -14 -18 24 -11 -26 -22 -16 right_child=1 -3 3 6 -6 -7 -8 -9 9 11 -12 -13 13 14 20 -17 17 18 -20 -21 26 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.00026256538325719299 -0.00064245013975616208 -0.0072903660159403111 -0.001300993266212803 -0.0011344885722244405 -0.0077305129203195915 9.2380301200373053e-05 -0.0021378710971440211 0.00039591854189827326 0.0089557735841374452 -0.00017584492371060142 -0.0074559639176662385 2.1307664706282686e-05 7.4674190312836206e-05 0.0093901505826186251 -0.0037592533644584549 0.0012515639773981529 -0.014926876974906494 -0.012382043178024688 -0.024857526561597756 0.0022560378939518394 -0.013377720137460804 0.0026618799306563821 0.00064991648107005061 0.00050358059197997415 0.00056767549324930112 -0.0069814682382504153 -0.0022311983183368033 0.0020123907601608901 leaf_count=95447 63468 363 8418 14059 314 161897 6776 11754 96 15926 461 290478 62346 140 534 655 95 250 415 6153 131 2444 188 166753 676 855 1399 2697 internal_value=0 -0.00578215 -0.00556344 -0.00245069 -0.0154657 0.000536832 -0.0180639 -0.00999201 0.00229529 0.003727 -0.105656 0.00383734 0.00755726 -0.000917728 -0.0492424 -0.164702 -0.281059 -0.354229 -0.460482 0.0107313 -0.00697289 0.00393339 -0.104553 0.00936912 -0.0109684 -0.0832992 -0.0727359 0.0241684 internal_count=915188 267049 266686 202904 63782 170315 32589 25813 648139 552692 557 552135 261657 71294 6504 1743 1088 948 665 190363 4761 64790 283 184210 17457 1531 1530 3231 shrinkage=0.0437965 Tree=102 num_leaves=29 num_cat=0 split_feature=0 14 16 29 29 28 11 7 9 17 7 16 20 4 22 19 17 21 28 16 25 24 28 17 12 14 15 16 split_gain=11.7954 7.88227 7.77231 7.03993 6.33753 7.42644 6.26806 8.82549 7.55437 12.4808 6.50725 6.32588 6.01508 6.18668 11.0235 6.85754 5.98784 8.34057 10.2097 7.28678 7.27635 10.7343 7.82455 7.51639 6.66844 10.898 5.75106 5.61082 threshold=35.000000000000007 20.166572967931852 169.86732632793903 1.1619794360113165 0.16384583605880129 25282.000000000004 0.92708846469622352 -16.699242591857907 0.96552356385063809 63.276566072013075 -87.942279815673814 145.6973654454998 0.60391142741217141 21.00000095367432 2442.2500000000005 1017.2500000000001 58.631489289222358 1.5000000000000002 5210.2500000000009 217.62421184121825 1978.2500000000002 8.5000000000000018 946.25000000000011 62.0119805452292 841.32799384885766 90.169828554133431 0.50533125553170366 108.33527962179026 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 27 -2 -1 6 7 8 12 -10 -11 -9 26 14 15 -14 24 -18 19 -19 21 23 -23 -21 -13 -26 -6 -3 right_child=1 2 -4 -5 5 -7 -8 11 9 10 -12 16 13 -15 -16 -17 17 18 -20 20 -22 22 -24 -25 25 -27 -28 -29 leaf_value=-0.00081207895306222011 -0.00055529761954971227 0.0015876562885384297 -3.8488132850814132e-05 -0.0035085746350523753 -0.0032373424459607703 0.0024904018867922019 0.00071295259022410547 -0.0014997509544537645 0.00058128018991232273 0.0099931747239394367 0.0025069337356567116 4.235813251694489e-05 0.00077939076911805205 4.9932863723223506e-05 -0.013412330090836052 0.0059556474539378228 0.0031970831654177297 -0.00079358690820864727 -0.011561274147551931 -0.0051544194675878473 0.0065205476501510205 -0.00088321128879022921 -0.017047416014169172 -0.019929319649636297 -0.020760780959151209 -0.0023787662497983986 -0.000376121646430665 -0.0013094715260063606 leaf_count=13600 66755 1410 252861 1585 1706 2577 33709 5455 43183 233 5045 354942 27048 72689 104 500 822 8418 186 118 96 494 65 150 67 807 6412 14151 internal_value=0 -0.00465482 -0.00221368 -0.014243 0.00278951 0.00330314 0.00305765 0.00221444 0.00850285 0.0188828 0.0647865 -0.000440901 0.00386493 0.00598316 0.0187141 0.0199409 6.2681e-05 -0.0236489 -0.0319877 -0.0273683 -0.111716 -0.141967 -0.063082 -0.306508 0.000752338 -0.086489 -0.0223171 -0.0239051 internal_count=915188 336762 268422 68340 578426 564826 562249 528540 156920 48461 5278 371620 108459 100341 27652 27548 366165 10349 9527 9341 923 827 559 268 355816 874 8118 15561 shrinkage=0.0437965 Tree=103 num_leaves=29 num_cat=0 split_feature=16 18 16 26 26 8 9 7 11 9 10 13 4 26 4 17 21 7 14 26 11 1 10 19 14 29 31 13 split_gain=10.069 10.4573 7.47907 13.432 11.8332 8.18762 12.4429 7.24799 10.2883 9.62264 8.81878 8.63178 11.4798 12.7288 19.2903 8.25493 8.17113 10.0151 8.81307 18.4593 12.5225 9.72217 9.00941 19.1742 14.3629 7.59826 7.12594 7.26957 threshold=168.55793006959416 6.5000000000000009 108.33527962179026 1.0288976605685842 1.0369841175982832 10093.000000000002 0.94640178730045232 -1.0000000180025095e-35 0.86803120075009488 0.95572717875318081 0.96616553911358627 96.350177476797413 40.751571655273445 1.0047024052837779 24.981993675231937 65.074936636657256 1.5000000000000002 -60.213367462158196 90.169828554133431 1.0093306001738565 0.69419296294127986 7028.5000000000009 0.9702104724850672 5063.5000000000009 36.8639004392939 7.0212477608385599 1.5000000000000002 44.936262864542798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 4 -4 5 6 -1 9 10 16 -9 -12 13 14 -13 -11 17 18 22 20 -20 -21 -2 24 -24 -17 27 -10 right_child=1 -3 3 -5 -6 -7 -8 8 26 15 11 12 -14 -15 -16 25 -18 -19 19 21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0029847282778196695 0.00091987540921923349 0.0070680589624036129 -0.00041566749644684212 -0.0024875500835426366 0.0057081886389638674 0.0090996657952255589 0.002156016920161939 -0.00020826367037826734 9.9941743034535969e-05 0.00032366354942271031 -0.00052367908829475604 -0.0045253582948288022 0.00085600992904898338 -0.0022586840689970485 -0.020306165009041487 0.0015925885153895045 -0.00020830334401929112 0.0012532267401636982 0.0023421416021947509 -0.028119610830473239 -0.0064822114361914925 -0.0071486705754771791 -0.0064747721069809572 0.0037470705220045749 -0.030768713204534261 -0.019142093507835314 -0.00084235020915849408 0.00077388610166183834 leaf_count=1760 5812 406 58200 6692 896 185 1855 289751 149074 183049 2177 335 492 539 267 11504 130331 17359 1118 45 426 735 551 410 51 34 12472 38662 internal_value=0 0.000933462 -0.0115806 -0.0143694 0.0269573 0.00258209 -0.00791863 0.000856387 -0.00161411 0.00432756 -0.00538376 -0.0531813 -0.108138 -0.163196 -0.263137 0.00902542 -0.00150101 0.0145041 -0.0122719 -0.0654585 -0.00211334 -0.190849 0.00584143 -0.0812351 -0.194831 0.0349683 0.00391325 0.00545096 internal_count=915188 845600 69588 64892 4696 3800 3615 845194 493769 351425 293561 3810 1633 1141 602 194587 156838 26507 9148 2324 1544 780 6824 1012 602 11538 200208 187736 shrinkage=0.0437965 Tree=104 num_leaves=29 num_cat=0 split_feature=0 9 1 21 6 5 14 21 5 29 27 28 4 9 28 21 20 28 24 23 29 26 19 26 27 11 24 8 split_gain=11.2901 10.5225 12.2922 13.313 8.59322 8.3367 7.45576 9.36497 9.16838 8.85889 7.33881 8.60484 7.20401 11.6629 8.95716 7.05442 6.43953 6.21162 6.12968 6.0908 7.39428 7.51268 5.96982 6.71601 7.17116 7.71989 5.95627 6.23956 threshold=22.000000000000004 0.95772691035274282 719.50000000000011 2.5000000000000004 0.82367075381308708 46.82263374328614 27.463933806242306 6.5000000000000009 44.00000190734864 2.3740021823519442 22.500000000000004 477.25000000000006 221.75335693359378 0.86595779902451642 42763.500000000007 8.5000000000000018 1.1167847395829604 876.25000000000011 32.500000000000007 0.94626412410899408 2.0005614823133073 7.2522301203290942 8362.0000000000018 0.22529826751192525 4.5000000000000009 0.61673104211320162 9.5000000000000018 659.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 6 3 5 10 -3 9 12 -9 -2 17 15 19 14 -14 -12 -6 -5 -1 -8 -21 -22 23 -4 25 -25 27 -18 right_child=1 2 22 4 16 -7 7 8 -10 -11 11 -13 13 -15 -16 -17 26 -19 -20 20 21 -23 -24 24 -26 -27 -28 -29 leaf_value=0.00019737820790066698 -0.00064199132556050397 -0.00095155576528327445 0.005487826941562109 0.0003811504482360079 -0.00033036838526410674 -0.0099654873958330819 -0.00095734283874612303 -0.00049697716692804518 -0.00452509530432615 -0.0047279411346643615 0.00021447284536700012 -0.00020279042692049912 -0.014982232538614025 0.0016455337129351539 -0.0027156997461574043 -0.0050446252997032107 0.0014291029847986012 -0.001161072040998475 0.004035661076546287 0.0005976738388971906 -0.00084990840820877052 0.0023493613380995808 0.0020904462834191177 0.0027286556180348693 0.00034746396755147254 -0.00096667712712193243 -0.0026640782188539296 -0.0033892581204924472 leaf_count=331085 86080 32701 471 106785 63848 198 8876 2948 1714 1030 783 51415 223 385 234 1304 1743 5256 800 39500 14025 1565 3519 1179 138712 13512 4565 732 internal_value=0 -0.00258775 -1.49415e-05 -0.00411786 -0.00149525 -0.0229654 -0.00959934 -0.0018723 -0.0451618 -0.0157616 0.00244984 -0.00718536 0.00124175 -0.0906531 -0.198677 -0.0701317 -0.0107081 0.00705086 0.00471797 0.00245139 0.00636822 -0.0120729 0.00700595 0.0060746 0.00570852 -0.0153007 -0.0394112 9.21578e-05 internal_count=915188 583303 426723 269330 236431 32899 156580 69470 4662 87110 165543 53502 64808 842 457 2087 70888 112041 331885 63966 55090 15590 157393 153874 153403 14691 7040 2475 shrinkage=0.0437965 Tree=105 num_leaves=29 num_cat=0 split_feature=18 2 30 26 30 11 7 21 21 7 19 22 23 27 12 22 23 12 16 19 27 23 16 4 27 27 29 11 split_gain=9.33303 8.69796 7.47902 10.3584 11.2411 7.48478 9.14652 7.00791 6.94843 7.56217 8.06411 7.04669 5.94699 9.60615 9.47224 9.70189 8.79451 18.5893 16.483 14.4796 12.4648 11.6131 9.0958 8.06184 8.03201 5.93918 5.71738 5.7049 threshold=6.5000000000000009 24.059411764705885 1.0000000180025095e-35 1.4009962042797643 2.5000000000000004 0.86803120075009488 -4.7636413574218741 8.5000000000000018 1.5000000000000002 -68.715793609619126 438.25000000000006 2227.2500000000005 1.5484150016742941 6.5000000000000009 530.47160876900386 4461.5000000000009 1.2649951644100581 236.21677477306466 185.05112696946122 4012.5000000000005 2.5000000000000004 1.0780553458293671 232.76185366850606 57.001949310302741 22.500000000000004 14.500000000000002 2.1448044765047025 0.83889457606187656 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 25 6 7 -1 9 -3 -11 -10 13 14 15 16 17 23 -19 21 -21 22 27 -13 -14 -5 -23 -20 right_child=-2 8 3 4 -6 -7 -8 -9 11 10 -12 12 24 -15 -16 -17 -18 18 19 20 -22 26 -24 -25 -26 -27 -28 -29 leaf_value=2.5085277304758245e-05 0.0065062895148260465 -0.0005345374556337257 -0.000307540264225156 -0.0017683754598025901 0.00018844297010678067 0.00022502123302973483 -0.00031849012258257874 0.001052362138139538 0.00015727744992683512 -0.0040548697197733824 0.00108561194616468 -0.0014494632232676743 0.0011892090730393815 9.98657245085836e-05 -0.010715246475109606 0.00042624421589368617 0.0012274051187524981 0.0023687144477670861 -0.015139169423941006 -0.021108729960661692 -0.00027018094410782557 -0.001175540694594517 -0.023516382356402143 -0.019360306636219723 -0.023735100699446919 -0.0044071065446628739 -0.025455225459430873 -0.0016886150622483847 leaf_count=131491 422 7627 70558 4035 3603 142741 231369 14104 255265 596 32806 2966 3104 6762 240 2405 824 253 282 65 360 163 223 49 25 2752 21 77 internal_value=0 -0.000192024 -0.00242192 -0.0113629 -0.0408416 -0.00102929 -0.00336455 0.00284496 0.00407203 0.016206 0.0226934 0.00224898 -0.0169774 -0.0254088 -0.0490255 -0.0429183 -0.0668867 -0.0844259 -0.177724 -0.226966 -0.0789391 -0.309096 -0.378329 -0.0397418 0.0226062 -0.0648073 -0.0901121 -0.2798 internal_count=915188 914766 600653 80948 10390 519705 376964 145595 314113 41029 33402 273084 17819 14690 7928 7688 5283 4459 1444 1191 425 766 582 3015 3129 6787 184 359 shrinkage=0.0437965 Tree=106 num_leaves=29 num_cat=0 split_feature=0 29 7 11 9 21 28 7 6 7 26 14 24 11 19 29 15 20 30 12 17 23 6 13 14 20 16 13 split_gain=9.57339 8.91007 8.49429 10.9413 10.3821 9.31907 9.1733 8.87206 8.27857 16.7269 9.8928 8.90536 14.3222 12.3811 8.60994 7.78802 10.3454 7.37217 7.28581 7.35526 7.23917 7.22611 10.3564 8.54177 12.4844 7.06567 8.06816 7.00077 threshold=49.500000000000007 1.3267114379891025 -1.0000000180025095e-35 0.83117442419768017 0.95572717875318081 1.5000000000000002 3302.2500000000005 -68.198589324951158 0.24006370513512662 -84.257537841796861 0.99868895430032445 90.169828554133431 1.5000000000000002 0.70371314710937372 8362.0000000000018 2.2409647002505331 0.35129935488508662 0.61263777744224679 1.0000000180025095e-35 108.71930009000631 65.074936636657256 0.31503913655098387 0.32408713192159117 16.298129445405113 16.244765029367944 1.1448359086687376 228.4481600859522 35.288300905403794 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 27 4 -4 5 7 17 8 9 -1 -11 -10 13 -13 -14 -8 -17 -7 19 21 -6 22 -5 -24 -25 -19 -27 -2 right_child=1 -3 3 18 20 6 15 -9 11 10 -12 12 14 -15 -16 16 -18 25 -20 -21 -22 -23 23 24 -26 26 -28 -29 leaf_value=-0.0022001942004419347 -0.00060151371275094477 -0.0012301077691177827 -0.00034561405426409935 -0.0037310513353575147 0.00036480591092206022 -0.0010839749509338654 -0.0016480323203185449 0.0012529854422180294 0.0008712753276369097 0.0047162739512704461 -0.027620652709312191 0.0031590571956394125 -0.022538614081496634 -0.0078467570047686414 -0.0061032923356612008 -0.022271945133302259 -0.0037170049751533134 0.00014912280601924252 -0.00073742397255927353 0.00052444530782893629 0.0014539542673816285 -3.3163225262343176e-05 4.9499712652093196e-05 0.0050839962570085702 -0.0012261613622741787 -0.0015730118221360689 0.00026698768098074391 0.00019056328072759263 leaf_count=623 42115 19788 173661 653 173206 13698 4450 17825 4998 23 86 788 68 261 606 82 194 92774 18985 73623 12554 196393 2288 2460 796 10670 7997 43523 internal_value=0 -0.00896203 0.00116858 -0.00159313 0.00496689 -0.00107172 -0.00449109 0.0164952 -0.0124776 -0.113466 -0.474862 -0.00147866 -0.0634747 0.00960622 -0.177216 -0.0477391 -0.210741 -0.00285778 0.00211203 0.0034145 0.0100102 0.000303679 0.033925 0.0479551 0.0808591 -0.000166823 -0.0179181 -0.00454292 internal_count=915188 105426 809762 468859 340903 155143 129865 25278 7453 732 109 6721 1723 1049 674 4726 276 125139 295198 276213 185760 202590 6197 5544 3256 111441 18667 85638 shrinkage=0.0437965 Tree=107 num_leaves=29 num_cat=0 split_feature=0 14 28 17 22 27 28 17 20 0 9 28 17 28 24 14 9 26 19 23 0 26 27 14 24 20 30 26 split_gain=9.6906 8.4936 11.7705 18.3017 9.23553 8.2476 10.1863 7.87723 7.78778 7.70697 7.10563 6.14791 7.86152 10.454 16.9108 11.454 10.5457 7.09331 6.70244 8.25821 6.03478 5.98045 7.95106 11.761 13.3947 7.32226 8.82767 5.94179 threshold=48.000000000000007 27.218407753523728 822.25000000000011 53.956697281952948 291.75000000000006 25.500000000000004 976.25000000000011 55.492504801678976 1.0643118452537443 17.500000000000004 0.95266501759078059 620.25000000000011 59.750511358959393 849.25000000000011 5.5000000000000009 39.287552160674046 0.97200121728545352 0.87321570070183396 2451.5000000000005 0.57168950838048482 17.500000000000004 3.6417034313725494 47.500000000000007 31.494974671741044 26.500000000000004 0.71072497599728923 1.0000000180025095e-35 1.5054756750404923 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 4 -4 -6 -7 27 -5 -1 -11 21 -13 18 16 17 -15 -16 19 -14 -10 22 25 24 -24 26 -3 -2 right_child=7 11 3 8 5 6 -8 -9 20 10 -12 12 13 14 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 leaf_value=0.00028831649309252151 -0.00042391199506810779 -0.019268235954147263 -0.0055635349091304005 -0.0017786123726426378 -0.00026248279204929922 0.0031942225960375683 -0.014569106563045621 0.00019346345316422479 -0.013465204062196539 -0.00058436260756589034 9.2310310753302348e-06 0.00032417559021834773 -0.019219870861230823 0.00086838342987235356 -0.0064319389710221948 -0.010034034460070188 0.0064539342147130249 0.00061686698646088963 0.0096803997667358928 0.0027646296464249771 -0.0041685698751835918 0.0019262695110739707 -0.022088067150222115 -0.029625954826407806 0.0013566798635280205 -0.00028106080472727556 -0.002586709285211449 -0.0014951368650428596 leaf_count=175097 86694 83 615 12105 59130 1907 64 38405 178 44724 286299 153745 33 6281 389 388 723 925 272 4788 541 2225 61 40 200 27831 228 11217 internal_value=0 0.0014192 -0.000510174 -0.0122421 -0.00509934 -0.00387205 0.0597636 -0.00772033 -0.0466168 0.00121767 -0.00162042 0.00707129 0.00945403 0.0323187 0.0112666 -0.0781393 0.0329927 -0.0335616 0.0683053 0.0596885 -0.147731 -0.00594599 -0.00985172 -0.171518 -0.0941342 -0.00812257 -0.160714 -0.0124813 internal_count=915188 778872 580660 74540 61716 61101 1971 136316 12824 506120 331023 198212 167544 13799 8706 1702 7004 1314 5093 4821 719 30668 28443 301 261 28142 311 97911 shrinkage=0.0437965 Tree=108 num_leaves=29 num_cat=0 split_feature=0 22 24 6 16 21 19 28 18 22 27 21 10 22 18 19 4 20 27 6 21 27 10 20 19 9 13 27 split_gain=9.05276 9.98123 10.8044 11.1975 9.49788 9.23178 9.02177 7.81029 6.90795 6.72535 6.48377 7.00745 6.24068 11.3852 9.04387 9.47306 7.1417 6.98645 10.0903 13.2554 9.07152 11.1956 10.012 8.56703 7.69214 6.84678 6.77814 6.67289 threshold=17.500000000000004 523.25000000000011 15.500000000000002 0.76666666785137827 157.935362593294 1.5000000000000002 536.25000000000011 502.25000000000006 3.5000000000000004 5978.0000000000009 4.5000000000000009 2.5000000000000004 0.91911494059968868 882.25000000000011 1.5000000000000002 2186.5000000000005 24.514517784118656 1.0643118452537443 46.500000000000007 0.70833333801631682 9.5000000000000018 46.500000000000007 0.8303230239052638 1.1448359086687376 1108.2500000000002 0.96376887472494122 96.350177476797413 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 -4 9 -2 7 10 -9 -3 -7 -12 17 25 -15 26 -17 20 24 -20 21 27 -23 -21 -19 -14 -16 -6 right_child=1 4 3 -5 12 6 -8 8 -10 -11 11 -13 13 14 15 16 -18 18 19 23 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=0.0002226573129653256 -0.0018006605906068205 -0.0011128806098696772 -0.00054260627375152335 -0.0025757716056850396 0.00019199403790463675 0.0029327119098544064 -0.00098002025435606167 -0.00022038477684089967 -0.0032513558863339538 0.00136990325916764 -0.0016315259936525131 0.00060380223589191317 -0.0024565178591052675 -0.0003563512754531614 0.0016239940892253059 -0.0081629691446991823 -0.00014951999968100565 -0.00012005179663481791 -0.0010194600857312179 -0.0031306538003128171 0.0008432044217694326 0.0043627302849065693 -0.02666029873478782 -0.017797714113435521 -0.0020235998478590482 -0.00024793119071507612 0.0060417830154785596 -0.00033973845957077403 leaf_count=258967 6850 20949 13709 8367 282776 2069 19487 40937 1495 2325 2951 30417 7224 31942 4084 277 928 80095 611 126 35045 31 56 194 4290 4292 796 53898 internal_value=0 -0.00189839 -0.00988769 -0.029984 5.42941e-06 -0.0056303 -0.00313363 0.00168202 -0.00747034 -0.0197472 0.012641 0.00927276 0.000912781 -0.00974779 -0.00140552 0.0339276 -0.0454744 0.00206818 -0.00609305 -0.10963 0.00394088 0.00234745 -0.356333 -0.27451 -0.00495075 -0.0372948 0.053534 0.00244013 internal_count=915188 656221 126282 22076 529939 104206 97356 77869 42432 23274 35437 33368 506665 49543 38027 6085 1205 457122 85316 931 371806 336761 87 320 84385 11516 4880 336674 shrinkage=0.0437965 Tree=109 num_leaves=29 num_cat=0 split_feature=18 6 22 24 29 17 16 22 23 14 17 16 21 4 22 1 19 19 1 18 21 27 28 19 6 28 14 22 split_gain=8.10459 7.9458 8.95921 9.16065 8.79243 9.90855 7.62216 8.88412 7.62037 7.17473 7.59032 8.6156 8.60385 7.14064 6.24951 5.73215 5.53495 5.89925 8.67585 5.47266 15.6324 13.1617 18.018 14.3292 11.5716 11.537 8.04015 7.75592 threshold=6.5000000000000009 0.88043480699843779 562.75000000000011 15.500000000000002 0.16384583605880129 33.766729408031473 165.57814513551691 5978.0000000000009 0.94073044151523411 132.73895296774501 109.09419189585103 108.33527962179026 2.5000000000000004 221.75335693359378 462.75000000000006 1745.5000000000002 182.75000000000003 296.25000000000006 230.50000000000003 3.5000000000000004 11.500000000000002 31.500000000000004 704.25000000000011 284.75000000000006 0.40145184911920351 928.25000000000011 13.090629111695712 525.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 8 -6 7 -7 16 10 11 12 -9 19 -5 -10 -1 18 -18 20 -8 27 23 26 -25 -22 -23 -21 right_child=-2 2 -4 14 5 6 13 9 15 -11 -12 -13 -14 -15 -16 -17 17 -19 -20 21 25 22 -24 24 -26 -27 -28 -29 leaf_value=-0.0037154265602601291 0.0060711481774798383 -0.00049705931572719612 -3.9327017494244515e-05 -0.0037364417050055323 0.00086039114567917538 -0.00066551418041395707 7.6767126516634793e-05 0.006315606538150889 -0.0044953791583867688 -0.013061361347710134 0.0079439040579767951 -0.0043473801835582498 -0.014142678264221682 -0.0049691388919772513 -0.0012585682700633871 0.010456981678877103 0.00090640177139141031 -0.00062562050086510234 0.012057498209944829 -0.00089067350692964282 0.0013134933117311849 0.0064389871323622273 0.0021882596819059897 0.0017103793358140302 -0.0018956247711140683 -0.019144870673830573 -0.014546875076120964 0.00070465888999835652 leaf_count=1048 422 40327 85914 2850 29763 38694 618561 475 1377 52 478 341 43 537 6199 51 658 15268 168 8162 21968 41 2654 1906 16344 53 240 20594 internal_value=0 7.14047e-06 -0.00706714 -0.0178015 0.00123499 0.00175967 0.00103159 -0.0123749 -0.0202637 0.0662025 0.0803764 0.0241705 0.105427 0.0018092 -0.0465558 -0.0904495 -0.014417 -0.0098316 0.0724812 0.00189884 0.00268489 -0.00818367 -0.0270974 -0.0381341 -0.0346836 0.0288666 -0.262233 0.00575036 internal_count=915188 914766 135290 49376 779476 760906 731143 40083 18570 1389 1337 859 518 691060 9049 1428 17142 16094 826 690523 640582 49941 21185 18531 18250 22021 281 28756 shrinkage=0.0437965 Tree=110 num_leaves=29 num_cat=0 split_feature=0 27 9 15 22 20 27 16 28 14 4 9 16 14 27 25 18 15 17 27 27 25 28 25 11 4 20 30 split_gain=8.44667 10.2134 6.94201 8.56264 7.34084 7.617 13.8056 7.60053 6.98456 7.15828 5.79806 7.73686 6.31679 6.23544 5.84651 5.78519 24.1581 13.0807 10.7843 9.83072 9.77115 10.4603 9.63438 11.3039 14.5776 12.738 18.5993 12.9886 threshold=29.500000000000004 55.500000000000007 0.93497556841242446 0.71229494882539857 446.25000000000006 1.0987836581138779 46.500000000000007 185.05112696946122 366.75000000000006 18.578329873771949 221.75335693359378 0.86595779902451642 241.9120123189916 27.463933806242306 22.500000000000004 954.75000000000011 1.5000000000000002 0.33485611492119377 56.848428396035949 10.500000000000002 23.500000000000004 998.25000000000011 1141.7500000000002 1392.2500000000002 0.77633943117814097 27.577164649963382 1.0930312695334414 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 10 8 -5 7 -7 -6 -4 -10 13 12 -12 -2 -15 -1 -17 -18 20 -20 22 -22 -19 24 -24 -26 27 -27 right_child=1 -3 3 4 5 6 -8 -9 9 -11 11 -13 -14 14 -16 16 17 18 19 -21 21 -23 23 -25 25 26 -28 -29 leaf_value=0.00019724825795197867 -0.0010977626207838139 -0.0083846312480693012 0.0033381056021993352 -0.001203097661014183 -0.00082435753870437728 -0.00086594518336241674 -0.012512887057720825 7.6625522223046754e-05 -0.00046851076491329931 0.00019632823674449256 -0.012311318863406249 0.00085288110453272221 0.00091722343278966456 -5.2443923976501596e-07 -0.0028286830541843027 0.00012158096637279148 0.00087710205280024881 -0.00033407381185317068 -0.0035245151911206217 -0.010679252443631085 0.00033479735657011584 -0.019609305659944346 0.00029058032276123264 -0.001242277184513421 -0.0042922809472601192 -0.022710635954091486 -0.0044365570984705215 0.0035548761221765651 leaf_count=390648 22822 288 1274 16019 21806 21526 197 101806 37238 187351 271 270 93 28728 1474 69979 2605 4490 1173 537 86 122 553 2448 756 303 284 41 internal_value=0 -0.00319011 -0.00306714 -0.00158999 -0.00715363 -0.00491431 -0.0221837 -0.00187947 0.00238462 0.00196579 -0.0137268 -0.108791 -0.203932 -0.0125902 -0.00316354 0.0028898 -0.00467204 -0.0435741 -0.0589248 -0.131777 -0.0452094 -0.259454 -0.0401882 -0.0735283 -0.130606 -0.185443 -0.290703 -0.447072 internal_count=915188 441163 440875 387217 161354 145335 21723 123612 225863 224589 53658 634 364 53024 30202 474025 83377 13398 10793 1710 9083 208 8875 4385 1937 1384 628 344 shrinkage=0.0437965 Tree=111 num_leaves=29 num_cat=0 split_feature=0 27 14 21 29 26 26 27 13 19 6 9 15 27 28 21 23 24 12 2 25 18 15 13 13 23 19 24 split_gain=8.06884 9.47631 5.56594 7.16896 6.56764 5.21652 7.09619 6.14741 9.05091 6.90434 6.31175 5.98747 5.20463 6.23622 7.2044 6.53583 5.8532 5.23005 5.00406 4.9862 6.43652 15.5802 16.1334 16.2536 15.9052 34.4503 13.2538 9.10507 threshold=33.000000000000007 52.500000000000007 20.911087503734446 1.5000000000000002 1.1811091046539672 1.6078592224420534 7.2522301203290942 14.500000000000002 130.37112332621061 2941.7500000000005 0.61224490172734303 0.9685329756450447 0.70471956818907588 22.500000000000004 694.25000000000011 4.5000000000000009 0.83183519842712672 19.500000000000004 170.98275605729694 743.35587761674731 1165.2500000000002 1.5000000000000002 0.33485611492119377 31.089902863177439 44.279852869346911 0.77756095889367804 1341.2500000000002 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 3 18 -5 12 7 -7 10 -10 11 -9 -4 15 16 -14 -15 -16 -2 20 -1 -22 -23 -24 25 -25 -27 -26 right_child=1 -3 5 4 -6 6 -8 8 9 -11 -12 -13 13 14 17 -17 -18 -19 -20 -21 21 22 23 24 27 26 -28 -29 leaf_value=0.00014936187017523797 -0.0015530299344471024 -0.0059957969553444011 0.00019559410448152564 -0.00026997550873267723 -0.0025351586060345919 -0.00022648043674910787 0.0025337940694232257 -0.0013095424137823399 -0.022710910087116849 -0.0056250483997714274 -0.0025534962633639948 0.0017268811821768138 -0.00035521589085443344 0.00055564620864160207 -0.00049745449114082054 0.00040448935301415205 -0.0017196402201922626 0.0018805298997175552 -0.0073370270495602069 0.0014140206303985057 -4.2706724947629502e-05 0.00096637365908900025 0.0017380472997715142 -0.0032646505849507016 -0.0022693693080769722 -0.018350108963534867 0.0064218191435230897 -0.023272370870987814 leaf_count=468485 6575 533 134842 84096 2529 16750 1317 4292 61 177 4815 1755 51662 2576 5910 37480 13716 2535 300 5521 59863 2609 1119 1189 3874 522 45 40 internal_value=0 -0.00365837 -0.00346714 -0.0101411 -0.0076743 -0.00122157 -0.0138738 -0.0172657 -0.0355164 -0.228425 -0.0312895 -0.00977914 0.000262124 -0.00471558 -0.0187633 -0.00081732 -0.0310501 0.0049402 -0.041223 0.00238708 0.00208011 -0.00691777 -0.0447711 -0.0704561 -0.0921928 -0.171265 -0.374096 -0.0567172 internal_count=915188 371921 371388 93500 86625 277888 29167 27850 11100 238 10862 6047 248721 113879 24737 89142 16292 8445 6875 543267 537746 69261 9398 6789 5670 1756 567 3914 shrinkage=0.0437965 Tree=112 num_leaves=29 num_cat=0 split_feature=0 29 7 11 9 21 28 29 10 7 4 22 10 7 16 30 1 22 16 7 26 21 22 21 17 16 14 29 split_gain=7.7803 7.67591 7.28753 9.92799 8.72457 7.77026 7.847 8.35279 13.2437 7.46341 7.30812 6.8283 8.26783 12.9303 10.8351 6.65478 6.78703 9.131 6.56162 6.48315 6.45256 12.4044 10.4853 8.76894 8.01933 7.20455 6.69616 6.2251 threshold=49.500000000000007 1.3267114379891025 -1.0000000180025095e-35 0.83117442419768017 0.95572717875318081 1.5000000000000002 3302.2500000000005 2.0005614823133073 0.93515693323175997 -68.715793609619126 184.26949310302737 486.25000000000006 0.95928645545374625 -72.621635437011705 238.71329402005099 1.0000000180025095e-35 814.50000000000011 4131.5000000000009 108.33527962179026 -61.541437149047844 0.3524415818749963 10.500000000000002 629.25000000000011 5.5000000000000009 59.750511358959393 202.05674044265598 13.090629111695712 1.4909729096747715 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 5 9 -7 -8 -9 11 -11 -1 -13 27 -15 16 17 20 -6 -12 21 22 -5 -24 -22 -26 -23 -14 right_child=1 -3 3 15 18 6 7 8 -10 10 19 12 13 14 -16 -17 -18 -19 -20 -21 24 26 23 -25 25 -27 -28 -29 leaf_value=0.0053632632757097858 -0.00017418906187410192 -0.0011308399241878059 -0.00032840622486535182 0.00013756715459026543 0.0039516193557623501 -0.00011282842763258714 -0.0014093941584294469 -0.0030992200076729488 -0.022004313924902531 0.0013406754658243899 -0.017786640355499563 -0.00019252809590843993 -0.0048064889492085636 0.0005033079487724234 -0.031570854633362712 -0.00070321361738498965 0.00054852571570558975 -0.013138448032922866 0.0003836801745311962 -0.0018324781040985705 7.6607611728319123e-06 -0.0013943001130453823 0.0017477222292081166 0.0060695049681289475 -0.00052570677846223415 -0.006178820218357103 -0.011646564129476919 0.0038371028931516436 leaf_count=360 85626 19810 173926 4678 994 125071 4374 252 99 17060 52 5922 738 31 58 19040 61604 101 184616 808 203423 307 2721 1346 1005 759 203 204 internal_value=0 -0.00808127 0.00105109 -0.00150527 0.00457161 -0.000965962 -0.00408748 -0.044091 -0.192514 0.0150908 0.0260774 -0.0118311 -0.0187841 -0.101429 -0.465767 0.00202596 0.00327271 0.00061617 0.00919681 -0.063867 0.000757752 0.0265862 0.0354273 0.0725639 -0.000407244 -0.0675416 -0.125012 -0.0670061 internal_count=915188 105436 809752 469113 340639 155029 129796 4725 351 25233 17920 7313 6953 1031 89 295187 276147 214543 185610 860 214442 9255 8745 4067 205187 1764 510 942 shrinkage=0.0437965 Tree=113 num_leaves=29 num_cat=0 split_feature=26 0 17 26 10 14 25 17 11 20 7 23 10 11 9 23 19 22 15 14 8 21 14 17 9 25 29 13 split_gain=6.92026 6.92493 6.48538 5.79407 6.37378 5.5534 9.95024 18.5247 8.81284 8.00606 7.50578 13.5129 8.61326 7.02663 6.85762 6.69129 6.68277 8.52141 6.57442 8.63144 5.52864 5.52154 6.46906 5.47318 7.92802 7.5696 6.35979 8.37239 threshold=7.2522301203290942 46.500000000000007 55.18539707034504 1.4353409019533949 0.71587286750231949 27.057621604350775 824.25000000000011 56.848428396035949 0.84479051182557297 1.0619434560738319 -16.699242591857907 1.2393698701192084 0.48343636541063145 0.87644061302681997 0.97466747084841188 3.8976579252899453 270.25000000000006 313.75000000000006 0.62432086227000294 7.4424414363577727 2110.5000000000005 5.5000000000000009 29.412085927107476 60.286220943959151 0.96359361366071339 6439.7500000000009 0.98413842001738272 89.820299042715902 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 4 -3 6 10 14 9 20 11 18 -13 15 -8 -12 -16 -18 19 -1 -9 -5 -23 -7 26 -26 -25 -28 right_child=-2 2 -4 21 -6 23 7 8 -10 -11 13 12 -14 -15 16 -17 17 -19 -20 -21 -22 22 -24 24 25 -27 27 -29 leaf_value=-0.0013785963226475354 0.002018766705897027 -0.00072497216615198914 0.00015558725471188228 -0.00080603179489979401 -2.4694782471495036e-05 0.00018948746513489429 -0.00050622572945658868 -0.0014338110135148534 -0.0067471400287962826 -0.0082343322792347105 -0.0001733681642810413 -0.0092919310031650704 -0.00086060501678505996 0.00023901614469390764 0.0048213619068200198 -0.0142271871039881 -0.016530288012114612 0.00043983155023252432 0.00021710873971739184 0.0010703834110459554 -0.011731031130868406 -0.00094732119979157509 -0.0048941378025177049 -0.0013895874341260158 0.0019765876147204878 0.0077953284568175532 -0.0002287300537462895 0.002984898305245876 leaf_count=2952 3250 43321 50229 11629 58728 177815 52668 5134 900 378 247098 237 11999 113650 679 65 57 13317 61477 42558 102 1641 1548 2792 4095 479 3716 2674 internal_value=0 -0.000132329 -0.00595034 -0.0100346 -0.00735152 0.00117287 -0.000433863 -0.0112912 -0.062192 -0.0474648 0.00122256 0.0081015 -0.0233789 -0.00105045 -0.00632179 -0.00404289 0.0133048 0.0083912 0.0117019 0.0208129 -0.0373182 -0.0285126 -0.0653747 0.00581323 0.0250306 0.0590445 0.00808658 0.025483 internal_count=915188 911938 167096 116867 102049 744842 553271 73235 6514 5614 480036 119223 12236 360813 66721 247163 14053 13374 106987 45510 5236 14818 3189 191571 13756 4574 9182 6390 shrinkage=0.0437965 Tree=114 num_leaves=29 num_cat=0 split_feature=0 22 24 25 16 28 5 22 14 21 4 28 21 10 17 14 5 1 24 24 26 24 0 10 1 21 25 17 split_gain=7.0281 8.95892 11.0768 8.09684 7.21256 7.10544 7.62312 6.3344 5.88869 6.99276 9.59429 9.42879 5.7398 5.52752 5.38529 6.88419 5.36507 6.75959 5.5796 5.34613 5.18754 8.2123 5.09969 5.07019 4.99627 5.23517 4.93987 12.9163 threshold=22.000000000000004 520.75000000000011 15.500000000000002 461.75000000000006 157.935362593294 502.25000000000006 31.112698554992679 5978.0000000000009 18.480299309873217 9.5000000000000018 30.857739448547367 700.25000000000011 1.5000000000000002 0.70640460542183658 78.70587656161193 132.73895296774501 174.2198181152344 974.50000000000011 2.5000000000000004 32.500000000000007 0.96982192958638802 30.500000000000004 40.500000000000007 0.53063562849271695 420.50000000000006 2.5000000000000004 859.25000000000011 42.357778384725975 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 5 -4 7 6 12 -3 16 -10 11 20 -2 24 -9 23 17 -6 -19 26 21 -11 -5 -16 -14 -26 -1 -28 right_child=1 4 3 22 8 -7 -8 14 9 10 -12 -13 13 -15 15 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 27 -29 leaf_value=0.00023668460328688548 -0.0016830513655723173 -0.0010423173308748178 -0.0032875844327073917 -0.00041104898417410773 -0.0005265806221791009 -0.00059495418685432202 -0.0013832457234048861 -0.00011350610254592982 1.5228698127531544e-05 0.0013650670193328452 -0.0040225393117520793 0.0018599615076091232 -0.00060743441484510934 0.0013245803445142499 -0.0088049163334832162 -0.016738671345697311 -0.013255709846655788 -0.0018231351636281855 0.0083191933030946578 0.0037228963270562127 -0.00014376517985500108 -0.0058151149410232816 -0.0021880598557800905 0.0063971306673079086 -0.0032218368007312678 0.0011401617604785983 0.00032626915118718025 -0.00088389577594992085 leaf_count=261581 2254 19484 3665 9687 39324 50589 5037 1384 377815 9233 829 10414 9030 12248 45 28 63 159 301 805 17336 316 4554 649 564 8214 40556 29024 internal_value=0 -0.00215372 -0.0104774 -0.0331479 -0.000308242 -0.00586107 0.00460087 -0.0181677 0.000537732 0.00165025 0.0145572 0.0169221 0.0102419 0.0138919 0.0339321 0.103944 -0.0110753 -0.0106136 0.109906 0.00361011 0.00702675 0.0257431 -0.0223603 0.123558 0.00264517 0.0196339 0.00341225 -0.00407632 internal_count=915188 583222 105842 17906 477380 87936 37347 21590 455790 415943 38128 37299 32310 30056 2106 722 39847 39784 460 331966 26885 9549 14241 694 17808 8778 331161 69580 shrinkage=0.0437965 Tree=115 num_leaves=29 num_cat=0 split_feature=16 16 26 17 9 8 27 16 26 23 19 5 21 33 4 4 5 29 28 21 27 28 13 5 23 0 11 27 split_gain=7.02129 8.46962 9.24986 8.08653 7.57409 10.2204 7.21829 6.90698 6.8605 6.58497 7.62537 6.48054 6.27689 6.14334 6.6253 9.77178 9.33749 8.23647 9.8112 10.7172 9.72345 16.1712 14.3541 9.6832 10.0898 8.76179 10.654 8.74253 threshold=147.97273335563736 108.33527962179026 1.0369841175982832 38.098132859368313 0.95227726214888841 10093.000000000002 6.5000000000000009 198.6567392533718 7.2522301203290942 1.4667109929078015 9322.5000000000018 78.25064849853517 1.5000000000000002 2.5000000000000004 5.0068869590759286 12.000562667846681 14.005387783050539 0.48113473142954283 694.25000000000011 9.5000000000000018 25.500000000000004 461.25000000000006 25.630032867062749 19.001567840576175 0.33022623529321266 29.500000000000004 0.69908340800477908 58.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 7 5 -1 9 -2 13 -5 -11 12 -6 14 -8 16 -16 23 20 -20 -19 22 -22 24 -17 -23 -27 -28 right_child=3 -3 -4 6 11 -7 8 -9 -10 10 -12 -13 -14 -15 15 17 -18 18 19 -21 21 25 -24 -25 -26 26 27 -29 leaf_value=-0.0025930706465842265 0.0013062945570359143 -0.0010790163023076001 0.0049724965673209852 -0.00044687776691698482 -0.0046004040599400805 0.0085417700657286402 -0.0020372482209969024 0.00025206968562029502 0.0034368173939397762 0.0013782062248850766 -0.0030483767936473533 0.0079317770745918909 0.0025615864511304978 -0.00069465993005436342 -0.00064467585531616895 0.0023291958764524163 0.0014575793707583386 5.4142667993468609e-05 0.0002100783312573903 0.0013913472719439075 -0.0071568617769401498 4.1052272680957742e-05 -0.0014727412339096842 -0.0016407949317672314 -0.00064581954982311993 -0.004305153680365088 -0.00062975688415754696 -0.013344272226658247 leaf_count=1959 14479 21240 899 99937 304 172 2902 67465 1134 6767 839 313 1030 21885 5312 2983 17094 309367 202485 15888 1201 54275 2934 12069 8191 1601 40359 104 internal_value=0 -0.0161541 0.02237 0.00054347 0.000676384 -0.0386867 -0.000417252 0.0100087 0.000754947 -0.00804477 0.0203195 0.051607 0.0212225 0.000628802 0.00116205 0.00136737 0.0219008 0.000661153 0.0013451 0.00675906 -0.00153959 -0.0100866 -0.0713226 -0.0178245 0.00338812 -0.00745824 -0.018291 -0.0151253 internal_count=915188 25917 4677 889271 3778 2131 807327 81944 699784 107543 7606 1647 1334 698650 676765 673863 22406 651457 628214 218373 409841 100474 4135 23243 11174 96339 42064 40463 shrinkage=0.0437965 Tree=116 num_leaves=29 num_cat=0 split_feature=6 22 29 17 23 20 4 28 15 22 4 26 29 29 11 4 11 9 11 28 11 21 6 25 11 15 6 26 split_gain=5.94889 7.55001 6.60232 8.04759 7.2774 6.28605 6.02675 11.5832 5.78517 8.76935 20.7879 10.7498 16.7086 13.7996 6.83001 5.77064 6.83564 9.9975 6.34234 5.98627 6.33132 5.7496 5.44473 8.86021 5.08708 4.95612 6.72074 5.35185 threshold=0.88043480699843779 564.75000000000011 0.16384583605880129 33.330487620329116 0.94073044151523411 1.5699737654801054 184.26949310302737 25282.000000000004 0.26588874010805319 2130.7500000000005 44.549476623535163 1.777386935449494 0.9815683930734026 1.1619794360113165 0.94374200767263439 141.0376892089844 0.52724338018960448 0.79610150636344179 0.62862611033193094 7439.2500000000009 0.68895025332933846 14.500000000000002 0.22223100700550599 4786.0000000000009 0.61208286985539495 0.35863423637023206 0.68571429789989036 1.777386935449494 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 4 8 -1 21 7 -5 9 -4 11 12 -11 14 -14 -3 -17 24 -19 20 -20 -2 -15 -24 -18 -8 -27 -28 right_child=1 15 3 6 -6 -7 25 -9 -10 10 -12 -13 13 22 -16 16 17 18 19 -21 -22 -23 23 -25 -26 26 27 -29 leaf_value=-0.00052328000087785713 -0.00072567697185226812 1.7328040238196487e-05 0.0026011764632440861 3.4459929003207651e-05 -0.0037902479162061674 0.0021923708133147614 -0.014349618764635591 0.0042726976414602475 0.0010360357998233966 0.0029364440752602276 0.0013585112212814896 0.0022894026369821648 -0.021501646081681213 -0.00056375568754707514 0.0028293730582590695 0.002721936400801719 -0.02276467405258548 0.0061896413895677739 -0.0026335129545109561 -0.0015204519597942499 -0.022109788944251418 -0.0049402215218554172 -0.022821596132674427 0.0011772158205372793 -0.006943181375412351 0.0011730776581881563 -0.0073469512352440898 0.0037392107489599823 leaf_count=17127 48155 84263 890 732108 1416 1404 70 1239 23807 155 1130 173 284 152 24 243 85 115 59 242 70 629 72 50 72 547 507 100 internal_value=0 -0.00618274 0.000999482 0.00145358 -0.0176442 -0.0159115 0.000833296 0.000950316 0.0184953 -0.0234342 -0.0595694 -0.172058 -0.224717 -0.30242 -0.447655 -0.000448502 -0.0807315 -0.134729 -0.0638571 -0.127459 -0.301441 -0.0178101 -0.139163 -0.296508 -0.354114 -0.0692781 -0.0536061 -0.12605 internal_count=915188 135337 779851 761308 18543 50188 734571 733347 26737 2930 2040 910 737 582 308 85149 886 643 486 371 129 48784 274 122 157 1224 1154 607 shrinkage=0.0437965 Tree=117 num_leaves=29 num_cat=0 split_feature=18 0 14 25 7 23 15 27 7 4 5 6 20 5 24 9 11 25 25 27 18 15 20 20 29 28 25 5 split_gain=7.72651 6.16391 6.95271 8.84842 6.26625 10.3073 7.46936 6.94317 11.2734 10.6055 7.43404 6.80601 8.66912 6.81006 6.4653 6.25962 6.11413 5.68562 6.08117 23.3877 13.5585 18.7535 11.082 10.9068 19.3457 16.3902 35.8744 16.8212 threshold=6.5000000000000009 48.000000000000007 27.218407753523728 928.25000000000011 -16.699242591857907 1.2334876576286931 0.86160174209335705 2.5000000000000004 -69.972682952880845 16.999998092651371 24.255675315856937 0.63247858288396197 0.31648924255820815 27.968782424926761 2.5000000000000004 0.97425582137986999 0.87644061302681997 606.25000000000011 1087.2500000000002 21.500000000000004 1.5000000000000002 0.33485611492119377 1.2046401054443951 0.87478845531574934 0.78377521465663513 1363.7500000000002 1190.2500000000002 41.966205596923835 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 7 -7 8 9 -1 -10 12 13 -9 -8 -5 -6 -4 -19 20 -20 -22 23 -23 -25 26 -26 -28 right_child=-2 -3 17 15 16 6 14 11 10 -11 -12 -13 -14 -15 -16 -17 -18 18 19 -21 21 22 -24 24 25 -27 27 -29 leaf_value=-0.0012238409089761139 0.005877272876638944 -0.00028024418712807255 -0.00037552980289345207 -0.00081857116895733112 -0.00018633774180933292 -0.00069051476756617841 -0.02131689080395717 -0.00068506664726370554 0.0097949750735433303 -0.0098362751067231392 -0.00046366798184455663 0.00016605866234792771 0.0010068456902894124 -0.0078388485991568637 -0.0046676636970926421 0.00041166169585720206 0.00018530985087682823 0.00059721483591435617 0.00030519342787055088 -0.013242250657501701 0.0029683568910958877 -0.0010285279528414373 -0.00013204047342107227 -0.014167612425520046 0.00033717626909600374 0.00011252145902913625 -0.021901503725298338 -0.0079626184712598726 leaf_count=615 428 136338 23578 41793 273638 13535 53 3250 173 495 625 66892 45588 277 287 9792 123108 90869 75316 252 1447 1670 2413 420 619 1047 304 366 internal_value=0 -0.000196188 0.000890176 -0.000857144 0.000362963 0.00633719 -0.0194438 0.00937082 -0.0504631 -0.115638 0.0401933 0.0103549 0.0192938 -0.0284704 -0.165835 -0.0133583 -0.00162154 0.00600189 0.00796889 0.00182753 0.00274443 -0.03565 -0.057533 -0.0872556 -0.125898 -0.0903723 -0.165865 -0.326216 internal_count=915188 914760 778422 580121 528536 131790 13875 117915 1908 1110 798 116007 49115 3527 340 51585 396746 198301 174723 83854 83602 8286 6839 4426 2756 2336 1289 670 shrinkage=0.0437965 Tree=118 num_leaves=29 num_cat=0 split_feature=18 26 16 16 9 22 26 17 16 32 15 28 22 21 19 27 1 28 17 9 19 0 28 7 15 17 16 7 split_gain=7.1996 6.23579 6.02149 7.25228 8.02147 9.16747 8.163 6.66595 6.79791 6.27985 6.88902 6.15922 5.88536 13.1623 8.27752 20.6018 40.5526 14.1516 13.622 11.7717 11.5543 8.27933 8.09643 7.1918 7.17162 9.56631 9.54731 8.65883 threshold=6.5000000000000009 7.2522301203290942 147.97273335563736 108.33527962179026 0.95227726214888841 5978.0000000000009 0.99868895430032445 36.437424497431337 190.57304869044003 1.5000000000000002 0.34300136919213636 4096.2500000000009 3195.2500000000005 1.5000000000000002 4315.5000000000009 5.5000000000000009 2709.5000000000005 1687.2500000000002 83.474012131195281 0.97439222573547901 853.75000000000011 22.000000000000004 25282.000000000004 -1.0000000180025095e-35 0.6463944330187511 59.750511358959393 180.43097123907452 -72.621635437011705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -7 8 9 10 -4 -10 22 24 15 16 17 -15 19 21 -17 -18 -9 -20 25 -14 27 -27 right_child=-2 -3 7 -5 -6 6 -8 12 11 -11 -12 -13 13 14 -16 20 18 -19 23 -21 -22 -23 -24 -25 -26 26 -28 -29 leaf_value=-0.0024565363885375672 0.0056720471164670248 0.0019156027735859108 0.006828400048209989 -0.001013283313648789 0.0030138549291200277 -0.0006113756413096376 0.0079037133223146122 8.7858316576165898e-07 -6.2460670549631752e-05 -0.00026836229227802358 0.0017521664248912946 0.001081491302107006 5.6496778445339001e-05 -0.014623923315792797 -0.00089596858698937694 -0.0094364389904437532 -0.028103297512221102 0.00022275229037874045 0.010224059137736091 0.0015018853028383179 0.00098036740211166059 -0.015829259353195992 -0.020486904141704936 -0.01453684781215149 -0.001362788596166584 -0.015087115192290411 0.0050584769490605369 0.00059059315215509672 leaf_count=1801 429 3238 552 21169 1975 511 374 799664 34402 2924 7222 12240 12091 140 5381 233 135 1023 60 62 1655 481 37 36 5324 80 1514 435 internal_value=0 -6.76218e-05 -0.000223235 -0.0152736 0.020436 -0.0151367 0.0682039 0.000215689 0.0106429 0.033378 0.048237 0.0054283 -0.000506102 -0.0145886 -0.0457388 -0.0813044 -0.15376 -0.0357213 -0.331124 -0.381043 -0.00696817 -0.422847 -1.58303e-06 0.0214337 0.000159808 0.0119526 0.0754923 -0.0421216 internal_count=915188 914759 911521 25830 4661 2686 885 885691 57340 10698 7774 46642 828351 28650 9206 3825 1937 1163 774 678 1888 616 799701 96 19444 14120 2029 515 shrinkage=0.0437965 Tree=119 num_leaves=29 num_cat=0 split_feature=18 0 22 24 25 18 16 21 19 25 25 24 14 20 26 6 22 14 17 13 6 28 26 30 30 4 32 21 split_gain=6.33584 5.58521 8.11413 10.7695 7.24017 6.82492 6.6327 6.56167 7.90043 8.50754 7.46857 5.91123 5.78422 6.6222 5.72773 5.65271 5.26352 5.19024 5.49628 6.32972 5.08457 5.00094 6.25709 9.79068 9.02507 6.32381 6.28565 5.1747 threshold=6.5000000000000009 22.000000000000004 523.25000000000011 15.500000000000002 461.75000000000006 3.5000000000000004 157.935362593294 1.5000000000000002 536.25000000000011 1142.2500000000002 608.25000000000011 9.5000000000000018 11.358206276849739 0.82285520049424288 0.47795447341889757 0.95454546011859176 5978.0000000000009 132.73895296774501 78.70587656161193 278.52816565865061 0.81818182212869817 566.25000000000011 1.4226359811499132 1.0000000180025095e-35 2.5000000000000004 141.0376892089844 1.5000000000000002 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 5 -5 16 -3 9 10 11 -9 13 -13 -14 -6 -4 18 19 -18 -20 -8 27 -24 26 -26 -25 -23 right_child=-2 2 6 4 15 -7 21 8 -10 -11 -12 12 14 -15 -16 -17 17 -19 20 -21 -22 22 23 24 25 -27 -28 -29 leaf_value=0.00014207005436506521 0.0053535927982279194 -0.0016107490567328628 -0.00098299042923775753 -0.0017776324756781502 -0.00073699135074729676 -0.0057695817029493439 -0.00036682174942857966 0.00062118730235762357 -0.00096857445370865966 0.0081194997646419596 -0.001317097055501353 0.00033650545117422999 -0.0031567036966355729 0.0080008864245072284 -0.00022263704801261011 -0.0043067344235495474 -0.00043393179103846301 -0.01472314588422295 0.0063947520168679255 0.019581714703900143 -0.0039454185911468589 9.3688986850115665e-05 -2.7112608854431086e-05 -0.0033377943063093475 0.00018603724917372552 -0.010073747457865706 -0.00044837622865199318 0.0006630889709407018 leaf_count=331727 424 6135 19385 2415 13748 1245 53531 31880 17050 252 6810 591 1343 341 25660 907 1353 38 587 31 108 316759 36984 4915 4916 118 2045 33890 internal_value=0 -3.19705e-05 -0.00189581 -0.00970301 -0.0318083 -0.0715937 -0.000113221 -0.00520768 -0.00289991 0.00199899 0.00130533 0.0048778 -0.00574206 0.0717124 -0.00841537 -0.0218722 -0.0172741 0.0300706 0.0367648 0.000328692 0.109322 0.000701049 0.00191689 -0.00867064 -0.033498 -0.00124344 -0.056827 0.00339573 internal_count=915188 914764 583037 108377 18315 3660 474660 90062 83927 66877 66625 59815 27935 932 27003 14655 21502 2117 2079 1384 695 453158 399627 48978 11994 5034 6960 350649 shrinkage=0.0437965 Tree=120 num_leaves=29 num_cat=0 split_feature=18 6 29 17 23 22 24 4 11 9 11 27 4 28 19 19 1 15 22 14 10 27 29 6 11 20 10 6 split_gain=5.99709 5.64878 6.52528 7.11846 6.80898 6.21423 6.64769 6.21604 6.46111 11.6202 5.83293 11.3756 5.7105 9.95004 5.55414 5.36456 5.33274 5.25877 7.69908 20.7416 13.718 16.6046 14.3799 6.21328 5.2437 4.97282 4.89891 4.85441 threshold=6.5000000000000009 0.86956521876204507 0.16384583605880129 33.330487620329116 0.94073044151523411 564.75000000000011 25.500000000000004 141.0376892089844 0.52724338018960448 0.79610150636344179 0.65051580634446649 2.5000000000000004 184.26949310302737 25282.000000000004 212.25000000000003 182.75000000000003 1745.5000000000002 0.26588874010805319 2130.7500000000005 40.300451715381421 0.97816274190799102 1.5000000000000002 0.99999291111961786 0.28385932568049871 0.82504434473321209 1.5699737654801054 0.94405201356786272 0.22223100700550599 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 14 15 6 25 -7 -9 -10 -11 -12 13 -5 -4 -1 26 18 -16 20 22 -22 -20 27 -13 -3 -6 -24 right_child=-2 5 3 12 16 7 -8 8 9 10 11 24 -14 -15 17 -17 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 leaf_value=-0.0035393973833090253 0.005167279831742904 -0.00062030789275618653 0.0065618572530850485 3.9998319614309329e-05 -0.0054923895575597825 7.171835103099238e-06 -0.0040267960066574142 0.0024368702161654378 -0.015326657964754341 0.0034319819451799518 0.0006559676115193313 -0.011119113450024131 -0.003051301194538102 0.0039368933894982396 0.0023971919152885744 -0.00032143282409020446 0.010236305518210916 0.00092162447289190587 0.0025527971861165361 0.0010153729328123905 -0.017990344678730095 0.0012999085997914544 -0.0015849856722911341 -0.0009819621313606002 -0.032118895491328459 0.0019167569083292206 0.0010324206845725443 -0.024180393199975694 leaf_count=1060 431 52429 314 718687 1102 92657 1075 265 177 205 216 123 1143 1259 873 15884 51 23355 71 1250 112 363 20 30 28 1525 276 207 internal_value=0 -3.02876e-06 0.00109181 0.00154932 -0.0175264 -0.00564329 -0.0140775 -0.000688432 -0.0785592 -0.12604 -0.0567523 -0.132225 0.000956747 0.00106888 0.0176161 -0.0119358 -0.0838156 0.0160365 -0.023928 -0.0573779 -0.182786 -0.0741733 -0.340074 -0.450128 -0.342793 -0.0125261 -0.0955678 -0.506653 internal_count=915188 914757 766057 747684 18373 148700 55029 93671 1014 749 572 367 721089 719946 26595 16944 1429 26281 2926 2053 803 475 328 257 151 53954 1378 227 shrinkage=0.0437965 Tree=121 num_leaves=29 num_cat=0 split_feature=18 26 16 16 9 22 23 8 7 5 13 7 27 23 26 19 23 6 6 9 29 13 27 14 14 23 11 27 split_gain=5.67189 5.58557 5.56983 5.67996 7.86266 8.14822 7.43451 5.93413 5.617 5.29521 5.0118 6.17858 11.0284 6.36309 5.09721 4.70735 4.5909 4.53356 6.5113 10.3033 10.194 7.91054 9.57322 10.616 14.2372 7.49363 6.84132 6.72073 threshold=6.5000000000000009 7.2522301203290942 150.26814566948983 108.33527962179026 0.9518994858534533 5978.0000000000009 0.99621570143781868 629.50000000000011 -44.940931320190423 100.87392044067384 66.546289482186225 -51.833755493164055 4.5000000000000009 0.65492603784723868 0.18499995015434947 3744.0000000000005 1.0751123335146791 0.87977727191902921 0.52127659205885324 0.94695825789235955 3.0655073899172862 72.109149560758638 8.5000000000000018 14.335726364526799 7.4424414363577727 0.67727204791714191 0.67847960992907808 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 9 -5 -8 -7 11 12 13 -6 -14 -12 -13 18 19 20 -4 22 -21 24 -24 -23 -20 -28 right_child=-2 -3 17 7 10 6 8 -9 -10 -11 15 16 14 -15 -16 -17 -18 -19 26 21 -22 25 23 -25 -26 -27 27 -29 leaf_value=-0.0024176915752986369 0.0050562685489782917 0.0018141904802917023 -0.00046622545645219675 -0.00049194950385314561 0.0059075978530981075 0.0019949992948611796 -0.0049599255868378739 -0.0020912897281731655 0.0095132567830983703 -0.0081392803647231463 0.0094787191471948813 -0.0014918066005051307 -0.0014786348167437242 -0.0084193145125978711 0.014248342890537658 0.00062126895167594347 0.0095463048586596835 -0.00022678374751819552 0.00052660529337332355 -0.00089296751510616274 -0.0025602444241648848 0.0048977858212701413 -0.00085851960547265343 -0.00010456271769857248 0.0022225413044994762 0.00061958211360528504 0.0001276891354657802 -0.00038026782945682652 leaf_count=1807 425 3228 58527 19074 116 349 61 5804 328 138 352 849 48 122 224 171 79 132904 71690 23366 4827 812 4213 70418 9070 23902 425678 56606 internal_value=0 -0.000100803 -0.000247851 -0.0137592 0.018345 -0.0168327 0.0623168 -0.0197521 0.165394 -0.0200182 0.0664743 0.0359863 0.124407 -0.0327983 0.261962 0.150302 -0.0126069 0.00020439 0.00115934 -0.00380817 -0.0142882 0.0012301 -0.00249228 0.00250379 0.0284341 0.0173563 0.00290912 0.00155423 internal_count=915188 914763 911535 29522 4644 2683 876 24878 389 487 1961 1438 510 238 272 523 928 882013 749109 195135 63354 131781 107067 83701 13283 24714 553974 482284 shrinkage=0.0437965 Tree=122 num_leaves=29 num_cat=0 split_feature=0 7 11 27 9 21 18 21 14 28 27 25 25 27 23 26 24 21 10 14 14 13 26 24 12 5 7 14 split_gain=5.81927 6.35332 7.96694 7.97523 7.78004 7.09915 6.8302 8.94372 11.2719 8.79523 14.448 7.9668 7.05595 6.71997 12.1886 7.98084 5.8254 5.72226 5.68996 6.29368 7.64171 5.59653 5.41979 6.73275 5.39107 17.2522 9.12273 6.87037 threshold=49.500000000000007 -1.0000000180025095e-35 0.83117442419768017 7.5000000000000009 0.95572717875318081 2.5000000000000004 3.5000000000000004 11.500000000000002 32.879455402679142 461.25000000000006 30.500000000000004 1053.2500000000002 395.25000000000006 45.500000000000007 0.9048944591880882 0.90947953887251021 23.500000000000004 12.500000000000002 0.81293724104628196 29.268143609492615 28.422861674145942 34.352531152501896 1.4226359811499132 4.5000000000000009 486.6417023478424 117.91599273681642 -89.93590927124022 27.301009619982995 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 24 7 16 11 10 -8 -9 -12 -11 15 21 -4 -10 19 20 -18 -15 -2 -24 27 -26 -27 -1 right_child=22 2 6 -5 -6 -7 9 8 17 13 12 -13 -14 14 -16 -17 18 -19 -20 -21 -22 -23 23 -25 25 26 -28 -29 leaf_value=-7.2172960285563645e-05 -0.00018638697361679374 -0.00093190193663675877 0.00010628245366335822 -0.00016287919395470193 0.00037209830601876769 -0.00025451715500798459 -0.00045741093306441691 0.0013615273892203521 0.0044944212546413212 -8.7720247794145643e-05 -0.014923168305482565 -0.023893539357961357 -0.005327594662665908 -0.0070564939047020317 -0.00035404869705137716 -0.018956333864620516 -0.0040252700370915009 -0.020873317606476476 0.00053111088227330487 0.0042455571045648512 -0.023212959620591382 0.001328509454602713 0.00051681461386950567 -0.001682914092853656 -0.021624384162300385 -0.0064185028847187396 -8.9153211103007665e-05 0.0010750050873935769 leaf_count=17223 91559 31621 245839 142146 185784 104419 1769 13958 23 26723 177 24 867 656 1993 88 1375 66 1057 174 41 199 3600 10319 74 459 9032 23923 internal_value=0 0.00084603 -0.00154269 -0.00691428 0.0041308 -0.00109707 0.00162108 0.00331318 0.0278397 -0.0120607 -0.0655002 0.0300978 -0.15879 -0.00699222 -0.0524042 -0.146073 0.00192432 -0.326912 -0.0447373 -0.0825395 -0.104594 -0.11656 -0.00705064 -0.0254353 0.00861013 -0.0127748 -0.00902472 0.0135814 internal_count=915188 809710 468796 173767 340914 155130 295029 262557 14071 32472 2813 13982 1044 29659 2936 943 248486 89 2647 1590 1416 855 105478 13919 50711 9565 9491 41146 shrinkage=0.0437965 Tree=123 num_leaves=29 num_cat=0 split_feature=18 16 16 26 9 8 6 13 7 21 26 14 10 6 9 28 22 24 7 21 12 1 9 7 14 24 7 9 split_gain=4.99174 4.86313 6.39189 8.21962 5.68095 7.16936 5.56448 4.67994 5.87627 9.67839 4.37301 4.15661 4.05953 8.32611 8.78205 8.57425 8.28794 9.0661 6.80047 6.69687 7.513 41.3969 11.1126 7.08951 11.5995 6.591 6.58239 6.27596 threshold=6.5000000000000009 147.97273335563736 108.33527962179026 1.0369841175982832 0.9518994858534533 10093.000000000002 0.82804441371065707 68.399225926021543 -71.468593597412095 1.5000000000000002 0.99868895430032445 14.069735181519532 0.69653237142674973 0.52127659205885324 0.97241623177096048 410.25000000000006 446.25000000000006 12.500000000000002 -81.811786651611314 2.5000000000000004 390.44574285494906 5526.5000000000009 0.98481767628330474 -47.489553451538079 7.4424414363577727 28.500000000000004 -11.586396694183348 0.73244658404248264 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 -5 8 9 -6 -4 -11 16 14 25 -15 17 -3 -17 20 21 -16 -23 24 -21 -14 -20 -18 right_child=-2 12 10 6 7 -7 -8 -9 -10 11 -12 -13 13 15 19 18 27 -19 26 23 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-0.0022756936347194546 0.0047691788340020955 -0.00030187592434252185 -0.00062827435906371134 0.0059339713021026282 -0.0044640706757012221 0.0070759826121570236 -0.004714160485174485 0.0061697764388204289 -0.0013462783894192382 0.00092312874550291597 -0.0022693821969053726 0.013334319317392611 -0.00034841487894184467 0.0017520203315644115 -0.00055644847761075148 -0.00051103710559622251 -0.004777471997682311 -0.0018319631958518649 0.00056558915928102719 -0.0015540492158028728 0.0025523484490142189 -0.012788285181510066 -0.033449872187682819 0.0003892348215121076 0.0031982632842039718 0.0025107809665512282 0.00011669376426582316 -2.5004184317738159e-05 leaf_count=1955 420 26303 17389 783 135 171 107 379 889 71 3794 191 146238 6725 9635 25843 534 10351 82800 1285 1295 158 73 32293 4222 1563 257562 282024 internal_value=0 -0.000149624 -0.0136667 0.0197752 -0.000528431 -0.0347862 0.10626 0.0432145 0.0144331 0.115588 -0.0210566 0.227666 0.000243675 0.00184334 -0.00341979 0.00462023 -0.00261122 -0.0167586 0.00397045 0.00818777 -0.0133353 -0.0227352 -0.441079 0.0145428 0.0477062 -0.00726494 0.00515788 -0.000775993 internal_count=915188 914768 25864 4681 3791 2126 890 1665 1286 397 21183 262 888904 569692 196762 372930 319212 36654 366205 48961 11161 9866 231 37800 5507 147801 340362 282558 shrinkage=0.0437965 Tree=124 num_leaves=29 num_cat=0 split_feature=0 14 29 28 5 7 4 10 16 22 20 21 10 11 22 5 24 22 29 17 14 5 26 24 4 26 29 14 split_gain=5.21266 6.00512 6.69678 7.50072 5.65898 5.47964 6.67424 5.31777 5.01292 6.0914 5.14554 8.91623 6.69332 12.1329 8.52904 8.17376 6.9513 10.3963 8.51376 10.0975 6.30953 7.63107 6.25269 6.21754 7.38638 6.13543 6.70433 7.22449 threshold=13.500000000000002 20.031851419055968 0.9641897337808415 410.25000000000006 16.999626159667972 -89.93590927124022 141.0376892089844 0.70640460542183658 157.935362593294 5978.0000000000009 1.0643118452537443 11.500000000000002 0.96264085048945813 0.43655811664983185 986.25000000000011 99.075130462646499 14.500000000000002 492.25000000000006 0.73732695374800639 58.136612309928573 39.287552160674046 39.393566131591804 0.94118092320570657 7.5000000000000009 31.527032852172855 1.4900565798549621 0.99999291111961786 42.907496899122798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 -4 6 -3 -8 9 -7 11 12 16 15 23 22 -10 -18 -19 -20 -12 -22 -14 -15 -25 26 -16 -28 right_child=1 5 3 -5 -6 8 7 -9 10 -11 20 -13 13 14 25 -17 17 18 19 -21 21 -23 -24 24 -26 -27 27 -29 leaf_value=0.00020902566274741291 -0.00017708165417014925 -0.00085837238294224458 -0.009827979944383728 -0.0013691949543669019 0.0012526372096024966 -0.0011303197165483186 -0.026583877522283077 -0.0060431796065613837 0.00020355241133851874 0.0018216709942090264 -0.00014359972460083618 0.0011462915402834827 0.0075160089065141687 -0.00087686742494276135 0.0009385459466466074 0.0036431701792570574 -0.0022519000088018913 0.0016912061130715404 -0.00044390953521499974 0.0016477587483191424 -0.014286224151222467 -0.0017460994736186099 -0.010413237265018603 -0.013697120410258773 0.00023398202365860799 0.00024039239009512425 -0.0038528531907661341 0.00020046871303314826 leaf_count=185649 144399 9165 91 17680 3103 11966 28 177 323709 1510 118623 15880 50 228 1115 1455 4779 4552 54547 4818 96 3061 147 278 99 3447 3416 1120 internal_value=0 -0.00116225 -0.0064635 -0.0232057 0.0213931 0.000390476 -0.0235907 -0.202042 0.000795423 -0.018256 0.00126961 0.00293034 0.00201619 -0.0219188 -0.0354066 0.0573015 0.0027088 -0.00642765 -0.00306382 -0.00625968 -0.00445306 -0.0485753 -0.133862 -0.150379 -0.229215 -0.0277611 -0.048043 -0.0651202 internal_count=915188 729539 165273 20874 3194 564266 9370 205 554896 13476 541420 419640 403760 11355 9703 1652 392405 68696 63917 59365 121780 3157 197 605 377 9098 5651 4536 shrinkage=0.0437965 Tree=125 num_leaves=29 num_cat=0 split_feature=17 16 11 4 7 22 1 15 1 17 9 18 25 20 20 12 18 32 22 29 15 14 24 24 5 22 20 25 split_gain=5.17058 6.49009 7.45674 5.61278 7.67341 6.12295 9.16858 5.81118 5.56803 5.43328 6.30223 5.23587 5.19296 7.3691 6.45999 4.98764 11.3166 9.12437 12.8447 8.60391 8.02976 7.895 7.36218 9.73854 6.8549 6.65276 6.64202 11.2363 threshold=33.766729408031473 181.40375666647134 0.80467237358664156 141.0376892089844 -89.93590927124022 16728.000000000004 13998.000000000002 0.89920590339283135 136.50000000000003 55.59962522992268 0.87895647065566263 6.5000000000000009 356.75000000000006 1.1602023902414988 1.0096669678982935 62.645183950935895 4.5000000000000009 1.5000000000000002 699.25000000000011 0.48113473142954283 0.54815763845638166 20.620287225284894 6.5000000000000009 1.5000000000000002 19.001567840576175 536.75000000000011 0.99359202481978293 877.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 5 -5 6 8 -8 12 -7 -11 15 14 -14 -3 16 17 18 20 21 24 -17 23 -22 -10 -25 27 -20 right_child=1 3 -4 4 -6 9 7 -9 11 10 -12 -13 13 -15 -16 19 -18 -19 26 -21 22 -23 -24 25 -26 -27 -28 -29 leaf_value=0.00048706311464162387 -0.00061020589730463571 -0.0062237380228218619 0.00022307681206277079 -0.01431495046945557 -0.0014693340475769921 0.00094764374677043712 -0.0053565404897896107 0.0043857089083269088 0.0062547704799379919 -0.003362666773001725 0.0075190051080728428 0.0049669748189651863 -0.00063591278634109313 -0.01686126232489938 0.0078443571314853484 -0.0014640274149736109 -0.0056807170403700173 -0.00065582802847606125 0.0069658177284038095 4.6739237282769931e-05 -0.0084756558180019651 0.00013642903784083212 -0.00032205572454441293 0.0015459032122948277 0.0016014204147691456 0.0064401535802118123 0.00092386776037452656 -0.0022707312994971348 leaf_count=40589 67535 593 29639 92 2929 1839 903 135 781 125 557 414 9393 54 70 14077 534 6534 1572 709535 160 10193 9841 2473 2729 679 912 301 internal_value=0 -0.000424533 -0.00812958 0.000538556 -0.0424812 0.000706379 0.000545683 -0.0933748 0.000672153 0.0499088 0.126142 0.000981985 -0.0226414 -0.0166374 -0.108192 0.000920767 0.0143944 0.0173561 0.0282183 0.000433898 0.0177117 -0.0180805 0.00637166 0.0471534 0.0602063 0.0593705 0.0910802 0.125158 internal_count=915188 874599 97174 777425 3021 774404 771883 1038 770845 2521 682 760735 10110 9447 663 760321 26516 25982 19448 733805 16663 24270 13153 3312 3510 3152 2785 1873 shrinkage=0.0437965 Tree=126 num_leaves=29 num_cat=0 split_feature=26 0 21 19 26 1 21 0 6 4 21 6 5 6 14 5 5 23 11 26 26 17 17 9 11 1 5 12 split_gain=5.017 4.94056 6.12044 9.56831 4.66766 5.27821 5.33253 4.92562 4.5695 7.14401 8.70778 7.64313 4.93542 4.31439 4.27245 4.15207 10.3455 6.52251 4.7516 4.88907 4.86811 4.08646 4.01216 6.27484 4.95342 4.62385 14.1896 5.45122 threshold=7.2522301203290942 35.000000000000007 15.500000000000002 541.25000000000011 1.6078592224420534 818.50000000000011 2.5000000000000004 52.500000000000007 0.29545454939534915 48.432785034179695 1.5000000000000002 0.20156981679297295 354.30992126464849 0.78571429285318184 14.595317411200805 114.02493286132814 104.26774215698244 1.3242551574498231 0.66038475767665561 1.0759486633063411 1.2611975868986811 44.672910253512221 90.095430635729727 0.97065257264984539 0.69419296294127986 25514.000000000004 136.0202331542969 139.37310601229379 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 4 14 5 6 -3 -6 9 10 12 -12 -7 -8 -4 16 -13 18 -18 -20 -21 -2 -1 24 -24 26 27 -26 right_child=21 2 3 -5 7 8 13 -9 -10 -11 11 15 -14 -15 -16 -17 17 -19 19 20 -22 -23 23 -25 25 -27 -28 -29 leaf_value=6.0504821232502515e-05 0.00083025930863032396 -0.00074326827390424829 0.0045213494606986806 0.00034993159210208258 -0.00040466101984240361 -0.00426048975722392 4.8448056183956177e-05 -0.0019740849572324423 0.00026579844689697399 0.0029310486148683892 0.0049149352933555756 -0.00086342161143060901 -0.019022268931889796 -0.0003964650763091139 -0.0066584018295614495 0.0026576424521104146 0.0052329608494880433 0.00075897729992928647 -0.024303446709821312 -0.001597235519111326 -0.018253092113504368 0.004433862224374815 0.0011797889717103675 0.0036203517350879033 -0.0035773831356980478 0.0099012289546068204 -0.020466378144146303 0.002227954084827447 leaf_count=569284 2440 29559 71 1015 21286 1256 117970 4679 90305 719 432 1750 45 64755 857 405 24 88 75 64 71 802 4308 1500 767 62 78 521 internal_value=0 -9.64759e-05 -0.00314797 -0.05911 -0.00282191 -0.00173481 -0.0045097 -0.0156971 0.00445064 -0.0251987 -0.0409318 -0.0105174 -0.108938 -0.00249387 -0.132501 -0.0319238 -0.0500247 -0.214755 -0.302034 -0.350208 -0.23648 0.0393117 0.00167892 0.0250779 0.010019 -0.0410223 -0.0531453 -0.0280641 internal_count=915188 911946 335426 1943 333483 307518 212284 25965 95234 4929 4210 2909 1301 182725 928 2477 2072 322 234 210 135 3242 576520 7236 5736 1428 1366 1288 shrinkage=0.0437965 Tree=127 num_leaves=29 num_cat=0 split_feature=11 7 20 9 17 27 18 24 25 15 20 20 29 15 26 29 20 27 12 12 15 20 27 27 28 27 15 26 split_gain=4.80775 5.38655 8.76206 7.39202 6.11956 5.82187 6.61143 8.17882 13.5614 10.7639 7.29249 7.20586 7.92814 8.69917 8.98219 8.4928 9.34652 7.00064 7.56248 6.82596 6.65748 14.9089 7.35615 6.23158 6.51328 7.13513 15.5205 13.9716 threshold=0.92708846469622352 -1.0000000180025095e-35 1.0797281906051841 0.96552356385063809 63.276566072013075 7.5000000000000009 3.5000000000000004 19.500000000000004 418.25000000000006 0.68919525403241877 0.84538474181740664 0.83802345532364209 0.88976912721471069 0.8428837920987029 1.2434391336573594 1.1761963345766773 1.2392580700647902 40.500000000000007 77.23097038856281 57.230970388562802 0.74769454610076147 1.0387644603458559 44.500000000000007 31.500000000000004 704.25000000000011 35.500000000000007 0.5604565001002475 0.82386149693199495 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -3 17 19 -9 10 -10 -11 -13 14 15 -14 -17 -7 -19 -8 -20 -22 -23 -12 25 26 27 -25 right_child=-2 5 -4 4 -6 6 7 8 9 11 23 12 13 -15 -16 16 -18 18 20 -21 21 22 -24 24 -26 -27 -28 -29 leaf_value=5.5415511160335885e-05 0.00042422903210987165 -0.00048341011001729143 -0.00037553051708774166 0.00041119958739064855 0.0016710382751032756 -3.1213345010587679e-05 0.0026552610096328322 -0.0078164577944842117 0.00210751021159488 -0.0055388555754849874 0.001798481563890917 0.00063974230942760431 -0.0059308009915963562 0.0019016854074634835 0.0017806177541190788 -0.026299342887355137 0.00063856831430376981 0.0038062154525519538 0.0012242295013308413 -0.00023971053366685205 0.0012558570126086266 -0.0020429297735150638 -0.011992644652693217 -0.018551221558931168 0.0017942839877960837 -0.0009666062301323657 0.0018023601287905262 -0.0049095568049940313 leaf_count=217592 48697 71561 61528 87068 8082 372364 1706 588 1870 1382 1488 1443 905 394 257 84 35 1707 6420 18542 1015 257 320 163 1192 6667 625 1236 internal_value=0 -0.000525202 0.00233411 0.00448023 0.0118322 -0.00269933 -0.00128085 -0.0137575 -0.0290614 -0.0241094 -0.00974977 -0.0663617 -0.0397206 -0.0865235 -0.126491 -0.168441 -0.419587 -2.11515e-05 0.0264738 9.60346e-05 0.0135982 -0.0442887 -0.172639 -0.0192667 -0.0283503 -0.0378577 -0.0898604 -0.14839 internal_count=915188 866491 374270 312742 95150 492221 420660 38577 18329 17741 13241 4500 3118 1675 1281 1024 119 382083 9719 20248 8012 1592 577 11371 9883 8691 2024 1399 shrinkage=0.0437965 Tree=128 num_leaves=29 num_cat=0 split_feature=11 5 7 20 21 18 5 15 24 25 14 21 20 15 8 28 23 4 10 12 21 27 12 11 7 15 28 28 split_gain=4.92671 7.77838 6.47293 7.43544 8.02362 6.41903 5.77924 10.9481 25.6564 15.3772 8.86014 7.49582 7.31181 7.09942 12.5424 22.3244 8.1067 6.26722 7.55769 5.72606 8.9557 5.50782 15.0743 6.08613 6.76569 10.5164 8.7554 7.12386 threshold=0.87644061302681997 40.93145942687989 -8.1301016807556135 1.1136108271163796 9.5000000000000018 4.5000000000000009 50.496402740478523 0.88909835014044769 2.5000000000000004 3036.2500000000005 25.914440409842395 2.5000000000000004 0.63988679742496624 0.68176245745742692 3924.5000000000005 1799.2500000000002 1.3418378090319896 221.75335693359378 0.94110397546239655 123.23097038856282 12.500000000000002 22.500000000000004 244.03300858899109 0.68104919160646726 -89.93590927124022 0.63730188879044547 3119.5000000000005 4784.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 19 3 4 5 6 -1 10 -9 -10 -8 17 -13 -14 15 -15 -17 21 -19 -2 -21 23 -23 -12 25 -25 -27 -28 right_child=1 -3 -4 -5 -6 -7 7 8 9 -11 11 12 13 14 -16 16 -18 18 -20 20 -22 22 -24 24 -26 26 27 -29 leaf_value=0.00025613391359357337 7.1717421551762211e-05 0.00066467268151730455 -0.00016365861728032403 -0.00045753808276092448 0.0013326799271787268 0.004563660760932205 -0.0014833064425124087 0.00072576224545163397 -0.0035867981754122446 -0.019769529838524053 0.00094124924364572557 -0.0062393342988680415 -0.00026412253790201491 -0.0020354732029885668 0.0039296024285484111 -0.019508386728807246 0.0046393623215701474 -0.0014151250578157304 -0.013168279438220968 -0.001557077430760394 -0.020251122460483925 0.016730846947431016 -0.027021815023089649 -0.0010979323428853636 3.107098355664496e-06 -0.0028192271312771069 -0.031756454615552356 -0.011266413478038393 leaf_count=170733 155171 49447 430606 38440 11399 628 8320 716 203 253 22512 450 13107 712 316 240 30 512 132 2910 50 23 44 690 7284 121 52 87 internal_value=0 0.00422947 -0.00131099 0.00245996 0.00453965 0.00324054 0.00296066 -0.00587404 -0.101504 -0.286904 -0.00382251 0.00157522 -0.0169381 -0.0130169 -0.0835623 -0.139325 -0.38417 0.0103178 -0.0873166 0.000806404 -0.0427627 0.0123584 -0.274046 0.0129825 -0.0102811 -0.0896543 -0.261054 -0.432267 internal_count=915188 207578 707610 277004 238564 227165 226537 55804 1172 456 54632 46312 14855 14405 1298 982 270 31457 644 158131 2960 30813 67 30746 8234 950 260 139 shrinkage=0.0437965 Tree=129 num_leaves=29 num_cat=0 split_feature=26 0 29 10 30 20 27 16 20 13 21 24 16 29 4 5 10 26 24 13 13 26 10 16 25 27 4 25 split_gain=4.55284 4.5178 5.38818 6.55113 5.14787 4.97905 7.23323 4.78237 4.30548 9.38264 9.16568 8.67864 7.82034 7.24446 8.52092 6.1144 5.55601 5.96995 9.26442 5.86269 5.38506 5.96676 9.17829 10.6383 8.02924 10.7027 5.80868 5.38216 threshold=7.2522301203290942 48.000000000000007 2.0676711599656552 0.76673319632453296 1.0000000180025095e-35 1.1015285664564056 44.500000000000007 196.96952560736898 0.60391142741217141 29.956352944167659 1.5000000000000002 20.500000000000004 231.36982069483025 0.058719029909603711 10.023406505584719 132.00299835205081 0.79469592358992291 0.59326306975389553 8.5000000000000018 53.948580037290448 16.298129445405113 0.20653332794120624 0.87577630921058802 223.05654520917682 2462.7500000000005 22.500000000000004 5.0068869590759286 1190.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 5 7 -3 -7 -4 9 -1 12 16 -11 14 -10 -14 -12 -18 -19 -20 26 22 -22 24 25 27 -15 -24 right_child=-2 2 4 -5 -6 6 -8 -9 13 10 11 -13 15 20 -16 -17 17 18 19 -21 21 -23 23 -25 -26 -27 -28 -29 leaf_value=-3.4876493207087655e-05 0.0016460252184209241 -0.00029768884887752768 -0.003617567798323514 0.0001756550413912506 -0.0028507121861263934 -0.0012147842950906498 -0.013108457823554576 0.00022282370913092174 0.0058782773450695037 -0.0007133043185883045 -0.00061572610288933012 0.0060385965475728129 0.0025175402192397448 -0.010287067850353115 -0.006780949625216858 0.011837123109197732 -0.0016607908363051856 -0.0063289290039976664 -0.002908111141632285 0.0043489246189821864 0.0038382497436788552 7.3754435282935509e-05 0.0028380805155863126 -0.010407443362048931 -0.0037285745726933703 -0.0094592351717128521 -0.0014061158055445713 0.011110893157409301 leaf_count=53977 3229 60016 754 57963 2844 10548 99 3552 125 1990 3286 257 787 150 554 163 3995 1761 1174 261 1999 701699 571 188 503 112 2426 205 internal_value=0 -3.26625e-05 -0.00535432 -0.00386907 -0.0320734 -0.0103326 -0.0302622 -0.0102667 0.000898243 -0.0067238 -0.030122 -0.0436716 0.019348 0.001626 -0.101617 0.0939935 -0.048125 -0.0636919 -0.095906 -0.036263 0.00172503 0.00189173 0.0426246 -0.0143624 0.0158135 0.0729944 -0.0439134 0.114702 internal_count=915188 911959 135776 128626 7150 70663 10647 4306 776183 67651 13674 10734 2940 708532 679 950 10477 7191 3196 1435 707853 705277 3578 1579 1391 888 2576 776 shrinkage=0.0437965 Tree=130 num_leaves=29 num_cat=0 split_feature=6 22 24 0 22 22 28 5 7 24 22 19 6 9 4 29 23 30 4 14 27 25 25 19 27 26 28 28 split_gain=4.21324 5.40376 6.56357 4.69886 6.17538 7.76019 10.1425 6.60982 13.7722 4.73187 4.61113 4.63677 4.60319 9.02302 7.7474 6.68909 9.37979 8.92453 7.93251 11.2831 7.50279 16.7793 13.1289 14.2436 15.9282 8.61738 9.13707 7.17729 threshold=0.88043480699843779 562.75000000000011 15.500000000000002 43.000000000000007 4845.5000000000009 5978.0000000000009 580.25000000000011 86.999992370605483 -1.7357046008110044 2.5000000000000004 462.75000000000006 905.25000000000011 0.51851851507252911 0.94585203147324581 88.788803100585952 0.53018206145792079 0.31503913655098387 1.0000000180025095e-35 14.00000047683716 31.724352127624488 22.500000000000004 1070.2500000000002 424.25000000000006 383.25000000000006 30.500000000000004 0.75110925285152763 688.25000000000011 366.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 -2 4 9 6 -6 -8 -9 -3 -4 -12 13 -1 -15 16 17 18 -14 -20 -17 22 23 24 -22 26 -24 -27 right_child=1 3 10 -5 5 -7 7 8 -10 -11 11 -13 15 14 -16 20 -18 -19 19 -21 21 -23 25 -25 -26 27 -28 -29 leaf_value=-0.00056436644149597765 -0.00035416293897531622 0.0021673508792335841 -0.0031037923751279371 -0.00051434631550921917 -0.026001523448584914 -0.00077611909160254632 0.00029451922803643487 8.2119443708964852e-05 -0.023145218150950882 0.0002069574825978916 -0.00086760893094201159 -0.013001812234457226 0.0021806545239792005 2.6048352299246977e-05 0.0033173795071901467 0.00024597183011210882 -0.00070155438503384212 -0.00046677038275548977 -0.0026323455080679535 0.011409842770006732 -0.0026091569550003488 -0.012533512190122057 0.00027157552569486018 -0.00088856995120469256 -0.014474260221952627 -0.021603253214999067 0.0026500960634052617 -0.00017854292553168635 leaf_count=66158 40442 2468 2881 25758 48 2365 229 106 91 54831 6190 61 6784 133890 1386 385502 41365 8482 1286 120 506 209 11651 1759 380 30 4220 115990 internal_value=0 -0.00524079 -0.0135543 -0.00044272 0.00439779 -0.041127 -0.15791 -0.108808 -0.243108 0.00665342 -0.0377689 -0.0225137 0.0008011 -0.00331575 0.00136473 0.00223512 -0.00794763 0.0120771 0.0356225 -0.0327393 0.00337108 -0.0030523 -0.00261247 -0.0723699 -0.175768 -0.00121353 0.0206411 -0.00420314 internal_count=915188 135470 49574 85896 60138 2839 474 426 197 57299 9132 6251 779718 201434 135276 578284 58037 16672 8190 1406 520247 134745 134536 2645 886 131891 15871 116020 shrinkage=0.0437965 Tree=131 num_leaves=29 num_cat=0 split_feature=0 22 24 6 17 16 7 20 28 5 14 18 28 6 11 17 18 8 16 17 29 14 5 11 22 13 7 5 split_gain=4.32901 5.51383 6.05487 6.88944 5.93379 5.64893 6.518 6.68762 4.74133 5.07617 4.51005 4.70883 7.80845 6.53183 5.91702 4.41355 9.15914 9.22797 13.4742 12.0489 14.883 9.11182 8.51048 7.79339 10.4089 7.53204 6.77884 5.70567 threshold=13.500000000000002 523.25000000000011 14.500000000000002 0.79338843139605586 59.750511358959393 179.47549124578097 -89.93590927124022 0.91565445455290562 502.25000000000006 31.112698554992679 26.045225013027316 3.5000000000000004 588.25000000000011 0.52631579547767837 0.83297218152906127 53.031337760287201 2.5000000000000004 4222.5000000000009 224.24658584169455 63.276566072013075 1.3519844707859123 58.926058281819515 85.072170257568374 0.72557568739375233 3195.2500000000005 49.082806081507819 -23.198590278625485 31.394033432006839 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 -4 8 -3 7 -7 9 -2 11 -10 13 -13 -14 -8 17 18 19 22 21 -21 27 24 -20 -25 -22 -17 right_child=1 5 3 -5 -6 6 15 -9 10 -11 -12 12 14 -15 -16 16 -18 -19 23 20 26 -23 -24 25 -26 -27 -28 -29 leaf_value=0.00018979643203350519 0.00041549944345953293 -0.00039717968284365445 -0.00036423180931241978 -0.0017273369362492338 -0.0020888011319554873 0.00012923901885552469 2.7974311709946842e-06 -0.0017736768676206039 -0.0001725301057641276 -0.00088790575269241602 -0.0016519550345195334 -0.007436150005771437 -0.0033936313988802867 0.0014087668902338429 -0.013825357929740998 -0.00028333607826977502 0.0007274932781544983 0.0020076570092342079 0.00067927458652892558 -0.00070018249378413482 -0.0091125344515022334 -0.018453544721385457 -0.0032009757118616517 -0.014136337352679731 -0.018691764040897983 -0.0040684503081194487 -0.0021725177984963534 0.00049830111704611427 leaf_count=185473 41881 58030 21199 10703 2916 6764 366536 7438 56107 6640 4654 205 256 732 176 29032 55951 4239 542 5673 684 56 1439 247 59 337 446 46773 internal_value=0 -0.00107684 -0.00658571 -0.0187583 -0.00316631 0.000294796 0.00132739 -0.0198046 -0.00199288 0.00541439 -0.00777765 -0.00535322 -0.0632988 -0.0120182 -0.174525 0.00191354 0.00657383 0.000301109 -0.0019623 -0.000470332 -0.0406373 -0.0199495 0.00309636 -0.107852 -0.0279104 -0.190121 -0.145523 0.00454255 internal_count=915188 729715 145469 31902 113567 584246 526216 14202 110651 48521 62130 57476 1369 937 432 512014 145478 89527 85288 84103 6859 5729 77244 1185 601 584 1130 75805 shrinkage=0.0437965 Tree=132 num_leaves=29 num_cat=0 split_feature=22 21 18 21 7 24 28 15 5 16 28 11 18 9 11 12 8 24 15 23 5 16 25 21 29 14 30 7 split_gain=4.34739 8.07707 6.7531 7.49448 7.32977 10.2061 5.61886 9.41502 5.87829 5.09229 4.79527 4.6318 4.62635 8.17863 5.94927 4.2855 7.84102 5.43045 6.14887 8.6663 5.44785 4.95812 5.07878 5.3688 4.69818 4.1935 4.14596 4.12361 threshold=313.75000000000006 10.500000000000002 1.5000000000000002 2.5000000000000004 -86.160232543945298 6.5000000000000009 410.25000000000006 0.73190578509510984 44.999996185302741 152.14689941812139 620.25000000000011 0.92708846469622352 2.5000000000000004 0.99013482300425626 0.8405932357050675 62.645183950935895 292.50000000000006 4.5000000000000009 0.5604565001002475 0.86711186425561337 14.005387783050539 220.82520002520008 451.25000000000006 1.5000000000000002 0.44804203537279846 13.783657032164777 1.0000000180025095e-35 -1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 15 4 -4 9 7 -2 12 -6 -5 27 14 -14 -9 17 21 18 19 24 -21 -17 -23 -24 -1 -3 -13 -8 right_child=6 25 3 10 5 -7 11 8 -10 -11 -12 26 13 -15 -16 16 -18 -19 -20 20 -22 22 23 -25 -26 -27 -28 -29 leaf_value=-0.0023894177716753512 0.0018469279622696148 -0.0018211835319799845 -0.0021945980072613043 -8.2267485636634764e-05 -0.0028426753083663396 -0.0064165233401413018 8.908200403980572e-05 -0.00088423161238154985 -0.022591872911839894 0.0069231627153647345 -0.0046810018731085782 0.00059254459436585739 -0.0015816920413289925 -0.01737922867603935 0.0028082729656273898 -0.0048024022117212004 -0.0013580929736528029 0.0013565810884885127 -0.0034751359140358651 -0.012369900480653026 0.0036728561939609514 -0.0040177559126786363 -0.024259239627665369 -0.0003774946297370091 -0.018760101666909765 -0.012541849822773232 -0.00059237281831145763 -0.00010663305633211575 leaf_count=82 8118 121 414 5537 114 145 365532 2161 23 1008 472 40274 1910 65 1366 617 1636 1475 1750 43 728 71 84 23 57 166 6591 474605 internal_value=0 -0.0170697 -0.0137259 0.00638542 0.0654089 0.103155 0.000359028 0.0204988 -0.0113442 0.13542 -0.0101262 4.9258e-05 -0.00923527 -0.0479859 0.0124637 -0.0372799 -0.0705992 -0.0176912 -0.044677 0.0219967 0.0634326 -0.15207 -0.299101 -0.436697 -0.207838 -0.183165 0.00972453 -0.000490454 internal_count=915188 14543 14256 7690 1681 1267 900645 13643 5525 1122 6009 887002 5502 1975 3527 6566 2431 4135 2660 910 771 795 178 107 139 287 46865 840137 shrinkage=0.0437965 Tree=133 num_leaves=29 num_cat=0 split_feature=0 28 21 23 20 12 25 14 4 25 11 27 28 12 5 8 21 15 24 27 23 21 10 10 25 22 27 14 split_gain=4.09923 4.0445 7.4523 12.3616 6.33816 6.1211 10.4624 10.3292 5.95032 6.61651 9.98744 5.5284 12.3958 8.02961 7.42481 6.9398 6.22698 6.07195 5.7562 12.7153 11.4373 13.4985 13.253 7.12731 6.67885 6.14109 5.72905 5.68431 threshold=9.0000000000000018 684.25000000000011 9.5000000000000018 0.54225649485818972 0.51131630382424598 363.26197667087553 4786.0000000000009 74.319462270704335 31.527032852172855 1011.2500000000001 0.8809639953542393 26.500000000000004 461.25000000000006 83.026911934581207 23.383836746215824 1509.5000000000002 8.5000000000000018 0.39183151643758135 27.500000000000004 46.500000000000007 0.96237934138241421 10.500000000000002 0.57904692615792952 0.81823764007301059 656.25000000000011 480.25000000000006 1.5000000000000002 14.595317411200805 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 -3 4 -4 6 11 -8 9 -5 -11 16 14 -14 -13 -16 17 26 19 27 21 -21 -22 -20 -23 -25 -2 -15 right_child=1 2 3 8 -6 -7 7 -9 -10 10 -12 12 13 18 15 -17 -18 -19 23 20 22 24 -24 25 -26 -27 -28 -29 leaf_value=0.00031282716152369823 0.0052913343866685999 3.5787165774154191e-05 -0.00055881099302138504 0.0014141181267074813 -0.0071058530077828079 0.0025395947488038415 -0.0043261150758830014 -0.026208544662414353 -0.0040080580752757632 0.0020155286787372105 -0.027184946027301423 -0.0054899421285436838 0.00040258950682925908 0.0043753406296459137 -0.0010883448278684173 -0.0182673103850358 0.00062295997351531304 -5.3502115214790857e-05 -0.00086510601347909038 -0.021650161453256923 -0.018414594564138916 -0.0080927323267143067 -0.00046044138894759876 -0.0019372521056389392 0.0081568776481943609 0.0028609101554219521 -0.0011037977934313904 -0.00063936568823160845 leaf_count=74730 274 363983 639 16926 510 1662 177 54 407 53 39 1353 21982 437 2320 46 25089 327095 3132 138 86 326 950 622 57 2884 13881 55336 internal_value=0 -0.000585847 0.00181416 0.0213524 -0.0791116 -0.00259095 -0.00281162 -0.215577 0.0279769 0.0308347 -0.236616 -0.00270384 -0.00974159 -0.00729587 -0.0662648 -0.0324761 -0.000981207 -0.00209911 -0.0129619 -0.0161897 -0.105323 -0.226182 -0.0445434 0.014916 -0.129563 0.0458865 -0.0223764 -0.0137014 internal_count=915188 840458 382557 18574 1149 457901 456239 231 17425 17018 92 456008 89669 85950 3719 2366 366339 341250 63968 57330 1557 521 1036 6638 383 3506 14155 55773 shrinkage=0.0437965 Tree=134 num_leaves=29 num_cat=0 split_feature=0 25 17 21 16 23 27 17 16 8 28 24 15 4 23 16 23 12 21 21 25 24 27 15 15 22 11 28 split_gain=4.08955 5.75015 11.9781 9.78368 10.4848 9.60977 6.95297 10.3442 6.07528 8.2655 5.40913 7.81147 6.60733 5.288 5.25002 6.43287 5.2299 5.2062 5.88223 5.43284 8.02272 6.42248 5.13283 5.10054 4.92823 10.9624 4.81556 4.73869 threshold=17.500000000000004 859.25000000000011 46.004716870151363 2.5000000000000004 233.5360091947378 1.090530427077113 14.500000000000002 63.276566072013075 231.53140771637126 533.50000000000011 449.25000000000006 21.500000000000004 0.49538912784553851 18.00000095367432 0.87841100457091803 192.59491641490436 1.4667109929078015 93.816756826189717 9.5000000000000018 14.500000000000002 521.25000000000011 31.500000000000004 55.500000000000007 0.55437336884324073 0.89563820467426158 3001.2500000000005 0.65701035196687385 696.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 13 16 -6 -1 8 9 10 11 12 -8 -4 15 -9 23 19 -19 -11 -21 -22 27 -5 -15 -26 -17 -2 right_child=22 2 3 4 5 -7 7 14 -10 17 -12 -13 -14 24 -16 26 -18 18 -20 20 21 -23 -24 -25 25 -27 -28 -29 leaf_value=0.00059555630825050847 -0.00016031249791327687 0.00014626710506715374 -0.0029976268568063808 -0.0037455492868834418 -0.017123297886802016 -0.00047331632920130895 0.0035524883368326689 0.0023059979460622287 0.00037085920419181815 -0.0014136966583188366 0.0003626346589652022 -0.007329772634575178 -0.0013587870811129969 0.00061245663709156943 0.0033252139932869128 0.001380659487394747 0.0027279024383941499 -0.00070736156774754591 0.0010186654518335016 -0.016172070923676809 0.0018803297922113608 -0.022074069692405631 -0.004317318946920919 -0.0013327942458656341 0.0015638946159962077 -0.015027450318353978 -0.0069157314670803861 7.6296625536918653e-05 leaf_count=73534 359707 39365 1080 2988 173 108 608 950 49613 9406 36044 368 3869 5866 2751 223 406 22301 4562 120 152 25 542 3841 194 126 337 295929 internal_value=0 0.00339037 -0.0057745 -0.0300459 -0.0553412 -0.24486 0.00581272 0.00145341 -0.000171782 -0.00570577 0.00406312 -0.027308 -0.015796 -0.00388037 0.0499186 0.0025401 -0.0479804 -0.0166296 -0.00945829 -0.0364835 -0.169647 -0.0343192 -0.00130234 -0.054536 0.00739174 -0.113455 -0.0824722 -0.00122193 internal_count=915188 259010 54147 14782 7516 281 204863 131329 127068 77455 40889 4845 4477 7266 4261 1510 7235 36566 26863 9703 297 177 656178 6829 6186 320 560 655636 shrinkage=0.0437965 Tree=135 num_leaves=29 num_cat=0 split_feature=18 17 16 11 8 4 5 29 19 7 25 9 8 18 21 24 25 28 14 21 28 23 5 24 5 28 13 18 split_gain=4.42772 4.04889 5.50999 6.34516 5.19008 5.16306 7.2538 8.59241 4.8354 4.69166 7.51687 4.5672 4.73702 4.30162 10.5481 9.88767 14.1164 9.58037 8.31302 8.43241 7.45889 7.01268 7.40984 9.09601 6.85557 6.04012 8.20776 7.48911 threshold=6.5000000000000009 33.766729408031473 181.40375666647134 0.80467237358664156 142.50000000000003 141.0376892089844 166.99998474121097 1.9457347354460277 23058.500000000004 -89.167671203613267 439.25000000000006 0.94159775005373303 205.50000000000003 3.5000000000000004 9.5000000000000018 20.500000000000004 424.25000000000006 708.25000000000011 32.28512123004888 12.500000000000002 987.25000000000011 0.36250643666323384 24.000001907348636 17.500000000000004 44.999996185302741 449.25000000000006 26.283890433520373 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 9 -4 8 7 -7 13 10 -3 -12 -13 14 -6 21 -17 -18 20 24 25 -15 23 -23 -20 26 -16 -28 right_child=-2 2 4 -5 5 6 -8 -9 -10 -11 11 12 -14 15 18 16 17 -19 19 -21 -22 22 -24 -25 -26 -27 27 -29 leaf_value=0.00042985575381037744 0.0044633814304552641 -0.0049844946586497527 -0.00095998042830923674 0.00020504984986588907 1.7355595708205426e-05 0.0013359787823644356 -0.0013134162221614218 -0.021391122638546166 0.0027451856131754404 -0.00063148015776338029 -0.00023697084210515154 0.0010354559028028136 0.0065267108304342377 0.0045094458222727472 -0.0075055609127469645 -0.0067800204910544223 -0.0011863261499193191 0.0019335418879702316 0.00064601243947862803 -0.01314217030076493 -0.010882076797352083 -0.00047925366600969429 0.00030129816610487511 -0.0052186694999741224 -0.0098372710442454752 0.0008208115256542486 -0.017288497278006885 0.0010540312105927732 leaf_count=40643 427 309 10197 29737 655518 55 2904 76 1267 65236 791 551 665 689 392 803 17939 2110 549 148 106 3001 27396 1048 153 51599 45 834 internal_value=0 5.80751e-05 -0.000395576 -0.00749007 0.000492928 0.000791032 -0.0403725 -0.270552 0.000954641 -0.0128483 0.0313819 0.0537359 0.0922103 0.000852052 0.00150128 -0.00783941 -0.0247974 -0.0195903 0.0149585 -0.0831516 0.0165327 0.00316478 0.000978056 -0.0389519 -0.0374187 0.017064 -0.051039 0.00262564 internal_count=915188 914761 874118 97289 776829 766632 3035 131 763597 67552 2316 2007 1216 762330 709344 52986 20852 20049 53826 850 52976 32134 31445 4049 702 52870 1271 879 shrinkage=0.0437965 Tree=136 num_leaves=29 num_cat=0 split_feature=26 11 5 7 5 15 24 25 21 23 14 1 15 22 22 15 20 28 7 26 2 6 15 23 27 12 27 12 split_gain=4.15458 3.95492 6.57602 5.9573 7.55445 10.2313 22.3189 12.4827 12.2019 9.80369 9.18515 10.0098 7.81943 8.62195 11.7013 13.0125 10.3656 8.13048 6.85096 6.62212 6.60751 6.50175 6.09017 9.71029 16.5945 5.62978 7.2185 5.59328 threshold=7.2522301203290942 0.87644061302681997 40.93145942687989 -8.1301016807556135 50.496402740478523 0.88909835014044769 2.5000000000000004 3228.2500000000005 2.5000000000000004 1.2453386048158899 15.889804212743579 505.50000000000006 0.3082126678631591 2130.7500000000005 3818.2500000000005 0.60041948967117509 0.63988679742496624 1480.7500000000002 -11.586396694183348 1.3110613964720323 11.844951923076925 0.83218197652707226 0.26588874010805319 2.465589813743029 14.500000000000002 123.23097038856282 47.500000000000007 448.83556979968262 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 25 4 9 8 -7 -8 10 -1 11 -6 -10 16 15 -15 20 -18 -17 -9 -14 -20 23 -5 -25 -3 -27 -16 right_child=-2 2 -4 22 5 6 7 19 12 -11 -12 -13 13 14 27 18 17 -19 21 -21 -22 -23 -24 24 -26 26 -28 -29 leaf_value=0.00033851626095751403 0.0015676132931148352 6.3238010016861506e-05 0.00060786146502590668 -0.00096189099504513295 0.00547718764374779 0.00058944975299962015 -0.0045811573878902284 -0.021705009256236366 0.00077749954466977973 -0.0005534258310531013 0.00034513541528299787 -0.011316992719641808 -0.022936974706630205 -0.003019570183146855 0.0040531506321572347 -0.013766682776858195 -0.0013252166550495911 0.0010704763655991695 -0.020629658430304908 -0.0013384364457451048 -0.0056645902270761467 0.0033559246004739138 -0.00012982324845088491 0.00031420167529030518 -0.018951206515172975 -0.0016713916397669113 -0.026851488938756923 -0.013750996191406515 leaf_count=188454 3238 155208 48955 9773 93 712 242 205 3934 27027 34680 254 47 1256 397 423 13960 3374 28 36 442 96 418986 189 157 2963 22 37 internal_value=0 -9.03446e-05 0.00375094 -0.00121933 0.00240774 -0.00749451 -0.0991017 -0.265029 -0.00563974 0.00517492 0.00626062 -0.155628 -0.0230122 -0.0310066 -0.0895253 -0.125009 -0.0236618 -0.0196113 -0.25374 -0.426123 -0.167244 -0.0470398 -0.00354971 -0.0277915 -0.192427 0.000616599 -0.0424001 0.0578879 internal_count=915188 911950 207148 704802 275697 60216 1195 483 59021 215481 35027 347 23994 20060 2237 1803 17823 17334 547 241 489 124 429105 10119 346 158193 2985 434 shrinkage=0.0437965 Tree=137 num_leaves=29 num_cat=0 split_feature=0 27 0 0 9 28 21 18 6 13 21 12 27 23 27 17 17 16 10 17 27 23 16 5 8 26 6 12 split_gain=4.00372 7.16604 4.09219 6.0197 4.56785 4.01947 16.7467 12.67 8.97594 9.01142 7.52298 16.4287 9.0291 9.92077 6.64136 9.79585 6.847 7.79057 6.51193 5.99856 6.12372 5.79033 8.72448 7.484 11.923 6.46094 5.78016 5.57793 threshold=33.000000000000007 55.500000000000007 31.000000000000004 29.500000000000004 0.95631233639285607 965.25000000000011 10.500000000000002 1.5000000000000002 0.34375000471510464 31.607456823918778 6.5000000000000009 135.95889244992068 17.500000000000004 0.76754762142216026 14.500000000000002 65.074936636657256 58.381567914369604 139.96601175597399 0.97415032290099324 55.715660477260705 6.5000000000000009 0.87487365894902613 193.90484321995052 57.130920410156257 1445.5000000000002 0.91976371244217126 0.7999999943133852 139.37310601229379 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 5 -4 14 7 -7 -9 -10 19 12 13 -12 16 -16 -1 -18 -8 -11 27 22 -17 -23 -25 -24 -27 -21 right_child=1 -3 4 -5 -6 6 18 8 9 10 11 -13 -14 -15 15 21 17 -19 -20 20 -22 23 25 24 -26 26 -28 -29 leaf_value=0.00043110989605773251 -0.0001050917268270804 -0.0079761245653939775 -0.00028167943387574242 -0.00050279990473858273 0.00085816545448219779 7.2450571428455809e-05 -0.01720333093832456 0.00091204637802370751 0.00060800842720069295 -0.0017003497987904915 -0.0035216925432902048 -0.00050230810881794665 -0.0021378850549230799 -0.022975244639015711 -4.875696701087672e-05 0.0016572357515307974 0.0051922963957905539 -0.0013838429371919488 0.0078347481640174393 0.0034589775142791581 -0.0078849409645330854 0.0027398917097623487 -0.002390154646690536 -0.020779226840748379 0.0014725449559341995 -0.020539515282486633 0.0051109498005811813 -0.0052495136062308111 leaf_count=146482 371724 222 9313 35682 24444 63771 149 2416 1925 5738 68 368 95 193 237013 1748 366 6183 23 235 674 4907 790 68 144 72 22 353 internal_value=0 -0.00250682 0.00175162 0.00104515 0.0124143 0.00198844 -0.0046748 -0.00396789 -0.0336844 -0.0473329 -0.0625892 -0.15963 -0.312785 -0.408866 0.00326161 3.07743e-05 0.00842914 -0.0232057 -0.316355 -0.0525524 -0.114973 0.0350136 -0.00310377 0.0546121 -0.129344 -0.084064 -0.331904 -0.0403932 internal_count=915188 371946 543242 509485 33757 473803 76008 75836 12065 9649 7724 724 356 261 397795 244764 153031 6549 172 7000 1262 7751 2632 5119 212 884 94 588 shrinkage=0.0437965 Tree=138 num_leaves=29 num_cat=0 split_feature=18 16 16 26 9 1 23 13 11 23 9 30 7 21 20 21 21 19 15 15 28 18 29 11 7 11 33 4 split_gain=3.95725 3.91013 6.46635 7.37608 4.7125 5.72577 4.66217 4.4551 4.23372 5.02601 4.91385 4.24247 4.19108 7.29113 4.20519 3.82837 5.26691 9.92956 4.26274 5.02193 5.60479 5.65541 4.71085 3.71471 5.26346 3.69242 3.46089 5.78275 threshold=6.5000000000000009 145.6973654454998 108.33527962179026 1.0369841175982832 0.96146871197921813 18627.000000000004 0.34661263154641414 68.399225926021543 0.64376863347891444 1.8661074022720299 0.960396575758659 1.0000000180025095e-35 -62.06163024902343 1.5000000000000002 0.26000378835711585 18.500000000000004 16.500000000000004 579.75000000000011 0.48449218878288586 0.53942265253857113 504.75000000000006 4.5000000000000009 0.80702750064719131 0.55824443598577655 -49.881801605224602 0.79961890262350888 2.5000000000000004 92.999992370605483 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 6 -1 12 9 11 -10 -5 13 -6 -15 16 26 18 -18 20 -20 -22 25 24 -8 -21 -3 -28 right_child=-2 15 -4 8 7 -7 23 -9 10 -11 -12 -13 -14 14 -16 -17 17 -19 19 22 21 -23 -24 -25 -26 -27 27 -29 leaf_value=0.0011951200753904725 0.0042625747625028932 3.4682110474887191e-05 -0.0009533370907183449 0.0096456045677981161 -0.0041704900326121272 0.010071881059362148 -0.0074860032435444474 0.0072930766851499376 -0.0034550196109039469 -0.0079171195902947716 0.0071113276577799943 -0.0018280149959307649 -0.001299670207839635 -0.0031676315170001972 0.012190999575083541 0.0032384311405155124 5.2059897401774098e-05 0.0022152954427325077 -0.017458675076470084 0.0011434920665793966 0.0023234768712679559 -0.018630718530014603 -0.0018636230158651714 -0.0041026359377739057 0.0033262309415555795 -0.0094368490706677605 -0.00050155777075755437 0.004962966162512697 leaf_count=855 418 857539 17736 437 116 86 116 265 215 41 139 72 611 42 184 706 519 839 113 78 84 35 982 1172 338 335 30739 376 internal_value=0 5.65715e-06 -0.0130362 0.0199894 0.000606282 -0.0236992 -0.0324922 0.0518313 0.101146 0.156049 0.0158441 0.18318 0.0199393 0.108578 0.213185 0.000333405 0.000275121 -0.04166 -0.0777227 -0.102895 -0.239129 -0.0876674 -0.0802381 -0.0639265 0.0128694 -0.169845 0.000415981 -0.00994426 internal_count=915188 914770 22425 4689 3785 2567 2481 1218 904 550 354 509 953 342 226 892345 891639 2985 2146 1627 232 119 1395 1626 454 413 888654 31115 shrinkage=0.0437965 Tree=139 num_leaves=29 num_cat=0 split_feature=20 29 28 32 18 16 16 26 22 24 9 7 10 24 26 6 0 29 30 27 22 1 17 28 29 21 24 6 split_gain=3.64811 6.83376 6.38328 5.58367 15.5354 5.78614 5.79691 4.86675 6.56473 9.4319 6.552 5.88965 5.61979 6.10402 5.36812 5.47129 4.69684 8.54867 6.1195 5.64377 22.3415 12.5037 8.79009 8.73964 9.35992 8.15899 8.49632 7.75936 threshold=0.78520229236164585 0.058719029909603711 4404.2500000000009 1.5000000000000002 1.5000000000000002 108.33527962179026 139.96601175597399 1.0369841175982832 1733.2500000000002 3.5000000000000004 0.95508374403974849 -84.781875610351548 0.9143656602638558 3.5000000000000004 0.336780760284555 0.91666666986669731 51.000000000000007 1.2057203454022121 1.0000000180025095e-35 22.500000000000004 1153.2500000000002 3167.0000000000005 57.684363201708784 457.75000000000006 0.85887799258176922 7.5000000000000009 14.500000000000002 0.5238095276779694 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 5 -5 7 -7 8 9 -3 12 -11 13 14 -10 -16 19 -18 -19 -8 22 -22 23 24 -21 -25 -27 -23 right_child=1 3 -4 4 -6 6 16 -9 10 11 -12 -13 -14 -15 15 -17 17 18 -20 20 21 27 -24 25 -26 26 -28 -29 leaf_value=-0.00020557574508018044 0.0054060932728273985 -0.007569619386554708 -0.0058466643563641185 0.0026110390431881773 -0.00059899374959782655 -0.0013354572593445094 0.00013339314590024942 0.0049857636228550096 0.0090466621290347434 0.012809390389138467 0.0066127031391872981 -0.00047177153753885697 0.0051358495321025934 -0.0087659984780483619 -0.0044291891501382144 0.013349414819579408 -6.2941965930468727e-06 -0.00075866813291814003 -0.0028428323888565819 -0.0058153945146357756 -0.0057405725346200186 9.7907410037719933e-05 0.0010403025484487262 -0.00060606532463367523 -0.0010859524087698047 -0.0015661123017381962 0.00017128910425406551 -0.028576246054458951 leaf_count=140109 114 356 637 5749 5819 6010 524012 760 112 81 513 306 317 182 263 38 42470 14135 3341 982 415 23 11491 50846 4395 5721 95906 85 internal_value=0 0.000850873 -0.0944945 0.000943346 0.0227487 0.000612647 0.000441674 0.044981 0.0208425 -0.055364 0.0605768 0.0526985 0.009721 -0.0475763 0.019661 -0.0498833 0.000688302 -0.00780407 -0.0264202 0.00142198 -0.00358716 -0.209952 -0.00294982 -0.00489371 -0.044517 -0.00349638 0.00167784 -0.513049 internal_count=915188 775079 751 774328 11568 762760 759832 2928 2168 743 1425 387 912 595 413 301 753822 59946 17476 693876 169864 523 169341 157850 5377 152473 101627 108 shrinkage=0.0437965 Tree=140 num_leaves=29 num_cat=0 split_feature=0 6 12 21 10 6 29 26 30 27 25 22 28 28 13 25 18 27 21 18 27 26 16 29 27 25 17 5 split_gain=3.9679 4.29902 4.9683 4.01706 7.12529 3.98111 5.0925 6.61603 5.1037 4.81927 10.1088 8.66501 7.60709 5.12243 5.24584 6.7853 7.62536 6.37029 4.9262 7.12372 8.49553 12.8164 6.85991 7.84465 6.80117 6.41975 6.39028 5.96363 threshold=9.0000000000000018 0.86956521876204507 99.033008588991081 14.500000000000002 0.52200711281179113 0.52127659205885324 0.53018206145792079 0.27673491931984068 1.0000000180025095e-35 22.500000000000004 1038.7500000000002 430.25000000000006 770.75000000000011 556.25000000000011 31.497600768319376 424.25000000000006 4.5000000000000009 32.500000000000007 11.500000000000002 3.5000000000000004 39.500000000000007 0.72240998546667001 208.86778071150641 0.72069639008620701 27.500000000000004 630.25000000000011 51.873697496150164 25.000001907348636 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 7 8 -7 -8 11 13 18 14 15 17 -17 -11 22 27 -21 26 25 -24 -25 -13 -22 -20 right_child=1 2 -4 4 -6 6 9 -9 -10 10 -12 12 -14 -15 -16 16 -18 -19 19 20 21 -23 23 24 -26 -27 -28 -29 leaf_value=0.000308899216397631 -0.0001530526679542436 -0.00041774803860428113 9.9505873052556739e-05 -0.0010904087202596895 -0.0100918927801396 0.0013613681220736784 0.00021110134523865732 -0.00062643549285807093 -0.00038483230686181004 -0.0037373095290942535 -0.0099493557808530853 -0.0018198414705277437 0.0011239126998520373 0.0017243322025735496 -2.8520298828233139e-05 -0.0029252477846094856 0.0054927177590238267 -0.010674734034771592 0.0038938476250777237 0.00075713267837700983 -0.012868049548470838 -0.0011012246453805997 0.0021126490940122917 0.00026223866805404761 -0.00065806910080690498 -0.00018614236910494464 -0.0026543765250071276 0.00077751597579283932 leaf_count=74734 187694 86309 50046 665 226 6691 344966 37796 6172 724 200 9508 10184 640 1188 1599 237 391 1305 4339 289 3279 3011 32295 29447 8963 198 12092 internal_value=0 -0.000550538 -0.00566995 -0.010228 -0.0770294 0.000448624 0.00188433 -0.00763652 0.0119529 0.00292189 -0.00253984 -0.00216448 -0.000429287 -0.0438867 -0.0567607 -0.079349 -0.0419809 -0.140881 -0.00296653 0.0105266 -0.0128747 -0.0476262 -0.00645266 -0.00160369 -0.00403433 -0.0234515 -0.198999 0.0246841 internal_count=915188 840454 137246 87200 891 703208 515514 50659 12863 464855 119889 119689 114910 4779 4139 2951 1836 1115 104726 21502 8105 3766 83224 64753 61742 18471 487 13397 shrinkage=0.0437965 Tree=141 num_leaves=29 num_cat=0 split_feature=17 4 7 28 2 25 22 26 14 29 7 30 11 7 4 22 17 10 17 7 29 26 6 10 6 7 26 25 split_gain=3.76426 4.73007 5.69512 5.39529 6.34977 5.28061 12.8277 8.48994 7.00056 10.1208 7.43854 6.05736 12.9326 5.8736 5.34075 5.18041 5.07931 4.99155 4.62528 6.66555 4.60589 4.62318 4.50085 4.82489 4.74173 4.41077 5.38053 5.46715 threshold=33.766729408031473 184.26949310302737 -69.392520904541001 3819.7500000000005 1682.5795454545457 14730.750000000002 12962.500000000002 1.0453091484478638 90.169828554133431 1.3612239042818395 -60.213367462158196 1.0000000180025095e-35 0.5806264041832796 -78.667022705078111 92.999992370605483 22029.000000000004 53.644968597221776 0.9702104724850672 99.18466983782379 -88.390228271484361 1.3707400596647845 1.3190133346853929 0.70970255287768824 0.7728595026716808 0.90000000301578342 -12.081263542175291 1.2260807990602924 1025.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 -3 -4 15 6 -2 13 -8 11 -11 12 -10 18 -9 -5 -15 -18 -7 -20 -16 -22 -17 24 -24 -12 -27 -28 right_child=1 2 3 4 -6 7 8 14 9 10 25 -13 -14 16 20 22 17 -19 19 -21 21 -23 23 -25 -26 26 27 -29 leaf_value=0.00040991551108836597 -1.6081352517429863e-05 0.0027943988233529947 0.0024060282835002994 0.0048879310103521235 0.0010439494585186156 -0.00042360172394523477 0.0010753671855853698 -0.023512398966357279 -0.027854020809968655 -0.0099447564389530587 0.0020188722100516945 -0.0046035143305218343 -0.0058560064798157882 0.0015500881119831749 0.006061919781742719 -0.0043916717820896151 0.0058401660296953442 -0.0067439643001977814 0.0011603846888020674 -0.024131304876531354 -0.020522832881167848 -0.0037958131418330474 -0.012800392479234545 -0.020620707976135636 -0.0014826896045414578 0.0049042355217636174 0.0051974934845720093 -0.0069848126285559503 leaf_count=40574 866498 326 230 66 255 478 535 28 96 241 431 153 110 2167 73 361 1093 64 39 41 38 191 194 82 112 119 82 511 internal_value=0 -0.000493321 -0.0543785 -0.0840151 -0.113883 -0.000392956 -0.000564205 0.0349293 -0.0755065 -0.106219 -0.0674097 -0.255836 -0.367781 0.0480192 -0.119056 -0.156973 0.0639563 0.117454 -0.0469183 -0.269465 -0.0803195 -0.150046 -0.18064 -0.255413 -0.197686 -0.0337461 -0.0820779 -0.12102 internal_count=915188 874614 1626 1300 1070 872988 868776 4212 2278 1743 1384 359 206 3882 330 815 3324 1157 558 80 302 229 749 388 306 1143 712 593 shrinkage=0.0437965 Tree=142 num_leaves=29 num_cat=0 split_feature=11 20 16 6 27 12 13 19 4 9 16 16 18 7 20 18 18 21 24 12 23 27 29 27 13 20 6 18 split_gain=3.56725 3.72235 4.55646 4.17619 4.44087 9.67776 7.25453 6.48209 38.6625 6.45757 6.03171 5.43576 3.53212 3.5287 7.59861 6.13037 5.9403 9.41883 5.78667 13.1967 5.73137 9.19727 6.59453 12.1229 9.20731 8.32627 7.92767 6.8545 threshold=0.93795210072405888 0.29920509140630308 208.21973710401008 0.22223100700550599 2.5000000000000004 99.816756826189717 31.607456823918778 5508.0000000000009 64.420894622802749 0.98481767628330474 230.5919033056648 246.05976645086901 6.5000000000000009 -1.0000000180025095e-35 1.0797281906051841 4.5000000000000009 3.5000000000000004 11.500000000000002 19.500000000000004 67.745689014324228 0.42990036097512735 16.500000000000004 0.71471356914921302 16.500000000000004 24.868587143231625 0.78520229236164585 0.55089817148696574 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 -2 -3 -4 5 6 -5 -7 9 11 -10 -9 13 14 15 -1 17 -15 20 -20 21 -18 23 24 -22 27 -25 -24 right_child=1 2 3 4 -6 7 -8 8 10 -11 -12 -13 -14 16 -16 -17 18 -19 19 -21 22 -23 25 26 -26 -27 -28 -29 leaf_value=0.00015396697655172936 -0.00063198490944486722 0.003233539017636471 0.0038337208796065492 -0.0068011407079589734 0.00059823030324418199 0.0025910189163238827 -0.030063650719122797 -0.022134231324218063 -0.014538575441306883 -0.032928128046355136 0.0026151029156123028 -0.0013851816206215187 0.0043160277467399763 -8.7670671505574364e-05 -0.00035954757291515281 0.0022809500361850002 -0.0038517157131761539 0.00093673526918688942 -0.0047965709670562736 -0.00079083016657415851 -0.0023598473585439857 0.0038269026115284746 -0.0030537038749674636 0.0044717524914898495 -0.012606593089735017 0.00021846113880504342 -0.0020118354817845784 -0.016186614969366367 leaf_count=312243 5024 1265 717 90 22739 621 36 74 42 63 616 36 361 448601 61784 2621 377 17903 1734 17482 342 1450 570 454 331 15744 1780 88 internal_value=0 0.0105114 0.0152761 0.0123172 0.0100994 -0.0411999 -0.307047 -0.0181305 -0.0758895 -0.496552 0.0347103 -0.35034 -0.000347802 -0.00038821 0.00193013 0.00391978 -0.00211099 -0.00110413 -0.0137511 -0.0263103 -0.00233278 0.0512011 -0.0073981 -0.0512954 -0.168952 0.000382013 -0.0158511 -0.109828 internal_count=915188 31323 26299 25034 24317 1578 126 1452 831 173 658 110 883865 883504 376648 314864 506856 466504 40352 19216 21136 1827 19309 2907 673 16402 2234 658 shrinkage=0.0437965 Tree=143 num_leaves=29 num_cat=0 split_feature=18 16 22 29 17 16 27 23 22 29 28 11 32 6 11 22 18 10 16 28 10 23 4 23 14 10 14 8 split_gain=3.50796 3.47174 5.47374 5.92161 4.86513 7.19137 6.15803 6.74044 6.82099 9.59279 6.17275 7.43244 4.90426 5.77632 6.37317 4.62712 10.5304 12.1058 7.72098 7.62396 6.67995 5.42522 7.06251 5.15366 10.4987 14.9487 6.01983 7.72073 threshold=6.5000000000000009 145.6973654454998 5978.0000000000009 1.4909729096747715 37.668108236526393 191.25151537415968 6.5000000000000009 1.4667109929078015 4461.5000000000009 1.0000878580214376 2272.7500000000005 0.80770618270618277 1.5000000000000002 0.3583697562664811 0.54971374514718174 313.75000000000006 1.5000000000000002 0.87893193418261695 182.30237631747272 385.25000000000006 0.92426016323976001 0.83594431719022699 9.0182905197143572 1.0000783576241969 39.287552160674046 0.86663134337470249 26.31719845000595 2034.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 12 7 15 -9 -10 -8 -12 13 -3 -15 16 21 18 -18 -17 -19 -6 -23 26 -25 -26 27 -21 right_child=-2 4 3 -5 6 -7 10 8 9 -11 11 -13 -14 14 -16 19 17 20 -20 23 -22 22 -24 24 25 -27 -28 -29 leaf_value=-0.00077400041949410195 0.0039843317995989858 0.0051779769315645069 0.00058571884031633425 0.0069861905090778534 -0.0094976199741440299 0.00014273799694551202 1.7355352077601115e-05 0.0014338894710973511 -0.016378524028243063 -0.0011121160900670383 -3.7831278722722966e-05 0.0030587973821865327 -0.00023052372675595257 0.011873926379218035 0.0012746448255356181 0.0024327595061179983 -0.0017202387889885145 -0.012145189083284519 0.0074864028583919084 -0.00057673781519528597 -0.0002861137142207052 0.00092464627887441141 -0.0042217263497193258 -0.00062871336610608049 -0.0015978655962577265 -0.0088072267135048937 0.00011663950055035775 -0.0056313410561587545 leaf_count=20023 424 835 2035 321 252 62253 700172 6712 86 963 3131 2831 3382 110 10083 1841 255 148 555 36496 237 715 1797 15925 2056 754 40207 589 internal_value=0 -6.00282e-06 -0.012308 0.0332851 0.000302503 0.00791889 -0.000413299 -0.00738778 0.0210199 -0.0539701 0.000669101 0.0327098 0.0280497 0.038266 0.0317156 -0.00955294 -0.0430689 0.035367 0.104758 -0.00819714 -0.110624 -0.0769802 -0.0629479 -0.00941922 -0.0242992 -0.0806534 -0.00581243 -0.0150016 internal_count=915188 914764 22379 2356 892385 76663 815722 109588 7761 1049 706134 5962 14410 11028 10193 101827 3959 1195 810 97868 385 2764 2512 96027 18735 2810 77292 37085 shrinkage=0.0437965 Tree=144 num_leaves=29 num_cat=0 split_feature=16 16 9 12 17 16 32 6 27 23 4 21 25 4 19 27 8 5 17 29 9 5 29 24 5 6 28 1 split_gain=3.20701 5.74821 5.09271 7.92731 4.14088 5.94471 5.51152 6.33049 5.28217 7.56648 6.03749 7.27194 22.4589 9.72058 17.9203 16.861 16.0616 15.6991 14.5848 11.507 8.21499 6.99322 6.80028 6.6477 6.52301 6.41198 6.12859 8.27062 threshold=145.6973654454998 108.33527962179026 0.94747748861407055 418.42997820866111 36.437424497431337 201.61531817294556 1.5000000000000002 0.44392518937132058 7.5000000000000009 1.7033413913127105 16.000239372253422 1.5000000000000002 3228.2500000000005 36.000164031982429 4315.5000000000009 5.5000000000000009 2863.5000000000005 184.60845947265628 78.70587656161193 0.8295368064203682 0.97347872139341196 154.80911254882815 0.20591886814647109 3.5000000000000004 69.013374328613295 0.32408713192159117 578.25000000000011 5526.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 6 7 -2 9 10 21 26 25 22 15 16 24 23 20 -20 -18 -6 -14 -16 -15 -13 -12 -28 right_child=4 -3 -4 -5 8 -7 -8 -9 -10 -11 11 12 13 14 17 -17 18 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.0014882544117513785 0.0045801983381838531 -0.00087551184903426275 0.0023955064013589491 0.0057095181961302425 -0.00097654902709790991 0.00014278566521038109 -0.00025394936961846697 0.0013084106194730754 3.8963108836543137e-05 0.001338901728772518 -0.0014621895179469995 0.0015727554722215309 -0.0053091924790072773 -0.0067223956983112915 -0.0023157670693244692 6.1157428248501084e-05 -0.018242593581793171 -0.010457968363144146 -0.017182219370473008 0.009899498909570285 -0.00099284117067683785 -0.012646872101003155 0.0014034784814685648 0.0029726459344389475 0.007345512879029392 -0.00033878628577209711 0.00085239012948560395 -0.00056717693670770215 leaf_count=2146 1335 17775 2182 340 19094 47451 3490 7547 688641 5512 3582 3538 384 189 1392 354 609 363 49 78 58 99 1176 678 95 69200 26660 11171 internal_value=0 -0.0117891 0.0194404 -0.0115042 0.000314136 0.00835034 0.0278728 0.0411032 -0.000263048 -0.00576474 -0.00720802 -0.00456541 -0.0102418 -0.0723107 -0.0992034 -0.187959 -0.250141 -0.046964 -0.323143 -0.0125433 -0.382282 -0.0236719 -0.00568245 -0.0133257 -0.0460444 -0.00561251 0.00614818 0.00989145 internal_count=915188 22443 4668 2486 892745 59823 12372 8882 832922 144281 138769 119576 78163 5425 3865 1432 1078 2433 794 127 667 19193 1560 2070 284 72738 41413 37831 shrinkage=0.0437965 Tree=145 num_leaves=29 num_cat=0 split_feature=11 5 12 27 20 14 8 24 32 7 20 5 15 24 26 14 27 12 20 30 23 7 14 11 7 15 16 23 split_gain=3.42487 6.00208 5.55505 6.54928 5.49622 9.23711 9.94203 5.78975 4.86053 4.53039 6.037 5.30562 8.75619 20.0914 12.1669 6.23747 6.13626 10.5395 6.8231 7.06802 5.93729 5.88652 5.63922 5.08394 7.87038 6.86848 5.9493 5.25603 threshold=0.87644061302681997 40.93145942687989 123.23097038856282 47.500000000000007 0.95763767491745011 35.559248050409238 1104.5000000000002 6.5000000000000009 1.5000000000000002 -8.1301016807556135 1.0797281906051841 50.496402740478523 0.88909835014044769 2.5000000000000004 1.0793353922600462 25.914440409842395 21.500000000000004 310.10407640085663 0.75644192995075532 1.0000000180025095e-35 0.33022623529321266 -58.350833892822259 30.48771996825749 0.6756949806949808 -89.93590927124022 0.54815763845638166 177.28416122686221 0.94345542446632302 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 4 5 6 7 -4 -8 10 11 -1 15 -14 -15 -13 18 -18 19 -17 22 -16 -20 27 25 -25 -26 -22 right_child=1 -3 3 -5 -6 -7 8 -9 -10 -11 -12 12 13 14 21 16 17 -19 20 -21 23 -23 -24 24 26 -27 -28 -29 leaf_value=0.00029680552084806197 5.8294253188170904e-05 0.00057496492483883742 -0.014337656325395786 -0.025654060305988411 -0.00087768796854693432 0.0026684448801030524 -0.024986681109274024 0.0019384006313116436 -0.002524818796665758 -0.00013721711702148045 -0.00037670122040497851 -0.0012136016515849244 0.00072665398927750189 -0.017939162439996485 -0.010151478760412756 -0.011424008210498984 -0.0019394437900434433 -0.017958465226579172 -0.0080242207163634637 -0.0014701998881307865 -0.0014997602194843534 0.004117052714164144 0.0089587472655581497 -0.001061071435195893 -0.005121109006651154 -0.0079543909241091872 5.2443771802409586e-05 0.00074797845009859549 leaf_count=176766 155060 49475 67 22 2526 151 94 112 23 430664 44631 8366 699 238 123 145 834 87 44 2430 2158 101 254 666 442 475 12041 26494 internal_value=0 0.00351594 0.0005071 -0.04215 -0.0381274 -0.140338 -0.243011 -0.0948422 -0.469698 -0.00110388 0.00205106 0.00409708 -0.00442329 -0.0903561 -0.252167 -0.00259053 0.001971 -0.0788338 0.00361935 -0.0463669 0.00664266 -0.0848904 0.147299 0.00565119 -0.0102518 -0.0897509 -0.00298522 0.013213 internal_count=915188 207530 158055 2995 2973 447 296 179 117 707658 276994 232363 55597 1161 462 54436 46070 921 45149 2575 42574 224 298 42276 13624 1141 12483 28652 shrinkage=0.0437965 Tree=146 num_leaves=29 num_cat=0 split_feature=26 17 28 0 27 17 11 20 6 8 5 5 27 25 24 13 7 28 11 19 11 14 26 18 5 17 5 13 split_gain=3.54433 3.70566 5.1678 3.34194 6.29244 4.51209 5.7435 4.66011 8.69686 5.68555 5.4988 4.92256 4.76868 4.61871 4.53897 5.74031 4.44266 4.08463 3.99879 3.8074 4.23267 3.77727 4.53197 4.97639 4.32131 3.82193 7.46358 8.31454 threshold=7.2522301203290942 46.592068778831923 2394.5000000000005 40.500000000000007 52.500000000000007 53.031337760287201 0.84643018453994079 1.0001436368859526 0.60839160495971389 1341.5000000000002 95.458080291748061 77.144760131835952 46.500000000000007 8475.5000000000018 8.5000000000000018 117.87910107964889 -82.377357482910142 464.75000000000006 0.88828665622143899 1589.2500000000002 0.89815832315832334 19.816445523172046 0.27673491931984068 2.5000000000000004 79.188934326171889 65.074936636657256 83.999992370605483 45.671750451724932 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 5 7 21 -5 10 12 11 19 16 17 -12 -16 -10 -8 -11 -9 -21 -7 24 25 -23 -24 27 -27 right_child=1 -3 -4 4 -6 6 13 8 9 18 14 -13 -14 -15 15 -17 -18 -19 -20 20 -22 22 23 -25 -26 26 -28 -29 leaf_value=4.8144738466575018e-05 0.0010741060926745701 0.0044587818744243361 -0.0099691634089927716 -0.00015385465355776968 -0.0072246744738817242 -0.0007824372970170406 0.0033977547481827096 0.00019152244450438264 -0.0041654209243736761 -0.005598753725862036 -0.0017252470916451221 0.0046162483671605666 -0.0086794648457091256 -0.0091983335199841993 0.00058662938652469839 -0.019892229113830359 -0.00092821973436162239 0.00057351681588704579 0.0021629357919413128 -0.0031488902698725034 -0.021011471642839327 0.0019781490060085481 -0.00013204821039049708 0.00049472809956618651 0.011329147273527667 -0.00055035203376504907 0.0012864601351556453 -0.0049296012858133387 leaf_count=645914 2511 631 84 114130 240 12942 1023 12742 849 875 216 481 159 91 41 73 19269 24668 149 142 31 482 46953 25655 118 1819 1368 1532 internal_value=0 0.0330756 0.0163629 -0.000129297 -0.00311206 -0.00296592 0.00169297 -0.00660949 -0.0166991 -0.029348 0.00293032 0.00607178 -0.0256766 0.0148662 -0.124594 -0.286028 -0.0243132 0.0156628 -0.102049 0.00237236 -0.144982 -0.00204465 0.000582824 -8.89293e-05 0.0871572 -0.00574155 -0.0328697 -0.0582797 internal_count=915188 3226 2595 911962 266048 265808 116651 149157 35027 21301 13726 13396 20277 25782 330 114 20118 25691 1024 12915 173 90869 77927 77327 600 51672 4719 3351 shrinkage=0.0437965 Tree=147 num_leaves=29 num_cat=0 split_feature=10 6 9 7 28 13 28 21 23 6 14 14 28 23 25 27 27 10 27 17 7 14 5 6 14 19 0 16 split_gain=3.25462 5.70003 7.59138 6.75953 6.93954 6.59857 9.72242 10.5262 7.11243 7.48253 6.70417 9.19395 8.6387 7.70177 6.23302 6.1521 5.61076 5.56939 9.27788 5.47076 5.15923 5.04741 5.69173 7.3837 6.26258 5.85422 5.65864 6.73034 threshold=0.69048401076054744 0.51851851507252911 0.94695825789235955 -81.811786651611314 410.25000000000006 72.109149560758638 1029.2500000000002 9.5000000000000018 0.67727204791714191 0.27209066111241353 14.595317411200805 7.4424414363577727 694.25000000000011 0.36250643666323384 658.25000000000011 7.5000000000000009 18.500000000000004 0.95028128730279715 2.5000000000000004 54.036320685913886 -1.3585597872734068 31.494974671741044 52.60838699340821 0.37240579886276232 25.982746713993354 1108.2500000000002 24.000000000000004 217.17462464103662 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -3 16 6 10 21 20 -10 11 -4 13 14 -12 -13 -5 18 -14 -11 -7 22 -8 24 25 26 -24 -28 right_child=1 3 5 4 -6 8 7 -9 9 19 12 15 17 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 leaf_value=-0.00011223515065372727 -0.00050319430336743555 -0.00049482014048494343 -0.00077971464086937226 0.002098514630844605 0.00018168310264629536 0.0010223481826841475 -0.000526443902693471 -0.024512621915686997 -0.00090295030966914419 0.00070502516140110913 -0.022314871012469397 -0.00026525039387283482 -0.0066116955910985676 -0.00048173498198952452 0.00085026644572029663 0.0018853847692413277 -0.0016261306223106699 0.0058003184681767435 0.00047159307040575639 0.0030975788069628643 0.0076678477042005956 0.0023416726467729693 -0.0018582644682532585 -0.0015651449410698931 -0.020372073028783643 -0.0019184495628229237 -0.0063750732123815188 -0.019165404894710147 leaf_count=317290 68472 28298 5176 5823 361984 425 7265 37 5264 17120 56 3340 359 43864 37 10805 895 369 29589 2053 474 762 169 4284 52 602 188 136 internal_value=0 0.00139979 -0.00294063 0.00359622 0.00473937 0.00147957 -0.00195389 -0.0270469 0.0159921 0.0127785 0.00166414 0.0182581 -0.00265247 -0.0116089 -0.29908 0.0314538 0.0365852 0.0103336 0.00882908 0.0219473 0.103346 -0.0255825 -0.030327 -0.0548157 -0.126075 -0.109972 -0.190771 -0.268146 internal_count=915188 597898 200898 397000 368702 132426 107090 13495 25336 24437 93595 19321 74274 43957 93 14145 6718 30317 29948 19173 899 13458 12696 5431 1147 1095 493 324 shrinkage=0.0437965 Tree=148 num_leaves=29 num_cat=0 split_feature=25 5 24 14 17 26 25 29 7 4 16 15 17 17 7 26 22 6 26 13 28 15 4 6 7 12 7 5 split_gain=3.38725 11.7071 8.02275 5.85608 5.72112 5.67702 6.97962 6.42445 5.16923 6.85592 9.52418 6.77172 5.20024 4.93676 5.55018 4.90955 16.0315 4.52341 4.50952 4.3359 4.32617 4.08552 4.26931 4.01711 4.06078 3.94554 9.51825 11.0519 threshold=14730.750000000002 354.30992126464849 3.5000000000000004 132.73895296774501 50.120139878848413 1.0453091484478638 31549.500000000004 1.0818263036918989 -81.889556884765611 184.26949310302737 228.13592177896098 0.79706232679501476 54.199149516374234 99.18466983782379 -88.390228271484361 1.777386935449494 16728.000000000004 0.98019805337388177 7.2522301203290942 182.07169401165197 42763.500000000007 0.23619048201582818 64.420894622802749 0.628571430676646 -89.93590927124022 486.6417023478424 -6.4381694793701163 117.91599273681642 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 18 15 8 7 -7 13 12 11 -11 -10 -2 -15 16 19 23 25 -5 -12 -14 -23 -17 -25 -1 27 -27 right_child=5 2 -4 4 -6 6 -8 -9 9 10 20 -13 21 14 -16 17 -18 -19 -20 -21 -22 22 -24 24 -26 26 -28 -29 leaf_value=6.5951471191825338e-07 -0.00064255785499576362 -0.01835639960494263 0.0014899262094920781 0.0052611755862376356 0.0028627031377187113 -0.01858542806684475 -0.015766193718654758 -0.00059563452865371287 0.0015848989861047295 -0.0039503187746116712 -0.0020569563875525725 -0.018359773841845773 -0.006208921736704634 0.0011712661053889964 -0.022958851346733394 -0.0090456698148659379 -0.02702972741004361 -0.014580467962194865 0.0016959183423589108 -0.0085579854042304587 0.0024596658482763031 -0.0017570697907356065 0.0064884579890212004 -0.013107943919000518 0.00071265728537324837 -0.019241034260052522 0.00062143046381351544 -0.0022519599726699181 leaf_count=892207 1701 112 60 76 259 40 71 792 5668 254 699 83 61 33 41 121 73 57 2991 102 973 138 947 44 557 75 3405 3548 internal_value=0 -0.000187802 -0.261054 -0.000138141 -0.0674927 0.0170826 -0.0590307 -0.0333481 0.0235678 0.0334736 -0.017864 -0.171229 0.0486097 -0.0256713 -0.278518 -0.1009 -0.222528 -0.0617107 -4.19126e-05 -0.0606823 0.0130476 0.110047 0.124205 -0.0402999 -0.00683085 -0.00017085 -0.023772 -0.0594489 internal_count=915188 903687 172 903515 1289 11501 903 832 10598 8823 2009 337 6814 1775 74 1030 251 779 902226 178 1672 1146 1085 722 601 899235 7028 3623 shrinkage=0.0437965 Tree=149 num_leaves=29 num_cat=0 split_feature=10 28 22 22 19 27 27 29 10 22 27 27 27 24 24 14 28 27 14 19 28 29 15 16 24 16 13 6 split_gain=3.13167 5.676 6.63811 5.15506 6.29409 5.02027 5.00526 13.2052 7.59721 5.77876 4.90208 7.13731 5.65915 10.0556 5.54856 9.09614 5.4535 5.23641 6.33073 8.13396 5.33551 5.98293 5.71609 5.04212 4.69462 5.38646 4.66499 4.60301 threshold=0.69048401076054744 410.25000000000006 313.75000000000006 446.25000000000006 526.25000000000011 37.500000000000007 45.500000000000007 1.3347929682010402 0.60169754098247019 562.75000000000011 22.500000000000004 8.5000000000000018 38.500000000000007 24.500000000000004 16.500000000000004 24.722200297433865 1246.7500000000002 3.5000000000000004 21.897049546604709 430.25000000000006 530.25000000000011 0.53975226024144274 0.83040569276615916 205.78504141942878 3.5000000000000004 212.09181956546027 36.583999550727626 0.51851851507252911 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 24 4 10 -6 -5 -8 9 -9 11 16 13 -12 -13 -16 17 18 20 -20 21 22 -1 -19 25 -2 -4 -3 right_child=1 27 26 6 5 -7 7 8 -10 -11 12 14 -14 -15 15 -17 -18 23 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=0.00016362563599981789 0.0034304456118868067 -0.00013036780599868505 0.0023205166804014673 -2.8484503035818387e-05 -0.0024708624894689904 0.0083512932705493842 -0.0010448324179467966 -0.0048393899756091563 -0.0031028991149948345 -0.026581883915406397 -0.0015835739858030872 0.00033803616513980244 0.0030542907455902548 -0.011499589487236197 -0.0016263506915373772 -0.023160938413626521 0.0048453170189354695 -0.0032882226893841864 -0.01255477835847185 0.005453398111389088 -0.0029568722849070491 0.0014830082230372699 0.015544980054007439 -0.0004706090773335523 -0.0016815136003839196 -0.0031713196908814 -0.00025301570925514012 0.00012944322729990302 leaf_count=74 891 196940 6056 277767 3880 84 1899 33 87 81 5104 20247 469 204 152 50 265 3336 145 72 408 1029 124 1919 2344 323 1739 389466 internal_value=0 0.00139203 0.0235384 -0.00249445 -0.0134945 -0.0511807 -0.00101809 -0.0496553 -0.293395 -0.463234 -0.00904818 -0.00354392 -0.0355557 -0.0448591 0.00607303 -0.158841 -0.0302201 -0.0354721 0.0102514 -0.150234 0.0315513 0.0644923 0.22368 -0.0515863 -0.0122525 0.0382214 0.039875 0.000963267 internal_count=915188 597759 11353 317429 37562 3964 279867 2100 201 114 33598 27821 5777 5308 20449 202 7372 7107 1852 217 1635 1227 198 5255 3558 1214 7795 586406 shrinkage=0.0437965 Tree=150 num_leaves=29 num_cat=0 split_feature=21 21 19 0 29 22 10 5 16 10 27 20 14 17 19 8 17 24 6 16 28 27 22 21 6 28 21 25 split_gain=3.36149 3.94216 9.0424 4.78247 5.09891 3.98786 3.95652 5.54994 5.67347 4.71738 7.10883 4.13306 3.66599 3.32448 3.34483 3.30192 2.9914 2.9891 10.3707 7.47348 7.62479 7.21032 22.2834 12.6771 11.1371 7.39461 6.46086 4.65553 threshold=18.500000000000004 16.500000000000004 572.25000000000011 29.500000000000004 1.2057203454022121 392.25000000000006 0.87103342514865523 30.998927116394047 232.45516140853024 0.83717369080721349 56.500000000000007 0.88382775405976954 14.595317411200805 51.454957812203652 557.25000000000011 381.50000000000006 55.088112404102034 27.500000000000004 0.79166667036889027 210.70811307169291 604.25000000000011 46.500000000000007 558.25000000000011 9.5000000000000018 0.64965192818798279 504.75000000000006 15.500000000000002 588.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 3 5 12 -3 7 9 -9 11 -11 -7 -5 14 -14 -2 -15 21 -19 -20 -21 -1 -23 24 -24 -25 27 -27 right_child=15 2 -4 4 -6 6 -8 8 -10 10 -12 -13 13 16 -16 -17 -18 18 19 20 -22 22 23 25 -26 26 -28 -29 leaf_value=-6.7487686398299508e-06 0.0073063811500772031 -0.011287918949607501 0.0020585877274619663 0.0028670044323978782 0.0045669778071284403 -0.0064101124696464675 0.0026246557868654604 -0.013610116599365266 0.0035136074798849414 0.0064355343516254195 -0.026358240681947677 0.0021110426499693787 -0.013009144294832072 -0.0013101610004003868 0.0010079514744200885 0.00092925036801628342 -0.010279720551299037 0.0014446865284985378 0.0018339550301037313 -0.0065161619155622488 0.00065080109955262429 0.0032563566464609423 -0.024646089869645147 -0.018480163891488231 0.0039432843802029108 -0.006626165177903977 -0.014052090456633486 -0.00055084171627125156 leaf_count=899417 231 77 910 63 79 140 394 144 50 21 32 496 278 178 37 478 119 7962 604 839 431 812 113 68 34 367 104 710 internal_value=0 -0.000224536 -0.0363064 -0.0722704 -0.136099 -0.0367264 -0.0234 -0.0605817 -0.209989 -0.0185134 -0.30515 0.00537296 -0.164232 -0.187877 -0.259443 0.0686583 -0.111973 -0.000105062 0.0172332 -0.0496969 -0.0932475 -0.000294208 -0.0573691 -0.133986 -0.411759 -0.101294 -0.082831 -0.0598468 internal_count=915188 914479 3018 2108 754 1354 1277 883 194 689 53 636 675 612 315 709 297 911461 9836 1874 1270 901625 2208 1396 147 1249 1181 1077 shrinkage=0.0437965 Tree=151 num_leaves=29 num_cat=0 split_feature=0 17 26 8 25 18 25 25 27 16 19 25 28 13 18 16 10 20 27 28 22 10 27 17 21 22 6 30 split_gain=3.33402 5.18648 4.87677 4.0602 9.34791 13.4743 10.1062 12.9886 9.76112 7.54071 7.78076 5.88719 11.309 13.1853 26.523 13.2473 12.0084 8.7526 8.41914 8.38494 7.405 10.8319 7.31414 7.23104 10.7685 9.59925 18.5547 8.32272 threshold=51.000000000000007 56.311005681054077 1.1582665746841221 827.50000000000011 871.25000000000011 2.5000000000000004 1466.2500000000002 975.25000000000011 25.500000000000004 216.70930021972171 743.25000000000011 1165.2500000000002 1398.2500000000002 44.067895547429337 1.5000000000000002 228.13592177896098 0.86081505852366036 0.89873825045482125 9.5000000000000018 10194.250000000002 889.25000000000011 0.91911494059968868 21.500000000000004 56.571547511078336 2.5000000000000004 3195.2500000000005 0.20156981679297295 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 -6 7 8 -7 -9 -11 19 13 14 -13 -16 22 -17 -19 20 21 -5 -15 25 -25 -18 -27 -28 right_child=1 -3 -4 11 5 6 -8 9 -10 10 -12 12 -14 16 15 17 23 18 -20 -21 -22 -23 -24 24 -26 26 27 -29 leaf_value=3.6079758051848471e-07 -0.00024711337893692186 0.00034207512392187906 -0.0011673683282628264 0.00021690673734221121 -0.00045423226766125037 -0.0035090032286081625 0.006198955435213321 -0.0046086858885643015 0.0035379495297801719 -0.016548029381176898 -0.0055242400358966751 -0.00079981367012055206 0.00015333064099506312 0.00059807355460623568 -0.0052458488368856537 -0.002095446339222162 -0.00074508464897177381 0.002239373876520187 -0.025084874926767531 -0.011021388943420149 0.00070780489266132705 -0.0016504310647806261 -0.013041052154692813 0.00079723192373622729 -0.0092438214288066249 -0.02704165920296973 -0.0054756017478568069 0.0011575677951811893 leaf_count=530197 41356 19099 15071 102824 31121 1582 201 691 495 278 220 1095 79151 9828 250 49 10225 24 219 125 62080 6325 76 332 535 66 1141 532 internal_value=0 -0.00643325 -0.0112544 0.000503216 -0.00103087 -0.0169593 -0.0760938 -0.0894876 -0.0417737 -0.172837 -0.266644 0.00365527 -0.00229879 -0.0211343 -0.107815 -0.288738 -0.0148929 -0.433396 -0.511141 0.0072524 0.00744141 0.00248188 0.011266 -0.0350845 -0.12327 -0.0286939 -0.097379 -0.0768626 internal_count=915188 75526 56427 839662 564785 34588 3467 3266 2077 1189 498 274877 103523 24372 1637 542 22735 292 243 171354 171229 109149 9904 12831 867 11964 1739 1673 shrinkage=0.0437965 Tree=152 num_leaves=29 num_cat=0 split_feature=22 21 18 21 7 27 12 11 15 28 25 6 22 29 28 15 27 13 17 21 29 12 13 27 10 28 11 8 split_gain=3.20006 6.03106 6.0654 6.72175 6.93909 6.19616 9.50145 8.99674 5.37932 5.93874 9.56508 6.6987 5.79059 5.01799 4.63566 8.06776 5.6906 6.81469 4.90741 4.6327 6.26022 4.48967 4.2344 4.18441 4.14709 4.02455 3.8461 3.77721 threshold=313.75000000000006 10.500000000000002 1.5000000000000002 2.5000000000000004 -86.160232543945298 7.5000000000000009 63.574116139070419 0.95093514807237034 0.58330059448458182 562.25000000000011 807.25000000000011 0.12922200500667488 260.25000000000006 0.78877427957182566 410.25000000000006 0.73190578509510984 3.5000000000000004 21.792276629636063 60.286220943959151 2.5000000000000004 0.20591886814647109 40.503048327204944 17.026729903834788 13.500000000000002 0.96616553911358627 418.25000000000006 0.73685444850399928 1509.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 4 -4 8 21 -8 9 12 22 -12 -1 25 15 -2 17 -17 27 20 -13 -7 -11 -6 -15 -14 -24 -18 right_child=14 -3 3 -5 23 6 7 -9 -10 10 11 19 13 24 -16 16 18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 leaf_value=-0.0010086903818876214 0.0016898785395162174 -0.0070102720993396473 -0.0021724652328462941 -0.00036347462282379869 0.0050059935426285968 -0.0046653095018771105 -0.0025606317481317868 -0.029200607755484109 -0.0040196594668369503 -0.0089789891045656215 0.017524174993077651 -0.0043566837672641932 -0.019795445144451706 0.0037586601267162851 -8.2467386188941304e-07 0.011608748667926825 -0.00069705017651756603 0.00077625388877239387 -0.011782681796965249 0.0032776473005977076 -0.020475394852913491 0.0031517243495177774 0.00020251332458731642 -0.0064920994097399784 -0.016857557311953156 -0.0068635380101312628 0.0086968019434898111 -0.018885435444074117 leaf_count=745 8131 280 407 5990 1181 157 889 25 2191 37 25 149 83 85 887059 152 4860 417 79 75 67 1377 141 64 24 104 372 22 internal_value=0 -0.0147285 -0.0118602 0.00727586 0.0637495 -0.0342003 0.00560613 -0.0751042 -0.0579793 -0.0191443 0.0420398 -0.0966113 -0.0700428 -0.188366 0.000262701 0.0185435 -0.0109241 0.0837966 -0.021788 -0.139286 -0.213635 0.0536956 0.121701 0.100806 -0.0178254 -0.287771 0.145265 -0.0177871 internal_count=915188 14468 14188 7642 1652 6546 2448 914 4098 1907 866 316 1041 296 900720 13661 5530 569 4961 291 216 1534 550 1245 109 187 513 4882 shrinkage=0.0437965 Tree=153 num_leaves=29 num_cat=0 split_feature=17 16 17 13 28 5 23 23 23 7 27 28 23 22 29 5 21 6 21 14 22 5 19 5 7 7 12 13 split_gain=3.00745 4.39178 6.49965 6.58669 6.19044 6.56413 6.96662 5.50459 5.92868 4.83809 4.05451 7.23951 6.12689 6.57978 8.9348 8.09031 6.5611 8.71987 5.06566 28.9368 10.3074 9.08905 24.739 12.5353 8.01143 11.6322 10.1841 7.81777 threshold=33.766729408031473 150.26814566948983 78.70587656161193 278.52816565865061 489.25000000000006 77.144760131835952 0.28310938987362905 0.91746926485383429 0.45509718570239599 -51.340192794799798 6.5000000000000009 2272.7500000000005 1.4667109929078015 4461.5000000000009 1.0000878580214376 154.80911254882815 2.5000000000000004 0.78571429285318184 1.5000000000000002 39.287552160674046 581.25000000000011 78.25064849853517 4315.5000000000009 166.99998474121097 -47.015457153320305 -4.7636413574218741 253.27922061357859 145.44656782034039 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 -4 -6 -7 8 -8 -9 12 -12 18 16 15 -15 -14 -18 20 -20 -3 -21 24 -24 -23 -26 -27 -22 right_child=1 10 4 -5 5 6 7 9 -10 -11 11 -13 13 14 -16 -17 17 -19 19 21 27 22 23 -25 25 26 -28 -29 leaf_value=0.00036490222362095624 -0.0010497156771360327 -0.0015561896698446688 0.011216916826339388 0.020209115850763668 -0.00052916085608779569 0.017752765714942321 0.0075442777571514581 -0.0019294607914993721 -0.0062820301121687804 0.0053479304503526136 2.0103952530432873e-05 0.001404845119098513 0.0025490852119500035 -0.027367298916523702 -0.0010332521391680609 -0.0011722173116833045 0.0010914891586224496 -0.0042446235978492869 -0.00027954965948284992 -0.0018035525106070245 0.00064051964095719702 -0.0040035198265335253 -0.00065353407523850943 -0.011691877051111552 -0.018344432033176962 -0.00073861953839800547 -0.013424299396817082 -0.0007222862628404117 leaf_count=40587 17573 6889 107 28 3254 59 80 220 232 861 724297 7315 4081 49 1177 42 2805 743 57561 3151 30054 297 1605 225 360 212 284 11040 internal_value=0 -0.000473762 -0.0142911 -0.0231959 0.0182736 0.0128658 0.0687756 0.0545203 -0.0624896 0.0882918 -0.000110344 0.00077516 -0.00548331 0.019772 -0.0469329 -0.348824 0.0308589 -0.000592885 -0.00749531 -0.0133409 0.000264359 -0.0786336 -0.118196 -0.0459103 -0.232926 -0.282026 -0.182713 0.00626531 internal_count=915188 874601 22414 17601 4813 4706 1452 1393 312 1081 852187 731612 120575 8897 1268 91 7629 3548 111678 63695 47983 6134 2983 1830 1153 856 496 41094 shrinkage=0.0437965 Tree=154 num_leaves=29 num_cat=0 split_feature=21 21 19 0 23 10 5 12 17 14 19 1 10 27 20 0 17 32 20 6 27 8 7 20 18 27 14 29 split_gain=3.12826 3.82764 8.17504 4.79322 5.17275 3.3362 4.26833 3.82438 3.28267 3.57206 3.24479 3.71158 3.0819 7.34847 3.05715 3.01422 5.02615 3.89437 3.81369 5.2718 4.9441 4.31699 3.7103 4.87249 6.20111 5.94973 5.90024 7.86102 threshold=18.500000000000004 16.500000000000004 572.25000000000011 29.500000000000004 1.3242551574498231 0.87893193418261695 30.998927116394047 66.988329701443519 51.454957812203652 14.595317411200805 499.25000000000006 529.50000000000011 0.83717369080721349 56.500000000000007 1.141234878341675 49.500000000000007 55.492504801678976 2.5000000000000004 1.2207871639064301 0.65408805141198301 31.500000000000004 1159.5000000000002 -1.0000000180025095e-35 1.1136108271163796 4.5000000000000009 54.500000000000007 27.381006052387807 2.5517142351008419 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 3 5 8 6 7 -3 9 -5 11 -8 -9 -14 -7 17 18 22 -17 -20 21 -21 23 24 26 -25 27 -1 right_child=-2 2 -4 4 -6 14 10 12 -10 -11 -12 -13 13 -15 -16 16 -18 -19 19 20 -22 -23 -24 25 -26 -27 -28 -29 leaf_value=8.3398720020094277e-05 0.0029031044669376028 -0.0083248263609526137 0.0019625311893079777 0.0051665408667732841 0.0069883554767335874 0.0031975278936197337 -0.017947324696178376 0.0011658726264870995 -0.0038539716563924546 -0.011140379027810161 -0.013466200139838276 0.00060819563085479794 0.0045385656477299691 -0.025273671357148985 -0.01037634671398055 -0.00032429919542447956 0.00024948233296326447 -0.00063011997889835534 -0.00010536248010649004 -0.0014093221831075339 -0.0099783324413079966 -0.0055559928606460215 -3.5527929479142064e-05 -0.00023661672720570314 0.0023649812680122152 -0.014153188893109889 0.0004925360881963593 -0.0043002015627516457 leaf_count=186491 711 122 893 28 56 351 26 570 352 323 110 101 35 29 35 68683 31073 16742 2669 2133 173 622 459642 47329 2576 59 92466 788 internal_value=0 -7.05058e-05 -0.0355479 -0.0691119 -0.132934 -0.0339843 -0.0646507 -0.0279421 -0.156234 -0.224665 -0.181746 -0.07285 0.00325786 -0.204813 0.0449063 4.74738e-05 -0.00498279 0.000704909 -0.00945014 -0.0345507 -0.0638523 -0.053555 0.00102502 0.00358486 0.00515983 -0.00579826 0.0047101 0.00148309 internal_count=915188 914477 3031 2138 759 1379 993 756 703 351 237 127 634 64 386 911446 105353 806093 74280 5597 2928 2755 789351 329709 282321 47388 279745 187279 shrinkage=0.0437965 Tree=155 num_leaves=29 num_cat=0 split_feature=18 25 5 1 24 26 9 5 15 26 25 17 1 26 15 5 6 23 15 28 9 15 17 17 28 28 15 28 split_gain=3.00604 2.95416 10.0166 8.02463 7.57047 7.56917 7.44714 6.13491 6.56232 6.13288 8.01951 7.44096 5.86631 5.574 4.96383 4.80065 6.39165 5.18133 4.61309 6.42065 4.53877 7.277 4.71791 4.64197 4.41237 3.74986 4.1019 3.80391 threshold=6.5000000000000009 14730.750000000002 354.30992126464849 13998.000000000002 3.5000000000000004 1.777386935449494 0.85869238411461757 132.00299835205081 0.68004691004611695 1.1582665746841221 31549.500000000004 109.09419189585103 18627.000000000004 1.2048440836921475 0.48749665218241273 184.60845947265628 0.89843753582882535 1.6722949392114488 0.64992775918202506 3507.7500000000005 0.87285468826705948 0.75593237986555517 44.307527389154153 58.941759250794959 3507.7500000000005 16165.500000000002 0.13728215237017685 25282.000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 25 -4 7 15 -5 14 20 11 -11 13 -10 -9 16 -7 18 19 -17 21 -3 -23 -22 -15 -1 -27 -28 right_child=-2 9 4 5 -6 6 -8 8 12 10 -12 -13 -14 24 -16 17 -18 -19 -20 -21 23 22 -24 -25 -26 26 27 -29 leaf_value=-1.7238977005613466e-06 0.0036713831389736033 0.0002075051964279951 -0.017392532098968926 0.0047756749593489377 0.0018135258493814301 -0.0035369100457790996 0.0014490027892818101 -0.011075885598321121 -0.018456665037350405 -0.00069331493017040988 -0.016874288565056076 -0.024608473659379303 -0.02397757311741712 -0.020119355302630336 -0.0013512086487067507 -0.0027101453548717611 -0.021941709546087599 0.0025149137720696531 0.0039002482454898778 -0.014131425016746911 0.0011430352797290239 -0.0030673184000425922 -0.015392604416863813 0.0044521480335374848 0.0013045538519842407 0.0049643005361526679 -0.0034654187194033438 -0.01400902602384938 leaf_count=899805 427 3051 111 93 61 89 1151 142 72 621 74 26 67 23 346 244 61 263 89 154 6519 169 92 929 93 77 250 89 internal_value=0 -9.54078e-05 -0.000298009 -0.000252053 -0.241597 -0.0528894 -0.0201989 -0.133091 -0.163398 0.0158445 -0.073441 -0.0377738 -0.293407 -0.202861 -0.0954627 -0.088343 -0.251653 -0.0556809 -0.116762 -0.162786 0.0218273 -0.00897182 -0.169234 0.0355231 -0.0672038 -8.32455e-05 -0.0950039 -0.142329 internal_count=915188 914761 903280 903108 172 2887 2051 836 743 11481 721 647 255 188 488 900 150 750 487 398 10760 3312 261 7448 116 900221 416 339 shrinkage=0.0437965 Tree=156 num_leaves=29 num_cat=0 split_feature=11 17 16 25 21 4 22 16 16 17 12 17 12 4 16 13 28 30 6 7 4 12 22 24 13 27 1 7 split_gain=3.1014 7.37989 6.99955 7.29079 6.02498 7.94598 8.49077 9.98482 5.96216 14.8283 9.72667 8.46295 6.52863 5.82542 5.77263 4.6255 4.69663 4.69055 4.42056 4.33724 5.11938 7.09708 6.18462 6.99893 6.10789 8.51221 8.31636 5.9564 threshold=0.86803120075009488 47.618521347763881 232.45516140853024 2056.5000000000005 6.5000000000000009 30.999998092651371 946.75000000000011 227.52126966804033 224.91508448865844 53.644968597221776 130.23401871576775 51.024770306189943 100.63046532517448 35.00041580200196 221.19175522725899 39.296212273577041 1001.2500000000001 1.0000000180025095e-35 0.56122450330944573 -8.1301016807556135 21.819714546203617 284.89696961967007 534.75000000000011 2.5000000000000004 27.580658300113985 2.5000000000000004 505.50000000000006 -38.659807205200188 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 4 8 18 -2 15 7 -7 11 -10 12 14 -11 -8 -3 16 -6 -17 -4 20 21 24 23 -22 -1 26 -26 -28 right_child=1 2 3 -5 5 6 13 -9 9 10 -12 -13 -14 -15 -16 17 -18 -19 -20 -21 22 -23 -24 -25 25 -27 27 -29 leaf_value=-0.00012932379043029089 0.00015702651676466412 -0.00081675077582382639 -0.018809587161212733 0.0046616134857345969 -0.0006564668450510082 -0.019238783221211864 -0.022182835436525248 -0.00036175426859080302 0.0014244700546322691 -0.0022546307522449934 0.0006493251033044728 0.00066588367651368853 -0.018452834050043766 -0.0040919765600257391 0.00037927867205460921 0.00026975747804288308 -0.011150962614056343 -0.0039488719910596402 -0.0055899982012957063 -0.00013620391881043127 -0.0076584953730108995 -0.011439273264705915 2.1767728207490439e-05 -0.00081295176325573305 0.0013033624231029873 0.00067100282166351823 -0.0071861421783136464 0.0025090788367341131 leaf_count=33475 93401 16673 81 81 33147 61 83 452 15999 70 170 47968 150 58 14448 19499 82 519 121 397502 293 98 161917 12873 578 64540 702 147 internal_value=0 0.00316973 0.0100037 -0.147032 -0.00127306 -0.00969187 -0.119247 -0.0595115 0.0104692 0.0278285 -0.164828 0.00687197 -0.303651 -0.336584 -0.0059706 -0.00834627 -0.0155804 0.003662 -0.248671 -0.00099848 0.00205773 0.00778389 -0.00119777 -0.0220405 0.00804896 0.0136318 -0.0627624 -0.125751 internal_count=915188 243063 95761 283 147302 53901 654 513 95478 16389 390 79089 220 141 31121 53247 33229 20018 202 672125 274623 99540 175083 13166 99442 65967 1427 849 shrinkage=0.0437965 Tree=157 num_leaves=29 num_cat=0 split_feature=11 27 26 1 19 14 30 13 17 26 17 27 10 23 27 22 11 19 26 26 11 10 27 22 17 29 11 6 split_gain=3.0165 3.68359 12.216 13.3521 5.58546 10.647 3.66567 3.66074 3.28457 2.94023 3.32665 3.8697 3.07422 8.91591 14.7119 6.65333 15.0442 13.8493 17.6354 16.3736 18.4353 7.6618 7.94661 17.5528 7.51914 7.23051 6.36887 9.72408 threshold=0.93795210072405888 2.5000000000000004 1.712702904627472 8822.5000000000018 609.75000000000011 15.702319427889041 1.0000000180025095e-35 31.607456823918778 47.234441033945792 7.2522301203290942 44.672910253512221 4.5000000000000009 0.96616553911358627 2.8758984026527079 15.500000000000002 2130.7500000000005 0.43655811664983185 2679.5000000000005 0.99440715183894601 1.1411220074182311 0.85001209482341566 0.97816274190799102 1.5000000000000002 12962.500000000002 50.325732231820524 0.95162683157836103 0.5806264041832796 0.24006370513512662 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 4 -4 5 -2 8 -7 -3 12 11 -11 -1 15 -15 24 25 18 -18 20 -20 26 23 -23 -14 -17 27 -19 right_child=1 6 3 -5 -6 7 -8 -9 -10 10 -12 -13 13 14 -16 16 17 21 19 -21 -22 22 -24 -25 -26 -27 -28 -29 leaf_value=-4.3358474898875133e-06 0.003081618088541546 0.00054633514976327807 -0.02525089801830668 0.0025614018108091369 0.00031146336120180788 -0.0085336725182193745 -0.00051267301196329738 -0.0222542625915534 0.0018641264741468442 -0.0071486399622215429 0.0037385341694353962 0.00091053905440903623 0.00096052330533814975 -0.00020843738487734723 -0.016611844566969469 -0.0071216762861165033 -0.00013910238966836574 -0.019307506261304237 -0.0056089187986044483 -0.0045548215835587618 -0.025147123780975163 -0.013814709096277007 0.0013894433959877918 0.0024381786264222665 -0.0013743084436067181 0.0034979569839837989 -0.0019102351340152127 -0.0043319035122020922 leaf_count=859978 130 19278 81 56 2177 96 4979 61 4469 121 818 2058 8477 264 174 135 554 105 160 447 220 225 2310 294 3846 1381 1894 400 internal_value=0 0.00970143 -0.0263352 -0.316975 -0.0101754 -0.141304 0.0129644 -0.316569 0.0181369 -0.00028375 0.030985 0.0105719 -0.000390137 -0.0123776 -0.153548 -0.00935375 -0.0315685 -0.0521773 -0.141244 -0.233735 -0.386344 -0.0286499 0.00660313 -0.105211 0.00529321 0.0582759 -0.0702217 -0.170006 internal_count=915188 31327 2601 137 2464 287 28726 157 23747 883861 2997 2179 880864 20886 438 20448 8125 6609 1381 827 380 5228 2829 519 12323 1516 2399 505 shrinkage=0.0437965 Tree=158 num_leaves=29 num_cat=0 split_feature=0 6 12 9 27 7 26 28 10 26 22 1 19 4 7 1 9 28 5 11 12 4 5 11 15 7 17 33 split_gain=2.82328 3.32189 4.02322 3.67994 5.48722 9.60317 14.2725 8.88318 6.88547 7.6607 6.63367 11.5103 6.86967 6.56464 6.39843 13.8097 8.70187 6.21631 5.54973 5.53487 5.47608 6.71653 5.25469 5.0444 4.83703 5.84508 4.80722 4.39934 threshold=9.0000000000000018 0.88043480699843779 97.802038200428299 0.95445204949239482 2.5000000000000004 -89.93590927124022 1.6581942959402063 366.75000000000006 0.88378476752296697 0.24250851222131412 5978.0000000000009 3655.5000000000005 1067.2500000000002 88.788803100585952 -0.73218202590942372 5526.5000000000009 0.9851877971059918 16165.500000000002 51.565544128417976 0.87553765678765683 390.44574285494906 69.754535675048842 64.510753631591811 0.59808820108984595 0.59666914861046993 -28.300754547119137 70.307585737635222 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 -2 5 6 8 -7 9 -5 11 12 -11 14 18 19 17 20 24 26 21 -17 27 -10 25 -9 -16 -6 right_child=1 2 -4 4 22 7 -8 13 23 10 -12 -13 -14 -15 15 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 leaf_value=0.00025818938812361813 -0.00014705971947490798 -0.00042505880255592766 8.7634839092722925e-05 0.00098921886582916708 8.5713450754652365e-05 0.0059897884094754911 -0.033088779537814084 -0.0069063070603860646 -0.015542877038858434 -0.010324101085435905 0.0022658431758795948 -0.031822229689988171 0.0006085670887776395 0.0019628246807097665 -0.0027372455039395773 -0.017800014356776153 -0.027024437863676393 -0.018507912456277101 0.0020464263582024131 0.00018556494728558592 0.0005016500797998762 -0.00073622164882793703 0.00076361264793521264 0.00036606163860483193 0.00032929724380629583 0.0027073733509138768 0.01359082302236894 -0.00096786041962973316 leaf_count=74747 197717 77626 47216 258 474196 414 31 466 40 493 110 41 142 1719 2925 99 46 75 1987 2747 190 80 21825 864 1209 164 35 7726 internal_value=0 -0.000518085 -0.00527794 0.00031231 0.00171348 -0.0177186 -0.0823185 -0.0072017 -0.0716054 -0.126928 -0.176006 -0.213065 -0.179908 -0.0122777 -0.0220697 -0.0419224 -0.203027 -0.160133 0.0100859 -0.0280901 -0.106788 -0.232296 0.00225874 -0.00771463 -0.0295028 -0.100549 -0.0580909 0.00157143 internal_count=915188 840441 124842 715599 517882 14135 1979 12156 1948 1044 786 676 635 11742 10023 6197 490 444 3826 5707 369 179 503747 904 1839 630 2960 481922 shrinkage=0.0437965 Tree=159 num_leaves=29 num_cat=0 split_feature=28 21 28 11 23 12 25 14 0 10 21 14 1 24 25 6 28 4 24 24 28 17 25 23 14 23 28 17 split_gain=2.73813 5.25517 11.8621 10.7675 6.85359 4.9941 8.75423 9.51909 4.85508 5.75503 5.39385 5.06637 5.55902 4.96629 6.50368 4.93986 6.23317 4.78187 4.64209 4.5243 5.17581 4.49319 4.46523 4.41423 4.32547 8.62662 7.32162 7.60775 threshold=684.25000000000011 9.5000000000000018 976.25000000000011 0.88558359024453048 0.59053236893485883 363.26197667087553 3492.2500000000005 74.319462270704335 17.500000000000004 0.89429000520442459 14.500000000000002 15.702319427889041 1860.5000000000002 25.500000000000004 483.25000000000006 0.7058823560523626 410.25000000000006 30.000001907348636 32.500000000000007 6.5000000000000009 552.25000000000011 45.134205939066518 1242.2500000000002 0.39052912603105916 25.914440409842395 2.8758984026527079 794.25000000000011 61.002113915355785 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 24 4 -4 -3 6 8 -8 18 10 15 19 23 14 -12 16 -10 21 -1 -11 -21 -6 -17 -13 25 26 -2 -28 right_child=1 2 3 -5 17 -7 7 -9 9 11 13 12 -14 -15 -16 22 -18 -19 -20 20 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=0.00011298401857806064 0.00017196557254074203 -0.0021350315975165262 -0.0021707528740043079 -0.019278493799037084 2.5065538493869482e-05 0.002209450562978181 -0.003840176303482162 -0.023395367365775532 0.0018433800979718432 -0.0013957608902883819 -0.0083623452483664474 -0.017391643686110823 0.0017707621414049519 -0.00056922824727212288 -0.0019728662089594823 -0.00026342226080305783 4.8862498891439445e-05 -0.0024950255102144567 0.0040148779168798845 0.0016891291468289433 -0.00067593769695837116 0.0016702525091594838 0.0048910302576259529 -0.0015893697078814394 0.00018033773589230619 -0.012722628279515943 -0.0003003803821935027 -0.0022143040203700488 leaf_count=159272 89638 1315 229 102 4182 1839 324 56 3812 3475 380 34 994 4452 1560 165734 142552 669 587 3630 3473 13346 323 12447 214433 104 82039 4187 internal_value=0 0.00190922 0.0177846 -0.169937 0.0209691 -0.00156886 -0.001759 -0.153483 -0.00164431 -0.00376628 -0.00264096 -0.018682 -0.0315408 -0.0313973 -0.0736227 -0.00205262 0.00218283 0.0260072 0.00290689 -0.00230155 0.0121639 0.0291742 -0.00578577 -0.0372728 0.00110232 -0.00257211 -0.00240185 -0.00898058 internal_count=915188 410244 19843 331 19512 504944 503105 380 502725 342866 318813 24053 13475 6392 1940 312421 146364 18197 159859 10578 7103 17528 166057 12481 390401 175968 175864 86226 shrinkage=0.0437965 Tree=160 num_leaves=29 num_cat=0 split_feature=17 16 17 19 13 13 16 0 23 14 23 19 7 14 10 24 16 29 15 15 4 19 6 16 25 21 19 4 split_gain=2.9091 4.25278 3.7628 8.4273 6.93126 6.02821 6.09583 5.34187 4.86888 4.09765 4.22377 5.44948 5.33936 4.1262 4.2097 3.88733 3.86998 3.90122 3.74475 4.02983 4.72231 13.7531 11.6867 9.09755 3.69807 8.67494 7.25615 12.5557 threshold=33.766729408031473 156.22543768776549 99.18466983782379 358.25000000000006 68.399225926021543 62.312247245570376 108.33527962179026 35.000000000000007 0.22582376242654492 132.73895296774501 0.95167963997790539 4656.5000000000009 -61.541437149047844 44.355478943496827 0.93515693323175997 5.5000000000000009 130.70636704119855 0.78877427957182566 0.26588874010805319 0.21970042254935149 23.072674751281742 5063.5000000000009 0.27209066111241353 244.19136533582673 3228.2500000000005 1.5000000000000002 4315.5000000000009 48.432785034179695 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 2 -2 -4 5 7 -7 -5 -6 10 11 13 -12 14 -10 -9 17 -14 19 -1 -21 22 23 -22 -3 -26 27 -27 right_child=1 24 3 4 8 6 -8 15 9 -11 12 -13 16 -15 -16 -17 -18 -19 -20 20 21 -23 -24 -25 25 26 -28 -29 leaf_value=5.4139159120926414e-05 -0.00068882144314284007 1.4612195774485763e-05 0.013389890414295471 0.0011166306801520254 0.017259796830070607 0.0021835091921489688 -0.016390781384986022 0.0025203010500593395 -0.015706195526865141 -0.015271735081085742 -0.0050380358065753904 -0.0067449224885335049 -0.011560230688731769 0.0074628766484492884 0.0020143548368757743 -0.0053079168525077226 0.009486715192080851 0.0041883507620003781 0.00053057617429071136 0.0006328225662389867 -0.0078337026179459944 -0.00081170008489697373 0.0014160287951505948 -0.02468733324369558 -1.9507289661103298e-05 -0.0017479651345030664 -0.00048550223895922314 -0.0077855816692631924 leaf_count=4238 28418 812097 99 1338 43 53 94 156 36 25 105 181 32 166 90 553 295 528 34713 596 119 724 97 127 21882 3016 4521 846 internal_value=0 -0.000502067 -0.0117787 0.0178011 0.0100866 -0.0257371 -0.22134 -0.0116904 0.0624499 0.052669 0.0596712 -0.0176737 0.0977797 0.0668336 -0.0696097 -0.0818671 0.123915 0.0750844 0.00815555 -0.0151338 -0.056851 -0.0966775 -0.261623 -0.377532 -7.0848e-05 -0.0109244 -0.0382775 -0.0701095 internal_count=915188 874574 32212 3794 3695 2194 147 2047 1501 1458 1433 473 960 292 126 709 855 560 40614 5901 1663 1067 343 246 842362 30265 8383 3862 shrinkage=0.0437965 Tree=161 num_leaves=29 num_cat=0 split_feature=0 1 27 25 18 14 27 22 29 14 16 27 19 14 24 18 4 24 7 22 6 29 6 29 29 15 28 27 split_gain=2.88248 2.89528 5.08093 5.941 9.85657 6.275 5.26028 10.5098 10.2763 8.90487 6.56338 6.064 5.501 6.08469 5.56542 8.85186 8.93666 5.45108 5.16605 5.141 4.86713 5.50767 5.57126 5.09738 6.74309 5.74188 4.71972 6.05872 threshold=9.0000000000000018 719.50000000000011 8.5000000000000018 937.25000000000011 2.5000000000000004 24.667651683005246 22.500000000000004 480.25000000000006 0.72660141499788711 19.574719220217855 182.30237631747272 36.500000000000007 704.25000000000011 23.139625039194765 25.500000000000004 4.5000000000000009 18.973662376403812 30.500000000000004 -7.5946431159973136 520.75000000000011 0.7058823560523626 1.3182971417670812 0.53101383285705739 0.73732695374800639 1.0517381066999392 0.92351054244386466 468.25000000000006 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 6 19 -6 18 26 9 -9 11 -10 13 -12 15 -14 -17 -11 20 -5 21 -4 -23 25 -25 -22 -8 -28 right_child=1 -3 3 4 5 -7 7 8 10 17 12 -13 14 -15 -16 16 -18 -19 -20 -21 23 22 -24 24 -26 -27 27 -29 leaf_value=0.00025640471161186509 -0.00041979041010868574 6.7360624311525795e-05 0.00080752284589951772 0.0036375637868196462 -0.0034090144487792435 -0.011980936259942928 -0.0022780095938019418 0.00017674566297084168 -0.0029650365572060806 0.0020395726575813066 0.00024269267989857987 0.0020511392879982698 -0.0012563252707860854 -0.00060937995002323495 0.002013186196272998 -0.023065969341319183 -0.0025136461616247097 -0.012469119527298553 -2.4729371876561571e-05 -0.00085435134956530036 -0.00040724098136808295 -0.0081673753058588081 -0.00065835125940275551 0.00079875944796509852 -0.00076677546635768937 -0.0037901580898842199 -0.0012080907277988847 0.00096201381327799427 leaf_count=74835 78414 356905 40510 523 1083 193 5290 19480 2926 7552 42492 549 10229 25858 993 72 93 50 184576 7457 11072 245 837 19732 7204 1054 11847 3117 internal_value=0 -0.000622258 -0.00221709 -0.000790672 -0.0258344 -0.107441 -0.000204979 -0.00540141 -0.00155646 0.0153633 -0.00706314 -0.0496057 -0.0052091 -0.0018189 -0.0255587 -0.0323919 -0.262166 0.0443905 0.00235274 -0.0127854 0.00902914 0.0165574 -0.0538545 0.00101327 0.00867785 -0.0160124 -0.0263392 -0.017263 internal_count=915188 840353 483448 405034 9256 1276 395778 130548 110294 27082 83212 3475 79737 68350 11387 10394 165 7602 265230 7980 80654 41592 1082 39062 26936 12126 20254 14964 shrinkage=0.0437965 Tree=162 num_leaves=29 num_cat=0 split_feature=18 21 21 19 14 23 18 22 24 26 16 27 29 22 10 22 14 19 11 27 11 31 26 14 14 25 29 13 split_gain=2.79561 2.67372 4.02603 8.13055 3.81904 4.25569 4.79756 3.96233 3.06828 6.43508 5.95818 4.97039 4.1924 3.8179 4.24169 3.23914 3.02601 2.86941 2.84804 2.8947 2.56415 5.91202 4.64427 4.77179 6.84871 6.69118 4.52148 4.26331 threshold=6.5000000000000009 18.500000000000004 16.500000000000004 579.75000000000011 14.595317411200805 0.80173536608319229 3.5000000000000004 330.75000000000006 30.500000000000004 1.0185539743658296 232.01003138345044 53.500000000000007 1.0342984102187975 530.25000000000011 0.75910448409508435 392.25000000000006 14.335726364526799 383.25000000000006 0.90236188313111398 55.500000000000007 0.86803120075009488 1.5000000000000002 1.6078592224420534 132.73895296774501 42.907496899122798 1905.2500000000002 2.1448044765047025 63.669560037030941 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 20 4 7 6 17 -4 9 11 13 15 18 14 -11 -7 -3 -6 19 -10 -1 26 27 24 25 -24 -22 -23 right_child=-2 16 3 -5 5 8 -8 -9 12 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 22 23 -25 -26 -27 -28 -29 leaf_value=-4.6823804816756244e-05 0.0035679821109419604 0.0073735094510801562 -0.012393688882426736 0.0019709588738342251 0.007052879227275894 -0.015054199294917466 -0.011902461001406512 0.0044064355570690066 -0.0034080153575160284 0.00097744987294098298 0.0029291346784086959 -0.018370070364051444 0.003680273495953543 -0.01845066959574301 -0.011416482360090451 0.0008287783659861193 0.00091187802020281997 -0.0074436391005016523 0.0026580242191568083 -0.014442665993527044 0.00014867349614010124 -0.00067559520004699684 -0.0042091737878777813 -0.019069638551154885 0.0018379489488966623 -0.02596869483077717 0.0013350391078093705 0.0015527989086103824 leaf_count=670202 420 193 31 867 50 26 222 205 190 73 75 30 274 90 193 467 497 55 101 60 215937 15399 850 35 431 28 6343 1844 internal_value=0 -0.000137031 -0.000184003 -0.0367024 -0.0697735 -0.0846315 -0.188466 0.0502241 -0.0631281 -0.0988079 -0.18928 -0.0242505 -0.00866654 -0.243246 -0.183009 -0.000202378 0.0620886 -0.012342 -0.081029 -0.138284 -6.33929e-05 0.00273501 -0.0143976 -0.0710165 -0.0612732 -0.111952 0.00416764 -0.00998451 internal_count=915188 914768 914078 3009 2142 1906 327 236 1579 954 431 523 625 356 266 493 690 105 351 250 911069 240867 18587 1344 1309 878 222280 17243 shrinkage=0.0437965 Tree=163 num_leaves=29 num_cat=0 split_feature=11 27 26 1 19 14 13 30 16 21 17 25 29 5 14 16 16 26 6 17 26 13 5 8 11 9 27 27 split_gain=2.75265 3.04726 10.5885 10.7774 5.01054 8.6059 3.69815 2.99078 4.37775 3.15495 2.85799 2.81857 4.65699 2.71021 4.67675 2.5935 4.12546 4.96089 5.73956 4.10312 6.67527 4.05099 5.83619 5.86275 4.70735 4.02342 4.06439 4.07636 threshold=0.93795210072405888 2.5000000000000004 1.712702904627472 8822.5000000000018 609.75000000000011 15.702319427889041 31.923444622893602 1.0000000180025095e-35 191.91954175107387 6.5000000000000009 43.532087402837952 883.25000000000011 0.44804203537279846 125.00219726562501 68.126047655298819 145.6973654454998 108.33527962179026 1.048130968765431 0.82804441371065707 109.09419189585103 0.99868895430032445 70.324022585537165 40.442152023315437 1021.5000000000001 0.81682262128819672 0.96146871197921813 19.500000000000004 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 4 13 5 -2 -7 8 9 11 -10 -3 -13 14 -4 16 17 25 -19 20 -18 22 23 -21 -24 -1 27 -27 right_child=1 7 3 -5 -6 6 -8 -9 10 -11 -12 12 -14 -15 -16 -17 19 18 -20 21 -22 -23 24 -25 -26 26 -28 -29 leaf_value=-0.00093714455783424429 0.0024015752655028601 0.0078073418579380337 -0.0036159868255253181 0.0023464105014309716 0.00035125640981034201 -0.0082884692313249988 -0.022962906833810012 -0.00043989734074658158 0.00025730797250957734 -0.0047673012065940707 0.0012570055930663775 -0.0079779210704482382 0.0064342704572448502 -0.033590436061367371 -0.029411377789330822 1.2892342294456107e-06 -0.00057670397257557652 0.0048765114800877222 -0.007046782547245006 0.00073404902152761332 -0.0029717478893393229 0.0045418530034942789 -0.0086844934478331661 0.017466456676423395 0.0087068787224199862 -0.00089201422822953803 -0.0063199054399590109 0.005247404801289335 leaf_count=2557 131 354 26 54 2154 105 48 4965 14105 64 8976 68 117 29 28 861989 13585 778 86 461 2671 529 203 44 35 312 95 619 internal_value=0 0.00930959 -0.023642 -0.294153 -0.00844102 -0.133291 -0.294367 0.0122713 0.0169494 0.101063 0.0147519 0.125988 0.0259568 -0.520386 -0.387962 -0.000244052 -0.0109719 0.0162303 0.0842466 -0.0178733 -0.0221532 0.0368225 -0.0107954 0.0500479 -0.139896 -0.000171005 0.0527303 0.0728356 internal_count=915188 31224 2575 137 2438 284 153 28649 23684 603 23081 539 185 83 54 883964 21975 4447 864 17528 16256 1272 743 505 238 3583 1026 931 shrinkage=0.0437965 Tree=164 num_leaves=29 num_cat=0 split_feature=18 28 29 24 14 5 1 16 10 25 7 19 16 10 7 29 23 21 5 28 12 7 14 28 23 24 1 20 split_gain=2.41049 2.38299 6.04555 9.18598 12.4391 11.9718 10.1367 7.76499 6.31742 4.8106 5.93917 8.78279 7.76002 7.55717 8.20012 6.56962 6.26261 5.59207 5.09665 8.88264 4.64593 14.2212 4.5904 9.08928 7.7608 7.32839 10.5724 6.18434 threshold=6.5000000000000009 694.25000000000011 2.2409647002505331 12.500000000000002 49.716281927927291 145.09906005859378 3952.0000000000005 237.80347704620962 0.48865953831136139 897.25000000000011 -50.710590362548821 4656.5000000000009 241.50238687820197 0.84825212386358717 -58.993291854858391 3.4519784742006969 1.590786029026346 1.5000000000000002 174.2198181152344 3302.2500000000005 597.36300474452719 -20.556043624877926 25.914440409842395 805.25000000000011 2.8758984026527079 17.500000000000004 415.50000000000006 1.0619434560738319 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 22 5 -5 -4 7 -7 -8 -10 11 12 -11 16 -15 -12 -13 -16 19 -17 21 -20 23 -3 25 -25 -27 -24 right_child=-2 2 3 4 -6 6 8 -9 9 10 15 13 -14 14 17 18 -18 -19 20 -21 -22 -23 27 24 -26 26 -28 -29 leaf_value=-6.1156505602181631e-05 0.0033108902933535436 0.00025842503151567999 0.00030625727616116538 -0.002929758896636906 -0.017951122407432019 -0.0066702249084396288 -0.016782132802383103 -0.029215123709858553 0.0025427545773121915 -0.0041384171135588326 0.0013988808672058986 -0.011199892127985242 -0.031116489625051501 3.288042778074597e-05 -0.0029725898286578614 -0.0038228837922917591 0.00059847450374784551 -0.025053339314865173 -0.025756020671819643 -0.020858468213402318 -0.00019805244612039602 -0.0016890348413606299 0.00037837206588998583 -0.00042924961787478008 -0.01919413814591835 -0.0066677226040926432 0.0032834944319918226 -0.00028621883187882464 leaf_count=522676 422 92708 13596 890 120 92 53 43 496 39 1351 337 43 848 44 862 116 44 57 63 1776 271 163065 80883 42 230 1868 32153 internal_value=0 1.54064e-06 0.00186504 -0.0145832 -0.107645 -0.00991415 -0.0450888 -0.316263 -0.0393687 -0.0364977 -0.0445134 -0.09949 -0.41751 -0.0807157 -0.0294012 -0.0260497 -0.186743 -0.319957 -0.0519147 -0.11378 -0.0247164 -0.134061 0.00280245 -0.000905241 -0.008505 -0.00828749 0.0500625 0.00614004 internal_count=915188 914766 392090 21141 1010 20131 6535 135 6400 6347 5851 1471 82 1389 936 4380 453 88 3029 925 2104 328 370949 175731 83023 82981 2098 195218 shrinkage=0.0437965 Tree=165 num_leaves=29 num_cat=0 split_feature=17 4 2 16 22 28 5 1 7 25 10 28 11 4 20 17 27 5 19 23 28 4 25 11 30 14 14 16 split_gain=2.60004 3.73855 5.59261 3.67878 4.61075 5.30762 3.93169 7.34582 9.40778 4.62919 5.43804 5.09087 5.36584 4.35803 3.829 3.80436 4.71197 3.54687 5.97441 5.41935 5.31924 17.9853 6.36013 12.4428 8.06523 5.55398 7.72312 3.66343 threshold=33.330487620329116 221.75335693359378 1682.5795454545457 150.26814566948983 5978.0000000000009 5811.2500000000009 40.442152023315437 883.50000000000011 -49.881801605224602 8475.5000000000018 0.89981220003589268 12426.250000000002 0.8961093804843806 38.604608535766609 0.60391142741217141 83.474012131195281 23.500000000000004 297.37049865722662 6115.5000000000009 1.2393698701192084 12426.250000000002 184.26949310302737 14730.750000000002 0.69908340800477908 1.0000000180025095e-35 132.73895296774501 101.3492705254012 225.89531839766227 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 4 6 14 7 -2 -9 10 11 12 -8 -11 -6 -12 -17 20 -19 -20 -5 22 23 24 25 26 -22 -24 right_child=1 2 -4 17 5 -7 9 8 -10 13 15 -13 -14 -15 -16 16 -18 18 19 -21 21 -23 27 -25 -26 -27 -28 -29 leaf_value=0.00036271685967965333 -0.00052889528872070786 -0.0059949492001888441 0.0022341047287947283 8.3565227611718726e-06 -0.0010834882240638591 -2.1907433831562856e-05 -0.0043797327488640792 0.014215350612990584 -0.0029263338275002377 -0.0051315849575671434 -0.0017746168126546228 0.0095433923555602318 0.0064761608502873795 0.0087710553717726455 0.0075575553004336585 0.0032134935048268995 -0.014040774124576678 -0.012948154739419399 0.0030384837886433713 -0.0073258484738934733 -0.0093535814982603337 -0.013505042009315463 -0.0014883889146356613 0.0010372831087520165 -0.0024839628057615657 0.0010225240036230094 -0.025041004200642276 0.0022838769420606142 leaf_count=37062 16669 466 240 849220 132 1099 2168 146 106 62 1419 55 91 143 386 592 32 50 1600 103 149 232 887 566 253 45 101 1114 internal_value=0 -0.000268844 -0.073009 -0.000210315 -0.0126627 0.0388331 -0.0165387 -0.00951437 0.159944 -0.0425929 -0.0495026 -0.0826981 -0.0900169 0.104263 0.122284 -0.0119037 0.05317 0.000126385 0.0450615 0.0550646 3.3992e-05 -0.0397531 -0.0197478 -0.0803077 -0.187715 -0.300064 -0.358278 0.0139672 internal_count=915188 878126 706 877420 23100 1617 21483 16921 252 4562 4357 2314 2259 205 518 2043 624 854320 1753 1703 852567 3347 3115 1114 548 295 250 2001 shrinkage=0.0437965 Tree=166 num_leaves=29 num_cat=0 split_feature=17 16 26 16 13 26 13 10 6 6 17 19 28 27 27 11 6 20 25 25 25 21 17 10 15 19 4 27 split_gain=2.55652 5.07746 5.15104 6.96551 3.73923 3.82286 3.48785 5.57043 4.69404 3.47949 3.66645 3.45392 12.118 6.35009 6.29099 6.6005 4.22715 4.09689 5.35427 3.73602 3.37007 8.75633 8.20859 7.82575 7.38451 7.18398 15.5083 24.8837 threshold=38.098132859368313 168.55793006959416 1.0210723495513514 108.33527962179026 182.07169401165197 1.1806207560663029 182.07169401165197 0.95318767570272933 0.55882353830193077 0.7894736433075934 67.460891060010567 143.25000000000003 610.25000000000011 19.500000000000004 6.5000000000000009 0.75510856516519664 0.78315624328002287 1.0096669678982935 356.75000000000006 656.25000000000011 3228.2500000000005 1.5000000000000002 58.136612309928573 0.44560271771577664 0.21970042254935149 4315.5000000000009 39.621404647827156 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 9 -5 -6 -2 8 -8 10 -4 12 13 17 15 -14 -15 18 -3 -17 -13 22 -22 -24 -25 26 -23 -28 right_child=1 11 3 4 5 -7 7 -9 -10 -11 -12 20 14 16 -16 19 -18 -19 -20 -21 21 25 23 24 -26 -27 27 -29 leaf_value=0.00021892966481461675 -0.00032446883651185486 -0.0061369049081045875 -0.0045956878947188886 -0.0019827724530907379 0.0080262223666842953 -0.011682656618799062 0.0080125017560325855 -0.0096277710737566104 -0.011127339231479962 -0.0043413352396819453 0.0054266465376608024 2.6465967779423723e-05 -0.012336231280127391 0.0095661826186475892 -0.0080185501930851513 -0.0012025845899528191 -0.010259882115851042 0.0042142822028922852 0.00064242668416645838 0.012810640454027676 -0.00041173000705256531 -0.0007309180002471171 -0.012260426720911535 -0.010889381795187355 0.0029572616650140799 -0.00049769481128765633 -0.011261455120831201 0.001376866819473547 leaf_count=94638 40626 354 82 5230 22 133 274 49 27 117 479 748297 53 200 637 74 23 274 606 72 13433 1808 70 76 2645 3558 878 453 internal_value=0 -0.000490216 -0.0105775 -0.0377819 -0.0498089 -0.202876 -0.00655222 0.0928468 0.143748 0.0577417 0.0904572 0.000123216 -0.0386301 0.0164362 -0.134601 0.0206018 0.171734 -0.0116281 -0.042411 0.130331 0.000238438 -0.0117056 0.000851962 0.0501991 0.0586922 -0.0421273 -0.0769971 -0.158918 internal_count=915188 820550 47039 6063 5385 155 40976 350 301 678 561 773511 2293 1457 836 199 223 1234 960 146 771218 22921 16224 2791 2721 6697 3139 1331 shrinkage=0.0437965 Tree=167 num_leaves=29 num_cat=0 split_feature=26 27 19 19 11 10 30 11 22 19 26 26 11 22 19 22 10 11 27 4 5 13 19 12 26 27 19 21 split_gain=2.47959 2.86296 4.02728 2.47666 2.43933 2.93757 5.11883 4.66189 8.86474 14.8102 10.6174 14.9551 15.6525 7.28973 8.31704 7.19855 6.84724 6.03906 5.68685 14.7313 5.59465 5.42972 5.42546 20.973 10.8841 9.20288 6.46808 5.09071 threshold=7.2522301203290942 4.5000000000000009 10597.000000000002 11971.500000000002 0.93795210072405888 0.96616553911358627 1.5000000000000002 0.43655811664983185 2130.7500000000005 2679.5000000000005 0.95856508262545403 1.1411220074182311 0.85001209482341566 937.25000000000011 394.75000000000006 599.25000000000011 0.97816274190799102 0.79319438413663346 1.5000000000000002 33.712736129760749 99.075130462646499 182.07169401165197 5063.5000000000009 323.28784258493016 1.5425184258100406 3.5000000000000004 3085.5000000000005 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 -1 7 20 13 10 21 12 -12 15 -15 -9 22 -16 19 -18 -7 -10 23 25 -25 -11 27 -27 right_child=1 -3 3 -5 -6 6 -8 8 9 16 11 -13 -14 14 17 -17 18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 leaf_value=-9.2857481679178134e-06 0.0052860347372364726 0.0015962544217498996 -0.020215593581451783 -0.0048271379298490489 0.00037334328606194496 -0.0053890705490886931 0.00053785058503264926 -0.00016829086608397624 -0.0026817764685361672 -0.022816630322644291 -0.0047174205378134517 -0.0040125055680992122 -0.023329758368067853 0.011138912317246407 -0.0019049962616026052 -0.0039410530872478877 -0.014032517441468561 0.0016560340543413478 0.0016484794650511452 0.002818301949204541 0.0022006311540138184 0.016479303497608445 -0.001166283557964345 -0.023377940236528529 -0.0040057067391910386 0.0016454654532275705 0.0024741606548793114 -0.017706190394557987 leaf_count=860096 75 2952 23 157 31032 214 6051 2342 334 36 138 376 233 146 1350 1656 170 2825 1508 240 1439 31 984 161 85 45 427 62 internal_value=0 0.0276656 -0.0739935 -0.155114 -0.000189402 -0.000496355 -0.0122239 -0.0222413 -0.0285336 -0.0626096 -0.163863 -0.232166 -0.374609 -0.00874915 0.0197249 -0.0395236 -0.0323263 0.0115206 0.0092471 -0.0951817 0.0278118 -0.0240749 -0.076625 -0.136914 -0.38095 -0.0315923 0.00139942 -0.218457 internal_count=915188 3207 255 180 911981 880949 20853 14802 13149 4830 1112 747 371 8319 4321 3998 3718 4175 1918 410 1653 365 1800 816 246 570 534 107 shrinkage=0.0437965 Tree=168 num_leaves=29 num_cat=0 split_feature=21 1 21 15 4 16 27 24 13 20 23 12 23 17 25 15 17 23 26 13 6 24 24 9 28 25 5 1 split_gain=2.43417 3.10979 2.89322 4.03184 4.72639 2.82207 2.717 6.43041 3.84468 2.88189 3.80277 3.79935 3.04567 2.75172 3.09515 3.52388 2.85343 3.99914 2.65895 2.58835 2.5675 6.06911 5.8096 5.68598 5.84841 9.17113 9.38892 17.1314 threshold=18.500000000000004 406.50000000000006 16.500000000000004 0.48449218878288586 24.146397590637211 203.76844037933535 53.500000000000007 32.500000000000007 28.492440261815194 1.1448359086687376 1.3694855965553276 84.402543263816625 1.1857472801245892 56.706495157113295 696.25000000000011 0.64816680067929011 51.662519850100139 0.80616835147316912 0.98991410359884024 22.442435670683487 0.51851851507252911 30.500000000000004 34.500000000000007 0.97241623177096048 1398.2500000000002 1142.2500000000002 145.09906005859378 5034.0000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 19 20 5 6 -4 9 -8 -9 13 11 -11 -13 14 15 18 17 -17 -5 -2 21 23 -23 24 25 -1 -27 -28 right_child=1 -3 3 4 -6 -7 7 8 -10 10 -12 12 -14 -15 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 26 27 -29 leaf_value=-0.0003009242441814003 -0.004664711098229953 0.00011945942296778159 0.007989464494791718 0.004467373622615285 0.0022969704463815309 0.00035351758303937781 -0.01348309241906688 -0.0083564826569327687 0.0048594718910365603 0.00073976153775447747 0.0020312046904150611 -0.018799995568244812 -0.0074738465696078289 -0.009118902070368997 -0.017954124633113785 -0.011436766582051977 0.0025186875792461002 -0.0021175202763113522 -0.0013626728624036915 0.0075815313809881957 4.4229985696845848e-05 0.0046786503138699391 -0.015329885675656778 0.0002611991178449772 0.00015125120679266186 -0.0011646546201346144 -0.016729305508194202 -0.0028289870723289742 leaf_count=94286 38 414 110 322 370 595 148 76 95 64 87 71 127 83 20 124 134 307 281 257 710956 693 29 49174 42898 12248 206 975 internal_value=0 0.0586329 1.63008e-05 -0.0309153 -0.0511251 0.0352755 -0.0708887 -0.155245 -0.0231591 -0.0542777 -0.134768 -0.194919 -0.263383 -0.0321763 -0.0198776 -0.0131983 -0.0699428 -0.109568 0.0399702 0.13709 0.000118584 -0.0030418 0.0884771 -0.00337253 -0.00642082 -0.0103533 -0.0348031 -0.119955 internal_count=915188 709 914479 3014 2309 705 1939 319 171 1620 349 262 198 1271 1188 1168 565 431 603 295 911465 200509 722 199787 150613 107715 13429 1181 shrinkage=0.0437965 Tree=169 num_leaves=29 num_cat=0 split_feature=0 6 12 14 7 19 4 10 27 4 17 9 23 7 17 27 0 24 26 28 10 23 27 21 23 7 17 20 split_gain=2.35832 2.74037 3.60294 3.72325 5.92215 6.30531 5.776 5.57306 5.65238 7.089 4.81889 6.24945 5.21075 5.31157 4.45583 3.86932 4.30375 3.83078 3.74618 6.58542 6.82706 7.06086 3.62726 3.61584 6.91571 3.53029 4.95272 3.39076 threshold=9.0000000000000018 0.88043480699843779 97.802038200428299 39.287552160674046 -51.340192794799798 1269.5000000000002 37.599443435668952 0.56130545729530523 20.500000000000004 83.010280609130874 70.307585737635222 0.9186019545238816 0.99999291111961786 -57.250440597534173 57.320689356948023 18.500000000000004 43.000000000000007 6.5000000000000009 1.2553627153243148 2842.2500000000005 0.70640460542183658 1.8178431256699614 10.500000000000002 5.5000000000000009 1.1069363620929138 -45.083038330078118 90.095430635729727 0.94368147312604067 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 14 6 23 17 -7 18 -10 12 -12 13 22 15 27 -17 -5 -9 -20 -21 -22 -8 -6 -25 -16 -27 -4 right_child=1 2 3 4 5 7 10 8 9 -11 11 -13 -14 -15 25 16 -18 -19 19 20 21 -23 -24 24 -26 26 -28 -29 leaf_value=0.0002351717083172984 1.1499529379746514e-05 -0.00039385688644556375 0.0018746053698315546 -0.002519444496972909 -0.00234826016811542 0.0012466837566575092 -0.0017359896042334418 0.00055984186223281005 -0.0014645430213164306 -0.026453581165217288 0.0025021932238176625 -0.01316156274448611 -0.00058113400931512232 -0.019525128200335296 0.0032851725303255446 -8.2279844998578666e-05 -0.0021888783097682388 -0.018030821194901576 -0.00046173526666935333 -0.001798049259483697 -0.017936165856712077 0.0032576185581445457 -0.018159483800279243 -0.026730458090858746 -0.0050584067286553996 0.0011528306251597645 -0.0061516074812701105 0.000227096676873888 leaf_count=74737 715460 77813 2728 52 321 4394 184 1464 51 38 72 152 1913 53 1520 7381 2487 74 774 195 146 38 30 38 110 3074 189 19700 internal_value=0 -0.000492169 -0.00481235 0.00208282 -0.0149394 -0.000938951 -0.0568245 0.00647913 -0.0292222 -0.277055 -0.0458856 -0.185558 -0.031534 -0.162399 0.00671907 0.00250039 -0.0140011 -0.265531 -0.0207938 -0.063427 -0.171428 -0.309596 -0.0922072 -0.113238 -0.24255 0.0352046 0.0166621 0.00976082 internal_count=915188 840451 124991 47178 10099 7569 2530 7100 2706 89 2404 224 2180 267 37079 32296 9868 126 2617 1153 379 184 214 469 148 4783 3263 22428 shrinkage=0.0437965 Tree=170 num_leaves=29 num_cat=0 split_feature=22 21 18 21 27 12 9 7 24 10 16 21 22 7 16 11 12 17 1 24 29 12 19 29 7 16 24 24 split_gain=2.24484 4.87473 5.14511 6.90693 6.37122 8.47453 9.46212 5.99584 8.42077 5.76965 7.44423 5.36958 7.49064 4.91493 4.3153 4.09592 3.95755 3.88342 3.60459 3.59932 5.87797 3.40204 3.27099 3.70807 3.20803 3.10491 2.97503 3.74988 threshold=313.75000000000006 13.500000000000002 1.5000000000000002 2.5000000000000004 7.5000000000000009 63.574116139070419 0.98929754515339619 -86.160232543945298 6.5000000000000009 0.81016322116427164 219.83881777671095 2.5000000000000004 211.25000000000003 -1.0000000180025095e-35 152.14689941812139 0.68895025332933846 51.574116139070419 47.544229562647438 119.50000000000001 1.5000000000000002 0.44804203537279846 66.159902576697334 254.25000000000003 0.48113473142954283 -1.0000000180025095e-35 214.87926656322313 3.5000000000000004 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 7 9 18 -7 -4 14 17 15 12 -12 -14 -9 -11 22 -1 -6 -17 -21 -19 23 -5 -20 -10 -18 -28 right_child=-2 -3 3 16 5 6 -8 8 25 10 11 -13 13 -15 -16 19 26 21 24 20 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=-0.002392686710768384 7.8102125938230946e-06 -0.0072142175614086533 -0.0018159311610942712 -0.002451308014393706 -0.0035887517042941445 -0.0019103282982140921 -0.022100422177479744 -0.002610748837530688 -0.0016782066893396275 -0.0045772301773512273 -0.00011914465310418545 0.0017068179421984723 -0.0014834975281976025 -0.01839814493470578 0.0064877121371343903 0.0052930189777718063 0.0071595177233449558 -0.0072681417422703993 0.0062823123148098058 0.0025193665360922295 -0.0054132221051114201 0.0002707109883850419 0.0017309396058140135 -0.0098673015227433453 0.0017111402207963769 -0.016036333353300517 -0.0015193509711365967 0.001081906202359375 leaf_count=1284 900684 207 406 1025 172 845 47 111 104 229 113 129 43 141 1008 389 117 768 428 620 252 135 301 148 944 40 1723 2775 internal_value=0 -0.0123623 -0.0101563 0.00725996 -0.0308194 0.00969117 -0.0679086 0.0642518 0.0982345 -0.0548709 -0.0148073 -0.131381 -0.205372 -0.329827 0.127526 0.0185218 -0.00836154 -0.0899701 0.0545221 0.0408649 0.00518127 -0.140218 -0.053472 -0.077335 0.0716298 -0.129384 0.00604645 0.00195155 internal_count=915188 14504 14297 7758 6539 2436 892 1669 1263 4103 1916 426 297 184 1119 1490 6089 2187 1544 1261 872 903 1474 1173 1372 144 4615 4498 shrinkage=0.0437965 Tree=171 num_leaves=29 num_cat=0 split_feature=21 21 22 27 10 24 0 5 4 1 20 23 22 11 29 4 5 25 0 29 27 22 4 21 24 26 29 12 split_gain=2.36834 2.86738 3.49899 3.96468 3.91896 3.41985 3.8832 3.32883 2.88738 2.75202 2.55941 5.84465 5.44046 7.60398 5.09555 5.38478 4.33725 4.27907 4.19681 5.83102 4.37281 19.7639 19.252 6.93772 9.42672 8.99397 10.1084 13.9072 threshold=18.500000000000004 16.500000000000004 392.25000000000006 56.500000000000007 0.87412172538976318 31.500000000000004 26.000000000000004 30.783441543579105 24.596747398376468 396.50000000000006 0.80252279487485489 0.70991678701602379 802.25000000000011 0.53959789856536688 0.058719029909603711 10.023406505584719 242.476188659668 724.75000000000011 51.000000000000007 1.2057203454022121 22.500000000000004 1153.2500000000002 57.001949310302741 7.5000000000000009 14.500000000000002 1.026175155726333 0.66482778718428281 81.026911934581207 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 -3 4 8 7 -7 -5 -4 -2 11 16 17 -14 15 -12 -1 -13 20 -20 -16 23 -23 25 -25 26 -22 -28 right_child=9 2 3 5 -6 6 -8 -9 -10 -11 14 12 13 -15 18 -17 -18 -19 19 -21 21 22 -24 24 -26 -27 27 -29 leaf_value=-8.7692917158158017e-06 0.0058733832799749185 -0.0086183607765970317 -0.0021871460722839111 -0.020533545482880864 0.00265459971981954 0.0038595946927412121 -0.011672277298951513 -0.0057244566749001611 0.0021153251799849947 0.00031200868058792603 0.0042940516810271914 -0.00056029740073970647 -0.0068397499637107076 -0.0012853877315195329 0.00012615862930256033 -0.0053016889052447617 0.0083924656408943723 0.00092226167498457123 -3.6077128967091245e-05 -0.00096752422344366926 0.0012033328270341264 -0.0046030872088736819 -0.026046016046997418 -0.0015585572645186972 0.00019572481913993184 3.8003069503191737e-05 -0.0042074687363325017 -0.00099429394840544623 leaf_count=107719 283 122 1702 48 576 90 47 74 363 430 137 27912 504 7630 534559 619 118 4311 43717 18283 3261 445 98 6227 104066 28374 2956 20517 internal_value=0 -0.000131157 -0.0308834 -0.0239042 -0.0123252 -0.141974 -0.0335383 -0.263742 -0.0326699 0.0575252 -2.9195e-05 -0.00383217 -0.0140979 -0.0372073 0.000709188 -0.0813485 9.67452e-06 -0.00826439 0.000790546 -0.0070953 0.00148851 -0.00299577 -0.193465 -0.00237048 0.00220749 -0.0115328 -0.024694 -0.0319417 internal_count=915188 914475 3022 2900 2641 259 137 122 2065 713 911453 148194 40357 8134 763259 756 107837 32223 762503 62000 700503 165944 543 165401 110293 55108 26734 23473 shrinkage=0.0437965 Tree=172 num_leaves=29 num_cat=0 split_feature=28 12 4 16 14 27 23 10 24 27 29 4 24 29 22 6 27 27 4 23 14 29 14 29 24 14 13 8 split_gain=2.28774 5.04999 5.02377 6.55214 5.02942 10.2474 5.06119 4.75764 7.54383 7.20833 9.66304 6.45587 8.87835 9.39068 12.5549 5.44988 6.07977 4.70105 6.10688 5.72942 6.73114 4.30301 4.23958 4.10893 7.67145 10.7241 7.52942 11.7474 threshold=694.25000000000011 193.02691193458122 26.616514205932621 225.89531839766227 34.500926072762425 12.500000000000002 1.2649951644100581 0.89429000520442459 28.500000000000004 50.500000000000007 0.97591052282524604 12.854386806488039 6.5000000000000009 0.22422514999423102 615.75000000000011 0.25744293523332146 32.500000000000007 33.500000000000007 30.000001907348636 0.59943579704609129 15.504427434073055 2.1448044765047025 7.4424414363577727 2.2409647002505331 12.500000000000002 49.716281927927291 166.49286001484367 4603.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 -4 -6 -7 -1 9 11 -11 12 -9 -14 -15 16 -13 23 19 20 -19 -8 -16 -2 26 -26 -25 -28 right_child=17 -3 3 -5 5 6 21 8 -10 10 -12 15 13 14 22 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 27 -29 leaf_value=8.2483409417775191e-06 8.6944116871553044e-05 0.0011082210298398254 -0.00078987709651493171 7.6395152766874864e-05 0.00097019188825037139 0.0016257490853678492 -0.003739030926594522 -0.0013725923528245122 0.0030633423721844488 -0.018531588172590454 0.0029557392162743012 0.0078199022770339358 -0.00095399080384032183 0.0027418539199231323 -0.012754105270891431 -0.0011361710028597056 -0.012304416022432433 0.0020414748931931481 -0.0038223212255349246 0.0013268451613013068 -0.0060790999439851411 -0.0092530202372679525 -0.0022920486254541933 0.00019671782986915894 -0.0026663259873970571 -0.016960747875892378 -0.014774522827458661 -0.0013653543360949503 leaf_count=432578 357845 7006 24487 20773 752 166 526 4757 1097 98 68 226 3167 5165 85 21078 33 349 506 11815 446 561 590 13980 808 115 128 5983 internal_value=0 -0.00136364 -0.00172558 -0.0115519 -0.0219779 -0.0701296 -0.125513 -0.000735172 -0.011721 -0.0142613 -0.222154 -0.0132781 0.00360734 0.0220647 0.0458428 -0.0241705 0.120005 0.00183149 0.0204441 0.0247665 -0.0574069 -0.15035 -0.0824152 0.00118713 -0.0124028 -0.101545 -0.00830755 -0.037588 internal_count=915188 523213 516207 47265 26492 2005 1253 468942 36364 35267 166 35101 13764 9007 5840 21337 259 391975 13116 12610 795 1087 675 378859 21014 923 20091 6111 shrinkage=0.0437965 Tree=173 num_leaves=29 num_cat=0 split_feature=0 6 22 20 21 17 24 23 6 9 13 28 24 29 6 29 22 25 17 22 11 4 28 4 27 27 5 24 split_gain=2.42102 2.40601 3.71835 6.38169 4.87072 3.39827 2.9698 3.061 2.91649 5.12454 7.06496 8.60472 8.22291 6.38356 6.98759 8.56241 9.70874 18.4906 12.334 8.91444 7.83152 6.0497 8.95455 8.79235 8.79214 7.09099 6.91758 6.06713 threshold=9.0000000000000018 0.88043480699843779 564.75000000000011 1.5699737654801054 14.500000000000002 99.18466983782379 29.500000000000004 0.78263141156694394 0.52127659205885324 0.92950917601895933 72.109149560758638 1099.2500000000002 14.500000000000002 0.99999291111961786 0.27209066111241353 1.1955832332933174 2130.7500000000005 2750.2500000000005 42.250267661413574 705.25000000000011 0.88734630889392807 12.854386806488039 690.25000000000011 5.0068869590759286 7.5000000000000009 2.5000000000000004 51.000003814697273 27.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 4 5 6 -3 -8 9 -2 11 21 -13 -12 15 16 -15 18 -18 20 -17 23 27 -11 -25 26 -24 -23 right_child=1 2 -4 -5 -6 -7 7 -9 -10 10 13 12 -14 14 -16 19 17 -19 -20 -21 -22 22 25 24 -26 -27 -28 -29 leaf_value=0.00023819449006430091 -0.0005844058176584457 -0.00055313738071253993 -1.7969546168344004e-05 0.0025804567926321019 -0.0045885156559151126 0.0060322526036061799 0.00026599322926172556 -0.014544135971743869 6.1766427771669816e-05 -0.00090091323226929975 0.0016848281590677804 -0.001152543684912812 -0.02011625365297014 9.0342055571982586e-06 0.00062955898856249803 -0.014277724467194341 -0.021998831563579242 -0.0027092474458391977 -0.0023540952915604109 0.00042775574891309624 0.0019673906219153264 -0.00072797645798080483 -0.0084609847132147784 -0.00067157013734867206 0.0018781561639795007 0.00038510431491091044 0.0017823282065946569 0.001511950954430949 leaf_count=74786 39233 43479 79188 1243 580 150 49 59 528189 5041 7307 13670 44 795 19495 152 197 715 89 4306 91 43863 341 3466 10312 35698 201 2449 internal_value=0 -0.000498788 -0.00455144 -0.0117492 -0.0137313 -0.012524 -0.0130411 -0.178661 0.000207644 -0.0031809 -0.000491086 -0.00419616 -0.0277051 0.0123728 0.00499317 -0.0238314 -0.0822952 -0.147818 -0.362714 -0.000749211 -0.187096 -0.00101574 -0.0047042 0.0151642 0.0282385 0.00706944 -0.106453 -0.0139173 internal_count=915188 840402 124748 45560 44317 43737 43587 108 715654 187465 148232 115085 13714 33147 25840 6345 1796 1001 286 4549 243 101371 82552 18819 13778 36240 542 46312 shrinkage=0.0437965 Tree=174 num_leaves=29 num_cat=0 split_feature=18 8 25 18 27 25 25 19 19 24 10 9 21 25 6 8 4 27 5 22 27 28 26 29 7 11 5 26 split_gain=2.26496 2.2736 5.09265 10.0106 8.97849 11.2429 10.1284 6.96449 6.89368 6.62398 5.28153 4.82429 6.59006 8.90003 8.61473 10.7659 20.1765 10.6297 8.81413 13.2305 8.9572 9.40128 6.28819 6.57101 16.1708 8.18553 11.1937 9.8608 threshold=6.5000000000000009 831.50000000000011 871.25000000000011 2.5000000000000004 25.500000000000004 1053.2500000000002 1466.2500000000002 746.25000000000011 777.75000000000011 4.5000000000000009 0.73387238530342203 0.96449287622482704 1.5000000000000002 5803.5000000000009 0.24006370513512662 4978.5000000000009 33.334918975830085 2.5000000000000004 140.68233489990237 4461.5000000000009 2.5000000000000004 817.25000000000011 0.78263141156694394 0.97591052282524604 -2.587960839271545 0.6634191021372432 184.60845947265628 2.3069466091187212 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 6 8 7 9 -6 -5 -8 12 14 -14 15 16 17 -3 -16 -20 -21 -22 -23 24 -24 -25 27 -27 right_child=-2 11 3 4 5 -7 10 -9 -10 -11 -12 -13 13 -15 18 -17 -18 -19 19 20 21 22 23 25 -26 26 -28 -29 leaf_value=-1.8527530388193276e-05 0.0032021469884541938 -0.0077999709607521218 -0.00029341248489748968 -0.019403091353047131 0.0075080696194239748 -0.018711646248310447 0.01167348227609756 -0.0022739253923603235 -0.0015597433471174007 -0.0056869213192373589 -0.0014054277201602321 0.00031985101031945635 -0.00013475394833869708 -0.0029242447143089847 0.0011016579838387032 0.0010633071793510107 -0.025409209872959391 -8.5803949443013147e-05 -0.023965884299757947 0.00092912145792270831 0.0022439581406255025 0.0059477513307655159 -0.022630937643405714 -0.00080361737364379598 0.0056522882544302513 -0.0055627659523783011 -0.001240961699216442 -0.016985900939019929 leaf_count=568054 423 574 36324 71 361 47 121 1785 290 1384 116 113895 147674 2227 25196 1263 83 850 45 7084 1226 187 94 3846 66 683 1035 184 internal_value=0 -7.71371e-05 -0.00119545 -0.0120296 -0.0584039 0.0450979 -0.0791817 -0.0937789 0.0791992 -0.145131 0.120375 0.00214535 -0.000909208 -0.00402306 0.0100954 -0.0438204 -0.100893 -0.0729581 0.0138624 -0.00582655 -0.00413532 -0.0286645 -0.0447364 -0.0504509 -0.250342 -0.0448867 -0.0985484 -0.182368 internal_count=915188 914765 608553 40499 4175 698 3477 3240 651 1455 237 306212 192317 149901 42416 2770 1507 1424 39646 14450 14405 7321 6095 5908 160 5748 1902 867 shrinkage=0.0437965 Tree=175 num_leaves=29 num_cat=0 split_feature=17 16 23 11 17 13 23 23 14 19 23 13 21 11 4 9 16 13 19 22 22 4 12 16 13 26 12 31 split_gain=2.2856 3.26529 3.51957 3.8396 3.75179 4.35338 5.65072 8.33676 5.30484 4.79171 4.59579 3.54379 3.47669 3.41522 3.27984 7.87657 3.10144 3.08734 2.87982 4.99492 5.63059 3.83195 11.0963 9.15141 4.98015 3.99448 3.77252 3.67255 threshold=33.766729408031473 156.22543768776549 1.0608167798375467 0.86631345029239781 65.074936636657256 89.820299042715902 0.33022623529321266 0.91746926485383429 132.73895296774501 761.25000000000011 0.97668634341138327 278.52816565865061 8.5000000000000018 0.69419296294127986 221.75335693359378 0.84953768810106278 196.4241234955521 104.52411144326842 531.25000000000011 1266.2500000000002 2854.5000000000005 41.012193679809577 363.26197667087553 245.07497635061773 182.07169401165197 1.6859457281535206 390.44574285494906 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 2 4 -4 11 9 -7 13 -9 10 12 17 -6 -8 -3 16 -16 -2 19 -1 -21 22 -20 24 26 -23 -24 -27 right_child=1 14 3 -5 5 6 7 8 -10 -11 -12 -13 -14 -15 15 -17 -18 -19 21 20 -22 25 23 -25 -26 27 -28 -29 leaf_value=0.00088423994114456288 -0.00052205722582434374 1.2415032024731861e-06 -0.0023136980821645632 0.0065212118714541127 0.0038945336457051737 0.01390410997343096 -0.0011463380357091188 0.0044077277067084107 -0.014281143269791106 -0.001091589249134784 -0.0033576538511973786 0.017865680112307471 -0.0014376095714028008 -0.0116411571421041 0.0043091970686194954 0.0020829404813342577 -0.0087508451190876444 -0.0050924600313910044 -0.00010427453893986101 0.0097109954737328429 -0.0030056162279595748 0.001114751972867811 -0.00031558298131551416 -0.01438287424364592 0.0024590754049182888 -0.00017224617780430053 -0.022172248055767819 -0.006822957932245962 leaf_count=5940 23249 841796 2536 98 1160 83 165 1008 30 2832 275 20 294 93 39 312 330 287 18033 251 91 11101 28 191 169 4579 33 165 internal_value=0 -0.000405111 -0.0102992 -0.045323 -0.00717162 0.0152876 0.0645219 0.0483223 0.0883082 0.000401822 0.0418843 -0.0128351 0.0643059 -0.112551 -2.77729e-05 -0.0693987 -0.16829 -0.0131926 0.00727182 0.0269558 0.144471 0.00366662 -0.0061276 -0.166613 -0.0322576 0.0150735 -0.277184 -0.00921451 internal_count=915188 874607 32130 2634 29496 5940 1379 1296 1038 4561 1729 23556 1454 258 842477 681 369 23536 40581 6282 342 34299 18454 421 230 15845 61 4744 shrinkage=0.0437965 Tree=176 num_leaves=29 num_cat=0 split_feature=22 21 18 21 27 13 11 10 16 22 26 17 25 28 17 1 25 18 27 4 13 28 15 28 23 10 15 11 split_gain=2.19167 4.43528 4.44757 5.48575 5.35253 6.95037 7.63611 5.16513 6.72568 5.4616 4.77409 4.60117 4.20258 6.51472 4.39151 4.1521 4.09084 6.12901 4.55475 4.75222 3.91477 3.88563 4.03075 3.74013 3.66302 6.48135 4.01347 3.61893 threshold=313.75000000000006 13.500000000000002 1.5000000000000002 2.5000000000000004 7.5000000000000009 22.442435670683487 0.95093514807237034 0.81016322116427164 219.83881777671095 260.25000000000006 0.5498367639192856 45.576305415277155 2335.2500000000005 560.25000000000011 53.644968597221776 119.50000000000001 385.25000000000006 4.5000000000000009 2.5000000000000004 15.00000047683716 20.447913628757068 399.75000000000006 0.79706232679501476 600.25000000000011 0.58138593352791645 0.59222242950990556 0.9146155170839223 0.88000933706816065 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 24 7 15 -7 -1 12 10 -10 -11 13 14 -9 -6 17 18 19 -2 21 -5 -23 -22 25 -4 -26 -15 right_child=16 -3 3 20 5 6 -8 8 9 11 -12 -13 -14 27 -16 -17 -18 -19 -20 -21 23 22 -24 -25 26 -27 -28 -29 leaf_value=-0.0037021553540196191 -0.0011559958180998298 -0.0069259208910104741 0.014247807603583348 -0.0047139718963668123 -0.0040331854253035926 -0.0015147260064107125 -0.024660699621407475 0.00065683018914087263 -0.009646371709293125 -0.0031898251955176696 0.0025546147459304153 -0.018313021645717433 -0.0074139824863819351 0.0032550510413299097 -0.0070146717441422167 0.0035576456916091817 2.3139520898719094e-06 -0.0096844152378065766 0.00073846805123891691 0.00742991987053708 0.00085528375931034396 -0.0027963741757555407 0.0022394492912599746 -0.0034029825300475086 0.0040038690415963056 -0.0050982899296645361 -0.005872458359766481 0.011921046158082605 leaf_count=2182 180 205 39 656 158 1160 28 621 94 67 178 91 111 471 186 1104 889523 105 10458 395 3772 681 552 442 1306 224 84 115 internal_value=0 -0.0120902 -0.00999973 0.0062143 -0.0291523 0.00785466 -0.0470416 -0.0511803 -0.0135531 -0.123841 -0.037946 -0.271712 0.0179788 0.0329005 -0.0253747 0.0595319 0.000291314 0.0193372 0.0216256 0.108277 -0.00762658 -0.0454545 -0.012373 0.00933045 0.0573159 -0.0509054 0.0777923 0.113153 internal_count=915188 14527 14322 7756 6566 2450 1188 4116 1934 430 272 158 1504 1393 807 1262 900661 11138 11033 575 6103 1889 1233 4214 1653 263 1390 586 shrinkage=0.0437965 Tree=177 num_leaves=29 num_cat=0 split_feature=22 21 25 20 20 25 5 27 14 29 27 10 1 27 7 9 19 12 8 23 19 9 7 27 8 10 27 20 split_gain=2.34263 4.36061 3.8612 3.38174 4.40336 3.68874 3.63891 3.94811 2.90384 2.74112 2.68861 3.95568 2.73495 2.63534 7.2099 3.24083 3.26814 2.46811 3.95088 6.09126 3.95 4.3886 3.37158 3.25394 2.8154 5.66948 4.66292 5.1279 threshold=313.75000000000006 10.500000000000002 329.75000000000006 1.0001436368859526 1.141234878341675 686.25000000000011 18.997112274169925 4.5000000000000009 13.783657032164777 0.40010672358591254 3.5000000000000004 0.9120666422965189 320.50000000000006 20.500000000000004 -41.633537292480462 0.9771997285215358 453.75000000000006 62.645183950935895 292.50000000000006 0.99999291111961786 254.25000000000003 0.99248668357971248 -45.083038330078118 12.500000000000002 125.50000000000001 0.82213291281861445 7.5000000000000009 0.93411880386372848 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 10 13 5 -5 9 -8 -3 -6 11 12 -2 17 -15 16 -16 24 19 23 22 -22 -21 -19 -1 26 -26 -28 right_child=2 8 -4 4 6 -7 7 -9 -10 -11 -12 -13 -14 14 15 -17 -18 18 -20 20 21 -23 -24 -25 25 -27 27 -29 leaf_value=-0.002262530771434667 0.012644158665614453 -0.00077039995218338331 3.2306311883864313e-06 0.0036217046232491106 0.0027379850907270162 -0.007724763769736233 0.0056171759013065072 -0.00043861092828400021 -0.0097144321055040572 -0.0085692490557741276 0.0012295655350313005 -0.0097921112090905739 0.003835056968964432 -0.01021475861002112 0.010588420513372212 -0.0018221409560512636 0.0002059663987827872 0.0030459845792709184 -0.00081094220922238132 0.0018257673597055274 -0.0078039870707472337 -0.023629544434317671 -0.0066282012528852555 -0.006159636485143288 -0.0025273636667947695 0.0019134117034662371 -0.0021765635741713548 0.0023531564532532118 leaf_count=1433 109 121 898621 1048 55 58 232 1879 164 163 1729 29 178 72 189 100 84 272 1976 159 367 37 210 101 1985 1841 818 1158 internal_value=0 -0.0126305 0.000172538 -0.0101787 0.0171519 0.0691079 -0.00752107 0.00518131 -0.135105 -0.130524 0.0435757 0.12839 0.163956 -0.0188698 0.0564838 0.112408 0.168822 -0.0221074 -0.0456074 -0.0923197 -0.142964 -0.211281 -0.0681661 0.0126337 -0.0119669 -0.00216326 -0.0234744 0.0109141 internal_count=915188 14522 900666 14237 3435 1106 2329 2111 285 218 2045 316 287 10802 445 373 273 10357 3122 1146 773 404 369 373 7235 5802 3961 1976 shrinkage=0.0437965 Tree=178 num_leaves=29 num_cat=0 split_feature=17 20 14 20 4 15 7 12 20 23 7 5 8 28 14 16 9 19 16 29 9 16 11 26 5 8 8 9 split_gain=2.35597 8.78533 4.3816 3.91884 4.13131 5.62804 6.82394 5.39897 6.47932 5.55059 9.51202 7.65635 3.59232 3.83176 3.93958 3.52959 3.33416 3.29438 3.26718 3.79824 3.00743 4.75318 5.70538 5.35297 6.72188 3.57251 3.58039 3.34546 threshold=109.09419189585103 1.0848352250053366 32.879455402679142 0.65605430211607596 83.010280609130874 0.52201729122140927 -86.409626007080064 193.02691193458122 0.918424109289533 0.86711186425561337 -64.970249176025376 40.000247955322273 972.50000000000011 582.25000000000011 24.016379088156395 130.70636704119855 0.90971904430710193 746.25000000000011 147.97273335563736 7.0212477608385599 0.89353657838201783 108.33527962179026 0.62096324666450908 1.051057461862188 73.000766754150405 700.50000000000011 20789.500000000004 0.94640178730045232 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=18 3 -3 17 7 6 -6 8 -5 10 11 -10 13 -11 -15 -14 -7 -2 19 20 25 22 23 24 -22 -1 -27 -24 right_child=1 2 -4 4 5 16 -8 -9 9 12 -12 -13 15 14 -16 -17 -18 -19 -20 -21 21 -23 27 -25 -26 26 -28 -29 leaf_value=-5.7904002121622653e-06 0.0035863671576399987 -0.010427914904287114 0.0067619710420837951 0.0061257049317045755 -0.017863391174627766 0.0026031406584434715 0.0061481763685432506 0.0054989573594842597 0.017968401807913301 0.0051727403547383909 -0.011285468867119727 -0.010351101478293561 -0.0018882228351457565 -0.011438650124991283 -6.3881969262005869e-05 0.0095100286197765914 -0.011270436964837262 -0.0029299187883087205 9.9779691657654525e-06 0.011202261831174388 -0.0031707694538041075 -0.00060709123719679154 -0.0023895076825550189 0.0098580499146070678 0.0063978328179001053 -0.0030328106662227826 0.0098768188465982384 0.0012801981170387209 leaf_count=1467 205 174 34 363 26 45 179 1028 47 122 192 30 78 93 157 157 127 543 887709 53 256 17113 696 243 313 2185 42 1511 internal_value=0 0.0255497 -0.173942 0.0377827 0.0558615 -0.0410707 0.0708461 0.0719813 0.0275293 -0.0190218 -0.138596 0.158342 0.0339689 -0.0271754 -0.098074 0.130759 -0.17446 -0.0261217 -8.2673e-05 -0.0116256 -0.0122204 -0.00740783 0.0291752 0.100845 0.0477847 -0.0384485 -0.0636888 0.00280659 internal_count=915188 3600 208 3392 2644 377 205 2267 1239 876 269 77 607 372 250 235 172 748 911588 23879 23826 20132 3019 812 569 3694 2227 2207 shrinkage=0.0437965 Tree=179 num_leaves=29 num_cat=0 split_feature=0 25 14 16 21 27 14 5 19 14 15 6 9 4 6 6 21 19 14 11 24 20 20 16 11 25 1 21 split_gain=2.22986 2.1752 3.3921 2.69398 2.44212 3.03623 2.57221 2.19536 2.19235 2.26681 2.17487 4.1181 4.91445 4.723 5.35178 5.16116 4.64398 4.55113 4.79654 5.42372 4.07829 10.6124 8.17002 6.94908 6.23084 4.8768 5.02412 4.70171 threshold=9.0000000000000018 838.25000000000011 25.982746713993354 236.79446387213764 2.5000000000000004 12.500000000000002 25.543083861540044 51.565544128417976 296.25000000000006 13.441215210041824 0.71229494882539857 0.52127659205885324 0.97241623177096048 221.75335693359378 0.4893762849969614 0.40145184911920351 2.5000000000000004 23058.500000000004 114.21400701824437 0.47242877414123546 23.500000000000004 1.2151994994465036 0.84148261489192488 195.80665694297264 0.92328793891293903 750.75000000000011 921.50000000000011 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 6 -6 -3 -8 9 -7 11 12 13 17 15 -15 -14 18 -2 -20 -12 22 27 -24 25 -23 -27 -22 right_child=10 2 -4 -5 5 8 7 -9 -10 -11 20 -13 16 14 -16 -17 -18 -19 19 -21 21 24 23 -25 -26 26 -28 -29 leaf_value=0.00035240826458491308 -0.00027559884114671895 -8.4601968595592592e-05 0.00025596801498474524 0.00036659611973275925 -0.0039292129204175049 0.018777768103477296 -0.0024772757249114687 -0.017800532773649253 -0.0011599399569732619 -0.0015947524781695511 -8.6494420462229489e-05 0.00012356419070085433 -0.00053200332212606787 -0.0091456260800554575 -0.017599389803038164 0.0038411585469230211 0.00049732753802099916 0.0015379209885840021 0.0020535383460992722 -0.014518817634729016 -0.0060392635072807318 -0.0040759812579845515 0.0047933468280227202 -0.00027801809345927043 -0.023179375403243215 -0.027686208985459902 -0.00016919388231813443 -0.0014721312261594484 leaf_count=58594 137654 1659 10260 1752 1377 22 47 29 902 20 303150 341254 10976 121 59 114 35925 2680 63 95 670 624 575 5253 39 35 20 1219 internal_value=0 0.00521997 -0.00508734 -0.0243987 -0.0385535 -0.0597686 -0.0101728 -0.190068 -0.0160858 0.207244 -0.000482569 0.00075203 -0.00301038 -0.00596385 -0.132578 -0.0649745 0.00585523 -0.00569889 -0.00649259 -0.180628 -0.0025784 -0.0242673 -0.0134479 0.00507646 -0.140553 -0.118227 -0.403686 -0.0705999 internal_count=915188 74662 16068 5808 4056 2321 1735 76 944 42 840526 528941 187687 140786 294 235 46901 140492 137812 158 311585 8435 7717 5828 718 679 55 1889 shrinkage=0.0437965 Tree=180 num_leaves=29 num_cat=0 split_feature=17 27 14 17 17 22 21 4 1 11 23 25 27 22 6 28 25 13 7 11 10 13 11 1 29 13 28 27 split_gain=2.31808 3.73716 4.75631 5.88012 5.78055 5.56983 14.0282 11.3565 17.7595 15.5053 13.4145 10.3495 10.3748 8.28732 7.90688 7.33218 7.82305 6.96892 5.92059 5.45359 7.92612 5.9729 5.18883 6.00094 5.17037 8.84214 8.78933 6.61618 threshold=38.098132859368313 7.5000000000000009 26.600432637989226 109.09419189585103 52.015739445321508 2562.7500000000005 1.5000000000000002 35.00041580200196 3952.0000000000005 0.83542588446036736 0.81915328560666312 3228.2500000000005 5.5000000000000009 3490.5000000000005 0.51851851507252911 5210.2500000000009 3228.2500000000005 93.074850273720969 -1.0000000180025095e-35 0.68895025332933846 0.67788650953248564 100.13030776277536 0.73494139085894417 1925.5000000000002 1.9457347354460277 155.09631441467869 3302.2500000000005 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 5 -2 18 -7 -8 9 10 15 19 -13 -10 24 17 -17 -9 -4 20 -12 -22 -6 -24 25 27 -26 -15 right_child=1 -3 3 -5 22 6 7 8 13 -11 11 12 -14 14 -16 16 -18 -19 -20 -21 21 -23 23 -25 26 -27 -28 -29 leaf_value=0.00020391804995577203 -0.00017125810959545706 1.7941180096994013e-05 0.00072476535055090627 0.0026913627526951199 -0.0018071514120233088 0.00018400792851234094 0.0010503021500806427 0.00043103907767383295 0.0030764711773587105 0.00049551831346296394 0.00079861728818790513 -0.018867277436355842 -0.003222450033521564 -0.022032276068957128 -0.00026616037408684883 -0.023332699955290137 -0.0056946784435727722 -0.010651467903219691 -0.0003363176758786344 -0.00026649195093539449 -0.017700699140376381 -0.0037420686648610923 -0.00048731909968481449 -0.012017310980541566 -0.0034140488170354877 0.0011760819451181194 -0.01618318690332321 -0.0053756471526135701 leaf_count=94762 45372 678202 24325 1558 9451 17423 1868 599 771 611 101 386 103 53 2065 65 187 133 17232 169 196 84 18125 87 257 496 173 334 internal_value=0 -0.000567718 -0.00522834 0.000713151 -0.010857 -0.000686067 -0.0121429 -0.0450603 -0.064074 -0.128294 -0.170459 -0.249705 -0.355553 -0.023304 -0.0446557 -0.0867832 -0.233904 -0.036135 0.00650229 -0.155598 -0.221917 -0.308543 -0.0222506 -0.0123845 -0.105329 -0.0615387 -0.195253 -0.174827 internal_count=915188 820426 142224 69189 73035 67631 26074 8651 6783 2634 2023 1039 489 4149 3378 984 252 732 41557 550 381 280 27663 18212 1313 883 430 387 shrinkage=0.0437965 Tree=181 num_leaves=29 num_cat=0 split_feature=11 9 8 7 6 14 14 9 14 21 19 11 8 29 26 7 27 14 5 5 6 13 32 27 27 30 7 25 split_gain=2.25998 3.87832 5.71533 9.91548 12.836 10.2731 9.58969 8.17753 8.27146 5.23555 8.99961 8.16881 9.35829 7.21417 7.10389 6.63862 6.60852 6.1923 5.35278 5.17665 5.12368 4.66767 4.55586 4.46777 4.44681 5.38597 5.37593 13.3475 threshold=0.67847960992907808 0.87285468826705948 3367.5000000000005 -8.1301016807556135 0.43523315199642743 21.526291191136774 58.926058281819515 0.91425255263979011 37.624088423805325 2.5000000000000004 2020.2500000000002 0.61673104211320162 2490.5000000000005 1.3182971417670812 0.46668080893791547 -53.043811798095696 3.5000000000000004 39.287552160674046 81.338882446289077 99.075130462646499 0.20156981679297295 68.399225926021543 1.5000000000000002 3.5000000000000004 18.500000000000004 1.0000000180025095e-35 -48.366460800170891 1190.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 6 5 23 9 -7 -9 20 13 12 19 14 16 -15 -11 18 -16 22 -3 -4 -12 -5 26 -26 27 -17 right_child=-2 2 21 4 -6 7 -8 8 -10 10 11 -13 -14 15 17 24 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 leaf_value=-0.00025138664891917516 -3.176283997228209e-05 -0.0081565868187596299 -0.019931204485362324 -0.0065139299452095477 -0.0003675611174577366 -0.0016898929949542196 -0.020623818884671057 -0.014812121920434757 0.0094655018900842089 0.010610254775227767 -0.012530898107950012 0.00043179898518109838 -7.0508314791773184e-05 0.00059746061458263561 0.00054429301541992191 -0.0041530054420250576 -0.0020846683976864272 -0.0093430142291556894 0.0070210704103639233 0.0042706471695428449 0.0009975726547825658 0.0012449546659938251 -0.0045632535695142662 8.5098188342927233e-06 0.0011130942261873941 -0.0037432608449815131 -0.0017816738776676995 -0.026711590288726182 leaf_count=32839 780496 118 20 303 4324 173 42 375 29 81 396 810 394 4212 48536 590 2716 121 246 55 19212 11635 211 601 1829 576 4193 55 internal_value=0 0.00371035 0.00675726 0.00406454 -0.0359125 -0.116261 0.00681437 -0.220509 -0.298413 0.00705223 0.00275662 -0.065687 -0.123634 0.00477888 0.00980973 -0.0179269 -0.0392047 0.0126131 0.0131735 -0.196259 0.0215015 0.0275962 -0.222878 -0.0497223 -0.036285 -0.00114182 -0.0537548 -0.138746 internal_count=915188 134692 101853 90198 5805 1481 84393 577 404 84351 65021 1866 1056 63155 51700 11455 2797 48903 48782 662 19330 11655 607 904 7243 2405 4838 645 shrinkage=0.0437965 Tree=182 num_leaves=29 num_cat=0 split_feature=18 17 19 22 25 14 12 11 5 23 26 25 26 7 9 28 26 28 6 5 11 19 32 23 0 16 17 25 split_gain=2.19948 2.20207 2.79816 3.93136 5.34821 2.79929 9.58682 8.43185 7.37913 4.1721 3.40437 4.24014 9.41552 9.46531 4.76471 3.75328 10.8263 3.50863 7.89124 7.5705 3.44618 3.34565 2.84161 2.84317 2.79212 2.62439 3.94633 5.66463 threshold=6.5000000000000009 33.766729408031473 528.75000000000011 1266.2500000000002 3768.5000000000005 42.907496899122798 390.44574285494906 0.61673104211320162 354.30992126464849 0.94626412410899408 1.6859457281535206 3228.2500000000005 3.6417034313725494 -89.93590927124022 0.98077198984659542 10194.250000000002 1.777386935449494 1480.7500000000002 0.58620689815540938 225.09967803955081 0.43655811664983185 9322.5000000000018 1.5000000000000002 0.4170933168606224 37.500000000000007 150.26814566948983 78.70587656161193 439.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 24 6 -4 -8 9 -9 22 -12 13 14 -13 17 -17 18 19 21 -18 -15 23 -7 -5 26 -3 -28 right_child=-2 25 5 4 -6 10 7 8 -10 -11 11 12 -14 15 -16 16 20 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=0.00090251671723165484 0.0031686043358510421 -0.00079372222455924475 -9.2325657912907755e-05 0.01106640281325881 -0.0048903972201305617 -0.011687063352691932 -0.022468912723986344 -0.017518824332979788 -0.016009297555609363 0.0039253524943843555 0.00050910689764181879 -0.0049079669479851241 -0.0250496783988194 -0.014280340761065914 -0.033111863900252676 -0.030252117035300612 -0.018222566532652671 0.00072973778010292209 0.0010538380895179693 0.0019257606012735599 0.0010843515531136639 -0.033845407586130992 0.0032746931579886365 0.00081639144542564881 0.00025443406895263055 -7.6328906932394454e-06 0.011507669676955172 0.00041561832788027261 leaf_count=5878 419 17514 17746 205 71 35 62 20 70 134 3229 20 34 38 27 32 21 1080 167 36 114 30 951 10486 59 851908 90 4712 internal_value=0 -0.000120573 0.0070839 0.0266123 0.131981 0.00354989 -0.00503523 -0.186663 -0.0963293 0.0260385 0.0130472 -0.00922996 -0.0513429 -0.0400325 -0.482007 -0.0263482 -0.167777 -0.00886579 -0.1106 -0.326837 -0.0438151 -0.523147 0.0224226 0.0176908 0.197507 -0.000454704 -0.0111598 0.0142365 internal_count=915188 914769 40545 6213 335 34332 18032 286 224 154 16300 4828 1599 1565 47 1518 167 1351 271 104 135 68 11472 10521 264 874224 22316 4802 shrinkage=0.0437965 Tree=183 num_leaves=29 num_cat=0 split_feature=11 17 5 27 22 4 28 18 4 22 26 17 21 26 27 19 24 21 27 22 28 18 4 27 19 27 8 21 split_gain=2.16566 3.7349 2.89832 2.53642 16.9493 21.8953 8.58321 9.76452 6.45461 6.31773 8.13455 7.26013 7.07935 9.60953 9.26334 7.94401 7.26723 7.22267 6.81965 11.3099 10.7093 6.47854 6.36647 6.32567 6.04149 5.93763 5.73916 5.50955 threshold=0.92708846469622352 44.399741900926863 61.517267227172859 22.500000000000004 1153.2500000000002 57.001949310302741 770.75000000000011 1.5000000000000002 30.40559005737305 465.25000000000006 0.73980750322958977 58.136612309928573 7.5000000000000009 1.0069025072955753 31.500000000000004 686.25000000000011 11.500000000000002 11.500000000000002 45.500000000000007 623.25000000000011 672.25000000000011 2.5000000000000004 29.305279731750492 26.500000000000004 2020.2500000000002 25.500000000000004 626.50000000000011 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 6 24 9 -8 25 26 -11 12 13 15 16 -12 -14 18 -16 -20 21 -21 -19 -15 -6 -9 -5 -23 right_child=1 2 -4 4 5 -7 7 8 -10 10 11 -13 14 23 17 -17 -18 22 19 20 -22 27 -24 -25 -26 -27 -28 -29 leaf_value=2.2810862566966611e-05 -1.126959095036049e-05 0.00067342210385864252 0.0035966517339166052 -0.00130640625094904 -0.0064432703708980901 -0.024962152153074783 -0.0032431430751423186 1.9446731013839339e-05 -0.0021812613434786863 0.00054448321944093993 -0.0010611875592041542 0.00092392975880931799 -0.013042912186095585 0.00032526512867731 -0.0010511245573086518 -0.0032178853821890783 0.00033727646587572072 2.4452346841848796e-05 -0.0015598064547962137 0.0021855425314327311 0.0037345620199197307 -0.02486382159050253 -0.0068060948416140028 -0.0010953563705127167 0.0012862287020729314 0.0018952941053437078 0.00081527897338158997 -0.0089775044800904282 leaf_count=666386 30763 17299 676 15809 539 104 1071 4704 1089 28455 12386 9102 78 14246 17805 4454 43849 21259 591 30 63 129 265 10402 303 10376 2893 62 internal_value=0 0.00643422 0.0178863 -0.000416639 -0.00353925 -0.137076 -0.00290482 0.0184203 0.0245453 -0.0049262 -0.00293091 -0.0061758 -0.00815184 -0.018842 -0.00288012 -0.0372544 0.00715851 -0.0138484 -0.0282359 -0.114426 -0.278432 -0.382112 -0.00136185 -0.00626234 -0.0836084 0.0299145 -0.0223352 -0.449968 internal_count=915188 48738 17975 866450 200064 946 199118 17240 16169 181878 163176 134721 125619 41488 84131 16840 43927 40204 18680 875 284 221 21524 24648 842 15080 18702 191 shrinkage=0.0437965 Tree=184 num_leaves=29 num_cat=0 split_feature=0 25 18 26 24 4 6 9 19 27 17 16 8 12 21 18 28 27 25 6 21 27 19 17 16 4 25 5 split_gain=2.13042 4.69635 8.57743 8.21747 7.67199 7.1609 9.18163 9.80204 7.4091 6.69838 8.50897 5.51926 11.4799 5.63841 7.36411 8.52478 5.61948 6.59914 6.62527 6.03116 5.18399 5.33937 5.12284 4.91962 5.13912 4.90923 4.77526 7.97058 threshold=22.000000000000004 859.25000000000011 1.5000000000000002 0.89570044285540174 15.500000000000002 27.861876487731937 0.84000000366389693 0.95719279885328956 926.25000000000011 14.500000000000002 65.074936636657256 229.83338408444988 533.50000000000011 95.577164466275377 9.5000000000000018 1.5000000000000002 449.25000000000006 33.500000000000007 776.25000000000011 0.53846154026813298 10.500000000000002 26.500000000000004 460.25000000000006 44.85141652150579 232.01003138345044 14.849242687225344 1087.2500000000002 39.999425888061531 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 4 5 -3 20 7 -7 -9 -1 11 12 16 -14 -15 -16 19 -18 -19 -11 21 -4 -12 24 -13 -21 -5 -28 right_child=-2 2 3 26 -6 6 -8 8 -10 10 22 23 13 14 15 -17 17 18 -20 25 -22 -23 -24 -25 -26 -27 27 -29 leaf_value=0.00046710662048255944 -5.1623222098212641e-05 2.7828422036687927e-05 -0.0018277501496119914 0.00060545286191661591 -0.021766026100533364 -0.0054457995232791573 0.00040110792687270678 0.0048645425013125292 -0.022449641628851637 0.0019301376016310247 -0.0026324804233529967 -0.0010493162264621442 -0.0015119865241957657 -0.00075904833165907804 -0.014219220224081321 0.0014051997445368974 0.00012328314693644111 0.0018048600476999375 -0.011204341314915881 -0.0040818436108897597 -0.0085981705890084571 0.0069363735876097551 0.0022089764958901506 0.0011264786240497767 0.00023415052247286871 -0.00090991882810130683 -0.0089425042706552903 -0.00093349257803550733 leaf_count=94517 583291 55190 4987 4799 31 297 238 22 142 1024 461 6735 14339 23021 68 4471 38016 6269 76 1289 211 137 4625 10303 53671 3417 257 3284 internal_value=0 0.00199483 -0.00530799 -0.0270677 0.000356051 -0.0551777 -0.15035 -0.232699 -0.428928 0.00393244 0.000139616 -0.00111948 -0.00622588 -0.0184404 -0.0100729 0.0267402 0.00399107 0.00779774 0.0376523 -0.0254797 -0.0427081 -0.0363825 0.0404175 0.00552378 0.00207893 -0.0406135 -0.00673008 -0.0345867 internal_count=915188 331897 69595 14374 55221 6034 699 461 164 262302 167785 162699 91990 41899 27560 4539 50091 44361 6345 5730 5335 5124 5086 70709 60406 4706 8340 3541 shrinkage=0.0437965 Tree=185 num_leaves=29 num_cat=0 split_feature=26 17 28 0 25 17 21 16 23 19 25 23 22 14 6 14 14 18 25 21 11 9 17 5 11 17 19 17 split_gain=2.14814 3.37072 4.36425 2.05391 3.66138 8.21292 6.51966 5.7079 8.39663 3.46758 5.89898 5.89803 4.46767 5.06924 4.05153 3.93602 3.72133 3.97769 3.58422 3.42592 5.51822 3.86647 3.85962 3.27053 3.26199 4.34527 5.13612 4.0676 threshold=7.2522301203290942 44.672910253512221 2394.5000000000005 13.500000000000002 859.25000000000011 46.004716870151363 2.5000000000000004 232.60808301007003 1.090530427077113 1726.2500000000002 1142.2500000000002 0.45509718570239599 1195.2500000000002 30.328973729810954 0.30436571364572995 31.724352127624488 23.397439570130874 1.5000000000000002 1835.5000000000002 3.5000000000000004 0.82422778388066609 0.95410717414547119 50.74536685459514 42.999996185302741 0.74039145420724373 65.074936636657256 481.25000000000006 57.912522052074685 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 24 -6 -7 9 -9 10 16 12 -12 -14 -13 19 17 -8 -17 21 -21 -16 -22 -19 25 -1 -27 -26 right_child=1 -3 -4 -5 5 6 7 8 -10 -11 11 14 13 -15 15 18 -18 23 -20 20 22 -23 -24 -25 27 26 -28 -29 leaf_value=0.00043256558308364651 0.00063685439312263 0.0035577247474550982 -0.010095534600202908 -3.7949097088437352e-05 0.00013206845196776066 -0.00019047410095858458 -0.00048961885552097301 -0.014293358875732657 0.0012024919698655422 0.00079731206165798557 0.0069443349374234305 0.0035970178129286368 -0.0046919521409782344 0.014364611491590226 -0.003379021467180074 0.00030977572744261985 8.9630745831988529e-05 -0.0041288674515976903 -0.012399936506921496 -0.016863485374916321 0.0067060675237977062 -0.014795540736030828 -0.01173258552014402 -0.012913272579091308 0.00014132672104599027 -0.0026407941494005671 0.0027903845126961892 -0.0017220755038049628 leaf_count=35568 2346 817 75 727120 28234 5059 626 177 108 705 106 64 349 29 218 168 1525 646 57 211 38 77 51 93 105287 380 2758 2296 internal_value=0 0.0256927 0.00694979 -0.000109849 0.00286676 -0.00580447 -0.0299651 -0.0546585 -0.192281 -0.0467555 -0.0575111 -0.11161 -0.0228715 -0.0737489 -0.160196 -0.179109 -0.0319028 -0.0698316 -0.0664441 -0.221714 -0.296959 -0.145193 -0.0881327 -0.119515 0.00515127 0.0130239 0.0486955 0.00231888 internal_count=915188 3238 2421 911950 184830 38541 10307 5248 285 4963 4258 1368 484 378 884 820 2890 1365 225 595 300 295 89 739 146289 38706 3138 107583 shrinkage=0.0437965 Tree=186 num_leaves=29 num_cat=0 split_feature=17 27 23 24 28 4 25 17 28 27 26 5 5 21 23 23 5 8 23 0 17 23 5 11 27 21 25 10 split_gain=2.15369 3.44283 4.9793 4.77769 4.9396 5.18092 4.73268 20.4234 8.33463 6.44776 6.71069 5.83081 7.63203 6.19238 6.21962 5.4267 5.3776 5.92911 5.8311 5.34619 7.85165 6.95115 8.2246 7.23607 5.32681 6.68672 9.01774 6.26054 threshold=38.098132859368313 7.5000000000000009 1.7033413913127105 4.5000000000000009 694.25000000000011 6.0232255458831796 1142.2500000000002 62.0119805452292 1398.2500000000002 14.500000000000002 1.80971437243333 68.001235961914077 57.130920410156257 4.5000000000000009 1.0428621624334908 1.5484150016742941 24.000001907348636 855.50000000000011 0.12795412482340962 24.000000000000004 46.004716870151363 0.87841100457091803 99.075130462646499 0.85770365747482458 14.500000000000002 5.5000000000000009 905.25000000000011 0.83165052760722047 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 -3 24 8 19 16 -11 12 -9 14 -13 -16 18 -18 -10 20 -8 -22 23 -23 25 -5 27 -27 right_child=1 3 -4 6 -6 -7 7 11 9 10 -12 13 -14 -15 15 -17 17 -19 -20 -21 21 22 -24 -25 -26 26 -28 -29 leaf_value=0.00019692357252547066 -0.00027020323607293545 -0.0094424274266905143 0.0011095259248047487 0.0003043302391848366 0.0014529792661349286 2.020038719262884e-05 -0.00089704290224667475 -0.004470588967142133 -0.00036263135292434332 0.0029563799005053854 -0.011420161201302547 0.00070344762375683498 -0.011896493098417272 0.0066035417139553455 -0.013522873880343012 0.0033427162004357617 -0.0033973102830144857 0.00019177161374917689 0.0096131858155120015 -0.00046087699729785284 -0.0018125840126147132 -0.010994991488188692 0.0068473676716710469 0.0031083071261153532 -6.3120858150963679e-05 9.1997926068552772e-06 -0.0055599679569221681 -0.0017396618145431694 leaf_count=94705 136926 113 5208 179618 8860 6222 2476 1019 218 2315 64 263 359 146 154 48 960 10990 232 9279 693 598 66 79 426641 21489 643 4804 internal_value=0 -0.000540121 -0.0050152 0.000397539 0.0179299 -0.0033927 -4.18297e-06 -0.0122857 -0.00532309 0.0109854 0.0586719 -0.110196 -0.146249 -0.0288849 -0.0852951 -0.21726 0.0018365 -0.00220466 0.109152 -0.0235949 -0.0546 -0.113427 -0.18062 -0.213471 0.000576904 0.0047454 -0.00994718 -0.00708585 internal_count=915188 820483 142134 678349 15195 6335 663154 29959 27970 14779 2379 1989 1378 611 465 202 12400 11950 450 13191 3912 1436 743 677 633195 206554 26936 26293 shrinkage=0.0437965 Tree=187 num_leaves=29 num_cat=0 split_feature=21 12 13 21 27 13 20 23 18 28 8 12 15 24 27 22 20 18 15 14 5 15 21 29 4 24 1 25 split_gain=1.95246 2.7123 2.89739 2.63539 3.35284 3.58818 3.91945 5.46935 5.77025 3.41498 3.31106 3.30432 2.29917 2.16285 6.45999 15.4887 10.3952 13.6188 5.62403 5.54984 5.05959 3.45383 5.03282 7.87418 6.12828 3.7499 3.84371 3.07075 threshold=18.500000000000004 76.302038200428285 22.442435670683487 16.500000000000004 56.500000000000007 24.868587143231625 1.141234878341675 1.2522692941499589 4.5000000000000009 477.25000000000006 499.50000000000006 76.302038200428285 0.52859732584992092 26.500000000000004 48.500000000000007 523.25000000000011 0.99359202481978293 2.5000000000000004 0.78121382917771653 34.500926072762425 28.991379737854007 0.77046933482690971 12.500000000000002 1.5067354860852227 26.279561042785648 30.500000000000004 682.50000000000011 499.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 13 5 -5 12 10 -9 -6 11 -8 -7 14 -1 -16 17 -17 -18 21 -19 -15 24 27 25 26 -23 -24 right_child=1 -3 -4 4 9 6 7 8 -10 -11 -12 -13 -14 19 15 16 18 20 -20 -21 -22 22 23 -25 -26 -27 -28 -29 leaf_value=-2.7611950427345473e-06 -0.0039569264904117723 0.00050801731715425147 0.0088524756884232145 -0.0055875971440580777 0.0019197085469475595 0.0028897553730723208 -0.012498580510998386 0.0025281328998592351 -0.015600793455441582 -0.0092841101393943467 -0.011005357003438691 0.0051108141702140425 -0.00039035386903595639 0.0009249662108212301 0.006715283331118177 0.0074359088225637391 -0.00096576177151095515 -0.0026681435318948489 -0.018313935959039969 -0.016621667982909118 -0.022185426019746615 -0.0040786642570267402 -0.0028331855772159489 -0.02153759542116198 0.004942929945536031 -0.017432877733441505 -0.022810844461158813 0.0012982642323151462 leaf_count=897090 42 499 175 276 73 608 31 296 38 183 195 60 1258 11075 201 45 345 30 40 36 169 243 446 32 89 65 23 1525 internal_value=0 0.052187 0.145519 -5.31969e-05 -0.0295547 -0.0194073 -0.00739772 -0.0762823 0.0106301 -0.139036 -0.177781 -0.0202754 0.01549 4.44884e-05 -0.000144633 -0.0883259 -0.165548 -0.327031 -0.0632053 0.0125918 -0.439376 0.0136376 -0.0205612 0.000308342 -0.120089 -0.182725 -0.13011 0.00829737 internal_count=915188 716 217 914472 3018 2762 2486 620 334 256 286 91 1866 911454 897920 830 629 244 385 13534 199 13498 2423 2003 420 331 266 1971 shrinkage=0.0437965 Tree=188 num_leaves=29 num_cat=0 split_feature=33 4 30 12 30 32 26 12 8 20 29 18 22 4 11 28 13 30 4 22 26 20 26 21 17 29 13 4 split_gain=2.14957 4.51465 3.84262 6.30719 4.1967 14.1307 8.55587 5.76411 4.88558 4.64647 4.3816 4.24571 4.0766 4.07338 5.12086 4.06038 4.66356 4.00531 3.94255 10.4614 8.62148 8.97864 10.4854 10.0904 8.34891 8.52757 7.60891 7.31127 threshold=2.5000000000000004 92.999992370605483 2.5000000000000004 55.917261889578043 1.0000000180025095e-35 1.5000000000000002 1.4009962042797643 244.03300858899109 16287.000000000002 0.84538474181740664 0.058719029909603711 1.5000000000000002 1972.2500000000002 17.441330909729007 0.79436593567028357 7439.2500000000009 24.677979737205085 1.5000000000000002 11.999999046325685 2442.2500000000005 0.20653332794120624 0.35029535182123994 0.51021401744729056 9.5000000000000018 47.852981859298957 1.6515173442090956 86.883592141834058 5.0068869590759286 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 10 6 12 -8 -9 17 15 -11 -6 -5 -15 16 -1 -7 19 27 -20 23 24 -22 25 -23 -26 -12 right_child=1 -3 3 13 5 9 7 8 -10 11 18 -13 -14 14 -16 -17 -18 -19 20 -21 21 22 -24 -25 26 -27 -28 -29 leaf_value=-0.0031825429752245717 -0.00041045537017021571 0.0043431241808674428 0.017204285612059857 0.002008061606940378 -7.4169031770650578e-05 0.00037703750056657841 -0.0032998563670705891 -1.200136014360782e-05 -0.0040073299683117724 0.0022923974995841126 -0.0015574267528275744 3.5744270382737381e-05 -0.0017543595345461199 0.00061175681340735609 -0.00056223604922230313 -0.0058721961938756609 0.0077957533816361297 -0.00067869573787337773 0.0024425915308155209 -0.010932092360284097 0.0033169584893380914 5.9768071387753166e-05 2.7070950094236463e-05 -0.0068201017689881217 -0.0014176865334178652 -0.02786712539311444 0.0042349820713091808 0.00088309372967441231 leaf_count=224 31177 388 43 2876 9505 16548 4957 2535 764 3434 2627 2993 3909 26466 9753 464 111 11814 2779 151 2455 16248 718731 204 20842 21 467 22702 internal_value=0 -0.00803772 0.00036064 0.0100474 -8.8295e-05 -0.00841669 -0.0284618 -0.0537895 -0.0214004 0.00406933 0.000508402 0.0283469 -0.0128731 0.00962635 0.00674999 -0.0735071 0.0103899 -0.0014321 0.000583525 0.0128197 0.000174233 -2.93387e-05 -0.000233279 0.0579781 -0.0165172 0.000541598 -0.0295413 0.0143841 internal_count=915188 31565 883623 39138 844485 56459 21670 8256 3299 34789 788026 6427 13414 39095 36219 799 335 28362 787227 25480 761747 758968 756309 2659 37578 16269 21309 25329 shrinkage=0.0437965 Tree=189 num_leaves=29 num_cat=0 split_feature=26 17 8 6 9 29 12 25 24 10 14 23 1 25 14 25 21 29 29 19 29 18 17 24 16 17 20 16 split_gain=1.89566 3.36805 2.12713 2.01977 5.28997 6.72435 5.3839 6.5306 9.30505 5.89009 5.50626 10.4678 6.63313 6.55741 5.65907 6.45304 9.74034 5.50354 5.48007 5.45233 5.51475 5.00018 4.72411 4.93659 4.75167 8.23542 4.67211 4.57608 threshold=7.2522301203290942 47.932362979351389 16287.000000000002 0.51851851507252911 0.94585203147324581 3.0655073899172862 170.98275605729694 1103.7500000000002 14.500000000000002 0.84411098964604936 15.504427434073055 0.42990036097512735 592.50000000000011 666.25000000000011 7.4424414363577727 905.25000000000011 2.5000000000000004 0.98681263178215251 0.25654941301845052 567.25000000000011 0.68480803747273167 1.5000000000000002 52.884601548812178 26.500000000000004 233.85432139951658 44.85141652150579 1.1947712170115816 213.13457318841819 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 4 5 -1 7 10 -9 -8 14 13 17 -12 -6 19 27 18 -13 20 21 -16 23 24 -19 -26 -25 -17 right_child=1 2 -4 -5 6 -7 9 8 -10 -11 11 12 -14 -15 15 16 -18 22 -20 -21 -22 -23 -24 26 25 -27 -28 -29 leaf_value=-0.00032511201796013529 0.00042158592541932026 0.0052533723318345738 -0.0028741256793728457 3.1779186951680592e-05 -0.00059299216942365011 -0.0020361077905420607 0.0089356069918929189 -0.00094141797594461587 -0.018832334841101295 0.00055727071355797639 -0.021040274121326329 -0.016613004934699686 9.6743680052584577e-05 -0.0048399835367046546 0.00045897656245579829 -0.0031770516865218404 0.0022238049397791783 -0.0031752714702463062 -0.00037680166369202128 -0.00079099544429575368 7.2786676120792157e-05 0.0025577667079604159 0.00058053299490801993 0.0016559085773850723 -0.0068439812909275059 -0.033257675942990006 -0.011372035128310087 -0.013881178758433851 leaf_count=60324 2672 475 71 711856 5723 4753 162 13072 56 24774 66 40 56022 175 3019 143 295 2561 12712 2401 4018 7810 911 589 240 25 58 165 internal_value=0 0.0242503 0.0958182 -6.34375e-05 -0.00287028 -0.0102766 0.000698954 -0.00230601 -0.0232378 0.0139669 0.000527692 -0.00374276 -0.00305734 -0.211811 0.013824 0.0225968 -0.0790893 -0.0202742 -0.00976633 0.0261518 0.0333016 0.0450413 -0.0508389 -0.0676513 -0.085691 -0.213164 0.011143 -0.203473 internal_count=915188 3218 546 911970 200114 65077 135037 110101 13128 24936 96973 73399 73158 241 23574 17851 603 17136 12752 17248 14847 10829 4384 3473 2826 265 647 308 shrinkage=0.0437965 Tree=190 num_leaves=29 num_cat=0 split_feature=11 20 29 23 29 11 24 13 20 1 2 14 27 28 27 28 25 29 14 14 7 4 8 23 16 23 20 7 split_gain=2.11452 4.00892 7.4933 5.25925 5.22031 8.75572 9.30751 7.34973 5.50159 4.70702 5.75802 4.44115 7.37303 4.04593 3.84341 7.36105 13.5385 6.87912 6.22198 6.92809 7.39994 6.7591 7.81915 7.12813 6.95716 5.09554 5.01362 4.94192 threshold=0.67281763411675211 0.61263777744224679 0.13452473524401987 0.63157014904362219 0.33202741281925346 0.60295868347338943 4.5000000000000009 104.52411144326842 0.99181366330788323 1174.5000000000002 22.259629629629632 13.441215210041824 6.5000000000000009 410.25000000000006 2.5000000000000004 12426.250000000002 14730.750000000002 1.3707400596647845 27.463933806242306 163.53447347271609 -69.392520904541001 16.657601356506351 602.50000000000011 0.63956847390559812 214.15026887183259 1.590786029026346 1.4009754860734593 -26.483664512634274 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 7 -4 -6 -5 -11 12 -10 -14 18 27 25 -18 21 26 -21 -13 24 -24 -23 -17 -20 -16 right_child=-2 2 4 9 8 -7 -8 -9 11 10 -12 14 13 -15 15 16 17 -19 19 20 -22 22 23 -25 -26 -27 -28 -29 leaf_value=-0.00026480715560636356 -2.9118086296391418e-05 -0.0051169521954002092 0.0082106589425882219 -0.0013046328282882709 0.00091959793875216517 -0.00063363599829246889 -0.0055818620488412955 -0.0068953539893430128 -0.0089146732860715464 -0.023277547611923074 -0.0052756014880258467 0.0074725295148387596 0.010356518232825167 -0.0017986531892479952 0.0002455014610216027 -0.019700874542590237 0.0020851984069934653 -0.013935440612663094 0.0017325803543558624 0.0032301090348019947 -0.0043750522339297297 -0.0070804054225231498 0.016484706490888849 -0.0026900812144535057 -0.029309132539287876 0.0031295597061717336 0.016730527448449238 -0.00053828521792293968 leaf_count=10991 787728 498 793 920 18498 871 129 67 275 37 432 124 69 220 63016 127 301 62 7441 365 749 100 39 800 37 22 43 20434 internal_value=0 0.00372537 0.00556482 -0.0133734 0.00609679 0.0586426 0.12303 0.160602 0.00522975 -0.0713522 -0.152884 0.00213431 -0.0863375 0.0251949 0.00266707 0.000489956 -0.119048 -0.0148667 0.0215158 0.0305756 -0.0429997 -0.0492993 -0.0772397 -0.0410709 -0.298741 -0.37286 0.0415274 0.00122337 internal_count=915188 127460 115080 12380 114582 1860 989 860 112722 1389 469 94224 564 289 93660 83962 512 363 9698 8598 1114 1100 976 839 137 149 7484 83450 shrinkage=0.0437965 end of trees feature importances: Column_16=517 Column_17=378 Column_27=260 Column_14=237 Column_0=234 Column_29=232 Column_20=220 Column_11=213 Column_26=201 Column_28=194 Column_21=177 Column_22=161 Column_25=161 Column_9=154 Column_5=150 Column_23=149 Column_7=143 Column_6=132 Column_13=127 Column_19=124 Column_24=123 Column_30=123 Column_4=115 Column_1=113 Column_10=112 Column_12=112 Column_32=110 Column_15=105 Column_18=104 Column_8=88 Column_2=34 Column_33=28 Column_31=17 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0437965] [num_leaves: 29] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 7196] [feature_fraction: 0.772115] [feature_fraction_seed: 9091] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 9294] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 48] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_4.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:39678.625] [0:1] [0:548.9998779296875] [0:853.9998779296875] [0:1] [-90:90] [1:402150] [0.24590163934426229:1] [0:1] [0.13157894736842105:1] [0:3865.5088014401008] [0:994.79147012972851] [0:577.64920432118276] [0:1] [0:255] [0:125.19376919732906] [1:8] [50:331713] [1.4353174204475319e-05:26.420168067226889] [1:22] [50:331713] [1.4353174204475319e-05:33.644680851063832] [1:39] [50:331713] [1.4353174204475319e-05:188.30093457943926] [1:66] [50:331713] [1.5664160401002506e-05:188.30093457943926] [0:3] [1:18] [1:18] [0:3] tree_sizes=2592 2671 2691 2674 2700 2701 2678 2669 2696 2673 2687 2670 2686 2691 2683 2705 2670 2700 2698 2695 2677 2708 2713 2685 2693 2689 2734 2702 2691 2729 2704 2716 2725 2716 2719 2708 2693 2706 2687 2662 2716 2691 2712 2689 2694 2694 2705 2688 2697 2690 2680 2693 2682 2677 2694 2710 2685 2684 2681 2690 2688 2708 2691 2685 2702 2688 2682 2700 2703 2703 2689 2693 2680 2685 2678 2691 2698 2690 2700 2718 2691 2692 2714 2686 2702 2669 2661 2689 2690 2706 2696 2702 2684 2708 2685 2693 2671 2693 2685 2691 2673 2693 2671 2645 2707 2667 2680 2629 2685 2663 2702 2675 2661 2672 2628 2642 2649 2651 2663 2648 2639 2683 2664 2648 2677 2671 2670 2667 2677 2686 2643 2642 2670 2664 2611 2621 2674 2678 2655 2698 2672 2668 2655 2649 2646 2633 2665 2660 2653 2651 2645 2642 2623 2681 2637 2618 2643 2639 2647 2629 2649 2672 2629 2646 2640 2644 2654 2678 2644 2663 2613 2640 2644 2690 2662 2638 2602 2651 2661 2644 2599 2689 2651 2595 2651 2610 2642 Tree=0 num_leaves=31 num_cat=0 split_feature=16 20 16 16 20 31 20 31 16 16 16 31 16 2 0 31 31 0 20 31 20 20 29 31 16 29 14 14 31 20 split_gain=23205.1 5526.29 3186.71 2925.92 1321.64 1145.75 639.545 476.019 435.169 337.852 312.783 287.874 266.735 182.807 143.356 130.345 113.79 102.398 98.1908 90.0827 94.4691 84.673 80.5679 79.0118 82.3318 68.5882 66.075 59.5898 61.1356 53.0023 threshold=215.40171656658626 0.56375239164556679 195.20822758037227 228.55875147808561 0.6338849981089506 1.5000000000000002 0.61729801175511134 1.5000000000000002 235.14436647920186 223.11798367983684 206.898710072792 1.5000000000000002 173.58183691492496 43.647515527950318 35.000000000000007 1.5000000000000002 1.5000000000000002 43.000000000000007 0.7406874667635529 1.5000000000000002 0.78459265628523445 0.77988734313601227 0.63800019226237004 1.5000000000000002 240.65094253970804 0.7673439896189691 19.759467635772975 19.901438160477749 1.5000000000000002 0.8231068432946379 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 7 -2 11 -4 15 16 -6 -1 13 17 25 -5 -3 26 -18 -11 -21 -17 -7 24 -10 -14 -8 -12 -29 -25 right_child=1 3 4 8 10 22 12 -9 23 19 27 -13 14 -15 -16 21 18 -19 -20 20 -22 -23 -24 29 -26 -27 -28 28 -30 -31 leaf_value=0.51972696364941195 0.53638777322262621 0.53623569609154242 0.52678526263816683 0.54266036760272163 0.52874587958719121 0.51199451837195664 0.52013621472659999 0.51373990520139634 0.54535480503551392 0.53943374388977228 0.53019546180721921 0.51205531063218557 0.52465456594295246 0.52799565942793325 0.5229393231179873 0.5284785841878088 0.52297625087605337 0.51791333011833951 0.53354601370489341 0.52561701133423588 0.5369760279900806 0.53929968802660599 0.51939336215410503 0.53478740453697671 0.54788738447888363 0.52857088253600848 0.52411627175378617 0.53339993859357671 0.52982885953522074 0.54349601238845857 leaf_count=22247 5435 113307 9316 131776 82237 14023 21490 12394 77290 101781 18879 15981 16198 6087 43777 1615 1913 24606 13217 1648 8966 9248 3496 1559 35671 17898 12570 68258 10520 9000 internal_value=0 0.135486 -0.187719 0.157214 -0.101263 -0.344438 -0.284094 -0.334333 0.229478 0.0773515 -0.073136 -0.398957 -0.253308 -0.300732 -0.213873 0.19185 0.0423139 -0.317847 -0.0391409 0.11739 0.029722 0.0865636 -0.468878 0.27293 0.280662 -0.165256 -0.282337 -0.0348716 -0.0227789 0.190206 internal_count=912403 529945 382458 506991 201604 22954 180854 21710 266159 240832 179894 38228 142626 64753 77873 142639 128437 58666 15130 112395 10614 10863 17519 123520 112961 34096 34060 97657 78778 10559 shrinkage=1 Tree=1 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 23 17 26 16 1 17 8 16 16 23 13 0 1 16 0 26 13 6 split_gain=21228.9 5318.62 3068.71 2495.3 1630.18 1082.96 731.535 539.848 402.889 386.112 347.318 276.782 167.597 138.097 123.164 117.606 108.976 96.5187 91.0305 86.6573 74.2132 71.1156 67.8257 52.7148 51.6118 49.8415 45.8348 41.636 41.2996 38.6981 threshold=215.87051553346842 1.5000000000000002 195.20822758037227 228.55875147808561 1.5000000000000002 0.65129483741200145 1.5000000000000002 83.630831660261094 166.03199894999346 234.96600290601683 208.92390342439401 223.11798367983684 0.67899004988201217 42.818888910944032 0.89190210618782062 184.570487255812 3529.5000000000005 78.760852775194721 383.50000000000006 202.28284869227198 240.65094253970804 0.52919991457471804 25.448841974033762 40.500000000000007 323.50000000000006 231.37721430598501 33.000000000000007 0.73137997694635237 30.984550567376967 0.17619932906485683 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 18 7 8 23 25 17 24 -6 -10 -9 26 27 19 -3 -4 -11 -8 -12 -1 -2 -5 -15 -7 -21 -22 right_child=1 5 4 9 12 16 21 14 13 20 22 -13 -14 15 -16 -17 -18 -19 -20 28 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.013490079307020227 -0.0020247543712370217 -0.021443083050844761 -0.0062891700098786588 0.0072474849092174212 -0.019704681217789274 -0.010580806718314165 -0.021552316377587036 -0.0073559612120257505 -0.0041644914131080306 0.010813549756587819 -0.004586519160500355 0.0051140938713092601 -0.010427582555335385 -0.010292985577090644 0.002541380153417198 -0.0088150098780620748 0.0049307037319565256 0.0030393897068249831 -0.014876266363009429 -0.0052374614569860945 0.0023310918787516938 -0.015630343072691726 -0.00048045034853506159 -0.016298261523591887 0.0022919155178438471 0.0089201064886259944 -0.013093274265221656 -0.0033198228983214307 -0.0028261987538736382 0.013296285297074105 leaf_count=31110 5520 11060 44562 61310 12096 1825 13851 3833 7350 85195 8484 110927 5336 18920 6353 45861 2925 3040 6300 21588 622 5343 77728 21490 114666 75696 26936 8473 36076 37927 internal_value=0 0.131757 -0.176582 0.156916 -0.0939997 -0.272876 -0.271873 -0.249983 -0.26495 0.223973 -0.0673463 0.081261 -0.386768 -0.227394 -0.02713 -0.237964 -0.0572621 -0.105889 -0.437107 -0.111111 0.264463 -0.456459 -0.020285 -0.335683 0.0480143 0.187402 -0.273775 -0.105644 -0.0855162 0.30087 internal_count=912403 522446 389957 491863 208910 30583 181047 161853 151667 260750 191478 231113 17432 99067 10186 91717 13223 105266 17360 102226 123744 19194 86212 52600 120186 137006 45856 10298 57664 38549 shrinkage=0.0436048 Tree=2 num_leaves=31 num_cat=0 split_feature=16 30 16 29 16 29 30 17 16 16 16 16 30 29 16 8 29 17 30 30 17 16 12 16 0 16 4 5 8 0 split_gain=19417.1 3055.68 2665.31 2370.72 2182.72 762.092 661.562 445.909 339.446 321.17 296.012 249.711 204.052 203.785 166.149 133.016 127.129 118.106 100.958 78.8698 77.5537 72.2754 72.1481 68.2564 61.0088 55.0312 51.0153 47.3564 45.8619 45.0387 threshold=215.40171656658626 1.0000000180025095e-35 192.75584311729855 0.64472676714757815 228.55875147808561 0.63113880247474585 1.0000000180025095e-35 83.630831660261094 236.63768420852443 164.57116434736659 204.68006734006738 222.04443799091419 1.0000000180025095e-35 0.81499235474006126 231.22231800766286 296.50000000000006 0.57705350727410509 43.754572683691819 1.0000000180025095e-35 1.0000000180025095e-35 78.760852775194721 179.02317093944302 95.574116139070426 232.96053760043336 37.500000000000007 245.13044175002725 34.000026702880866 28.00000095367432 667.50000000000011 37.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 15 11 6 -4 9 23 18 20 27 17 -9 24 -3 -14 -11 29 22 -7 -19 -12 -6 -5 -10 -16 -2 -13 -1 right_child=1 3 5 14 8 10 -8 13 25 12 19 28 16 -15 26 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.01290637753127164 0.00035731613490623391 -0.02068496738139718 -0.0059799009265820028 0.00086107010737443705 0.0074655224308903378 -0.0056362362619453311 -0.018185337485812907 -0.01033257513010072 0.011221156225864413 -0.0051523340986380671 -0.0024427351951092271 0.0038406458873440426 -0.019773869824544935 0.0014476122126516784 0.002315148511153236 -0.012955561885195426 -0.011658786497095008 -0.012212354660003992 -0.019292624454288816 -0.0045424854512596926 0.0020618705085285803 -0.0094311338095850045 -2.2197431207695223e-05 0.0092867141643628789 -0.0034537161365759549 0.014508047571128359 0.0070536003975172597 0.0024542653113785208 0.0055452596745090774 -0.015606711278176161 leaf_count=26442 29351 9748 27234 21070 90154 64593 12238 4720 76219 8827 45078 54085 6949 6836 7810 7483 7780 28567 8394 15507 2588 46988 48718 69136 8847 11095 9668 67731 67419 21128 internal_value=0 0.124008 -0.171628 -0.0797445 0.152314 -0.0983112 -0.223923 -0.266648 0.216805 -0.280769 -0.0702173 0.0795575 -0.246572 -0.0771464 0.0357406 -0.397394 -0.355177 -0.227615 -0.341332 -0.0381096 -0.122456 -0.240402 -0.0271873 0.189336 -0.00951479 0.266916 0.113204 0.0417452 0.10977 -0.32349 internal_count=912403 529816 382587 64626 465190 215956 39472 166631 246604 155075 176484 218586 99111 11556 47395 17231 14729 84382 55964 109303 67181 75555 93796 159290 29917 87314 17478 97082 121504 47570 shrinkage=0.0436048 Tree=3 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 17 16 12 8 16 17 20 16 16 17 20 10 14 0 12 0 16 split_gain=17787.3 4816.89 2460.36 2128.04 1199.08 1120.79 562.102 472.933 335.887 328.703 282.81 272.288 131.167 127.851 117.438 87.2552 75.9149 67.2798 65.3387 65.0222 62.7343 57.2624 56.1345 54.3794 51.1575 48.5456 45.2531 43.4826 42.0396 40.697 threshold=213.93303437967117 1.5000000000000002 228.55875147808561 192.75584311729855 1.5000000000000002 0.6338849981089506 1.5000000000000002 90.067227099494161 221.115559849806 235.14436647920186 166.03199894999346 203.50738500109006 0.7175793996485893 44.632179084465712 232.01887556934085 79.473611075682086 408.50000000000006 179.02317093944302 78.760852775194721 0.6338849981089506 245.13044175002725 224.47812414547448 71.229092204068891 0.53253729114920534 0.98758711937218113 18.836097041364244 43.000000000000007 80.645183950935902 35.000000000000007 208.92390342439401 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 16 7 10 27 25 26 18 -6 -12 -7 -13 -3 -15 -5 -9 -11 -10 29 -8 -22 -4 -1 -2 -19 -17 right_child=1 5 9 4 12 14 23 19 21 20 13 15 -14 17 -16 22 -18 28 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.012385575682366036 -0.00086462056140930606 -0.019610440348457478 0.0041937572608392159 -0.0057855130691225895 -0.017667333316888727 -0.0042002884267264857 -0.019784911964223301 -0.011355822248072666 0.0032970758252776999 0.010279436895903679 -0.0046363301875156056 -0.0045046353671658046 -0.0079663656483734725 -0.011677650456226275 0.0045857235514911087 -0.0027164671733132472 -0.014209918250880195 -0.0075297037954853083 0.001482664954697392 0.0012235018235543902 0.013943219733331435 0.0050325491027031133 0.0040287577397289083 -0.014147680802333557 -0.011854846404409059 0.0077014800077868113 -0.015016062427534123 0.0014895534314781854 -0.01007332159491515 -0.00078002043260188257 leaf_count=33376 17782 12435 7952 66464 13087 7422 13639 874 63187 108419 9787 21619 3323 27101 4740 36951 8221 21608 2438 7366 11702 84482 3465 4273 148 132520 19819 92618 28849 46736 internal_value=0 0.112906 0.136409 -0.17266 -0.101484 -0.258636 -0.255532 -0.235383 0.0671886 0.204919 -0.249035 -0.0775965 -0.360119 -0.214028 -0.0177971 -0.046439 -0.400439 -0.227618 -0.126783 -0.00254012 0.243292 0.0983824 -0.0323325 -0.422892 0.312374 0.172066 -0.306517 0.0254644 -0.206033 -0.0374967 internal_count=912403 551628 518810 360775 194083 32818 166692 148780 258069 260741 140540 177673 16410 87345 12162 108771 20656 77558 68902 8240 120269 147669 87152 17912 11850 140472 53195 110400 50457 83687 shrinkage=0.0436048 Tree=4 num_leaves=31 num_cat=0 split_feature=16 20 16 16 20 30 20 30 16 16 16 30 16 2 33 0 33 33 0 8 16 14 8 16 8 14 30 16 30 30 split_gain=16273.5 3915.73 2404.32 1936.18 1038.6 791.119 478.356 352.01 286.422 258.911 243.94 197.326 196.324 140.776 121.756 114.404 105.044 92.4339 77.7563 70.5913 62.6844 53.2663 48.7855 46.3853 43.8303 40.5184 42.5074 40.0421 38.5459 38.2957 threshold=216.10159425813012 0.56375239164556679 195.20822758037227 229.68605745582508 0.6338849981089506 1.0000000180025095e-35 0.61729801175511134 1.0000000180025095e-35 223.63107802203334 208.92390342439401 236.63768420852443 1.0000000180025095e-35 173.58183691492496 43.647515527950318 2.5000000000000004 35.000000000000007 2.5000000000000004 2.5000000000000004 43.000000000000007 483.50000000000006 202.28284869227198 19.759467635772975 333.50000000000006 246.17968318306922 1685.5000000000002 19.523188036556288 1.0000000180025095e-35 232.96053760043336 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 7 -2 11 -4 14 20 17 -1 13 18 22 19 -10 27 21 -14 -6 -8 -3 28 -7 -11 -27 -5 -12 -24 right_child=1 3 4 10 9 24 12 -9 16 25 23 -13 15 -15 -16 -17 -18 -19 -20 -21 -22 -23 29 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.012051657031490188 0.001995093194381434 -0.0027275431584752588 -0.0060591382332286997 0.0069335254574872333 -0.0052248805735463383 -0.018181668685223997 -0.011624233947334238 -0.017040560860710693 0.0048264481959208461 -0.0028548857523401517 0.010357370761137128 -0.018398637158329144 -0.0078783440456772422 -0.0047104104385776932 -0.0096423582348398578 -0.0092190008123738346 -0.0066132808593757026 -0.0025464255084605438 -0.01351899343440803 -0.0039102035651590187 -0.0030398678500468609 -0.0080560887042556671 0.002345617369330916 0.013349736445566744 -0.011169141493458871 6.3499401996169584e-05 -0.0030386980480919196 0.0083858270569711797 0.0071201215975482263 -0.000168603649487588 leaf_count=22229 5232 4149 9674 71553 44176 15097 21485 13020 125368 14656 78761 16030 16700 6138 1755 43913 1545 1705 24606 17411 57404 12632 109221 9058 1909 63908 9669 72847 7675 12877 internal_value=0 0.116235 -0.153413 0.134622 -0.081258 -0.294294 -0.238061 -0.283441 0.0738288 -0.057085 0.198767 -0.33737 -0.211469 -0.252125 0.0404516 -0.177673 0.107492 0.173077 -0.267187 -0.134226 -0.0915061 -0.236284 0.0440879 0.238071 -0.398912 -0.0174571 -0.00789295 0.175811 0.230936 0.0477116 internal_count=912403 518752 393651 496514 212507 22238 181144 22694 254915 189813 241599 38259 142885 64861 128002 78024 126913 146105 58723 34111 101580 34117 126247 95494 17006 88233 73577 144400 86436 122098 shrinkage=0.0436048 Tree=5 num_leaves=31 num_cat=0 split_feature=29 30 2 12 1 30 23 2 9 30 2 1 2 2 1 23 2 2 2 2 30 30 14 9 9 1 9 9 9 14 split_gain=8625.65 2009.52 1685.19 691.519 586.175 533.584 444.959 413.936 294.661 267.861 260.625 247.241 245.514 178.847 177.704 170.757 134.07 120.229 194.045 107.262 102.396 93.4486 88.5807 85.5192 66.3851 61.8724 57.5283 56.3082 55.7798 55.7568 threshold=0.74679421091782283 1.0000000180025095e-35 27.532291666666669 75.716251762801377 586.50000000000011 1.0000000180025095e-35 0.54900954737975238 11.009433962264152 0.93843457876335534 1.0000000180025095e-35 17.223356009070297 843.50000000000011 74.131944444444457 11.300943396226417 1553.5000000000002 0.79762375305853583 16.020204081632656 16.020204081632656 1.4361413043478264 11.718974358974361 2.5000000000000004 1.0000000180025095e-35 20.189665080244161 0.88128675142078128 0.97980137966674496 706.50000000000011 0.94886642978457147 0.95145699768342329 0.89863325031133268 49.393362024171914 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 13 17 12 -3 9 -9 14 -10 16 22 24 23 -7 27 18 -2 -20 29 -12 -4 -6 -1 -25 -13 -5 -24 -11 right_child=2 6 5 11 7 15 -8 8 10 20 21 26 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 28 25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0096553200723612197 -0.00055427998078834211 -0.017481115761496 0.0018236506360607297 -0.0087894795901233332 -0.0057547450053254245 -0.0078581348022977639 -0.0083740155717481838 -0.0075617229644189335 -0.0018964179904249639 -0.005403172050098352 0.0026142015531554893 -0.0012520005050812152 0.0082147725895338596 -0.0047184616934840282 0.0072628429158177405 0.0014013504039138795 -0.00043603390806518257 0.00080126465263551008 -0.0062920646978903236 -0.0021848288758338731 0.0023393144670982289 -0.0032464302702882092 0.00018202245076464227 0.0020913081766872101 -0.006474991813886272 0.0041488611004604128 0.0045081142665871887 -0.0041445597171690654 0.0056041710405507952 0.00093987201601430058 leaf_count=50767 60440 37733 14357 5851 1959 4361 13980 8969 48187 9428 71598 4688 71379 27844 25771 28761 19813 33055 24437 23927 9379 5576 3719 42753 16547 79390 11109 32671 120297 3657 internal_value=0 -0.171908 0.0550397 -0.119205 0.0187104 0.122131 -0.344437 0.043298 0.00168431 0.0757342 0.0142118 -0.046794 0.140756 -0.175617 0.0909974 0.0041785 -0.0768465 -0.0344422 -0.0504884 -0.097698 -0.0260976 0.0502412 0.116184 0.075306 -0.203499 0.0786305 0.0641836 -0.111228 0.124793 -0.0832572 internal_count=912403 221003 691400 169290 448526 242874 51713 306667 134330 172337 125361 74132 209752 95158 149873 33122 58335 141859 108804 48364 22464 77174 138373 124102 67314 122143 15797 38522 124016 13085 shrinkage=0.0436048 Tree=6 num_leaves=31 num_cat=0 split_feature=1 17 31 20 0 0 11 17 20 20 0 1 11 1 31 17 0 12 20 1 11 0 12 17 11 1 11 20 0 31 split_gain=7632.4 4590.38 1462.46 1427.24 633.068 624.867 608.165 445.647 349.706 343.517 281.89 265.397 227.027 212.605 204.041 183.091 152.453 142.033 106.383 96.4349 101.181 92.953 84.5484 78.3847 73.5606 70.9099 63.0684 62.7066 62.2927 62.1271 threshold=438.50000000000006 49.244492445147195 1.5000000000000002 0.69193149811340826 45.000000000000007 45.000000000000007 0.84625759394666977 44.15991367279878 0.59182638886034478 0.64163925653575937 28.000000000000004 683.50000000000011 0.82867718219280728 680.50000000000011 1.5000000000000002 52.486966698776776 28.000000000000004 67.227922061357873 0.75096046476164247 2158.5000000000005 0.8231775500298687 28.000000000000004 68.73097038856281 68.273281074164871 0.85646495918941745 586.50000000000011 0.85209006879669114 0.79821028187059595 51.000000000000007 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 14 9 7 10 13 -4 -3 17 24 18 21 -2 -11 22 -1 -6 20 28 -5 -8 -17 -7 -9 -23 -14 -13 -27 right_child=1 4 8 5 12 11 16 25 -10 15 -12 19 27 -15 -16 23 -18 -19 -20 -21 -22 26 -24 -25 -26 29 -28 -29 -30 -31 leaf_value=-0.0081801214505746074 2.0612150631896742e-05 -0.011133946553632939 -0.017267656825506281 0.006093586404224435 -0.011040922667865383 -0.0091261762289799805 -0.0023105043649624961 0.0030224474314225883 -0.0066587758159274901 0.0015286958539399802 -0.010356446465973322 -0.00088325912487997567 -0.0070748572790716013 0.0085909513707418343 -0.0121913271566276 -0.0016053900514679199 -0.0049292850198128305 -0.003595769700111189 -0.0050913475940593316 0.0053804103549873533 0.0029794193637663262 -0.0031375077337873107 0.0022603254093089553 0.0016218963173579798 -0.00069828015824954814 0.0054921578484788723 0.0045313346015788333 -0.0012106290016156956 -0.0097459672358951605 0.0021018263971209644 leaf_count=23419 3569 5364 32031 38501 6187 5716 15637 41146 7244 88648 45874 4576 3781 140773 9596 95517 20297 28473 74809 12323 10794 3797 15149 16831 3004 99478 4404 41755 2249 11461 internal_value=0 0.0465901 -0.179483 0.120011 -0.0397321 0.131277 -0.134193 0.144993 -0.351129 -0.00558446 -0.180397 0.0108191 -0.0954233 0.177622 -0.203663 0.00108073 -0.0457639 -0.12991 -0.127184 0.055531 0.00806924 0.119156 -0.00140618 -0.025729 -0.142709 0.10477 0.0224911 -0.0389304 -0.0872319 0.117921 internal_count=912403 724279 188124 391387 332892 378222 148849 339560 39275 206360 97766 38662 126532 187475 13165 200996 51083 51892 80996 29942 17619 46702 30786 112348 8720 152085 8201 45536 6825 110939 shrinkage=0.0436048 Tree=7 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 2 16 2 20 0 12 16 0 16 12 2 16 6 12 9 5 26 16 28 16 split_gain=13476 3539.45 1782.68 1649.43 903.607 788.596 340.139 252.055 248.154 240.738 169.911 152.228 99.1016 86.7431 75.7763 61.8657 52.514 44.7079 44.477 44.3853 42.1652 38.34 44.9994 33.928 33.8411 46.899 33.3323 33.0438 31.4028 31.1714 threshold=213.93303437967117 1.5000000000000002 228.55875147808561 190.74055510111984 1.5000000000000002 0.60922114472372357 1.5000000000000002 203.50738500109006 221.67646875988973 236.63768420852443 39.009433962264161 166.03199894999346 29.435340022296547 0.7175793996485893 35.000000000000007 89.23097038856281 231.85447604751496 40.500000000000007 234.1153355163755 110.78427124746192 14.381652661064427 245.13044175002725 0.13071895481872117 75.716251762801377 0.94002136686706617 70.001785278320327 0.69710617664140917 225.80490466171184 307.25000000000006 100.37287869264615 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 7 19 10 20 28 16 11 17 -7 -6 23 -9 -4 26 -14 -3 -5 -11 -23 -13 -12 -26 -1 -10 -2 -28 right_child=1 5 9 4 13 12 -8 15 27 21 24 14 18 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 29 -29 -30 -31 leaf_value=-0.011467579028989205 -0.0099104022084064557 -0.016184080805407158 0.0058261891703697772 -0.0057644750424340179 -0.014995892006497721 -0.0066811794075279244 -0.015784558100517723 -0.0030524840517420068 0.0032875238323034216 0.0091504180016997207 -0.0071812732905256402 -0.0082107455118319156 -0.0012353869323235987 -0.0073300078039245601 -0.0096614218108867899 -0.00091490697564268356 0.0073861430083134345 -0.012954727312150374 0.0050712872664765343 -0.011365082349495273 -0.0036818756843344401 -0.01647480616748178 0.012064313144351656 -0.0054318384579586211 -0.0040370568898927253 0.0048177618255606392 0.00017271216111183058 0.0046569199129534063 0.0011961109486841241 -0.0090851816258549038 leaf_count=19427 486 15169 71458 48934 13989 4209 16856 41841 80002 81066 4231 17345 4952 3511 41488 66916 96366 22352 3726 4779 29706 106 11717 16115 5633 1425 742 57646 120047 10163 internal_value=0 0.0982865 0.118435 -0.150286 -0.091321 -0.220115 -0.227843 -0.0710273 0.0595344 0.176763 -0.211567 -0.221968 -0.027304 -0.308633 -0.193012 -0.0398414 0.154156 -0.263159 0.0337682 -0.344677 -0.114157 0.217608 0.270806 -0.157606 -0.0939745 -0.0515833 -0.238152 0.0885457 0.0264037 -0.193906 internal_count=912403 551729 518894 360674 204897 32835 155777 187397 258181 260713 138921 127632 12887 17500 74948 108757 167824 52684 8678 19948 78640 92889 11823 33460 11289 7058 30332 137648 120533 10905 shrinkage=0.0436048 Tree=8 num_leaves=31 num_cat=0 split_feature=16 33 16 16 33 17 16 23 16 16 16 23 23 30 17 12 30 23 30 30 23 23 30 30 23 17 17 30 23 16 split_gain=12354 2918.47 1739.08 1468.48 516.57 338.994 263.836 253.452 251.924 196.873 190.322 142.76 126 104.933 97.2596 92.8962 74.1213 79.7679 69.4548 86.9377 69.0345 64.59 59.6045 57.7726 76.8622 57.6288 57.5771 57.485 70.6468 53.3231 threshold=213.67208368048969 2.5000000000000004 227.44448180527539 190.74055510111984 2.5000000000000004 90.067227099494161 234.7853294368465 0.59545757980337433 202.28284869227198 221.115559849806 161.65458299873811 0.90507138708923207 0.081326925420424093 1.0000000180025095e-35 42.818888910944032 76.159902576697334 1.0000000180025095e-35 0.7466024871487057 1.0000000180025095e-35 2.5000000000000004 0.4876005764731281 0.68577807384058131 1.0000000180025095e-35 1.0000000180025095e-35 0.62085911025891505 74.759439818084743 78.760852775194721 1.0000000180025095e-35 0.80667130273528065 240.31309756194727 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 8 10 16 -3 21 18 -1 -7 -8 14 -12 -10 -4 -18 -2 -20 -15 22 -5 -11 -25 -17 -23 29 -29 -14 right_child=1 7 6 4 -6 11 12 -9 15 23 13 -13 27 20 -16 25 17 -19 19 -21 -22 26 -24 24 -26 -27 -28 28 -30 -31 leaf_value=-0.012217062268592401 0.0010769696597207569 -0.01555568602074598 0.0060381170002008168 -0.0065658900671211667 -0.014481984548977443 -0.0075794954306475423 -0.016459579425656137 -0.0053692516108898598 -0.0049367248672972687 0.0034667320847235807 -0.0041056221761175534 0.003133498598614688 0.0081235362771020017 -0.015785410132693384 -0.0088367871161623545 -0.0018245078376354228 -0.0074631805457139443 0.0037407743486480407 -0.0060505873009780581 0.00085324412760165306 -0.0096436096755245053 -0.0050325657754888252 -0.013315420996607725 -0.010633282582582171 0.0014019119909527825 0.0042888722897169423 0.0019276674182566868 -0.0044098875537089063 0.0066976912132263363 0.01008689874952255 leaf_count=49721 103204 13489 148350 12465 8355 4215 386 7083 19398 114530 9313 5389 81457 6265 73180 97263 1372 10123 6200 7871 7827 55347 3108 1112 10889 3023 2356 1238 9030 38844 internal_value=0 0.0932964 0.107519 -0.145106 -0.0886818 -0.217961 0.159743 -0.276311 -0.0781412 0.0452291 -0.229908 -0.0359643 0.193021 -0.20403 -0.190407 -0.0498687 0.132479 0.0551204 0.0157125 -0.0501949 -0.283779 -0.12432 -0.181469 0.0725865 0.00657596 -0.0376157 -0.108896 0.194708 0.122887 0.200838 internal_count=912403 555178 534606 357225 201315 155910 290800 20572 192960 243806 146306 9604 130955 96585 82493 119684 159845 11495 117275 14071 14092 73276 15573 126531 12001 100286 57703 130569 10268 120301 shrinkage=0.0436048 Tree=9 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 20 17 16 32 16 16 16 26 17 16 29 29 17 13 16 16 17 17 16 20 16 9 13 18 17 split_gain=11276.3 3074.01 1616.31 1253.79 702.345 680.327 314.222 251.981 242.383 186.856 176.872 159.906 158.935 99.1773 80.8916 74.7566 62.39 55.287 50.5785 48.2562 43.2682 41.3993 39.7952 39.7407 32.7791 31.5017 31.1125 29.1883 28.759 28.4199 threshold=212.91683535762488 1.5000000000000002 227.44448180527539 190.74055510111984 1.5000000000000002 0.64937535093903676 90.067227099494161 234.7853294368465 1.5000000000000002 220.13122843775952 203.50738500109006 164.57116434736659 0.78015234315531978 42.704711743111986 228.40463243305538 0.54194445679067227 0.5331054262524425 78.760852775194721 31.28001489363476 239.15125164943569 230.91826505016726 47.378873004590311 68.273281074164871 178.03627819548873 0.55436876571270288 223.78595624288593 0.92263930843960851 26.267760968847266 1.5000000000000002 51.634848613607893 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 16 8 20 11 29 17 26 24 -13 -7 -6 -3 21 -12 -9 -4 -5 -20 -15 -8 -11 -1 -23 -16 -2 right_child=1 5 7 4 15 14 12 19 -10 25 18 13 -14 23 28 -17 -18 -19 22 -21 -22 27 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.01361410072023354 -0.00019302938936429135 -0.015130757548362381 0.0049305214867803263 -7.147982303460985e-05 -0.015226131790196286 -0.0042633902384406073 -0.013570195120172726 0.0075532332014677525 -0.01478611377261772 0.002388363841896252 -0.0030708581848185768 -0.0030860118131465731 0.0029582455371695332 -0.009558847560257943 0.0051885030181738389 -0.0093148860907371137 -0.01025046566042574 0.0014416688010259579 -0.0012563843529004005 0.0092671850490306708 0.0063793602632224522 -0.0066883670293170503 0.0036592014752452398 -0.0074767437789577526 -0.0051838064005053216 0.0036936721551108788 -0.010485763758904795 -0.0045343135500168748 -0.00097300004697485273 0.0012536144071819296 leaf_count=7037 43956 14470 75117 3416 8700 5715 1488 71895 15291 66706 34923 7712 5938 28470 3926 7640 7595 2833 57452 55226 81948 15114 3312 44949 2191 74322 42868 57334 2275 62584 internal_value=0 0.0871052 0.105739 -0.141936 -0.0875559 -0.204492 -0.208443 0.157197 -0.219951 0.0466701 -0.0689802 -0.206048 -0.0333473 -0.17865 -0.0119493 -0.2858 -0.308473 -0.104098 -0.0400982 0.190296 0.130409 -0.10922 -0.0226685 -0.189982 -0.19667 0.0705487 -0.250589 -0.114292 0.0671484 0.0150617 internal_count=912403 565735 531754 346668 190724 33981 155944 284186 146327 247568 174384 131036 9617 81131 11916 16340 22065 78697 95687 127121 157065 75864 60764 73419 3679 141028 49905 72448 6201 106540 shrinkage=0.0436048 Tree=10 num_leaves=31 num_cat=0 split_feature=16 32 16 16 20 32 17 16 32 16 16 26 16 17 16 20 20 16 0 17 13 17 16 17 8 0 20 0 17 21 split_gain=10345.9 2908.43 1623.57 985.316 634.333 555.338 285.799 256.212 220.459 182.026 143.872 143.787 123.449 91.4836 80.2314 59.7574 53.5073 51.4889 48.5909 46.0582 45.9832 40.9766 40.3627 35.3882 33.8591 29.9101 29.6605 28.7506 27.0666 26.5757 threshold=211.59376640323384 1.5000000000000002 226.94961926961929 190.74055510111984 0.64937535093903676 1.5000000000000002 83.630831660261094 234.28912375027701 1.5000000000000002 220.13122843775952 161.65458299873811 0.78015234315531978 202.28284869227198 40.568320907553456 228.40463243305538 0.7175793996485893 0.49889001133395755 238.35672276892129 35.000000000000007 71.229092204068891 30.984550567376967 48.222655435883844 230.75309768026122 68.273281074164871 383.50000000000006 37.500000000000007 0.57344911914619334 33.000000000000007 51.008621686760506 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 16 12 8 22 10 24 -1 26 19 -12 -6 -7 -3 -9 -15 21 -14 -5 -4 -22 -2 -13 -8 -26 -29 -16 right_child=1 4 7 5 14 15 11 17 -10 -11 13 25 20 18 29 -17 -18 -19 -20 -21 23 -23 -24 -25 27 -27 -28 28 -30 -31 leaf_value=-0.010692203165638696 -0.0018276453429906881 -0.01409035323468771 0.0045985995671156835 -0.00044649337174087876 -0.0041951701730976142 -0.013334627646520563 -0.012328363966823802 0.0070365614999193804 -0.014192086698303198 0.0028458205381739349 -0.0027891097478544122 0.004103977646450538 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157943 86524 12315 14858 23055 137750 79628 69044 88899 65316 157253 57069 122810 6804 4366 112036 58644 6222 shrinkage=0.0436048 Tree=11 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 16 16 17 26 21 12 1 16 17 16 17 1 26 12 2 16 6 19 4 19 split_gain=9478.37 2360.91 1349.78 1095.55 656.031 464.008 350.209 294.642 255.31 190.222 124.739 113.725 86.9267 71.6666 69.6937 67.2047 53.1484 52.1015 47.6 45.148 62.6729 34.7359 33.6185 31.4153 29.2973 28.3503 35.934 28.0217 27.6006 27.1371 threshold=215.40171656658626 1.5000000000000002 197.92956349206352 230.1460173283989 1.5000000000000002 0.68577807384058131 1.5000000000000002 83.630831660261094 173.58183691492496 223.63107802203334 237.66047071784007 208.92390342439401 46.565118572316031 0.79916171592037044 1.5000000000000002 90.094931419241746 1641.5000000000002 186.1922348823941 78.760852775194721 147.12853182439622 39.462179377076914 323.50000000000006 0.59420123933197777 95.574116139070426 15.260434782608696 246.17968318306922 0.13071895481872117 560.25000000000011 16.000240325927738 2504.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 16 7 8 19 21 28 18 -10 -9 -7 -6 -3 -14 24 -1 -21 -2 -8 -13 -4 -12 -27 -11 -5 -15 right_child=1 5 4 10 15 14 22 13 12 27 25 23 17 29 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.011391608086225455 -0.0016648678338932034 -0.013018945718547064 -0.0036007850162084079 0.0031684720768945895 -0.01356335526959644 0.0050819235519933706 -0.014145620810144586 -0.0053614404824779702 -0.0020238166497305852 0.0027777290427435835 0.0078834849982806644 -0.001422452724169263 -0.0078484270262007584 0.0006095049037623452 -0.0030074004772224373 -0.0076786125076421501 -0.0054240163722958402 -0.005663104264003474 0.0032440503050892868 -0.0061582375118183468 -0.0097139506197561568 0.001646695133501584 -0.010184124928815291 0.00031330854663430037 -0.0019411856326579573 -0.019116325704171645 0.010805582580636842 0.0041840268820984858 0.0061402060327757461 0.0064090771040967755 leaf_count=18361 6314 16717 54516 6198 9099 2547 15164 3353 9082 37099 67461 39315 33758 5166 9882 6207 1957 53808 2397 12316 40157 130477 5569 39994 32154 77 8548 98389 144139 2182 internal_value=0 0.0866344 -0.119918 0.103305 -0.0581077 -0.180667 -0.176995 -0.162682 -0.172961 0.060564 0.154703 -0.0400891 -0.139536 -0.00180792 -0.0309531 -0.256323 -0.280313 -0.149194 -0.0646131 -0.218567 -0.203633 0.0342586 -0.300002 -0.0125477 -0.0684577 0.187696 0.241681 0.0871224 0.138005 0.0534734 internal_count=912403 529805 382598 498702 183682 31103 198916 178183 167482 272279 226423 168376 96648 10701 12429 15306 18674 87566 89067 70834 52473 136791 20733 79309 86670 76086 8625 135488 150337 7348 shrinkage=0.0436048 Tree=12 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 20 32 16 16 16 16 19 20 16 9 12 12 26 20 12 9 14 19 26 22 12 14 26 23 14 split_gain=8670.11 2101.71 1324.6 948.851 644.448 525.363 329.443 203.536 159.816 109.175 108.809 90.5271 68.9682 57.0411 49.8295 49.664 42.4203 42.3796 37.4152 36.0877 35.9422 33.0013 31.7631 31.077 29.4118 29.0943 28.7207 27.6386 32.6158 27.1651 threshold=216.10159425813012 1.5000000000000002 198.46691449814128 230.29047936174797 1.5000000000000002 0.6338849981089506 1.5000000000000002 173.58183691492496 223.78595624288593 208.92390342439401 238.12091552564405 2401.5000000000005 0.7175793996485893 234.1153355163755 0.92577548682703337 193.86143571373728 75.716251762801377 0.73769889546018497 0.52176141555055389 78.059397513309008 0.93843457876335534 19.523188036556288 335.25000000000006 0.492700970319561 7011.0000000000009 97.18376618407359 19.901438160477749 0.93276055266619318 1.2161309138363134 20.189665080244161 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 18 7 11 22 19 26 14 -6 25 -1 17 -9 -16 -3 -4 -18 -11 -2 -8 -22 -7 -5 -13 -29 -10 right_child=1 5 4 10 12 13 23 16 29 21 -12 27 -14 -15 15 -17 20 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.01184123379584311 -0.0021880448328907066 -0.012832144170391109 -0.0043470481174207225 0.0037021544717583438 -0.012166527608675719 -0.0065722008196095454 -0.013697087760781265 -0.0068544668232112362 0.0021905016600453253 -0.0021713591751631512 0.0079295461503141821 -0.0084064023649759387 -0.0049948761098304881 0.0042215462205831607 -0.00933257709228031 0.0057416725096654728 -0.0071767205280906651 -0.0070215636885142532 -0.0077504737105968877 -0.0021589299749724734 -0.0045719607779279425 -4.0385750209809789e-05 0.0016655669638315255 -0.010171713675156383 0.0092757102300842168 -0.00057276421513018864 0.0060128330028829287 0.0025363300696715258 -0.0088136256404767899 0.0039368807254843144 leaf_count=8843 4203 15465 18196 11016 12576 2150 13867 30162 19837 17071 69166 945 3198 3883 39720 472 11319 24329 3352 67476 62532 72512 125526 7235 293 5390 142955 2312 608 115794 internal_value=0 0.0850041 -0.111815 0.100841 -0.0520722 -0.170827 -0.168136 -0.154389 0.0604267 -0.0346469 0.148903 -0.193303 -0.245674 -0.00165664 -0.201161 -0.191513 -0.125577 -0.193895 -0.273523 -0.0601692 -0.112714 -0.0102389 0.0353336 -0.286399 -0.103369 -0.0523676 0.134102 -0.0441383 0.00396864 0.0844279 internal_count=912403 518737 393666 488497 191029 30240 202637 181535 265360 175255 223137 77229 15774 11423 73364 64521 104306 64049 18817 85672 74144 89583 129729 21102 62825 7540 153971 3865 2920 135631 shrinkage=0.0436048 Tree=13 num_leaves=31 num_cat=0 split_feature=1 0 32 20 1 0 20 0 1 0 1 0 9 19 13 32 14 2 9 9 14 1 9 9 19 9 9 14 9 1 split_gain=4361.38 1978.89 1002.47 740.939 498.034 342.838 279.196 230.65 214.039 159.059 141.947 99.2441 93.5872 123.459 101.492 75.4764 71.8741 61.0191 57.0435 50.5541 49.1609 48.1959 104.254 45.8965 45.0767 44.6361 43.7087 43.5691 40.3125 40.1705 threshold=438.50000000000006 40.500000000000007 1.5000000000000002 0.64163925653575937 717.50000000000011 29.500000000000004 0.75096046476164247 49.500000000000007 717.50000000000011 26.000000000000004 330.50000000000006 28.000000000000004 0.95442398920314486 2975.5000000000005 35.352344173281061 1.5000000000000002 19.901438160477749 8.8021739130434806 0.94146928292654841 0.97604100987810016 22.895254488279928 2158.5000000000005 0.93448962259960366 0.92861149664857245 2146.2500000000005 0.92081924173136642 0.9457639710882213 26.228324150408721 0.95338612481466445 580.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 15 9 10 -3 8 28 16 19 20 13 25 -14 -2 -5 -7 -11 -1 23 22 -10 -6 -16 -9 27 -13 -8 -30 right_child=1 6 -4 4 11 17 7 12 21 18 -12 26 14 -15 24 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0053394312067570034 -0.0026991093151289328 -0.0075513244065097745 -0.012534917209072786 0.00058671632251894399 -0.0024146632331880549 -0.0076489711227073287 -0.0068672203783855619 -0.010999724182987849 -0.0051013388663578565 -0.0044249237454159242 -0.00088646157090842954 -0.0019263768128148248 -0.0046839790688066475 -0.00042154585168294032 -0.0015211181345753339 -0.010077355123236289 0.0031963153804933256 -0.004432596612314597 0.00068304403979486917 -0.0022946946199465116 0.0055134318968356744 0.0035305666184397145 0.0013288847551276236 0.0039949214433229038 0.0033825632060073625 -0.006071474875427499 0.0040501451818229254 0.0027913416726235104 -0.0032908539242232126 -0.00086060950251506051 leaf_count=31552 3921 15344 35321 24016 2571 47193 3470 5463 5294 4370 43700 4684 22872 5919 33908 8045 122057 14711 85280 15444 152932 14650 50771 12222 3983 9697 63020 18124 24588 27281 internal_value=0 0.0353102 -0.135653 0.0701888 0.0762014 -0.100515 -0.0430029 -0.0333953 -0.00655645 0.0431123 -0.0613554 0.106964 -0.0747327 -0.132146 -0.0548156 -0.175661 0.0634625 -0.157887 0.0099543 -0.0995041 0.121116 0.0298961 0.016551 0.0660695 -0.023063 -0.179966 0.0793069 0.0417954 -0.0531374 -0.0461565 internal_count=912403 724482 187921 501242 489276 152600 223240 207896 126054 235723 90696 253553 81842 21079 60763 11966 146073 61904 89650 46996 167725 70715 56065 14793 37891 15160 85828 22808 55339 51869 shrinkage=0.0436048 Tree=14 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 26 32 16 16 16 16 11 19 29 14 9 5 29 11 9 8 12 29 12 29 19 29 14 6 16 split_gain=7580.8 1735.08 1231.81 767.788 570.025 352.327 280.997 192.848 135.066 93.8162 85.6792 75.664 65.1911 59.2238 51.4253 41.0843 41.7665 40.3821 35.5127 34.0734 33.2969 31.5832 31.3218 30.9621 29.1011 27.4108 26.7569 26.1764 23.7969 25.8276 threshold=216.78382492081124 1.5000000000000002 199.49593483992746 230.75309768026122 1.5000000000000002 0.67874290103980905 1.5000000000000002 175.96264424990053 224.47812414547448 210.47537414392983 238.35672276892129 0.86969899801225115 2611.5000000000005 0.58512717250555391 54.293054181704747 0.92081924173136642 72.000041961669936 0.64472676714757815 0.64318979336261961 0.8699340803055382 853.50000000000011 71.316756826189717 0.5331054262524425 79.473611075682086 1.5286365936002702 335.25000000000006 0.49392926196147974 19.523188036556288 0.17619932906485683 246.17968318306922 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 22 7 11 25 23 -5 12 15 -6 -7 -1 17 -17 19 -14 -13 -9 -3 -4 -23 -2 -8 -11 -12 -30 right_child=1 5 4 10 13 14 26 21 -10 27 28 20 18 -15 -16 16 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.011250836083814273 -0.0018265252418218955 -0.01211196003289374 -0.0036403819367043099 0.0055377228930354886 -0.012127394396420573 -0.0028468953408964061 -0.012608227077950906 -0.0064555632152077632 0.0035963889561848399 -0.0017946800035134004 0.00015578136984076345 -0.0041772340399533628 -0.0061501890703412089 -0.0067760831035503623 0.0038700092198254011 -0.0091606545681876209 0.0036481744577596285 -0.0069968144438841209 -0.008160113430834906 0.0051369351491207813 0.0059697986718897957 -0.0043657868992425875 -0.0075742412742693405 -0.0017589430634814504 -0.0075950805589592701 0.0017434275293221979 -0.0094059807188111976 0.00019869058873158633 0.0071884289650574881 0.0097705141298547113 leaf_count=8569 4223 12423 21415 147119 9162 10440 14025 21821 132271 15401 844 4955 797 6889 2735 34935 576 30906 1246 1405 702 76569 3770 74447 5701 129325 7677 67092 56493 8470 internal_value=0 0.0811955 -0.102299 0.0956688 -0.0449459 -0.154741 -0.155423 -0.142998 0.0598269 -0.0287016 0.140414 -0.178614 -0.18667 -0.225449 -0.0333113 -0.192852 -0.184444 -0.18679 -0.0522237 0.0241173 -0.0669203 -0.114225 -0.253539 -0.0499772 -0.105254 0.0373936 -0.263169 -0.00397802 0.170407 0.172575 internal_count=912403 508113 404290 478745 194406 29368 209884 188182 265819 178355 212926 84091 78434 16051 13175 74986 66417 65841 3448 2202 5657 104091 16193 95862 82270 133548 21702 82493 65807 64963 shrinkage=0.0436048 Tree=15 num_leaves=31 num_cat=0 split_feature=16 20 16 16 30 20 16 16 26 30 16 30 2 33 30 33 16 16 33 6 16 16 14 29 5 19 20 28 27 30 split_gain=6928.18 1789.59 1129.66 680.206 345.803 295.139 165.345 140.036 137.986 96.3275 85.9137 75.4048 74.7249 69.3492 44.8676 42.9562 41.4836 38.0977 33.4302 33.2282 33.1701 29.174 27.4535 26.8882 26.8771 26.3214 24.6579 24.49 23.7057 22.695 threshold=211.59376640323384 0.56375239164556679 227.44448180527539 189.29243861359814 1.0000000180025095e-35 0.61729801175511134 234.28912375027701 218.94359027906964 0.70875471543741442 1.0000000180025095e-35 202.28284869227198 1.0000000180025095e-35 38.559411764705892 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 155.24264884016719 242.41104393076122 1.5000000000000002 0.17619932906485683 169.9218139480258 100.37287869264615 19.280647996856271 1.5834778498308644 28.174456596374515 443.25000000000006 0.7560044831802365 307.25000000000006 1.5000000000000002 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 8 -2 9 14 15 11 -5 -7 16 20 22 25 27 -1 -8 -6 28 -10 -14 -9 -22 -12 -4 -16 -3 -19 -24 right_child=1 2 6 5 18 10 17 13 12 -11 24 -13 21 -15 26 -17 -18 19 -20 -21 23 -23 29 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0095005909408933126 0.00052501819721865876 -0.0098959648529034425 0.0022623345714939728 -0.0048837054431505366 -0.0064871444043160878 -0.0037429007726021259 0.0059922301953901106 0.00062345359073058136 -0.0076100117845510802 -0.010900181019489046 -0.0028072748713025182 -0.011353861699419579 0.0043026080092517776 -0.0056683387210921289 -0.0035099983173182219 -0.0073330686478510713 -0.0070756821394740727 -0.020215482261047912 -0.011666427576207377 0.0080563731983904624 -0.0052925095001907655 -0.0031790726414789834 0.0026097161718189738 -0.01013682368493838 -0.0011769146088663153 0.0046353396561936121 0.002432625846927234 0.00023181293619445041 0.0021018095980604107 0.00070002289540553489 leaf_count=20049 6601 456 9552 9191 2740 72352 115109 17894 26738 11257 28589 14760 1124 2140 1527 1465 40532 121 17527 25459 34806 8374 129619 2324 58703 127762 10167 102085 359 13021 internal_value=0 0.0653259 0.0774909 -0.116175 -0.186746 -0.0748441 0.120683 0.0305128 -0.166229 -0.187958 -0.0603559 -0.196288 -0.13536 0.0488357 0.0974538 0.0018542 -0.180673 0.145223 -0.251491 0.179844 -0.147667 -0.0526017 0.0512196 -0.128328 -0.0392359 0.102518 0.0379921 0.00428335 -0.080817 0.0558514 internal_count=912403 583604 556736 328799 26868 180092 290056 266680 148707 20448 159644 75341 73366 162674 149008 104006 60581 141048 20267 25939 63868 9498 160534 37130 87292 137314 11694 102541 480 142640 shrinkage=0.0436048 Tree=16 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 23 16 32 16 2 16 16 8 2 23 16 13 9 9 5 2 16 16 2 30 19 6 4 25 16 split_gain=6336.49 1747.54 995.727 620.319 329.533 314.044 161.391 152.516 116.814 95.5002 80.7292 71.913 48.0979 46.8537 40.0761 38.2353 28.1565 27.4967 27.1807 32.2328 26.0172 24.8166 26.6333 24.6083 23.285 22.1699 21.9219 25.5442 45.9728 22.8307 threshold=211.59376640323384 1.5000000000000002 226.94961926961929 189.97456562416468 1.5000000000000002 0.7466024871487057 233.45577149847367 1.5000000000000002 220.13122843775952 33.519259259259265 202.28284869227198 166.03199894999346 377.50000000000006 75.510000000000005 0.67899004988201217 238.35672276892129 30.984550567376967 0.93353788042779218 0.94076480136574181 70.001785278320327 14.63859338061466 100.37287869264615 147.12853182439622 16.956984273820542 2.5000000000000004 304.75000000000006 0.26981995982267198 53.420549392700202 6818.7500000000009 245.13044175002725 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 10 12 -4 9 23 11 20 21 -3 -7 -6 -8 -12 -13 -11 -20 -5 -1 -23 -2 -19 -10 27 28 -17 -28 right_child=1 5 6 4 14 13 15 -9 25 18 16 17 -14 -15 -16 26 -18 24 19 -21 -22 22 -24 -25 -26 -27 29 -29 -30 -31 leaf_value=-0.0037546748642893566 -0.00016011904081760241 -0.011316645501283326 0.003983194531502662 -0.0042113725313248102 -0.010682686398724831 -0.0031055626812160298 0.0054368130066927466 -0.010833444209856782 -0.0017124576541819507 -0.0055224167981917389 -0.0026634348219360914 -0.0085040485064141469 -0.0073087757985249302 0.0024770393435132065 -0.0057903479771823649 0.0033128583041810607 -0.0010448523243774537 -0.0056961156030950521 -0.0026505228578451992 0.0045033416278633482 -0.002493175356832186 -0.0096698931558010376 -0.0075179889778178959 0.0010913501624343648 0.0012880989379751337 0.0023184868457148144 0.0066574270514370894 0.0103419326942925 -0.021975048683151453 0.0088801072345542666 leaf_count=2470 71442 13443 140063 46006 10656 7417 89076 16548 2648 4935 31824 6843 9876 4651 4540 3657 57102 62541 7262 1434 26356 16385 32882 51347 921 127910 50429 956 142 10641 internal_value=0 0.0625524 0.0764529 -0.111036 -0.0706909 -0.152831 0.115947 -0.157812 0.0304713 -0.146757 -0.0574274 -0.155624 -0.220601 -0.021879 -0.211468 0.13819 -0.0372458 -0.1348 -0.0673704 -0.0337308 -0.0822286 -0.183921 -0.188825 0.00832961 -0.128306 0.0512955 0.156466 0.0910653 0.0542977 0.161558 internal_count=912403 583698 548311 328705 176484 35387 294964 152221 253347 135673 161288 122042 23319 12068 15196 154901 88926 70305 13631 8696 72362 51737 49267 122789 63462 130558 65825 4755 3799 61070 shrinkage=0.0436048 Tree=17 num_leaves=31 num_cat=0 split_feature=26 0 32 8 11 11 12 31 8 9 8 0 8 5 0 0 11 5 0 0 23 0 8 31 11 23 28 31 8 11 split_gain=3350.55 1282.7 877.414 429.158 333.09 216.634 186.103 176.211 125.345 152.319 119.261 112.466 108.693 99.5055 97.818 79.3377 74.7602 67.5369 65.9375 59.549 56.1192 54.0151 53.2647 48.8909 44.6928 42.9416 42.6431 39.7551 33.1004 32.838 threshold=0.76487191930850862 40.500000000000007 1.5000000000000002 689.50000000000011 0.8571651785714286 0.84625759394666977 75.716251762801377 1.5000000000000002 4154.5000000000009 0.93448962259960366 475.50000000000006 29.500000000000004 642.50000000000011 34.191366195678718 33.000000000000007 24.000000000000004 0.88517013116555454 37.504840850830085 49.500000000000007 24.000000000000004 0.51897565653326683 29.500000000000004 318.50000000000006 1.5000000000000002 0.87406155944584107 0.80667130273528065 1101.2500000000002 1.5000000000000002 1685.5000000000002 0.86060993567387445 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 6 8 14 16 9 26 22 -8 -11 -7 -1 -12 19 21 -14 -5 -4 -6 -2 -15 -24 -9 -3 -10 -21 -17 right_child=1 5 20 7 17 13 11 25 27 12 15 -13 18 23 -16 29 -18 -19 -20 28 -22 -23 24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0047092709050463206 -0.0054906101771536571 -0.0080432509428390551 -0.010786279549211937 0.0045170334681889105 0.00052650849372117621 -0.0011614667725275013 -0.00059841339091782329 -0.0047512817996808862 0.0036409460753029765 -0.0042189945988088968 0.0025875590796226484 -0.0044593517173783124 -0.00012445154982664524 0.0026441375236164128 -0.0081487689479991833 -7.6080532161900094e-05 0.005654576405579626 0.0044207686099063323 -0.0027410205346272715 0.0025382207153001788 -0.0072987352114893588 -0.0026988939982186145 -0.0012102209480968605 -0.0037175472391665523 0.0021166843546724691 0.001385967022643719 -0.0030449783462662373 -0.0015107831081267807 0.0046440695473319322 0.0019142137079792901 leaf_count=43331 4217 12078 35852 105982 25628 31266 27865 2312 7963 34798 90282 29566 41942 33324 24674 44782 54449 5510 32503 68484 11615 16058 29211 2467 10415 34732 4438 4434 17902 24323 internal_value=0 0.0342578 -0.107385 0.0621968 -0.0742771 -0.0320578 -0.101221 0.0873125 -0.0546937 -0.0641508 0.0271166 -0.0593067 -0.0506188 0.0145785 -0.136618 0.0398217 0.0969649 -0.00266624 -0.0290531 0.0877056 -0.227793 -0.0164193 -0.0190716 0.0505825 -0.00770104 0.0230004 -0.153657 0.0412418 0.0682177 0.0143206 internal_count=912403 692304 220099 487091 172632 205213 125436 283861 138156 125759 203230 57431 109243 67057 68005 159387 246817 47196 74445 192368 47467 41686 43843 35791 39626 37044 16516 12397 86386 69105 shrinkage=0.0436048 Tree=18 num_leaves=31 num_cat=0 split_feature=26 17 32 1 0 0 0 0 12 1 17 17 17 17 29 25 12 1 29 32 1 0 7 1 32 29 0 10 0 7 split_gain=3068.76 1628.75 740.773 291.158 283.616 221.818 181.296 158.026 136.678 111.442 105.817 94.4201 95.2311 71.2251 59.1271 55.6194 54.7777 51.396 48.979 48.1743 45.6689 38.1687 36.9968 34.5845 31.4733 30.525 30.3408 28.3583 27.7921 27.5938 threshold=0.73137997694635237 48.731521860916907 1.5000000000000002 586.50000000000011 48.000000000000007 31.000000000000004 46.500000000000007 37.500000000000007 75.716251762801377 450.50000000000006 43.857911168200303 52.486966698776776 71.229092204068891 52.33730540319349 1.5439706107658389 1485.7500000000002 74.094931419241746 620.50000000000011 0.5331054262524425 1.5000000000000002 595.50000000000011 52.500000000000007 -87.74983978271483 559.50000000000011 1.5000000000000002 0.093234299271605592 35.000000000000007 0.83263576683552831 45.000000000000007 -71.565052032470689 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 11 8 10 16 22 28 19 20 23 -10 17 21 -2 -6 -4 25 26 -8 -1 -13 -12 -5 -3 -18 -7 -14 right_child=1 4 18 6 14 9 15 -9 13 -11 24 12 29 -15 -16 -17 27 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.00021588619889185225 -0.0021014528603061568 0.00040900064097405077 -0.010399616500561745 -0.014423471874023428 -0.0042543187431858557 -0.0056827276077851445 -0.0002976426905231245 -0.0040268567053811646 0.0015137372842881653 -0.0028664226677710247 0.0034268798673927309 -0.002230190935829139 -0.0049801346365194359 -0.0027854187129851805 -0.0059309781390817322 0.0029362252556642252 0.0025955823087633247 -0.0017655088215327254 -0.0070475532402234416 0.00099468200603252234 0.0014981426475422024 -0.0061229398989801802 -0.0036293351000517772 -0.00071264962849363538 -0.0015297937801520367 0.0052570251847677682 -0.0020754674315782355 0.00010120082128363479 -0.0079924210031439083 0.0029407396348944438 leaf_count=5251 6261 37024 35344 150 22768 23127 11335 10221 24248 22921 106046 43892 890 10500 11184 9438 51731 51378 10827 5270 72823 2636 50635 81713 2493 148212 12502 10410 17327 13846 internal_value=0 0.0307696 -0.109369 0.0775161 -0.0181507 -0.076061 0.0923517 0.0236295 -0.0443259 -0.121446 0.0998805 -0.00188052 -0.0195824 0.00492232 -0.0682388 0.00803163 0.0409596 -0.0580153 -0.22047 0.116767 0.0184245 -0.0320318 -0.0749468 -0.0285048 0.0759786 0.120104 -0.00500315 0.0499422 -0.153011 0.0564696 internal_count=912403 712223 200180 364203 348020 154009 285580 78623 90634 63375 262171 262690 140341 34748 85330 23409 68402 74146 46171 153632 122349 13971 55886 125605 108539 148362 49526 62141 40454 14736 shrinkage=0.0436048 Tree=19 num_leaves=31 num_cat=0 split_feature=29 0 32 1 11 11 31 12 1 9 0 0 1 0 1 12 1 11 1 0 23 19 0 31 28 0 23 31 9 32 split_gain=2770.63 1089.6 759.894 347.945 333.613 190.578 169.143 159.401 110.297 131.182 97.7582 89.7668 87.0783 85.8923 79.6474 76.0676 68.7096 57.2416 57.1388 54.9065 52.9729 52.1456 47.3829 46.9489 45.2947 44.1213 43.3875 36.219 34.7656 34.4128 threshold=0.75217815463421911 40.500000000000007 1.5000000000000002 696.50000000000011 0.8571651785714286 0.84625759394666977 1.5000000000000002 75.716251762801377 4116.5000000000009 0.93448962259960366 22.000000000000004 37.500000000000007 595.50000000000011 33.000000000000007 728.50000000000011 104.0477272147525 245.50000000000003 0.87876097015113042 462.50000000000006 51.000000000000007 0.80667130273528065 4616.5000000000009 28.000000000000004 1.5000000000000002 1101.2500000000002 29.500000000000004 0.5084897500872495 1.5000000000000002 0.9375063400284035 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 7 8 17 13 9 24 16 -9 -11 -1 -7 25 -2 21 -12 -14 -8 22 -5 -16 -3 -6 -4 -10 -20 -18 right_child=1 5 26 6 15 14 20 11 27 12 18 -13 19 -15 23 -17 29 -19 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.004319036704995614 -0.011458367188194474 -0.0075302869180276094 -0.0099798288500704737 0.0039511323660051789 0.00054693258653218987 -0.00099034321382164363 -0.0048318640134151977 -0.0010749898863661824 0.0036859980753936126 -0.0041249876776350046 -0.0019241816359492118 -0.004602062123926963 -0.0005150421353378096 -0.0074683045897921034 0.0024706914571029797 0.0042603904141932597 0.0023086990291219761 0.0052419384830186917 -0.0034587742721447412 -0.0029489903000237769 0.0012924381877072715 0.0061002215225620052 0.0023265068754581867 -0.0036343705920053536 -0.0026204786950923781 -0.0023630277401490559 -0.0068633012867074543 -0.001430793359478654 0.00093129383732698978 -0.0031809478340855805 leaf_count=45128 704 12385 34571 99078 25712 31322 2931 36640 7393 28111 18136 21933 54269 25927 32915 7262 114942 56360 3571 26097 32048 14839 52074 2583 5021 16117 11260 4083 86778 2213 internal_value=0 0.0314966 -0.0964352 0.0573558 -0.0669765 -0.0297606 0.0825105 -0.0935646 -0.0510692 -0.0596251 0.0287575 -0.0549417 -0.046694 -0.125403 0.0140427 0.00323122 0.0486962 0.0926792 0.00709604 -0.0299373 0.017871 0.0833299 0.0777764 0.0464733 -0.140214 -0.0131705 -0.21131 0.0427823 0.0173783 0.0505679 internal_count=912403 687853 224550 483674 178719 204179 257330 129628 137359 125883 226344 58573 108477 71055 66820 49091 117859 222351 108485 80366 34979 165991 151152 35498 17406 41829 45831 11476 90349 117155 shrinkage=0.0436048 Tree=20 num_leaves=31 num_cat=0 split_feature=16 20 16 16 20 33 16 16 20 16 2 9 33 33 29 33 11 9 16 9 11 28 14 25 33 11 26 16 14 5 split_gain=4974.87 1205.1 774.701 510.759 189.863 183.775 124.802 95.837 83.9683 64.388 63.042 54.815 49.6626 42.3626 41.3379 40.251 39.923 36.8863 33.0653 32.7962 34.7588 29.2146 26.959 26.8355 26.5259 21.9104 21.8163 21.6388 24.9078 40.4819 threshold=211.59376640323384 0.56375239164556679 228.55875147808561 189.29243861359814 0.66476458713206577 2.5000000000000004 221.115559849806 236.63768420852443 0.69798350802822229 203.50738500109006 39.009433962264161 0.89076119815826138 2.5000000000000004 2.5000000000000004 0.15887436988678175 2.5000000000000004 0.84211518045261557 0.9574119056959679 173.58183691492496 0.93353788042779218 0.62426253045596947 307.25000000000006 7.4670308512684525 867.75000000000011 2.5000000000000004 0.87059305294599432 2.2198525159051479 246.17968318306922 47.627495035951235 158.99998474121097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 6 8 12 14 13 24 23 26 11 -10 22 21 -2 -8 18 -16 -13 -12 -21 -3 -5 -1 -4 -22 -6 -9 29 -29 right_child=1 2 7 4 9 -7 15 27 10 -11 19 16 -14 -15 17 -17 -18 -19 -20 20 25 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.0071957224288345945 -0.0094748920918210459 -0.0091912051609492878 0.0039937167308715322 -0.010558461822856142 -0.0029494133920889777 -0.0098280411356077447 0.002257720075534674 0.005447205135788699 -0.0098091151763360935 -0.0012672258325356997 -0.0054809087398324935 -0.0068151269578048748 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141204 11978 149475 90029 10527 76908 10934 6835 139220 18249 41442 170479 5210 79646 95571 9066 901 shrinkage=0.0436048 Tree=21 num_leaves=31 num_cat=0 split_feature=26 0 31 1 2 1 31 31 23 0 1 0 13 1 0 26 0 1 19 9 13 21 9 23 29 9 21 9 10 9 split_gain=2380.28 944.953 453.198 360.642 167.001 150.968 149.605 131.203 104.171 100.746 99.0901 93.3937 78.0467 67.3115 59.9813 54.3686 52.9578 51.7628 48.0082 73.387 43.1569 40.3638 37.2568 36.0341 33.9456 33.1262 32.012 30.945 30.132 27.7331 threshold=0.73769889546018497 40.500000000000007 1.5000000000000002 586.50000000000011 15.133974358974362 620.50000000000011 1.5000000000000002 1.5000000000000002 0.51897565653326683 49.500000000000007 800.50000000000011 40.500000000000007 24.05978360955676 434.50000000000006 24.000000000000004 1.3912384099567914 29.500000000000004 874.50000000000011 1853.5000000000002 0.93921270635913945 26.267760968847266 1.5000000000000002 0.95145699768342329 0.767949192418515 0.093234299271605592 0.97520839308842222 2.5000000000000004 0.95535830150902834 0.76012567539532039 0.95442398920314486 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 11 26 9 10 -4 17 16 13 -2 25 -14 -8 -5 27 19 -11 -13 24 -16 -9 -12 -1 -3 -7 -21 -28 right_child=1 5 8 7 -6 6 15 23 -10 18 21 20 14 -15 22 -17 -18 -19 -20 28 -22 -23 -24 -25 -26 -27 29 -29 -30 -31 leaf_value=-0.0043903056904519349 -0.0038076926809514308 -0.0060213624746001731 -0.0089258107475298776 0.0029969286846083468 -0.00071217929546829703 -0.0041576808653854668 -0.002109581719111618 -0.0047125294260276706 -0.0046154507436046268 -0.0075103236765857936 -0.017089706837237019 -0.0071941582348194295 0.0014114715434429546 -0.00012339172242331961 -0.0041993726152048157 -0.0065837394054023748 0.0011597217432640096 0.0021907462946935837 0.0014860654835072444 -0.0026072676662825273 -0.0042174264534547371 0.0037365375923186367 -9.655896401591765e-05 0.00098670168291138975 0.0056860864661740533 -0.0022135249558427623 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264.703 209.646 181.862 147.054 125.881 113.88 89.2842 84.274 78.3508 82.7204 71.715 65.8521 61.3166 51.516 47.69 44.8661 44.6374 42.3713 41.3939 35.5473 34.4983 31.9269 30.4446 29.3299 29.0199 28.5982 25.5911 threshold=0.76487191930850862 48.506542592411101 1.0000000180025095e-35 0.87318994757940194 48.000000000000007 514.50000000000011 46.500000000000007 75.716251762801377 0.51897565653326683 43.857911168200303 0.95442398920314486 51.989477291978254 78.760852775194721 35.000000000000007 33.000000000000007 24.000000000000004 1267.7500000000002 35.352344173281061 40.858219653005683 0.95626360043051395 0.91721365330346194 1.0000000180025095e-35 54.006372365250137 89.23097038856281 602.25000000000011 1168.2500000000002 0.86473797042714728 7853.5000000000009 1.0000000180025095e-35 0.13071895481872117 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 11 15 9 14 -4 21 25 24 20 22 -1 -2 19 -12 -5 -8 -13 27 -9 -22 -3 -6 -17 -7 -11 -29 right_child=1 4 8 18 10 6 16 13 -10 28 17 12 -14 -15 -16 26 -18 -19 -20 -21 23 -23 -24 -25 -26 -27 -28 29 -30 -31 leaf_value=-0.0037903833871956076 0.0014768179536109721 3.1771304021731548e-05 -0.0085294398182649556 6.6818765362759629e-05 -0.0062431230510244422 0.0043593594500407201 -0.0067098250440513485 0.00010441635863779486 -0.0041966236843151905 0.0029532298743529216 -0.0031834631124406541 -0.0034366164366052328 0.003109078593429205 -0.003867008701239094 -0.0065102008362676253 -0.0036745116163654987 0.0022076064446987171 -0.00078165023879101132 0.0045867991533517409 -0.00046736927182222031 -0.0018074673039746596 0.0021884153502992843 -0.0030395276031215481 -0.00024498334420740747 0.0015167386446278844 -0.0024726234387956237 0.00048142696233756567 -0.024291116982426642 0.00068888756807372966 0.0069850550260757401 leaf_count=46499 25594 49992 36815 30142 13200 138676 2812 24542 16796 109639 26952 12002 10196 24464 26614 8675 11115 37714 4847 9660 38795 16031 9479 87394 61267 5888 5143 50 11741 9669 internal_value=0 0.0274509 -0.0865071 -0.0614148 -0.0146128 0.0688628 0.0770125 -0.081969 -0.164477 0.0832755 -0.058117 -0.000579636 -0.0156215 -0.0473886 -0.109631 0.00488624 0.00112273 -0.040883 0.015892 -0.0429958 -0.0220348 0.0984614 -0.0176943 -0.0166346 0.0194818 -0.116502 -0.0487948 0.103676 0.0627041 0.1565 internal_count=912403 692205 220198 166587 343400 348805 309393 131598 53611 285806 83754 259646 148387 58485 73113 39412 23587 64666 34989 12472 138191 164426 34021 126189 111259 19088 13818 148395 121380 9719 shrinkage=0.0436048 Tree=23 num_leaves=31 num_cat=0 split_feature=16 30 16 23 16 30 16 9 12 23 16 16 16 29 30 16 2 16 22 30 10 1 16 29 10 14 22 8 1 16 split_gain=4136.38 685.899 540.441 462.305 441.078 101.882 88.8245 79.2217 84.5439 74.9487 64.4795 59.2329 55.9117 45.4635 40.099 40.0112 27.9298 27.1718 26.6555 25.1466 24.9222 23.2015 23.7984 22.3986 22.0221 21.4812 33.785 27.8331 32.5849 20.7347 threshold=211.59376640323384 1.0000000180025095e-35 226.94961926961929 0.72330462077523916 192.75584311729855 1.0000000180025095e-35 233.45577149847367 0.94076480136574181 198.30508652763322 0.63688053056530924 218.54347338935577 166.03199894999346 231.22231800766286 0.5331054262524425 2.5000000000000004 202.28284869227198 20.281650641025646 241.02223236439195 628.75000000000011 2.5000000000000004 0.96595202996534246 4788.5000000000009 100.37287869264615 1.6763963136206708 0.55897859750828471 51.556921742359528 2138.2500000000005 2726.5000000000005 10510.500000000002 155.24264884016719 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 10 13 7 15 -4 21 11 -7 -2 -9 19 -3 23 -6 -13 -8 -17 -5 -19 29 -23 -11 -10 26 -22 -28 -29 -1 right_child=1 3 6 12 5 9 17 8 24 14 -12 16 -14 -15 -16 18 -18 20 -20 -21 25 22 -24 -25 -26 -27 27 28 -30 -31 leaf_value=-0.0091804495801368277 0.0002757446741466264 -0.0080546524806042168 0.0032444873727573527 -0.0019693722380700585 -0.0027104047826486733 -0.0077947708613920188 0.0044856543308666921 -0.006389525136828958 -0.013216575863374156 -0.0039377823696318441 0.0017780725749265685 -0.0048118216943570024 0.0028061616745155126 -0.0040847941014583973 -0.0011935375164577949 -0.0019247006173930342 -0.0026402784850553633 0.0063010033227579769 -0.0003290381937919214 0.00053699587446681197 0.0063344683688640498 0.0052368350599375224 -0.0055143776696726238 -0.0090822545289822015 0.0037839243642157007 0.0068419417260037058 -0.017926866748596716 0.0012912645018067705 -0.025276895614225234 -0.0068477713527588585 leaf_count=11195 87068 15757 132085 11613 54073 9661 113669 47582 154 6122 144423 69082 15962 8414 10031 42339 13455 29592 37568 22088 778 507 1718 2183 2446 1167 262 774 99 20536 internal_value=0 0.0504786 0.0635221 -0.0396034 -0.0897774 -0.0526155 0.0932071 -0.125892 -0.114864 -0.107479 0.0278185 -0.118432 0.0156001 -0.153027 -0.069923 -0.0411509 -0.102232 0.110176 -0.0269352 -0.00749164 0.135592 -0.168994 -0.0702801 -0.121317 0.063685 0.0499837 -0.015244 -0.12527 -0.0394823 -0.175916 internal_count=912403 583751 509917 73834 328652 161977 278426 166675 132719 27997 231491 130119 49663 24171 18336 133980 82537 146341 79907 33701 32672 33956 2225 8305 2600 3080 1913 1135 873 31731 shrinkage=0.0436048 Tree=24 num_leaves=31 num_cat=0 split_feature=16 32 16 16 32 17 12 16 16 26 16 16 32 17 14 16 17 17 17 17 17 16 7 19 7 17 28 16 6 9 split_gain=3759.74 939.922 540.631 412.204 176.259 170.52 153.296 89.0793 74.8727 68.4109 66.3615 55.0117 40.8623 68.1558 40.2612 33.1492 31.5802 28.0985 26.5589 26.9522 25.6122 24.9538 23.9827 23.9686 21.9271 39.6625 20.3322 19.8277 21.6619 19.4078 threshold=211.59376640323384 1.5000000000000002 226.94961926961929 189.97456562416468 1.5000000000000002 90.067227099494161 96.630465325174484 234.7853294368465 153.40131291028447 0.88788014657763004 218.54347338935577 199.49593483992746 1.5000000000000002 39.462179377076914 49.393362024171914 173.58183691492496 78.760852775194721 51.634848613607893 78.760852775194721 48.222655435883844 49.804592354965486 169.9218139480258 -71.52144622802733 1918.2500000000002 -15.255119323730467 56.470215369462132 307.25000000000006 246.17968318306922 0.13071895481872117 0.94002136686706617 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 11 8 -3 -4 29 -7 17 18 13 21 23 -15 -13 -2 19 -5 -17 -10 -11 -8 -12 26 -26 -9 -29 -1 right_child=1 6 7 4 -6 9 14 27 12 22 24 16 -14 15 -16 20 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 leaf_value=-0.0092429962505378473 -0.00089249842193020327 -0.0074732246961903542 0.0031548971231988945 0.00057017557540552295 -0.0067913294218523886 -0.0038681644619437878 -0.0012534906795781872 0.0045386889005772126 -0.0028946349043427579 -0.0097812363089288049 0.0024795661748201474 -0.0014280412131613817 -0.0078142734577616255 -0.0063785620002201927 0.0021532797795864567 -0.0028498125509259196 0.0035505751828853699 0.00069042337475492621 0.001783857892133153 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num_cat=0 split_feature=16 20 16 16 17 31 20 16 9 20 33 17 16 31 16 16 17 16 17 31 17 17 29 0 33 23 20 28 17 1 split_gain=3458.13 807.766 528.576 366.852 154.745 149.805 130.347 106.276 68.7895 66.2444 59.8285 59.5084 53.2147 48.3109 45.7735 38.4624 38.1284 26.8956 26.8365 25.5275 25.4188 24.676 23.2858 22.577 20.1874 18.1916 18.0509 17.0139 16.6923 24.0105 threshold=211.59376640323384 0.5434112606179059 225.80490466171184 189.29243861359814 90.067227099494161 1.5000000000000002 0.66476458713206577 233.12245034463072 0.94002136686706617 0.65710773911881459 2.5000000000000004 71.229092204068891 203.50738500109006 1.5000000000000002 218.54347338935577 168.64276408924712 45.267364481187066 239.15125164943569 51.634848613607893 1.5000000000000002 47.838774223427698 46.565118572316031 0.12863616944840914 37.500000000000007 1.5000000000000002 1.5478856462179871 0.75096046476164247 307.25000000000006 46.97051295198608 4116.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 10 4 8 -2 13 19 -1 -6 14 12 21 -5 18 -10 22 28 -3 -4 -16 -8 -17 -11 -7 -23 -21 -20 -9 -30 right_child=1 2 7 6 9 24 11 17 15 23 -12 -13 -14 -15 20 16 -18 -19 27 26 -22 25 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0074851866763813689 0.00056524256756392531 -0.00090098272992559787 0.0028569555802135486 -0.0032741143165283459 -0.0065081644234151071 -0.0038518062694357373 0.0011084489934695717 0.0039267929858822631 -0.0059404855425494148 0.0039374157207836451 -0.0049086845257681104 0.0020371715355220954 -0.001152187399169199 -0.0071953882501097875 6.078595952797744e-05 -0.007757822656205865 -0.0047790804110725118 0.0050301229468043491 -0.010594851954548049 -0.003045242751243966 0.0016572977679526065 -0.0028095264501508798 -0.0009172663339558232 -0.001216973074469267 -0.0079966028143015344 -0.006136052524687294 0.0015235030457971027 0.00069076943660253823 -0.0049727353053394506 0.0064035887787723235 leaf_count=27851 5745 31821 145658 11831 2142 2575 2950 107290 51224 4842 3471 7338 73687 12067 22897 1072 51041 57299 255 1916 110329 69040 8062 2425 16887 3274 11594 64316 939 565 internal_value=0 0.046176 0.0540811 -0.08205 -0.118822 -0.128927 -0.0517123 0.0801274 -0.127208 0.00529719 0.0177352 -0.041195 -0.045526 -0.120494 0.019705 -0.116095 -0.0989514 0.0978225 0.00310616 0.0616624 0.0317147 -0.0642283 -0.0394475 0.0508521 -0.170812 -0.0678855 0.0200794 0.0148195 0.0885876 -0.0160315 internal_count=912403 583557 558350 328846 148659 25207 180187 325261 139250 9409 233089 156289 148951 23898 229618 111399 60175 166093 96392 159168 133226 75264 9134 7267 19462 72314 13510 64571 108794 1504 shrinkage=0.0436048 Tree=26 num_leaves=31 num_cat=0 split_feature=26 17 30 11 14 17 17 17 13 23 11 15 30 30 13 11 14 30 29 30 13 14 14 26 22 7 17 11 13 14 split_gain=1586.93 860.138 277.351 189.987 189.979 81.8208 78.1893 74.813 66.9283 63.966 54.0091 43.6791 40.7173 40.4681 40.0852 37.206 37.0588 35.8005 35.2368 33.9334 32.6295 32.3889 28.5355 41.8189 28.355 27.1219 25.6022 23.8452 23.8059 22.5053 threshold=0.71450657092887593 48.731521860916907 1.0000000180025095e-35 0.86884083114584287 20.329950150962073 44.632179084465712 52.056701441664451 78.760852775194721 26.267760968847266 0.51897565653326683 0.83533709439265647 0.42945991809825818 1.0000000180025095e-35 1.0000000180025095e-35 39.32339064833991 0.78161540851196032 20.122246449263034 1.0000000180025095e-35 0.12863616944840914 2.5000000000000004 30.984550567376967 19.832046906956268 28.984915385315414 0.43952259484386336 17646.000000000004 -71.565052032470689 61.559022958609667 0.83454325867369361 31.806015052203296 83.95029126851297 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 10 13 12 11 27 -4 -2 15 21 14 -6 24 -5 -7 -16 -14 -13 -3 23 -10 -8 -9 -25 -1 -23 -20 right_child=1 6 9 16 5 17 7 25 22 -11 -12 20 19 -15 18 -17 -18 -19 29 -21 -22 28 -24 26 -26 -27 -28 -29 -30 -31 leaf_value=-0.0048613340872343857 -0.0021323587181280761 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0.0760082 0.0806941 -0.0795444 0.00963263 0.043566 0.0915808 -0.042371 -0.0255179 0.0118888 -0.0509578 -0.0599849 -0.11852 0.0496052 -0.0449549 -0.100843 0.0185651 0.0921503 internal_count=912403 721696 190707 140363 367495 326970 354201 221301 108494 50344 40525 208693 132900 199661 180145 16226 31869 127309 117539 15680 192467 117220 49269 43192 9760 12608 35021 59225 100937 117412 shrinkage=0.0436048 Tree=27 num_leaves=31 num_cat=0 split_feature=23 17 32 14 0 0 0 9 22 0 17 14 22 12 17 14 8 17 9 14 0 22 17 14 12 8 0 9 8 0 split_gain=1385.08 808.1 332.716 266.98 141.962 129.618 99.4665 95.5492 78.7378 72.3862 71.3491 58.4903 55.6041 51.8492 45.2083 43.113 41.5658 35.7551 30.0251 29.2315 28.4745 27.7541 27.1151 27.0525 26.3922 24.2312 24.2161 23.561 20.8942 20.1418 threshold=0.72944807363645048 49.244492445147195 1.5000000000000002 20.26065022193308 33.000000000000007 45.000000000000007 29.500000000000004 0.93448962259960366 534.75000000000011 37.500000000000007 43.857911168200303 19.605689042805409 793.25000000000011 78.973611075682101 54.508840095603027 19.280647996856271 326.50000000000006 71.229092204068891 0.96484173022233721 54.293054181704747 49.500000000000007 280.25000000000006 53.086445177565217 25.232519093149723 104.92640687119287 739.50000000000011 52.500000000000007 0.96262108213564612 843.50000000000011 22.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 10 14 23 -9 16 24 21 -7 -8 15 -1 -2 22 -15 -4 25 -3 -13 -6 29 -10 -14 -19 -20 -5 right_child=1 4 19 5 7 12 13 8 20 -11 -12 17 26 18 -16 -17 -18 27 28 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0014293548823537498 -0.0034440241131955653 -0.0057071856069425952 -0.0067779675068667302 0.0031693133661951905 -0.0069475943704424481 -0.002099773628629141 -0.0047615177872423484 -0.0028564123313757441 -0.00092026055558933073 -0.0045011234867369226 0.0021567843992880481 0.0010908627087949433 0.0021479070685653792 -0.0041377769961687969 -0.0034487555860941979 0.0012855508817292626 0.00048971399931817088 0.0013619439002823214 -0.0016148398483753872 -7.1222933183186232e-05 -0.0015334544797385326 -0.0010349462191303457 -0.00030451340644217827 -0.0033620027493675253 0.0038020188148040397 0.00052337406031575365 -0.0015561047791404286 0.0056717278902075167 0.0027114352381936357 0.0011220249704820061 leaf_count=38114 5967 2663 47023 30376 5613 13627 33892 40917 45057 8470 144549 62032 17760 8022 13627 15704 35450 5519 10864 1269 47729 26210 46199 13930 124290 43402 4138 4284 2638 13068 internal_value=0 0.0187325 -0.0810734 0.0494208 -0.0167919 0.0592335 -0.0534311 -0.0343617 -0.0270393 -0.0189925 0.0657447 0.0067267 0.00199737 -0.0848209 -0.0276397 -0.0146119 -0.00176643 0.0165955 -0.0464377 -0.151399 -0.015482 -0.0336173 0.0113574 -0.100719 0.0797766 -0.00486065 0.0332067 0.0744266 -0.0176489 0.0585598 internal_count=912403 741250 171153 397695 343555 347808 122861 196648 177105 49887 312283 146907 35525 55416 67445 53818 41417 118034 21524 48292 136188 28873 108231 19543 167734 88459 21898 9803 13502 43444 shrinkage=0.0436048 Tree=28 num_leaves=31 num_cat=0 split_feature=16 32 16 16 20 17 32 16 9 16 26 16 18 17 17 16 17 17 17 1 17 32 16 4 16 20 17 16 10 30 split_gain=2845.14 706.846 408.41 289.602 171.283 132.849 118.184 77.3796 59.1618 50.0044 49.4724 45.2023 32.6694 29.2021 29.0242 27.7039 33.2919 27.4191 25.3111 21.8479 21.8426 21.3375 20.7982 20.6259 20.4674 18.3139 17.9571 17.795 17.6864 17.2814 threshold=210.47537414392983 1.5000000000000002 225.80490466171184 186.1922348823941 0.7045217942092532 90.067227099494161 1.5000000000000002 232.96053760043336 0.94146928292654841 199.49593483992746 0.88788014657763004 218.14398313027183 1.5000000000000002 53.003935668452264 74.759439818084743 153.40131291028447 40.568320907553456 48.731521860916907 48.291421492684428 4459.5000000000009 78.760852775194721 1.5000000000000002 100.37287869264615 39.001335144042976 238.35672276892129 0.83080327994776682 42.818888910944032 169.9218139480258 0.96595202996534246 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 5 19 8 9 26 -1 14 -7 13 -6 -2 17 22 21 -5 -13 29 -11 27 23 -10 -9 -8 -4 -17 -26 -3 right_child=1 4 7 6 12 10 25 24 15 20 -12 18 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 leaf_value=-0.0070730046574582223 -0.00057209963765515303 -0.0034206737215217694 0.00069944909546042905 -5.1868348956137253e-05 0.0028268504417504076 -0.0032972607786638419 -0.0063708462449918579 0.0034409177366124559 -0.003700109491665873 -0.0013233775300716261 0.0032211162607504976 0.00022350132988261043 -0.0019731349196692198 0.00089806045265049977 0.0010958285072525523 -0.0026435633984433376 -0.0047606006874342712 -0.0032426709271710721 0.001633128087057824 0.00045595928894951089 0.0029825263811155459 -0.0068789420904813393 -0.006464605734824499 0.0088431784487205227 0.0046392704463785522 -0.0018673507295231353 0.0026003672184874891 0.0013826055104410634 0.00196718170221732 -0.0067480029876421238 leaf_count=26694 54940 3447 10118 5601 5576 4064 13844 99580 1364 93442 4863 31175 5220 48251 3520 7792 63509 59704 108561 949 2295 1661 21076 305 60704 1960 142875 2851 5106 21356 internal_value=0 0.0406251 0.049399 -0.0768661 -0.0941262 -0.112046 -0.0506948 0.0729609 -0.120446 -0.0427621 0.00581673 0.0185185 0.0116042 0.00264492 -0.0633213 -0.109136 -0.0999524 -0.068089 0.0302407 -0.138451 -0.0279822 -0.0523431 -0.139745 -0.0322877 0.0879549 -0.133296 0.0567518 -0.0358917 0.101639 -0.144149 internal_count=912403 597858 561310 314545 36548 134179 180366 318383 125252 164562 8927 242927 10796 103191 68825 98558 75813 65305 139736 25752 95737 12304 22745 1669 165390 15804 152993 10643 65810 24803 shrinkage=0.0436048 Tree=29 num_leaves=31 num_cat=0 split_feature=29 17 30 14 11 0 0 0 14 14 0 30 22 11 30 11 17 11 29 28 23 0 25 18 25 1 29 14 23 4 split_gain=1219.18 685.648 196.409 160.485 157.912 141.109 100.217 65.5226 57.2582 52.5869 51.2821 49.5982 50.0999 47.4646 40.0422 40.4047 50.7953 38.0375 36.301 33.7436 32.4498 30.8304 30.3738 30.0696 35.245 28.3396 27.789 27.4658 24.647 23.8187 threshold=0.64472676714757815 48.731521860916907 1.0000000180025095e-35 21.079208233123687 0.84797916047916055 46.500000000000007 46.500000000000007 37.500000000000007 19.832046906956268 29.388041924378022 33.000000000000007 1.0000000180025095e-35 740.25000000000011 0.81471109720483947 1.0000000180025095e-35 0.67858190196899881 53.927300363552185 0.92143562958780356 1.5286365936002702 818.75000000000011 0.41828280894189412 29.500000000000004 260.50000000000006 2.5000000000000004 3983.2500000000005 595.50000000000011 0.12863616944840914 19.02536690621919 0.80667130273528065 22.999998092651371 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 9 8 11 27 22 10 26 12 21 18 15 23 -17 29 25 -8 -4 -5 -3 24 -10 -7 -1 -2 -13 -6 right_child=1 5 20 6 17 13 19 -9 14 -11 -12 28 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0086735670988722369 -0.00063530024260618297 -0.0094299558215247305 -0.0067070041225926825 0.0026514803659627505 -0.001311869916741582 -0.0039348802382589768 -0.0020216172465563256 -0.003442005889950017 0.00018276582046459491 0.00077837202899516873 -0.0053015190280905162 -0.0023068919865839033 0.0034832135430859714 -0.00087344130255274769 -0.0013327118731519911 0.00075932739028469537 -0.00088236402439627413 0.0024957254063994834 -0.0050628440422904909 0.0012078028762493908 -0.0042316537739000267 0.0011195907025634698 -0.0012809354329136131 0.0037285056708177954 0.005952537471342661 -0.0016093012920889733 -0.0027612418949508571 0.0014284697412011516 0.0014506910273220672 0.0026202633739153013 leaf_count=1565 20598 887 29729 102805 27102 13525 10910 9005 16591 4925 29189 3840 127340 48715 26293 106592 53984 7981 10259 14106 15227 32998 44525 11277 2291 37833 44266 30295 24466 3284 internal_value=0 0.0170478 -0.0783191 0.0471562 -0.056939 -0.0133508 0.05614 -0.000308475 -0.000735643 -0.0822481 -0.0888195 0.0613535 0.0656321 -0.0433575 0.00602101 0.0110642 0.00475653 -0.00420265 -0.0617998 -0.00460075 -0.134586 0.0522707 -0.0330263 0.0446482 0.0202461 -0.0509516 -0.0679542 0.0136039 0.0215787 -0.0203395 internal_count=912403 749135 163268 376363 118312 372772 316465 59898 262440 79945 75020 291449 263143 110332 217028 190735 160576 38367 61617 25016 44956 135803 45412 30159 18882 51358 45831 50893 28306 30386 shrinkage=0.0436048 Tree=30 num_leaves=31 num_cat=0 split_feature=29 17 31 11 0 0 1 2 23 29 1 22 1 0 0 31 1 0 17 13 31 11 0 17 22 17 11 11 29 1 split_gain=1113.99 579.687 223.769 172.484 127.723 106.78 76.4976 71.0182 60.4525 50.2829 44.589 41.4095 40.3532 38.9768 38.892 38.7419 36.6066 35.7145 34.2375 32.7187 31.7848 29.6843 28.1719 26.9544 26.2666 25.4544 22.2108 21.7658 20.3251 19.7697 threshold=0.75217815463421911 48.506542592411101 1.5000000000000002 0.84797916047916055 46.500000000000007 46.500000000000007 710.50000000000011 15.890096618357491 0.58694383846583142 1.5286365936002702 308.50000000000006 1509.2500000000002 2158.5000000000005 28.000000000000004 29.500000000000004 1.5000000000000002 674.50000000000011 33.000000000000007 71.229092204068891 27.675448746990451 1.5000000000000002 0.85043106651802314 35.000000000000007 40.856053420048127 193.25000000000003 51.848316310986576 0.88236570669934655 0.8193770083516001 0.093234299271605592 134.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 10 6 13 19 -4 16 -3 14 21 24 29 23 -6 18 25 22 -11 -7 -1 -8 -2 -12 -19 -18 -21 -5 right_child=1 4 8 11 9 12 15 -9 -10 20 17 -13 -14 -15 -16 -17 27 26 -20 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0033129457989307825 -0.0095942097601056046 -0.0075192957947240509 -0.0060022000349695352 -0.0030077915289091145 -0.0023765049697233535 -0.0035493954404595541 0.0037630024269480881 -0.0011129414632008382 -0.0025094097981551715 -0.0026595756880813488 0.0010552357339501149 0.0037520003765180695 0.0017094612441562558 0.00014439362124061951 -0.00178775812080496 0.0012406242017660417 -0.0013059000579942878 -0.0007355912078669325 0.003104625487901122 -0.012108909147897808 -0.0070919501162199829 0.00021678316528415102 -0.0053118180103404163 0.0026533418901874889 0.0019844307869294081 -0.00014173662685163923 0.0012537807544435078 0.00050242813753130717 -0.0022245354680149316 0.0010105270077482387 leaf_count=31673 374 1433 39677 2539 36124 9112 71107 31834 12356 9262 65958 5279 9223 30375 20247 23932 31230 80567 9853 401 4606 7064 23246 100374 94612 69243 12300 21279 29112 28011 internal_value=0 0.0199863 -0.0611552 -0.0438029 -0.00922285 0.0488312 0.0537732 -0.0657734 -0.118629 -0.0387601 0.00342616 0.00175004 -0.0135839 0.0344927 -0.00701025 0.0661421 -0.029999 0.00448542 0.0142887 -0.0809492 -0.0947535 -0.0436814 -0.0953799 0.0714022 0.0444639 0.0101413 -0.0108269 -0.0131427 -0.0540958 0.0155159 internal_count=912403 688028 224375 172342 341855 346173 320774 116266 52033 102501 239354 56076 25399 125361 50797 195413 88633 237921 145054 84432 13868 16176 54919 171481 94986 135201 92867 52509 29513 30550 shrinkage=0.0436048 Tree=31 num_leaves=31 num_cat=0 split_feature=16 20 16 16 30 16 20 9 12 16 16 0 30 26 30 14 24 14 0 30 26 22 19 20 29 15 16 30 2 20 split_gain=2365.16 539.473 371.761 217.743 119.186 66.6881 64.7336 45.8231 55.3766 43.3541 39.8581 29.096 28.9641 21.7649 19.9606 19.7698 19.4545 26.0362 19.016 18.5795 21.5628 19.1813 17.9227 17.0743 16.9466 16.8379 22.1118 16.5137 16.254 16.1635 threshold=208.92390342439401 0.56375239164556679 225.80490466171184 181.87520539007474 1.5000000000000002 236.0612807324608 0.68508750011567987 0.95222992800762429 182.29646455628168 218.14398313027183 199.49593483992746 33.000000000000007 1.5000000000000002 1.3262630063477523 1.0000000180025095e-35 5.62405398490717 20.500000000000004 18.836097041364244 24.000000000000004 1.0000000180025095e-35 1.7985654384716305 570.25000000000011 443.25000000000006 0.89836298600673459 0.20131815747446433 0.26555473889013631 244.2290296893818 1.0000000180025095e-35 117.86038961038962 0.7045217942092532 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 7 15 14 12 28 18 19 11 -8 -5 -13 16 -2 -4 -18 -9 21 23 -3 -19 -21 -11 -7 -27 -26 -1 -29 right_child=1 2 5 6 -6 25 10 8 -10 24 -12 13 -14 -15 -16 -17 17 22 -20 20 -22 -23 -24 -25 27 26 -28 29 -30 -31 leaf_value=-0.0061871045861046879 -0.007933270776970678 -0.00055463181910274243 0.0026355939731806288 -0.0032134112838091995 -0.0062801092753938031 0.0016888934551189624 -0.00153555633949314 -0.0031843403495479764 0.0037879571166026756 -0.0075890213120438105 -0.0011769293817382792 -0.0029104185643097471 -0.0062019560357621526 -0.0057203200802769701 0.00096316537622876818 -3.8957393285040042e-07 -0.0033712794223833562 -0.0034591119352872608 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shrinkage=0.0436048 Tree=32 num_leaves=31 num_cat=0 split_feature=26 30 11 14 11 30 7 13 13 9 23 12 30 12 7 22 26 14 30 33 9 6 11 11 23 25 5 4 14 11 split_gain=957.365 177.149 176.281 154.105 134.127 85.3681 88.8854 61.1316 57.5597 55.0453 53.2522 52.6277 52.3339 38.219 36.5197 40.4084 32.172 31.3742 25.4396 24.3275 23.7176 23.2674 23.2563 22.9048 22.5671 21.535 21.0147 20.9989 19.0724 18.0282 threshold=0.76487191930850862 1.0000000180025095e-35 0.87608831014131805 22.078011233352225 0.84797916047916055 1.0000000180025095e-35 -1.0000000180025095e-35 26.267760968847266 32.638713224925887 0.91501846303309609 0.51897565653326683 107.54772721475253 2.5000000000000004 276.42997820866111 -1.8651498556137083 246.25000000000003 1.4371012568790202 19.832046906956268 1.0000000180025095e-35 2.5000000000000004 0.89076119815826138 0.17619932906485683 0.80770618270618277 0.65263424789153424 0.29787606778543185 260.50000000000006 48.00000190734864 47.00000190734864 31.526954545362958 0.9250016740324094 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 9 7 6 13 -1 -8 26 -3 25 16 20 -11 -16 -7 -6 -13 -14 -5 -10 -17 -22 28 -4 -2 -18 -9 -27 right_child=2 10 11 5 17 12 8 24 21 14 -12 18 19 -15 15 22 27 -19 -20 -21 23 -23 -24 -25 -26 29 -28 -29 -30 -31 leaf_value=-0.0036865854695538334 -0.0030052450006081291 -0.0056167799780430594 -0.0061197776565163039 -0.0011040803022421754 -0.00081847036145709772 -0.00092565710698214925 -0.00095979814001909483 -0.0069603091171303441 -0.014202675913888262 0.00017830968894965528 -0.0026536693757323289 0.0031832227670309798 0.00108929446382556 0.0034369683864738875 -0.0091446997542806233 -0.0024111225279211126 -0.0055005000018642043 0.001364202388743789 -0.0004620179647621802 -0.0023788443197493131 0.0025999907913719618 0.00087201618071898327 -0.00065945894196466797 0.0013303528182018504 -0.0014730001391912067 0.0011240660625803196 -0.0081181876392087144 -0.0014329179878919969 0.0077330346035365018 0.0027205127802982067 leaf_count=55835 4641 36802 724 6411 34094 15292 46700 2179 195 52176 16795 65333 23374 21819 1243 21016 6799 19790 3855 4603 34312 118518 45858 127072 54373 69728 2279 3741 182 16664 internal_value=0 -0.0575156 0.0182039 0.00958762 -0.0414153 0.0190456 0.0246712 -0.0610549 0.00773035 -0.0208083 -0.107517 0.0477538 -0.0180717 0.0394498 -0.0158191 -0.0310685 -0.050527 -0.000386177 0.0683438 0.0118952 0.0343303 0.0194303 -0.0277479 0.0366999 -0.0379366 0.0314011 -0.107537 -0.0930351 -0.133647 0.0328405 internal_count=912403 220050 692353 536049 166453 408836 355027 112569 165413 127213 53597 156304 53809 189614 120293 68117 25832 53884 69188 27977 167795 118713 66874 161384 56734 87116 6920 10540 2361 86392 shrinkage=0.0436048 Tree=33 num_leaves=31 num_cat=0 split_feature=20 17 14 30 0 0 0 13 11 14 22 13 11 11 0 29 17 14 13 0 29 0 14 11 28 29 29 4 0 28 split_gain=920.296 522.804 289.934 109.603 106.582 104.623 69.7571 63.3566 59.8813 55.0512 50.4679 49.9845 42.8989 38.5113 32.3193 31.4614 28.7609 28.039 27.8998 25.8733 24.1745 21.9776 19.9934 19.752 19.4063 19.2505 18.1967 18.2844 17.7781 17.7587 threshold=0.69798350802822229 49.244492445147195 19.759467635772975 1.0000000180025095e-35 33.000000000000007 45.000000000000007 24.000000000000004 29.702678591544888 0.86060993567387445 19.605689042805409 725.25000000000011 37.035789583409105 0.83037365525170415 0.82111619096191346 28.000000000000004 1.603852087917647 78.760852775194721 20.905050010969706 24.468118328635224 52.500000000000007 0.18277882548113764 52.500000000000007 54.293054181704747 0.85132907794636414 1332.5000000000002 0.8104708551045946 1.5286365936002702 5.043994903564454 20.000000000000004 307.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 8 9 10 18 23 24 20 14 -7 15 -8 -4 17 25 -9 -2 -17 -3 -13 -5 -6 28 -11 27 -10 -1 -22 right_child=1 4 5 22 7 11 13 12 26 16 -12 21 -14 -15 -16 19 -18 -19 -20 -21 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0018773249843594231 -0.0021464315561734834 -0.0084856987084187124 0.0020992638432225999 -0.0053307766800707642 -0.0033825026446219655 -0.0029650825836195589 -0.004719309944465626 -0.0030799444330077141 -0.0074629928180994873 -0.00072596611624074694 0.0028159560629507229 0.0012893579165766855 7.4615813763075137e-07 -0.0012947208403028337 0.00072268491391452925 -0.00230842452070511 0.003173429868846965 -0.00087174186431451231 0.00075159106397411194 -0.0066695406328192526 -0.0072521630599171986 -0.0019329941688128061 -4.1570527265429482e-05 -0.0012952049180688045 -0.0086570949200285054 0.00071474330881758934 -0.025174621553464706 0.00024984002958087538 -0.0038128342852949814 -0.00092615834238744907 leaf_count=13890 8472 851 122685 51074 31158 9140 12689 12609 608 21637 162041 23642 60331 12292 44080 10463 7858 82272 24824 3436 862 4850 1396 11917 1248 95325 55 15065 25753 39880 internal_value=0 0.0117886 0.0358747 -0.0860982 -0.0152315 0.0462943 -0.029642 -0.0300904 -0.0555845 0.00371452 0.0520107 -0.00365211 -0.0213695 -0.0695847 0.0397984 -0.0332308 0.0142138 -0.0267217 0.000325738 -0.0776645 -0.0277935 0.0169898 -0.119025 -0.0643286 -0.0757536 0.0102792 -0.003147 -0.00113204 -0.0718883 -0.0243093 internal_count=912403 803314 424715 109089 378599 366438 58277 212186 56619 166413 328806 37632 169111 24981 166765 108780 124820 94881 33296 13899 41593 28492 52470 43075 40891 116962 15728 15673 39643 40742 shrinkage=0.0436048 Tree=34 num_leaves=31 num_cat=0 split_feature=20 17 12 30 0 0 12 0 9 9 22 7 17 5 0 9 17 0 17 12 17 29 12 0 22 15 22 20 9 9 split_gain=839.447 476.367 246.96 99.4182 99.2191 98.3173 71.4644 55.156 51.569 43.5927 43.3147 43.1218 42.5275 41.8092 35.5319 31.9609 31.8647 30.1837 25.5658 23.7994 20.0135 19.1866 19.3697 19.0743 18.4369 19.4121 18.425 17.9232 17.6987 17.4851 threshold=0.69798350802822229 49.244492445147195 82.059397513309008 1.0000000180025095e-35 48.000000000000007 35.000000000000007 75.716251762801377 26.000000000000004 0.94146928292654841 0.94345593765211888 676.75000000000011 -17.650122642517086 44.535156560600889 27.599676132202152 51.000000000000007 0.95107216103581427 65.931698927103568 35.000000000000007 52.562229487952635 68.73097038856281 53.767622717222409 0.093234299271605592 104.92640687119287 48.000000000000007 614.25000000000011 0.68826606805832047 1423.7500000000002 0.48772053044801922 0.96634822791531172 0.96223381509200456 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 15 6 12 -3 19 -8 -6 23 16 21 -11 -12 -1 -10 20 -13 -2 24 -4 -23 -7 25 -17 29 -5 -15 -16 right_child=1 4 5 27 9 10 8 -9 11 13 14 18 -14 28 26 17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0049861721969366802 -0.0018078037556601974 -0.0020269691557681692 -0.0090750613096176914 -0.0054667221615275086 -0.0042071750654132578 -0.00028384108521174701 -0.0014430523013032152 -0.0030199774647543033 0.00078154485752175836 -0.0035759048454731043 0.0016789398509754938 0.00046897100086292219 0.0016044373596448543 -0.0021117981942328041 -0.0072391108316934892 0.00016539447123791427 0.0033222809528164789 -0.0034776274580378078 -0.00067312062366964656 0.00074235960570371315 -0.0030255929997118525 0.002009349723502224 0.0030111607344475363 -0.0031603601301829778 0.00086733994237007559 -0.0030213650714992417 0.00045812064997045963 -0.0036728733958436136 -0.00051716884310024959 -0.0012724354033235383 leaf_count=7454 10626 37170 263 37625 13259 20145 38675 21403 51972 14900 50719 72641 111535 19064 1491 6768 11454 15996 76529 20159 8297 52369 122616 5602 10233 7850 5075 14739 43275 2499 internal_value=0 0.0111486 0.0341545 -0.0823867 -0.0146234 0.0431848 -0.00555976 -0.0302688 0.000494229 -0.0435117 0.0134288 0.0066045 0.0520593 -0.0344184 0.028197 -0.0533323 0.0284458 -0.0440775 -0.00268224 -0.00316193 -0.0268617 0.0617742 0.0621799 -0.0208626 -0.0126638 -0.0354531 -0.0294688 -0.11379 -0.0230439 -0.0803143 internal_count=912403 803441 424502 108962 378939 372314 288441 52188 251271 90498 85531 212596 286783 77239 59784 56598 63426 49144 149170 30785 33148 175248 174985 25747 24851 14618 9065 52364 62339 3990 shrinkage=0.0436048 Tree=35 num_leaves=31 num_cat=0 split_feature=1 31 1 26 11 11 14 31 11 11 19 21 7 33 13 26 26 26 5 22 26 18 14 13 11 5 21 21 8 33 split_gain=752.976 168.242 136.543 123.169 76.6073 68.6955 68.3654 62.0729 52.7285 51.4331 40.6577 38.7105 33.789 32.7541 32.3745 30.8116 27.4265 23.5157 20.7236 20.6217 19.9475 19.42 18.0183 18.0145 17.9864 17.9573 17.3191 17.2091 15.9168 15.2472 threshold=466.50000000000006 1.5000000000000002 706.50000000000011 0.50268824974707338 0.86640418320105839 0.84375147336162193 21.258163374139738 1.5000000000000002 0.88517013116555454 0.83533709439265647 4317.5000000000009 2.5000000000000004 -2.4895528554916377 2.5000000000000004 23.84516230370641 1.4371012568790202 0.89190210618782062 0.67188973130106866 49.000003814697273 193.25000000000003 0.89190210618782062 1.5000000000000002 61.047484340661335 39.457532235958489 0.92692500192500205 38.000019073486335 10.500000000000002 3.5000000000000004 594.50000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 6 14 18 9 11 -1 20 28 17 15 -5 16 -3 -13 -4 27 21 -8 -15 -6 -10 -19 -11 -7 -2 -21 right_child=1 13 4 5 23 19 10 -9 24 26 -12 12 -14 22 -16 -17 -18 25 -20 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0037851317557113613 -0.0031641785699376051 -0.001755418478718602 -0.00087618050104220214 -0.0036856638189156766 0.0013584041443994168 -0.0011804005951466556 0.00051086400389384952 -0.0051547576461167923 0.001018082791795183 -0.00069381894098711518 0.0029545126725069428 -0.0030620175856077773 -0.0003483976963570249 -0.0038337448320630916 -0.0016982130832240332 -0.0022344431186726976 0.00038249058188529107 0.0011444442693727081 -0.006006853223825266 0.00014033328128541857 0.0011789154388652271 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16 16 26 8 17 17 33 16 16 17 17 13 2 8 17 8 16 10 8 23 0 26 16 16 26 split_gain=1857.15 386.663 268.434 174.803 98.0256 53.4332 40.7571 33.5987 32.1903 32.0057 31.1722 29.1029 32.0003 25.5891 32.0297 31.7429 24.693 22.3904 19.4632 18.9243 18.4122 16.6906 21.904 26.5783 14.7047 14.0833 14.4387 13.4618 13.1462 14.8395 threshold=208.92390342439401 2.5000000000000004 224.80530433799052 186.1922348823941 90.067227099494161 232.19240860098577 147.12853182439622 0.93276055266619318 140.50000000000003 78.760852775194721 40.715017230586717 2.5000000000000004 199.49593483992746 218.14398313027183 48.291421492684428 51.848316310986576 51.367765353270045 35.009433962264161 523.50000000000011 44.15991367279878 140.50000000000003 243.53115075493818 0.98758711937218113 10557.000000000002 1.8448084715956881 35.000000000000007 1.8785629919915889 173.58183691492496 169.9218139480258 0.091938869049093777 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 6 19 -1 -6 -2 11 28 12 -5 15 -15 25 27 -3 -11 -4 -7 -22 -23 -24 -14 -10 -27 -12 -8 -30 right_child=1 17 5 9 7 20 10 -9 13 18 16 -13 24 14 -16 -17 -18 -19 -20 -21 21 22 23 -25 -26 26 -28 -29 29 -31 leaf_value=-0.0060055415103857914 -0.0050481127071862943 -0.0048894788474096061 0.00059989740257143035 -0.0025537544389605603 -0.0023426567365524794 -0.0053447299057779816 -0.0030165516284077591 0.0030118117244098534 -0.00026436968795544297 -0.0044104435025078782 -0.0046872853047649895 -0.0050689900532010527 -0.0012005590537986117 -0.00051038564835804837 0.0013115394415290969 0.0005611420172465662 -0.0068484599412113861 -0.0017465672059349911 0.0025256851722825261 0.0019693873759816624 0.0027478832551587704 0.0042837899260709722 0.0034542333730500068 -0.024353177816329469 -0.0056124157120793208 -0.0016411884650093869 -0.0075739076971477236 -0.003524973205177551 -0.0054025519859716917 0.00087401747770090817 leaf_count=22302 1986 17769 22303 70344 4326 518 15935 4595 23384 922 37610 5624 79056 22515 99102 83739 6780 5690 4642 137251 166953 18856 155 113 1463 14925 823 38180 891 3651 internal_value=0 0.0312668 0.0362512 -0.0650754 -0.0917581 0.0542103 -0.0989663 0.00952431 0.0110295 -0.042967 -0.0905776 -0.045617 -0.042984 0.0120595 0.0223426 0.00188127 -0.099239 -0.0946493 0.0315633 0.0407743 0.0656992 0.0662233 0.0942065 -0.18967 -0.0293711 -0.0216311 -0.0447482 -0.0940667 -0.055652 -0.00819294 internal_count=912403 616082 592623 296321 134270 346149 125349 8921 246474 162051 103047 156487 150863 244488 121617 122871 82570 23459 5564 159554 186595 186077 19124 268 80519 39132 15748 75790 20477 4542 shrinkage=0.0436048 Tree=37 num_leaves=31 num_cat=0 split_feature=20 0 14 19 17 31 17 9 11 0 13 21 9 25 25 11 9 11 21 7 0 17 20 17 19 25 24 25 9 31 split_gain=661.148 387.509 217.551 133.545 129.817 99.1263 74.9154 63.7603 55.5448 39.4838 36.566 33.8615 27.9865 26.7702 26.4758 24.9263 23.9999 44.5707 22.7185 23.9346 21.3037 21.0826 18.9438 18.6358 18.5394 18.2341 17.9789 29.4001 16.3957 16.3573 threshold=0.7406874667635529 35.000000000000007 19.605689042805409 626.25000000000011 46.486158532970499 1.5000000000000002 50.502042340881069 0.95407188575274182 0.90478479853479865 52.500000000000007 26.267760968847266 2.5000000000000004 0.95338612481466445 3715.2500000000005 260.50000000000006 0.83791749163503704 0.94281411613265842 0.66477407049215576 3.5000000000000004 -1.0000000180025095e-35 29.500000000000004 51.989477291978254 0.52176141555055389 61.559022958609667 712.25000000000011 1266.7500000000002 21.500000000000004 423.75000000000006 0.95567609600269021 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 13 10 24 8 9 -8 20 29 -3 -12 -13 14 18 -16 -6 23 -2 -20 25 -19 -7 -18 -4 -1 -17 -28 -22 -5 right_child=1 3 4 6 16 22 7 -9 -10 -11 11 12 -14 -15 15 26 17 21 19 -21 28 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.0013847597839657534 -0.0019068783900000658 -0.0036010610353904415 0.0018573173499992768 0.0014047632844168528 -0.00024845650172055121 -0.0048263402615371905 -0.0027622836918353164 -0.00023603677386122428 0.0017964269307169274 -0.0022735290903284624 -0.0039834773678325049 -0.0039574678057649696 -0.001032270435916994 -0.010427972243243813 -0.0012870826809769211 0.00073125646379064619 0.0020347092799114105 0.0011579587250991775 -0.00012549290699692941 -0.015368934703167443 -0.0056983758988785032 5.4410347898064234e-05 -0.0029917994690967626 0.0049194530924326222 0.0026773955549276468 -0.0078376933503666365 -0.013367894285322158 -0.0010965410773292664 -0.0027288035601264714 -0.00069969033110876887 leaf_count=33236 1446 21821 87581 67735 34178 40395 25406 75294 7095 6838 10056 6826 69912 549 46416 27814 12726 90826 283 636 4157 51626 14560 6399 130539 854 399 5332 23633 7835 internal_value=0 0.0107184 0.0277073 -0.0182104 0.0370719 -0.0678523 -0.00173182 -0.0200298 -0.042608 0.0206277 -0.0459907 -0.0367908 -0.0296406 -0.0190592 -0.0175915 -0.0145074 0.018377 0.0234695 -0.121866 -0.244808 -0.052217 0.0173839 -0.0995369 0.0687977 0.0538498 -0.0354643 0.00626135 -0.0447402 -0.0727674 0.0272121 internal_count=912403 788473 496750 291723 413875 123930 183108 100700 68975 82408 108615 86794 76738 82875 82326 79961 195755 161577 2365 919 61880 142452 54955 19125 218120 34090 33545 5731 27790 75570 shrinkage=0.0436048 Tree=38 num_leaves=31 num_cat=0 split_feature=16 33 16 16 17 16 20 11 17 16 1 26 7 11 28 17 33 17 7 31 5 1 23 29 7 16 15 1 5 29 split_gain=1618.97 322.526 229.171 151.31 86.8231 45.1969 40.9409 36.7502 34.6132 35.1721 29.2089 28.1299 25.254 24.5954 24.1376 22.7526 20.0828 19.9202 18.9768 18.8814 18.0586 18.0133 17.104 17.0818 16.0685 15.9523 18.9669 21.347 20.5868 16.2813 threshold=208.58070058751807 2.5000000000000004 224.80530433799052 181.87520539007474 99.821608569765331 231.37721430598501 0.60032121349612277 0.80348810162819839 78.760852775194721 199.49593483992746 134.50000000000003 0.88788014657763004 -8.1301016807556135 0.71418735792970811 307.25000000000006 45.091248082177437 2.5000000000000004 60.780537742482167 -78.667022705078111 1.5000000000000002 44.000003814697273 134.50000000000003 0.852435148442093 1.3140861334287484 -76.156784057617173 242.41104393076122 0.25414828423051278 12180.500000000002 277.07536315917974 1.1622517546490199 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 4 7 15 -3 20 9 23 -2 -6 18 -10 -14 -4 -11 19 -12 -16 -1 -7 -19 -5 -13 -23 27 28 29 -27 right_child=1 6 5 8 11 21 -8 -9 13 16 12 24 14 -15 17 -17 -18 22 -20 -21 -22 25 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0044412028012004367 -0.0048063261157042098 -0.0048731490331009319 0.00053432038732209976 -0.0023887085673952977 -0.0022123021816370775 -0.005220527563893098 -0.00083658085397174376 -0.0030563874713273585 0.0028931072390173799 -0.0011817985083174044 -1.8324242646815424e-05 -0.011230899369418824 -0.008676132011964769 -0.003084156629349623 0.00042782912552820904 0.0018789802013076705 -0.0046182469148035865 -0.010907296758838529 0.0015593862371250681 -0.0012316535431442523 -0.0062807154617097981 0.0024779653735338188 -0.0017806501591930363 -0.0044590732415807043 0.0041579875169028514 -0.0081689243355049339 0.0040285910014350255 0.0054403619721207748 -0.019125423014746526 0.0016640244971413214 leaf_count=60900 1990 16954 30478 81111 2852 558 6652 36693 4742 77130 19451 134 580 1808 154708 111303 3375 508 56899 14236 12176 177918 1687 8358 3466 469 23226 895 137 1009 internal_value=0 0.0289691 0.0335093 -0.0612694 -0.0892882 0.0501789 -0.0856711 -0.0959146 -0.0428222 -0.045571 0.0104445 0.0234492 0.0114125 0.0285106 0.00468467 0.0364621 -0.0304064 0.00537487 0.026544 0.00660463 -0.10888 0.0597023 -0.0892763 -0.0592163 0.0822198 0.0601939 0.0834643 0.000883672 -0.0677689 -0.0333948 internal_count=912403 619658 596052 292745 116221 345993 23606 109769 176524 169974 250059 6452 248069 6550 171719 141781 80505 171139 76350 168944 73076 204212 2195 89469 3600 203654 25736 2510 1615 1478 shrinkage=0.0436048 Tree=39 num_leaves=31 num_cat=0 split_feature=16 32 16 16 20 16 32 16 16 13 18 16 16 27 28 28 1 13 20 15 27 23 23 19 12 19 23 25 8 16 split_gain=1481.92 323.477 192.582 139.779 80.2652 50.1091 41.8686 23.1933 29.3508 26.02 22.1185 22.0029 19.7557 15.8725 27.4108 14.6907 14.1996 13.9173 13.9026 13.8808 13.7777 13.7006 13.0079 12.0245 22.5699 19.7149 14.3793 14.2778 21.2352 22.2346 threshold=208.58070058751807 1.5000000000000002 229.68605745582508 186.1922348823941 0.76604025829886002 220.13122843775952 1.5000000000000002 161.65458299873811 100.37287869264615 148.90766837443689 1.5000000000000002 199.49593483992746 238.12091552564405 30.500000000000004 463.25000000000006 307.25000000000006 4459.5000000000009 26.415678196991738 0.84445482381026526 0.26555473889013631 3.5000000000000004 0.32880200964398121 1.8448084715956881 13028.500000000002 703.55739520663076 9919.0000000000018 1.0388819654751618 1042.7500000000002 5261.5000000000009 242.94376542683469 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 7 16 15 11 8 9 18 -6 -5 -4 -7 17 -2 -3 -15 -1 23 21 -20 -13 24 26 -26 27 -14 29 -29 right_child=1 4 12 6 10 13 -8 -9 -10 -11 -12 22 19 14 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31 leaf_value=-0.0052883500942172276 -0.0061661964198432596 -0.0039763182992399127 0.0021666971222585336 -0.0020223650819569104 0.0029730025028835189 0.0014262349479238819 -0.0039614400599902724 -0.0031119209127014212 -0.0045910179989065774 0.0083757061193897985 -0.0013123918604905076 -0.00086754533691024791 0.0070056646814996406 -0.015215275685707933 0.00047668897496062944 0.00025698827705587888 0.0010005610096760367 -0.0034682249227622748 0.0042179482639880901 0.0032271053585685122 0.0018227997071970333 -0.0081902883875046139 -0.0051787489953543011 0.005079324309774212 0.0071600707180184313 -0.023878613178274485 0.0033292809673923008 -0.0021863005985693681 0.0033052813094250821 -0.013927588720030719 leaf_count=1656 680 28100 167532 68897 4718 167945 13937 78845 50356 499 4450 74192 313 293 20048 155221 1134 555 232 63537 1911 625 1355 1097 55 133 2025 920 682 460 internal_value=0 0.0277308 0.0336012 -0.0586224 -0.0611602 0.01852 -0.0385058 -0.0823773 -0.0980822 -0.0243868 0.020478 -0.0334554 0.0555612 0.0294743 0.00348314 0.00525107 -0.0867625 -0.17262 -0.0488032 0.0697722 -0.0054433 -0.110796 -0.021669 0.0224316 -5.68341e-05 -0.33937 0.0144411 -0.0383455 -0.0685538 -0.139894 internal_count=912403 619898 581496 292505 38402 344742 158381 134124 55279 4923 9168 144444 236754 188841 20896 155901 29234 848 4424 69222 2768 857 75547 5685 4588 188 4400 2375 2062 1380 shrinkage=0.0436048 Tree=40 num_leaves=31 num_cat=0 split_feature=29 0 1 29 25 11 11 0 0 22 15 21 0 33 33 11 23 26 22 6 11 0 0 18 11 7 26 1 11 7 split_gain=498.489 292.971 80.9286 74.2108 73.0672 69.47 47.394 42.5409 38.5724 34.6683 31.3167 28.3769 23.8225 23.7316 23.5167 22.8284 22.6965 21.2665 20.3392 18.1497 17.3731 17.2411 17.1226 16.8489 16.4451 15.6436 14.5661 14.3492 15.774 13.6986 threshold=0.64472676714757815 35.000000000000007 523.50000000000011 0.12863616944840914 778.25000000000011 0.87318994757940194 0.85646495918941745 29.500000000000004 51.000000000000007 193.25000000000003 0.42945991809825818 1.5000000000000002 48.000000000000007 2.5000000000000004 2.5000000000000004 0.87608831014131805 0.82372058885650323 0.93276055266619318 510.25000000000006 0.2069000832122628 0.92315743743954071 17.500000000000004 29.500000000000004 1.5000000000000002 0.80001354829968852 -2.2906099557876582 1.1671907808642283 828.50000000000011 0.80348810162819839 -69.421695709228501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 -1 6 7 10 14 17 23 -3 19 18 20 -5 21 26 -6 -12 -4 -7 -11 -18 -2 -10 -20 -13 28 -9 -21 right_child=1 4 11 5 8 13 -8 27 24 15 12 16 -14 -15 -16 -17 22 -19 25 29 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0049070556538071027 6.8046088011400744e-05 -0.004584161714531282 -0.0038465748544531321 -0.0012385181436832607 -0.00050403015527599002 -0.00028893288074379028 -8.4070701339780102e-05 -0.0041603844001056574 -0.0019196892238185581 0.00046317792188099282 -0.0023318656078956533 0.00015899736975950442 -0.0022152369464587202 -0.0040311807558792642 -0.0037914807361017124 0.0013132527861638226 0.0015718322670056214 0.0013075140603917386 0.00017377529233379807 0.00089491645593732657 0.0021695211663111066 -0.00082758397582520103 0.00073861250670587326 -0.013428481358302213 0.00021129799037987492 -0.001264272540477605 -0.0059476773223657775 -0.0013337802781035765 -0.0025620962756687641 0.0031861765313158106 leaf_count=17044 262 6408 804 54426 16080 18917 55142 27922 16463 37144 16184 20221 47787 2489 7850 24073 251384 52717 27346 6025 7686 41840 57648 535 11836 30343 771 6694 20260 28102 internal_value=0 0.0108895 0.0261812 -0.050088 -0.0146857 -0.0428101 -0.0264393 -0.0536712 0.00749211 0.00155143 -0.0369931 0.0331901 -0.0334042 0.000926717 -0.0357833 0.00315817 0.0303213 0.0202753 -0.0221496 0.0602939 0.00966294 -0.00505848 0.0324827 -0.20621 -0.0235847 -0.013361 -0.00149732 -0.0739712 -0.0799986 0.0637926 internal_count=912403 749115 468809 163288 280306 146244 183210 117152 97096 103854 128068 364955 121660 29092 62276 103057 330024 68797 73873 34931 26603 78984 309032 797 28299 57689 20992 54876 48182 34127 shrinkage=0.0436048 Tree=41 num_leaves=31 num_cat=0 split_feature=16 32 16 16 17 20 16 32 11 17 17 16 17 17 20 11 16 18 16 17 5 16 17 20 6 22 22 13 21 21 split_gain=1298.72 281.647 169.973 124.84 76.0865 71.7418 38.5552 38.3395 32.7158 31.8713 32.0065 33.4593 25.399 25.1597 23.4263 23.3677 20.2257 20.0393 17.8305 19.6068 14.9888 14.9031 22.0424 14.019 13.9101 13.2753 25.3938 23.1322 42.3166 13.157 threshold=208.58070058751807 1.5000000000000002 228.55875147808561 181.87520539007474 99.821608569765331 0.7560044831802365 218.14398313027183 1.5000000000000002 0.80348810162819839 78.760852775194721 47.378873004590311 199.49593483992746 51.848316310986576 47.051320767356955 0.6338849981089506 0.67600841514726528 237.44443866122967 1.5000000000000002 151.47073861759071 39.944196276986908 47.00108718872071 223.28846484180696 49.739383805545245 0.81917646623528995 0.26981995982267198 17646.000000000004 2138.2500000000005 121.50860954420558 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 8 29 12 9 18 10 -5 -12 -2 -8 -6 -11 -4 -7 -1 -20 -21 22 -15 -10 25 26 -18 28 -28 -3 right_child=1 5 16 7 14 17 13 -9 23 15 11 -13 -14 21 -16 -17 24 -19 19 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.0053389964825862222 -0.00085035246639004396 -0.0013189545806761521 0.0019399140889629187 0.0011006543999694024 -0.0039830739646915603 0.002753362908837233 5.9016813715637621e-05 -0.0037196816282329269 -0.0036336462351596456 0.0039910711311093158 -0.0023698661482341619 -0.0010529442937088846 0.00050677668807679889 -0.00013059819882628814 0.0024553073406508763 -0.0015859212485030035 0.003174722453552957 -0.0012533194603767473 -0.0016552586598690632 -0.0038933435817106671 -0.0063554862465156382 0.0017617799213964125 0.0013879339712952216 -0.0019233587732613632 0.0029274533522375768 0.0061060847956756073 0.0053369055818799855 -0.0017468812586023095 -0.028289115456662815 -0.0039511151398780213 leaf_count=22228 37858 4229 181347 8010 1362 4871 37653 15725 16923 3454 75485 71363 85299 26339 5091 2436 2146 4629 6672 38872 5348 74618 58639 19745 74253 720 119 2092 177 24700 internal_value=0 0.0258853 0.0313669 -0.0549391 -0.0803849 -0.0570275 0.0159374 -0.0381783 -0.0865875 -0.0335682 -0.0363143 -0.039672 0.00205483 0.0246053 0.0251439 0.0386316 0.050319 0.0183708 -0.0988119 -0.0884917 -0.0961159 0.030091 0.0210358 -0.0622108 0.0636176 0.0138925 -0.00613848 -0.0770834 -0.338737 -0.0817876 internal_count=912403 619689 581260 292714 116241 38429 320406 176473 109788 160748 154858 146848 123157 197249 6453 5890 260854 9500 73120 50892 44220 159596 84978 36668 79507 5254 4534 2388 296 28929 shrinkage=0.0436048 Tree=42 num_leaves=31 num_cat=0 split_feature=1 0 32 17 0 31 1 11 17 23 11 32 23 22 17 11 17 7 22 11 27 15 21 17 0 0 23 7 22 15 split_gain=414.335 257.664 114.362 102.536 90.7091 58.5936 55.985 34.6964 34.4752 34.3434 33.4454 30.5921 27.5658 23.2636 20.7243 20.2098 19.7938 18.5965 18.0851 18.0107 16.0369 16.0305 15.224 15.0613 14.5407 14.5226 14.1401 13.3886 13.2996 13.2783 threshold=466.50000000000006 37.500000000000007 1.5000000000000002 47.051320767356955 26.000000000000004 1.5000000000000002 674.50000000000011 0.88796141459184941 51.356613098225957 0.67899004988201217 0.80348810162819839 1.5000000000000002 1.4000731528895394 280.25000000000006 78.760852775194721 0.87778430604517566 51.848316310986576 -71.565052032470689 674.25000000000011 0.82111619096191346 7.5000000000000009 0.38346371860662071 1.5000000000000002 53.847665840100298 49.500000000000007 22.000000000000004 0.4662865533370375 -4.2252864837646475 1683.2500000000002 0.42945991809825818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 7 6 15 13 24 -5 -6 18 -7 -1 16 20 -11 -16 25 21 -3 -10 26 -15 -8 -2 -13 -12 -26 -18 right_child=1 5 -4 9 10 12 8 -9 19 14 27 22 -14 23 17 -17 29 -19 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 leaf_value=-0.0036219211782944172 0.0017323276536758618 -0.0035417532464678777 -0.0038661690332697594 -0.0021403229992517109 -0.0032140537628753858 -0.0017126497372228211 0.0012729811487234989 0.0015678263302015688 -0.0040924581515176554 0.00082735698824277072 0.00041482538637257371 -0.002256924444871764 -0.0048958135670318769 -9.8828185690678176e-05 -0.0065719513724905388 0.00022410698016947256 -0.0019726961765424568 0.0031218353690154492 0.0021371585725202522 0.0004452137773985679 -0.0013771483052440621 -0.00081069686571283927 -0.001753832438723612 -0.0016068439520910275 -0.0010948400981353307 0.00058249670594001906 0.0038463326693279013 -0.0017483284872671905 0.0014157546872632771 8.3996632319400697e-05 leaf_count=4672 65389 7382 36939 9572 36489 25959 48875 16452 3042 106037 6180 1073 6460 54775 395 13558 6512 7940 144352 24123 54951 40628 6981 16352 11178 30687 2205 45459 6258 71528 internal_value=0 0.0120555 -0.0379713 0.026145 -0.0275902 -0.0142545 -0.00814589 -0.00567201 0.00413714 0.00937802 -0.0505337 0.0396545 -0.0538231 -0.0147071 0.0122864 -0.0298507 0.010078 0.0610584 0.0419364 -0.0117203 -0.0374614 -0.0238345 -0.0138239 -0.0102172 0.020349 0.0313054 0.0423928 -0.0341579 -0.00444346 -0.00200948 internal_count=912403 695085 217318 452671 180379 242414 209995 92251 134104 201984 88128 250687 32419 75799 192412 75891 184077 8335 240428 67793 62333 43670 10259 71127 66311 96076 3278 51639 17436 78040 shrinkage=0.0436048 Tree=43 num_leaves=31 num_cat=0 split_feature=16 33 16 16 17 16 17 16 11 11 17 16 17 17 12 17 29 14 33 1 7 17 12 28 6 14 1 16 16 29 split_gain=1139.41 223.799 152.19 114.393 63.0134 33.2092 32.3579 30.03 29.7897 27.6301 24.1856 30.9293 23.3484 20.7258 19.6158 17.6182 16.7882 14.8226 14.5192 14.2335 15.9092 13.0358 19.4416 17.3809 13.352 15.2538 34.7491 13.9109 12.1665 23.536 threshold=208.58070058751807 2.5000000000000004 224.47812414547448 179.02317093944302 99.821608569765331 233.12245034463072 74.759439818084743 197.92956349206352 0.80131846384253325 0.71418735792970811 48.291421492684428 216.78382492081124 54.340276874128158 42.818888910944032 113.65990257669735 49.804592354965486 1.3140861334287484 61.047484340661335 2.5000000000000004 2663.5000000000005 -72.626327514648423 45.797460094735577 299.20815280171314 979.25000000000011 0.26981995982267198 51.556921742359528 10510.500000000002 243.53115075493818 100.37287869264615 1.7332787779596293 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 4 8 13 7 15 14 -8 -2 12 -12 -4 -1 -5 -17 -3 -9 -6 -21 24 23 -23 25 26 -7 -26 29 -16 right_child=1 17 5 6 19 21 9 18 -10 -11 11 -13 -14 -15 28 16 -18 -19 -20 20 -22 22 -24 -25 27 -27 -28 -29 -30 -31 leaf_value=-0.0038068158375047525 -0.00085001566262585758 -0.0032912271881079696 -0.00032768478172602356 -0.00096602211824774848 -0.0004309296947333483 0.00020768184985304097 0.0026269189210064272 -0.0010469222100118795 -0.0026072107413513492 -0.0027403592552926784 -0.00048822871719737446 0.0010280576663612827 0.00091255435872104884 0.0015270839248069958 -0.0045409429600447937 -0.0023625472553055792 -0.0046106810959051425 0.0031102793743751343 -0.0038242184974195547 -0.013748997239124726 0.0051734742460239035 -0.00042032355575404089 0.0045620958151328219 -0.010103513298488232 0.0022414229623987049 0.0049905838555695447 -0.02049032889667687 0.0035495861891848049 -0.0061585791047972229 0.008858399334050979 leaf_count=51603 26756 22942 12261 15643 4418 6455 6053 86781 34071 2610 67162 115280 34118 174288 1498 65307 6992 709 3733 89 1664 1001 795 544 138537 1236 158 17397 12003 299 internal_value=0 0.0243235 0.0281093 -0.051378 -0.0776853 0.0413825 -0.0365253 -0.0394227 -0.0837682 0.0231593 0.00887067 0.0123751 -0.000374949 0.0322253 -0.0962585 -0.0525831 -0.0591669 -0.0710776 -0.0266361 0.0203696 0.0966127 0.0516656 -0.0224451 -0.08783 0.0527245 0.0124804 -0.00657822 0.0547502 -0.129748 -0.053009 internal_count=912403 619639 595988 292764 105645 352672 187119 178456 99474 8663 243316 216560 101280 186549 65403 87942 72299 23651 90514 6171 1753 166123 2340 1545 163783 7849 6613 155934 13800 1797 shrinkage=0.0436048 Tree=44 num_leaves=31 num_cat=0 split_feature=16 32 16 16 17 20 16 32 16 17 17 17 20 17 17 16 11 13 16 18 29 16 29 0 24 21 29 32 16 18 split_gain=1039.24 221.097 125.446 103.892 66.0478 57.7508 31.6845 30.9845 30.5429 28.6327 27.8123 25.0404 23.9431 23.7038 21.96 21.4309 20.0553 18.6579 18.0417 15.805 14.5299 13.8536 12.6013 12.4341 12.505 12.1807 11.9783 11.9035 17.6163 11.5016 threshold=208.92390342439401 1.5000000000000002 229.68605745582508 184.570487255812 90.067227099494161 0.77988734313601227 220.91418360716608 1.5000000000000002 147.12853182439622 40.715017230586717 51.848316310986576 71.229092204068891 0.6338849981089506 46.731312284427297 47.298504794255351 199.49593483992746 0.71418735792970811 56.167604911900604 214.69277003484322 1.5000000000000002 1.3388179929748849 238.35672276892129 2.0284920866914438 31.000000000000004 4.5000000000000009 1.5000000000000002 2.1800116510945311 1.5000000000000002 169.9218139480258 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 8 25 10 11 -1 27 -2 14 -6 -8 -5 20 22 -11 -12 -7 -16 29 -13 -14 -25 -3 -17 28 -10 -4 right_child=1 5 21 7 12 19 13 -9 9 17 18 16 23 -15 15 26 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.0047875131058681963 -0.00041493781978300617 -0.00097706795263056761 0.0018984265671114268 0.0010647866375616416 -0.003689423455791005 0.0027311622583475726 0.00024155041286139884 -0.0033090286861293936 -0.0017117527670217382 -0.0032058980632525443 0.00018963735217439499 0.0031948845341412428 0.0035477066913304194 0.0014033570452654596 -0.0018400634030440075 -0.00089235400909248169 -0.0020181987867201601 -0.0060078622973453151 0.0013750854308108101 -0.00098743009307780986 -0.004070252728425751 0.0025408906925089634 -0.0060772776524797654 0.0028126287046812987 -0.0027675170679626851 -0.003486417968624621 -0.0053104336080534867 -0.0038196216497584207 0.001977997054701852 0.00054254824238689095 leaf_count=22306 67687 4309 158008 6771 1917 4474 44882 14973 13553 71160 53196 5041 3668 130407 60213 72072 2551 4825 45112 4226 6119 65822 295 1409 1667 25119 1186 3565 3006 12864 internal_value=0 0.0233885 0.0282541 -0.0486825 -0.0702909 -0.0503675 0.0159851 -0.0324557 -0.0764565 -0.0687194 0.0060837 -0.0282398 0.014007 0.0253615 -0.0311975 -0.0338953 0.026647 -0.077602 0.0168243 0.0212102 -0.0469167 0.0459444 0.0615133 0.0420393 -0.00484951 -0.0715285 -0.0221049 -0.0351799 -0.0238951 0.0411961 internal_count=912403 616106 577978 296297 127076 38128 341284 169221 118415 96109 165995 154248 8661 175289 146361 139590 7887 75985 98308 8700 66332 236694 5336 6744 3076 29428 73258 20124 16559 170872 shrinkage=0.0436048 Tree=45 num_leaves=31 num_cat=0 split_feature=16 32 16 16 17 2 32 16 16 17 26 17 17 16 17 21 16 27 17 32 16 1 26 16 19 25 15 16 8 27 split_gain=952.728 190.536 125.722 97.7528 65.3439 39.083 35.3886 34.8282 24.5433 28.2157 21.9508 21.4113 21.1592 17.7224 17.3388 16.7308 16.0159 15.3357 15.0325 13.7859 18.646 13.3509 12.4623 12.1763 11.7126 12.4222 14.7747 11.6474 11.487 11.4595 threshold=211.59376640323384 1.5000000000000002 190.74055510111984 230.75309768026122 83.630831660261094 36.689903846153854 1.5000000000000002 147.12853182439622 221.115559849806 51.848316310986576 0.93584642509407667 39.462179377076914 44.995229684018078 173.58183691492496 71.229092204068891 1.5000000000000002 204.68006734006738 36.500000000000007 54.340276874128158 1.5000000000000002 169.9218139480258 508.50000000000006 2.2198525159051479 216.10159425813012 774.25000000000011 6818.7500000000009 0.77186001017356143 247.59889847798357 873.50000000000011 30.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 7 -3 14 -1 9 -2 24 19 -10 28 16 -7 22 -15 -18 20 -9 -16 -4 -11 -6 -26 -27 -5 -13 -14 right_child=1 5 6 27 10 15 -8 11 12 23 -12 13 29 17 21 -17 18 -19 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 leaf_value=-0.0046230160906648747 -0.00031258599626984954 -0.003099010975110244 -0.0013119117050899142 0.0019392587424965774 0.00059748373375142897 0.0020447482951203191 -0.0030963525536219778 -0.0015077758617413437 -0.00018551888086581412 0.00044166804435795729 0.0023251787586903478 -0.0033960456282085189 0.0013961199315809469 -0.0026061814479836649 -0.0037556047299251469 -0.0012825354157309564 -0.0011302309982442838 0.0018911609244427194 0.00017559403837033474 -0.0036833138940277786 0.0024527650996205631 0.0019530100306227466 -0.0059405751265992849 0.0015601514131555751 -0.0048160317838119495 0.0059997931835989015 -0.012660107547638931 0.003985584335830265 -0.0056404444408542798 0.00027074862408479888 leaf_count=21883 64612 23064 82655 207541 2575 4541 14893 11321 21281 42413 5726 38324 154779 60243 891 7825 33134 1477 33924 3774 2824 6195 1121 32833 2347 436 99 5427 4889 19356 internal_value=0 0.0243222 -0.0429868 0.0289153 -0.0635754 -0.0467508 -0.0244111 -0.0692658 0.018273 0.00815943 0.0100728 -0.0627188 0.0255112 -0.0681743 -0.0200165 -0.00139209 -0.0222876 -0.0573 -0.0107701 -0.0307719 -0.0164447 0.0283272 -0.0315068 0.0213213 -0.0353103 -0.0791019 0.0584073 0.0456694 -0.0837057 0.0291488 internal_count=912403 583672 328731 548242 155918 35430 172813 144735 335274 139858 11183 122852 195416 104933 157920 12366 150834 61720 67058 17919 14145 7086 83776 75246 5457 2882 535 212968 43213 174135 shrinkage=0.0436048 Tree=46 num_leaves=31 num_cat=0 split_feature=20 17 14 9 11 2 9 8 8 33 14 9 11 11 24 27 6 11 10 22 29 8 8 27 9 17 27 17 6 22 split_gain=332.636 181.888 101.983 50.2831 66.1741 39.8124 34.3574 29.0132 28.0716 24.8091 24.4582 22.5311 22.0926 20.1876 19.8254 19.768 19.1294 18.7706 18.6726 17.7566 17.6872 16.516 13.7927 13.0128 12.9236 12.5117 12.2201 14.0054 12.2083 18.2149 threshold=0.69798350802822229 49.457542883671216 19.02536690621919 0.94146928292654841 0.68132521461891271 31.00961538461539 0.95686341636962913 724.50000000000011 3844.5000000000005 2.5000000000000004 7.4670308512684525 0.96160627540047583 0.80001354829968852 0.91357745377353228 21.500000000000004 36.500000000000007 0.88235296707480704 0.91228631758654 0.90030576242666338 879.75000000000011 0.59335606796049378 533.50000000000011 759.50000000000011 2.5000000000000004 0.96116638546710786 46.058290225858109 16.500000000000004 65.931698927103568 0.4768919844350934 545.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 12 18 8 17 -1 16 24 10 -8 -9 -2 28 -14 -16 20 21 -3 22 23 -4 -20 -6 -5 -7 -26 -28 -12 -30 right_child=1 3 5 4 7 25 9 11 -10 -11 13 -13 14 -15 15 -17 -18 -19 19 -21 -22 -23 -24 -25 26 -27 27 -29 29 -31 leaf_value=-0.0032260620949159332 -0.0021506705406268718 -0.0011349973556091565 -0.00039259340943873129 0.00030729703620046645 -0.0089635154017734878 0.0018526567669524374 -0.0042769239191569027 -0.00096322388150000421 0.0071428759881956823 -0.0036811327183231945 0.00074190631005841381 0.00060170233512797742 0.00020188309696622127 0.0014894743026923956 -0.0087627791179883414 -0.0013901878171254706 -0.0015894512957087019 0.0018054256294057517 -0.0024492430736238421 -0.00180384223554187 -0.00033870724549534838 0.00076912362872011853 -0.0067885090296735742 -0.00163395996433851 0.0010481945812385797 0.00093156550987205091 0.0017432868105561568 0.0053260409123648215 -0.0028514628665321363 -0.00091145894505073426 leaf_count=42767 18850 36513 27099 12792 474 130246 4780 23259 1687 9679 4917 70563 25372 5465 917 2812 38613 28437 2477 9502 136057 164625 3182 16239 9464 35733 4676 3729 13781 27696 internal_value=0 0.00696642 0.020844 -0.00934914 -0.00464162 0.0262454 -0.0518843 -0.00950324 0.0382222 -0.0376326 -0.029637 0.00490194 -0.0226519 -0.0233281 -0.00537652 -0.0734594 -0.0165651 0.0174289 -0.0382783 -0.0677786 -0.0115388 0.0138728 -0.112125 -0.0422393 0.0313123 0.0379398 0.048683 0.0764326 -0.0300997 -0.035685 internal_count=912403 803318 434091 369227 317553 386140 109085 285205 32348 66318 56639 93822 47951 51859 29101 3729 191383 220161 51674 15161 152770 191724 5659 16713 30661 165979 17869 8405 46394 41477 shrinkage=0.0436048 Tree=47 num_leaves=31 num_cat=0 split_feature=16 20 16 16 30 0 30 26 25 18 24 25 20 16 20 16 16 26 25 6 27 8 0 6 30 20 6 16 26 16 split_gain=834.725 157.54 103.775 101.695 37.6478 27.907 24.3455 21.4721 20.1886 20.5584 18.5146 28.2073 18.0963 16.8607 16.851 16.7165 18.2687 14.8798 14.2459 15.0003 21.8494 19.6564 13.9356 13.7876 13.5212 12.7912 12.7069 12.4678 12.1088 13.5108 threshold=210.47537414392983 0.5434112606179059 190.74055510111984 230.44701644395383 1.5000000000000002 40.500000000000007 1.0000000180025095e-35 1.4024579022880015 260.50000000000006 2.5000000000000004 22.500000000000004 423.75000000000006 0.58280548059290349 218.94359027906964 0.89267569218591369 166.03199894999346 100.37287869264615 1.3528195887216452 15783.500000000002 0.26981995982267198 1.5000000000000002 2511.5000000000005 51.000000000000007 0.723684215066836 2.5000000000000004 0.55436876571270288 0.2439310698538262 241.02223236439195 1.4244022283787321 100.37287869264615 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 6 -2 15 8 14 9 -3 13 -12 -4 -10 -8 16 25 -14 19 20 21 -5 -19 -13 -9 -1 -23 -21 -7 -30 right_child=1 3 12 18 -6 28 7 24 10 -11 11 23 17 -15 -16 -17 -18 22 -20 27 -22 26 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0042100858037248425 -1.0109220096991335e-05 -0.00047276919671898908 -0.0024124544750774158 0.005028485213198596 -0.0035155283733480274 -0.0031245711399294435 -0.0014007895102733845 -0.0039913004128112562 0.00039595779593639015 -0.012843920529579807 -0.011601534683404706 0.0003496814265630007 -0.00072750849920762758 0.0010994952416575206 0.00088781799476047858 -0.0015722581181976485 -0.0030600240282233643 -0.0013875775257991775 0.003754059084564203 0.0017030995028690177 0.00038706913380117292 -0.025349898643403295 -0.00444189666705297 -0.0027655265760546661 -0.00065464700877679001 0.0019310881031094553 -0.0027182579498670088 0.0026818904373272934 0.0053367887959019054 -0.0058674377998365309 leaf_count=875 8729 672 16284 98 17513 62479 8831 4373 97063 412 436 11943 127826 194672 19906 49007 36307 10698 7073 180886 7837 154 3867 3491 4893 2452 68 28666 214 4678 internal_value=0 0.0218796 -0.0417528 0.0253585 -0.0538818 -0.0600668 0.0146171 -0.00926588 0.0175574 -0.118673 0.0180374 -0.0152259 -0.0237462 0.0198469 0.00423163 -0.0484068 -0.0636772 -0.0201348 0.0419255 0.0404906 -0.00158138 -0.257708 -0.0504187 -0.00814002 -0.0511262 0.00724602 -0.422377 0.0421283 -0.0754079 -0.123319 internal_count=912403 597716 314687 571474 26242 156012 346692 38003 308689 1084 307605 15870 158675 291735 28737 88641 39634 142391 224782 217709 8157 320 14565 15434 9266 3327 222 209552 67371 4892 shrinkage=0.0436048 Tree=48 num_leaves=31 num_cat=0 split_feature=14 0 0 17 29 30 13 26 0 23 25 30 13 13 21 33 23 5 14 21 6 17 21 23 25 21 15 10 17 6 split_gain=267.873 174.427 76.1149 52.4658 48.4973 46.4491 46.823 25.602 25.0435 22.3883 20.9388 19.193 18.962 15.9334 15.4897 15.4281 14.7994 14.7856 14.1472 12.4767 12.336 11.9844 11.8484 17.6105 11.2754 25.1832 21.357 20.0836 16.1028 15.3157 threshold=19.901438160477749 35.000000000000007 29.500000000000004 46.314591521076082 0.18277882548113764 1.0000000180025095e-35 30.248260494538687 1.7676436369809834 51.000000000000007 0.61220583455582023 641.25000000000011 1.5000000000000002 24.882947859724585 23.116280847314545 15.500000000000002 2.5000000000000004 0.34381732918887986 277.07536315917974 167.3068436313622 2.5000000000000004 0.64285714796731186 50.934672233686435 14.500000000000002 0.72330462077523916 1177.2500000000002 1.5000000000000002 0.36343110656372762 0.45588364595715825 71.229092204068891 0.45947935736574946 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 15 -1 6 14 -7 10 -5 -8 -9 22 -4 -3 -2 -14 18 24 -15 -10 -12 -6 -24 28 27 -27 -26 -11 -29 right_child=1 5 13 9 12 7 8 11 20 17 21 -13 16 19 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 25 26 -28 29 -30 -31 leaf_value=-0.0033436836604189214 0.0014792105994322845 -0.0015309306211022608 -0.003154731143332245 -0.001733544169644156 -0.00099881838816265919 -0.0013869198873356677 -0.00047983800564367965 -0.0076542427269322604 -7.8020034918815427e-05 0.00055354801111994259 0.0010676228020598509 -0.0026171323721035731 -0.0037920483795609869 -0.0032720286224800065 -0.012735402029118246 -0.0011591952667850513 0.00017000386566360195 0.0069540382414375419 -0.014498253298205062 -0.0016136479297284988 -0.0015340028799751596 0.00014282291493873379 -0.0025044933842784966 -0.01832584185190771 -0.0115445836427071 0.0016512126216053995 -0.0029989591836982491 -0.0014158262448367718 0.0026495061977200173 0.0038726615527050977 leaf_count=11681 215680 39551 30085 8482 44682 29352 45064 2279 20433 174788 57671 3899 1842 10557 236 4298 66784 684 119 47154 24132 49522 490 184 205 2486 7677 1453 7259 3674 internal_value=0 0.00937579 -0.0310985 0.0219902 -0.0153148 -0.0104078 -0.00534518 -0.0441219 0.000979633 0.0105559 0.0070823 -0.102632 -0.00902582 -0.05369 -0.0366334 0.0327409 0.00145988 0.0127074 0.0121995 -0.0439633 -0.0198702 0.0146859 -0.0248912 -0.156489 0.0124072 -0.0134888 -0.0426895 0.042169 0.0146113 0.0544411 internal_count=912403 698944 213459 426805 125663 272139 236609 35530 196822 206827 152257 6178 113982 87796 39787 219978 68626 198345 197661 57711 44565 107193 45356 674 197542 15495 10163 5332 182047 5127 shrinkage=0.0436048 Tree=49 num_leaves=31 num_cat=0 split_feature=16 32 16 16 12 16 7 25 11 32 21 21 16 7 7 25 13 7 16 13 16 25 25 14 15 16 15 24 25 4 split_gain=739.771 155.68 95.7137 65.5149 29.7478 23.0611 22.7383 26.2515 19.6546 18.3433 17.5672 14.2827 13.7029 13.1291 15.3486 14.6146 12.0932 11.5784 10.9358 24.9124 15.601 10.8371 10.1748 12.2724 10.5175 9.77164 9.71093 9.85676 9.39884 10.4157 threshold=206.898710072792 1.5000000000000002 223.11798367983684 179.02317093944302 109.13046532517448 232.65799587207098 -8.1301016807556135 260.50000000000006 0.82500923872875098 1.5000000000000002 1.5000000000000002 3.5000000000000004 195.20822758037227 -16.699242591857907 -76.156784057617173 260.50000000000006 68.791479348034656 -76.156784057617173 100.37287869264615 148.90766837443689 151.47073861759071 775.25000000000011 1266.7500000000002 15.180232363682473 0.82973879884744428 239.42890040056895 0.4493440565746683 9.5000000000000018 1337.2500000000002 23.971817016601566 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 8 -3 13 17 11 18 12 25 -8 -5 14 22 -15 -10 28 19 -1 -20 -9 -4 -24 -25 -6 27 -19 -2 -30 right_child=1 4 5 9 10 -7 7 21 16 -11 -12 -13 -14 15 -16 -17 -18 26 20 -21 -22 -23 23 24 -26 -27 -28 -29 29 -31 leaf_value=-0.002152422303649492 0.00036955821011278289 -0.0027361395189484617 0.0011035796846338899 -0.0016797685727304066 0.00051019253478205493 0.0017899228565550905 -0.00053219810755316191 -0.00015726381550034408 -0.0018237402709334509 -0.0028085349861178533 -0.0013613606477131262 -0.014113778252015185 -0.0008519135196782743 -0.010238926724821204 0.00221581219146084 0.00090746851728098522 0.0034508617759296538 0.00038800995103027453 -0.0041010530005660623 0.008249572690504069 -0.0027661257768835062 0.00073864671082422525 -0.02017701501870903 -0.00051592162353471173 -0.01036220828590846 0.0046213819311744977 0.0014649016149126557 -0.0047611149252304976 -0.0083781371833689441 -0.0010902710605322666 leaf_count=3376 16243 25113 14201 68346 3527 171910 238 124202 22494 15169 9761 386 85669 224 35171 147240 858 3216 24008 503 54282 32360 67 2606 224 1597 46309 906 476 1721 internal_value=0 0.0186466 0.0226885 -0.0434262 -0.0417527 0.0325579 0.00646294 -0.000175728 -0.0629807 -0.0312299 -0.00632986 -0.204877 -0.0279621 0.0252498 0.0388678 0.0204229 -0.0373798 0.0216145 -0.0702564 -0.0184284 -0.0728243 0.000640138 0.0142906 -0.0397195 -0.0297049 0.0410856 0.0294549 -0.0170566 0.000172104 -0.0612147 internal_count=912403 637698 597700 274705 39998 371643 226057 157186 105521 169184 14885 624 154015 199733 52269 147464 23352 68871 82169 3879 78290 156562 17098 2897 2830 5124 50431 4122 18440 2197 shrinkage=0.0436048 Tree=50 num_leaves=31 num_cat=0 split_feature=16 20 16 16 17 9 17 7 17 28 7 14 16 12 29 28 28 20 16 16 4 17 29 12 14 10 16 6 12 10 split_gain=676.883 129.5 87.2614 69.8639 44.7395 30.4611 24.296 22.8788 28.0495 26.3921 25.5189 20.1626 19.4253 17.8622 15.7671 15.2121 16.5333 15.0304 14.832 14.6253 15.8392 13.8753 12.791 12.6715 12.9753 12.4473 12.1863 11.9578 11.8902 15.3412 threshold=208.92390342439401 0.53253729114920534 228.24599771167053 179.02317093944302 99.821608569765331 0.95567609600269021 78.760852775194721 -16.699242591857907 58.649701604052133 307.25000000000006 -78.667022705078111 16.782587586722205 199.49593483992746 115.95889244992067 0.78754375028012413 741.25000000000011 3856.2500000000005 0.65710773911881459 237.66047071784007 100.37287869264615 39.001335144042976 49.804592354965486 1.3305450406640593 206.93250352560275 15.773057209845259 0.64391828353543457 216.10159425813012 0.38888892382278434 74.094931419241746 0.54410992051023943 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 7 4 5 13 12 10 9 11 23 -9 21 -1 -8 25 28 -6 -4 20 -7 -5 -23 -3 -25 -11 -10 -18 29 -17 right_child=1 2 18 6 17 19 14 8 26 15 -12 -13 -14 -15 -16 16 27 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.0031637121367999229 -0.0021524744112176942 0.0002121228573305323 0.00131998247907368 -0.00058400141962406847 -0.0029993684900104672 -0.00036179599469760888 -0.0022851580356689043 -0.010953994048412071 -0.0013184368208843677 -0.00044062388824652935 0.0015559787704478064 0.0068865555811609587 -0.00082885467893235594 -0.0052420381780043596 0.0024273099392977241 0.005410604180922784 -0.0087917188867883446 0.002150073815090824 0.0020293226625585766 -0.0023810286535454689 0.010561628035280704 -0.0017855750774012401 -0.0036401613593315973 -0.02387865654746445 -0.00263757607238634 0.00036896457820414412 -0.0062370063068710952 -0.0010823389066349145 0.0011673516343004915 -0.0081235580208649533 leaf_count=22817 26671 22159 194928 16738 1392 1181 1795 647 2235 52713 60197 148 84173 11997 5445 223 457 4774 78667 63083 321 74907 7808 56 2321 114637 1676 2348 55332 557 internal_value=0 0.0187926 0.0218773 -0.0393652 -0.060008 -0.0651354 -0.027948 0.0105492 0.00539311 0.0068394 0.0246042 -0.175043 -0.0301883 -0.0889789 0.028872 0.00747845 0.0212974 0.0226481 0.0349489 -0.0522827 0.0452405 -0.0396505 -0.0449639 -0.00257839 -0.0719645 0.00261336 -0.0785743 -0.0536266 0.0250428 -0.0975621 internal_count=912403 615972 589301 296431 105565 99399 190866 315706 230973 227062 84733 795 183626 34814 7240 226267 58917 6166 273595 64585 1502 99453 82715 24536 2377 167350 3911 2805 56112 780 shrinkage=0.0436048 Tree=51 num_leaves=31 num_cat=0 split_feature=16 32 16 16 17 12 17 17 16 24 18 1 12 17 16 23 26 23 32 17 16 17 28 10 17 12 22 7 15 17 split_gain=615.134 136.543 82.2854 55.4847 39.4185 24.4057 22.8976 20.9882 27.2752 20.8458 29.7597 20.9417 20.7979 18.3312 15.9095 15.793 15.4955 15.2185 15.6103 23.6242 19.8209 14.48 13.0146 11.9641 11.4062 19.5538 22.1671 13.4994 11.3893 11.6949 threshold=206.898710072792 1.5000000000000002 223.63107802203334 177.00247524752479 99.821608569765331 110.14823227814084 78.760852775194721 49.739383805545245 216.10159425813012 21.500000000000004 3.5000000000000004 316.50000000000006 113.27260094890543 54.340276874128158 232.19240860098577 0.91162976948110575 0.93276055266619318 1.638932113796995 1.5000000000000002 46.565118572316031 194.58525199848637 44.72689056499884 538.25000000000011 0.71887802828948855 46.97051295198608 288.12846301849612 3158.5000000000005 -5.1732552051544181 0.26555473889013631 31.62260669534383 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 4 12 -3 17 -2 13 14 23 -12 -1 -9 21 -8 22 18 19 -5 -21 -4 -6 -11 28 26 27 -26 -16 -30 right_child=1 5 9 6 16 -7 15 8 -10 10 11 -13 -14 -15 24 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31 leaf_value=-0.0024824210112173862 -0.00053548079435629262 -0.0025385070722244115 0.00025462356522101679 0.0010647884851596962 0.0096550900728962444 -0.00030304064130001518 -0.0015298127529188366 -0.00049271012639669437 0.0010505151995685727 -0.00090389309868108513 -0.020331712610894642 -0.0018253289544511281 -0.0042521138746470007 0.00070463595081211535 0.00023272580582760568 0.0026848341996102499 0.0030474113559259782 -0.0037781797473296955 -0.0026392825316310211 -0.0018951535768492122 -0.0008475845998763866 0.0012979146349675133 -0.0021822132397495654 0.0020810805555511185 0.00039265181685948835 0.0041732005886965995 -0.025392706189782472 -0.0086399655560726474 0.003100766113543763 0.0017170482763899683 leaf_count=77459 47964 25337 31044 8586 189 14658 2671 59438 87281 3489 118 7894 15086 41139 9022 4605 3068 4810 14825 59573 81086 136574 2692 9518 829 771 90 507 12592 149488 internal_value=0 0.0171404 0.0209253 -0.0394655 -0.0584737 -0.0394273 -0.0288375 0.00639003 0.011157 0.0303958 -0.000168295 -0.0481114 -0.0635458 -6.78774e-05 0.0322802 0.02609 0.0204304 -0.031204 -0.0295786 -0.0265043 -0.0296128 0.0253341 -0.0322363 0.0293635 0.0389986 -0.0325967 -0.101966 -0.0696057 0.0399179 0.0418428 internal_count=912403 637753 597758 274650 98494 39995 176156 235822 187858 361936 21019 8012 92545 100577 340917 7276 5949 168880 164070 149245 140659 167618 2881 13007 173299 2197 1426 1336 171102 162080 shrinkage=0.0436048 Tree=52 num_leaves=31 num_cat=0 split_feature=20 2 13 17 17 31 18 10 25 25 21 10 2 17 13 10 12 25 18 13 17 25 10 23 31 26 25 25 21 10 split_gain=208.904 111.788 54.3244 36.095 33.3865 32.4155 21.4288 15.209 14.0095 12.7853 12.5362 11.9797 11.957 11.6239 11.3877 12.4373 12.0566 11.0911 21.2367 10.1331 9.98684 11.3847 9.88275 9.67178 9.62561 14.2824 9.58844 9.58746 9.57651 9.17745 threshold=0.69798350802822229 22.401923076923079 26.267760968847266 50.502042340881069 46.314591521076082 1.5000000000000002 2.5000000000000004 0.9305388024043787 663.25000000000011 1266.7500000000002 14.500000000000002 0.85337816097324393 10.525062656641607 53.37518772774721 289.88142893102957 0.97684378610657774 132.63046532517447 260.50000000000006 2.5000000000000004 22.588894957314761 71.229092204068891 905.25000000000011 0.72796862197244916 0.1210582024137981 1.5000000000000002 1.5082347806359981 15783.500000000002 463.75000000000006 3.5000000000000004 0.96595202996534246 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 10 8 -3 9 7 -5 11 12 17 -4 29 -14 16 22 20 18 -2 23 -6 -22 -16 -11 -10 -26 -9 -12 -23 -1 right_child=1 4 3 6 14 -7 -8 26 24 19 27 -13 13 -15 15 -17 -18 -19 -20 -21 21 28 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.0012840115197855499 -0.0017915365513425105 0.0013232674535712304 0.00025190268999601326 -0.00067498774033412695 0.00054697354957226624 -0.002571265547722973 0.00010543095015711077 -0.0032281257312815953 0.00088164128310474598 -0.006216389927083653 -0.011333661370313127 -0.00095947782963933773 0.00068527986130162508 -0.0016298156427806971 -0.011692618226934385 -0.0074091366589382791 -0.00022392403415426754 -0.00118588031499353 -0.011283430625800518 -0.0059003053033930683 0.0032566442096433963 0.0013915488843408595 0.0078812519821614708 0.0091364218982692702 0.00050193168875886358 -0.0028250171934093163 0.0082422861234999339 -0.0024615039800579036 -0.011279981514550308 -0.0052403350939742525 leaf_count=34548 1729 162344 91035 113237 100742 52380 89603 5731 99360 136 415 18713 12874 6067 52 135 43290 57703 605 1646 4398 271 863 183 8950 3380 142 524 195 1152 internal_value=0 0.00561717 -0.00378894 0.000170831 0.0204098 -0.0410392 -0.00926466 -0.0180531 0.00906411 -0.0244493 -0.0317228 0.00104006 -0.0215993 -0.00129044 0.00965119 0.113427 0.00891938 -0.0299297 -0.0975109 -0.1037 0.0146807 0.0589373 0.155232 0.0594206 0.0169486 -0.00940444 -0.0676712 -0.146375 -0.08969 -0.0323744 internal_count=912403 803417 491127 430151 312290 108986 208713 119110 221438 56606 60976 109748 54641 18941 149946 1050 148896 60037 2334 1965 105606 4864 915 319 111690 12330 5873 939 466 35700 shrinkage=0.0436048 Tree=53 num_leaves=31 num_cat=0 split_feature=16 32 16 16 20 17 9 17 16 17 17 18 16 5 23 5 17 16 32 20 16 18 22 5 19 17 21 15 22 5 split_gain=552.755 118.178 69.1872 51.9248 36.5 36.3451 27.3183 19.5561 24.1424 19.089 16.4354 16.0272 14.9986 17.0548 13.871 13.644 13.5922 16.5247 15.6717 12.825 12.4856 11.4701 11.4563 19.403 14.0968 11.4063 10.8294 10.7249 10.2317 28.7895 threshold=206.898710072792 1.5000000000000002 223.63107802203334 178.03627819548873 0.80265110104638471 99.821608569765331 0.95567609600269021 49.739383805545245 216.10159425813012 74.759439818084743 54.340276874128158 3.5000000000000004 100.37287869264615 77.039382934570327 0.72330462077523916 54.00012397766114 49.876720714714388 192.75584311729855 1.5000000000000002 0.6338849981089506 236.0612807324608 1.5000000000000002 1013.2500000000001 41.719297409057624 715.25000000000011 38.756213990304836 8.5000000000000018 0.26555473889013631 2138.2500000000005 112.28416061401369 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 5 -3 6 15 -2 10 16 -9 20 13 -8 -11 -1 18 -18 25 -7 -4 -6 24 -24 26 -5 -13 28 -22 -30 right_child=1 4 11 9 21 19 12 8 -10 14 -12 22 -14 -15 -16 -17 17 -19 -20 -21 27 -23 23 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.003198709358805864 -0.00050941339711131986 -0.0022650404366604164 0.0011444041370571121 0.0041269557265416991 0.0025850881703412282 -0.0029431918882331957 -7.6200943738086267e-06 -0.00044607098350343892 0.0010081988175808742 -0.0025126319710304418 0.00068704758414465158 0.0012456705444155146 -0.0021862531954791394 0.011884403632480287 0.0017740979140916247 -0.0054430073273940421 -0.002105275794407922 -0.0011045514007715614 -0.0024986156497221568 0.0019217781970025571 0.0021403771753017459 -0.00066035613349543039 -0.030719449107554128 0.002396895714067804 0.0024988119837530457 -3.1022650699176645e-05 -0.00092960159022563546 0.0018530774216826917 -0.010997475354784757 6.2957191941335317e-05 leaf_count=27452 47908 31678 238351 1353 4202 1317 1227 59509 87293 1832 41182 6336 60653 282 6627 6340 47229 93459 4908 4733 2793 4082 61 75 4308 17220 13894 91836 508 3755 internal_value=0 0.0161594 0.0196789 -0.0375007 -0.0364899 -0.0553886 -0.0601284 0.00635352 0.01095 -0.0269309 0.000398294 0.0283642 -0.0476878 0.0507913 0.0193947 -0.0830133 -0.0293179 -0.0330352 -0.00704537 0.0197855 0.0301642 0.0226093 0.0037619 -0.285674 0.00536608 0.00623501 -0.00569456 0.0396105 0.00204033 -0.0287826 internal_count=912403 637771 597809 274632 39962 102004 95954 235892 187984 172628 100691 361917 62162 1509 8459 33792 164169 140688 23481 6050 337243 8284 24674 136 24538 18573 20230 98892 7056 4263 shrinkage=0.0436048 Tree=54 num_leaves=31 num_cat=0 split_feature=16 32 16 9 17 16 2 12 15 7 9 25 24 1 17 27 25 16 25 26 17 16 17 16 17 21 7 21 32 15 split_gain=504.052 109.43 72.3866 42.7929 42.745 26.8913 24.3856 21.378 25.0913 18.992 22.7368 19.9567 17.8034 21.565 17.7893 18.6811 16.0034 15.9876 15.8885 17.5142 15.8088 15.9786 21.2862 15.3402 16.6504 13.9135 13.7773 13.6205 13.1576 12.0376 threshold=205.06130254154451 1.5000000000000002 222.04443799091419 0.94076480136574181 68.273281074164871 168.64276408924712 35.009433962264161 198.30508652763322 0.86054854165838746 -6.3683884143829337 0.95184281103422663 260.50000000000006 21.500000000000004 316.50000000000006 45.358158489909812 36.500000000000007 639.25000000000011 193.99150708644382 965.25000000000011 1.4244022283787321 51.078616864994622 214.92915266758692 57.935147083112717 231.37721430598501 45.091248082177437 3.5000000000000004 -18.43494892120361 1.5000000000000002 1.5000000000000002 0.46984643285246447 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 -1 5 -5 -3 18 -9 10 -2 25 23 -14 28 17 -15 -16 26 -20 -13 -22 -23 24 -4 -11 -6 -8 29 -7 right_child=1 6 12 4 7 14 27 8 -10 11 -12 20 13 16 15 -17 -18 -19 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0028446733351640613 -0.00056182999921716281 -0.0022668492427375024 -3.8537894888732135e-05 -0.0024306746076562186 0.0019645051835276571 0.0045988947689462132 0.0018397897978407491 0.0065117689362052004 -0.016866943097449932 -0.00012746406320917028 0.0012177440322349922 -0.00074387558264035433 -0.013408830091591033 -0.00066402282606848077 -0.0019606104228300724 0.0016492477945411377 0.0018564225769813207 -0.00099245041058032037 -0.0021353662871357684 -0.022032532080768105 -0.00022115974533534115 0.001052943030601844 -0.0047701772705667856 0.0014902078709237432 0.0011102400639906368 -0.01323841555507377 -0.0014835320550798683 -0.0010430479844442207 -0.002690421284359301 0.00037523202451112108 leaf_count=46024 18509 27873 28528 49327 7767 1511 4849 1704 92 262 52011 47303 227 15841 66156 3717 6866 63617 2537 87 62951 40321 1230 189395 150795 373 3076 8720 2231 8503 internal_value=0 0.0146756 0.0180293 -0.0376176 -0.0315737 -0.0355615 -0.0350612 0.0193903 0.121872 0.00364575 0.0172153 -0.00263162 0.0262175 -0.000816366 -0.0287306 -0.0320768 0.00224961 -0.0340788 0.00572303 -0.0641 -0.00189161 0.00497415 0.0201942 0.027899 0.0212702 -0.179541 0.0226202 -0.000294483 0.00774842 0.0232207 internal_count=912403 656054 614612 256349 210325 195062 41442 15263 1796 222960 70520 152440 391652 22934 145735 133490 22707 129773 13467 2624 151805 104502 41551 368718 179323 635 10843 13569 12245 10014 shrinkage=0.0436048 Tree=55 num_leaves=31 num_cat=0 split_feature=20 2 14 32 11 17 11 13 4 13 17 26 30 11 4 30 30 17 12 27 30 13 1 1 23 14 12 17 11 27 split_gain=160.96 88.3297 42.4075 32.9833 31.7716 26.2374 20.1513 19.4288 16.8548 14.9773 14.0329 20.535 14.4877 13.7682 11.6645 11.2244 11.1909 10.9905 12.4638 10.8366 10.7672 12.1497 9.9673 9.65423 9.9563 9.55876 9.42416 9.17745 8.79762 9.10286 threshold=0.69798350802822229 21.132704402515724 19.759467635772975 1.5000000000000002 0.87143378900135671 50.934672233686435 0.91357745377353228 30.248260494538687 5.043994903564454 289.88142893102957 46.64469049245232 1.8785629919915889 1.0000000180025095e-35 0.80348810162819839 11.000934123992922 2.5000000000000004 2.5000000000000004 83.630831660261094 138.82590180780457 53.500000000000007 1.0000000180025095e-35 39.710188087928294 1371.5000000000002 79.500000000000014 0.31357983534322825 54.293054181704747 114.30203820042829 37.466682981323338 0.64318979336261961 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 13 6 7 27 8 -4 -1 17 -9 19 -13 26 -10 -14 22 18 -7 -12 21 -6 -16 -15 -25 -5 -2 -3 -19 -30 right_child=1 5 4 25 20 9 -8 10 14 -11 11 12 15 23 16 -17 -18 28 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31 leaf_value=-0.0064198113730554686 -0.0014344000906890125 0.0016145980126499161 -0.00087122064722207858 -0.0024819334080271624 0.0004405695739723901 0.00022827663686104233 0.0018367719370126917 0.00054891601984547725 0.00028772186583362941 0.0060229436162184142 -0.00010457835921381817 -0.00071097948077738897 -0.0063215495749379307 -0.0093969123818636591 -0.0013903226192504875 0.00018302722653064233 0.0037250253774523648 0.0031394396612230034 -0.0010269022519468541 -0.015498232364893116 -0.0021418914778139715 0.001510806297153056 -0.013347086583121033 0.0022282129878183066 -0.0006257348069781247 0.0011777789851423737 -0.0044231002013089098 0.00087335289989925351 -0.0068664786049572549 0.00082348999590768363 leaf_count=1112 38951 37499 61301 49802 53729 54990 4820 64326 10711 801 157467 3415 2289 233 40254 647 817 3718 20706 87 2362 32289 133 2429 53873 1395 2115 207480 335 2317 internal_value=0 0.00479961 -0.00390706 -0.036145 0.000892173 0.0174279 -0.0197833 -0.00417368 -0.0254105 0.0020464 7.17428e-05 -0.00484054 -0.0605906 -0.0224898 -0.0228012 -0.112101 -0.0304436 0.000718208 -0.00263886 -0.00259326 0.0174879 0.0193169 -0.0327876 -0.0123671 -0.0115265 -0.0546319 -0.0364255 0.0226309 0.0406109 -0.00339194 internal_count=912403 803359 475513 109044 377912 327846 57847 289532 53027 82867 228231 163905 6351 97601 51915 2936 41204 82066 75696 157554 88380 86018 40387 56535 56302 51197 41066 244979 6370 2652 shrinkage=0.0436048 Tree=56 num_leaves=31 num_cat=0 split_feature=16 31 16 16 17 9 23 26 7 17 25 25 17 16 17 16 17 7 21 1 9 7 15 23 14 25 14 29 25 2 split_gain=442.044 67.1963 60.2848 38.0288 37.7449 25.0009 23.9517 23.4287 22.3976 25.6558 22.66 16.9529 16.4553 15.0534 25.4316 14.7825 20.2229 14.6008 14.2823 13.4816 22.4274 21.9175 17.2699 12.968 13.2787 12.6211 14.1363 11.9788 11.5648 11.5237 threshold=210.47537414392983 1.5000000000000002 189.29243861359814 228.55875147808561 83.630831660261094 0.89076119815826138 0.767949192418515 1.4024579022880015 -16.699242591857907 58.935802714758267 260.50000000000006 31105.000000000004 47.051320767356955 221.30624709816576 51.848316310986576 147.12853182439622 42.479676257182284 -76.156784057617173 3.5000000000000004 2438.5000000000005 0.95222992800762429 -71.52144622802733 0.84710920835732917 1.638932113796995 7.4670308512684525 1266.7500000000002 19.832046906956268 10.466330782838741 12360.000000000002 48.066964285714292 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 5 -1 -3 -8 17 10 18 29 -12 14 -14 -7 -17 25 -10 20 -6 -21 -23 24 -4 -2 -27 -19 -5 -9 right_child=1 6 23 28 19 15 7 11 9 -11 12 -13 13 -15 -16 16 -18 27 -20 21 -22 22 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0041658764849077917 0.00066690510847776233 -0.0015613789830693243 -0.0037877608179478 0.0012191011294735068 -0.0034549359446516053 -0.0031323081538489105 0.00071544712068078505 -0.0022611113388371824 0.00065579271190684379 -0.0038065631695836126 -0.00060709863100119089 -0.026167162315799606 -0.00056663149243078349 0.0010062126984860039 0.00081991579555066674 -0.00069481529059952187 -0.0021132921101543506 0.0016782549838563316 -0.012609338032849226 -0.012049715862731172 0.0013144120209113233 0.0049668443049012464 -0.013266232802382465 -0.0028847930655255473 -0.00062985412535993609 -0.012597094302199126 -0.0015390061566386618 -0.014334422304038077 0.0031077267396515526 9.5210467274831274e-05 leaf_count=10829 18826 26787 2573 240350 2893 18229 33417 9013 245 2857 27716 52 46077 74593 55385 24740 83982 46100 417 168 5326 2407 103 5240 158003 242 2397 89 6327 7020 internal_value=0 0.0160002 -0.0303127 0.0200545 -0.0449341 -0.0494151 -0.0117203 0.00131404 0.0119668 0.00681057 0.00812574 -0.0300431 0.00872583 0.0122913 0.00436287 -0.0454808 -0.0410623 0.0277655 -0.176587 0.011722 -0.00835567 0.073342 0.096747 -0.0172026 -0.015605 0.0062156 -0.0585497 0.0377803 0.0290689 -0.0281942 internal_count=912403 597910 314493 521621 148677 137780 76289 49502 274944 207290 204433 16085 203771 176055 101462 126951 108722 67654 662 10897 8219 2678 2510 165816 160576 21465 2639 46189 246677 16033 shrinkage=0.0436048 Tree=57 num_leaves=31 num_cat=0 split_feature=16 33 16 16 29 29 28 0 20 0 31 29 16 29 1 27 16 2 28 6 27 15 4 1 16 1 21 0 28 19 split_gain=411.7 78.7593 49.0526 46.732 18.3516 16.9413 15.6449 18.6661 14.8928 14.8526 14.3597 13.6515 13.2087 16.9165 14.4938 12.602 12.2119 11.9601 11.2695 11.2534 11.3592 11.0178 13.5131 24.5797 13.201 10.6197 10.1844 10.0512 9.97386 14.0511 threshold=208.58070058751807 2.5000000000000004 229.68605745582508 173.58183691492496 0.15887436988678175 2.0284920866914438 696.25000000000011 33.000000000000007 0.60032121349612277 29.500000000000004 1.5000000000000002 1.5286365936002702 100.37287869264615 0.99074266568830482 623.50000000000011 33.500000000000007 195.7761961950375 19.669871794871799 455.25000000000006 0.25752021701214234 1.5000000000000002 0.25414828423051278 52.005588531494148 10510.500000000002 243.53115075493818 134.50000000000003 13.500000000000002 52.500000000000007 307.25000000000006 252.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 12 -2 15 7 28 -3 -7 19 -12 13 -1 -14 16 -5 -10 -17 20 -8 22 23 -4 -23 -18 -9 -13 29 -6 right_child=1 8 21 5 6 9 10 26 17 -11 11 27 14 -15 -16 18 25 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0017590915867107852 -0.004040314037150417 -0.0025201057738730593 -0.00056676981004198516 -0.0013650690181401775 -0.0076087672975696441 0.0012849658661408007 -0.01462527098913538 -0.00021665083265055826 -0.0030883374062509548 -0.0050633161040924499 0.00038755454342573564 -0.0014336529965669471 -0.0020146412719447542 0.0037051438189107137 -0.0034080370645486295 -0.0087747092822476336 -0.0034825250414605791 0.0010591005271264671 0.00099168594615307794 0.0010463545537194772 -0.0014824211616516739 0.0011782365326182488 0.00350578777316197 -0.014801806493421325 0.0024290362368717222 -0.00059832511635300213 -0.0027636392093146767 -0.0068896987452289633 0.00054889882923614809 0.0031625880602171625 leaf_count=3345 1755 16948 7455 92021 652 888 136 79821 1824 3323 14303 4195 64371 1589 18209 231 2489 4804 8170 111140 1551 215819 1509 238 17332 97983 3101 758 136087 356 internal_value=0 0.0146118 0.0168534 -0.0308988 0.0093468 -0.022644 0.00985523 0.00469049 -0.0420767 -0.0854175 0.0184584 -0.00678062 -0.0502454 1.5395e-05 -0.0532484 -0.0213282 -0.0229828 -0.00188645 0.016584 0.0227659 -0.0582952 0.0278137 -0.0061255 -0.0230975 0.0291532 -0.0153601 -0.00715287 -0.0520273 0.011854 -0.0872518 internal_count=912403 619784 596208 292619 353855 205105 352100 220017 23576 4211 132083 19256 87514 4934 82580 200894 192493 6628 8401 112827 1687 242353 9202 7693 233151 100472 82922 4953 137095 1008 shrinkage=0.0436048 Tree=58 num_leaves=31 num_cat=0 split_feature=16 16 30 17 16 9 23 11 17 28 29 27 29 11 4 9 12 1 23 5 28 16 5 17 11 11 17 16 17 5 split_gain=373.537 58.3938 55.6881 34.8759 27.0964 26.0761 18.9823 17.7805 43.1849 21.892 17.5216 16.3242 16.2324 15.6006 14.4131 14.7924 14.2325 13.9206 13.7688 13.6483 12.8406 12.8303 13.839 12.5118 15.5758 12.3611 11.7786 11.3242 16.0872 10.6876 threshold=212.1321365259783 186.1922348823941 1.0000000180025095e-35 99.821608569765331 231.07428816771912 0.95567609600269021 0.767949192418515 0.74740304584595252 57.935147083112717 741.25000000000011 1.8356421061841091 16.500000000000004 0.093234299271605592 0.82706233637824311 221.85328674316409 0.88615256657845431 127.7045814642449 134.50000000000003 1.7976520336452426 45.763090133666999 3579.5000000000005 100.37287869264615 74.00003814697267 71.229092204068891 0.71418735792970811 0.79209581441724308 65.931698927103568 147.12853182439622 35.89900375270436 277.07536315917974 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 5 7 16 -4 12 9 -9 25 14 -2 -10 29 -16 -1 -3 23 26 -11 22 -7 -19 -25 -8 -14 -23 -29 -12 right_child=2 17 6 -5 -6 21 10 8 13 20 11 -13 19 -15 15 -17 -18 18 -20 -21 -22 27 -24 24 -26 -27 -28 28 -30 -31 leaf_value=-0.0023960906355318299 -0.019612456573138919 -0.0028789250987029209 -0.0014104300446638074 0.0011924361464706313 0.0012478710286323127 0.00033767404368846175 0.0011467925174964472 0.0002412599508689136 -0.0016541035691659289 0.0013190287415660994 -0.00056216825537337472 -0.0042281002851830658 0.0014719633883774868 -0.0083339820408482052 -0.017202869324620285 0.0050280728767375816 -0.0041690743970060444 -0.00064386118628079452 -0.0031292156993909782 0.00015892421781105897 -0.002391986128002056 -0.0029821849901438967 0.010814698758830883 0.0022448883873759273 -0.0015955491861299291 -0.00053983225317224247 0.00489618026246835 0.00052792302386874001 -0.0016627499597676662 0.0055444389115225992 leaf_count=30736 71 5319 25306 6794 194855 1209 23031 180828 1287 57740 7605 2927 47534 1375 186 82 11958 183085 4066 16421 1829 10497 299 6221 2965 12884 1990 7059 65657 587 internal_value=0 -0.0263011 0.015652 -0.0424639 0.0193825 -0.0461863 -0.0102397 0.0135602 0.00960739 0.01101 0.00158674 -0.0325939 0.0281138 -0.117062 -0.010323 -0.238526 -0.0663385 -0.0155442 -0.0141767 0.0286284 0.0276365 -0.0360309 0.0553841 -0.0129589 0.0230547 0.0124239 0.0369124 -0.0376875 -0.0332552 -0.00285743 internal_count=912403 335865 576538 134209 503930 127415 72608 309075 243059 240397 47302 11387 66016 2662 8460 268 42694 201656 196337 65945 59569 84721 1508 192271 9186 35915 49524 83213 72716 8192 shrinkage=0.0436048 Tree=59 num_leaves=31 num_cat=0 split_feature=20 14 11 13 28 30 4 11 21 14 14 28 5 5 28 18 7 6 6 21 28 6 7 11 30 12 7 24 5 4 split_gain=119.502 50.9813 32.6534 28.306 22.884 22.5287 16.4478 20.6553 15.7428 31.8766 26.061 23.6291 16.3946 14.454 13.5668 22.1521 26.5149 13.2426 12.9784 12.7884 12.7718 15.7084 11.7794 11.4756 12.869 15.9986 11.6777 11.5937 12.7692 10.8853 threshold=0.69798350802822229 19.901438160477749 0.90726311747109711 31.182549296153379 6308.7500000000009 1.5000000000000002 5.043994903564454 0.91357745377353228 1.5000000000000002 36.269362133120076 34.569610107729368 10806.250000000002 106.0484962463379 253.3379821777344 307.25000000000006 1.5000000000000002 -1.0000000180025095e-35 0.88235296707480704 0.25752021701214234 6.5000000000000009 3379.7500000000005 0.22690211391083673 -2.385944008827209 0.87965325018896456 2.5000000000000004 121.70153313703996 -88.351566314697251 21.500000000000004 18.997112274169925 25.599217414855961 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 17 13 6 -1 -8 10 22 11 12 -5 14 15 18 -17 -3 -2 20 -11 -22 -10 24 25 26 -16 -25 -29 -13 right_child=1 2 -4 8 -6 -7 7 -9 9 19 -12 29 -14 -15 23 16 -18 -19 -20 -21 21 -23 -24 27 -26 -27 -28 28 -30 -31 leaf_value=-0.0035549935550820569 -0.012907101136382691 3.153620464123073e-05 0.0012580516871712841 0.00027309856526103074 -0.010028183598122761 -0.0022305441510667647 -0.00095881593749505393 0.0019504464982807782 0.00066596239196175372 -0.00036838564552527905 0.001675580739677388 -0.00046487434010023866 -0.0050723399409171874 -0.020806855235499775 0.0013830764921832898 0.0013170312071365143 -0.010849928000477306 -0.00091022232060620004 0.0025316373951310297 -0.0054109509947696203 -0.021869405241608988 -0.002195768549943914 0.00018703510815076382 0.00077734676280567393 0.0013119916209531626 -0.0038563145838915857 -0.00081289497744110363 -0.013999358518986746 -0.0011945107229633415 -0.015367718743348422 leaf_count=4202 115 65270 65882 15084 487 37118 62704 5011 181218 29367 39621 138 1176 67 4847 500 1068 50244 1038 1167 78 7227 211733 21068 5789 3159 91984 153 4601 287 internal_value=0 0.00413562 0.00771384 0.00540294 -0.0135993 -0.0311454 -0.0208187 -0.0170515 0.00874051 0.0066852 0.0244654 -0.0086872 -0.00260313 -0.0128152 -0.0125836 -0.0824761 -0.159848 -0.00867086 0.0227448 -0.0210354 -0.0177559 -0.0551736 0.00935454 -0.0111384 -0.0157522 -0.0184062 -0.0161215 0.00776162 -0.0368449 -0.241457 internal_count=912403 803368 668492 602610 134876 109035 71917 67715 487096 430790 56306 16685 16260 134389 134322 2721 1568 115514 1153 37839 36672 7305 392951 131601 105779 99990 96831 25822 4754 425 shrinkage=0.0436048 Tree=60 num_leaves=31 num_cat=0 split_feature=0 20 14 9 14 1 32 28 1 29 0 17 28 4 17 28 7 25 25 18 9 11 25 19 23 11 23 14 4 11 split_gain=116.272 79.0239 58.8707 28.8265 28.2459 26.3779 22.4911 27.9906 19.7174 16.5085 18.6402 16.4743 16.3699 14.0773 13.9358 13.5437 13.3753 20.6902 18.9607 15.0141 11.723 12.6783 14.9269 13.7519 12.3858 11.43 10.9814 11.3194 10.8912 10.8557 threshold=33.000000000000007 0.60032121349612277 19.832046906956268 0.95442398920314486 19.110090878069627 764.50000000000011 1.5000000000000002 1332.5000000000002 3529.5000000000005 1.603852087917647 52.500000000000007 46.486158532970499 6308.7500000000009 5.043994903564454 78.760852775194721 668.25000000000011 -88.351566314697251 2535.7500000000005 260.50000000000006 2.5000000000000004 0.96879151940968999 0.57494482562975724 1042.7500000000002 19163.500000000004 0.41828280894189412 0.94367702512380192 0.93846673948093839 24.066259944644781 26.800385475158695 0.8571651785714286 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -2 8 12 -5 7 13 9 26 -11 -6 16 -1 -13 28 17 -3 19 -18 21 -16 -23 24 -24 -20 -4 -28 -7 -26 right_child=2 4 3 5 11 15 -8 -9 -10 10 -12 14 -14 -15 20 -17 18 -19 25 -21 -22 22 23 -25 29 -27 27 -29 -30 -31 leaf_value=-0.0054544471678518629 -0.0017245937377811959 0.0022868432797360067 -0.0021941592690655318 -0.0004884486579192494 0.00098364110956329349 0.00034742372005532534 -0.0021553582988711882 -0.0079537129284057775 0.00021684392888465277 -0.0020960543676223843 -0.0064295952431052189 0.00035467749358253044 -0.011340567707944102 0.00020218681673413031 0.0039769992712218637 0.00072154647837329854 -0.0022674169653542279 -0.013282028872569206 -0.0002834231131143029 -0.011396491728430656 0.0047667130308267939 0.0017525318459207801 0.0066915596499245817 0.013038018328619175 -0.0077931954089445424 0.0032913385607301901 -0.0021283412630308026 -0.00011945042296177242 -0.0016958095361883205 0.0051517505526269547 leaf_count=869 70971 5767 12285 135296 214838 11294 25481 875 16148 9486 2356 189002 249 22373 2005 76181 1190 167 70034 481 2373 2537 157 87 1082 1743 7156 20936 8845 139 internal_value=0 0.00933155 -0.0136507 -0.00752321 0.0131679 -0.00219739 -0.0287124 -0.00682367 -0.0255662 -0.03501 -0.0678417 0.0164986 -0.00407398 -0.000213514 0.00990321 0.0104506 -0.00327097 0.0423965 -0.00696053 -0.112264 0.0498079 0.0262997 -0.00621804 -0.0865869 -0.110931 -0.00450903 -0.0253809 -0.0144751 -0.0126124 -0.144927 internal_count=912403 541449 370954 299983 491851 231616 49598 24117 68367 52219 11842 412220 79631 23242 197382 96320 79382 5934 73448 1671 8380 6007 4002 1465 1378 71777 40377 28092 20139 1221 shrinkage=0.0436048 Tree=61 num_leaves=31 num_cat=0 split_feature=0 29 29 28 9 23 9 21 11 8 29 6 10 27 11 9 27 4 21 0 27 11 9 6 25 27 27 8 28 4 split_gain=106.959 56.2581 47.5633 35.701 33.4829 25.5104 21.5198 21.3162 16.4695 15.4561 20.8578 15.4163 12.5704 12.4846 12.7729 18.6848 12.1853 12.1208 11.4857 11.3689 10.9843 10.8146 9.70238 9.26093 9.53219 8.88586 8.62177 9.3349 8.6213 8.5653 threshold=29.500000000000004 0.60118462905791004 0.18277882548113764 684.25000000000011 0.93448962259960366 0.87854433086399319 0.95567609600269021 1.5000000000000002 0.92315743743954071 333.50000000000006 1.0204543351120816 0.78932548782388257 0.70947749367810375 14.500000000000002 0.68387333559594954 0.96202699704887851 1.5000000000000002 33.002330780029304 14.500000000000002 48.000000000000007 28.500000000000004 0.84375147336162193 0.96097092157314812 0.46666667237008141 577.25000000000011 58.500000000000007 2.5000000000000004 353.50000000000006 25556.250000000004 46.442205429077156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 6 7 8 29 17 22 10 16 25 19 -11 15 -15 -7 -5 -13 -6 28 -16 -4 -24 -25 26 27 -8 -14 -3 right_child=1 3 5 4 12 9 11 -9 -10 13 -12 18 20 14 21 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=-0.0021502634878909541 -0.0016800794110587841 -0.0019798971178056294 -0.00058076621452296192 -0.0037198704577758052 0.00039130766740886957 0.0088773479115804143 0.0046209221739814156 -0.0019101731850594283 0.0018686085884304607 0.0010664398155465495 -0.012446930833611265 -0.0010099034269163368 0.00054305886109170393 0.00061193895297204028 -2.0320346971374167e-05 0.0031731882329630841 -0.0012871758394996738 0.00084283637684349783 -0.0071655923045929031 -0.00093394600955226832 0.0022897692431983595 0.00072263618007168296 0.0019314485043494391 -0.0005640774546849819 0.0005042876409302316 -0.014628806512604007 -0.00014094072427968271 -0.0060643996228467332 0.0050647757110153756 0.0019142721449892349 leaf_count=12955 64417 26672 50409 1233 31921 234 190 21661 8489 149102 312 59175 89366 16743 70747 8005 5382 10835 582 20032 7795 78684 5484 26916 38724 81 103474 855 809 1119 internal_value=0 -0.011225 0.0104427 -0.0065446 0.0034251 0.0121284 -0.0160735 -0.0250422 0.000268832 0.0168124 -0.0337876 -0.0117218 0.00982954 0.0177403 0.0119906 0.0330331 -0.0198064 0.00863804 -0.0245353 -0.00274471 0.0164976 0.00850569 -0.00270566 0.00481642 0.00151817 -0.00440154 -0.00414496 -0.094522 0.0133844 -0.0418096 internal_count=912403 440217 472186 375800 183652 459231 192148 33729 130022 329209 5928 164357 149923 323281 174179 24748 5616 12068 59757 51953 97970 149431 121533 71124 65640 104600 104519 1045 90175 27791 shrinkage=0.0436048 Tree=62 num_leaves=31 num_cat=0 split_feature=0 20 1 1 26 0 32 28 22 22 15 0 11 15 7 24 26 21 21 7 28 18 15 20 20 17 15 27 28 8 split_gain=100.238 72.0915 43.5366 24.8778 21.3565 22.4898 18.2731 19.3813 16.9466 16.2731 21.5647 15.7241 14.2874 14.2118 12.4995 12.2374 12.2267 11.7781 11.5842 15.6104 14.5511 17.8997 62.3177 27.4563 35.4244 15.4269 12.14 17.2885 11.6824 11.635 threshold=35.000000000000007 0.56375239164556679 574.50000000000011 728.50000000000011 1.6063477625516309 52.500000000000007 1.5000000000000002 1332.5000000000002 303.25000000000006 614.25000000000011 0.30660972355507027 17.500000000000004 0.89009474880722694 0.73088110361768188 -6.3401916027069083 2.5000000000000004 0.60196185344366759 15.500000000000002 1.5000000000000002 -69.972682952880845 1145.2500000000002 1.5000000000000002 0.59507165246628424 1.117479056891088 0.87469940313139771 41.895409256747413 0.17954539324954705 1.5000000000000002 640.25000000000011 10557.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 16 8 12 -6 7 9 14 13 -11 -10 -4 -1 -3 -15 -2 -18 19 -5 28 29 -23 24 -24 -26 27 -21 -20 -22 right_child=2 3 4 18 5 -7 -8 -9 11 10 -12 -13 -14 15 -16 -17 17 -19 20 26 21 22 23 -25 25 -27 -28 -29 -30 -31 leaf_value=0.00014895492682524142 -0.0019452938948992164 0.00073141624437596091 -0.00023218335240561579 -0.000410749610806561 -0.00080012486432991215 -0.0040546840077406486 -0.0020631978983615055 -0.0068761742468172061 0.00065157870587532227 -0.0083029306130568414 0.0018082978689662901 1.7857993067617561e-05 0.00084325604089139424 0.015884333976759323 -0.0025597709980524279 -0.00316036603931654 -0.00092196894430181871 -0.0062408686041385327 0.00028652747979741541 -0.016492498742580717 0.00061230764133893257 0.00072538246852812526 -0.0015364408741812344 -0.0028727084300100218 -0.026098743813680891 -0.013390461423871484 0.0021400658815676574 0.00025909690401139455 0.0011521139891898977 -0.0035027055995093875 leaf_count=6850 36886 3221 167658 6160 22991 4897 25765 830 136190 421 8466 164205 27315 65 6882 4917 75275 800 41200 158 28166 5078 390 1090 267 568 28144 453 105725 1370 internal_value=0 0.00805521 -0.013678 0.0113985 -0.00557176 -0.0314555 -0.0293433 -0.0078545 0.00564364 -0.00185199 0.0304852 0.00699849 -0.00186948 -0.0261404 -0.0346404 -0.0667791 -0.0296709 -0.0224265 0.0195663 0.0362645 0.0163952 -0.00134981 -0.045355 -0.181332 -0.284061 -0.400279 0.0460512 -0.0934012 0.0208553 0.00966491 internal_count=912403 576581 335822 529267 222861 27888 47314 21549 310498 20719 8887 300395 194973 11832 10103 4982 112961 76075 218769 34915 183854 36929 7393 2315 1225 835 28755 611 146925 29536 shrinkage=0.0436048 Tree=63 num_leaves=31 num_cat=0 split_feature=16 32 16 17 16 20 17 16 17 24 18 8 16 9 13 17 32 11 23 8 15 15 8 23 18 9 13 0 0 5 split_gain=302.144 58.1619 40.9524 30.2833 35.0722 22.6172 17.8346 20.9205 16.7662 16.0385 24.9181 18.97 15.1168 14.7413 16.9089 14.513 13.636 12.8316 12.1628 11.8714 11.7497 11.5413 10.8645 10.7138 9.719 9.67267 12.516 9.17605 9.15871 8.81536 threshold=205.06130254154451 1.5000000000000002 221.67646875988973 83.630831660261094 155.24264884016719 0.80265110104638471 40.568320907553456 181.87520539007474 51.078616864994622 21.500000000000004 3.5000000000000004 326.50000000000006 214.69277003484322 0.96281835039887353 80.118521850885358 54.340276874128158 1.5000000000000002 0.61194737885524952 1.221663474323234 618.50000000000011 0.46984643285246447 0.69578282693569582 495.50000000000006 1.5912448790802169 1.5000000000000002 0.96281835039887353 66.867804326282354 49.500000000000007 29.500000000000004 69.00681304931642 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 19 -3 16 22 18 28 21 -12 15 14 -5 -10 20 -16 -2 -1 -6 -11 -8 -9 -7 -21 -27 -20 -4 -15 right_child=1 5 9 13 6 24 7 23 12 10 11 -13 -14 29 17 -17 -18 -19 27 25 -22 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0022040516908438624 -0.00021982496329668732 -0.0016012950920462471 0.0010847658245649282 -0.0018843158155746667 0.003992756876282511 0.0023811282734025724 -0.0014672067204250941 -0.00090531583580161874 -0.00056760890855087163 0.0016292166460897461 -0.016673389938076041 -0.0017923529134767722 0.00087368784018058878 0.0018435210041680351 0.0043805489527479896 0.00053378811357621245 -0.001941352656785038 -0.0022401294788025284 -0.0013007426870086083 -0.004782709979801761 0.00036902113752706057 -0.0011335889283151871 -0.0026711501837543917 -0.0030717412295828946 -0.00056231388929881205 -0.0026573222897693849 0.0080812751522985303 -0.0048813027292499665 0.00062805779249704846 0.0075250927446428566 leaf_count=27133 51243 33042 249532 5378 2085 4288 34355 128554 44249 10450 166 8667 63853 5108 1840 46814 3943 798 8481 6874 9245 3966 24355 4492 4244 1338 244 1621 125467 578 internal_value=0 0.011328 0.013777 -0.0291603 -0.0317433 -0.0248707 -0.0267584 -0.0293778 0.00269899 0.0197928 -0.00569421 -0.047518 0.00823975 0.0165781 -0.0110468 -3.20767e-05 0.00612896 0.0545303 -0.0112932 -0.060742 0.0237561 0.0199322 -0.0451016 -0.0224393 0.0210297 -0.0934579 -0.0229574 -0.0430065 0.0213729 0.055523 internal_count=912403 656083 614509 256320 242618 41574 207029 191756 216261 398248 23249 8833 154916 13702 8016 91063 15273 2638 61345 35589 11330 14416 58710 133046 8532 8456 1582 10102 374999 5686 shrinkage=0.0436048 Tree=64 num_leaves=31 num_cat=0 split_feature=13 17 18 13 7 11 2 15 11 11 32 21 17 17 26 29 32 18 31 29 21 8 11 26 4 15 17 29 29 15 split_gain=73.8533 41.3212 24.3992 20.5381 18.6579 18.5301 15.7647 14.4357 15.0837 13.8748 17.1044 14.0662 12.743 12.3411 13.2983 12.2351 12.147 12.1125 11.9842 12.9543 11.1678 9.76554 16.0102 9.70551 9.51405 9.50565 9.3578 9.22071 9.06032 8.76032 threshold=26.267760968847266 50.502042340881069 2.5000000000000004 289.88142893102957 -16.699242591857907 0.92692500192500205 24.831761006289309 0.38346371860662071 0.78877278184000887 0.83214539727697634 1.5000000000000002 14.500000000000002 71.229092204068891 60.157463095901775 0.81293059815701885 0.82808369814828964 2.5000000000000004 3.5000000000000004 1.5000000000000002 1.8745208195637808 8.5000000000000018 2412.5000000000005 0.56082006479056978 0.28816125157588574 4.0465729236602792 0.20527514850140219 99.821608569765331 10.466330782838741 0.29980466887177198 0.25414828423051278 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 5 3 7 12 6 18 8 21 -1 11 24 -4 -6 -15 20 29 -13 28 -20 -14 -3 -23 -10 -11 -5 -26 -9 -2 -8 right_child=1 2 4 25 13 -7 16 27 23 10 -12 17 15 14 -16 -17 -18 -19 19 -21 -22 22 -24 -25 26 -27 -28 -29 -30 -31 leaf_value=-0.0012985982509900774 -0.0022128215750970288 -0.0037814631548186805 0.00065598201022147183 -0.0073561422674523775 5.5090764207177963e-05 0.0014024083858565511 -0.00084090815950391509 -0.00045299402156417766 -0.0060356722731710524 -0.006856222364677202 -0.0018769965582862633 0.0026192210997063154 0.0012641670462913842 -0.0055321180049811526 -0.00079512935490836506 0.0033647607260250136 -0.0019748545874711814 -0.0083015710855545086 -0.00036228755414937248 -0.003046782752306753 -0.0081582489969837472 0.0020799457854380264 -0.004115408696741615 0.00063285706853429262 0.00011641510682374618 0.0063844954372821493 0.013537633250918278 -0.01102525711591461 0.00024427744834445498 0.00072659775447797071 leaf_count=80547 2894 6839 26291 105 80550 34084 7027 169256 455 372 11980 268 818 1515 4398 6738 3354 691 20903 4086 338 1673 1508 4718 43985 1084 99 157 203531 192139 internal_value=0 0.00379975 -0.00522724 -0.0124177 0.00584588 0.00971033 0.00794685 -0.0132615 -0.0427904 -0.0213151 -0.00943407 -0.000567691 0.0256232 -0.00197352 -0.0460687 0.0608581 0.0143899 -0.120392 0.00230826 -0.0183749 -0.0341896 -0.0654301 -0.019655 0.00106216 0.00201715 0.118589 0.00336099 -0.0106133 0.00481208 0.0153949 internal_count=912403 774461 306443 185795 120648 468018 433934 184606 15193 137942 57395 45415 34185 86463 5913 7894 202520 959 231414 24989 1156 10020 3181 5173 44456 1189 44084 169413 206425 199166 shrinkage=0.0436048 Tree=65 num_leaves=31 num_cat=0 split_feature=16 32 16 9 17 17 16 17 24 22 13 14 21 21 6 17 10 16 9 1 16 16 28 21 13 17 16 15 22 8 split_gain=268.532 50.5399 35.0285 28.0065 29.2133 17.9567 17.2595 15.4817 15.4625 20.5857 15.0949 14.598 15.9748 14.5275 14.4565 13.0767 12.5734 10.8364 10.6478 9.87323 9.54475 9.46441 10.3199 12.4699 20.627 9.68589 17.0518 8.95869 9.79087 30.3521 threshold=205.06130254154451 1.5000000000000002 219.33662628391693 0.94076480136574181 68.273281074164871 53.003935668452264 168.64276408924712 45.358158489909812 21.500000000000004 400.25000000000006 75.930022622013396 18.836097041364244 10.500000000000002 1.5000000000000002 0.65533447559831415 44.438675716052323 0.51006458345722649 194.58525199848637 0.97074725459347311 772.50000000000011 214.17597246127369 236.0612807324608 1101.2500000000002 6.5000000000000009 46.370234501669749 49.739383805545245 225.65194732000575 0.26555473889013631 2138.2500000000005 2726.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 6 15 -5 -8 21 -10 18 12 -11 19 -13 -2 -12 -9 -6 -3 -7 22 25 -24 -25 26 -4 28 -23 -30 right_child=1 13 8 4 10 20 7 17 9 11 16 14 -14 -15 -16 -17 -18 -19 -20 -21 -22 27 23 24 -26 -27 -28 -29 29 -31 leaf_value=-0.0021658016801223332 0.0036440326155793394 -0.0018324513198986934 8.4646496736368099e-06 -0.0018279220533229802 -0.00047963768039800258 0.0001991489624422366 0.00059772297142921774 -0.0013922630489055664 -0.0093603162846965238 -0.0099352678784044354 -0.016224625061522963 0.0012224399258554857 -0.0014944636987997929 -0.0013696769859941587 -0.0011242843746624011 -0.00047579690574566381 0.0055744172997674668 -0.00060540342729436354 0.002092783918095681 0.0018174468095080827 0.0011965511135155333 0.0017131942523946487 0.00016423735828849495 -0.020196797071567421 -0.0014284176563337935 0.0013546710839391516 0.00090879087986711496 0.0013277940549829661 -0.011885370473265235 -0.00028302393227474105 leaf_count=46107 1491 1950 52432 49342 9069 65155 12272 70464 464 489 52 13451 3326 34471 7936 83694 1547 63059 4617 5081 25337 2804 39237 150 432 52395 168667 92675 484 3753 internal_value=0 0.010813 0.0130946 -0.0273474 -0.0224563 0.00116241 -0.025754 -0.0202828 0.0178728 -0.0059432 0.0196437 -0.00210042 -0.059085 -0.0229614 0.00806446 -0.00925786 0.111582 -0.0234069 0.00890209 0.0184652 0.0109716 0.0193528 0.0166523 0.00161123 -0.143691 0.0188421 0.0159451 0.027838 -0.00654974 -0.0368854 internal_count=912403 655874 614372 256529 210422 175677 195137 145795 438695 25666 15285 25202 3815 41502 21387 85185 1599 133523 13686 7031 90492 413029 313313 39819 582 273494 221099 99716 7041 4237 shrinkage=0.0436048 Tree=66 num_leaves=31 num_cat=0 split_feature=16 32 16 9 17 16 20 12 10 17 17 12 24 25 19 17 10 16 23 32 8 12 10 9 25 12 8 28 28 17 split_gain=245.736 47.3608 34.0015 23.7998 23.3461 20.1372 19.7236 18.13 17.2945 17.1753 16.565 16.0622 15.6573 22.2085 17.0697 13.3044 12.609 12.3226 12.1557 11.2296 10.1205 10.449 9.69369 9.60462 9.33961 9.49438 15.3552 18.5489 12.9842 8.09554 threshold=203.89967133029464 1.5000000000000002 218.14398313027183 0.89076119815826138 78.760852775194721 155.24264884016719 0.77988734313601227 198.30508652763322 0.5234203971772452 54.340276874128158 39.462179377076914 159.1604255869606 22.500000000000004 423.75000000000006 387.25000000000006 44.438675716052323 0.71137961803653693 181.87520539007474 1.7976520336452426 1.5000000000000002 340.50000000000006 82.059397513309008 0.88371000206488415 0.95263473431780898 15783.500000000002 703.55739520663076 14205.000000000002 25556.250000000004 25556.250000000004 49.942461706048071 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 -1 5 -5 -3 11 -9 15 19 23 24 14 -14 -2 20 -12 -17 22 -15 -22 -7 -6 25 28 27 -27 -4 -19 right_child=1 6 12 4 7 10 -8 8 -10 -11 17 -13 13 16 -16 18 -18 29 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.0027869667573524395 0.003766233560258491 -0.0014777575025849167 0.00077026440362399501 -0.0022103628094987809 -0.001874944524954879 0.00061659704755430704 0.00078883661076484474 -0.010630493920914563 0.0046421682088840961 0.00057646690100593802 -0.0016455185163112814 -0.0061974494014913296 -0.016105890563843352 -0.012659928451140296 -0.0018326956569281179 -0.000327736391624934 0.00038714685898027905 0.00011188104763489839 -0.0034772254350163658 -0.0018592207330291283 0.001695940399013882 -0.0031216962818134512 0.0042590772135217168 0.0011118776652225284 0.0023569532187452291 -0.020154865929699506 -0.00080447926330015824 0.0066814442292840682 -0.02617731649762833 -0.00099467959306320732 leaf_count=16324 1478 32977 427949 30702 2778 7659 9375 149 2618 61382 56010 770 296 170 345 101176 16129 14338 2385 2826 1175 3153 1697 7780 7035 175 1456 68 34 101994 internal_value=0 0.00997755 0.0121725 -0.0270214 -0.0243952 -0.0269773 -0.0223835 0.0150323 0.0875993 -6.90467e-05 -0.0230318 -0.002693 0.0166208 -0.00987452 -0.193184 -0.00783496 -0.00417803 -0.0255508 -0.00917947 0.0126056 -0.0509965 -0.0415955 0.029292 0.00747603 0.0179111 0.0173194 -0.057287 -0.289994 0.0176156 -0.0196835 internal_count=912403 666758 624406 245645 229321 215226 42352 14095 2767 166421 184524 11328 457985 21268 641 105039 20627 172342 103561 12182 4498 4328 9356 10558 436717 429682 1699 243 427983 116332 shrinkage=0.0436048 Tree=67 num_leaves=31 num_cat=0 split_feature=16 16 17 16 17 16 1 17 17 5 1 25 9 11 1 28 25 16 10 24 19 25 21 10 14 25 21 13 5 16 split_gain=222.333 39.7293 23.7506 27.0514 19.6576 16.0731 16.0233 15.3755 14.3887 13.8922 13.5975 12.7585 11.8763 13.4277 17.0587 22.4328 11.5937 11.4095 11.0445 10.6554 15.8022 12.3435 12.5624 17.709 13.0755 10.8056 23.2504 40.7792 11.5747 11.2528 threshold=204.30094250344089 222.04443799091419 83.630831660261094 161.65458299873811 50.221722156049928 216.10159425813012 149.50000000000003 46.565118572316031 54.340276874128158 47.999996185302741 529.50000000000011 840.25000000000011 0.97466520397151113 0.6913546880213548 2663.5000000000005 860.75000000000011 15783.500000000002 185.40452220799114 0.91999471979982594 21.500000000000004 357.75000000000006 643.25000000000011 11.500000000000002 0.90232949435391108 33.665957626471233 1058.2500000000002 6.5000000000000009 45.067775854528755 36.769552230834968 236.0612807324608 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 10 -2 8 -3 -5 -6 17 -1 -11 13 14 15 18 19 -9 -4 25 -21 22 23 -22 -24 29 -27 28 -28 -8 right_child=1 6 12 7 5 -7 16 9 -10 11 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 21 -23 24 -25 -26 26 27 -29 -30 -31 leaf_value=-0.001684296927345777 -0.00078894990539281763 -0.0016725430999565583 0.0020641322037592163 1.3322056466032644e-06 -0.00053796504831186466 0.00070787960540358037 0.00073116116359803901 -0.0015692289867229572 0.00038856977837560384 -0.0041947014511019391 -0.0033172211239696115 -0.0014812118651433279 0.0038373190576284208 -0.0020563387067227754 0.0044844033235149367 -0.0043715500823658521 0.0023485177953995722 -0.00074303902053735678 -0.0095125347737070147 -0.0089004930097373661 -0.0018145839873729714 0.0014959120560319621 9.1553273492689144e-05 -0.011120324092302706 -0.022479874312281215 0.00039957183709197548 -0.0088063862029934201 -0.0012492161893451128 -0.026010756741513499 0.0014375890230343485 leaf_count=35855 50621 5455 4049 26293 69835 69543 235187 46793 58620 5040 13290 9514 1921 3646 2125 1658 8015 99069 163 393 3891 6680 11888 432 49 88575 123 1060 188 52432 internal_value=0 0.00948641 -0.0255388 -0.0278788 -0.000507352 0.00398872 0.0154826 -0.0223843 -0.00264063 -0.0260582 -0.0487533 -0.0555187 0.0151556 0.00313442 0.0260698 -0.00172254 0.0162009 -0.0231186 0.0370631 0.015448 -0.00529063 -0.00188441 -0.0167524 -0.0629406 -2.52224e-05 0.0167296 0.00716322 -0.122066 -0.440466 0.0197212 internal_count=912403 662987 249416 235854 248619 197998 414368 186709 128455 160416 49145 14554 13562 11641 7995 5870 408913 145862 4212 400898 23333 22940 16260 4323 11937 377565 89946 1371 311 287619 shrinkage=0.0436048 Tree=68 num_leaves=31 num_cat=0 split_feature=16 32 16 16 29 27 32 22 12 6 27 27 29 27 4 22 29 21 4 21 15 26 4 21 16 8 29 24 25 25 split_gain=209.263 35.7695 31.5678 16.5819 12.1362 14.9544 11.8021 15.5417 12.9119 14.8111 11.7832 13.2036 11.6486 12.0532 14.0675 11.7324 12.597 11.3872 10.8964 13.6611 10.2606 10.0007 10.1246 9.98094 9.564 17.8822 12.1049 9.40484 9.24438 9.12851 threshold=211.33411956666524 1.5000000000000002 171.24472991751179 231.07428816771912 1.5834778498308644 5.5000000000000009 1.5000000000000002 612.25000000000011 59.331475451951142 0.3018632812726878 35.500000000000007 22.500000000000004 0.15887436988678175 23.500000000000004 30.000001907348636 488.75000000000006 0.70854907874485118 1.5000000000000002 17.230882644653324 12.500000000000002 0.71521951333532441 0.71450657092887593 22.999998092651371 10.500000000000002 100.37287869264615 624.50000000000011 0.99999216791979961 21.500000000000004 2535.7500000000005 260.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 24 12 6 -6 7 10 9 -9 11 20 -2 29 15 -15 18 -3 19 -17 28 -22 -23 -11 26 -26 -1 -10 -4 -14 right_child=1 17 4 -5 5 -7 -8 8 27 23 -12 -13 13 14 -16 16 -18 -19 -20 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.0012488082205173554 -0.0053196225516394732 0.00082669272941651576 -0.00018816326583358118 0.00088461069781525261 0.0014781117168176168 -0.002637390306664926 -0.0015620110415539307 -0.0093073325325450564 -0.00025361164375442037 0.0035275531571136586 0.001248878921125085 -0.0019618810047434521 -0.0034600774240623583 -0.001241178510401121 -0.0034061375735395293 0.0019345878641072647 8.4198260938371262e-05 -0.0012142181317245804 0.0046227402104382738 -0.0057365354300425381 -0.0021894935315403983 -8.9689788692793774e-05 -0.001733888032147207 -0.0058458871478584244 -0.001382579701424871 -0.0029505374232789167 0.0033947465192843826 0.0025374370437898437 -0.013081436309741021 0.00056264313152748903 leaf_count=3371 678 6321 42354 205917 2002 10398 20874 197 95633 3547 4923 19364 1077 11641 2319 2592 63252 29258 2222 532 12942 18061 11756 230 57448 18215 1562 2352 106 261259 internal_value=0 0.0112009 -0.0204168 0.0131835 -0.014764 -0.0452458 -0.0131372 -0.010898 -0.00201342 0.0538656 -0.0191702 -0.0214208 0.00895073 0.00920815 -0.00132984 0.000889301 0.00587057 -0.0195306 0.0524828 0.0144075 -0.0160648 -0.0269992 -0.0169236 0.0678081 -0.0375821 -0.0403636 0.00508065 -0.00427972 -0.00505336 0.0125245 internal_count=912403 587068 325335 551489 244739 12400 232339 211465 101959 3974 109506 104583 345572 344894 82558 80239 68598 35579 5346 3124 85219 42759 29817 3777 80596 75663 4933 97985 42460 262336 shrinkage=0.0436048 Tree=69 num_leaves=31 num_cat=0 split_feature=0 32 2 22 30 1 23 27 17 7 30 27 25 25 21 22 23 21 25 21 15 22 21 7 17 8 15 7 15 27 split_gain=69.3119 33.8064 29.077 16.5667 14.6283 17.004 16.0307 13.0541 17.1135 12.0453 11.6422 11.5866 16.3541 10.9676 10.7594 10.726 13.5895 10.3377 9.46512 15.9442 22.327 14.0896 11.8636 17.8954 14.4985 11.8405 10.6952 19.8642 10.1967 13.2668 threshold=33.000000000000007 1.5000000000000002 12.409673659673661 280.25000000000006 1.0000000180025095e-35 674.50000000000011 1.278625016411276 14.500000000000002 83.630831660261094 -1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 260.50000000000006 790.25000000000011 2.5000000000000004 545.75000000000011 0.49759219608722211 15.500000000000002 898.75000000000011 5.5000000000000009 0.67134127302789992 728.25000000000011 1.5000000000000002 -69.421695709228501 50.502042340881069 1315.5000000000002 0.87462968695682553 -79.670917510986314 0.17954539324954705 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 9 5 14 -6 18 15 -1 -8 -11 -13 -14 -2 16 -9 -16 21 22 -21 -5 23 25 -24 -20 -27 -28 29 -25 right_child=2 -3 -4 7 6 -7 10 8 -10 11 -12 12 13 -15 17 -17 -18 -19 19 20 -22 -23 24 28 -26 26 27 -29 -30 -31 leaf_value=0.00089884785430123125 -0.0020313963910277449 -0.00094101213682245828 -3.8410713684856411e-05 0.00065164840357058115 -0.0012857107371130989 -2.5784198684713205e-05 -0.0064414280373723837 -0.0023830654121864813 0.0032935711563502139 0.0095117694844966925 -0.0019416030276080385 -0.0072131735203395178 -0.00099016918668916429 -0.010256153712774304 -0.00074971076686254786 0.00039009645431003695 -6.3480892291434678e-05 -0.0052318898572564134 -0.0064207594638777434 -0.0014175796861123175 -0.015250803801877268 0.0016580920912652496 0.00040229370896265092 -0.015671832418098622 -0.0012957108500789619 0.00014293557238649255 0.0016716210293077937 -0.02413552052732567 0.0017737329434236507 -5.4238435790663557e-05 leaf_count=2505 15362 37968 169176 105933 25502 54923 2140 5097 3435 142 2235 1360 3499 261 100668 178827 83065 988 717 989 286 35248 42330 144 12351 4101 131 100 22553 367 internal_value=0 0.00719365 -0.0105503 0.00936371 -0.0186558 -0.0151069 -0.0390797 0.0100818 0.00539814 -0.0364626 -0.0950047 -0.0636339 -0.0714486 -0.0374584 -0.0219199 0.00449581 -0.00453128 -0.0181923 0.0157048 0.00730434 -0.103671 0.0207069 0.00901332 0.0257078 0.000430208 -0.0282161 -0.00851469 -0.217873 0.0375125 -0.102174 internal_count=912403 541409 370994 503441 201818 171941 29877 495674 270424 7767 4375 5262 5120 3760 117018 266989 88162 101656 225250 84069 1275 141181 82794 28113 54681 5049 4332 231 23064 511 shrinkage=0.0436048 Tree=70 num_leaves=31 num_cat=0 split_feature=20 2 32 28 11 4 4 22 29 29 22 27 27 22 24 25 27 29 21 25 15 4 29 28 27 29 10 10 15 28 split_gain=54.8242 32.4867 17.7194 17.0628 16.8616 14.0812 17.5118 21.1962 13.9397 12.3979 11.4519 10.9451 10.9416 10.6903 11.3127 11.2635 11.215 10.2506 10.6666 11.7501 11.0738 18.2713 10.0508 9.64428 9.34184 10.6643 9.20452 9.17065 9.1411 13.6 threshold=0.74563629011261734 21.132704402515724 1.5000000000000002 1372.2500000000002 0.86969899801225115 5.043994903564454 12.855231285095217 548.25000000000011 0.093234299271605592 0.43018368442740662 578.25000000000011 50.500000000000007 25.500000000000004 734.25000000000011 8.5000000000000018 873.25000000000011 10.500000000000002 0.05409978506425208 1.5000000000000002 6095.2500000000009 0.23976571106110312 46.442205429077156 1.8745208195637808 536.25000000000011 12.500000000000002 0.60118462905791004 0.98758711937218113 0.80299511536521473 0.40061046909649023 1300.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 5 8 -1 9 -8 -2 13 12 22 -10 14 16 -15 -7 -3 20 -20 21 -19 -9 -12 25 -5 -21 -24 29 -25 right_child=1 17 -4 24 -6 6 7 11 10 -11 23 -13 -14 15 -16 -17 -18 18 19 26 -22 -23 27 28 -26 -27 -28 -29 -30 -31 leaf_value=-0.0045855246258506895 -0.0054533175298442874 -0.01162893932246923 -0.0014433572949542643 -0.0037853577772301882 0.00037058110049410656 -0.00021132282208833868 -0.001857688466243635 9.337547558542638e-05 -0.0003881252063494311 0.003149111088096449 -0.0014334717640193105 -0.017457822452821584 -0.0015284611206507126 0.0051628657786298646 -0.0012788670427351671 -0.0021262707843336206 0.0042085464271699718 -0.0042189074325602229 0.00040573005318032655 -0.0026768764499842217 0.0013450553354654418 0.0028585789331394148 -0.023440419944608066 -0.002142638962080013 0.0063723726609993077 -0.012876619172356149 -0.019813114244574603 0.0042445363958710392 0.00011621241788983128 0.00027291130504780166 leaf_count=1419 974 133 53475 1535 111902 2783 17075 34519 115738 3942 8962 68 18565 1532 6831 547 1796 1771 281095 1539 37347 1140 65 8750 142 292 62 35 189389 8980 internal_value=0 0.00317601 -0.0192882 -0.00911148 -0.00219176 -0.00655115 -0.00452887 -0.0137607 -0.00559647 0.0228855 -0.00526438 0.000437037 -0.012516 0.00846831 -0.00354853 0.0744193 0.0349104 0.0108726 0.0109869 0.00881816 0.0262161 -0.0331898 0.00122431 -0.000757232 -0.10093 -0.120133 -0.0766083 -0.315348 0.000632462 -0.0210802 internal_count=912403 786347 126056 72581 463260 70612 69193 51762 351358 17431 350384 34687 134303 13489 11410 2079 4579 323087 322954 282696 40258 2911 34619 216081 1969 1827 1601 100 207119 17730 shrinkage=0.0436048 Tree=71 num_leaves=31 num_cat=0 split_feature=0 13 29 11 30 28 29 4 13 29 10 10 30 28 32 27 17 25 18 6 28 10 13 11 5 4 25 25 28 27 split_gain=61.2692 29.0003 28.8891 17.6399 17.487 20.3312 19.2183 15.6237 14.2939 12.3275 11.5297 10.7187 10.2913 9.26728 9.65448 8.7198 15.8236 12.1428 29.2103 21.0188 18.131 19.8941 12.922 11.2721 17.3047 10.6598 8.66386 13.3064 8.28097 8.19127 threshold=33.000000000000007 30.248260494538687 0.18277882548113764 0.92315743743954071 1.0000000180025095e-35 694.25000000000011 1.8356421061841091 45.000905990600593 24.882947859724585 0.12863616944840914 0.96927312352548278 0.89257710690566994 2.5000000000000004 25556.250000000004 2.5000000000000004 14.500000000000002 71.229092204068891 946.25000000000011 1.5000000000000002 0.33929354329348232 1085.2500000000002 0.39242476837866824 52.43429673936236 0.73530204534644061 57.090263366699226 14.00000047683716 1806.5000000000002 1058.2500000000002 967.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 8 5 11 -6 12 -4 -7 -11 29 -8 14 15 17 -17 -10 25 -20 -21 -22 -23 24 28 26 27 -19 -18 -3 right_child=1 4 3 -5 6 9 7 -9 13 10 -12 -13 -14 -15 -16 16 23 18 19 20 21 22 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0015988873794117221 -0.0010914177801672283 -0.005097041088312276 -0.00037362998223066502 0.0012886191245683671 -0.00058522812562379048 -0.0065714202810530919 -0.006320568892874124 -0.00074572605115223137 0.00084066951512704448 0.00038518105690956063 -0.0020776453175628028 -0.0019288593619323326 -0.0019085684135511972 0.0032374644493216457 -0.0018935532986410558 0.00012809620272242591 0.0037400353691431948 -0.012671422326997256 0.0020143445362311679 -0.00043468231466447426 -0.020187518102462283 -0.0065711845215066659 -0.0019639086510991276 -0.0022014234504494309 -0.011018433977681033 0.00053194693510854024 -0.013400197195338704 0.0038385273917470471 -0.017248041501581182 -0.00034943678200174434 leaf_count=14915 94913 696 56396 35304 30102 496 2804 3247 125553 128324 3719 9362 1567 2124 3616 225304 5029 142 1896 2976 154 2304 2326 875 159 61650 178 268 36 95968 internal_value=0 -0.00994931 0.00673203 0.00796197 -0.00476868 -0.00160523 -0.0247764 -0.0696456 0.00640954 0.00665159 0.00724267 -0.0119268 -0.108678 0.00835322 0.0080296 0.00846346 0.00429821 0.013345 0.00298167 -0.0481925 -0.0712543 -0.109378 -0.0976177 0.0545582 0.0721527 0.0109212 -0.123085 -0.0431043 0.0823501 -0.00879766 internal_count=912403 371198 541205 526290 276285 238565 37720 7618 490986 132539 132043 106026 4371 434590 432466 428850 231403 197447 71894 9656 7760 4784 4630 6099 5224 62238 588 410 5065 96664 shrinkage=0.0436048 Tree=72 num_leaves=31 num_cat=0 split_feature=16 33 16 9 9 16 5 26 26 21 28 13 13 22 28 19 19 10 14 28 14 0 14 5 12 28 0 15 16 19 split_gain=177.624 34.1325 28.0856 19.5512 11.0864 10.8009 14.7489 11.6574 10.8228 9.70397 21.0528 32.4509 14.1044 9.65922 9.30839 11.4406 9.25999 8.85655 7.96711 7.9404 7.68505 7.48937 7.5142 7.4544 9.93334 7.38153 7.19739 6.94293 9.16865 9.0059 threshold=202.28284869227198 2.5000000000000004 220.91418360716608 0.89076119815826138 0.94886642978457147 166.03199894999346 73.000766754150405 0.19992225492363511 1.3262630063477523 6.5000000000000009 967.25000000000011 45.292350140912951 112.61241514559013 626.75000000000011 1122.2500000000002 804.25000000000011 1278.2500000000002 0.54785185590667396 42.969116275425563 307.25000000000006 24.829309913920881 33.000000000000007 17.222545890293681 231.32812500000003 563.43860018001271 8154.5000000000009 26.000000000000004 0.25414828423051278 242.94376542683469 363.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 -1 -2 6 -5 -8 23 27 12 14 21 19 15 -12 -16 -9 -13 -6 25 -11 -23 24 -7 -21 -10 29 -29 -4 right_child=1 -3 9 5 13 8 7 17 26 10 11 18 -14 -15 16 -17 -18 -19 -20 20 -22 22 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.0025251774153888596 -0.00067703420506370568 -0.0011823322166391813 0.0077444247689454591 -0.0015835673469557032 -0.004310127993616404 -0.00064701239834320736 0.012798501143032073 -0.01228163766887924 0.00054206806659189643 0.00056773543344329936 -0.025710454337768262 -0.00014755067670822766 -0.020951928142971626 0.0004736335199372231 -0.024435735315743817 -0.0016554121759051446 0.00083652977647339928 0.0015074547471577097 -0.019731749224490426 8.1502577971231239e-05 -0.00094901324581278459 -0.0045137850165055783 -0.00013572907165530323 0.0065560503658646518 -0.014902417763231762 -0.016847715892853755 -0.0025200014514620123 0.00073715188616508035 0.0017076487270491888 -0.00048061322086371991 leaf_count=15725 35258 26321 259 56486 859 145156 170 92 1725 88629 51 1077 59 96797 199 143 32 2372 41 83467 16861 767 26468 273 93 49 9484 272490 19858 11142 internal_value=0 0.00819312 0.00961303 -0.023868 0.000810899 -0.0213879 -0.0329056 0.0402378 -0.0170434 0.0144881 0.00676977 -0.109268 0.0083143 0.00371964 -0.344479 -0.182988 -0.480103 0.0227636 -0.0198546 -0.00310949 -0.00229021 0.00856321 -0.00594029 -0.0147371 -0.0150474 0.00164133 -0.0469849 0.017473 0.0184171 -0.00673693 internal_count=912403 680827 654506 231576 233291 215851 59120 2634 156731 421215 117466 1543 115923 198033 425 194 231 2464 1118 101236 100377 115864 27235 145522 145249 83516 11209 303749 292348 11401 shrinkage=0.0436048 Tree=73 num_leaves=31 num_cat=0 split_feature=0 14 29 30 29 8 11 4 11 0 27 15 8 27 11 10 4 0 15 27 4 5 5 29 27 27 27 27 10 27 split_gain=54.8079 31.6806 22.9909 18.963 19.2825 14.721 14.3366 13.7906 10.3063 10.0398 8.46397 8.42382 12.4255 19.4837 8.53527 7.91995 10.616 7.88567 7.7948 7.04042 7.01909 7.32462 11.0991 8.43823 8.4554 8.52724 7.03848 6.72245 6.58131 6.57477 threshold=29.500000000000004 19.110090878069627 0.18277882548113764 1.0000000180025095e-35 1.8356421061841091 724.50000000000011 0.92315743743954071 45.000905990600593 0.68387333559594954 49.500000000000007 14.500000000000002 0.25414828423051278 5261.5000000000009 1.5000000000000002 0.82401486052086748 0.8692805572403024 26.870056152343754 48.000000000000007 0.61342247232082936 14.500000000000002 37.681623458862312 114.94102859497072 104.06848907470705 1.7977573471632879 5.5000000000000009 6.5000000000000009 8.5000000000000018 58.500000000000007 0.5807502706117218 20.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 27 -1 5 29 17 8 9 15 10 -6 12 13 -7 -13 -4 -17 -3 -16 -10 21 22 -15 24 -24 -26 -27 -2 -21 -5 right_child=1 3 6 4 7 11 -8 -9 19 -11 -12 14 -14 20 18 16 -18 -19 -20 28 -22 -23 23 -25 25 26 -28 -29 -30 -31 leaf_value=-0.0014821240408616067 -0.0011748292191609885 -0.00018845684547087377 0.0010064074863314811 -0.0003332418866409819 -0.00051897175392772344 -0.022417728810306403 0.0012646243020430605 -0.00087227691256777607 0.00043614503829450947 -0.0067675430550558271 -0.0051492950084711057 -2.8663210797173519e-05 0.0020290040814253695 -0.0018970556245689562 0.0010074537466799656 -0.00087045527468191991 0.00099225847650094676 -0.00089929468890025057 0.00012941682275501202 -0.00047710492465779744 -0.016405940714072684 0.00033966167620321148 -0.0022252814401516308 0.0017218623030225122 -0.030212902422860004 0.0020215389502604613 -0.016998099846276156 -0.015097605701848718 0.00015917661988542006 -0.0019030460425694361 leaf_count=12992 71711 105223 60670 32217 1546 97 32239 3818 144823 1978 1459 93446 1212 1211 40545 11644 11626 41328 36558 38315 68 1219 104 96 68 49 151 66 159903 6021 internal_value=0 -0.00801634 0.00749415 -0.00427178 -0.0230244 -0.001527 0.0086678 -0.0652265 0.00713248 -0.0998761 -0.0634587 0.00466964 -0.0391744 -0.0730875 0.00576864 0.0170645 0.00138015 -0.00891911 0.0135567 0.00470218 -0.0586642 -0.0512125 -0.0940495 -0.224837 -0.29305 -0.386967 -0.282957 -0.0272362 0.000829843 -0.013311 internal_count=912403 440191 472212 368414 47039 321375 459220 8801 426981 4983 3005 174824 4275 3063 170549 83940 23270 146551 77103 343041 2966 2898 1679 468 372 268 200 71777 198218 38238 shrinkage=0.0436048 Tree=74 num_leaves=31 num_cat=0 split_feature=0 20 14 6 27 22 20 19 27 17 27 28 17 18 14 15 4 27 6 21 13 28 22 27 22 27 28 27 27 19 split_gain=49.9871 30.4493 25.7661 14.0719 15.643 13.5484 13.5282 13.127 10.4411 16.5277 10.1873 9.87378 9.69211 9.12038 9.09489 8.34017 13.2146 16.0396 9.55814 8.23779 7.68817 10.628 8.8003 11.2148 7.65914 7.63981 7.4413 17.4131 10.4902 11.3519 threshold=33.000000000000007 0.56375239164556679 20.122246449263034 0.78571429285318184 44.500000000000007 280.25000000000006 1.1447407934250042 899.25000000000011 14.500000000000002 71.229092204068891 1.5000000000000002 307.25000000000006 53.847665840100298 2.5000000000000004 27.110043999732042 0.25414828423051278 43.003486633300788 1.5000000000000002 0.2439310698538262 2.5000000000000004 133.40427880202444 1168.2500000000002 2053.2500000000005 3.5000000000000004 502.25000000000006 37.500000000000007 463.25000000000006 31.500000000000004 38.500000000000007 423.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -2 15 14 10 -6 -1 -7 12 -3 13 26 -12 -5 16 17 18 -4 -11 22 -22 -19 -24 -17 -14 27 -10 29 -29 right_child=2 5 3 4 6 8 -8 -9 9 19 11 -13 25 -15 -16 24 -18 20 -20 -21 21 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.00033083679838822602 -0.0011039243429425041 0.0074963373619080292 -0.021866582278641057 -0.0010005696529351567 -0.0030679298048362476 0.00061147222048756576 -0.018778112236234521 -0.0019587989070443306 -8.3495300432595115e-05 -0.013255642201845127 -0.0021613443302770283 -0.00093347789386376214 -0.00070208447491288274 -0.0090523172048455527 -0.00014496243146065759 -0.0010722224063089826 0.0026217034816464575 -0.0020922173918472599 -0.00029320379340493904 0.0025927948453535348 -0.0055605675365202872 0.0016011951536025802 0.0042187902309996491 -0.010664028174241114 0.00011733545372600917 0.0020975112350694429 0.00032781389899392058 -0.011352986477371513 -0.00086823297753302277 -0.0029035838853485115 leaf_count=30996 76360 233 129 50720 289 224817 163 13528 14409 63 926 5709 31558 603 44214 10905 1079 1400 56 6139 536 1487 116 566 182923 1969 208339 583 960 628 internal_value=0 0.0061222 -0.00894683 -0.00470357 -0.0146914 0.00836687 -0.200284 -0.0189307 0.00901197 0.00475508 -0.0338965 -0.0405219 0.00353088 -0.111891 -0.0138077 7.91308e-05 -0.0387992 -0.0636799 -0.35171 0.0557692 -0.0506993 -0.00679594 -0.0933584 -0.186508 0.00115605 -0.0123305 0.00589521 -0.0144942 -0.0979839 -0.159875 internal_count=912403 541460 370943 294583 95386 496936 452 44524 489465 264648 7471 7238 258446 1529 94934 199197 5369 4290 185 6202 4105 2023 2082 682 193828 33527 224919 16580 2171 1211 shrinkage=0.0436048 Tree=75 num_leaves=31 num_cat=0 split_feature=32 2 11 29 29 2 30 30 26 13 23 23 11 11 17 21 2 18 15 28 29 29 25 23 25 26 10 29 26 25 split_gain=34.5226 24.8316 17.5142 12.5384 10.9501 10.834 10.441 19.956 17.01 11.0609 15.168 9.69149 8.74695 8.4511 13.3365 8.02529 7.98662 7.57841 7.496 8.93483 7.63734 10.0094 10.6319 12.1568 8.76644 7.84681 6.94684 7.02549 6.84637 6.56715 threshold=1.5000000000000002 18.766312056737593 0.87608831014131805 0.12863616944840914 0.15887436988678175 50.140394088669957 2.5000000000000004 1.0000000180025095e-35 1.4024579022880015 26.267760968847266 0.31357983534322825 0.44279646187597371 0.92692500192500205 0.68132521461891271 55.8762848456768 1.5000000000000002 57.861904761904768 6.5000000000000009 0.25414828423051278 743.75000000000011 0.99793742945143715 1.1230972349162625 1695.7500000000002 1.0089216743561198 3476.7500000000005 0.30371626805796087 0.77272288632722697 0.85817037790892725 0.9538258201393095 713.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -3 -2 7 9 -9 10 -5 -11 13 -6 18 -7 -16 29 20 -20 25 22 -22 24 28 -15 -12 -28 -24 -4 right_child=5 4 17 6 12 15 -8 8 -10 11 26 -13 -14 14 16 -17 -18 -19 19 -21 21 -23 23 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.003416502068909285 -0.001218841231565409 -0.0046555446594619557 0.00012369552536243116 0.00096664597434083872 0.00074087296286034859 0.0014596746265534376 0.00082347842330455134 -0.00066319211469096316 -0.0036217704429240601 -0.0020450993058650415 -0.0011253039199600288 -6.6322485033112625e-05 0.0012226801319532028 -0.012540266444294769 -0.00045855452840076581 -0.00075967688263186791 -0.0026760745500440573 0.009865226109466595 0.00013118828068421173 0.0006893432038916176 0.0010990288701414402 -0.0010734023785144056 0.0041939138349790794 0.0036778998675442904 -0.006725873589656841 0.0034207465985190955 0.00058871731116042175 -0.0052711384252825356 -0.020825461707864371 0.00087466818452067749 leaf_count=2381 54541 829 68124 8969 68270 5452 16712 9436 6073 4788 54352 275297 21113 63 17763 7175 3738 160 158481 83138 254 3380 23 108 247 832 7274 411 217 32802 internal_value=0 0.00171344 -0.00293777 -0.00600858 0.00802972 -0.0218411 -0.00555921 -0.00667354 -0.0417777 -0.00512285 -0.0162705 -0.00229675 0.00829582 0.00705706 0.0045289 0.00455408 -0.0193574 0.0087789 0.00661034 0.007413 -0.0312386 -0.0489992 -0.14607 -0.219186 -0.286499 0.052683 -0.0218278 0.00631415 -0.422609 0.00843415 internal_count=912403 845235 486779 385693 358456 67168 383312 366600 15509 351091 71006 280085 357627 336514 268244 12627 21501 101086 246743 241619 5124 4229 849 595 487 895 62037 7685 240 100926 shrinkage=0.0436048 Tree=76 num_leaves=31 num_cat=0 split_feature=32 2 9 6 21 14 14 22 5 5 26 25 14 23 14 17 9 22 17 25 25 22 26 25 12 27 5 21 22 30 split_gain=31.438 22.3956 16.1326 22.7032 11.8473 11.2308 10.0516 9.65066 11.5588 9.53062 8.83535 8.19512 8.18488 11.7247 8.63417 7.59715 17.2365 13.5522 8.20236 7.35033 7.26851 6.71511 6.44387 7.58501 7.06416 6.43885 9.30079 6.4245 8.04419 6.25203 threshold=1.5000000000000002 18.766312056737593 0.94076480136574181 0.78932548782388257 14.500000000000002 24.066259944644781 5.62405398490717 563.75000000000011 18.997112274169925 308.42317199707037 0.75955241313143962 1042.7500000000002 19.901438160477749 0.99739521652455398 12.61674124128327 51.497881438148248 0.96429167262500604 5543.5000000000009 65.931698927103568 661.25000000000011 3067.7500000000005 3158.5000000000005 0.15759445870435509 1874.2500000000002 70.745689014324242 1.5000000000000002 24.206867218017582 9.5000000000000018 614.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 6 7 -1 -4 10 27 -2 11 -5 13 14 22 19 -17 18 21 -3 25 -18 -8 24 -24 26 -15 28 -9 -16 right_child=9 15 3 4 -6 -7 12 8 -10 -11 -12 -13 -14 20 29 16 17 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0016492430872313663 -0.00095696698144638484 0.00018401798169442139 -0.0045430216789633052 -0.0016741463032918103 -0.0048117880200469598 -0.00035572135582796397 -0.0018202884615325066 -0.00051516485431912329 -0.00027128653021218571 0.0047503882496450585 -0.00046778479545862015 0.0040282903296782789 0.00036462539266960174 0.0099127882682397261 -0.00017817116537674829 -0.00057192830087784312 0.00035797576815823625 0.0075047661244976374 0.0021577705888576717 0.00064583975747821507 -0.0083909813550637515 -0.0073182479867904401 0.0010707559051828621 -0.014647142199856213 0.0042153784223288131 -0.0010722780132910146 -0.0010604144898992589 -0.0021867637599363638 0.0033987926999076504 0.0026572180298898959 leaf_count=19975 66603 114171 851 21711 1193 35345 1326 1380 71468 561 40895 490 194642 251 57038 48582 35888 539 5240 153802 252 218 11740 56 1536 20482 354 685 3611 1518 internal_value=0 0.00162517 -0.0027918 -0.000730519 -0.0111183 -0.0188692 0.00433479 -0.0102741 -0.00277186 -0.0208531 -0.0194467 -0.0355073 0.00465413 -0.00297881 0.00303296 0.00762388 -0.00029963 0.0145662 0.0125124 0.0102988 -0.0236052 0.00714665 0.024738 0.0313505 0.0328996 -0.0215876 0.0800853 0.0406632 0.053127 -0.00240035 internal_count=912403 845239 486799 431479 141433 55320 290046 140240 77144 67164 63096 22201 289195 94553 73214 358440 90467 41885 41346 267973 21339 36106 14658 13332 13276 21087 605 5676 4991 58556 shrinkage=0.0436048 Tree=77 num_leaves=31 num_cat=0 split_feature=20 2 6 14 25 18 20 33 4 11 7 22 15 24 22 18 27 23 25 20 15 11 25 7 27 28 18 6 28 18 split_gain=34.8843 18.3629 11.7656 11.0111 12.1967 10.249 9.79271 9.21095 9.66574 15.13 8.19646 10.3319 14.7975 13.0537 11.6924 9.29659 8.4929 8.758 8.56056 8.03668 8.62993 7.86608 7.85262 7.68315 12.5585 20.9725 11.4455 7.54914 7.28483 7.2296 threshold=0.8231068432946379 21.132704402515724 0.8791946012202122 18.55196434654135 3983.2500000000005 6.5000000000000009 1.1905374590302136 2.5000000000000004 5.043994903564454 0.90478479853479865 -89.198673248291001 545.75000000000011 0.73088110361768188 2.5000000000000004 850.25000000000011 2.5000000000000004 36.500000000000007 0.5084897500872495 460.75000000000006 0.42504890758165875 0.37011902825226373 0.87059305294599432 15783.500000000002 -69.972682952880845 1.5000000000000002 307.25000000000006 1.5000000000000002 0.33929354329348232 1446.2500000000002 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 3 4 23 6 21 8 -1 10 19 12 16 -14 -13 -16 18 -18 27 20 -10 -5 -3 -2 -25 26 -26 -12 -15 -8 right_child=1 22 -4 5 -6 -7 29 -9 9 -11 11 14 13 28 15 -17 17 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=-0.0020831803630317132 0.00074392154243310747 0.00035184000557246433 -0.00057153928599740244 8.7071314723325492e-05 -0.0075320870239266443 0.0095045162085301196 -0.00043384822826567543 -0.0012951993412429665 -0.0056328634095221533 0.0011606534505325273 0.0077611527851944966 3.8366064540398387e-05 0.0098134101576454955 -0.0023380239542904356 -0.0008164292779280685 -0.0035420982945007216 -0.0047181852734258 0.0050424314263369501 -0.0012590463799407681 0.002307486895631693 0.00042776169531453612 0.00061950308629628065 0.0019709916076928774 0.006469851710274809 -0.00058292687733704687 -0.00064043832798314076 -0.0097588977243016507 0.00049621422285861842 0.019536504941530548 -0.0049307083726827239 leaf_count=6388 8052 306564 70542 206168 472 222 38473 28145 556 11543 289 54475 171 15986 19292 2714 214 954 11247 3793 2273 70904 5803 456 393 40226 755 4612 29 692 internal_value=0 0.00290261 -0.0012799 0.000994629 -0.0127406 0.00318013 0.00302935 -0.0132518 -0.00981011 -0.00791766 -0.0113364 -0.0133936 -0.028038 -0.0497756 -0.00697878 -0.0264325 -0.00771884 0.0746271 -0.013675 0.0228319 -0.0175065 0.00512152 0.00875866 -0.0112266 -0.0166717 -0.0184908 -0.151764 0.0212043 -0.0527101 -0.0117717 internal_count=912403 749722 437355 366813 50354 316459 316237 162681 134536 128148 116605 109983 33502 16186 76481 22006 17316 1168 16148 6622 2829 277072 312367 49882 41830 41374 1148 4901 16015 39165 shrinkage=0.0436048 Tree=78 num_leaves=31 num_cat=0 split_feature=20 2 9 6 21 9 14 7 28 21 21 14 7 26 11 24 22 7 11 26 29 21 28 14 14 5 21 7 7 27 split_gain=31.4695 19.1536 13.5739 18.8314 11.3731 10.3203 9.99204 9.78388 13.9246 24.3008 8.70915 13.1839 12.2334 8.84398 9.45969 9.27209 10.1332 8.59606 10.8932 9.65497 8.25368 8.12656 7.95058 7.91595 7.89622 7.7845 7.62639 7.49416 7.18312 6.95364 threshold=0.61729801175511134 24.831761006289309 0.95222992800762429 0.7692307759637762 14.500000000000002 0.96202699704887851 19.196888423634196 -5.1732552051544181 307.25000000000006 2.5000000000000004 1.5000000000000002 36.987214933381082 -69.972682952880845 1.0000783576241969 0.85556235550115611 2.5000000000000004 7853.5000000000009 -6.3683884143829337 0.83335960842604695 0.37634863930813728 0.05409978506425208 1.5000000000000002 6308.7500000000009 167.3068436313622 22.023807353286696 49.000003814697273 5.5000000000000009 -17.102727890014645 -63.385812759399407 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 24 6 17 23 7 -4 9 -9 12 27 -3 14 15 16 -13 -5 -19 -20 -14 -10 26 -1 25 -2 -16 -12 -17 -15 right_child=1 10 3 4 -6 -7 -8 8 21 -11 11 13 20 29 22 28 -18 18 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0012986616790623242 -0.00087332606788736859 -0.00066156462516805221 0.00068875877026674788 0.00023394503661670543 -0.0043038017357095813 -0.0003210089465277414 0.00038268227179502319 0.004041331064249469 -0.0030384593140433424 -0.0096548071508446073 0.00076458272269104457 -0.012249268299737976 -0.012488159387802409 -1.8701290030982838e-05 0.0015634040477065475 -0.0061568359002341609 0.00064967682973702211 -0.00094020142083494121 0.0030148065997673053 -0.00019567340523598384 0.0013635486230229653 -0.00031485538995782857 -0.010686862729576054 0.016419131905961559 -0.00027455291250780669 -0.0030858082932796859 -0.017018081672976231 0.00021375413582857075 -0.0014802382058689675 -0.0039468488780425087 leaf_count=42645 27321 7180 15774 40160 1372 42880 217821 360 2191 780 66537 394 82 18276 1802 786 164 56570 1837 58494 32212 42255 115 48 67323 3400 43 159643 3039 899 internal_value=0 0.00182501 -0.00172351 0.000659209 -0.00804875 -0.0183197 0.0056009 -0.00567085 -0.0130988 -0.122228 0.00835309 0.00618724 0.0221632 -0.0153597 -0.0477281 -0.0735527 -0.193974 -0.00725687 -0.011593 -0.00224559 0.030464 -0.0102997 0.0100214 -0.0293257 -0.0123587 -0.0256437 0.0259224 0.00861821 -0.0559854 -0.00465243 internal_count=912403 826830 535658 437614 158433 85573 279181 61360 45586 1140 291172 251698 39474 25518 6343 4383 558 157061 116901 60331 32294 44446 1960 42693 98044 30721 1845 226180 3825 19175 shrinkage=0.0436048 Tree=79 num_leaves=31 num_cat=0 split_feature=32 29 22 9 8 8 27 28 6 9 6 27 29 24 23 14 14 26 28 14 6 27 24 22 22 29 27 24 27 29 split_gain=25.251 19.2068 17.2056 19.4032 15.7677 14.6647 13.5311 12.354 11.4503 12.1066 14.0579 12.194 12.1658 11.1508 10.0393 22.5811 13.6057 10.5306 9.96111 9.58864 9.24448 9.20499 11.3206 10.5815 9.1703 11.7485 9.97423 8.7893 8.31668 8.28179 threshold=1.5000000000000002 0.12863616944840914 740.25000000000011 0.95657810714525793 245.50000000000003 720.50000000000011 6.5000000000000009 7158.0000000000009 0.77500001348699166 0.94628383237903868 0.5157992720178971 22.500000000000004 1.3140861334287484 25.500000000000004 0.94945601783354061 37.699036381067906 15.3906039804518 1.5625252219531884 307.25000000000006 34.107788211376665 0.37500001324547949 2.5000000000000004 3.5000000000000004 1322.2500000000002 563.75000000000011 0.87770173471612323 27.500000000000004 27.500000000000004 10.500000000000002 0.3803674913990624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 6 14 -5 21 -3 -7 9 10 -8 12 18 24 15 17 -16 -4 28 -15 -14 -6 -23 29 25 -10 -27 -13 -11 -24 right_child=-2 2 3 4 5 7 8 -9 13 11 -12 27 20 19 16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.003071009341801656 -0.00081574185205412185 -0.00089274601920748069 -0.00040085632399393753 0.0039342444805528752 -0.0072507944112815458 0.00068575272630094981 -0.0017587057005310103 0.0029173545596213268 -0.0010790078343951364 -0.0071839440700127962 1.2293926757428741e-05 -0.00027118345312002103 -0.0063100582711723471 -0.0026861225967076859 -0.0098766505247162972 -0.0055033079941860545 0.00012995125095767416 -0.010404651882753187 0.00059679982817685833 -0.021954928042304433 -0.00040937043701913197 0.0028499702048921634 -0.0029864492662754196 -0.003958916891424219 7.8386021205157386e-05 0.00012063319495930378 -0.0020271654548552776 0.0013449424068124243 0.00066038337311145987 -1.8836536658054686e-05 leaf_count=3702 67125 35745 20999 2697 355 141841 12920 4879 42953 576 25037 90363 518 2740 259 1863 103668 202 164284 50 19857 2170 1919 1518 83000 43066 4545 6886 464 26202 internal_value=0 0.00144312 0.00175928 0.00770186 0.0143333 0.0131891 -0.00168106 0.0174284 -0.000330181 0.00322713 -0.0135427 0.00547678 0.0102275 -0.0068033 -0.0017803 -0.0206542 0.0024083 -0.0113788 0.013069 -0.0695208 -0.0128285 -0.00614884 -0.00436167 -0.00946623 -0.00579513 -0.0127538 -0.00193552 -0.00359476 -0.0844899 -0.00507625 internal_count=912403 845278 841576 308572 181581 178884 533004 146720 497259 320905 37957 282948 185699 176354 126991 23064 103927 21201 165324 2790 20375 32164 31809 29639 173564 90564 47611 97249 1040 28121 shrinkage=0.0436048 Tree=80 num_leaves=31 num_cat=0 split_feature=16 16 23 27 16 16 26 30 7 22 23 30 5 5 24 27 31 1 11 1 22 13 7 7 19 11 5 15 16 23 split_gain=134.454 22.8621 14.9764 13.2084 10.4336 12.0025 17.7102 10.1925 12.8349 12.1188 11.4496 9.7087 9.66593 9.57846 10.0648 9.0633 9.49298 8.63927 8.51739 8.14389 7.7961 9.44063 7.65428 8.77504 7.56327 7.40617 7.02347 8.56953 18.5586 11.5434 threshold=202.28284869227198 222.04443799091419 1.2048900922029848 36.500000000000007 164.57116434736659 100.37287869264615 1.0621700090878174 1.0000000180025095e-35 -4.7636413574218741 246.25000000000003 1.7619015471167374 2.5000000000000004 100.87411117553712 78.002670288085952 3.5000000000000004 27.500000000000004 2.5000000000000004 623.50000000000011 0.63214694344557054 174.50000000000003 446.25000000000006 25.272500578083868 -1.0000000180025095e-35 -78.667022705078111 629.25000000000011 0.82783332783332797 231.32812500000003 0.25414828423051278 244.2290296893818 2.9741384196185288 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 3 4 5 6 13 8 -2 -10 -9 25 -12 -1 -15 16 22 -7 -8 -5 21 -17 23 -3 -19 -4 27 28 29 -25 right_child=1 15 11 19 -6 17 18 10 9 -11 12 -13 -14 14 -16 20 -18 24 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31 leaf_value=-0.0015094527945507007 0.00060420558688686074 0.00023375215310583253 -0.0025842822407860858 -0.0048602857652715334 -0.00065393219866181614 -0.001262080879631854 0.01144289154742276 -0.00043630176527929533 -0.004396843604079357 -7.5278568119185058e-05 -0.004814766546323259 0.0016722259814228302 0.001835799664188006 0.0054680974551021668 -0.006406304889932244 -0.0069426824572303798 -0.00062408018503089724 -0.008027735253140194 0.00063657310699808366 0.0019766570570623615 0.00012717258977689463 -0.00095468698429863072 0.00043752541826333111 0.00018120272733842418 -0.002416325882063552 -0.00014592464673347796 0.0028297892562843129 0.0010254435333116527 -0.013470145828632926 -0.011159043264740339 leaf_count=2935 69655 34880 17188 358 147415 43894 401 42133 1244 150612 2022 1278 523 811 163 609 11809 480 212 4436 52929 2813 181272 4145 9410 2747 3922 121716 213 178 internal_value=0 0.00706989 -0.0208184 -0.0182664 -0.0194756 -0.0307994 0.0186819 -0.000161937 0.0026171 -0.00253827 -0.0139402 -0.0461437 -0.0790754 -0.00610054 0.0798284 0.0117143 0.0135692 -0.0349596 0.176715 0.0336224 -7.42764e-05 -0.0463331 0.0145199 0.0194466 -0.0616599 -0.0515604 0.0232209 0.0219263 -0.020751 -0.00655279 internal_count=912403 680675 231728 210515 205721 58306 4522 266189 221511 151856 44678 21213 2545 3909 974 414486 358135 53784 613 4794 56351 3422 346326 165054 9890 19935 130174 126252 4536 4323 shrinkage=0.0436048 Tree=81 num_leaves=31 num_cat=0 split_feature=16 16 17 17 16 26 16 17 17 20 29 18 29 7 15 26 17 1 10 9 7 29 16 25 25 20 6 25 20 1 split_gain=122.266 19.4808 16.6495 16.2636 19.7892 15.6331 12.8214 13.009 12.6817 11.1744 10.5205 10.4284 10.0657 10.583 11.1502 13.1135 10.2208 9.67994 15.3688 13.233 10.9462 10.6899 9.59066 8.31368 8.15441 8.14344 11.9109 7.81197 7.78701 7.7276 threshold=203.50738500109006 222.04443799091419 50.221722156049928 83.630831660261094 147.12853182439622 1.158702754936997 216.10159425813012 54.340276874128158 36.490110183145568 0.52176141555055389 0.82808369814828964 3.5000000000000004 0.85817037790892725 -89.940933227539048 0.17954539324954705 3.2388384007807027 52.196460078596793 2438.5000000000005 0.5234203971772452 0.95222992800762429 -71.52144622802733 1.6763963136206708 173.58183691492496 987.25000000000011 260.50000000000006 0.29613052869274953 0.44361680701558598 15783.500000000002 0.92349877146921466 550.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 4 29 8 7 -4 25 -3 -2 12 16 14 15 -14 -11 19 -19 -5 -20 -21 -10 -13 -15 -6 -27 -26 -9 -1 right_child=1 9 6 17 5 -7 -8 28 22 11 -12 23 13 24 -16 -17 -18 18 20 21 -22 -23 -24 -25 27 26 -28 -29 -30 -31 leaf_value=-0.0016394289058566768 0.00016501718161626811 -0.0007236743176041666 -0.0004651598640503272 -0.0022229553981597582 -0.0010952629938509714 -0.0017988445014604881 0.00066350274986052714 -0.00042191707093222006 -0.0012904012855243013 0.0012249915338293194 -0.0011491786080981442 -0.0002477681616201586 -0.020582433528042593 -0.0072751782030472129 -0.0009350936712751557 0.0032398272791626867 -0.0026902460975805793 -0.011226209888275499 -0.0070181653011757153 0.0013736087116902841 0.0041386799515999977 -0.0092225301857681487 -0.00054750500222283238 -0.01316984908732434 0.00050699823809755517 0.0054804663335109747 0.00079283671311650638 0.0019477821313378045 0.00068165903793702336 -0.00343567673980679 leaf_count=15326 17684 13917 72003 3417 3269 25681 69678 16463 44968 54409 33566 26983 118 254 6270 70 1298 142 178 6774 2757 186 124582 95 303731 1206 7088 7328 46483 6479 internal_value=0 0.00702435 0.000163389 -0.0191961 -0.0211847 -0.0181634 0.00420031 -0.00148755 -0.0148894 0.01126 -0.0159549 0.0122278 0.0136017 0.0114281 -0.0286398 -0.268604 0.0260009 0.0145921 0.0638508 -1.41524e-05 0.079396 0.0250072 -0.0170746 -0.00672182 0.0122593 0.0171531 0.0338139 0.0124055 0.00901341 -0.0498375 internal_count=912403 670350 255877 242053 228599 206794 204627 134949 181113 414473 51250 400556 373478 317771 6458 188 55707 13454 3077 10377 2935 6960 169550 27078 311313 11563 8294 311059 62946 21805 shrinkage=0.0436048 Tree=82 num_leaves=31 num_cat=0 split_feature=16 16 9 27 32 27 18 18 23 15 1 15 16 16 26 6 29 32 7 1 7 7 1 9 1 8 29 6 27 29 split_gain=115.487 21.7461 15.1528 13.2706 12.6779 12.1129 9.67078 11.7722 9.58494 9.16424 12.3021 11.389 8.83327 12.3739 8.90834 9.40292 8.56743 8.48188 8.52295 8.31418 8.20611 8.69091 8.18298 8.11744 7.99621 7.88407 7.54289 7.19525 10.4606 10.1182 threshold=199.49593483992746 218.14398313027183 0.88128675142078128 36.500000000000007 2.5000000000000004 27.500000000000004 6.5000000000000009 3.5000000000000004 2.1481095853047014 0.69005623654861592 931.50000000000011 0.77604064773775094 100.37287869264615 147.12853182439622 1.158702754936997 0.86956521870451098 0.18277882548113764 1.5000000000000002 -4.3987052440643302 25643.500000000004 -1.0000000180025095e-35 -78.667022705078111 174.50000000000003 0.94146928292654841 25643.500000000004 413.50000000000006 1.3569365193173937 0.70454552894738998 36.500000000000007 0.73069100229438411 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 8 -1 12 5 16 7 27 17 -9 -11 -12 -4 -14 15 19 -3 18 23 -15 21 25 -5 -2 -16 -18 -23 28 -7 -29 right_child=1 4 3 22 -6 6 -8 9 -10 10 11 -13 13 14 24 -17 20 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 29 -30 -31 leaf_value=-0.0023582470635884986 -0.00066208701825987864 -0.0021035237644577887 0.0011758016496248322 -0.0050165667390975515 -0.0011915341479332453 6.8388417429990798e-05 0.0079261096769987268 -0.00054457665112772667 -0.0028734695068351095 -0.0025396306328432428 -0.00011865006419000552 -0.031523717302444382 -0.001976505725846386 -0.00051521918522217638 -0.0016579608693442359 -0.0013353930062823716 0.0018670249689072313 -0.00098883379156549625 -0.00019550736093647671 0.0078195104913321434 0.00037417422445177088 0.0011098576510341321 0.0021161933434744782 0.0006228097717128143 -0.025405168683397338 -2.9272561368506049e-05 0.00043283364542194092 0.0026400547102929102 0.0017615139126241968 -0.000862783826098524 leaf_count=12762 11212 2310 3963 331 9050 21553 285 13665 2344 3976 37 54 18466 119226 18434 32544 4726 17533 129062 228 214903 109080 4020 56254 27 35355 43875 1749 10232 15147 internal_value=0 0.00603948 -0.0206879 -0.0185272 0.00975239 0.0104559 -0.00204249 -0.0028313 -0.00229889 -0.0248912 -0.0665625 -0.430104 -0.0197591 -0.0207392 -0.0180755 -0.0155561 0.0124879 -0.00160247 0.000277686 -0.0114508 0.0128318 0.0175641 0.0360871 0.00938603 -0.0388189 0.00445644 0.0209989 0.005204 0.0140679 -0.0114709 internal_count=912403 702402 210001 197239 485997 476947 66698 66413 216405 17732 4067 91 192888 188925 170459 151998 410249 214061 196528 119454 407939 193036 4351 67466 18461 40081 152955 48681 31785 16896 shrinkage=0.0436048 Tree=83 num_leaves=31 num_cat=0 split_feature=16 33 7 17 28 11 16 17 16 17 7 29 11 14 29 29 8 29 8 29 14 29 24 28 7 15 22 13 24 14 split_gain=103.104 18.2414 16.4343 20.2107 19.6925 15.3744 14.7291 14.0241 15.4352 12.6268 11.213 10.306 10.7465 9.86656 11.4811 9.51943 9.15919 11.7751 11.5191 9.11072 9.27985 9.97837 8.72987 20.8547 9.45894 8.55024 13.7868 12.6081 17.4828 8.79502 threshold=202.28284869227198 2.5000000000000004 -1.0000000180025095e-35 59.652885789430108 307.25000000000006 0.8183873023967364 219.33662628391693 83.630831660261094 147.12853182439622 36.490110183145568 -78.667022705078111 0.18277882548113764 0.92692500192500205 17.62757423214207 1.0051679624903558 1.4973019400797773 451.50000000000006 0.15887436988678175 140.50000000000003 1.3569365193173937 22.128397097264802 2.6137313373458633 4.5000000000000009 860.75000000000011 -18.434947013854977 0.23976571106110312 2138.2500000000005 171.17131448942334 3.5000000000000004 24.230468749424663 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 10 4 13 -5 -7 8 -1 -10 16 -6 25 14 -4 -11 18 -18 -2 -12 21 -21 -9 24 -24 26 -13 28 -28 -29 right_child=1 -3 3 5 11 6 -8 22 9 15 19 12 -14 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 -26 -27 27 29 -30 -31 leaf_value=-0.0019782918395203457 -0.0026552673587682688 -0.00085560747438942193 -0.0035896808637195274 -0.00040846902791936122 -0.0026492086887150539 -0.0039048328680660028 -0.013555104847150813 0.0021332983272710467 0.00060436746777583995 -0.00077336197307948653 0.00088064486469874152 0.00043370624756017804 0.00094849131604191072 0.0030442131336483923 -0.013229143696102334 -0.0022003126793167186 -0.014738560087826614 -0.00018898748748309041 0.0018217601189033877 -0.0019985662068936001 0.00034544641321945584 -0.01716977956625285 0.0017152239999883095 -0.0044427230090803901 -0.002156488020318547 0.00014471035262303311 -0.019469054611225556 0.0091905790096000941 -0.0029792269339733593 -0.0042652551951593105 leaf_count=21828 1254 26295 629 2058 2432 1456 379 4539 12169 174957 161962 1478 33103 218 375 9365 106 47312 8496 1986 53921 86 5394 1775 1543 336137 245 111 244 550 internal_value=0 0.00620311 0.00724059 0.00297367 0.00371679 -0.0687082 -0.13526 -0.0182239 -0.0201411 -0.0173386 0.013125 0.00413056 0.0045549 -0.123021 -0.164892 -0.0193984 0.000659622 -0.00507999 0.0285736 0.0163946 0.00539861 -0.0602745 0.0133637 -0.00516308 0.0195859 0.00287446 -0.0539435 -0.136056 -0.257793 -0.0459961 internal_count=912403 680833 654538 379415 375522 3893 1835 231570 218319 196491 275123 374300 371868 1222 1004 184322 57168 47418 9750 217955 55993 2072 13251 8712 6937 338765 2628 1150 489 661 shrinkage=0.0436048 Tree=84 num_leaves=31 num_cat=0 split_feature=16 16 33 17 18 7 17 11 28 16 17 8 17 4 16 7 27 1 10 16 29 11 5 28 28 11 27 28 27 29 split_gain=96.6423 16.2096 14.3389 14.1919 12.6305 12.1441 24.8744 18.9372 13.6503 12.0753 11.6255 16.2111 10.8885 13.9627 10.8299 10.6968 9.74043 9.28002 11.4203 8.5443 10.0859 12.518 8.53476 8.43991 8.29663 8.16644 7.75191 11.7502 11.9933 10.8725 threshold=209.87880076626212 168.64276408924712 2.5000000000000004 46.486158532970499 6.5000000000000009 -1.0000000180025095e-35 58.386570521521662 0.82706233637824311 307.25000000000006 219.33662628391693 99.821608569765331 609.50000000000011 56.731498095844579 21.00000095367432 197.92956349206352 -78.747478485107408 33.500000000000007 2663.5000000000005 0.53628526785923336 100.37287869264615 1.7332787779596293 0.66182603128460693 36.111602783203132 1018.2500000000001 455.25000000000006 0.92692500192500205 26.500000000000004 459.25000000000006 32.500000000000007 0.7774236367545897 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 22 5 15 8 -8 -7 -9 11 -1 13 16 -14 23 -5 -12 -19 20 -13 -22 -3 -2 -18 26 -10 28 -28 -29 right_child=2 3 -4 12 -6 6 7 9 25 -11 17 19 14 -15 -16 -17 24 18 -20 -21 21 -23 -24 -25 -26 -27 27 29 -30 -31 leaf_value=-0.000962579210494301 0.00038544989472672766 0.0002214713275244366 -0.00074933675845440786 -0.0005243880412156035 0.008427677162249193 -0.0048623607103932742 -0.00044493538536344291 -0.0046855098109124796 0.00027610629837283526 -0.013590734340083885 -0.00036341230379933223 -0.0012849323475557046 -0.00057834822712975209 -0.0012779545162718388 0.00051318378718958452 0.00073241264783246258 -0.008159655771193583 -0.011573494939136179 0.0047174294747276196 -0.0029335510507930524 0.011476938268137435 -0.0076961051550000761 0.0025103767220679271 -0.00086260897038733164 0.0018168522786344262 0.00088443955352802972 -0.00040580033144239447 0.0014335746873824643 -0.0058634436693819321 -0.00036072373645853578 leaf_count=51546 34704 15581 22908 79140 369 1002 1319 793 236025 456 3660 2068 40255 60159 30286 198082 164 87 1374 14250 262 86 3866 14652 4721 33108 1678 7345 1408 51049 internal_value=0 -0.0144169 0.00735565 -0.010354 0.00832159 0.00820425 0.00427234 -0.0937678 0.00503155 -0.182015 -0.0273911 -0.0308409 -0.0126968 -0.0176776 -0.00251603 0.0135146 -0.00935095 0.0185614 0.0859385 -0.0579527 -0.00296298 0.154542 0.0155143 0.000342775 0.0339852 0.00538476 0.00372679 -0.0062748 -0.0664118 -0.00309669 internal_count=912403 307505 604898 234172 581990 581621 334183 2568 331615 1249 73333 68212 214725 144184 70541 247438 84025 5121 1461 16666 2416 348 19447 49356 4885 330613 297505 61480 3086 58394 shrinkage=0.0436048 Tree=85 num_leaves=31 num_cat=0 split_feature=16 16 23 32 24 25 18 5 10 23 8 30 33 25 22 15 0 26 8 25 18 5 20 20 16 23 24 22 15 8 split_gain=87.8814 20.0468 11.267 10.4239 9.16623 16.3933 12.6281 12.6145 9.79597 8.55348 7.42972 7.36922 7.35794 7.19828 15.4606 8.6844 7.31767 7.16764 7.11079 6.96862 21.1071 42.2369 32.7899 40.8754 17.3821 15.7147 10.7968 14.1455 12.0175 21.5681 threshold=198.46691449814128 218.14398313027183 1.258606580506801 2.5000000000000004 22.500000000000004 423.75000000000006 3.5000000000000004 26.998850822448734 0.71137961803653693 1.7976520336452426 615.50000000000011 2.5000000000000004 2.5000000000000004 649.25000000000011 622.75000000000011 0.65624100056208934 29.500000000000004 0.95967181120732215 140.50000000000003 1153.7500000000002 1.5000000000000002 47.00108718872071 0.83436396483574804 1.0991534433315933 233.28993689925895 0.81504846001882725 1.5000000000000002 53299.500000000007 0.29680067964233053 6384.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 9 -1 4 19 7 8 -6 10 12 -7 -4 18 14 16 -16 -8 -17 -2 -3 26 22 -22 24 -24 -26 28 -28 29 -21 right_child=1 3 11 -5 5 6 13 -9 -10 -11 -12 -13 -14 -15 15 17 -18 -19 -20 20 21 -23 23 -25 25 -27 27 -29 -30 -31 leaf_value=-0.00070799349470995938 -0.0021731533716830348 0.00054499038212961406 -0.0022008181295506929 -0.0010766972278509149 -0.012644400561781264 0.00075377007311881804 -0.00050514166533977727 -0.00058634096593781246 0.0013051032225007463 -0.0019000694420663814 -0.0034478158167033394 0.0020609457389127884 -0.0012216825466586591 0.0019896210375870585 -0.0061094169502676713 -0.00023906072700637457 -0.003656555958875081 -0.025068212847415741 1.5398187889388744e-05 -0.0077925312673825719 -0.0010178627192230167 3.7966894375818972e-05 -0.011528513821074404 -0.0027744069486194314 -0.0070471705990380589 -0.028829428355712616 0.00010769030831645544 -0.019097673835705136 0.0017249356247441086 0.00097184014215223971 leaf_count=187996 2862 360628 13839 9066 365 1508 4683 301 9618 4967 1705 817 10065 950 470 29 1999 93 205853 735 1294 7161 514 739 81 283 65714 73 16044 1951 internal_value=0 0.00529244 -0.0183185 0.00889846 0.00953697 -0.0105324 -0.0056464 -0.164999 0.0139602 -0.00254024 -0.0338456 -0.0450236 -0.00160862 -0.0362364 -0.0469282 -0.201817 -0.0332056 -0.439543 -0.000335107 0.0104946 0.00285495 -0.0404172 -0.141985 -0.236927 -0.382792 -0.549992 0.00801174 0.00198096 0.0291942 -0.0327132 internal_count=912403 709751 202652 486004 476938 21721 21055 666 12831 223747 3213 14656 218780 8224 7274 592 6682 122 208715 455217 94589 10072 2911 1617 878 364 84517 65787 18730 2686 shrinkage=0.0436048 Tree=86 num_leaves=31 num_cat=0 split_feature=16 16 9 32 23 13 27 20 20 11 6 28 29 11 27 6 28 11 11 6 1 29 23 13 22 28 27 1 22 23 split_gain=80.6675 14.9798 13.5356 13.1416 12.3348 12.2679 10.9905 10.7842 10.1824 9.90012 17.2979 9.82547 11.4918 9.88864 9.81412 23.309 9.26072 8.58338 13.0391 9.05154 8.36807 9.20082 9.63557 10.458 8.22564 7.8828 10.4363 11.7884 8.87441 7.65538 threshold=202.28284869227198 229.68605745582508 0.94076480136574181 1.5000000000000002 0.1210582024137981 68.791479348034656 36.500000000000007 1.1447407934250042 0.40981397048730844 0.73530204534644061 0.45588588398070934 2185.5000000000005 0.093234299271605592 0.61194737885524952 45.500000000000007 0.69696970066211617 512.75000000000011 0.6555573270975058 0.84880794492863465 0.58620689815540938 1641.5000000000002 1.8356421061841091 0.99106281399053331 187.36730987352669 2558.2500000000005 743.75000000000011 2.5000000000000004 599.50000000000011 11460.000000000002 1.8933453250629599 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 -2 6 -4 9 -8 10 11 -6 -13 -14 -9 -16 -17 20 19 -19 -7 -22 -23 -24 -12 29 27 -27 -28 -11 right_child=1 -3 5 -5 7 17 8 14 -10 25 24 12 13 -15 15 16 -18 18 -20 -21 21 22 23 -25 -26 26 28 -29 -30 -31 leaf_value=-0.0014023680406782453 -0.010518913080570439 0.00050687911520610606 -0.00064900728281201204 -0.00080069107598826491 -0.0019579671838226682 -0.0074784010941691533 -0.0051259273854514006 -0.00031793966623920263 0.002189918907498123 8.2725437577603368e-06 0.0010992708064101564 -0.016576448871381242 0.0034844910361500987 -0.0026290881527377026 0.00033048674350862257 0.0042340632239078347 -0.018401483848638853 -0.00044115496624302133 0.0042303936600530233 -0.0084225035203556436 0.0063913727325514702 -0.021412439140594586 0.0059757883381888989 -0.017819250378889769 -0.00077309891902976912 -0.011462944200500919 0.00065951140929992359 -0.0012419528944970669 -0.009062583944572775 -0.0033670443084783371 leaf_count=42903 206 250320 180396 29805 6604 110 397 59745 4072 196395 58579 67 1750 706 518 40 244 1024 882 367 1358 43 174 44 4829 235 66659 2466 179 1286 internal_value=0 0.00547345 -0.0161267 0.00189535 0.00340289 -0.0124844 -0.0136703 0.00352878 0.0353177 0.00571989 0.0160808 -0.0246226 0.0284607 0.0396077 -0.00876647 -0.118653 -0.348892 0.0422923 0.0019009 -0.0584097 0.095392 0.113526 -0.058431 0.0269035 0.0219397 0.0029075 0.0120649 -0.048876 0.0145276 -0.000313849 internal_count=912403 680633 231770 430313 400508 188867 184865 400302 4469 339755 72535 9127 2523 2456 60547 802 284 4002 2273 1391 1729 1619 261 218 63408 267220 69539 2701 66838 197681 shrinkage=0.0436048 Tree=87 num_leaves=31 num_cat=0 split_feature=16 16 17 4 30 26 5 17 17 26 5 27 18 29 18 22 14 21 4 5 22 6 33 21 22 0 26 27 5 27 split_gain=75.1477 16.1109 11.1807 17.8812 10.7597 11.0544 17.2801 9.58869 10.5273 9.74394 9.33769 9.25163 10.353 9.57553 8.97426 12.3214 17.7311 10.4214 9.74179 12.9676 8.8998 12.1486 8.54206 8.44666 9.14098 8.21223 8.0057 8.27712 7.94261 7.75496 threshold=212.91683535762488 178.03627819548873 99.821608569765331 21.00000095367432 1.0000000180025095e-35 1.4024579022880015 455.59069824218756 74.759439818084743 46.565118572316031 2.352858091181758 24.000001907348636 26.500000000000004 6.5000000000000009 0.18277882548113764 3.5000000000000004 655.75000000000011 31.285697541149464 7.5000000000000009 22.00000095367432 36.622966766357429 394.25000000000006 0.57894737095357685 2.5000000000000004 9.5000000000000018 532.25000000000011 24.000000000000004 0.48247133500093992 49.500000000000007 50.511888504028327 47.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 28 11 22 -7 8 -3 23 -9 13 14 -2 17 20 -17 -13 -19 29 21 -16 -6 -10 -25 -11 -26 -28 -1 -20 right_child=4 7 -4 -5 5 6 -8 10 9 25 -12 12 -14 -15 15 16 -18 18 19 -21 -22 -23 -24 24 26 -27 27 -29 -30 -31 leaf_value=-0.00063772381232958585 -0.0032421265528567757 0.00082485903998310716 0.00085626334133057243 -0.0020451787604797672 0.00050891660676176138 -0.0011268812982211281 -0.026305077322705095 -0.0032757416866616017 -0.00048768453134291872 0.0044980388615813499 0.0014191595304445968 -0.00071898262117533454 0.0076425465151682605 0.00047910226986879817 0.003026943732299532 0.001339364748221676 -0.018297748514801732 0.00106218062653735 -0.00099816542999524695 0.0012558314263335442 -0.0013156410275455732 -0.012575481227365216 -0.00062225448992605668 -0.00087494100583585118 -0.0025419453792852624 -0.0040740367445809486 0.001860038292161733 -0.0050028113986989656 -0.0036313559243241742 -0.0071766227458852291 leaf_count=67934 1319 13272 6039 26369 35150 15688 52 883 201909 236 9175 17189 332 412601 139 4949 89 26912 9870 6440 14572 299 19868 5792 960 2134 9755 346 1728 402 internal_value=0 -0.0115466 -0.0220989 -0.0247235 0.00715246 -0.00438224 -0.0277507 -0.00714078 -0.0084381 -0.0100799 0.0230936 0.00880092 -0.000959221 0.0107154 -0.00168278 -0.0200309 0.0227603 0.00436599 0.0125833 -0.00638012 -0.0343935 -0.174844 0.00230319 -0.00938897 0.0121188 -0.0738553 0.0289717 0.0372656 -0.0163281 -0.0284364 internal_count=912403 346532 102070 96031 565871 70758 15740 244462 234404 221132 10058 495113 81193 413920 80861 20048 5038 60813 43624 16712 15010 438 55018 218762 16853 2370 11061 10101 69662 10272 shrinkage=0.0436048 Tree=88 num_leaves=31 num_cat=0 split_feature=0 22 31 26 6 28 26 22 15 7 28 28 21 19 17 17 26 28 21 22 17 1 21 4 4 26 6 13 28 7 split_gain=31.8968 14.2899 12.5387 18.3907 9.41505 9.36366 10.8695 8.19462 8.07487 7.99444 8.16631 11.4234 9.28916 7.63575 7.60348 8.9668 8.28396 7.5441 13.0925 8.53699 8.15172 8.03779 7.1463 6.99471 7.77921 7.51154 6.98637 6.98492 9.11045 6.98434 threshold=29.500000000000004 522.75000000000011 1.5000000000000002 1.3912384099567914 0.25752021701214234 684.25000000000011 0.73137997694635237 280.25000000000006 0.4456927006371571 -1.0000000180025095e-35 798.75000000000011 377.25000000000006 1.5000000000000002 252.25000000000003 90.067227099494161 53.767622717222409 1.0529803533310866 849.25000000000011 3.5000000000000004 17646.000000000004 58.935802714758267 5192.5000000000009 9.5000000000000018 45.000905990600593 82.00455474853517 2.2198525159051479 0.83248868189683778 158.67344444790362 2274.2500000000005 -34.095834732055657 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 4 -4 27 8 -7 9 -6 -1 11 12 26 -14 15 -9 17 21 19 -19 -20 -17 -8 25 -25 -5 -11 28 -3 -18 right_child=1 2 3 23 5 6 22 14 -10 10 -12 -13 13 -15 -16 16 29 18 20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 leaf_value=0.00086786372074855239 -0.00080374690243720411 -0.00194703789315776 -0.00035054309310413956 -0.0021732007974397979 -0.0017318807985756037 -0.00056534230487501026 0.00029667997839965399 0.00032324635511000771 -0.00020826644548390595 0.0087263504578396558 -0.0083472267685759348 2.7073443162801801e-05 -0.0076197244380791836 -0.00079012939927996834 0.0018143700400713176 -0.00026156086996025692 0.0017755314667170716 -0.001233816395075695 -0.0022399903400656842 0.0051906098001144596 -0.0080900067014666212 -0.026046665873074335 0.0018683195530127016 0.0011837275695111558 -0.0028766151619274813 -0.005136934426466136 -0.0091980438854857242 0.0007970516284548858 -0.0078544744588910347 -0.00018965458857033113 leaf_count=2388 78447 3073 46366 5911 6993 29079 134840 398763 121985 158 380 2807 1088 436 5972 38373 6194 5598 958 423 859 23 5735 1951 1661 2243 56 1321 592 7730 internal_value=0 -0.00619746 -0.00354423 -0.0169991 -0.000968114 -0.000248574 0.00463379 0.00563507 -0.0066707 -0.0275794 -0.0506023 -0.038828 -0.102541 -0.129936 0.00615755 0.00569621 -0.00568426 -0.0121241 -0.0403965 -0.0179447 -0.114795 -0.00635266 0.00827426 -0.0523074 -0.0156736 -0.0685352 0.0925553 -0.0440644 -0.0665352 0.0156989 internal_count=912403 440197 361750 58132 303618 298632 169654 472206 128978 7313 4925 4545 1738 1524 464893 458921 60158 46234 7838 6021 1817 38396 140575 11766 3612 8154 214 4986 3665 13924 shrinkage=0.0436048 Tree=89 num_leaves=31 num_cat=0 split_feature=0 9 13 28 15 29 7 9 17 17 28 6 0 14 25 21 22 14 6 23 7 13 29 14 18 17 14 28 28 9 split_gain=27.6255 17.7749 16.0224 10.1241 9.57571 9.27175 8.73104 11.7081 17.7015 10.3639 7.93611 7.63343 6.62939 6.4094 6.39332 9.09047 6.83182 6.24771 9.64172 6.19136 8.98206 6.0842 5.96187 5.73062 5.68819 5.67692 5.59985 9.36337 8.64058 11.086 threshold=29.500000000000004 0.95596092598754578 39.710188087928294 798.75000000000011 0.4456927006371571 0.18277882548113764 -18.434947013854977 0.96116638546710786 65.931698927103568 53.767622717222409 668.25000000000011 0.8791946012202122 43.000000000000007 17.62757423214207 260.50000000000006 3.5000000000000004 246.25000000000003 21.594884808544389 0.68965517833030721 0.95506860050553566 -89.940933227539048 187.36730987352669 0.093234299271605592 23.248148367628229 1.5000000000000002 56.470215369462132 49.393362024171914 1085.2500000000002 1406.2500000000002 0.94682762072589544 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 11 4 21 25 7 -7 13 14 17 24 -13 -9 15 -8 -17 -4 -19 -5 -21 -2 -12 -22 -3 -1 27 -11 -29 -30 right_child=1 2 10 19 -6 6 9 8 -10 26 22 12 -14 -15 -16 16 -18 18 -20 20 23 -23 -24 -25 -26 -27 -28 28 29 -31 leaf_value=-0.00062595763520709538 -0.0025421177925242836 -0.00064402657322623104 -0.0015997400167381726 -0.0010371580296835627 -0.00087257716826476739 0.00020786185341496139 0.00043580802726881295 0.0018891597639524864 0.0034778201237480625 -0.00045554322553524032 -0.0078360591358269879 -0.00022487297318953106 -0.0011967709872117388 0.00057523941706866168 0.00024256307955761476 -0.0094243194616618949 0.0027507897336959838 0.0005119685679447017 -0.0020961001319459924 -0.003952396001217928 -0.0020940801833101751 0.0027325897789839283 0.00058969264274030602 0.00019123594160585017 -3.0390676183436197e-05 -0.0037486502491224693 0.002254485973702466 -0.0069869709729446575 -0.0049456820036144645 0.002233326932482408 leaf_count=11756 10462 36159 5648 17063 39564 76120 698 8456 5135 33612 160 24677 29058 42731 288175 447 109 15398 3267 1089 2211 433 78357 36993 139658 1222 1313 795 839 798 internal_value=0 -0.00575136 -0.00213226 -0.0169087 -0.0272401 0.00526046 0.00600537 0.0128545 0.023785 0.0032295 0.00824125 -0.00677917 -0.0172101 0.0181699 0.00525272 -0.0659951 -0.161392 -0.007546 0.00127209 -0.0078196 -0.00105852 -0.0534915 0.0131298 0.00142989 -0.00359118 -0.0210983 -0.0124458 -0.0147825 -0.0747016 -0.0331633 internal_count=912403 440197 332382 107815 50459 472206 459228 132442 56322 326786 102830 229552 53735 51187 289429 1254 556 24313 18665 57356 40293 10895 78517 39204 175817 12978 37357 36044 2432 1637 shrinkage=0.0436048 Tree=90 num_leaves=31 num_cat=0 split_feature=20 18 29 27 7 25 27 20 7 25 27 19 23 10 27 25 10 12 14 25 29 1 32 7 20 29 19 18 7 18 split_gain=15.1055 10.8491 10.2405 11.0442 10.1061 12.4553 13.215 11.4727 10.5392 9.90959 9.65175 14.0474 9.23506 8.86253 9.73167 9.95729 18.491 16.7361 17.5984 20.8769 11.1987 14.2077 8.84575 10.4517 15.6615 8.65926 7.78841 17.6626 9.0286 9.77217 threshold=0.84088413472249091 6.5000000000000009 0.093234299271605592 2.5000000000000004 -1.0000000180025095e-35 260.50000000000006 1.5000000000000002 1.1144239616962215 -78.747478485107408 1266.7500000000002 2.5000000000000004 632.25000000000011 0.83230291447682758 0.64391828353543457 6.5000000000000009 6818.7500000000009 0.98758711937218113 249.48885271170681 37.699036381067906 4269.7500000000009 0.99793742945143715 2333.5000000000005 1.5000000000000002 -87.74983978271483 0.31335369181768563 1.3140861334287484 1452.7500000000002 1.5000000000000002 -88.882156372070298 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 2 3 -2 7 6 -6 8 9 10 11 -4 -10 -7 15 17 -17 -15 19 20 -19 -22 23 24 -1 -14 27 -11 -29 -30 right_child=1 -3 4 -5 5 13 -8 -9 12 26 -12 -13 25 14 -16 16 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 28 29 -31 leaf_value=-0.0033140789873273586 -0.0074548885309492045 0.0077142480392650183 -0.0084778687829982959 -0.00020504818015937214 0.0079473959577653214 -0.00035259867405107372 -0.0049025844707667361 -0.00029542915108272586 -0.00029266993357186973 -0.0022055200975707773 0.00033065823558474388 0.0015320371524809697 0.00079510397157556904 -0.00039150940054501763 0.00018837068070209873 0.0016989408809774276 -0.015221111104862267 -0.0029391235294273076 -0.0020025557355209385 0.013229653596926039 -0.00064872258836231884 -0.018527994787553195 -0.00081264195420329625 -0.00026003701940893937 0.0022505256954497175 0.00012526941125096981 -0.00069034736058495665 0.0055669588163420802 -0.023445600974463739 0.00047701494640776053 leaf_count=1131 711 354 579 912 168 121555 1615 56169 23549 2254 34154 494 142273 28407 254528 4847 126 217 4738 73 107 402 57390 108176 6424 49450 11368 35 156 41 internal_value=0 0.00189146 0.00180761 -0.0775383 0.00198227 -0.00126444 -0.0846654 0.00620404 0.00896183 -0.00426171 0.00464917 -0.0887378 0.0119767 -0.000906113 0.00206814 -0.0126593 0.0291307 -0.0187818 -0.0690764 -0.206362 -0.257619 -0.338712 -0.00848575 -0.00345207 0.0325077 0.0142722 -0.0269197 -0.0776221 -0.340352 -0.423503 internal_count=912403 739282 738928 1623 737305 416783 1783 320522 264353 49081 35227 1073 215272 415000 293445 38917 4973 33944 5537 799 726 509 173121 115731 7555 191723 13854 2486 232 197 shrinkage=0.0436048 Tree=91 num_leaves=31 num_cat=0 split_feature=20 11 7 9 25 21 20 11 27 6 14 1 11 14 10 9 25 14 10 14 10 11 32 24 12 14 7 20 21 27 split_gain=13.5669 12.6998 14.3479 16.7748 14.0384 10.8516 10.1516 8.72601 12.5827 10.9814 12.6345 13.8492 12.3454 8.1841 7.93566 7.3021 7.25424 6.92284 6.87829 6.71178 6.32559 6.3031 6.22809 5.98774 6.87623 6.01008 7.18338 11.5985 11.8586 9.81475 threshold=0.61729801175511134 0.92692500192500205 -1.0000000180025095e-35 0.95301116359711979 260.50000000000006 3.5000000000000004 1.1447407934250042 0.82867718219280728 7.5000000000000009 0.43542485865415187 44.423142820201598 2810.5000000000005 0.69368004992718968 20.395964686000603 0.35932671390278564 0.96202699704887851 15783.500000000002 167.3068436313622 0.71137961803653693 21.079208233123687 0.98758711937218113 0.68132521461891271 1.5000000000000002 2.5000000000000004 53.227922061357866 5.62405398490717 -18.434947013854977 0.39544452319080248 10.500000000000002 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 2 3 6 5 -4 -2 8 9 10 11 12 -6 -8 -15 17 21 -1 -11 -14 -3 -5 23 24 -17 -25 -27 28 29 -28 right_child=1 20 4 16 7 -7 13 -9 -10 18 -12 -13 19 14 -16 22 -18 -19 -20 -21 -22 -23 -24 25 -26 26 27 -29 -30 -31 leaf_value=-0.00094303829950408884 7.0491444068030113e-06 0.00078388152388205031 -0.0010593701839970472 0.00089289282701647934 -0.007036203219065465 -0.0076877798612424025 -0.0037101900258752125 2.8376148521851411e-05 -0.00019118819348446232 -0.0015834473828360302 0.00089177583660354548 -0.011732142966068112 -0.0033631426396526667 -0.010084678669983723 -0.00067189052009362059 0.013272430864059612 0.0035679571639801442 0.015626095240642724 -0.00020729588447612068 0.0015364215719181477 0.0084267864051812743 0.00032176440489551652 -0.00081564249417682641 -0.0053459166953242062 0.0015463584675092666 0.0015925161690390423 -0.0066432945213643112 -0.00078705032425479952 -0.0054213283649508443 0.0024258778021213922 leaf_count=42711 119119 38686 1110 47888 1131 814 2000 263176 143993 12131 1192 419 1357 172 17232 141 1433 48 16033 874 207 157848 15542 367 292 6050 237 14445 437 5318 internal_value=0 0.00126975 0.000399005 0.0052255 -0.00337388 -0.0886071 -0.00329344 -0.00300143 -0.00842778 -0.0259971 -0.0693193 -0.0976205 -0.0762547 -0.0245039 -0.017542 -0.0119561 0.0109217 -0.0212004 -0.0183476 -0.0331093 0.0189098 0.0104278 -0.00272694 0.00637396 0.123032 0.00449294 0.00625391 -0.00270628 0.0342821 0.0467597 internal_count=912403 826815 787922 345692 442230 1924 138523 440306 177130 33137 4973 3781 3362 19404 17404 85588 207169 42759 28164 2231 38893 205736 42829 27287 433 26854 26487 20437 5992 5555 shrinkage=0.0436048 Tree=92 num_leaves=31 num_cat=0 split_feature=16 16 17 16 29 17 9 17 5 17 26 29 20 10 17 7 17 8 8 17 16 16 14 14 20 7 7 7 5 20 split_gain=63.3497 13.099 13.8371 15.7876 12.7302 11.6126 11.3079 16.2966 9.18487 8.42487 8.00476 7.34747 7.17231 6.93413 6.84096 35.7005 9.02866 20.4751 8.73699 7.88571 13.3564 11.7062 7.54484 6.7104 6.59645 6.53429 6.49526 14.3857 6.20972 6.08665 threshold=198.46691449814128 224.80530433799052 49.804592354965486 216.3153483062197 0.8104708551045946 54.340276874128158 0.95567609600269021 65.931698927103568 71.000812530517592 33.765837149588435 2.2198525159051479 2.0284920866914438 0.67198704787440844 0.76651583653436706 51.290291442244346 -17.102727890014645 53.610963865905291 1481.5000000000002 609.50000000000011 47.611552225906713 228.88444743029899 232.35123234721752 25.832432769605528 83.95029126851297 0.36492710603729872 -33.615655899047844 -80.580303192138658 -85.196174621582017 80.066158294677749 0.50975340762144017 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 4 5 -2 10 -1 9 11 -8 -4 -9 -7 24 19 26 -17 18 -18 20 -3 -21 -20 -6 -11 -23 27 -16 -26 -22 right_child=1 14 3 -5 23 12 7 8 -10 13 -12 -13 -14 -15 15 16 17 -19 22 21 29 25 -24 -25 28 -27 -28 -29 -30 -31 leaf_value=-0.0011621020269190403 0.00035512979823552394 -0.00033831883672114928 -0.00039840441867425953 0.000605834362349571 -0.00080518963981808848 -0.00095093283795410035 0.00073429738043050857 0.00095001358835180259 0.0054720010887879819 0.00073328092100422829 -0.0041499557229966429 -0.010046065753833561 0.00038914524600978457 -0.00020243599071188115 0.0026865552644918752 -0.0023293313854781156 -0.0031153999433827509 -0.00091874342747095422 -0.019274706083301195 0.0010670215522869716 -0.00074404605212749226 -7.5057790756095596e-05 -0.0096382880990712304 -0.0054374538353797732 -0.00099467197753993152 -0.0072332736467862731 0.0023972017116273732 -0.013935596100806542 -0.014477941969047054 0.00048772556065254159 leaf_count=63668 23392 48388 87213 94981 55907 8390 8486 9256 880 4380 1095 117 80036 38264 274 1208 165 528 306 41982 7865 469 312 601 77662 502 3176 155 65 252680 internal_value=0 0.00442943 9.41397e-05 0.00349591 -0.0114742 -0.00209214 -0.0156126 -0.0105606 0.02781 -0.0136137 -0.0102035 0.0186391 0.00600843 -0.0157606 0.00868728 -0.0244483 -0.115788 -0.173256 -0.27588 0.00926395 0.00749879 0.0219596 -0.330462 -0.0195955 -0.0209419 -0.0865915 0.0393753 -0.0761181 -0.0230696 0.0103324 internal_count=912403 709625 351615 271715 79900 176734 202778 139110 10253 128857 88308 9373 88426 120371 358010 6124 2519 1311 783 351886 308933 42953 618 56508 82107 971 3605 429 77727 260545 shrinkage=0.0436048 Tree=93 num_leaves=31 num_cat=0 split_feature=16 18 16 17 9 17 27 12 12 11 11 33 11 16 17 26 16 17 17 16 20 10 16 11 5 26 23 28 18 17 split_gain=55.8628 11.5003 11.4451 11.4188 10.7717 10.1868 10.8597 10.6245 15.509 14.0535 10.8852 9.29108 8.74589 8.38529 17.6097 12.1014 8.56521 10.5093 8.41218 14.0296 7.99508 7.34165 7.22903 7.16096 6.99092 6.97723 6.83674 6.80915 8.58821 10.7687 threshold=202.28284869227198 6.5000000000000009 230.59118171430606 45.444422222402615 0.88128675142078128 71.229092204068891 36.500000000000007 198.30508652763322 159.1604255869606 0.64318979336261961 0.77368851049191611 2.5000000000000004 0.80348810162819839 220.13122843775952 51.568355508507658 0.80852119216480933 213.93303437967117 54.340276874128158 47.838774223427698 225.65194732000575 0.40981397048730844 0.47420876613144786 182.80123456790128 0.76816467763576035 70.001785278320327 0.93584642509407667 0.22367006225240524 1101.2500000000002 1.5000000000000002 54.422191935076192 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 6 12 8 -7 -9 24 13 22 14 15 -5 17 -16 19 -15 -8 -11 25 26 -10 -6 -23 -20 -29 -30 right_child=1 -3 -4 11 5 7 20 9 10 21 -12 -13 -14 18 16 -17 -18 -19 27 -21 -22 23 -24 -25 -26 -27 -28 28 29 -31 leaf_value=-0.001777501245743177 -0.00067652522918674519 0.0076395869630463678 0.00044814636031210336 0.0003874542460587139 -0.00092768739695442133 0.00039244364834701499 -0.0042164423240118728 0.0050981365770188993 -0.0099555623818645064 -0.011617164525319232 0.0033014032652983524 -0.0008881079425842091 -0.00029698751417501454 -0.0010536751477678765 -0.00053181927625135393 -0.0010196276666067097 0.00067471948346869396 0.00036993061271795551 0.00074578948980852096 0.00037149335147697071 0.0019992945494541293 0.017835342506428899 -0.00051972623450088386 0.0033239818678516024 0.0013508649452415743 -0.0019703123218182358 -0.0051773043272247384 0.00016974075619309196 -0.0014154931295568306 -0.0095973729991428863 leaf_count=13506 35888 395 229083 15821 44935 12900 432 1940 595 111 210 16243 80717 17453 41851 43783 54694 59525 100346 53066 4411 26 53936 598 126 16754 439 10585 1659 375 internal_value=0 0.00461987 0.00452084 0.00159867 -0.0133586 -0.0116617 -0.013645 0.0118855 4.09074e-06 0.0646572 -0.124644 0.00307717 -0.0147989 0.0040312 -0.000196332 -0.0148181 0.00538779 -5.36251e-05 0.0090004 0.000430533 0.033135 -0.0217003 -0.0203753 0.00385364 -0.183 -0.0277688 -0.0892235 0.0143502 -0.00754315 -0.0670557 internal_count=912403 680767 680372 451289 231636 218130 201185 16945 13831 3114 931 415401 196342 399158 215674 59604 156070 101376 183484 70519 4843 1174 115625 1063 721 61689 465 112965 12619 2034 shrinkage=0.0436048 Tree=94 num_leaves=31 num_cat=0 split_feature=16 16 23 18 32 7 7 18 22 19 11 10 22 22 13 5 11 7 21 20 16 22 23 21 11 21 19 21 19 22 split_gain=52.1158 10.1095 10.956 9.85092 9.71341 10.0033 9.24381 7.8744 11.9409 8.07642 7.70256 10.532 8.3026 8.13436 11.7588 8.53417 7.54767 7.35866 7.37332 7.24547 7.15457 10.6635 10.5539 8.45601 7.47391 6.81821 8.09825 7.71978 7.16157 9.40674 threshold=206.898710072792 171.24472991751179 1.2389748532823803 6.5000000000000009 2.5000000000000004 -1.0000000180025095e-35 -78.667022705078111 3.5000000000000004 1013.2500000000001 739.25000000000011 0.90974079025549626 0.96595202996534246 280.25000000000006 2234.5000000000005 187.36730987352669 158.99998474121097 0.80131846384253325 -18.434947013854977 1.5000000000000002 0.9651306335918276 100.37287869264615 1789.2500000000002 0.96282696397456091 1.5000000000000002 0.65263424789153424 8.5000000000000018 293.25000000000006 13.500000000000002 650.25000000000011 659.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 16 4 5 6 -2 10 9 25 11 12 -7 -13 15 -15 20 -8 -19 -10 21 23 -23 -1 -24 -9 27 -27 -28 -30 right_child=3 -3 -4 -5 -6 7 17 8 19 -11 -12 13 -14 14 -16 -17 -18 18 -20 -21 -22 22 24 -25 -26 26 28 -29 29 -31 leaf_value=-0.0084872112334390994 -5.930022865429811e-05 -0.00033193837885196189 -0.0031376187099182331 0.0072812914878381419 -0.00098788237345463228 -0.0028464287131108857 0.00082273892033611965 0.00029290029615939705 -0.001305856956656777 0.0015081294759177731 0.00060994204927777471 -0.00057111046472145901 0.00010069141518751982 -0.0074979450840415747 -0.00057707412714191268 -0.025097904718145034 -0.00017818217013633659 0.001228452194073459 0.00015624526906406015 -0.02371301950059861 -0.0012362090836712262 0.00019279966611199066 0.0081989189756583297 -0.00027954629526709336 -0.0034642114403483108 0.0038880779647433982 -0.00077794267031527464 -0.012862988957695887 -0.0059965657421086199 -0.00074293529997667286 leaf_count=313 55877 194116 4000 375 12578 1830 107887 7933 46 3287 56801 1774 267234 647 590 57 25180 14170 87485 68 48033 1221 727 1005 122 70 16172 207 1237 1361 internal_value=0 -0.0115214 -0.0209356 0.00495385 0.00485851 0.00541246 0.0100683 0.00197329 -0.0134304 -0.0122137 0.00339601 0.00118519 0.0018495 -0.0570743 -0.117364 -0.204632 -0.0182714 0.0131158 0.00701077 -0.336466 -0.0252176 0.0191964 0.0639626 -0.0511116 0.149592 -0.0179154 -0.0281747 -0.197911 -0.0256698 -0.0744041 internal_count=912403 274717 80601 637686 637311 624733 265419 359314 30381 30267 328933 272132 269064 3068 1294 704 76601 209542 101655 114 51421 3388 2070 1318 849 26980 19047 277 18770 2598 shrinkage=0.0436048 Tree=95 num_leaves=31 num_cat=0 split_feature=16 0 14 26 25 0 26 16 5 1 16 15 5 0 1 29 25 21 13 14 1 11 5 16 24 1 16 21 24 11 split_gain=49.475 11.9238 12.3339 9.7844 9.45821 8.89753 8.79036 14.2651 9.01739 14.2586 9.20611 8.5891 8.56664 9.76875 8.55959 9.53491 8.32712 15.021 11.3007 8.29879 7.95782 6.82945 9.44617 8.86407 10.5664 7.94152 6.49846 7.60292 6.828 6.17945 threshold=197.92956349206352 29.500000000000004 19.110090878069627 1.6063477625516309 755.25000000000011 52.500000000000007 1.1212296171880469 100.37287869264615 231.32812500000003 19371.500000000004 155.24264884016719 0.25414828423051278 219.12879180908206 22.000000000000004 149.50000000000003 0.76234390724440482 873.25000000000011 8.5000000000000018 59.267902203966962 54.293054181704747 10510.500000000002 0.76540064991677903 37.159299850463874 231.22231800766286 8.5000000000000018 308.50000000000006 223.63107802203334 12.500000000000002 27.500000000000004 0.62041141815577916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 14 -3 4 -4 -5 8 29 9 10 -1 19 13 -9 -2 16 26 18 -18 20 -6 22 -17 24 25 -23 28 -28 -16 -8 right_child=1 2 3 5 11 -7 7 12 -10 -11 -12 -13 -14 -15 15 21 17 -19 -20 -21 -22 23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.0011112211433290304 -0.001098327672896957 -0.00086921742734060088 -7.4377093912833439e-05 -0.00042604298028675608 -0.0023137945789863004 -0.0028765169333983039 0.0072245962932148177 0.00063402171620869816 0.0048907240223439435 -0.020331853055422962 -0.00033892233793084674 0.0005341866329498558 -0.0097655629897359167 -0.0018519721210327044 0.00067829387296378899 0.00098541598374617904 -0.00055425949971796154 -0.012817904036157166 0.0019796734959241758 0.0028295610582185831 -0.017983853227415508 -0.0053777751087417331 0.00016376613143666689 0.00041135600729242679 -0.00040703805214726489 0.00063998138528058898 0.0020146152478834364 -0.0024342282568759724 0.0054596893269123802 -0.000103798873747289 leaf_count=37441 7800 29934 150744 27190 2813 3143 505 3524 589 69 135768 103264 240 20424 32418 49790 12330 172 4593 641 63 423 57131 102832 81447 29242 16144 765 578 386 internal_value=0 0.00394661 -0.000614966 0.00139399 0.0033949 -0.0155935 -0.0138868 -0.0313889 -0.0113623 -0.0117821 -0.0116011 0.0105955 -0.0359663 -0.0340823 0.0076104 0.00826998 0.0191203 7.23631e-05 0.00306078 -0.0380022 -0.0609349 0.00600432 0.0125304 0.00274286 -0.00344942 0.012709 0.0256452 0.0415858 0.0174763 0.0928746 internal_count=912403 713457 317792 287858 257525 30333 198946 25079 173867 173278 173209 106781 24188 23948 395665 387865 67000 17095 16923 3517 2876 320865 106921 213944 111112 29665 49905 16909 32996 891 shrinkage=0.0436048 Tree=96 num_leaves=31 num_cat=0 split_feature=16 16 4 16 22 16 1 24 6 22 20 12 29 30 4 1 15 24 12 20 1 29 0 24 6 0 15 15 8 20 split_gain=44.9007 11.4577 11.1801 6.91233 10.6186 9.24855 6.77377 6.76049 13.7702 10.2642 6.61093 9.40127 8.43756 7.41869 9.03319 6.49401 6.46849 6.3489 14.2287 8.52549 6.33957 6.06102 11.6918 7.21785 8.71221 8.02057 5.56727 5.45597 7.95045 5.35685 threshold=195.7761961950375 218.14398313027183 21.00000095367432 100.37287869264615 1633.2500000000002 151.47073861759071 134.50000000000003 22.500000000000004 0.65533447559831415 394.25000000000006 0.52176141555055389 36.503048327204944 0.85817037790892725 1.5000000000000002 17.999998092651371 236.50000000000003 0.4456927006371571 26.500000000000004 104.63351365237942 1.2232187544687547 659.50000000000011 2.0982322884419022 51.000000000000007 13.500000000000002 0.61764706465700359 29.500000000000004 0.37676410152795042 0.71716754596937604 14205.000000000002 1.1905374590302136 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 -1 4 -4 -5 -2 10 16 20 13 -12 -13 26 -15 -14 17 18 19 -9 -10 27 23 25 -25 -23 -3 -8 29 -29 right_child=1 7 3 5 -6 -7 21 8 9 -11 11 12 15 14 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31 leaf_value=-0.00035552180057948403 -0.0017119385533586632 -0.0021426417058776591 -0.002980433194271557 -0.0026032575947428547 0.0024747135679675362 -0.00097032366789349587 0.00015496189392626603 -0.0062713385234059024 -0.015086863120599363 -0.0017650995606790679 -0.014993822986129985 0.00077220321329712037 -0.0077783452343036293 -0.00030255159599735794 -0.002855824427652661 0.00026404652689078988 0.00073479886360616254 0.0009521507858719229 0.00039439776127086525 -0.023504593332624991 0.0043746588415820784 0.0035018119508959146 -0.004545336534119585 0.00020412704189435582 -0.012269016907372223 -0.0010662359754762421 0.0015717271076250122 -0.0001562267232344087 -0.01073158671641884 -0.0012699360884193107 leaf_count=118387 4820 944 957 7481 2331 55675 132899 729 173 6870 76 73101 191 8299 3860 373278 11816 1137 934 59 39 1150 1665 236 194 2005 4098 89823 138 9038 internal_value=0 0.00347416 -0.0139798 -0.0243613 0.0203406 -0.0266886 -0.00214761 0.0062754 -0.0109526 -0.0471671 0.00708349 0.00782435 0.0078842 -0.012154 -0.0255273 0.00596112 0.00652409 -0.0361575 -0.0744493 -0.173413 -0.263886 -0.0013933 -0.0349927 -0.00283217 -0.124374 0.0137329 0.0200963 -0.000632634 -0.00625259 -0.00591778 internal_count=912403 727572 184831 66444 3288 63156 241968 485604 21757 7082 463847 446646 446570 17201 12159 373469 14675 2859 1722 788 212 237148 5250 3585 430 3155 5042 231898 98999 98861 shrinkage=0.0436048 Tree=97 num_leaves=31 num_cat=0 split_feature=16 16 23 27 30 20 33 23 27 30 29 10 29 24 25 13 22 25 27 15 13 24 22 10 29 5 29 20 29 20 split_gain=41.4193 11.3308 8.46339 8.39745 7.52223 7.18568 6.97281 7.47668 7.49249 8.26927 9.19049 7.75447 7.54434 5.64065 9.25985 7.37319 6.95193 6.60475 16.1992 17.7988 15.8478 10.3485 10.6934 8.51901 10.7461 7.91639 6.30934 7.26035 6.09495 7.70464 threshold=195.20822758037227 224.47812414547448 1.3609894767704971 36.500000000000007 2.5000000000000004 0.42504890758165875 2.5000000000000004 1.278625016411276 14.500000000000002 1.0000000180025095e-35 1.4423418874045513 0.72796862197244916 1.5834778498308644 21.500000000000004 454.25000000000006 23.628419001147574 394.25000000000006 946.25000000000011 21.500000000000004 0.56269285127960689 50.342606215003492 1.5000000000000002 53299.500000000007 0.98758711937218113 0.97732327830130661 455.59069824218756 0.093234299271605592 0.99999216791979961 0.76234390724440482 0.68508750011567987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 3 -1 -4 -5 7 -2 -9 11 -11 12 -10 17 15 -15 -17 28 21 -20 -21 23 -23 26 -25 -24 27 -19 -3 -30 right_child=1 13 4 5 -6 -7 -8 8 9 10 -12 -13 -14 14 -16 16 -18 18 19 20 -22 22 25 24 -26 -27 -28 -29 29 -31 leaf_value=-0.00056752256522421595 9.2099861118515402e-05 0.0011712273826425938 -0.002211800278110384 -0.0036525575793501172 0.0032368589677371474 0.0023208903178132696 -0.00091439908392732482 0.00012323488246363985 -0.00096282990764622837 0.00025814189238718935 -0.0039368310582208405 8.0757596470207481e-05 -0.004139223488659239 -0.013342519011974046 -0.00011823745096121493 -0.010966048838860811 -0.0015765610514235852 -0.0019959692053651674 -0.00070085549302067735 -0.0069320148562931998 -0.025887694231148763 -6.1675186507677054e-05 -0.0028444093233363191 0.0036083808827636582 -0.015280867320244128 -0.028605476841466981 0.0012355183117845521 -0.024325789878027651 -0.0022355971013381759 0.00044067210941514873 leaf_count=168567 305624 22366 8421 437 511 3093 16057 19851 6628 1427 3265 12006 1810 135 18855 170 1270 102 605 284 119 85594 48 100 134 43 18162 38 2065 214616 internal_value=0 0.00333273 -0.013562 -0.0120043 -0.0435751 0.0362667 -0.000592782 0.000340444 -0.0116958 -0.0231645 -0.0610252 -0.0144752 -0.0377065 0.00727936 -0.00886468 -0.0825262 -0.0615767 0.00823738 0.00163578 -0.124525 -0.287339 0.00285598 -0.00177867 0.0242802 -0.165315 -0.344394 0.0267043 -0.184771 0.0111434 0.00952113 internal_count=912403 731374 181029 172097 8932 3530 366668 350611 44987 25136 4692 20444 8438 364706 20430 1575 1440 344276 105229 1008 403 104221 85685 18536 234 91 18302 140 239047 216681 shrinkage=0.0436048 Tree=98 num_leaves=31 num_cat=0 split_feature=0 9 22 21 21 17 9 18 17 29 15 7 9 1 14 4 14 22 1 14 1 15 21 15 1 23 21 19 15 22 split_gain=20.3608 9.64576 11.5348 8.59526 7.65198 6.97161 9.63239 6.41827 6.56755 8.18682 8.57345 8.87173 8.33205 5.85089 7.31717 5.58562 5.56345 8.52151 5.44508 5.44146 5.4083 7.19551 4.9856 5.18361 5.37317 4.98229 4.81837 6.1656 4.73285 4.63334 threshold=33.000000000000007 0.95442398920314486 596.25000000000011 16.500000000000004 1.5000000000000002 90.067227099494161 0.97074725459347311 6.5000000000000009 53.927300363552185 1.0764852272059973 0.4759941444458467 -11.309931755065916 0.96634822791531172 8282.0000000000018 77.004724970758602 23.166060447692875 28.628653177378951 1267.7500000000002 818.50000000000011 33.665957626471233 2663.5000000000005 0.85518882185634293 1.5000000000000002 0.71521951333532441 308.50000000000006 0.34381732918887986 3.5000000000000004 496.25000000000006 0.37011902825226373 5543.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 22 19 7 20 8 -1 12 -11 13 -10 14 -12 -13 17 -14 26 -2 -7 -22 -3 -24 -25 -20 27 -4 -19 -6 right_child=1 2 18 -5 29 6 -8 -9 9 10 11 15 16 -15 -16 -17 -18 28 25 -21 21 -23 23 24 -26 -27 -28 -29 -30 -31 leaf_value=0.00021235037463319714 -0.0010525924727650144 -0.001939188094985041 -0.0025033401473126922 -0.0054084397567640535 -0.00082261935576573221 -0.00015637648706583537 0.0046475327559273505 0.0066177572622605086 -0.00096146373844699482 -0.001592635657737408 0.001853285865768032 0.0017688449410578984 8.8022142836451073e-05 0.0074374427650273399 -0.014559259696816472 -0.0011027959846174233 0.0035014071147786243 0.0024228856433576732 0.0043793794914110023 0.00059153325450252777 0.003689385565326705 -0.010746696665175404 -5.7895670345265015e-05 -0.0019012989881628012 -0.00053593886187832621 0.00033259838531177584 5.5158979918023742e-05 -0.00038682615960539845 -0.0084427415819637395 -0.0030941204130357012 leaf_count=460691 5376 4197 2905 674 62961 3876 1498 292 31120 2799 7647 1864 24292 359 52 4167 883 98 583 13288 1352 69 44469 6219 46138 74389 81651 26396 343 1755 internal_value=0 -0.00566318 -0.00291781 -0.0114805 -0.0151334 0.0039539 0.0357833 0.00354934 0.00346834 -0.00530164 0.0140264 0.0240691 -0.0110548 0.0457784 0.0399597 -0.00493658 0.00230224 -0.000482331 0.00176581 0.00270515 0.0157611 0.0685339 -0.0107296 -0.00926697 -0.0160101 0.00834924 -0.00268271 -0.0136835 -0.138245 -0.020278 internal_count=912403 371001 287621 101697 83380 541402 6795 534607 534315 73624 16888 14089 56736 8058 7699 6031 25616 24733 185924 18664 5297 1421 101023 96826 52357 74972 110952 29301 441 64716 shrinkage=0.0436048 Tree=99 num_leaves=31 num_cat=0 split_feature=16 4 1 0 28 27 18 9 22 29 9 4 27 28 18 25 29 15 27 29 10 16 1 16 27 28 18 1 15 25 split_gain=36.5877 10.1992 9.95785 10.4868 10.9376 13.6386 9.62164 9.16425 9.06041 8.78693 13.7347 10.533 8.02817 7.89826 7.39181 7.36851 7.25904 8.39718 7.62889 7.78836 7.28518 7.18518 6.99158 7.95599 7.12893 7.69206 11.1041 8.07451 7.5092 7.03547 threshold=195.20822758037227 21.00000095367432 134.50000000000003 17.500000000000004 690.25000000000011 25.500000000000004 6.5000000000000009 0.96552356385063809 465.75000000000006 2.0982322884419022 0.89863325031133268 221.85328674316409 19.500000000000004 3187.2500000000005 4.5000000000000009 1302.7500000000002 0.78754375028012413 0.7229504238924811 44.500000000000007 1.3388179929748849 0.66309956099555145 217.02611537368574 399.50000000000006 230.29047936174797 13.500000000000002 967.25000000000011 1.5000000000000002 1034.5000000000002 0.13944226286541986 885.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 22 5 14 8 -3 -7 -6 11 12 -11 -9 -5 -14 20 -18 21 -20 -10 -19 29 24 25 -24 28 -28 -27 -4 right_child=2 7 3 4 9 6 -8 13 16 10 -12 -13 15 -15 -16 -17 17 18 19 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31 leaf_value=-0.00031048686749268539 -0.0011727957029471262 -0.0014306352263527889 0.0012272325398188782 4.2202815933601945e-06 0.00033527956729277364 -0.0024138326623366511 0.0078572398257770477 -0.00052392648689327957 0.0022045880232068626 -0.0016237030226514074 0.0002439865320841387 -0.014684269879923892 -0.0059657884785067972 0.0034239162491857202 0.0037401449244729044 -0.025423037709485324 -0.00041896314280576684 -0.0028646061015366688 -0.0039459918066379589 -0.01552908230581578 -0.00052692438621484701 -0.00066285784741133597 0.00092700152254851043 0.0005638617732415329 -0.00030455241015040505 -0.012153814849608533 -0.0083697407222437809 -0.00059876143327039066 0.00021019907359726784 -0.0018796077841225906 leaf_count=116412 10854 37826 25970 203239 222343 5731 247 25765 3290 5778 11069 128 380 1001 1012 41 32216 4401 701 131 4261 7836 22564 107662 53413 95 573 457 5543 1464 internal_value=0 -0.012712 0.00316761 0.00362047 0.00110997 -0.00334249 -0.0167607 -0.0227894 -0.0175914 0.00599564 -0.0156483 -0.0528138 -0.0469508 -0.00862942 0.000521287 -0.180271 -0.013495 -0.0182813 -0.0396611 -0.13232 0.0152095 -0.0333612 0.00941769 0.00726622 -0.000113541 0.0124409 -0.0173993 -0.112874 4.27957e-05 0.0243422 internal_count=912403 181004 731399 720545 502804 263065 58814 64592 58567 239739 17396 6327 6199 26766 204251 421 52836 45285 13069 832 7551 12237 217741 190307 82645 29232 6668 1030 5638 27434 shrinkage=0.0436048 Tree=100 num_leaves=31 num_cat=0 split_feature=18 9 14 5 11 20 11 29 25 29 22 9 5 8 11 28 30 28 25 19 11 11 5 5 8 20 8 21 11 5 split_gain=9.57473 8.80029 13.0629 8.87648 13.2711 8.56002 9.21839 14.3824 9.50266 15.093 10.8108 10.2322 22.7008 9.89634 9.44288 11.7253 8.80048 8.49965 15.5043 13.1798 11.3051 8.38362 8.08722 8.03205 7.49029 6.8585 6.78317 7.03462 6.76482 8.44261 threshold=6.5000000000000009 0.8699340803055382 83.95029126851297 308.42317199707037 0.82017694373201377 0.61729801175511134 0.68132521461891271 0.093234299271605592 3715.2500000000005 10.466330782838741 780.25000000000011 0.9851319536808133 123.00711059570314 83.500000000000014 0.78639309671023561 734.25000000000011 1.5000000000000002 3579.5000000000005 5026.5000000000009 2725.5000000000005 0.63961195809021909 0.94367702512380192 308.42317199707037 16.999626159667972 2613.5000000000005 1.2114556001321217 455.50000000000006 1.5000000000000002 0.60276868059476763 171.37768554687503 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 5 -5 16 7 -7 10 11 13 14 -13 -8 15 -10 -3 18 -9 24 -21 -15 -4 -12 -20 -1 -18 -28 29 -19 right_child=-2 2 22 4 -6 6 8 17 9 -11 23 12 -14 21 -16 -17 26 28 19 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=-0.00048291218496832446 0.0065592361004948932 -8.3020613845312649e-05 0.00084898270460048633 -0.01685129827504157 0.00052453701211070854 -0.0092535049388702273 -0.0067637124841238901 0.00041689607014372426 -0.021005750262019132 -0.023444484712692303 0.0058278463626796791 -0.0019535111641408595 -0.030288204460669887 -0.00010862866623897248 -6.022482826763245e-05 -0.0024516068214027694 -0.00061131824340170094 0.0043034614347563166 -0.008985795845156113 0.0018246082668168387 -0.01491835880105353 0.0011914599573985094 0.0035523813623171596 0.00029331216767954332 -0.031149860370007228 -0.0027142774400080168 8.6329058417106066e-05 -0.0028551869040619564 6.3147721245446244e-05 -0.0017890457265800912 leaf_count=35940 423 50277 10441 148 192 290 422 93767 66 58 500 204 73 484863 7489 3448 19676 2814 57 248 111 9618 2635 175271 59 2825 2073 6079 1825 511 internal_value=0 -6.05749e-05 0.000593934 0.000117049 -0.161429 0.000180931 0.00117831 0.0101608 -0.00013456 -0.0288433 0.000350772 -0.0262271 -0.216049 -0.00204192 -0.0214483 -0.0642152 -0.00980107 0.0108096 0.00864788 -0.171563 -0.0768765 -0.00191128 0.0319634 0.00708765 -0.464602 -0.0148039 -0.0240689 -0.0483245 0.0503685 0.0772194 internal_count=912403 911980 873215 860139 340 859799 781694 99682 682012 11338 670674 11280 277 494903 11003 3514 78105 99392 94242 475 359 494481 13076 175771 116 38765 27828 8152 5150 3325 shrinkage=0.0436048 Tree=101 num_leaves=31 num_cat=0 split_feature=11 7 22 30 20 20 23 7 8 14 23 4 14 1 14 14 23 7 4 14 1 1 27 27 15 27 15 4 4 11 split_gain=7.97325 10.2318 11.5584 7.13751 7.02301 7.29796 10.5165 7.6307 10.8688 15.5099 9.97377 6.89507 7.50201 9.99283 7.35379 6.87263 12.1205 15.9306 14.7256 11.4159 6.82727 6.6318 6.61806 6.79643 6.56911 7.62351 7.90619 11.2263 21.8749 7.98393 threshold=0.92692500192500205 -1.0000000180025095e-35 280.25000000000006 1.0000000180025095e-35 1.1144239616962215 0.7045217942092532 0.72944807363645048 -78.747478485107408 475.50000000000006 13.977477757747476 0.79293441136852605 49.00453186035157 22.078011233352225 1641.5000000000002 10.713321589028157 36.987214933381082 0.32880200964398121 -54.907119750976555 35.531171798706062 27.988326934482263 499.50000000000006 1401.5000000000002 1.5000000000000002 9.5000000000000018 0.76564952659355512 7.5000000000000009 0.26555473889013631 24.988644599914554 44.352190017700202 0.87406155944584107 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 22 -2 5 6 -1 8 -7 20 15 12 13 14 -6 19 -17 18 -18 -9 -10 -20 -3 -24 25 26 27 -4 29 -29 right_child=3 2 24 -5 11 7 -8 10 9 -11 -12 -13 -14 -15 -16 16 17 -19 21 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=-4.5914704153613511e-05 0.00077565001305967835 0.0066368649350825853 -0.00081876780776847838 -0.00073103666551215787 0.0099905936744117928 0.0011600667324264393 -0.0020673099977757872 -0.00050738217858799868 0.0014669030459692808 -0.0004273948658952149 0.00050841573423263998 -0.0044651685083167735 -1.1816194167894675e-05 -0.020205876329061904 -0.0013452562130233047 0.0070622731936154379 -0.025896490930206312 -0.0019010712447998081 0.016857690583793303 0.0025432924779330065 -0.014993886884009809 -0.0087269439840318985 -0.0035084107142287235 -0.00064591176238664816 -0.00037497650900011816 6.1898825805419444e-05 -0.00037018648649639942 -0.014110889628717533 0.0013738236959532403 -0.0038700449421536693 leaf_count=36104 40217 165 2402 7022 110 9243 5661 22883 63 40566 203758 750 44660 53 10064 202 107 1221 21 2597 200 233 3473 2889 151606 277690 47308 476 451 208 internal_value=0 -0.000689814 -0.00372259 0.0126519 0.00320971 0.00499787 -0.00733641 0.0068305 -0.00436093 -0.0113709 0.00925615 -0.0071669 -0.00586558 -0.0302965 -0.0280404 -0.0087063 -0.0687087 -0.0981621 -0.282714 -0.00450519 -0.253431 -0.151627 -0.045521 -0.0506491 -0.00315438 -0.000641709 -0.0118992 -0.0575039 -0.139462 -0.25219 internal_count=912403 865164 486668 47239 378496 322859 41765 281094 50072 40829 231022 55637 54887 10227 10174 27264 1784 1582 361 25480 263 254 6527 6362 480141 328535 50845 3537 1135 684 shrinkage=0.0436048 Tree=102 num_leaves=31 num_cat=0 split_feature=16 9 17 8 18 31 29 21 16 21 8 8 30 16 8 17 29 17 32 29 19 22 21 26 8 19 29 9 19 21 split_gain=32.8318 8.73905 12.6242 8.23736 7.98358 7.07754 7.75031 7.17112 7.00474 6.97824 7.29428 6.6724 6.0426 5.54009 7.03418 7.42103 6.19946 5.76022 7.18357 6.66311 5.52362 5.51528 9.61276 11.2192 15.652 17.4219 14.3722 12.4574 11.5322 9.01185 threshold=205.06130254154451 0.96552356385063809 68.273281074164871 4154.5000000000009 6.5000000000000009 2.5000000000000004 1.8356421061841091 6.5000000000000009 237.89511021515219 2.5000000000000004 1174.5000000000002 140.50000000000003 2.5000000000000004 177.00247524752479 585.50000000000011 78.760852775194721 1.0000790513833995 40.266263344610117 1.5000000000000002 2.0284920866914438 293.25000000000006 3158.5000000000005 1.5000000000000002 1.0050718548497739 2864.5000000000005 4021.5000000000005 1.0290803812220097 0.9686527296255546 920.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 3 9 5 8 -7 12 11 10 -3 -2 -8 14 -1 -16 -17 18 -15 -19 -4 -13 -23 24 28 26 27 -26 -24 -29 right_child=4 2 20 -5 -6 6 7 -9 -10 -11 -12 21 -14 17 15 16 -18 19 -20 -21 -22 22 23 -25 25 -27 -28 29 -30 -31 leaf_value=-0.00059668532868286544 -0.0016703619532305628 -0.0011072843076859382 0.011072879562364807 -0.010170979235624397 0.0063906025793516253 -0.00026410293058640882 -0.0039331607210193135 -0.010280426287955009 0.00058004065773455159 -0.00011448858165084944 0.0022685383294072858 0.00017012776449256382 -9.6435312266828112e-05 0.0049837075896369291 -0.0020314651341381226 -0.0014256126914550214 0.0017336143385731561 -0.00040316293783004679 -0.00053973570633002632 -0.002616052972894765 0.0014016721349447822 8.5320995307677276e-05 -0.010385053871331859 -0.00036351078499977644 -0.019550085326145397 -0.0028806583862082558 0.0026997315062523364 0.0063593764350163501 0.0011920426029567606 -0.015775882317072755 leaf_count=30815 3879 23324 114 160 391 19450 1558 213 75241 103874 1284 535136 1564 830 17491 2824 2030 62445 972 2699 7475 12684 194 3337 391 747 97 72 1044 68 internal_value=0 -0.00963932 -0.00415691 -0.00649502 0.003707 0.00362181 -0.0136937 -0.0582334 0.0042452 -0.00621264 -0.0213541 0.00302318 -0.0461213 -0.0158578 -0.0234794 -0.0369878 -0.00239393 -0.00980567 0.0459665 -0.0113484 0.0354766 0.00331268 -0.0135994 -0.0467614 -0.095833 -0.169272 -0.292037 -0.356695 -0.0142677 -0.100724 internal_count=912403 256337 136231 128642 656066 655675 22785 3335 632890 128482 24608 557649 3122 120106 53160 22345 4854 66946 1802 65144 7589 553770 18634 5950 2613 1375 628 531 1238 140 shrinkage=0.0436048 Tree=103 num_leaves=31 num_cat=0 split_feature=0 27 2 24 27 25 18 6 21 28 18 8 10 28 28 6 14 25 25 25 28 21 25 10 0 29 31 6 14 29 split_gain=16.6639 11.3805 8.46042 6.11178 5.93189 11.7595 22.5389 14.6841 16.856 10.6528 9.08249 11.3351 8.1391 8.26123 7.1439 6.9441 14.144 8.88523 7.85167 7.82985 7.77839 7.01537 6.687 5.85974 5.7732 7.65763 7.15215 6.9248 5.73806 9.91857 threshold=29.500000000000004 55.500000000000007 12.409673659673661 30.500000000000004 14.500000000000002 898.75000000000011 1.5000000000000002 0.33929354329348232 5.5000000000000009 1198.7500000000002 2.5000000000000004 901.50000000000011 0.74186612537667007 1267.5000000000002 979.25000000000011 0.62500000383763632 20.722204056047584 1373.2500000000002 1574.2500000000002 2676.2500000000005 2274.2500000000005 2.5000000000000004 595.25000000000011 0.39242476837866824 48.000000000000007 1.603852087917647 1.5000000000000002 0.8791946012202122 27.272308012815387 5.0966064628362515 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 24 4 5 22 28 -8 9 10 -9 -12 13 14 -10 -11 21 23 -19 20 -20 -17 -1 -18 -2 27 -27 -26 29 -7 right_child=1 -3 -4 -5 -6 6 7 8 12 15 11 -13 -14 -15 -16 16 17 18 19 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31 leaf_value=0.0002854822258169103 -0.00020761666024330847 -0.0089633441221003921 1.6327549806993588e-05 0.0024765875414023164 2.5757692241663369e-05 -0.00032007191175805177 0.0013835583091247221 6.1907612306144063e-05 -0.0049846721195195755 -0.0019611216754863549 -0.010865303443808746 -0.0010445407144323508 -0.0051195593780579722 -0.0073872116234872049 -0.029302984819508496 -0.0081834813366213274 -0.025329330413895432 0.0007958904956703786 -0.0064467933390250122 -0.00014214941068428497 -0.017412021964026424 0.0068448367075292296 0.00089674136780574642 -0.00991271008687576 -0.00033896499592863739 -0.00091023978971403882 -0.0040399440999251014 -0.0013923780033315899 0.00049107731368115833 -0.031041078483903934 leaf_count=69049 151090 281 208413 2197 249521 22675 2259 4342 30 2116 351 615 283 112 98 79 51 344 414 225 175 234 67095 580 60068 3366 2363 14786 49171 20 internal_value=0 -0.00437678 -0.00424833 0.00417559 0.00392953 0.00771091 -0.00158047 -0.0411212 -0.057498 -0.0479015 -0.0180913 -0.10579 -0.23229 -0.367754 -0.541302 -0.0854151 -0.126125 -0.160436 -0.108414 -0.161943 -0.222561 0.0699865 0.0134555 -0.255906 -0.00840697 -0.0152424 -0.050479 -0.0125456 0.0051914 -0.00796116 internal_count=912403 440367 440086 472036 469839 220318 84174 12308 10049 9526 5308 966 523 240 128 4218 2102 1789 1158 814 589 313 136144 631 231673 80583 5729 74854 71866 22695 shrinkage=0.0436048 Tree=104 num_leaves=31 num_cat=0 split_feature=0 27 22 27 22 17 20 18 14 20 27 20 26 27 11 19 19 1 15 19 17 26 14 6 14 1 22 27 15 11 split_gain=16.2393 9.72368 8.42288 6.39146 6.46442 6.3053 6.77079 6.26746 11.1381 6.48646 6.23915 7.60149 9.09369 6.66798 6.32277 6.0985 6.88612 6.38751 6.22284 5.93807 5.9264 5.89496 9.37099 5.75871 8.8713 6.53041 6.20027 6.21756 5.77543 5.88206 threshold=35.000000000000007 52.500000000000007 539.25000000000011 22.500000000000004 471.25000000000006 83.630831660261094 1.4328916797923299 2.5000000000000004 18.004926320575507 1.101773485639127 14.500000000000002 0.64163925653575937 0.70875471543741442 6.5000000000000009 0.87059305294599432 603.75000000000011 496.25000000000006 2663.5000000000005 0.84446468757222071 544.25000000000011 53.086445177565217 0.71450657092887593 11.781982210558263 0.28048780771467735 49.393362024171914 10510.500000000002 728.25000000000011 6.5000000000000009 0.17954539324954705 0.42985075634108411 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 19 -5 10 15 9 -9 23 11 12 -1 14 -13 16 -7 -17 -19 21 -10 22 -2 24 25 28 27 -25 -4 -30 right_child=1 -3 7 4 -6 6 -8 8 20 -11 -12 13 -14 -15 -16 17 -18 18 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 29 -31 leaf_value=-0.0001361326836305964 0.0015559520197826106 -0.0066286381065245479 -4.6853700804190361e-05 -0.0029013862313469309 -0.00083677674731975817 -6.2868280862155997e-05 -0.007201687251572342 -0.0016785168173012997 -2.874504964151876e-05 -0.00099567985077410044 -1.0526097886987009e-05 -0.00019338512155371183 -0.0027731826579498265 0.00051950056366036859 0.00075590435615752725 0.00011912950807652847 0.0056958318433571109 0.0036075198625916327 -0.0077815902104184315 -0.0013858119544904112 0.00072228770801436703 0.00011906272992695295 -0.0015292963318213821 -0.0018492872851544613 0.0032006411086040955 -0.017230467249078764 7.8239346229702143e-05 -0.00033479451189651435 0.0027400356294002585 -0.0028847794273227016 leaf_count=26674 2263 452 2966 4399 8370 598 176 5690 43293 20521 300730 58394 2742 161483 17291 5447 1162 1831 96 10541 37095 28934 10830 5847 777 51 105137 43494 382 4737 internal_value=0 -0.00544336 -0.00524578 -0.0154338 -0.0355018 0.00330455 0.0291178 -0.0027803 0.00426226 -0.0060765 0.00288094 0.0064032 -0.00875922 0.0082838 0.000538693 0.0328613 0.0857516 0.0202376 0.0697201 -0.0105592 0.00728861 -0.00523644 -0.0228424 -0.00397183 -0.0286874 -0.038437 -0.0025458 -0.0117938 -0.0361868 -0.0565312 internal_count=912403 335779 335327 65337 12769 576624 9310 269990 86078 183912 567314 266584 29416 237168 75685 9134 1760 7374 1927 52568 80388 42027 13093 163391 8913 8136 154478 49341 8085 5119 shrinkage=0.0436048 Tree=105 num_leaves=31 num_cat=0 split_feature=16 17 4 9 14 16 25 28 16 17 5 5 1 31 7 17 13 7 14 25 18 16 17 25 21 14 1 7 28 1 split_gain=29.3012 9.57322 19.525 10.5677 11.3016 8.35608 8.20283 7.34118 6.70865 7.78919 6.55057 6.27014 7.6369 6.06958 6.70372 27.3202 13.8163 9.34517 9.26065 8.05549 7.71763 7.43168 5.91865 6.35199 18.2211 14.6155 14.6383 7.84694 6.79613 5.8758 threshold=212.1321365259783 56.731498095844579 21.00000095367432 0.96634822791531172 30.878169660865371 151.47073861759071 793.75000000000011 1647.2500000000002 147.12853182439622 35.89900375270436 35.00000190734864 48.00000190734864 674.50000000000011 2.5000000000000004 -7.5946431159973136 58.386570521521662 77.994833950208559 -78.667022705078111 15.955878961204741 260.50000000000006 1.5000000000000002 225.80490466171184 53.003935668452264 921.25000000000011 2.5000000000000004 40.468481785760808 4459.5000000000009 -32.005384445190423 598.25000000000011 1796.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 -3 -5 -4 -7 -6 -1 10 -10 12 -11 14 17 19 18 -2 -17 20 -16 -20 -19 -24 28 29 27 -27 -25 -26 right_child=13 3 5 4 7 6 -8 -9 9 11 -12 -13 -14 -15 15 16 -18 22 21 -21 -22 -23 23 24 25 26 -28 -29 -30 -31 leaf_value=-0.0010481363464672625 -5.4472512484930825e-05 -0.00034930707892197348 -0.0025811355549759524 0.00040168884070264577 0.0015478793490290381 -0.0011597008667856474 -0.00024339635271201102 0.0060656570861952709 0.00077306536352319318 -0.00018650146792698822 0.0047790215526070864 -0.0023804803582006028 0.0015915892170045723 -0.00057431422403961111 0.0028691196721980922 0.0034635568149686078 0.0016602117298151618 0.00052724092412813339 -0.0058074888996611359 0.00015535975091806209 -0.0067515302739026648 -0.014192722402573138 0.0018602231826526368 -0.017179392576188321 -0.0033821773446872784 -0.010300128919340495 0.0058752959288422418 -0.026948004515418292 0.0024445983950489112 0.0034809714357687135 leaf_count=14947 50112 49225 5744 34650 1847 57287 27490 1086 8512 127093 854 2380 4765 19144 216 183 586 101060 1695 385121 596 228 13357 34 1043 114 62 102 2563 307 internal_value=0 -0.0074131 -0.0105649 0.00163004 0.0142572 -0.0222826 -0.0197817 0.0738605 -0.00387491 -0.00177632 0.0261057 -0.00372169 -0.0028035 0.00433684 0.00493817 0.00265286 -0.0977382 0.010201 -0.135528 0.00335312 -0.096144 -0.155985 0.0150374 0.0319709 -0.00182483 -0.0847684 -0.293566 -0.416505 0.0501706 -0.0417717 internal_count=912403 335880 249072 86808 37583 90521 84777 2933 158551 143604 9366 134238 131858 576523 557379 388625 2692 168754 2106 385933 812 1923 118642 17582 4225 1628 278 216 2597 1350 shrinkage=0.0436048 Tree=106 num_leaves=31 num_cat=0 split_feature=0 9 15 22 20 28 13 13 27 17 9 27 0 28 18 13 20 28 20 29 13 27 18 13 24 17 9 15 27 24 split_gain=14.4321 14.1869 11.0741 7.55538 8.07121 7.48312 8.12761 6.93967 6.87883 6.54925 6.76871 6.36651 9.21513 6.30439 20.3427 15.3666 11.2558 13.1628 34.4535 10.2788 9.16061 8.85292 8.40263 8.21517 7.0917 6.51393 7.40064 9.57879 7.39512 6.20755 threshold=22.000000000000004 0.95817550278594832 0.71134199911630513 566.25000000000011 0.83436396483574804 769.25000000000011 44.15850855026035 187.36730987352669 4.5000000000000009 90.067227099494161 0.96319231424676222 25.500000000000004 43.000000000000007 967.25000000000011 1.5000000000000002 62.479548008820508 0.87469940313139771 1122.2500000000002 1.0822295962321189 0.99999216791979961 48.703388857399084 14.500000000000002 3.5000000000000004 41.793173401819324 14.500000000000002 45.710740957862875 0.73199257212769619 0.88403905149559037 9.5000000000000018 30.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 5 -3 4 8 6 -2 -8 -4 13 -11 -6 -13 21 24 16 -16 22 19 20 23 -1 -18 -19 25 -15 27 -27 -28 -23 right_child=1 2 3 -5 11 -7 7 -9 -10 10 -12 12 -14 14 15 -17 17 18 -20 -21 -22 29 -24 -25 -26 26 28 -29 -30 -31 leaf_value=0.00061278066067777112 -0.00049830357334520136 0.00020480246559137049 0.0052784190571788852 -2.7835909141501242e-05 -0.00020023562268738361 -0.00019563670179937744 -0.0016200604116023501 0.0027660718806420247 -0.001715960819476662 0.00058360585061873979 0.0041973402952123198 -0.00057476221729872452 -0.0038859069098824504 0.00044537964816052019 -0.0014443487841487603 0.0004701005872261356 -0.0015337587814136828 -0.010596891280356706 -0.0023421080603737024 -0.024837103033432686 -0.0036646156489557619 7.5232715043193805e-05 -0.022903065306651822 -0.023370968145466589 -0.020708687662683106 -0.0042922895952850308 -2.9447825917745871e-05 -0.026231259903778524 -0.0032978402581057779 0.0027364582353048006 leaf_count=102557 53757 232695 273 115964 50795 85017 21947 708 12925 2622 1579 5457 2260 33411 2505 2652 1243 228 893 162 163 170809 36 165 31 382 7861 42 1581 1683 internal_value=0 -0.00297273 8.73517e-05 -0.00562784 -0.0136964 -0.0109413 -0.0181229 -0.0340097 -0.0360346 0.0053013 0.0445335 -0.00865782 -0.0354196 0.00479636 -0.00537449 -0.0515467 -0.0821848 -0.12471 -0.184843 -0.347935 -0.283351 0.00669539 -0.048968 -0.366016 0.0032047 0.00354718 -0.0190299 -0.148275 -0.013226 0.0023208 internal_count=912403 581798 420369 187674 71710 161429 76412 22655 13198 330605 4201 58512 7717 326404 51355 8047 5395 2890 1611 718 556 275049 1279 393 43308 43277 9866 424 9442 172492 shrinkage=0.0436048 Tree=107 num_leaves=31 num_cat=0 split_feature=16 16 24 18 4 5 20 22 20 28 8 21 28 4 5 0 21 16 8 9 13 26 4 21 26 8 32 26 0 13 split_gain=26.9701 8.24937 6.89831 12.8586 8.38506 11.8545 8.2304 7.18712 15.6519 6.93447 10.6345 6.79384 14.943 9.3926 11.0429 7.37525 6.51594 6.22527 9.74232 9.268 14.0292 7.13262 6.23541 8.19917 6.16933 7.13545 6.03213 5.64956 8.13509 6.49712 threshold=212.91683535762488 164.57116434736659 22.500000000000004 3.5000000000000004 22.910260200500492 35.957111358642585 0.88369191870076835 406.25000000000006 1.3088845717088644 438.25000000000006 443.50000000000006 10.500000000000002 606.25000000000011 18.623396873474125 30.91928863525391 33.000000000000007 18.500000000000004 100.37287869264615 624.50000000000011 0.94935017304550429 148.90766837443689 2.8387666999305634 39.001335144042976 1.5000000000000002 1.1174436934247296 692.50000000000011 2.5000000000000004 1.1498985076594497 22.000000000000004 39.05695813434469 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 17 26 4 9 -6 -7 8 16 10 -4 12 13 14 -9 -13 -5 19 -19 20 21 -1 23 -21 -15 -26 -2 29 -29 -3 right_child=2 27 3 7 5 6 -8 11 -10 -11 -12 15 -14 24 -16 -17 -18 18 -20 22 -22 -23 -24 -25 25 -27 -28 28 -30 -31 leaf_value=-0.0029718109750293659 0.00023857804217516156 -0.00022081947936038169 -0.016587327309194773 -0.0060434473765832867 -0.0037513743772628013 -0.021422755461641147 0.0012092881498263655 0.0021644033870148339 -0.023259865824151495 0.0010708290965851625 0.0015681012075335868 -0.00030936606415470221 9.049748099720551e-05 -0.0016681007384450144 -0.024858594486844906 -0.0033076418397038204 0.0070210553443366712 -0.00057105483185139418 -0.0019110800071923829 -0.0040096844302712487 0.0060927650610247928 0.010061320837738311 0.0070687890789014017 0.0030982985107992716 0.0012800152640374009 -0.022951192901467726 -0.0008045714225983475 0.00078083476868400468 -0.00086750161147742155 0.00038407294344290464 leaf_count=2097 530004 195644 108 344 2055 31 2115 37 90 10793 142 6275 549 208 129 2076 92 44205 13456 394 436 83 497 1423 35 68 10754 6615 40844 40804 internal_value=0 -0.00695973 0.00424271 -0.0119477 0.00627815 -0.031747 0.0202353 -0.0400033 -0.153749 0.0207438 -0.143907 -0.0336228 -0.110416 -0.239887 -0.431957 -0.0241881 -0.0753751 -0.0173516 -0.0202677 0.0167552 -0.0240234 -0.0567734 0.0628558 0.035707 -0.137367 -0.337515 0.00499562 -0.00466871 -0.0146257 -0.00267018 internal_count=912403 346498 565905 25147 15244 4201 2146 9903 526 11043 250 9377 1026 477 166 8351 436 62591 57661 4930 2616 2180 2314 1817 311 103 540758 283907 47459 236448 shrinkage=0.0436048 Tree=108 num_leaves=31 num_cat=0 split_feature=0 28 15 22 6 4 29 17 20 10 11 31 28 28 20 10 28 28 11 20 17 4 14 28 17 28 29 10 8 6 split_gain=12.4662 7.36375 6.36705 6.0767 5.57763 5.57176 5.50452 5.48296 5.7314 5.46553 12.0651 5.03318 4.94632 10.7562 8.79432 15.2775 15.1452 8.76293 7.20703 8.16082 5.38635 9.80085 9.1999 7.53705 5.43454 5.24418 5.04801 6.43842 7.73208 5.09044 threshold=33.000000000000007 741.25000000000011 0.4456927006371571 416.25000000000006 0.76666673865028467 26.800385475158695 0.57705350727410509 90.067227099494161 1.4328916797923299 0.96927312352548278 0.38367080994386532 2.5000000000000004 967.25000000000011 1372.2500000000002 1.0023659320708811 0.44902992106420753 1145.2500000000002 696.25000000000011 0.94709336064174787 1.1482323514568964 39.944196276986908 40.696435928344734 26.571548854507522 25556.250000000004 51.008621686760506 25556.250000000004 0.2366629027854264 0.89257710690566994 3167.5000000000005 0.7272727297657835 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 3 -2 5 -4 -3 12 -9 11 -11 -8 17 14 -14 16 -16 -1 -17 -20 -15 22 24 -23 -22 26 -24 28 29 -28 right_child=1 6 4 -5 -6 -7 9 8 -10 10 -12 -13 13 20 15 18 -18 -19 19 -21 21 23 25 -25 -26 -27 27 -29 -30 -31 leaf_value=5.5876050576953621e-05 0.0012154634436668402 -0.00053396963677358376 -1.9475486731281513e-05 -0.0014925823300371256 -0.00056321613188400183 -0.0011431591717652927 0.00028103116171662707 0.0015340241365678876 -0.0078901364014394744 0.0044791399203460589 -0.00215554582061722 -0.001136146545450314 -0.00061572096740753661 0.00053749556879212291 -0.0017372562441828067 -0.0016796852630625904 -0.022779309298275222 0.00049190366572762117 -0.023272944434625468 -0.0012524886358263739 8.2545182469668462e-07 -0.0016939902772172394 0.0051656739331628161 0.0034582505806377436 -0.0024415597173697398 -0.018350184266351044 -0.00091159663740497405 0.0023639130722435757 -0.023693383755480624 0.0018682875172125744 leaf_count=327960 1771 26183 112869 14274 84965 9064 112373 6668 125 598 4055 4976 24748 31376 120 2772 142 119596 64 64 5344 9333 591 573 2563 26 3299 3866 26 2019 internal_value=0 -0.00455308 -0.00818463 -0.0273749 -0.00669642 -0.00236225 0.000910568 0.00297162 0.0312031 0.00373404 -0.0298788 0.00506683 0.00261281 -0.00428995 -0.0204655 -0.0701259 -0.301383 0.0039535 -0.0492331 -0.281224 0.00335982 -0.00681887 0.00725484 -0.032014 -0.0181369 0.0276856 0.0288754 0.0231264 0.000638077 0.00329774 internal_count=912403 371128 222943 16045 206898 121933 148185 541275 6793 122002 4653 117349 534482 86926 27910 3162 262 447556 2900 128 59016 27640 17734 9906 7907 9827 9801 9210 5344 5318 shrinkage=0.0436048 Tree=109 num_leaves=31 num_cat=0 split_feature=0 22 27 19 30 26 27 5 6 13 5 22 5 19 26 27 19 13 10 21 27 6 19 11 26 26 21 30 21 22 split_gain=12.545 8.26184 10.1793 9.42879 7.47545 16.561 10.6413 10.0827 8.79155 6.92672 9.84286 7.89543 13.5611 12.4425 8.02884 7.9882 6.88435 6.79996 6.37621 5.88311 12.0974 12.9506 8.56954 5.799 6.31675 5.77481 5.69978 5.57373 5.44162 7.01013 threshold=22.000000000000004 522.75000000000011 25.500000000000004 538.25000000000011 1.0000000180025095e-35 1.3912384099567914 14.500000000000002 455.59069824218756 0.25752021701214234 171.17131448942334 164.36508941650393 2138.2500000000005 114.94102859497072 2401.5000000000005 0.31770512143935054 4.5000000000000009 4021.5000000000005 20.408724203881622 0.97684378610657774 9.5000000000000018 44.500000000000007 0.54150685619757188 520.25000000000011 0.78639309671023561 2.8387666999305634 0.22015109752237125 1.5000000000000002 2.5000000000000004 2.5000000000000004 873.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 17 8 -6 7 27 9 10 11 14 13 -13 -3 18 -17 -2 -14 20 22 -22 28 24 -16 -24 -15 -7 29 -10 right_child=1 4 -4 -5 5 6 -8 -9 19 -11 -12 12 15 26 23 16 -18 -19 -20 -21 21 -23 25 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.00021682314618820962 -0.0012589478301396593 -0.0047984724979626648 -0.0014897482171397566 -0.0012054828367935309 -0.00012102704679382545 -0.0016751593841265158 -0.003331329880022878 -0.020804842505088336 -0.0034739488610493943 0.0010907048556085932 -0.030138697499324227 -0.0054664149366259454 -0.0012175635633171007 -0.0017284037828239416 -0.0020028692744904746 0.0031344219147055497 -0.016868591656517457 5.9524974936014869e-05 -0.014085227642862649 0.00061379198769708539 -0.022444690913482272 -0.0012668396918733972 0.0024515287062226816 0.001158224654577164 -0.015733966084972337 7.1986185711349969e-05 -0.022087434380998881 0.00050764869415880669 -0.00044706185280918396 0.00066948957934703692 leaf_count=330641 8336 865 15639 17420 59601 5350 5256 48 2567 1492 24 388 160 31 708 501 35 69011 135 33564 94 132 1951 2138 70 320229 167 3807 30930 1113 internal_value=0 -0.0027415 -0.010528 -0.00662736 -0.000917662 -0.0101413 -0.0404993 -0.0200012 0.000801773 -0.0350773 -0.0522461 -0.049296 -0.112959 -0.229456 -0.0254371 -0.0308087 0.0419278 -0.00189365 -0.162967 0.00141853 0.000228543 -0.23106 0.000375047 -0.00033916 -0.0742651 0.00198134 -0.433436 -0.017605 -0.0145777 -0.0509298 internal_count=912403 581762 110406 94767 471356 74062 14461 9205 397294 6714 5222 5198 1417 586 3781 831 536 77347 295 390580 357016 226 356790 2916 778 322180 198 9157 34610 3680 shrinkage=0.0436048 Tree=110 num_leaves=31 num_cat=0 split_feature=0 27 25 23 6 6 26 12 11 27 25 22 27 12 27 25 18 6 25 22 6 26 20 20 22 18 26 22 22 6 split_gain=10.8045 9.65308 6.64655 6.70607 6.25832 6.25448 6.17425 9.57354 5.57717 5.50455 5.79878 4.89363 8.34932 5.22437 5.11865 10.8636 19.1501 12.4131 6.33604 15.0214 10.845 15.8528 14.8244 17.9943 19.0932 7.58286 9.09751 6.33643 6.12913 7.19202 threshold=33.000000000000007 52.500000000000007 775.25000000000011 1.4784544653290819 0.37500001324547949 0.78571429285318184 0.93276055266619318 156.7903679018718 0.84299758454106288 2.5000000000000004 710.75000000000011 280.25000000000006 1.5000000000000002 36.503048327204944 14.500000000000002 898.75000000000011 1.5000000000000002 0.33929354329348232 1177.2500000000002 480.25000000000006 0.62500000383763632 0.40252020389530635 1.1339322396994953 0.87469940313139771 1356.2500000000002 2.5000000000000004 0.88026794494527816 813.25000000000011 728.25000000000011 0.70833333606395843 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 5 -5 9 8 -8 -4 10 -2 12 -1 -14 15 28 -17 -18 25 -20 27 -22 23 -23 -25 -19 -27 -21 29 -13 right_child=1 -3 6 4 -6 -7 7 -9 -10 -11 -12 14 13 -15 -16 16 17 18 19 20 21 22 -24 24 -26 26 -28 -29 -30 -31 leaf_value=0.0070030720054297625 -0.0035963789038093185 -0.0060100353927311449 -0.00061713123571509559 -0.003939927599545567 -0.00088940058282486285 -0.00056084473962025459 0.00081245597791878297 -0.00013046513030571166 0.00036089513955204344 -4.5205598924829224e-05 0.0052022220056639626 0.00069094943705874201 -0.0053468730502501767 -0.00088232817048566556 1.6800439367692353e-05 0.00018256413222769512 0.0012139098971356433 -0.00034434450565573653 0.012949261071156638 -0.010860088060906501 -0.00037923527012645079 -0.0041630170261941447 -0.0031109792303378641 -0.02170969584969773 -0.0069215294425641416 -0.0084980485396872352 -0.0008991612334810703 -0.0011519183545468132 0.0009948201701982253 -8.2445514991178572e-06 leaf_count=244 1366 539 34386 1390 15973 76854 38405 43849 16361 141724 159 58542 535 7278 285319 83140 2550 4709 108 134 841 466 835 383 293 530 689 2777 38457 53567 internal_value=0 -0.00410147 -0.00390691 -0.00707684 -0.0259974 -0.00558428 0.00175283 0.00710453 -0.00692154 -0.00167974 -0.0614386 0.00290415 -0.0215568 -0.0272456 0.00327367 0.00659641 -0.00162987 -0.0354124 -0.0491218 -0.0725087 -0.0794739 -0.123695 -0.172614 -0.246659 -0.350879 -0.0260939 -0.096389 -0.0366659 0.0119209 0.0081841 internal_count=912403 371006 370467 237466 17363 220103 133001 82254 50747 143249 1525 541397 8057 7813 533340 248021 97455 14315 11765 5837 5729 2818 1977 1142 676 5928 1219 2911 150566 112109 shrinkage=0.0436048 Tree=111 num_leaves=31 num_cat=0 split_feature=16 18 7 28 4 11 4 26 18 7 21 13 20 7 15 18 24 19 21 4 28 21 6 24 1 20 28 6 16 10 split_gain=23.7175 7.78943 7.86378 12.8821 7.60099 8.26278 7.42124 7.8591 7.05763 6.49434 6.08095 10.2011 11.0005 9.32575 6.43609 6.0694 11.4973 14.145 10.5489 15.3209 8.90843 10.5407 7.47744 12.7225 8.54751 7.49737 7.29228 6.81554 8.52163 7.37109 threshold=198.46691449814128 6.5000000000000009 -1.0000000180025095e-35 307.25000000000006 21.00000095367432 0.90612446559651538 16.970562934875492 1.4505122105663908 2.5000000000000004 -78.667022705078111 1.5000000000000002 49.071882716879607 0.6263334666393553 -63.385812759399407 0.17954539324954705 3.5000000000000004 20.500000000000004 293.25000000000006 9.5000000000000018 23.971817016601566 706.25000000000011 10.500000000000002 0.77272727484539083 23.500000000000004 1292.5000000000002 1.2232187544687547 501.75000000000006 0.52399261471956293 220.72458577070407 0.75359942258261614 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 9 6 -1 -6 7 8 -4 -2 -11 13 -13 -12 -14 18 -17 -18 -5 -20 21 27 24 -24 -21 26 -25 28 -19 -29 right_child=1 -3 3 15 5 -7 -8 -9 -10 10 11 12 14 -15 -16 16 17 20 19 22 -22 -23 23 25 -26 -27 -28 29 -30 -31 leaf_value=-0.00021318850402538516 -0.00010417767440509639 0.0061999626967976403 -0.0014292735685251302 -2.0612817076609631e-05 -0.00080739802734741001 0.0043091388516881077 0.0031013859606277366 -0.019874231861537677 -0.0086158497860824076 0.0009638049373295411 0.0012384902174068001 -0.0040366316402341363 0.0033328511140447879 0.00033370744177210185 -0.00015955458309794564 0.00011736810150990421 -0.011687485598128726 9.0361633962923008e-05 0.001242571742805231 0.00083960576001998217 0.0025295513485300257 -0.0011786613824274119 -0.0011091180581609592 -0.017757483220698304 -0.01396394922474164 -0.014899540243748151 -0.0029648131138302822 -0.0071624624992020517 -0.012309170228981902 0.00024287646070795038 leaf_count=127490 64808 400 557 340002 74496 605 216 70 487 30441 26337 1380 1022 121980 54905 19438 256 144 27375 3065 1043 10754 2874 73 76 193 480 448 393 595 internal_value=0 0.00267691 0.00259824 -0.000258959 -0.00959032 -0.017571 -0.0985151 -0.131408 -0.109658 0.00647788 0.00891219 0.00695937 -0.00437188 0.0113376 -0.00219551 6.19584e-05 -0.0129235 -0.0351876 0.00120977 0.0179678 -0.0307316 -0.0382359 -0.0246614 -0.0556393 0.0110405 -0.172 -0.112775 -0.114503 -0.206036 -0.0673765 internal_count=912403 709812 709412 408539 202591 75101 1330 1114 1044 300873 236065 205624 57307 148317 55927 407209 33071 13633 374138 34136 13377 12334 6761 3620 3141 746 553 1580 537 1043 shrinkage=0.0436048 Tree=112 num_leaves=31 num_cat=0 split_feature=16 17 8 16 17 16 7 28 7 14 17 21 16 26 8 14 8 5 27 22 17 8 5 21 28 23 14 28 14 28 split_gain=21.5722 7.36279 9.15345 7.83754 11.8026 6.53543 8.11797 12.2757 9.48084 8.7577 8.75103 16.2608 13.553 7.67467 7.37565 12.9808 8.42034 7.14271 7.05976 17.6165 8.5835 11.753 8.42577 11.5105 12.953 8.72159 24.1218 8.92382 8.36868 7.942 threshold=192.75584311729855 99.821608569765331 471.50000000000006 169.9218139480258 34.90724617868787 237.44443866122967 -16.699242591857907 307.25000000000006 -76.156784057617173 17.752517269935602 62.597787342773834 1.5000000000000002 216.10159425813012 0.79916171592037044 475.50000000000006 13.330856506945283 140.50000000000003 58.199129104614265 22.500000000000004 1144.2500000000002 57.717826267111313 552.50000000000011 49.507179260253913 1.5000000000000002 610.25000000000011 1.2389748532823803 57.806607739106902 4445.5000000000009 65.711931680329741 3379.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -5 6 8 9 14 -8 -9 -12 13 -13 16 17 -2 -16 22 20 -20 -22 -10 24 28 26 27 -25 -24 -28 right_child=5 -3 3 4 -6 -7 7 10 18 -11 11 12 -14 -15 15 -17 -18 -19 19 -21 21 -23 23 25 -26 -27 29 -29 -30 -31 leaf_value=-0.0001980402273892181 -0.001300789913320772 0.00093121873548172006 -0.0014467271252020222 0.0042817700437593181 -0.00061995019272740096 0.00045809781124124131 -0.005542873210084235 -7.2574371186712469e-06 0.0008564100013472855 0.0036712539321235109 0.0052438345053456726 -0.0041521119333970055 -0.0071806398646957412 -0.0002048818221547805 0.0026756014116896152 -0.00038626075500407145 0.0011557500176096411 -0.017024369828304891 -0.00081070786660603739 -0.021857443731454887 -0.003452300460849371 0.0028189257015528877 -0.0027706621300332209 -0.001220583160162769 0.0017265642754180149 0.00031303872076428102 -0.0016017526030101272 -0.012793183881524181 -0.019848982869455592 -0.020867356307285343 leaf_count=84446 3338 7040 27444 953 46867 85660 1212 473219 82744 234 579 1357 947 3023 47 43881 12930 137 11781 72 704 2946 163 7089 6506 6654 54 129 82 165 internal_value=0 -0.0102937 -0.0116888 -0.0197079 -0.0119772 0.00228799 0.00122142 -0.000921533 0.0069612 -0.0929207 -0.000643879 -0.038899 -0.056198 -0.0327441 -0.00325158 -0.00996962 0.0149455 -0.275023 0.0121352 -0.00776702 -0.00546441 0.0369077 0.0151138 -0.00285636 0.0310956 -0.0191227 -0.0426553 -0.0327351 -0.194627 -0.369614 internal_count=912403 166750 159710 75264 47820 745653 659993 480571 179422 1446 479125 5906 5327 4380 60333 44065 16268 184 119089 15503 15431 3650 103586 20842 6751 14091 7437 7218 245 219 shrinkage=0.0436048 Tree=113 num_leaves=31 num_cat=0 split_feature=16 27 17 16 17 16 20 29 27 11 11 9 8 27 15 29 8 15 15 29 17 29 29 27 27 25 15 25 7 29 split_gain=19.616 8.00684 9.35702 10.1247 10.9602 9.71422 8.38023 8.39151 10.1479 8.16501 7.90078 10.657 9.57161 18.1971 10.501 8.63708 8.5332 8.42785 7.49222 6.45675 6.32192 7.05421 6.56441 10.6846 6.22113 19.8037 7.21342 7.07378 12.1473 10.3984 threshold=213.67208368048969 35.500000000000007 78.760852775194721 147.12853182439622 44.057572675566398 184.570487255812 0.42504890758165875 0.94340863952333676 52.500000000000007 0.89296742490290881 0.65263424789153424 0.95222992800762429 2613.5000000000005 16.500000000000004 0.39510838762015604 1.9681411372411561 1207.5000000000002 0.52691485762717305 0.42945991809825818 0.2366629027854264 56.731498095844579 0.63113880247474585 1.5286365936002702 6.5000000000000009 23.500000000000004 1042.7500000000002 0.55070424707750976 1153.7500000000002 -89.940933227539048 1.7046835824153799 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 19 -5 -6 -3 9 -9 -8 12 -12 13 15 16 -4 -15 -17 -10 -1 22 -22 -7 -24 27 -26 -27 -2 29 -29 right_child=24 6 10 4 5 20 7 8 18 -11 11 -13 -14 14 -16 17 -18 -19 -20 -21 21 -23 23 -25 25 26 -28 28 -30 -31 leaf_value=0.00026887021776577833 0.0003283903685838579 -0.0036691654244654487 -0.0014582204750626586 0.00044919922647763315 -0.000851018092014147 -0.00030753955595340897 0.0025972593254092414 1.610362527126729e-05 0.010672599451754819 -0.0027782628199343276 -0.0026833921784768511 0.00072233471592071815 0.0037657733490612764 0.0030497753201228586 0.003254817018840958 0.0075994679682984956 -0.020049969120089901 -0.020891753244367268 -0.014746896706078629 -0.0016478110957027501 -0.00093987215204937777 0.0003919195894651153 0.0017533988737949569 -0.0022557022250434076 -9.9219805152091117e-05 -0.0033869727064312475 -0.018547000181535201 -0.0015362876215095783 1.3950880759049557e-05 -0.0079812202119501109 leaf_count=4159 332883 711 2710 34320 63300 146862 6116 3253 26 589 2460 6027 2693 55 3306 26 68 82 145 17008 9076 45337 1537 7115 118968 100 148 3759 99019 545 internal_value=0 -0.00596299 -0.00680109 -0.00799823 -0.00654225 -0.008658 0.0207991 0.0281657 -0.0121125 0.0487342 0.0157797 -0.00607347 0.0365256 0.0150421 0.0639694 -0.0444937 -0.22293 -0.321817 -0.249558 -0.029153 -0.00538376 0.00389358 -0.00862983 -0.0353974 0.0035379 -0.00286389 -0.285154 0.00528752 -0.00194063 -0.0539479 internal_count=912403 356981 346141 328714 307547 273227 10840 10129 3424 6705 17427 8487 8940 6247 3429 2818 123 108 171 21167 209927 54413 155514 8652 555422 119216 248 436206 103323 4304 shrinkage=0.0436048 Tree=114 num_leaves=31 num_cat=0 split_feature=16 27 17 16 17 32 10 28 23 5 27 23 8 23 21 5 14 28 27 7 14 23 28 5 15 16 4 4 10 7 split_gain=18.1916 8.38331 8.00545 9.08191 12.5213 6.9671 8.25429 6.8943 6.34114 6.3313 12.5506 8.43404 7.50807 7.50257 9.77582 8.24557 7.37258 7.32188 13.5948 9.10952 7.50185 7.30917 7.95819 18.8514 8.03907 6.32294 7.8881 6.30775 6.1056 6.47326 threshold=211.59376640323384 35.500000000000007 78.760852775194721 151.47073861759071 39.462179377076914 1.5000000000000002 0.88211209185672224 6308.7500000000009 1.411730306157551 73.000766754150405 16.500000000000004 0.37409415533266827 907.50000000000011 0.87154204086658993 8.5000000000000018 58.199129104614265 26.571548854507522 938.75000000000011 7.5000000000000009 -11.674330711364744 29.388041924378022 0.20151924717796649 13144.500000000002 253.3379821777344 0.29680067964233053 184.570487255812 21.00000095367432 34.999996185302741 0.88894839762481348 -30.70627403259277 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 6 -5 -8 -3 10 11 12 -4 14 -12 -15 -17 -13 20 -20 -19 -11 -23 28 -25 26 -6 -22 -24 -30 right_child=-2 8 9 4 25 -7 7 -9 -10 21 13 17 -14 15 -16 16 -18 18 19 -21 27 22 23 24 -26 -27 -28 -29 29 -31 leaf_value=-0.0010971003008908187 0.00014687987184767504 0.0012260218068441088 4.6586166112725487e-05 0.00093331466897123233 -0.00038091205378384008 -0.00058885334558806367 0.0044580065837308168 -0.0091852489307122868 -0.0049898324331753129 0.018591433138627347 0.001491517395368265 -0.00054142417637046097 0.0074907954564556465 0.0030888421141927434 -0.0046000493003853895 -0.02023694480154669 0.0010968890777206975 -0.0053795179950415165 -0.012890643283171429 -0.0012513970095953824 0.0052834512183143265 0.0029558246297185899 -0.0042845477021003402 -0.019595783649767613 0.0071024837519686988 -0.00021071106147534417 -0.0013608355320968385 -0.0018706148383366807 -0.02191702532540438 -0.0028906395948546117 leaf_count=27984 583702 9211 939 9363 49269 4221 1996 73 323 51 1641 3463 355 3867 721 55 70 652 419 184 357 3008 225 23 317 186210 22869 682 102 51 internal_value=0 -0.00593263 -0.00680547 -0.00800009 -0.00624752 0.0212158 0.0340353 0.0911972 0.0232873 0.0141907 0.00400125 -0.0250455 0.0479042 0.0362343 -0.00843788 0.062666 -0.190117 -0.0414424 -0.0852594 -0.214174 -0.0392891 0.0503541 0.0452074 -0.0493863 0.121464 -0.00791149 -0.0158598 0.0134737 -0.203061 -0.357183 internal_count=912403 328701 319167 301985 274001 15653 11432 2069 9534 17182 13405 7051 1294 6354 2362 3992 125 5757 2294 603 1691 3777 3726 718 340 258348 72138 1039 378 153 shrinkage=0.0436048 Tree=115 num_leaves=31 num_cat=0 split_feature=16 27 20 26 27 20 29 28 16 27 28 21 0 28 8 8 27 16 27 21 24 18 4 26 18 21 28 8 0 24 split_gain=17.638 6.99851 7.79964 9.28843 11.6701 8.89068 6.97577 6.70083 5.94083 5.84424 11.7603 10.3698 9.16775 7.66556 9.57624 8.2291 7.99131 8.55791 7.01161 6.34369 8.70647 10.2625 9.97261 5.63942 5.5701 7.77031 6.11679 5.48439 5.43484 5.9814 threshold=213.67208368048969 35.500000000000007 0.40981397048730844 0.7942900042900044 49.500000000000007 1.0229305713432952 0.85817037790892725 455.25000000000006 161.65458299873811 27.500000000000004 602.25000000000011 7.5000000000000009 29.500000000000004 447.25000000000006 1481.5000000000002 418.50000000000006 32.500000000000007 234.7853294368465 58.500000000000007 10.500000000000002 22.500000000000004 3.5000000000000004 18.973662376403812 0.83543580470162759 3.5000000000000004 11.500000000000002 475.25000000000006 1904.5000000000002 33.000000000000007 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 28 7 6 -6 -5 -1 -2 12 -12 13 14 16 -15 -11 -18 24 20 -17 23 -23 -22 25 -14 -26 -13 -4 -30 right_child=9 2 3 4 5 -7 -8 -9 -10 10 11 27 18 15 -16 19 17 -19 -20 -21 21 22 -24 -25 26 -27 -28 -29 29 -31 leaf_value=-0.00069367422442252334 0.00020850602528109296 -0.0036527918494286462 0.0038671850642189734 -0.010224091325028058 -0.011877111013574996 -0.013606454065720988 0.0017959233884478382 0.00085563855184546335 -0.00019714434879003216 0.00050524018758542647 -0.00082431295083814824 0.00071880065382114145 -0.0022539760424095971 0.0022615754132247275 -0.027007950067525727 -0.00080136218973034007 -0.008088743808173985 0.00023208126281082806 -0.014753263755165469 0.00028186557528759064 -0.016623769896994378 -0.024415569078179974 -0.0066447906837720592 -0.0012792387946017926 -0.0085143088411531159 0.00077144290638792978 -0.0025846727162106547 -0.015856948728886246 0.0025804605421623017 -0.002693336948103124 leaf_count=54348 478657 685 2701 106 98 193 257 4969 291877 869 11721 30932 4122 2482 31 7347 670 362 80 10991 49 88 189 645 371 2653 3051 38 1201 620 internal_value=0 -0.0055256 0.0195067 0.02648 -0.000654741 -0.139292 -0.0453758 0.0143154 -0.00630862 0.00348322 -0.00462119 0.00642997 -0.0184972 -0.00768934 -0.0680595 -0.0023369 -0.059069 -0.118565 -0.0434457 -0.0093041 -0.0301394 -0.119133 -0.281858 -0.0541831 -0.0411321 -0.0245217 -0.074018 0.016018 0.0602215 0.0179998 internal_count=912403 357055 10830 10145 5623 548 355 5075 346225 555348 76691 42691 34000 23723 1932 21791 1901 1032 10277 19309 8318 971 277 694 10197 6775 3422 30970 4522 1821 shrinkage=0.0436048 Tree=116 num_leaves=31 num_cat=0 split_feature=18 9 14 5 21 27 5 4 4 12 4 29 21 27 4 27 27 21 33 29 4 29 29 27 12 24 29 4 14 30 split_gain=7.60601 7.10965 10.3798 7.52531 7.36414 11.998 6.90711 8.1104 7.7592 11.1501 6.73261 12.7837 7.62892 8.42992 7.88247 11.3223 8.27311 12.0595 6.28618 6.18612 6.52521 9.58967 7.9797 6.68108 9.01613 7.76597 7.70496 6.48912 6.18847 6.06826 threshold=6.5000000000000009 0.8699340803055382 83.95029126851297 308.42317199707037 1.5000000000000002 1.5000000000000002 308.42317199707037 183.43728637695315 221.85328674316409 863.35743110038061 221.85328674316409 1.7046835824153799 1.5000000000000002 22.500000000000004 55.002668380737312 7.5000000000000009 22.500000000000004 2.5000000000000004 2.5000000000000004 0.12863616944840914 12.855231285095217 0.2366629027854264 1.015205121135041 6.5000000000000009 72.988329701443519 13.500000000000002 0.88163843850793344 10.000961780548097 5.62405398490717 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 3 18 5 -5 7 -4 9 -9 12 -12 13 -1 29 -16 -17 -18 19 -3 22 -22 23 -21 25 26 28 -24 -25 -14 right_child=-2 2 6 4 -6 -7 -8 8 -10 -11 11 -13 14 -15 15 16 17 -19 -20 20 21 -23 27 24 -26 -27 -28 -29 -30 -31 leaf_value=0.00033961445390234281 0.0058681524793661741 -0.0010527418693817943 0.00098383355232438104 -0.012669899182462967 -0.019095112292017526 0.0057543617669593532 0.003227097856942274 -0.00053185709691562098 0.0016344312945061341 -0.019190214758916448 -0.00010490919772167799 -0.012235642717729726 -0.0011760525781491329 -0.025525210743855949 -0.0043667471775321494 0.0013068634624412686 -0.025542569185526148 -0.001493076607933054 -0.00067916016810110297 -0.00062587032981959161 0.0020094005650644928 -2.6449083857001237e-06 -0.0094271108299245968 -0.0036763311798363933 0.0028322314710944665 -0.00070882448041498659 -0.0063304665233401749 0.00061566599929712817 0.0013141499914497597 0.00042777827431031006 leaf_count=14107 419 10061 9983 131 70 138 2646 117 183 127 423 271 12620 24 2747 1474 55 142 25044 6101 4530 784239 271 485 4192 6081 263 223 18277 6959 internal_value=0 -0.000187336 0.000401402 -2.33901e-05 -0.148986 -0.0738003 0.0283859 0.0167898 -0.118172 -0.234914 -0.0134289 -0.111039 -0.0116522 0.00678104 -0.0225069 -0.0606605 0.00424709 -0.188222 3.53447e-05 0.000503709 0.0008044 0.000204347 0.0139909 0.0157523 0.0220214 0.0148532 0.0247966 -0.112227 0.0271792 -0.0138976 internal_count=912403 911984 873162 860106 339 269 13056 10410 427 244 38822 694 38128 14131 23997 4418 1671 197 859767 834723 824662 788769 35893 35399 29298 25106 19025 494 18762 19579 shrinkage=0.0436048 Tree=117 num_leaves=31 num_cat=0 split_feature=16 17 11 16 17 16 27 12 13 12 26 22 26 12 13 7 11 13 22 26 30 17 7 27 16 11 15 22 13 16 split_gain=15.5657 7.18501 10.8267 8.81694 8.95601 9.11141 8.77305 17.8222 13.8231 12.3585 7.67547 7.58981 6.95845 6.82537 7.68579 6.73807 6.15806 6.14285 7.00643 7.50767 6.1618 6.06889 6.04845 6.68819 9.03959 5.72409 6.08565 14.0126 17.4724 18.5825 threshold=216.78382492081124 71.229092204068891 0.6913546880213548 147.12853182439622 45.091248082177437 177.00247524752479 16.500000000000004 202.539105243401 63.777538990244409 159.1604255869606 2.352858091181758 1789.2500000000002 0.73137997694635237 241.18124086713195 289.88142893102957 -61.389539718627923 0.79099271543898297 42.44450513037706 3995.5000000000005 1.211778863169817 1.0000000180025095e-35 33.3032162672665 -56.865364074707024 1.5000000000000002 189.97456562416468 0.46431754519989821 0.25414828423051278 2138.2500000000005 171.17131448942334 242.94376542683469 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 6 13 17 16 7 9 15 11 -7 -3 -11 21 -15 -8 -6 -5 -19 -20 -21 -1 23 24 -9 -2 27 -27 29 -29 right_child=25 2 -4 4 5 10 8 22 -10 12 -12 -13 -14 14 -16 -17 -18 18 19 20 -22 -23 -24 -25 -26 26 -28 28 -30 -31 leaf_value=0.00020005316453234595 0.0013874670630988691 -0.0011849470972220624 -0.00062987844874976635 0.00020959107061360087 -0.0013321594674916572 -0.00016379394302448722 -0.002300578435633787 -0.024614382630599119 -0.011129146355530325 -0.00048341106904636297 -0.0023331608748332826 0.0045457129077612866 -0.0094341466029338426 -0.005479719693731698 0.012963323864262003 0.0032390271407761106 -0.00016413641480438599 0.0025352888441348819 0.00014470733379410441 -0.02004329189827907 -0.0026191232464202875 -0.0014528902398516373 0.0035911533243358101 0.00054284334558163882 0.0099125254321831315 0.00037163264587776273 0.0001711938778834467 -0.0033705382160097641 2.9135780958526483e-05 -0.013194284644533216 leaf_count=6114 7160 3430 9289 35732 23926 278199 451 46 138 244 3136 504 511 949 45 5619 13383 4303 697 70 86 13658 2836 810 21 8219 487414 2312 2666 435 internal_value=0 -0.0045706 0.012248 -0.00562753 -0.00447034 -0.0062582 0.0292194 0.0081557 0.0577273 -0.0328281 -0.00431089 -0.0103376 -0.150017 -0.0256625 -0.10652 0.0648423 -0.0209422 0.00946263 0.0417297 -0.0410651 -0.239369 -0.0215976 0.0599125 -0.0126668 -0.316307 0.00374439 0.0033432 -0.0174961 -0.0570028 -0.112973 internal_count=912403 404197 23899 380298 359532 318644 14610 8402 6208 4689 281335 3934 755 20766 994 6070 37309 40888 5156 853 156 19772 3713 877 67 508206 501046 13632 5413 2747 shrinkage=0.0436048 Tree=118 num_leaves=31 num_cat=0 split_feature=0 9 6 27 13 13 14 27 19 27 18 6 22 9 7 13 9 1 27 11 13 7 10 12 19 27 11 22 7 19 split_gain=8.36511 10.9042 9.24734 6.83511 7.80938 5.9703 9.12967 5.94759 6.89543 5.77502 8.01439 6.43644 7.17736 8.55446 5.4186 5.79522 10.698 5.38515 6.02378 11.6608 6.45297 11.5879 9.85445 5.0475 6.31917 5.03903 6.74195 7.47965 5.7393 5.66992 threshold=17.500000000000004 0.95657810714525793 0.83248868189683778 14.500000000000002 49.882132824325822 72.399115374689487 18.344281179452725 40.500000000000007 541.25000000000011 39.500000000000007 2.5000000000000004 0.22690211391083673 1789.2500000000002 0.92081924173136642 -89.940933227539048 171.17131448942334 0.93353788042779218 809.50000000000011 2.5000000000000004 0.63961195809021909 31.59676704460588 -87.38552093505858 0.887131305315084 122.92640687119287 582.75000000000011 22.500000000000004 0.7242493585743015 471.25000000000006 -14.912445068359373 603.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 17 14 -5 7 -7 8 -6 10 11 12 13 -8 15 -2 -17 18 19 -3 -21 22 -22 25 -25 28 -27 -28 -20 -29 right_child=1 2 -4 4 5 6 9 -9 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 23 20 21 -23 -24 24 -26 26 27 29 -30 -31 leaf_value=0.00020855653460291214 -0.0010934658193873187 -0.012672539136793972 -0.00031034536526202073 -0.00047968715993334859 -0.0096769938811464666 0.01340479800492294 -0.0017136487835114585 0.0041630558873929427 -0.0023397063527229259 -0.016669794958407418 0.004610323359817617 -0.00083253051500002001 0.0043253560734115024 -0.022820548207324039 -0.00011792172616183872 -0.0092009315268580059 0.0060471271122263933 0.00039564893579155825 0.00058736978987881992 0.00052215012552286595 -0.017814002865050652 -0.0015129236378780056 -0.0014533153159466752 0.007157842748111356 -0.0094620914324813794 -0.0020020384447165251 -0.0015204193766432405 0.00047345876278691556 3.1518267570727645e-05 -0.00037546203089847645 leaf_count=258081 3991 175 119117 46905 251 88 64 258 8187 43 504 4712 58 85 108855 413 111 105028 48227 2014 170 1446 119 55 208 3957 6807 27059 131961 33454 internal_value=0 -0.00194 0.000522076 -0.00870864 -0.0172294 -0.0377313 -0.0121191 -0.0540894 -0.0586624 -0.0172634 -0.014369 -0.0266743 -0.199259 -0.315435 -0.00411232 -0.0380584 -0.136932 0.00304501 0.000568352 -0.0383103 -0.0265326 -0.071232 -0.254037 0.0011744 -0.137289 0.00131922 -0.00579821 -0.00344029 0.00413466 9.49778e-05 internal_count=912403 654322 479797 174525 61155 14250 5554 8696 8438 5466 5423 4919 207 149 113370 4515 524 360680 255652 3924 3749 1735 289 251728 263 251465 71277 67320 180188 60513 shrinkage=0.0436048 Tree=119 num_leaves=31 num_cat=0 split_feature=0 9 7 21 28 6 4 4 8 6 4 6 8 4 15 26 27 26 28 5 5 5 5 22 27 15 7 28 15 4 split_gain=7.73002 9.4783 8.78712 7.53523 9.64794 9.12631 7.07999 7.52001 17.1904 6.80259 5.95688 6.53777 6.10716 9.32518 10.108 7.66829 19.2562 9.69186 7.202 6.05396 7.17091 12.1862 5.91912 9.0759 7.81229 11.7641 5.87212 14.8767 5.86343 5.60407 threshold=17.500000000000004 0.96029909796696467 -1.0000000180025095e-35 1.5000000000000002 3379.7500000000005 0.2439310698538262 48.000944137573249 35.531171798706062 5261.5000000000009 0.79166667036889027 34.000026702880866 0.17619932906485683 4871.5000000000009 62.127782821655281 0.35615871961927287 0.33156145475352056 2.5000000000000004 0.60196185344366759 4134.7500000000009 92.222465515136733 108.14464187622072 104.06848907470705 143.97937011718753 4649.5000000000009 2.5000000000000004 0.68261461708203142 -50.194425582885735 10806.250000000002 0.54457637428869299 62.127782821655281 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 29 5 -5 6 7 -2 -9 -4 -6 -12 15 -14 18 -13 17 -17 -15 -16 21 -21 -7 -24 -25 26 27 28 -26 -3 right_child=1 2 9 4 10 22 -8 8 -10 -11 11 12 13 14 19 16 -18 -19 -20 20 -22 -23 23 24 25 -27 -28 -29 -30 -31 leaf_value=0.00020329197882892446 -0.0025006088486223673 0.00028507998370853779 5.302437258712209e-05 -0.00037463117046281812 0.00013442143909603359 0.00086162114920123082 0.0028262479964663561 -0.029342034770402797 -0.001643590831083605 -0.00037871009045174742 -0.019785446000806287 0.0038874841132151092 0.0022612224694680263 -0.027923699669770239 0.0032440768838062389 -0.0013228017064147901 -0.0040507299096448251 -0.025754018327248183 -0.007065250909456729 -0.0028792393929817587 -0.0020901017883952914 -0.022419472845934759 -0.023571818974729802 0.00080718657213697841 -0.0001253251980517401 -0.0079490529652129459 0.00020839438338712514 -0.015544082069255073 -0.0072570621306815549 0.0020970190130856401 leaf_count=258187 1916 130968 206470 166935 1710 22102 431 67 117 104520 43 178 884 49 317 41 1467 125 88 168 1400 95 32 5628 1065 493 3140 163 276 3328 internal_value=0 -0.00179969 0.000807576 -0.00735648 -0.0100703 0.00593313 -0.0519307 -0.0758914 -0.268994 -0.00211161 -0.0476734 -0.0655505 -0.0620816 -0.0344069 -0.0704283 -0.107941 -0.129425 -0.452239 -0.333119 -0.0522523 -0.0763941 -0.227899 0.0103847 -0.00880644 -0.0072257 -0.0354228 -0.0198308 -0.0712106 -0.0365362 0.00756756 internal_count=912403 654216 445286 208930 173500 35430 2531 2100 184 310990 6565 4855 4812 3001 2117 1811 1633 166 137 1980 1663 263 32899 10797 10765 5137 4644 1504 1341 134296 shrinkage=0.0436048 Tree=120 num_leaves=31 num_cat=0 split_feature=16 17 11 16 17 16 26 28 28 5 12 8 5 4 11 1 5 26 11 8 12 4 17 16 16 11 1 5 29 29 split_gain=13.8553 6.37319 9.56079 7.99229 8.70774 7.78554 7.11937 6.32566 8.10092 7.0867 14.6278 8.58219 7.53675 6.2618 6.22403 6.23204 7.4386 6.16234 6.06192 6.63945 9.15649 7.06845 5.997 19.6786 8.00305 31.252 14.2099 13.2915 7.53867 6.7732 threshold=215.40171656658626 71.229092204068891 0.71623654123654135 147.12853182439622 44.15991367279878 178.03627819548873 2.352858091181758 602.25000000000011 501.75000000000006 79.054035186767592 156.7903679018718 2613.5000000000005 70.001785278320327 49.00453186035157 0.90974079025549626 25643.500000000004 164.36508941650393 0.45023333792993331 0.64318979336261961 14205.000000000002 703.55739520663076 116.9867515563965 49.804592354965486 224.80530433799052 228.40463243305538 0.77500880902043712 1596.5000000000002 32.88812446594239 0.8104708551045946 1.1762230207067252 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 7 13 -5 -6 -7 8 -3 10 -9 12 17 -1 15 16 -4 -12 19 -11 21 -21 23 28 -24 -26 27 -27 -2 -29 right_child=22 2 14 4 5 6 -8 9 -10 18 11 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 24 -25 25 26 -28 29 -30 -31 leaf_value=-0.00092979239250132347 0.00017798185616515338 -0.0028646539557455656 -0.0011298432578593965 0.00044404672489389835 -0.00081762344531719302 -0.00015892661791587503 -0.0023723797831815868 0.00080963504094946968 0.00365573855677697 0.0042096353871219714 0.0005630835939928893 0.0012856551804202481 0.0010353168890087868 -0.0049647702774376695 0.0038367103504765208 0.011019901805068682 -0.013681384374329765 -0.0093335583212747729 -0.003555088995342238 -0.015722611696876065 0.0022329981810407171 0.0033103351476371631 0.00047724455747335918 0.00019349873072830535 0.00094225894830244478 -0.001937475431588849 0.00075473562735609229 -0.017399784820512409 -0.00091225878509885159 -0.0063853731914312898 leaf_count=20026 16106 416 6681 36082 42786 256603 2793 8276 2806 2206 143 451 238 759 510 79 91 732 290 114 493 55 116258 345746 2627 222 264 412 47995 143 internal_value=0 -0.00462314 0.0113021 -0.00566905 -0.00449953 -0.00625275 -0.00419127 0.0248667 0.0645313 0.0150345 0.00180653 -0.0868855 -0.13404 -0.0247022 -0.0185877 -0.0265214 -0.029779 -0.176957 0.0562514 0.0701832 -0.0176483 -0.218518 0.00327394 0.00145396 0.00949375 -0.0364967 -0.183129 -0.251231 -0.0146389 -0.33395 internal_count=912403 382630 23581 359049 338264 302182 259396 16220 3222 12998 9840 1564 1113 20785 7361 6851 6772 875 3158 2868 662 169 529773 409847 119926 3668 1041 777 64101 555 shrinkage=0.0436048 Tree=121 num_leaves=31 num_cat=0 split_feature=16 1 1 20 14 27 22 9 22 29 13 29 14 22 6 27 10 22 28 28 1 5 27 28 19 16 28 27 32 14 split_gain=13.2395 6.8836 5.83116 5.65091 8.1174 7.91462 19.3599 15.3074 14.7294 11.5734 13.8917 14.1157 11.5976 10.7012 12.3764 7.41171 23.5561 10.1847 8.94772 7.05421 7.03068 6.45691 6.34802 6.91755 6.20017 6.17108 5.80026 5.78834 8.58494 10.0475 threshold=189.97456562416468 134.50000000000003 454.50000000000006 1.0822295962321189 39.393637059375166 22.500000000000004 1144.2500000000002 0.83675880253974932 468.75000000000006 0.73069100229438411 40.126744926402289 1.7046835824153799 19.110090878069627 608.25000000000011 0.42668713575039724 45.500000000000007 0.70170207015958286 520.25000000000011 534.25000000000011 786.25000000000011 1998.5000000000002 39.814340591430671 37.500000000000007 455.25000000000006 588.25000000000011 226.79152256488322 393.25000000000006 6.5000000000000009 1.5000000000000002 14.492173367622001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 5 15 27 8 -8 22 12 11 13 -10 -11 -15 -5 17 -17 -19 -12 -9 -6 26 -24 -16 -20 -7 -3 29 -29 right_child=1 3 -4 4 21 6 7 20 9 10 19 -13 -14 14 24 16 -18 18 25 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.00011515062617715062 -0.00096408299261564138 -4.5798477587151248e-05 -0.00065574743226730163 -6.3691781227738449e-05 -0.014604187755101136 0.0030164767670094773 -0.024724163671274311 -0.0076608444227064575 0.00013075924816970439 0.00014121751873423367 0.00034695148780032679 -0.022763114418407095 0.0023726600308536763 -0.015480619703376657 0.00065229259129160049 -0.0018399659412133259 5.3326333936497775e-05 -0.028005259770402628 -0.015708865579677798 0.0021528918587508691 0.0026167549632867722 -0.0019863878900177948 -0.0044431997333435579 0.0016866808679107076 -0.0010943585426016348 -0.0024605707826560663 -0.0022500375126265088 0.0016947363857564199 -0.0004830136217260725 0.00033097677704110276 leaf_count=80416 11925 108267 71822 139933 79 415 84 479 10654 31246 24853 54 7459 111 4349 177 1571 75 194 4928 172 3228 432 1845 34665 102 9495 10603 23807 328963 internal_value=0 0.00172709 -0.00848967 0.00210699 -0.00348973 0.0034564 -0.00341223 -0.165253 -0.00250075 0.000908814 -0.00329605 -0.0109527 0.0241712 -0.0105605 -0.0215807 -0.00234953 -0.0610485 -0.239567 -0.333731 0.01481 -0.113414 -0.0524669 -0.0356029 0.0120101 -0.020632 -0.255558 -0.0465429 0.0053677 0.00727994 0.00856695 internal_count=912403 760165 152238 748240 145359 602881 131241 735 130506 118319 100206 70425 18113 70371 39125 142052 2119 548 371 29781 651 3307 12187 2277 39014 296 9910 471640 363373 339566 shrinkage=0.0436048 Tree=122 num_leaves=31 num_cat=0 split_feature=16 11 18 20 11 7 28 9 14 26 18 16 20 26 26 16 11 8 16 5 9 16 26 8 9 5 7 7 18 28 split_gain=11.502 6.87763 6.65639 6.03934 8.46121 5.91263 9.55764 8.07518 6.39355 7.62147 7.48668 5.32179 7.37533 6.81741 5.23269 10.4527 8.66125 6.46206 5.72068 6.13834 5.66279 5.5599 5.60708 7.44616 6.53595 5.32547 13.8283 4.83635 5.51062 4.90324 threshold=196.83014562430324 0.83335960842604695 6.5000000000000009 0.81917646623528995 0.94367702512380192 -1.0000000180025095e-35 307.25000000000006 0.95301116359711979 17.62757423214207 1.2169950774711782 2.5000000000000004 228.55875147808561 1.1447407934250042 1.071689176423827 1.0686446445199582 100.37287869264615 0.66749689826302738 22031.000000000004 168.64276408924712 179.55937194824222 0.82542978691507241 158.69747452459282 0.19992225492363511 1556.5000000000002 0.91911822960799394 219.12879180908206 -30.70627403259277 -5.7105927467346183 4.5000000000000009 628.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 5 -3 -5 7 8 11 9 10 -7 12 -2 -14 17 16 20 21 19 -17 -16 22 23 -1 -25 27 -27 28 -23 -30 right_child=2 3 -4 4 -6 6 -8 -9 -10 -11 -12 -13 13 -15 15 18 -18 -19 -20 -21 -22 25 -24 24 -26 26 -28 -29 29 -31 leaf_value=0.00019044556937894771 -0.00013987133690498244 -0.00039513528502217721 0.0057134806473385829 0.0005701784366171159 0.006540335782299983 0.00010112581176750362 -1.5130791080602986e-05 0.00040835627247574798 0.002729114395573265 -0.012763329605636945 -0.0077768733727682591 0.0002368008975120633 -0.0039809697710050645 -0.00091231710347682135 -0.011071486441644093 -0.0021185509305726479 -0.0046453383889648071 0.0047607163035136074 -0.00078985303150246576 -0.010754057468324422 0.0075125594573196633 0.00018076672213327748 -0.00098558889884057328 0.00029987842099318677 0.013032084699390304 -0.018312523661730438 0.01045344426087232 -0.00041163189214433549 0.0070202830318938057 -0.0076796733936110844 leaf_count=3903 51557 17197 399 21600 461 519 414038 183398 245 200 411 61210 1702 7199 33 5613 171 475 18771 161 564 37661 32172 141 168 94 48 51882 361 49 internal_value=0 -0.00681538 0.00190301 0.00498634 0.0159371 0.0018315 -0.000623416 0.00517439 -0.083858 -0.115609 -0.0775245 -0.00114228 -0.00779693 -0.034379 -0.00985814 -0.0229865 0.0918934 -0.00724051 -0.026581 -0.0541073 0.148729 -0.00767773 -0.018111 0.016198 0.16563 -0.00346437 -0.196969 -0.0031589 0.00540087 0.120708 internal_count=912403 191525 720878 39258 22061 720479 415413 305066 1375 1130 930 121668 60458 8901 152267 25313 768 126954 24545 5774 597 126479 36384 4212 309 90095 142 89953 38071 410 shrinkage=0.0436048 Tree=123 num_leaves=31 num_cat=0 split_feature=16 4 11 18 11 4 15 15 22 5 5 16 6 11 25 11 4 22 23 14 16 4 5 4 16 24 12 25 25 25 split_gain=12.5888 7.02091 9.11183 6.22323 5.17634 7.39361 9.24004 6.71589 11.0255 13.9278 10.9616 8.80259 19.1558 11.1598 8.78812 10.9019 8.67868 8.3372 10.0774 9.33811 7.69545 7.70392 9.76535 9.36143 7.8353 7.71532 14.5636 9.27961 7.52656 7.41416 threshold=195.20822758037227 21.00000095367432 0.90612446559651538 6.5000000000000009 0.46431754519989821 221.85328674316409 0.34091294522847027 0.25414828423051278 2138.2500000000005 135.01647949218753 131.56166839599612 241.42606163013832 0.22690211391083673 0.84965866728797768 955.25000000000011 0.48840710337999182 16.970562934875492 1123.7500000000002 2.1481095853047014 25.591799148626812 243.53115075493818 55.002668380737312 308.42317199707037 183.43728637695315 226.31759560993609 1.5000000000000002 625.99494936611677 1204.2500000000002 3715.2500000000005 1233.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -2 -7 8 17 10 11 -10 -13 -14 -11 -16 -17 18 28 -20 21 -9 23 25 -25 -23 -27 -28 -6 -18 right_child=3 2 -4 -5 7 6 -8 20 9 14 -12 12 13 -15 15 16 29 -19 19 -21 -22 22 -24 24 -26 26 27 -29 -30 -31 leaf_value=-0.00012323456051348497 0.0013376437250575794 -0.00073653211242415779 0.0050479131722481205 0.0055111608437345711 -0.00019148354287214415 -0.022874991393249215 -0.0012490925645518235 8.8852848435715925e-05 -0.0026590255649334396 0.0053630649726482942 -0.015765493884371342 -0.0015478467778316308 -0.0036108215011803717 -0.025316698090225461 -0.019369730584160309 -0.014892356140597895 -0.010991668318520083 0.001481192288217991 -0.013332859937835484 -0.0023838130685838407 0.00098192960605096038 0.00063367404138900494 0.0030955857636843697 -0.013319509731152096 -0.0028428831974792795 -0.00086016926113500537 0.0035164515081536891 -0.0068227982112730647 -0.014684340018284833 -5.6092392440742559e-05 leaf_count=116467 8317 64148 522 401 5422 53 129 665835 2032 433 158 276 64 152 62 82 123 4507 223 441 17751 5264 1192 201 418 13381 190 1257 69 2833 internal_value=0 -0.00746537 -0.0158203 0.00184665 0.00177832 0.0263134 -0.173071 0.00148965 -0.0182242 -0.0517015 -0.106034 -0.0900391 -0.210055 -0.433102 -0.0104558 -0.0290955 -0.0206238 0.00129013 -0.0226386 -0.138998 0.00196126 0.00143065 -0.0170227 -0.0220883 -0.143214 -0.0183566 -0.0300323 -0.125335 -0.00856789 -0.0117218 internal_count=912403 181137 64670 731266 730865 8499 182 722366 16877 6215 2682 2524 492 216 3533 3100 3038 10662 6155 664 705489 687738 21903 20711 619 20092 14828 1447 5491 2956 shrinkage=0.0436048 Tree=124 num_leaves=31 num_cat=0 split_feature=18 17 15 9 11 17 15 17 4 24 25 6 29 25 24 1 29 4 4 15 25 24 25 24 4 25 15 4 24 6 split_gain=6.00523 5.15933 4.99129 4.75161 8.97357 12.0117 7.59175 5.92436 6.38419 6.16728 6.90654 5.58727 8.33924 5.31571 5.28711 8.39069 7.11706 11.1127 6.81795 7.26905 7.28278 7.43195 5.43157 4.90647 6.3572 7.40253 7.86519 7.15987 4.94318 4.86497 threshold=6.5000000000000009 33.765837149588435 0.26555473889013631 0.96097092157314812 0.68633899815965049 60.780537742482167 0.63933921296195373 47.051320767356955 99.47611236572267 1.5000000000000002 1027.7500000000002 0.95000000355413483 1.4670161792729408 522.75000000000011 2.5000000000000004 809.50000000000011 0.83246797826817576 10.000961780548097 5.043994903564454 0.45999783381824144 1806.5000000000002 4.5000000000000009 856.25000000000011 4.5000000000000009 34.999996185302741 1574.2500000000002 0.50089116195586625 24.440843582153324 12.500000000000002 0.26981995982267198 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 7 5 23 14 8 -3 -10 -11 -12 -13 -7 -6 16 18 -18 -16 20 -20 -22 -21 24 25 26 27 -5 -25 -26 right_child=-2 3 -4 4 6 13 -8 -9 9 10 11 12 -14 -15 15 -17 17 -19 19 22 21 -23 -24 28 29 -27 -28 -29 -30 -31 leaf_value=-0.00068754423109237744 0.0051826436943741665 0.00010605411879103522 0.00066941035141090065 -0.0084566940127446082 -0.00085076134275654462 -0.004218645043227433 -0.0001259091824215209 -0.00032411905420132322 0.00019250337619255658 0.0032677937073568863 -0.0030593397250544079 -0.026696748358585837 -0.0058487463947987537 0.0023239897422328241 -0.0014045885925691398 0.0007077185609597296 -0.0068901112557968941 -0.00013017944031948645 0.0018927605955838143 0.00056708304928078726 -0.011255736188824408 0.012280802076172503 -0.0011050213766350089 0.00096158531569987026 -0.01467983546004531 -0.0065762092393789788 -1.2058057418335776e-05 0.00030858438334076526 -0.00052717621867123473 0.0012573202896347213 leaf_count=6028 425 138742 35551 458 8381 243 315798 179498 2219 303 2127 47 163 8334 3285 57297 465 82269 9245 28855 144 31 4236 16673 37 544 2710 289 5687 2319 internal_value=0 -4.22931e-05 0.0108402 -0.000562148 0.00123307 0.0162071 0.000138097 -0.00360308 0.00118437 -0.0344447 -0.0671073 -0.0855243 -0.241137 0.0490457 0.00505798 0.00616605 0.00167954 -0.00385676 0.0116813 0.0150731 0.0395816 -0.162514 0.00809626 0.00639907 -0.0181155 -0.0423822 -0.0253192 -0.11617 0.0133686 0.0230946 internal_count=912403 911978 41579 870399 547300 37294 510006 323099 143601 4859 2640 2337 210 8577 194208 185827 128530 82734 45796 42511 9420 175 33091 28717 6357 4001 3457 747 22360 2356 shrinkage=0.0436048 Tree=125 num_leaves=31 num_cat=0 split_feature=16 11 20 11 33 29 12 29 26 15 1 24 24 28 26 11 19 28 1 16 29 9 11 1 5 16 5 11 11 15 split_gain=11.0105 5.98782 8.22532 6.79978 4.81531 7.05003 7.73553 10.7551 6.50058 9.05955 6.42761 12.7276 8.99023 7.2703 6.09063 5.9614 5.86955 5.57218 5.20873 4.86709 4.80135 5.67097 5.34599 14.3454 10.187 10.1858 9.70488 8.40576 8.02417 6.42868 threshold=198.46691449814128 0.82783332783332797 0.81917646623528995 0.94709336064174787 2.5000000000000004 0.15887436988678175 62.402543263816618 0.78754375028012413 0.19992225492363511 0.29680067964233053 134.50000000000003 4.5000000000000009 6.5000000000000009 712.25000000000011 0.75439886480908169 0.46431754519989821 304.75000000000006 668.25000000000011 9240.5000000000018 224.63809678897977 0.26982710492478945 0.84717887288013405 0.63961195809021909 2663.5000000000005 171.37768554687503 100.37287869264615 46.476118087768562 0.52142030423280439 0.57494482562975724 0.48184250967697656 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 20 -3 -4 5 -2 7 10 9 16 11 -7 14 17 -12 -10 -8 19 -6 -14 -1 -22 23 -23 28 -26 29 -27 -25 -24 right_child=4 2 3 -5 18 6 8 -9 15 -11 12 -13 13 -15 -16 -17 -18 -19 -20 -21 21 22 26 24 25 27 -28 -29 -30 -31 leaf_value=0.00035275783813893904 -0.0017993632602370359 -0.00052784132376981459 0.00054338363711323103 0.0062419354856026168 -0.00056437505665250451 -0.011662890012237023 0.0071217611816394126 -0.0043075783620131116 0.0013224746464817127 0.0055902699052910341 0.0028979780521635077 0.00013100180185638368 0.00038328168123174822 0.0041845173798282899 0.0087941082170581893 7.0562706535517449e-05 -0.012391666610297343 -0.0030261994567404144 0.0042185036146192168 0.0033061554031167078 -0.0018671112690077471 -0.00024351693169080674 0.00082393209510694726 0.0071388679844411745 0.0081987150601356331 -0.01187792942683091 -0.0018472571281686633 0.00097833449260459121 0.0013131467665361465 -0.00050988969763858549 leaf_count=13993 3688 20315 27442 404 26961 194 42 679 7313 778 3187 1686 6572 1168 372 654485 97 768 440 1297 5497 13393 7367 1165 138 198 9877 189 732 101966 internal_value=0 -0.00654054 0.00319525 0.0143576 0.00181646 0.00233844 0.0025754 0.0243564 0.00205207 0.0861898 0.0298414 -0.0249061 0.0375431 0.0219168 0.0805935 0.00193549 -0.148963 0.0119031 -0.0111816 0.0198382 -0.0095751 -0.0113342 -0.0100524 0.00722304 0.078046 -0.0452332 -0.0123442 -0.12841 0.112164 -0.00963231 internal_count=912403 202676 48161 27846 709727 682326 678638 15923 662715 917 15244 1880 13364 9805 3559 661798 139 8637 27401 7869 154515 140522 135025 15815 2422 525 119210 387 1897 109333 shrinkage=0.0436048 Tree=126 num_leaves=31 num_cat=0 split_feature=0 9 7 26 29 4 10 10 4 9 28 12 7 24 4 4 4 9 17 24 4 17 29 11 22 26 28 10 29 22 split_gain=6.59589 7.25214 7.71047 5.78139 6.34586 6.73134 6.77626 5.48367 5.45949 5.3071 5.76625 5.66746 11.3893 6.50735 5.2588 5.25172 9.32427 9.87392 9.02066 5.93952 4.97858 4.79344 5.72555 4.67251 4.64755 4.68872 4.64632 4.47408 5.27477 5.14125 threshold=13.500000000000002 0.9605269682686336 -0.47221080958843226 7.2145294998868978 2.1800116510945311 221.85328674316409 0.89831977209541181 0.6655641346197686 25.700425148010257 0.91279739281804451 1446.2500000000002 358.37058069535209 -69.972682952880845 2.5000000000000004 20.999998092651371 62.127782821655281 56.80011177062989 0.98097904397945135 40.856053420048127 2.5000000000000004 159.14238739013675 65.931698927103568 1.8745208195637808 0.55264126811875058 1509.2500000000002 0.34617633828160149 3379.7500000000005 0.91773311767304966 0.70854907874485118 777.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 15 4 8 6 -6 24 27 14 11 -11 13 -13 -8 16 21 18 -18 -20 -5 -3 -23 -22 25 -4 -21 -2 -29 -30 right_child=1 2 7 20 5 -7 9 -9 -10 10 -12 12 -14 -15 -16 -17 17 -19 19 26 23 22 -24 -25 -26 -27 -28 28 29 -31 leaf_value=0.00023151234532274947 -0.00026740148089948886 0.00021966729362579544 0.000866403725597626 0.0024389318497501445 -0.00022844919038931353 -0.0099805129684862638 -0.012727848885815272 6.3443094856310736e-05 5.3325403910621484e-05 -0.0009653208654198008 0.0027564954767717469 -0.028196279859949942 -0.0003268269150098544 -0.0070384953128945493 -0.0026650016311887937 0.0019378069287382979 0.00093959438179307803 -0.024617238618867419 -0.0016941936013444773 -0.0040701626362966044 0.0047050123739559684 0.0014390486946961505 -0.0054721216394823333 -0.017644203006794458 0.001140665718016002 -0.00040333458391983787 -0.02049640374486968 -7.9514950910046341e-05 -0.0025471870946988493 -0.0008377280732044754 leaf_count=185107 108526 131713 5796 2018 11102 158 101 206664 91299 3246 739 59 170 52 4422 3647 364 45 103 48 29 8772 234 46 4135 120314 103 8676 5142 9573 internal_value=0 -0.00137662 0.000876489 -0.00580223 -0.00625248 -0.0232945 -0.0216615 -0.00174783 -0.00472179 -0.0424057 -0.0171033 -0.0339322 -0.170175 -0.419324 -0.0662704 0.00697289 0.00600641 -0.112306 -0.0793753 -0.224005 0.0465302 0.00656384 0.0288839 -0.206457 -0.00682979 -0.00791146 -0.350301 -0.00883609 -0.0213803 -0.0329111 internal_count=912403 727296 481938 245358 243265 20049 19891 336909 223216 8789 4266 3527 281 111 4523 145029 141382 663 618 254 2093 140719 9006 75 130245 126110 151 131917 23391 14715 shrinkage=0.0436048 Tree=127 num_leaves=31 num_cat=0 split_feature=16 9 13 7 17 27 0 17 16 25 18 1 28 1 17 16 13 18 17 28 22 17 16 16 14 13 8 9 23 16 split_gain=9.73611 7.36845 9.17643 8.04993 6.20827 7.05992 5.87183 5.66511 15.4278 9.89886 10.5333 11.31 8.82884 8.05826 8.16702 8.0839 7.52905 8.05467 7.49104 7.4415 7.10971 6.76468 8.57568 7.90588 6.45864 9.61978 5.59821 5.55375 5.04791 6.96209 threshold=216.78382492081124 0.96484173022233721 39.32339064833991 -2.5927913188934322 71.229092204068891 23.500000000000004 37.500000000000007 49.804592354965486 225.80490466171184 987.25000000000011 2.5000000000000004 838.50000000000011 580.25000000000011 15188.500000000002 74.759439818084743 226.14073913253247 44.390988861996782 1.5000000000000002 47.838774223427698 5709.2500000000009 2826.5000000000005 47.298504794255351 228.88444743029899 232.35123234721752 22.895254488279928 35.022257427657749 1227.5000000000002 0.95535830150902834 1.2274323594623122 149.40451974213209 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 28 3 4 -3 -6 26 8 18 -9 12 -12 27 14 15 -14 17 -17 -2 20 -16 22 -10 -23 25 -25 -4 -11 -1 -30 right_child=7 2 6 -5 5 -7 -8 9 21 10 11 -13 13 -15 19 16 -18 -19 -20 -21 -22 23 -24 24 -26 -27 -28 -29 29 -31 leaf_value=-0.00027745908634637252 -0.0010764411591924767 0.00020826817071503342 0.0010576652637815077 -0.00027602966192724805 0.0028854410029914112 -0.00097849794630106295 0.00028337525872006695 0.0006076691775527065 -0.00050807755990813159 -0.0015128588174705469 -0.014795578965093618 -0.0018482512466771071 7.1872818111897176e-05 0.0036408750771780149 -0.011108672811270566 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10508 84 171846 24741 shrinkage=0.0436048 Tree=128 num_leaves=31 num_cat=0 split_feature=18 0 9 8 26 26 0 19 24 10 19 28 10 20 21 24 28 19 14 26 21 14 24 21 25 29 14 18 19 8 split_gain=5.6734 5.6627 8.38527 7.43792 5.769 5.78471 7.72345 8.31274 9.74217 6.27492 6.58716 5.64992 8.28973 5.37992 4.97557 5.9533 6.03389 6.53644 4.89617 6.02134 7.97316 13.5801 4.69858 4.60015 4.56481 5.14261 4.79923 4.45522 7.80064 6.67224 threshold=6.5000000000000009 22.000000000000004 0.96535263910630487 828.50000000000011 7.2145294998868978 1.4129899779760187 52.500000000000007 8914.0000000000018 5.5000000000000009 0.89440762312826438 54403.500000000007 1032.2500000000002 0.90642148135191047 0.83767052963857014 2.5000000000000004 6.5000000000000009 512.75000000000011 613.25000000000011 22.441380106147673 0.9538258201393095 1.5000000000000002 36.269362133120076 30.500000000000004 16.500000000000004 6818.7500000000009 0.12863616944840914 30.687352164789274 1.5000000000000002 293.25000000000006 670.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 4 14 5 18 7 8 13 -9 11 12 -11 -7 15 27 17 -17 -3 20 -20 -22 -1 -16 25 26 -5 29 -29 -4 right_child=-2 2 3 24 -6 6 -8 9 -10 10 -12 -13 -14 -15 23 16 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31 leaf_value=0.00012857040095909034 0.0050355061165908693 -0.00046662638551620938 -0.0010743882920241593 -0.01293157708831991 0.0022131418248671985 -0.0048495610644641758 -0.0023715133020322052 -0.0014775701846708102 -0.00080174001602584613 -0.034571891178440194 -0.02457751964680964 -0.0038249161573544964 -0.0060997044028054436 0.00099669212383742488 1.7736736658511065e-05 -0.0070198532808457463 -0.001287682473115634 0.0035820968331092143 0.00089252440023197409 0.00017625897273500061 -0.0005266275088544152 -0.0038047601593626515 0.0024248892222806309 -0.0029536069499747106 0.002137201923022857 0.00036050320266929863 0.0052232673036996767 0.0071619941103494376 0.00034612036412448973 0.00080538844422038062 leaf_count=328836 425 77916 15269 102 1744 309 4988 2391 25621 29 34 777 59 9522 228375 709 3852 131 5960 82579 22028 2697 1703 995 2798 82246 38 340 5236 4694 internal_value=0 -8.50545e-05 -0.00196385 0.00118237 -0.00654763 -0.00697305 -0.0173488 -0.0125803 -0.00811797 -0.0606646 -0.131887 -0.114916 -0.355066 0.0186433 -0.00147821 -0.0135372 -0.0462769 -0.12307 -0.00459972 -0.000402371 -0.0123635 -0.0202777 0.00321986 0.000111161 0.0092906 0.00794154 -0.183554 -0.00752227 0.0174688 -0.0145027 internal_count=912403 911978 581439 344785 236654 234910 43730 38742 35452 3290 899 865 88 9831 259601 30231 4692 840 191180 113264 30685 24725 330539 229370 85184 82386 140 25539 5576 19963 shrinkage=0.0436048 Tree=129 num_leaves=31 num_cat=0 split_feature=18 17 21 21 19 22 18 22 28 22 21 19 18 21 22 22 11 6 22 20 22 11 9 6 28 17 11 18 21 23 split_gain=4.90376 4.40335 3.98293 6.37977 8.77185 5.10518 4.13854 8.8223 5.56313 3.79577 4.91119 4.19848 5.06813 5.32682 6.81475 7.86463 5.40957 4.60901 7.08544 7.39801 5.95535 7.97281 5.78514 6.42544 7.02426 6.17085 17.9685 10.7519 9.87644 14.1504 threshold=6.5000000000000009 33.765837149588435 18.500000000000004 16.500000000000004 572.75000000000011 700.25000000000011 4.5000000000000009 491.25000000000006 451.25000000000006 303.25000000000006 10.500000000000002 282.25000000000006 5.5000000000000009 2.5000000000000004 826.25000000000011 3416.5000000000005 0.78639309671023561 0.8791946012202122 563.75000000000011 1.5501653737686847 3158.5000000000005 0.76816467763576035 0.94980347819891608 0.5157992720178971 769.25000000000011 68.273281074164871 0.75195695465686285 1.5000000000000002 8.5000000000000018 0.94108581558312066 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 9 6 -6 8 -8 -5 10 -3 12 13 14 -11 16 -16 22 19 -19 21 -20 23 24 -13 -24 28 -28 -27 -30 right_child=-2 2 -4 4 5 -7 7 -9 -10 11 -12 17 -14 -15 15 -17 -18 18 20 -21 -22 -23 25 -25 -26 26 27 -29 29 -31 leaf_value=0.00043732379008049391 0.0046894768020071861 -0.00065241765275178966 0.0032777189038199167 -0.016437508190937537 0.0035491431251451089 -0.0155484114606213 -0.0033180420072892488 -0.015405908736522591 -0.0017737742995791086 -0.0024276623825603728 -0.0084096919859366365 -0.0011441804243009597 -0.0086043148288285718 0.0011514398386595957 -0.0022775284904879259 -0.0081933779235076297 0.0083477854938793627 -0.00077292794724824281 0.00064738351723380902 0.0025327819130425535 -0.0015855540768233011 -0.00026146462973730721 6.9128606788967643e-05 1.2319943384954487e-05 -0.00019442357496349903 0.0024275593879261753 0.0019399726292310461 -0.0031515015002204754 -0.0073022902418834615 0.0014206634072086661 leaf_count=41590 424 13390 695 51 538 28 413 159 1388 1788 157 23459 110 12375 125 97 336 46343 28981 1324 4349 50043 526065 103341 40142 9254 1126 2632 506 1174 internal_value=0 -2.29508e-05 -0.000503278 -0.00056375 -0.050246 0.0597271 -0.0811981 -0.153151 -0.0525969 -0.000416098 -0.0170238 -0.000152518 0.0165259 0.0181238 -0.0255653 0.0709125 0.12537 -0.000447434 -0.00589513 -0.01562 -0.000335095 0.0016476 0.000561281 -0.0045845 -0.0124926 0.00214988 0.0223638 -0.0372885 0.0428662 -0.0276714 internal_count=912403 911979 870389 869694 2577 566 2011 572 1439 867117 13547 853570 14831 14721 2346 558 461 838739 131040 47667 83373 79024 707699 166942 63601 540757 14692 3758 10934 1680 shrinkage=0.0436048 Tree=130 num_leaves=31 num_cat=0 split_feature=7 25 17 25 15 5 25 6 24 6 13 8 26 6 15 28 13 5 26 28 28 8 20 4 4 13 15 25 24 28 split_gain=4.51003 10.1339 5.89334 10.935 6.97011 5.31967 7.46006 9.91645 6.57414 9.12856 21.4154 15.6168 9.49024 7.6315 8.26897 6.95678 6.24406 6.83058 5.73827 5.59405 7.67408 9.94378 4.97567 5.46767 5.07764 5.55022 6.11003 5.17961 4.95714 5.14219 threshold=-1.0000000180025095e-35 260.50000000000006 62.597787342773834 7796.2500000000009 0.65624100056208934 83.308456420898452 6818.7500000000009 0.17619932906485683 3.5000000000000004 0.3018632812726878 171.17131448942334 2511.5000000000005 0.99806107564718538 0.90909091496551209 0.66376289942115274 2805.7500000000005 74.017724886359389 69.00681304931642 0.54169114766940862 9346.5000000000018 5709.2500000000009 5261.5000000000009 1.1144239616962215 9.0254840850830096 49.00453186035157 82.384130188788092 0.52476548184851535 1649.2500000000002 1.5000000000000002 447.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 28 5 -4 -5 16 8 -8 9 10 11 -7 -13 -11 15 -15 17 -3 -12 20 21 -14 -1 -24 25 26 -25 -28 29 -2 right_child=1 2 3 4 -6 6 7 -9 -10 13 18 12 19 14 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 27 -29 -30 -31 leaf_value=0.00017848507702843326 0.0057223995952833872 -4.1918654658127236e-05 -0.0015566618074201383 0.0071856614446998805 -0.0052592317385995258 -0.0034774402801889042 -0.010526081600885227 0.00075981876933480495 -0.00039167077223247799 -0.001120210868134796 0.017181160893829334 0.0051707077982082548 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458 451 423 374 387029 56219 56070 55316 53063 39989 2230 470 shrinkage=0.0436048 Tree=131 num_leaves=31 num_cat=0 split_feature=16 1 16 26 25 7 9 7 23 9 1 7 25 17 21 16 21 29 7 25 26 11 9 11 5 26 24 23 10 7 split_gain=8.31053 6.30334 6.45745 6.79083 8.41046 5.90943 5.5118 5.35303 5.31756 5.06215 5.77088 4.89792 9.4234 8.65903 17.2473 9.80615 7.83536 7.55476 5.95741 7.29761 14.1918 11.9943 10.3306 6.44235 7.44679 5.84307 5.65905 6.2175 6.29313 5.59033 threshold=169.9218139480258 454.50000000000006 100.37287869264615 1.0621700090878174 10493.750000000002 -18.434947013854977 0.94886642978457147 -70.528759002685533 1.8448084715956881 0.84717887288013405 1512.5000000000002 -5.1732552051544181 260.50000000000006 62.597787342773834 1.5000000000000002 215.87051553346842 3.5000000000000004 1.3223232403088521 -89.940933227539048 1075.7500000000002 1.1057421532976266 0.94709336064174787 0.95263473431780898 0.79552144932046909 158.99998474121097 0.76487191930850862 10.500000000000002 1.6943540117437694 0.97684378610657774 -76.156784057617173 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 6 7 -3 -5 -9 -6 -11 17 16 -14 -15 25 -13 29 19 -19 -21 22 23 24 -22 -16 -20 -28 -29 -2 right_child=11 2 -4 5 9 -7 -8 8 -10 10 -12 12 13 14 15 -17 -18 18 26 20 21 -23 -24 -25 -26 -27 27 28 -30 -31 leaf_value=-0.00010189286687415862 -4.356839624636695e-05 -0.0033922118479567335 -0.0011348909997169554 -0.0046184088356498211 -0.0061309324472562758 -0.00061306851924527105 0.00087347286936319572 0.009113781628095877 -0.0094898097882603165 -0.0029576948832551507 0.0095406145528652581 -0.00027687406365374024 -3.1364506820097739e-06 0.0051827819891352434 -0.0034320095780824189 -0.0069386465753737119 -0.006099415367741997 -0.00032393740799489432 0.00011995837184937873 0.0024262334458743009 -0.0011754272048587972 -0.027244680312695627 -0.00067431392008232734 -0.02234693486912263 -0.015482091007500087 -0.0005884868572910444 -0.00030154343286044132 -0.0019486235157447588 -0.01550566468900289 0.0004403346861691307 leaf_count=45329 62842 1220 27708 72 67 342 1091 507 31 90 320 869 536281 668 2115 729 889 1438 43661 324 134 60 286 84 143 3922 12839 4794 66 163482 internal_value=0 -0.00988381 -0.0207621 0.0182411 -0.00665877 0.0911623 -0.0316118 0.150156 0.184425 0.114235 0.155879 0.000987614 -0.000778126 -0.000541784 -0.0344366 -0.0495713 -0.0738741 0.00430712 -0.00530133 -0.053463 -0.11767 -0.197094 -0.157429 -0.2699 -0.196336 -0.036342 -0.0033634 -0.0184469 -0.0489105 0.00701694 internal_count=912403 76777 31448 3740 2788 952 2311 610 538 477 410 835626 545473 543715 7434 6766 1758 290153 63829 2469 1031 707 647 361 277 6037 61360 17699 4860 226324 shrinkage=0.0436048 Tree=132 num_leaves=31 num_cat=0 split_feature=17 27 17 24 28 15 11 25 17 15 27 5 23 5 29 23 14 28 13 4 26 19 29 4 17 11 5 26 21 21 split_gain=4.49365 4.30089 6.88596 7.1194 6.4577 13.5454 12.4516 12.2371 10.9395 13.1242 10.9048 8.79104 7.36738 7.47772 11.07 14.6862 7.52962 7.22771 13.9551 6.8197 10.7816 6.3598 13.8165 6.24196 6.02065 11.3535 9.8652 7.03134 10.9793 6.01097 threshold=33.765837149588435 6.5000000000000009 90.067227099494161 4.5000000000000009 2185.5000000000005 0.56879652715162254 0.68132521461891271 1177.2500000000002 58.935802714758267 0.31572753292630923 14.500000000000002 21.537505149841312 1.4631627158424887 97.787609100341811 6.8646024344067715 2.9741384196185288 22.233014490893115 741.25000000000011 30.674857078233256 44.352190017700202 0.63823145951755877 267.25000000000006 0.90477798141538868 11.000934123992922 71.229092204068891 0.71418735792970811 58.199129104614265 0.93897039193087339 8.5000000000000018 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 7 -6 19 10 -9 -10 17 -11 24 -14 15 16 -15 21 -19 20 -7 22 -3 -24 29 26 27 28 -26 -12 right_child=1 4 3 -5 5 6 -8 8 9 11 12 -13 13 14 -16 -17 -18 18 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31 leaf_value=0.00044206179909439102 -0.00031430663061433151 0.0019363874645865692 0.0020941301899027524 -0.0034685980991410598 0.0024632658852731019 -0.0049350483668641537 0.0003552651502021077 -0.00055638676596760116 0.0043764046944869623 0.0087630274541290881 -0.00013972028070615266 -0.0049681320654400224 -0.00056418465230531417 -0.017858018493019632 0.0019490335453208965 -0.012938241565041255 -5.7474949494801684e-05 -0.0007426794301882431 0.00086888386054389036 -0.0029811022061943483 -0.023523627484271194 5.9833491100633034e-05 -0.0083312353769493825 -3.3424403141359187e-05 0.0020730595710746137 -0.0012396201316352919 -0.011308876328518368 0.0030427676197542024 -0.0036983596066452193 0.00030114167113791493 leaf_count=41615 124098 6924 3822 494 5709 158 2574 32807 365 92 328475 2437 33832 50 422 394 469 12072 66473 454 95 165085 375 319 2113 3176 107 4879 891 71627 internal_value=0 -0.000498911 -0.00584244 0.0334237 0.000425399 0.0270641 -0.0241386 9.88549e-05 -0.0179588 -0.0768965 0.00102288 -0.10248 -0.00194299 -0.0158352 -0.0892427 -0.151152 -0.0406461 0.00629284 0.014246 -0.141683 -0.273249 0.00267576 0.0309249 -0.103592 -0.000755079 0.0221481 0.0422521 0.0463459 0.00828419 -0.00139426 internal_count=912403 870788 128414 4316 742374 8990 3281 733384 35701 2894 697683 2529 446435 35167 1335 913 519 251248 78545 707 253 172703 7618 694 411268 11166 7990 7883 3004 400102 shrinkage=0.0436048 Tree=133 num_leaves=31 num_cat=0 split_feature=16 0 25 25 20 10 7 29 22 11 29 16 0 22 20 29 22 22 16 22 11 29 25 16 5 29 29 11 20 14 split_gain=7.99776 5.2018 6.95952 5.53533 9.60384 18.0439 7.18029 7.09495 7.11426 6.52395 7.57882 8.80839 8.18018 6.27793 6.10604 6.02291 6.53035 6.60841 6.08334 5.85728 5.08576 4.97651 4.97144 4.93023 4.79827 7.55435 4.73593 4.7268 4.65578 5.21366 threshold=164.57116434736659 29.500000000000004 775.25000000000011 955.25000000000011 1.0023659320708811 0.39242476837866824 -89.940933227539048 0.98000868809730679 450.25000000000006 0.74075340730607497 0.77236961661600245 231.22231800766286 28.000000000000004 1090.7500000000002 0.80265110104638471 1.2121416871416872 900.75000000000011 527.25000000000011 214.43716155234659 1165.2500000000002 0.88236570669934655 0.70854907874485118 3067.7500000000005 247.59889847798357 123.00711059570314 1.7046835824153799 1.031868289295631 0.63961195809021909 0.47557421937147787 7.4670308512684525 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=20 3 -3 9 6 19 15 8 -7 -2 -11 12 14 -10 -12 16 17 22 -17 -6 -1 -15 -5 24 -20 -26 -22 -23 -8 -30 right_child=1 2 -4 4 5 7 28 -9 13 10 11 -13 -14 21 -16 18 -18 -19 23 -21 26 27 -24 -25 25 -27 -28 -29 29 -31 leaf_value=-0.00056892046011664953 0.00052856590704978244 -0.00020944644020564582 0.00016964309293583394 0.0041636748513639897 -0.0068316450354181405 0.01073013898264156 -0.0012910551350847064 -0.00061414921901575099 -0.0085224330362068529 0.00050594481595883428 -0.0017050611996663034 0.00031978751202704688 0.00068911844328867612 -0.0074881355415670004 -0.00031055129955939194 0.0078482615235013365 -0.00022742381301618691 -0.010483330726693952 -0.0056530532039325478 -0.022733007956626815 0.00070960673460650106 -0.015994805037539996 -0.013413056815481246 2.9965085849246782e-06 -0.003781134780036598 -0.022137944132898369 0.0070354317952940251 0.0016522475826769118 0.016071542922195703 0.00012363461406640194 leaf_count=59096 92081 262177 141926 142 80 57 4678 4200 543 67470 6340 83590 15167 227 102341 56 2348 259 256 98 3209 31 39 137 70 109 242 418 39 64977 internal_value=0 0.000848462 -0.00174993 0.00320407 -0.00440247 -0.0441096 -0.0013317 -0.0339245 -0.0992289 0.0048366 0.00239643 -0.000598026 -0.00595151 -0.115375 -0.00898757 -0.0460949 -0.0261663 -0.137967 -0.134568 -0.357445 -0.0108681 -0.0510572 0.00863261 -0.165363 -0.217465 -0.343065 0.0264467 0.00994969 0.000862338 0.00305473 internal_count=912403 849856 404103 445753 78764 5654 73110 5476 1276 366989 274908 207438 123848 1219 108681 3416 2788 440 628 178 62547 676 181 572 435 179 3451 449 69694 65016 shrinkage=0.0436048 Tree=134 num_leaves=31 num_cat=0 split_feature=16 27 1 11 15 27 11 14 1 27 14 5 23 23 27 16 13 25 9 27 14 11 5 23 6 18 6 25 11 5 split_gain=7.59366 5.61427 5.08313 5.04979 5.09927 8.28538 9.98649 8.4823 9.62451 6.7 6.26052 7.45517 8.61348 10.1359 12.9744 9.05131 15.748 6.99156 6.8909 6.40634 9.67227 6.36156 6.23243 6.20884 5.76847 5.29613 5.15064 6.96973 7.82896 5.20906 threshold=195.20822758037227 36.500000000000007 134.50000000000003 0.46431754519989821 0.25414828423051278 1.5000000000000002 0.89496378982770575 57.806607739106902 2075.5000000000005 26.500000000000004 21.867404778995013 219.12879180908206 1.0388819654751618 2.9741384196185288 16.500000000000004 244.2290296893818 171.17131448942334 2806.7500000000005 0.93003983158739978 2.5000000000000004 18.004926320575507 0.93282266356706989 308.42317199707037 0.31357983534322825 0.22690211391083673 3.5000000000000004 0.2069000832122628 3476.7500000000005 0.61630096359190878 158.99998474121097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 -4 5 6 7 8 -5 10 19 12 15 -14 -15 17 24 21 -16 20 -7 -12 -6 -21 -17 -11 -19 -28 29 -29 right_child=2 -3 3 4 22 9 -8 -9 -10 25 11 -13 13 14 18 16 -18 26 -20 23 -22 -23 -24 -25 -26 -27 27 28 -30 -31 leaf_value=-0.00028995158981580469 -0.00087805762515456918 0.0014404947002699478 0.0011771737480381786 -0.00044816905859463923 6.9873748241647759e-05 -0.011311702115131479 0.0018834712147146214 -0.0022818239257493774 -0.016350245717075645 -0.017819876171813524 -0.0048205576773180442 0.0022127547150508045 0.00052419919559425936 0.00026071580706006473 -0.0060680789791947047 -0.0017049609003828938 -0.00065154538952918832 0.0058548419804685808 -0.025323441182380273 -0.0034995941896887139 0.009835443054442651 0.004018390363350827 0.0021441911284108333 0.0024997052388253099 -0.023869067785114932 0.0031856078874923188 0.0032816011570601274 -0.001037180958011158 -0.00177284163301615 -0.021453503238280828 leaf_count=177385 10815 3638 7809 99 697140 163 307 310 269 74 1734 1180 3621 182 61 27 163 247 84 374 55 170 2765 2667 129 33 376 35 417 74 internal_value=0 -0.00585199 0.00138204 0.00170502 0.00142793 -0.0183115 -0.106441 -0.174196 -0.276856 -0.0109958 -0.00872915 -0.0230165 -0.0349072 -0.003205 -0.171815 -0.0720246 -0.232305 -0.0552774 -0.394977 0.0285347 -0.137059 -0.0924523 0.00179036 0.0404055 -0.459421 -0.260099 0.00632496 -0.0287111 -0.103031 -0.341655 internal_count=912403 181023 731380 720565 712756 12851 985 678 368 11866 11759 8500 7320 3948 327 3372 319 3053 145 3259 218 1904 699905 3041 156 107 1149 902 526 109 shrinkage=0.0436048 Tree=135 num_leaves=31 num_cat=0 split_feature=16 17 16 25 21 17 16 6 14 17 17 28 5 28 17 16 16 8 11 17 16 16 7 6 4 4 21 5 11 17 split_gain=7.55013 5.33724 12.7786 9.08913 10.963 28.3865 23.256 11.1481 7.78767 7.24448 7.17662 7.02934 8.49837 5.92812 5.90571 7.67253 6.35053 5.83181 5.39297 33.0329 12.2018 9.40057 5.072 4.91722 5.45563 4.81038 5.80839 5.52568 4.76539 4.68763 threshold=218.14398313027183 49.739383805545245 225.80490466171184 987.25000000000011 2.5000000000000004 54.340276874128158 229.36279350076271 0.37500001324547949 27.189788933069497 47.838774223427698 52.858959150115659 3579.5000000000005 41.437164306640632 598.25000000000011 47.611552225906713 232.35123234721752 228.24599771167053 4520.5000000000009 0.77779031004837462 55.8762848456768 230.29047936174797 226.79152256488322 -6.3683884143829337 0.56186091783552394 53.420549392700202 27.860525131225589 4.5000000000000009 52.000007629394538 0.89601596758207813 71.229092204068891 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=29 2 9 18 10 6 -6 8 -7 -2 -5 12 -9 -12 16 -16 -4 -13 -3 20 28 -21 -22 24 -17 26 27 -14 -20 -1 right_child=1 3 14 4 5 7 -8 11 -10 -11 13 17 25 -15 15 23 -18 -19 19 21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.00016812881739895486 -0.0010526583580613251 0.0011875864768921586 -0.00048451401969798951 -0.0005949984249370104 0.00032488411899350684 -0.011358749146191463 -0.012988355040399767 -0.013900223037648244 0.0053613470507341198 -0.00014506188698784655 -0.017880805122123356 -0.024807174852693008 0.0033077144159154139 0.0022697009524180987 0.00091476979667620033 -0.013289986217359532 0.00018042387070253094 -0.0031022170353117657 0.00037627260889045843 -0.0055268491542360696 0.00376848258242663 -0.017379547273167904 -0.014042480794314693 -0.0011167605942534993 0.0021844073048545177 -0.0033357747838831764 -0.022481917546585472 -0.015104366509799802 0.0014909538801070252 0.00045739324920258896 leaf_count=402670 26105 22774 30364 4456 4853 73 263 320 193 46524 28 89 61 3234 25477 163 271493 32 37616 946 38 147 152 409 59 549 61 63 9046 24145 internal_value=0 0.002721 0.00119391 0.00991852 -0.0130984 -0.0431645 -0.00824483 -0.16714 0.0177217 -0.010808 0.0124449 -0.20899 -0.182783 0.048085 0.00385176 0.0182808 0.00260378 -0.437269 0.0145646 0.00854602 0.0125551 -0.163306 -0.240347 -0.0906479 -0.210468 -0.123494 -0.262952 -0.138673 0.0135849 -0.00304423 internal_count=912403 485588 400594 84994 14275 6557 5116 1441 266 72629 7718 1175 1054 3262 327965 26108 301857 121 70719 47945 46852 1093 190 631 222 734 185 124 46662 426815 shrinkage=0.0436048 Tree=136 num_leaves=31 num_cat=0 split_feature=0 22 24 19 25 25 6 1 24 22 29 25 13 24 5 24 12 19 6 5 24 25 24 29 6 8 22 19 22 29 split_gain=4.90955 4.55813 9.49404 9.32156 5.9367 6.88367 4.42555 5.11259 6.47695 5.91257 5.23814 5.0796 5.03725 6.63641 4.62558 4.26635 4.17409 4.68909 4.41963 4.04085 3.97871 8.44275 4.28414 4.26703 3.82922 5.53127 4.43054 7.68463 5.82829 7.06967 threshold=13.500000000000002 522.75000000000011 9.5000000000000018 544.25000000000011 260.50000000000006 553.25000000000011 0.77500001348699166 361.50000000000006 3.5000000000000004 400.25000000000006 0.44150202790953469 433.25000000000006 32.327074462222399 1.5000000000000002 14.000357627868654 5.5000000000000009 59.331475451951142 415.25000000000006 0.42195542417486365 16.000240325927738 20.500000000000004 442.25000000000006 27.500000000000004 1.0662206025710674 0.25752021701214234 5261.5000000000009 2138.2500000000005 2725.5000000000005 1165.2500000000002 2.6137313373458633 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 15 6 12 9 11 -8 -10 -9 14 -14 -6 19 -4 18 -18 -2 -20 22 -22 -23 25 26 28 -28 29 -3 right_child=1 24 16 -5 5 -7 7 8 10 -11 -12 -13 13 -15 -16 -17 17 -19 20 -21 21 23 -24 -25 -26 -27 27 -29 -30 -31 leaf_value=0.00020170850233612914 -0.0041773813166953401 -0.0009499472733699053 -0.001569690443939247 -0.0011293981315275842 -0.0022768305129387103 -0.00048645756737040791 0.00030140256045391357 -0.0049475386041622242 -0.01965897113942609 -0.0023977501765037345 0.0011756558604765542 0.0003336277522999267 -0.0055868877694866233 0.00035668323237013642 0.0015447601902213179 -0.004966454440097804 0.0030173244001432484 -0.00068987087155567993 0.00017854140911119059 0.00080798509245342794 -0.007853514367839598 0.00057283446025425911 0.0015085614824667801 -0.0090793990752679743 2.4222608982197856e-05 0.0014032315665683441 -0.0048927275858509428 -0.00096884715517778425 0.00088244313456463863 -0.0077501516632896275 leaf_count=184831 439 5171 7392 9697 623 12330 3643 632 23 2677 9471 766 379 6209 18044 623 939 54639 16399 1045 503 1369 114 93 563311 2152 1313 3423 3845 308 internal_value=0 -0.00114567 -0.00609775 0.00275794 0.00764167 0.00964455 0.0156839 0.00331824 0.0164466 -0.0193074 0.0258041 -0.0471015 0.0241114 0.000338414 0.0325014 -0.0444475 -0.0133392 -0.0110774 0.00227083 -0.0152918 -0.00113017 -0.0423423 -0.140437 -0.000943898 0.000119425 -0.0150328 -0.0222592 -0.0471667 -0.00960774 -0.0305521 internal_count=912403 727572 148049 66601 56904 54797 42467 17212 10892 6320 9494 1398 25255 6588 18667 2107 81448 74056 19417 1484 18478 2079 617 1462 579523 16212 14060 4736 9324 5479 shrinkage=0.0436048 Tree=137 num_leaves=31 num_cat=0 split_feature=16 17 4 27 26 16 27 14 9 27 28 26 27 27 11 26 17 16 17 16 16 11 27 20 1 1 16 11 9 4 split_gain=7.04529 5.70191 13.448 11.9924 7.3135 6.3471 6.31649 7.63399 5.70996 5.69986 10.0156 6.81991 6.05594 5.66509 8.06153 7.62807 5.45359 12.3213 9.24657 10.2533 8.36579 35.0547 20.6404 8.60678 8.7563 8.2037 6.17583 10.5239 5.89575 5.3977 threshold=214.17597246127369 56.731498095844579 21.00000095367432 52.500000000000007 0.72019752365662038 207.59621257393459 23.500000000000004 33.24265444883553 0.96634822791531172 32.500000000000007 466.25000000000006 0.492700970319561 41.500000000000007 14.500000000000002 0.77779031004837462 0.75955241313143962 52.128135675177738 221.115559849806 49.171186791212911 225.80490466171184 225.48844147582699 0.77779031004837462 8.5000000000000018 1.2422201960595542 505.50000000000006 12180.500000000002 230.00189668460243 0.80131846384253325 0.96714713969245059 22.00000095367432 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 5 -3 13 -7 -8 -6 -1 12 -12 -11 -4 -15 -16 17 25 19 -19 28 -22 -23 24 -24 -2 -20 -28 -18 -26 right_child=16 4 3 -5 8 6 7 -9 -10 10 11 -13 -14 14 15 -17 20 18 26 -21 21 22 23 -25 29 -27 27 -29 -30 -31 leaf_value=-7.4814764937086524e-05 -0.00046333254471905583 -0.00050698482726643118 -0.00054495583413205495 -0.018554105557016129 2.8382399252896145e-05 9.7201790226535243e-05 -0.0011380598460637363 -0.0094269859059377299 0.00084608636227545065 -0.0073236214018801964 -0.00078459288263379447 0.0019258709672598283 0.0033592216381420786 -0.0021590387752966319 0.0022282052470177704 -0.0010032992938336632 0.00016619333501564516 -0.00054078340451010096 0.00077590925396836281 0.00014999723575076013 0.0009616599713431535 0.00067324335559588425 -0.0011481837962411144 0.0012760516375736211 -0.020748104824411698 -0.0077878792184254012 8.5938741048706271e-06 -0.0093906029503971616 0.0010696708629323549 -0.012221568516648608 leaf_count=160500 67817 23567 39903 71 36917 30202 5980 219 28986 418 2300 7589 133 12799 1551 13290 26322 46740 48019 324521 3238 359 93 83 231 292 880 305 28715 363 internal_value=0 -0.00344199 -0.00569838 -0.0146638 0.00349224 -0.0143832 -0.00373879 -0.032815 0.00889883 -0.000243016 0.0223981 0.0297093 -0.108818 -0.0201198 -0.0311237 -0.015264 0.00223158 0.00113156 0.00315272 0.00144551 0.0112788 -0.0308502 -0.182581 -0.274904 -0.311653 -0.0113459 0.0160342 -0.0552831 0.0146216 -0.356324 internal_count=912403 364425 274955 104015 89470 103944 36401 6199 65903 170940 10440 9889 551 67543 27640 14841 547978 488574 420465 371261 59404 4367 1129 770 687 68109 49204 1185 55037 594 shrinkage=0.0436048 Tree=138 num_leaves=31 num_cat=0 split_feature=18 9 13 10 1 17 1 7 28 22 13 7 28 25 17 24 26 13 19 13 17 5 17 19 19 24 25 19 17 10 split_gain=4.51275 4.44383 6.41899 9.33291 11.4598 6.85225 6.43546 5.04702 7.80426 7.53175 8.49247 10.3895 8.5405 6.8698 6.02225 7.50693 6.07059 7.62444 5.85964 5.77487 7.57411 6.93967 6.84033 6.93742 9.25789 12.5109 11.5166 6.73038 6.57154 8.35339 threshold=6.5000000000000009 0.8699340803055382 289.88142893102957 0.98758711937218113 10510.500000000002 44.72689056499884 5767.0000000000009 -5.1732552051544181 10806.250000000002 1738.2500000000002 241.78537576227311 -31.607501029968258 25556.250000000004 260.50000000000006 62.597787342773834 2.5000000000000004 1.2011304820123967 100.02392541049399 3740.5000000000005 100.02392541049399 62.597787342773834 49.507179260253913 68.273281074164871 517.25000000000011 635.25000000000011 4.5000000000000009 1027.7500000000002 293.25000000000006 64.074175312088727 0.44902992106420753 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 5 6 -4 -5 8 19 -10 18 12 -12 -9 -15 -16 17 -17 -11 21 -21 22 -3 27 -25 -26 -27 -24 -23 -30 right_child=-2 2 3 4 -6 -7 -8 13 9 10 11 -13 -14 14 15 16 -18 -19 -20 20 -22 28 23 24 25 26 -28 -29 29 -31 leaf_value=-0.00046268993919158812 0.004457307295085749 0.00015928967895774881 0.0014616298417049263 -0.01349503771498828 -0.013453414542414362 0.0061221058164864306 0.0050025551168803107 -0.0024797694304800229 -0.0099609945690455753 0.0081009162874511962 -0.015193565858489428 0.0046223568303619261 -0.0011274951305371725 -4.1724791464417946e-05 0.0026512102578462771 -0.0018128068354897643 0.0011490471419032743 -0.010597689288604838 -0.0009334040709322981 0.00065950966562609934 0.0037752085510801801 -0.00022703068557745497 0.0089153545060557463 0.0033169427061920101 0.0049283384793895836 0.00062852281121608157 -0.005197505110979119 -0.0027357350798715967 -0.012136438241205196 -0.0017483235780058556 leaf_count=38726 431 224290 3149 44 165 741 191 2240 211 145 239 116 125 558536 894 7036 1339 193 2330 13953 1660 37486 102 3612 1186 7837 703 1244 154 3325 internal_value=0 -0.000128723 0.000336136 0.0389226 -0.106531 0.0538793 0.0352983 0.000145636 0.00347542 -0.0459098 -0.0328765 -0.154609 -0.237662 -0.00159866 -0.0013807 -0.026398 -0.0354965 -0.0469523 -0.0092678 0.00400444 0.0227217 0.00296053 0.00502196 0.0259316 0.0328364 0.0167812 0.00341552 -0.0424911 -0.00906506 -0.0506403 internal_count=912403 911972 873246 4290 400 3890 235 868956 298718 3166 2955 480 364 570238 567998 9462 8568 7229 2475 295552 15613 279939 238974 14684 13338 9726 8540 1346 40965 3479 shrinkage=0.0436048 Tree=139 num_leaves=31 num_cat=0 split_feature=0 18 25 21 23 14 20 24 21 23 15 18 25 11 29 5 14 24 21 6 18 24 0 21 14 6 14 25 5 24 split_gain=4.51037 4.17766 4.20791 6.86654 9.65237 10.1885 5.55764 4.54411 6.4917 6.52184 5.94747 5.44134 11.3036 9.62769 7.25472 5.63452 5.97209 6.49278 6.32662 6.01713 5.42162 5.10885 4.88679 4.81354 9.06721 4.69506 4.50955 6.36163 6.67142 5.54443 threshold=13.500000000000002 6.5000000000000009 671.25000000000011 9.5000000000000018 0.58694383846583142 30.503316539544961 0.2331985446939642 16.500000000000004 8.5000000000000018 1.278625016411276 0.39510838762015604 3.5000000000000004 442.25000000000006 0.80445882232313404 0.74122959684737888 17.003228187561039 14.718018843184964 20.500000000000004 10.500000000000002 0.48794623487932526 4.5000000000000009 18.500000000000004 35.000000000000007 11.500000000000002 33.665957626471233 0.83248868189683778 20.905050010969706 466.75000000000006 29.840754508972172 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 -4 6 -6 -5 8 9 20 -11 13 21 -9 -15 -14 -17 -18 19 22 25 -13 -19 -16 -25 26 27 28 -2 -28 right_child=1 -3 3 4 5 -7 -8 11 -10 10 -12 12 15 14 23 16 17 18 -20 -21 -22 -23 -24 24 -26 -27 29 -29 -30 -31 leaf_value=0.00018977260548576981 0.00073912584475082732 0.0050932121065053867 1.2460175224431005e-05 0.0037049343815604781 0.0015710469024008973 -0.0056856118505541108 -0.0037036127045732199 -0.0012792883549150983 0.00077867589899480681 -0.0027164715355772729 -0.00050921922107073549 0.00073614035518177921 -0.0050812605028023507 0.0015653380689958456 -0.00050354706284398405 0.002524942521951208 0.00026290035536184097 -0.014094748484590953 -0.0011493085716866632 -0.0026738155997828995 0.0037643854248778294 -0.0062103889385423244 -0.0031230808721936579 0.0007640112570410899 -0.020304572861938472 -0.00036231994934666264 -0.00064917009022333718 -0.00037224184888828908 -0.0013163291961111418 0.00045095617040303529 leaf_count=184963 21303 300 352487 231 12539 379 1156 12568 15671 2471 38266 246 569 5592 21412 1044 5932 190 8759 898 708 1108 130 9428 39 68103 9993 64555 3495 67868 internal_value=0 -0.00117832 -0.001227 0.00115738 0.022635 0.0311467 -0.0566393 -0.00365401 -0.00194269 -0.00306383 -0.0147485 -0.0110228 -0.0254501 -0.00546942 0.00275584 -0.0186476 -0.0153623 -0.0201704 -0.0357477 -0.103277 -0.0010471 -0.113481 -0.221019 -0.00324606 0.0155308 -0.00130999 0.00154064 -0.00330706 0.0103069 0.00710384 internal_count=912403 727440 727140 366792 14305 12918 1387 360348 292433 276762 40737 67915 18876 49039 36471 17522 16953 15909 9977 1218 236025 1354 320 30879 9467 235317 167214 89353 24798 77861 shrinkage=0.0436048 Tree=140 num_leaves=31 num_cat=0 split_feature=26 0 26 1 5 5 28 24 15 23 23 19 13 10 21 19 28 26 28 24 23 1 20 8 28 18 13 21 8 23 split_gain=4.75343 4.20454 5.36116 5.591 7.80931 6.94069 5.1451 5.95498 5.23751 5.22503 5.14661 6.07755 4.98508 4.82651 5.55593 5.0033 4.70078 4.5124 4.49363 4.44718 4.37682 4.10241 4.41581 4.28166 4.09883 18.3351 13.466 11.31 7.49149 10.9217 threshold=7.2145294998868978 22.000000000000004 2.352858091181758 1925.5000000000002 152.60951232910159 164.36508941650393 696.25000000000011 20.500000000000004 0.52026702820720339 0.61220583455582023 0.89892262074350782 685.25000000000011 29.38085198645015 0.65620499886549244 14.500000000000002 718.25000000000011 640.25000000000011 1.3262630063477523 427.25000000000006 32.500000000000007 1.1053550752703258 556.50000000000011 1.087700181654055 767.50000000000011 967.25000000000011 1.5000000000000002 62.479548008820508 6.5000000000000009 1388.5000000000002 0.65831752951340972 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 19 6 -4 -5 -6 8 12 10 -9 -3 17 -8 14 15 -10 21 -12 -15 24 -19 22 -16 -23 -1 -26 27 -27 29 -29 right_child=-2 2 3 4 5 -7 7 9 13 -11 11 -13 -14 18 16 -17 -18 20 -20 -21 -22 23 -24 -25 25 26 -28 28 -30 -31 leaf_value=0.00017762650312668358 0.001706401678512116 5.806339669872565e-05 -0.0025333953759339865 5.6288145899693796e-05 -0.010405337692220497 -0.0020918680288730842 -0.0004747514115234686 -0.0033030287600537148 -0.0001729360889487371 0.0018630597883078377 -0.0011768404764481784 -0.00023304952659038031 0.00012467270492262151 0.0012518936599065931 -0.0048667660418202884 -0.0010290687842767971 0.0064626949506074102 -0.010596100857946754 9.0911044667538305e-06 0.0035845807370870984 -0.0027065963073028944 0.0017127069932528279 -0.017015419375707455 -0.010807200232042536 0.00011328564497761594 -0.0026071988489858411 0.00036583236030399206 -0.0036983822703579665 0.0030310601638457698 -0.015682051613548458 leaf_count=275899 3090 14452 3211 8372 232 1079 29889 401 95477 5192 14156 12924 224688 5751 690 15021 88 141 145090 702 2582 320 62 62 44364 4979 2811 258 91 329 internal_value=0 -0.000154761 -0.00177551 -0.0219384 -0.0099471 -0.0817124 -0.00131698 0.00195432 -0.00409094 0.0342317 -0.0141546 -0.0216642 0.00124519 -0.0023947 -0.00737661 -0.006635 -0.0744352 -0.0341598 0.00129514 0.00269815 -0.0714399 -0.0917129 -0.134581 -0.00732304 0.00252836 -0.00554094 -0.0481811 -0.0762914 -0.197461 -0.238849 internal_count=912403 909313 579880 12894 9683 1311 566986 260170 306816 5593 44255 29803 254577 262561 111720 110498 1222 16879 150841 329433 2723 1134 752 382 328731 52832 8468 5657 678 587 shrinkage=0.0436048 Tree=141 num_leaves=31 num_cat=0 split_feature=16 23 26 17 16 26 4 28 8 17 33 30 26 12 30 26 23 23 10 28 8 26 12 2 4 11 8 4 28 26 split_gain=6.50622 5.18462 4.96722 4.77941 4.40993 6.26157 4.82056 7.32542 4.67634 6.89291 4.33874 6.42344 9.09445 6.23688 5.71707 11.816 7.16598 9.27048 25.6988 11.9538 7.6087 8.28508 7.13878 6.99514 6.90075 6.54745 6.45704 6.29419 6.51174 6.26477 threshold=164.57116434736659 1.2389748532823803 3.2388384007807027 33.765837149588435 100.37287869264615 0.96238447808285466 84.73163223266603 25556.250000000004 5790.5000000000009 99.821608569765331 2.5000000000000004 2.5000000000000004 0.81293059815701885 55.849242404917511 1.0000000180025095e-35 1.4505122105663908 0.1210582024137981 0.31357983534322825 0.92787550376517125 878.25000000000011 961.50000000000011 0.23754802577049169 40.281222920256972 69.202564102564125 8.0203809738159197 0.46431754519989821 318.50000000000006 9.0254840850830096 2910.7500000000005 0.049561541456052217 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 8 -8 -6 -10 11 14 13 -13 16 -16 26 18 19 -18 21 27 -19 -17 -24 -26 -2 -21 -29 -27 right_child=10 -3 -4 4 6 -7 7 -9 9 -11 -12 12 -14 -15 15 23 17 22 -20 20 -22 -23 24 -25 25 29 -28 28 -30 -31 leaf_value=0.0005065060546086068 -0.0018902439732141733 -0.0022310900718217966 0.0078340541502601863 -0.00046070738879530257 -0.00064596561148661414 0.0036086935191017131 -0.0098403104637495679 0.006631860889959899 -0.0025494318620915479 0.0095445265790311609 -0.00047789136864871321 0.019713747512775957 0.00034411063349480372 0.002207226210267399 -6.3183784675415242e-05 -0.0023214673219393812 0.0030862635583012144 -0.0043056582485241045 -0.0032188627054807214 -0.0092163108963307042 0.0051166569349848047 -0.0048638370718207648 0.0019369334686099669 0.00016851723565417703 0.00160060370943861 -0.010576199588085955 -0.011274003587606964 0.0038086065488798088 -0.0052444849348366393 2.5282270023232394e-05 leaf_count=10057 566 2892 141 1918 45662 1150 231 66 158 207 30477 39 33461 4921 37876 8283 7284 718 1994 105 379 847 3645 2895 5042 106 185 769 188 710141 internal_value=0 -0.00981679 -0.00781004 -0.00825468 -0.0123006 0.024416 -0.0147323 -0.141724 -0.0139129 0.098827 0.000756032 0.00119176 0.013815 0.0537757 0.000570785 -0.00988037 0.00127118 0.00137146 0.0294579 0.0509722 -0.0120812 -0.0377759 0.000920062 -0.0384495 0.0010196 0.000798433 -0.0963614 0.0210576 0.046558 0.00054352 internal_count=912403 62482 59590 59449 49392 3068 46324 297 46027 365 849921 819444 38421 4960 781023 49054 731969 731218 11566 9572 2288 1909 719652 11178 718934 715289 751 1062 957 710247 shrinkage=0.0436048 Tree=142 num_leaves=31 num_cat=0 split_feature=16 17 4 16 4 22 21 7 4 29 9 7 7 7 19 22 17 21 16 29 15 14 19 29 19 19 15 16 17 4 split_gain=5.89854 5.68455 4.58958 4.26712 5.50462 4.72197 5.07942 5.35345 4.39377 6.24432 4.96794 4.37147 4.09881 6.62398 5.86344 5.76185 5.76255 13.5815 13.0666 6.05671 6.0966 5.64496 5.22651 4.8989 4.80351 4.76463 4.57034 5.82369 7.9202 14.6385 threshold=179.02317093944302 35.261074154722202 49.00453186035157 100.37287869264615 20.512362480163578 1789.2500000000002 1.5000000000000002 -41.489957809448235 30.999998092651371 2.8422878848752697 0.9574119056959679 -89.940933227539048 -16.699242591857907 -76.156784057617173 381.25000000000006 280.25000000000006 62.597787342773834 1.5000000000000002 215.6424521203941 0.81499235474006126 0.65428519295190368 13.330856506945283 282.25000000000006 0.80172043806422977 450.25000000000006 282.25000000000006 0.25414828423051278 238.12091552564405 43.857911168200303 47.00000190734864 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 -3 7 11 -8 10 -10 -7 13 14 -2 21 26 -18 23 -20 -21 24 -15 -19 25 -14 -17 -28 -29 -30 right_child=12 3 -4 4 -6 6 8 -9 9 -11 -12 -13 15 22 -16 16 17 18 19 20 -22 -23 -24 -25 -26 -27 27 28 29 -31 leaf_value=0.00051652929348812492 0.0010709513487719877 -0.00099793269076531429 -0.0044118820958601356 -0.0002539953403370421 -0.00099274984869716053 0.0086729147682647577 0.0032738658616726971 0.0072952669199415491 -0.0054528733756352152 0.010744150009307557 0.00377014995227677 -0.0051132546344679385 -0.003028997683441028 0.0035586189794034238 -0.00024625567255592205 -0.00078992162358090974 0.0042031841971279507 -0.002610688197941349 -0.01203264217898117 -0.0010128180262101488 -0.0090458981101137568 0.00012437965502533853 0.00035199379662723536 -0.00012960663646553692 -0.014600578228114777 0.0056360665097662322 -1.6450266341695528e-05 0.00051009576170112461 -0.022265429351195593 0.0038698548614151886 leaf_count=17070 7071 1297 367 55447 29318 63 640 575 454 68 147 143 2416 973 70398 13314 817 2344 263 435 306 2145 143802 4269 65 127 508451 49455 81 82 internal_value=0 -0.00703068 0.00946685 -0.010294 -0.0116847 0.0245118 0.0539256 0.117749 0.0158463 -0.0408202 -0.0733174 -0.0205733 0.000917533 0.00457302 -0.00289022 -0.000472224 -0.000187974 -0.0261363 -0.0392787 -0.145576 -0.0993038 -0.0351479 0.0085666 -0.0231404 -0.0664019 -0.0595406 0.000195041 0.000631879 0.0109728 -0.209097 internal_count=912403 105589 17437 88152 84765 3387 2090 781 1309 669 601 206 806814 222244 77469 584570 579817 8434 7617 1004 741 4753 144775 6613 2608 2543 571383 558069 49618 163 shrinkage=0.0436048 Tree=143 num_leaves=31 num_cat=0 split_feature=16 14 11 13 26 8 8 16 11 27 27 21 14 23 21 8 19 21 11 27 23 29 26 13 8 29 19 10 10 11 split_gain=5.78908 4.25255 4.07297 4.17206 4.71369 4.50853 4.27363 4.03322 4.28493 3.88529 6.69257 8.96293 16.4159 25.569 18.2454 12.4967 20.2701 21.8411 15.6089 14.6367 24.012 11.7522 12.0415 14.7663 11.4759 10.9317 10.0438 8.95176 8.2353 11.0748 threshold=160.25492093402258 136.08324796278021 0.84299758454106288 141.27243174504727 0.23754802577049169 630.50000000000011 1556.5000000000002 128.88972655251726 0.76667889459525573 14.500000000000002 6.5000000000000009 1.5000000000000002 39.393637059375166 1.4784544653290819 4.5000000000000009 3167.5000000000005 4021.5000000000005 2.5000000000000004 0.55264126811875058 3.5000000000000004 1.119245546151848 1.0697345056434724 1.13335274703941 171.17131448942334 1174.5000000000002 2.4256037952846472 1072.2500000000002 0.54006884468902305 0.9568080867615899 0.42985075634108411 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 6 -6 -1 -5 -9 10 11 28 24 15 -15 26 17 19 -19 20 -17 -18 -23 -24 -13 -21 -14 -20 -2 -30 right_child=9 -3 -4 7 5 -7 -8 8 -10 -11 -12 12 13 14 -16 16 21 18 27 25 -22 22 23 -25 -26 -27 -28 -29 29 -31 leaf_value=0.00020183746386425914 0.00044215452698712147 -0.011591254403409076 0.00056102821374361827 0.0039935888490722866 -0.00052296541006878656 -0.0015721729571004459 0.0050112023298492679 -0.0035626149686790831 0.0089557619558028219 -6.0596580279949119e-05 0.00024562282988218763 -0.00051014093380839017 -0.023164379501844089 0.00063717401520973604 -0.026084790188394973 -0.024358441607648013 0.00014289051438952854 0.0051679885814517219 -0.00020568777263385484 -0.00065618151960352301 -0.0010878570126367894 -0.011268961437864069 -0.00034535324977700725 -0.012244717894583352 0.00084277667183844994 -0.018079482317028321 -0.0011885244759265732 -0.022504751931604242 0.0027034405606509437 -0.0018209922408252463 leaf_count=5350 55190 65 6830 719 27113 10925 376 322 62 440797 283294 43550 40 5712 49 177 1378 52 38 691 161 464 904 254 16414 76 3464 345 1227 6364 internal_value=0 -0.0102049 -0.00988352 -0.0133467 -0.0148775 -0.0189041 0.0118713 0.0473944 -0.0353497 0.000683926 0.00286102 -0.00288975 -0.0103638 -0.0414539 0.00940014 -0.0778748 -0.112502 -0.205763 -0.395571 -0.131042 -0.304414 -0.0646278 -0.122318 -0.067777 -0.0032062 -0.054641 -0.0330099 -0.465369 0.00589243 -0.0249896 internal_count=912403 51762 51697 44867 43764 38038 5726 1103 384 860641 419844 136550 73769 13805 5761 8044 4540 1540 435 1105 338 3000 1622 1158 59964 767 3504 383 62781 7591 shrinkage=0.0436048 Tree=144 num_leaves=31 num_cat=0 split_feature=16 17 16 28 13 16 21 17 17 1 1 14 17 27 24 11 21 14 16 27 28 24 24 21 17 24 27 24 28 23 split_gain=5.45081 5.42839 11.7652 6.1512 7.37492 8.51468 12.4585 9.44074 7.96212 9.09785 11.4915 8.32969 7.5085 6.6401 6.12647 6.69557 6.37366 5.91396 5.53499 4.67875 6.54855 5.53846 5.23251 5.15429 4.66952 4.62259 5.05637 9.43215 9.94094 6.457 threshold=216.78382492081124 49.804592354965486 223.78595624288593 1122.2500000000002 171.17131448942334 225.48844147582699 2.5000000000000004 71.229092204068891 51.290291442244346 1686.5000000000002 2942.5000000000005 65.711931680329741 57.020381944066209 9.5000000000000018 1.5000000000000002 0.57494482562975724 2.5000000000000004 25.409967566119295 230.44701644395383 27.500000000000004 602.25000000000011 30.500000000000004 31.500000000000004 11.500000000000002 48.291421492684428 36.500000000000007 35.500000000000007 24.500000000000004 459.25000000000006 1.0492582623759306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=25 2 24 -3 5 7 -7 17 18 13 -11 -12 -6 -10 -9 -16 -17 -5 -8 -4 21 -21 23 -22 -2 26 -1 28 -28 -29 right_child=1 3 19 4 12 6 8 14 9 10 11 -13 -14 -15 15 16 -18 -19 -20 20 22 -23 -24 -25 -26 -27 27 29 -30 -31 leaf_value=-0.00014604018101517825 -0.0011736625325712831 0.00050698021294987418 0.00016928749293642178 -0.002361942916949055 -0.00061650649900978711 -0.00046536094858718103 0.0024266360746228585 -0.026542646087026479 -0.0075640142621863195 0.0021655050177192712 -0.021115706906083876 0.0021301523804619009 0.0053685832320365849 -0.019549324999521812 0.0038694635779677835 -0.0011845736385233121 -0.016234147759531303 0.00058668979950791088 -0.011328381708637539 -0.0010241926608921858 -0.00013699174665697929 0.0019211797036741544 -0.020184357761892112 0.0013229862851632352 -0.0002753396057218751 -0.012646882420413253 -0.0095007056735344608 0.00024657687799950424 0.0021214741739218257 -0.0031600758871570931 leaf_count=391368 18317 88935 312275 1617 838 1283 224 29 155 204 97 42 760 203 98 93 126 6461 74 20573 20843 1290 24 5899 27550 56 143 4956 6525 1345 internal_value=0 0.00217501 0.000544215 0.00872741 -0.0122291 -0.0216878 -0.0758719 -0.00700971 -0.159607 -0.217814 -0.101427 -0.32317 0.0511404 -0.329325 -0.168765 -0.128517 -0.225737 -8.13619e-05 -0.0226819 0.00246146 -0.00666264 -0.0195025 0.00382525 0.00424412 -0.0145416 -0.00274523 -0.00270544 0.0167207 0.0429363 -0.0110217 internal_count=912403 508010 406771 101239 12304 10706 2282 8424 999 701 343 139 1598 358 346 317 219 8078 298 360904 48629 21863 26766 26742 45867 404393 404337 12969 6668 6301 shrinkage=0.0436048 Tree=145 num_leaves=31 num_cat=0 split_feature=16 8 16 22 9 26 21 22 12 4 21 26 21 26 17 21 26 17 4 12 17 23 23 7 15 21 4 21 26 30 split_gain=5.48496 4.07615 4.71807 6.19704 6.9374 6.9158 6.29708 5.58202 5.13784 4.08088 4.57267 3.72525 3.80376 3.53299 3.49421 3.44695 3.42576 3.35945 5.90313 5.67608 13.2601 11.9609 13.801 9.54849 6.81363 5.15232 4.35099 5.91353 5.81518 8.60548 threshold=166.03199894999346 609.50000000000011 100.37287869264615 1465.2500000000002 0.95626360043051395 3.2388384007807027 1.5000000000000002 7011.0000000000009 161.36143571373728 30.857737541198734 1.5000000000000002 1.0686446445199582 3.5000000000000004 0.23754802577049169 35.261074154722202 2.5000000000000004 0.31770512143935054 36.490110183145568 55.002668380737312 266.63961030678939 61.559022958609667 0.99918185169992613 0.84871300669271965 -2.2906099557876582 0.49318904286942578 2.5000000000000004 45.965801239013679 1.5000000000000002 2.352858091181758 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 6 5 7 -3 9 11 -5 -11 12 15 -6 -1 -8 -15 -2 26 20 21 22 -20 -24 -23 -22 28 -28 -19 -30 right_child=17 2 -4 4 13 -7 8 -9 -10 10 -12 -13 -14 16 -16 -17 -18 18 19 -21 25 24 23 -25 -26 -27 27 -29 29 -31 leaf_value=0.00049056115317088248 0.0003694340877256003 -0.0076870647608101817 -0.001262006475674876 0.00099707215724510853 0.012236853343062744 0.010755801451973307 -0.0083356690606606505 0.0031848200215214045 -0.0090186759911519126 0.0010919902035687243 -0.0066794225772899823 0.0062098945356935586 -0.0052277846537425784 -0.009492820522695412 -0.00037954395564005703 0.0079583875931710096 0.0047630822863562816 3.0855466843653113e-05 0.0014230413899993229 -0.00048022771795052115 -0.0059956164185664624 -0.025400003478712744 -0.025023527512842828 -0.0021985743899209653 0.00023565630729039625 -0.02084222091452944 0.0021983380379287498 -2.8869822669097641e-06 -0.00015715743439048693 -0.0029257571007628679 leaf_count=11590 52194 301 15101 453 117 111 32 536 102 206 478 209 191 34 36138 108 559 752169 118 20628 80 20 115 50 1375 100 4123 5308 6731 3126 internal_value=0 -0.0087465 -0.021331 0.0121089 0.038219 0.00494681 -0.0569461 -0.0110907 -0.000992324 -0.0507505 -0.0995053 0.0378877 -0.0281118 0.121821 -0.00385858 0.0971001 0.090488 0.000700943 0.000190051 -0.0157815 -0.0687203 -0.0410514 -0.228499 -0.415249 -0.00302444 -0.326655 0.00065558 0.0220029 0.00039138 -0.02374 internal_count=912403 66266 18538 3437 2494 1784 943 1673 642 1137 684 540 331 710 47728 140 593 846137 793943 22486 1858 1678 283 165 1395 180 771457 9431 762026 9857 shrinkage=0.0436048 Tree=146 num_leaves=31 num_cat=0 split_feature=16 29 13 9 13 21 4 27 24 27 10 22 18 1 21 18 10 4 6 13 1 18 6 4 10 1 21 22 22 6 split_gain=5.13372 5.5567 5.59116 5.48645 6.30111 5.76429 7.81905 6.51505 5.67725 4.973 8.66739 6.43942 9.48766 6.12623 6.39296 6.4581 6.26616 7.08326 5.82015 6.0136 8.68544 5.82339 5.68092 5.14337 10.4697 6.01667 4.94577 8.3674 7.37438 7.46111 threshold=217.69508821170811 0.85817037790892725 23.116280847314545 0.96700277960233461 39.32339064833991 1.5000000000000002 21.00000095367432 52.500000000000007 17.500000000000004 27.500000000000004 0.75359942258261614 988.25000000000011 3.5000000000000004 740.50000000000011 8.5000000000000018 3.5000000000000004 0.96282064926851729 19.20105075836182 0.40678695469079434 46.370234501669749 493.50000000000006 2.5000000000000004 0.53072631126511005 221.85328674316409 0.93336719490683329 25643.500000000004 8.5000000000000018 1267.7500000000002 722.25000000000011 0.22690211391083673 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 5 -5 -1 -7 -8 -6 22 11 -11 -13 14 -12 18 -15 -18 19 20 -16 -22 23 25 -25 26 28 -28 29 -4 right_child=1 2 9 4 8 6 7 -9 -10 10 13 12 -14 16 15 -17 17 -19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31 leaf_value=0.00044047496355177656 0.00039298694187345803 -0.0058805579658176175 -0.0092916514904508272 -6.249732367161308e-05 0.00039530060746801368 -8.3395574988956632e-05 -0.00064884229322876175 -0.015941720799119975 0.0022571349095624588 -0.0010032838090144483 -0.0022321597887506556 -0.002950677175693616 -0.027105382046591343 0.00070961355680153955 0.0020867923288101242 -0.0010719115795876776 -0.00087421047278116756 -0.023263448403379738 0.00095681277371142688 0.004427948984698519 0.0027190821559241588 -0.019382756972030363 0.00019488863106953817 0.0019185897634470537 -0.014386326651452496 0.0018682474940469867 0.0018012755762829217 -0.021351819578448363 -9.5353246336552007e-05 -0.00098627923403459775 leaf_count=19049 94447 305 208 186982 29115 94482 85813 53 3487 20349 3312 104 44 17278 89 7206 69 44 7847 93 28 119 251427 156 144 2625 2769 30 66433 18296 internal_value=0 0.00211519 0.000482435 -0.00264477 0.000803551 -0.0064422 -0.00818961 -0.0150965 0.0136324 0.000585978 -0.00809827 -0.0245202 -0.232355 0.0012297 -0.0113377 -0.00275666 0.0147387 -0.219979 0.0164797 -0.113822 -0.198692 -0.347964 0.00202237 -0.00476398 -0.135484 -0.00432999 -0.00574143 0.035618 -0.00710438 -0.0247596 internal_count=912403 493422 398975 418981 219584 199397 180348 85866 32602 398670 56582 20497 148 36085 18694 15382 17391 113 8176 329 236 147 342088 90661 300 90361 87736 2799 84937 18504 shrinkage=0.0436048 Tree=147 num_leaves=31 num_cat=0 split_feature=16 18 20 14 24 13 1 18 22 16 21 18 21 13 22 13 24 10 31 21 9 14 21 17 1 19 13 18 17 16 split_gain=4.84188 4.1991 3.99733 7.72758 6.11108 11.4873 11.4623 9.21957 8.19885 6.6635 6.1029 5.84959 7.78399 5.52524 7.01785 5.42662 8.56011 7.83597 8.67444 7.12349 6.2531 6.11369 5.35146 5.06994 4.94954 4.71014 6.25057 9.91966 11.5785 6.78956 threshold=161.65458299873811 6.5000000000000009 1.0664853258030671 39.393637059375166 23.500000000000004 41.629812393755167 1004.5000000000001 2.5000000000000004 406.25000000000006 226.14073913253247 15.500000000000002 4.5000000000000009 12.500000000000002 44.15850855026035 1165.2500000000002 72.399115374689487 2.5000000000000004 0.90642148135191047 1.5000000000000002 8.5000000000000018 0.94403576236459874 24.122164141554261 18.500000000000004 62.597787342773834 592.50000000000011 392.25000000000006 34.595221116135768 2.5000000000000004 53.847665840100298 211.59376640323384 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 22 4 15 6 7 -6 10 24 -9 -7 -13 14 -5 16 20 25 -19 23 -4 -22 -2 -20 -10 -18 -27 -28 29 -29 right_child=1 -3 3 13 5 11 -8 8 9 -11 -12 12 -14 -15 -16 -17 17 18 19 -21 21 -23 -24 -25 -26 26 27 28 -30 -31 leaf_value=-0.00039314596571382197 6.9083622667997054e-05 0.0044076525148872637 0.0045012324743177803 -0.0032200896287062027 0.0016890893435635203 0.0017558764754936221 -0.023590358850512385 -0.019435680948384607 -0.0022535520986462607 -0.0010821807505932367 -0.0047653611344791649 -0.014829420042961958 -0.00071768310485202441 -0.0017706522489658286 -0.021660609674990464 0.0014638543526665636 0.00076992577270053114 -0.00074058760752703694 -0.0050812782668349038 0.0030903038613194389 -0.001222958009813768 -0.0095599068697974059 0.00477383622102618 -0.016715870190105678 -0.0069203968878844705 -0.00060052959701918673 -0.00036050571823717097 -0.0021604536559616683 0.0018576484691622784 0.00032628880180351268 leaf_count=55310 687990 416 123 110 863 2371 49 100 799 1988 117 94 355 3494 61 4310 13336 5873 1131 199 282 411 460 76 941 33855 47815 2211 9856 37407 internal_value=0 0.000637384 0.000588609 -0.00378122 -0.00276977 -0.0303177 -0.0597927 -0.0548885 -0.0753697 -0.0643709 -0.264326 0.0204483 -0.0842117 -0.0491965 -0.224707 -0.00142174 -0.00241023 -0.00186098 -0.0338748 -0.104429 -0.104558 -0.141438 0.0016564 -0.133331 -0.109561 -0.000248106 -0.00206886 0.00200367 0.0119305 0.00430019 internal_count=912403 857093 856677 168227 164562 7677 4857 4808 3945 3728 217 2820 449 3665 171 156885 152575 151759 7279 1406 816 693 688450 1207 1740 144480 131144 97289 49474 39618 shrinkage=0.0436048 Tree=148 num_leaves=31 num_cat=0 split_feature=16 17 16 16 11 22 8 5 22 17 11 2 6 16 12 9 11 23 11 9 17 8 21 5 22 30 23 8 16 23 split_gain=4.44896 5.84442 13.2561 5.74025 16.2712 8.19583 13.3972 8.14435 5.27903 5.25036 29.3449 7.21589 7.14332 5.45585 5.72444 5.58446 7.53411 5.53814 5.37634 4.79055 7.15131 6.72066 5.64816 5.66826 5.59458 5.95995 5.57846 5.19683 6.05136 4.68876 threshold=220.13122843775952 48.146946240365274 226.79152256488322 230.00189668460243 0.77779031004837462 612.25000000000011 755.50000000000011 31.9990348815918 1980.2500000000002 54.169198340198513 0.77500880902043712 239.59629186602874 0.43104933057439426 226.62736767238155 152.64823227814085 0.97875260055152402 0.84461345671872001 1.2651969438150854 0.90974079025549626 0.96619314102539244 56.731498095844579 863.50000000000011 1.5000000000000002 48.477695465087898 893.25000000000011 2.5000000000000004 1.1053550752703258 4154.5000000000009 206.19878526215655 1.7271956856702622 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 -2 9 -5 -6 7 -7 -8 11 -11 18 -12 15 -15 16 -14 -18 -3 22 27 -22 -1 -24 -25 29 -27 -21 -29 -26 right_child=1 3 -4 4 5 6 8 -9 -10 10 12 -13 13 14 -16 -17 17 -19 -20 20 21 -23 23 24 25 26 -28 28 -30 -31 leaf_value=0.00045129183154310357 -0.0007158734420249904 0.00044256011674126378 0.00011320365706210829 0.00070751628329044226 0.0014512970347475302 -0.0056677350710884217 -0.0067164147934079153 -0.021153355324309103 0.0018057122326345233 0.0010760683792306763 0.001541853128351467 -0.0046834916505551416 -0.0031212093707168476 -0.015595889243975756 -0.0014833536121062123 0.0026263685478040556 -0.011704843698097597 0.001775348780672761 0.0015827564698818598 -5.7822227518297086e-05 0.00030852111925586318 0.0017886112491124044 -0.000217428452912298 -0.0018228697109775609 -0.00103303125895116 -0.00037120377666658479 0.0033286779643367293 -0.012307940114080941 -0.0007193331600151931 0.0013483131626756792 leaf_count=19942 41782 89990 299621 2399 248 102 433 176 203 4747 248 505 661 209 74 152 475 66 8616 211365 34192 7033 159261 8453 16206 1762 1383 142 216 1741 internal_value=0 0.00230675 0.000269203 0.00867088 -0.0308191 -0.127945 -0.171692 -0.354814 -0.0916482 0.0100007 -0.0172393 0.0118235 -0.122799 -0.146759 -0.273036 -0.120366 -0.143204 -0.230716 0.0124341 -0.00210994 0.000816298 0.0128661 -0.00565579 -0.0073463 -0.0200676 -0.0113561 0.0287996 -0.00152995 -0.121912 -0.018393 internal_count=912403 450707 341403 109304 3561 1162 914 278 636 105743 6632 99111 1885 1637 283 1354 1202 541 98606 461696 252948 41225 208748 188806 29545 21092 3145 211723 358 17947 shrinkage=0.0436048 Tree=149 num_leaves=31 num_cat=0 split_feature=26 0 26 10 4 30 21 28 8 28 14 21 5 21 21 19 14 12 24 6 19 28 19 24 28 21 14 26 19 8 split_gain=3.84639 3.56532 7.60545 6.19059 5.36468 5.53668 4.06813 5.61118 3.56353 3.78889 3.42173 3.09989 3.56424 3.04607 4.36912 7.5315 4.31613 5.97911 4.20886 6.27961 6.02478 6.51096 4.09955 3.93187 8.71076 6.11725 8.20086 6.02299 7.59828 6.33321 threshold=7.2145294998868978 48.000000000000007 1.6063477625516309 0.76651583653436706 47.00000190734864 1.0000000180025095e-35 8.5000000000000018 501.75000000000006 1388.5000000000002 1300.2500000000002 26.638763217322275 15.500000000000002 26.998850822448734 18.500000000000004 16.500000000000004 572.75000000000011 15.180232363682473 69.384776310850256 28.500000000000004 0.79310819924536047 369.75000000000006 594.25000000000011 293.25000000000006 23.500000000000004 451.25000000000006 10.500000000000002 32.89573171409203 0.98154768744919296 375.25000000000006 546.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 3 11 5 -4 -5 -8 -7 -10 -9 -3 -13 14 18 16 22 -18 23 -20 -21 -22 -16 -1 -25 -26 27 -27 29 -29 right_child=-2 2 4 6 -6 8 7 10 9 -11 -12 12 -14 -15 15 -17 17 -19 19 20 21 -23 -24 24 25 26 -28 28 -30 -31 leaf_value=4.4199347662181346e-05 0.0015333677185983511 -0.00036630764944086867 -0.0010361835348134713 0.00011486706726976423 0.00042847238524770011 -0.00071697456464467368 -0.00816165253898689 0.0017867798680517286 -0.0049455630258411825 0.00035466060963474896 -0.0041120777927717463 -0.011685927565483627 0.00094390190366866879 0.002959668089983161 -0.011564542236353764 0.0029979138025506983 -0.013098525905248716 -0.0031459121056222235 0.0020639862929557966 0.0067292101679329022 -0.0053517762013760763 0.0080454936399588523 0.0035353482113249708 -0.0053247966096887306 -0.0022963999971938299 0.001084086015855271 -0.01378970533433843 -0.021313203786650303 -0.00061708668516597537 0.0037361915753614497 leaf_count=748749 3112 68864 6332 49034 2767 739 115 5162 1878 297 194 98 75 676 39 498 124 1542 3884 122 596 78 277 718 2746 5938 82 61 7578 28 internal_value=0 -5.16079e-05 -0.00478243 -0.0024467 -0.0288032 -0.0403636 0.00552006 0.031384 -0.0764359 -0.0968198 0.0360767 -0.00873649 -0.142429 0.000777211 0.000718537 -0.0411872 -0.0688106 -0.0891343 0.000853405 0.030751 -0.0501635 -0.0871773 0.0383388 0.000670717 -0.0142998 -0.0095891 -0.000947068 0.000953281 -0.0175634 -0.308051 internal_count=912403 909291 135555 123542 12013 9246 54505 5471 2914 2175 5356 69037 173 773736 773060 2480 1982 1666 770580 4680 796 674 316 765900 17151 16433 13687 13605 7667 89 shrinkage=0.0436048 Tree=150 num_leaves=31 num_cat=0 split_feature=16 9 11 22 6 4 12 27 14 6 14 12 12 22 29 29 7 12 9 18 22 6 32 27 6 27 29 10 6 9 split_gain=3.87655 5.5992 6.76208 5.89063 7.76433 5.93465 5.49622 8.2901 11.2859 7.80026 6.04553 4.95648 4.89311 4.70918 4.60465 4.50806 7.91781 6.87958 8.54353 4.64811 18.9494 12.8378 12.8983 4.46781 4.37091 4.706 4.27187 3.92904 10.9814 7.12253 threshold=222.04443799091419 0.96202699704887851 0.68633899815965049 626.75000000000011 0.4516312358651608 49.00453186035157 198.30508652763322 2.5000000000000004 23.047273852679496 0.25752021701214234 44.423142820201598 134.58935777509512 43.470562748477143 1738.2500000000002 0.81499235474006126 0.85817037790892725 -89.940933227539048 625.99494936611677 0.93353788042779218 2.5000000000000004 931.25000000000011 0.42195542417486365 1.5000000000000002 13.500000000000002 0.48000000155246941 11.500000000000002 0.18277882548113764 0.90030576242666338 0.50000001576351816 0.97795707424129008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 6 4 12 -5 7 8 -3 -8 -9 -6 -4 -10 -14 19 17 27 -19 26 -21 -22 -23 -12 -13 -26 -2 28 29 -17 right_child=15 2 3 5 11 -7 9 10 13 -11 23 24 14 -15 -16 16 -18 18 -20 20 21 22 -24 -25 25 -27 -28 -29 -30 -31 leaf_value=-0.00027679926034264419 -0.00063178279942667037 -0.01070861293100717 -0.0012351906706624428 0.0002146972196283383 -0.00026215549890604888 -0.0035199684029369694 -0.015598072571463568 0.00084761097064415733 -0.0022726833374800684 0.0045108259255159707 -0.015064029390559418 0.010740770554658722 0.00216371173873425 0.0096762438308941167 -4.5032934492461961e-05 -0.0028384804664969205 6.2547943685306435e-05 -0.01081786895662756 0.0021752599521652062 8.4121776287194048e-05 0.0014360483978565625 -0.018708314245540363 -0.0018328342267166038 0.0081311491639157862 0.00087621975568531025 -0.012927746642863945 0.00076430396168941802 0.0011691993954014901 -0.00086554140120396453 -0.012378450266889565 leaf_count=179167 4580 284 1559 132305 155928 814 38 18295 197 1054 75 25 5420 92 2683 330 335424 303 141 20659 182 241 134 20 69 147 46256 1200 4510 271 internal_value=0 -0.00187445 0.000638031 -0.000554455 -0.00453158 0.00439998 0.0184138 0.0144412 -0.10401 0.0874001 0.0181319 -0.00623356 0.0229779 0.0351137 0.0328489 0.00226559 0.000751788 -0.0331451 -0.153462 0.00945473 -0.00297807 -0.184987 -0.290751 -0.23348 -0.149532 -0.195349 0.0146435 -0.0246804 -0.0367706 -0.163748 internal_count=912403 498172 319005 298950 165831 133119 20055 18963 573 1092 18390 156169 9662 289 8103 414231 342179 6755 444 72052 21216 557 375 95 241 216 50836 6311 5111 601 shrinkage=0.0436048 Tree=151 num_leaves=31 num_cat=0 split_feature=0 6 9 8 17 27 28 28 10 8 27 28 26 1 27 27 8 27 19 1 10 0 19 23 10 19 28 26 28 6 split_gain=3.87655 4.24622 5.42839 4.48369 4.66449 4.4824 9.26612 6.88523 5.79857 9.32507 5.59828 6.01125 5.51478 7.79461 7.0731 5.89668 6.04946 5.14587 5.05372 7.7863 7.3007 4.63811 4.51986 4.50529 8.49073 4.33514 4.45708 4.31986 4.29031 4.2108 threshold=9.0000000000000018 0.88000000120631328 0.95222992800762429 692.50000000000011 99.821608569765331 22.500000000000004 789.25000000000011 979.25000000000011 0.61716400733331633 926.50000000000011 36.500000000000007 628.25000000000011 0.96815747508918137 752.50000000000011 42.500000000000007 45.500000000000007 280.50000000000006 27.500000000000004 644.25000000000011 677.50000000000011 0.8071139913863512 24.000000000000004 315.75000000000006 0.91781379225787763 0.8563216821207722 577.25000000000011 570.25000000000011 1.0221339506221445 455.25000000000006 0.56186091783552394 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 -3 -4 10 8 9 -8 -7 12 15 14 27 16 -12 -11 19 23 -21 -9 -17 24 -16 26 28 -14 -18 -24 right_child=1 3 5 -5 -6 6 7 21 -10 17 11 -13 13 -15 18 22 25 -19 -20 20 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 leaf_value=0.00030407248502673331 -0.0001887576398626392 -0.00048076265537938957 0.00016205901831400048 8.2249155285629236e-05 0.003650683376724521 -0.00036380396667309059 8.4669647154597257e-05 -0.015800561331986419 0.0017307803424262988 -0.005603505521465167 -0.003304563631036722 0.0014315053613194778 -0.0003372012042305277 0.0015398484909640764 -0.016564449849626083 0.0074022076472162494 -0.0048612241105200106 -0.023114521716071486 0.0030841758035267731 -0.014166093972362834 -0.00071741076949415484 -0.0014314265091144886 -0.0036778883422032079 0.00032254432387452618 0.0070590111942380627 0.0051321926470949356 -0.00081260278415882744 -0.0035417970493774546 0.0032606955725968802 0.00018796478329019989 leaf_count=74342 181405 79929 393823 46972 523 102718 511 72 8010 76 393 7190 1105 2236 81 120 132 55 788 153 154 105 864 2507 45 847 983 2896 1958 1410 internal_value=0 -0.000561246 0.000391913 -0.00587696 -0.0104095 0.00201004 -0.00295313 0.028369 0.0323633 -0.0590799 -0.00513786 0.00866009 -0.00176307 -0.016684 -0.0317269 0.0204059 0.0424967 -0.297111 -0.00038761 -0.0194491 -0.170161 -0.166874 -0.0193927 -0.00187652 -0.18639 0.054355 0.036896 -0.0609279 0.0630144 -0.0293742 internal_count=912403 838061 710637 127424 80452 529232 135409 8829 8652 642 126580 23862 16672 9965 7729 6707 4313 131 3728 2940 307 177 2394 2633 126 3920 3073 4001 2090 2274 shrinkage=0.0436048 Tree=152 num_leaves=31 num_cat=0 split_feature=17 27 17 22 21 8 28 27 1 12 12 21 1 5 1 27 17 4 13 1 12 22 25 29 27 13 5 27 10 4 split_gain=3.59428 3.99936 6.07449 6.16473 20.5432 15.6601 7.11468 9.33641 6.52524 32.9468 12.2357 9.94625 9.33214 8.69118 7.56908 14.8481 10.0014 7.25552 6.51836 16.2254 10.022 10.7517 8.2805 7.49251 7.36203 6.56164 11.4641 6.87406 6.47904 6.11767 threshold=32.804369190921442 6.5000000000000009 90.067227099494161 2449.7500000000005 1.5000000000000002 1207.5000000000002 8154.5000000000009 2.5000000000000004 4116.5000000000009 233.91168824543146 276.42997820866111 2.5000000000000004 3098.5000000000005 95.794120788574233 2942.5000000000005 2.5000000000000004 47.457378174541859 58.205039978027351 141.27243174504727 3529.5000000000005 509.30003589374991 7011.0000000000009 2109.2500000000005 3.1384167445218281 1.5000000000000002 187.36730987352669 152.60951232910159 3.5000000000000004 0.90642148135191047 58.205039978027351 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 5 18 6 -2 -8 9 17 11 14 13 -13 16 -16 -11 -6 20 22 -5 -22 -20 -21 -24 26 -25 -28 -9 -10 right_child=1 -3 -4 4 8 -7 7 28 29 10 -12 12 -14 -15 15 -17 -18 -19 19 23 21 -23 24 25 -26 -27 27 -29 -30 -31 leaf_value=0.00043854599737670004 -0.00042636150578029752 2.3359416964642594e-05 0.001372600234807952 0.00074804205478705345 -0.00094008683523630311 0.00080861448969598833 -0.011518011225547112 0.0071657618365660964 0.00095141679638867133 -0.020395295151856809 -0.002601546592612896 0.0015648830236532703 -0.019782999211346727 -0.018011583942997362 -0.018925109709419585 -0.0020593954615510772 -0.0049700762920383539 -0.018154562748510638 -0.024045569562803865 4.8013079546775407e-06 -0.025145141414818422 -0.0020151721297373363 -0.015481360785159392 -0.00074610551482032575 -0.00020093271883264675 -0.0012567939389153625 -0.00053953203380283153 -0.01554373625628425 -0.0092553148119283533 -0.0021092708405264218 leaf_count=34427 61972 746775 4308 13331 4897 25949 251 125 1879 165 659 98 292 77 119 598 155 47 68 9799 58 112 106 338 138 1595 75 257 72 3661 internal_value=0 -0.000358891 -0.0054508 -0.00670453 -0.0172611 -0.00210246 -0.0106856 -0.136252 -0.0502928 -0.0703475 -0.173285 -0.223071 -0.344253 -0.161651 -0.168498 -0.111423 -0.296383 -0.0253122 -0.00111733 -0.0176943 0.0140783 -0.22719 -0.242846 -0.0118714 -0.156844 -0.0637066 -0.146752 -0.278736 0.0266977 -0.0245656 internal_count=912403 877976 131201 126893 38524 88369 62420 448 12647 7107 2163 1504 467 175 1037 717 320 4944 25877 12376 13501 170 312 12064 244 2265 670 332 197 5540 shrinkage=0.0436048 Tree=153 num_leaves=31 num_cat=0 split_feature=18 0 29 14 13 24 25 24 7 9 25 14 14 25 19 7 12 23 7 22 4 13 13 14 19 20 20 23 14 22 split_gain=3.72452 3.48054 5.81442 9.37355 5.05436 4.66247 3.82101 3.56913 3.551 7.32271 5.82147 4.12954 7.61305 8.33992 7.26149 6.96891 7.86251 10.7772 10.5873 14.7833 7.64602 7.48994 6.33848 9.00249 6.99526 6.49081 5.99979 5.94603 5.50098 5.03353 threshold=6.5000000000000009 48.000000000000007 1.5439706107658389 49.393362024171914 29.918425102786468 4.5000000000000009 797.25000000000011 25.500000000000004 -1.0000000180025095e-35 0.96587140599829913 260.50000000000006 27.272308012815387 36.269362133120076 1942.2500000000002 906.25000000000011 -56.309932708740227 175.41778489984134 1.2389748532823803 -69.972682952880845 1322.2500000000002 58.205039978027351 289.88142893102957 49.071882716879607 39.393637059375166 1746.2500000000002 1.0617074249351011 1.6505934925289767 2.1481095853047014 25.175173867854273 2053.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 4 -4 7 -6 -7 -3 9 11 -10 14 13 -13 29 16 17 18 19 -14 21 26 -20 24 25 -24 -18 -16 -29 -1 right_child=-2 2 3 -5 5 6 -8 -9 10 -11 -12 12 15 -15 27 -17 20 -19 22 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=2.5276892261163687e-05 0.0040821943372296643 -0.00055488226301786024 -0.0016067947189902991 0.00074028439203442295 -0.00049482482704844301 4.0716527280586434e-06 0.00069486042932466387 -0.006079937041182132 -0.0023694830538580395 0.00044444209666960036 -3.9866017186489402e-05 0.00041415739274596272 -0.013883946639738553 0.002249651494295683 -0.000676777602925327 0.00021251226446945693 0.00095580968783619898 0.0015528259271494664 -0.00013995271163962772 0.0010069447920472113 -0.0016799931236453165 -0.016046880753074391 -0.025422919577243939 -0.0042779333832698978 -0.0021884066081075972 0.00083058658357670076 -0.0095736185949532766 -0.0089913767891222247 -0.0013051223728135293 -0.0046054604810904587 leaf_count=118661 424 29453 12056 4422 21823 45023 23004 224 2049 102463 441764 39365 172 5346 26335 25866 5133 470 73 482 6130 51 171 114 38 20 105 317 401 448 internal_value=0 -0.000128126 -0.00479448 -0.0224044 -0.00236678 0.00137046 0.00545052 -0.0136816 0.000689745 0.00316248 -0.00116091 2.65499e-05 0.00563513 0.014531 -0.00317892 -0.00460945 -0.0235375 -0.0906106 -0.146054 -0.06672 -0.0144918 0.013366 -0.270776 -0.327722 -0.442028 -0.519985 0.0170793 -0.0179687 -0.107755 0.000180243 internal_count=912403 911979 136005 16478 119527 89850 68027 29677 775974 332161 443813 229698 83536 44711 146162 38825 12959 1540 1070 654 11419 5289 416 343 229 191 5238 27053 718 119109 shrinkage=0.0436048 Tree=154 num_leaves=31 num_cat=0 split_feature=11 16 20 16 20 10 4 1 21 4 5 18 28 28 21 18 5 12 5 28 24 16 5 1 20 20 21 5 5 11 split_gain=3.87346 3.81649 3.63993 4.20561 4.01955 4.53661 4.05427 3.74934 4.24783 3.59399 3.61836 3.4982 3.55737 5.35038 12.7864 9.0529 14.8433 10.6731 8.72175 8.42444 7.43658 7.14343 9.71061 14.2157 12.7861 10.2722 7.43891 7.2135 7.13816 8.47462 threshold=0.93780833776609629 160.25492093402258 0.27749352335637667 192.1376881863803 0.77988734313601227 0.98156285031298962 4.0465729236602792 2548.5000000000005 1.5000000000000002 134.3324890136719 231.32812500000003 6.5000000000000009 696.25000000000011 967.25000000000011 10.500000000000002 1.5000000000000002 60.000272750854499 241.18124086713195 83.308456420898452 1198.7500000000002 16.500000000000004 220.54107816058405 47.00108718872071 1134.5000000000002 1.117479056891088 0.72380084212354057 6.5000000000000009 40.477155685424812 84.346286773681655 0.53347846596537585 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 -2 -4 7 6 -6 -5 -9 10 -1 12 -3 18 15 -15 19 28 -14 -17 -20 -21 23 26 25 -25 -23 -26 29 -18 right_child=2 11 3 4 5 -7 -8 8 -10 -11 -12 -13 13 14 -16 16 17 -19 20 21 -22 22 -24 24 27 -27 -28 -29 -30 -31 leaf_value=-0.0003939330271809861 -0.00058246509326532309 -7.6077936344419409e-05 0.0038051754341688559 0.0023434525471070157 -0.018828941515131779 0.0059879387183887408 0.00033978126819991198 0.001206639109434746 -0.025307032436756718 -0.0095071840952805318 0.0055271478027328616 0.0043617870878574407 0.0002918520692584025 6.0074312049504151e-05 -0.01299652457731925 -0.00072201051347483137 -0.010507440476458971 -0.00209633300039694 -0.0013931980353638089 -0.0013707164778726981 -0.024771530882628793 -0.0031078337074799487 -0.0013511735940070142 0.006650077304702821 -0.020203059465641139 -0.020626333724926955 -0.014642998790815183 1.3059673495523733e-05 0.0055088632586434098 0.0015223442500204641 leaf_count=50602 5102 477591 800 2787 21 272 21503 27 20 82 197 350 204452 121694 146 8529 115 1655 5218 3422 26 1405 1368 29 42 277 115 167 885 3504 internal_value=0 -0.000438071 0.0110187 0.0159094 0.0135917 0.0089852 0.00736339 0.0490195 -0.23107 -0.00884524 -0.00850757 7.66945e-05 3.4578e-05 0.00244154 -0.00226679 -0.00196523 -0.0208754 0.020598 0.00566025 -0.0375118 -0.0346088 -0.0636971 -0.0961394 -0.139937 -0.283526 -0.413746 -0.0912872 -0.0928684 0.0458323 0.0261457 internal_count=912403 881871 30532 25430 24630 21796 21524 2834 47 50881 50799 830990 830640 353049 143353 143207 21513 6159 209696 15354 5244 6825 3403 2035 515 306 1520 209 4504 3619 shrinkage=0.0436048 Tree=155 num_leaves=31 num_cat=0 split_feature=16 17 25 17 28 22 28 25 8 15 28 17 15 5 28 28 16 4 1 5 27 1 5 4 27 15 5 22 20 28 split_gain=3.85408 4.36478 5.53953 8.46363 7.89204 7.40105 6.38041 7.49507 10.9872 5.98775 5.95349 5.88477 5.48218 5.27315 4.87216 4.79816 4.77379 4.8719 11.1791 4.77192 18.0197 6.31081 14.5958 8.59419 9.93535 6.30699 4.89024 7.77743 4.48983 4.48041 threshold=155.24264884016719 36.490110183145568 3236.0000000000005 83.630831660261094 25556.250000000004 545.75000000000011 8154.5000000000009 20005.000000000004 14205.000000000002 0.60051405433593419 2910.7500000000005 65.931698927103568 0.40604489272227945 152.60951232910159 1300.2500000000002 25556.250000000004 184.570487255812 43.003486633300788 8282.0000000000018 128.13330841064456 1.5000000000000002 4788.5000000000009 158.99998474121097 35.531171798706062 11.500000000000002 0.26555473889013631 147.53073883056643 2826.5000000000005 1.2422201960595542 696.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 16 4 5 29 -4 -5 8 12 15 11 13 -8 -11 -15 -7 -2 18 19 -18 25 22 26 24 -24 -21 27 -22 -19 -3 right_child=1 2 3 6 -6 9 7 -9 -10 10 -12 -13 -14 14 -16 -17 17 28 -20 20 21 -23 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.00041440969768394189 0.0014395681152376506 -6.6734493104427342e-05 -0.0091510815304341395 0.0046037957112741949 -0.020690872998601371 -0.00042547304369149925 -0.01310987050043526 0.0039266803482106019 -0.017593008077406568 0.0021342377667023641 -0.0020506319719286125 -0.01355410653155685 0.0031822805570704458 0.0045849864845336104 -0.013363657404314664 0.0025194009751248552 2.9941162714100142e-05 0.000798503810430963 -0.012524326225642611 -0.012792093977967342 0.0059273772101602123 0.0038247791185076572 0.0070645670432993449 -0.027907086744027896 -0.027503583783674006 -0.035367233745069358 0.0046444835205066296 -0.011196407990341118 -0.005609283719807707 0.00014707219083508351 leaf_count=40909 7196 484339 200 1002 35 15422 50 309 100 1400 8273 52 183 44 83 1129 26487 20925 138 82 82 333 43 64 25 33 222 131 210 302902 internal_value=0 0.000427672 -0.000158618 -0.0139179 0.000335057 -0.018221 0.0557137 -0.022115 -0.126197 -0.0167693 -0.0362882 0.0199802 -0.0071985 0.0312458 -0.163863 -0.00515065 0.00897018 0.00542289 -0.00331653 -0.00189193 -0.0691815 -0.0215528 -0.0857257 -0.376986 -0.129442 -0.441928 0.00265661 -0.105588 0.0168522 0.000356168 internal_count=912403 871494 815523 28247 787276 26603 1644 642 333 26403 9852 1579 233 1527 127 16551 55971 48775 27640 27502 1015 900 567 132 68 115 435 213 21135 787241 shrinkage=0.0436048 Tree=156 num_leaves=31 num_cat=0 split_feature=26 9 29 1 20 8 7 13 5 29 13 7 22 24 9 14 2 22 32 14 14 7 24 1 26 26 26 15 13 13 split_gain=3.59006 3.41248 4.62799 7.42383 5.81925 4.51726 4.15439 5.02781 10.1536 5.55229 5.42908 4.14398 5.21544 6.99824 4.32894 4.00397 3.89205 3.83778 3.53418 5.11751 5.81134 5.47897 14.7805 11.8533 8.20659 7.59607 13.2326 6.29939 5.25687 5.21787 threshold=7.2145294998868978 0.86368882873049457 2.0284920866914438 43369.500000000007 1.2114556001321217 50754.000000000007 -52.320068359374993 241.78537576227311 152.60951232910159 2.4256037952846472 187.36730987352669 -3.0127874612808223 322.25000000000006 21.500000000000004 0.96634822791531172 12.984880878445766 264.82932692307696 1214.7500000000002 1.5000000000000002 18.004926320575507 7.4670308512684525 -89.198673248291001 2.5000000000000004 1069.5000000000002 0.68481761788744333 1.7676436369809834 1.8785629919915889 0.81225804162893656 38.063985682248394 30.139810212459 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 6 -1 11 7 8 -4 -10 16 14 13 -13 -3 -15 -11 -6 19 20 -16 22 23 24 28 -25 -27 -26 -21 -24 right_child=-2 5 3 -5 17 -7 -8 -9 9 10 -12 12 -14 15 18 -17 -18 -19 -20 21 -22 -23 29 25 27 26 -28 -29 -30 -31 leaf_value=2.3962370064078748e-05 0.0014846716017861805 2.0217898682699936e-05 -0.0016802401705731157 -0.01124394671052298 -0.0016890789443338118 0.0020843264101995129 -0.00058523704159225433 0.0011906056231041511 -0.022280108231981212 -0.0081216265481182694 -0.0046309603614616236 -0.00082366261883195201 -4.3160982158846684e-05 0.010156928922690449 -0.0024660162265018729 -0.010257129564026437 -0.024056168279187422 -0.0072478148694408414 -0.00073534761512802297 0.0024119897015900003 0.0014166765484056151 0.00040430892938429384 0.0016392657577190388 0.00029410731002113609 -0.015452548354972289 -0.030858264182373214 0.0037554375036132652 -0.0031089823496638267 -0.010647197750471517 -0.00078107622156592892 leaf_count=24302 3102 217946 1097 141 1253 2002 6132 454 55 62 319 11424 532937 20 777 211 55 291 5376 153 12931 82560 2600 731 332 42 42 103 95 4858 internal_value=0 -2.93044e-05 -0.00983447 -0.0303554 -0.00323262 0.000353439 -0.026431 -0.0654979 -0.0920296 -0.211552 -0.173783 0.000244649 -0.00144747 -0.0223737 0.00304947 -0.194696 -0.358039 -0.0627624 0.008145 0.00942273 0.0274419 0.00672369 -0.0167688 -0.107413 -0.204583 -0.0259814 -0.310778 -0.287349 -0.0594091 0.00143793 internal_count=912403 909301 34161 8315 25846 875140 8174 2042 1588 491 436 873138 544592 11655 328546 231 117 1544 110600 105224 13708 91516 8956 1498 683 815 84 435 248 7458 shrinkage=0.0436048 Tree=157 num_leaves=31 num_cat=0 split_feature=26 9 14 26 25 25 6 15 14 9 6 1 25 13 0 33 13 5 14 18 14 25 5 13 12 14 14 26 26 25 split_gain=3.32551 3.67103 4.85844 8.57339 13.8767 5.87741 5.06755 4.96369 4.78324 4.74805 7.07323 8.2484 4.58759 7.67475 4.52022 4.34963 4.11943 3.87441 6.75785 6.43089 4.08939 5.0678 3.52288 4.47109 3.65235 3.45474 4.41192 8.90078 7.77848 7.53237 threshold=7.2145294998868978 0.8699340803055382 93.251556036277449 1.0299859848433022 6818.7500000000009 31105.000000000004 0.52399261471956293 0.37011902825226373 83.95029126851297 0.66783474830943657 0.90000000427974436 8282.0000000000018 6818.7500000000009 148.90766837443689 37.500000000000007 2.5000000000000004 141.27243174504727 231.32812500000003 51.556921742359528 1.5000000000000002 71.787478519836 1337.2500000000002 308.42317199707037 373.27700221746528 863.35743110038061 5.62405398490717 12.61674124128327 0.23754802577049169 0.049561541456052217 921.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 -4 9 17 -7 15 16 11 14 13 -12 -11 22 -5 18 -1 20 21 -20 25 -24 -25 -3 29 28 -28 -27 right_child=-2 8 3 5 -6 7 -8 -9 -10 10 12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 23 24 -26 26 27 -29 -30 -31 leaf_value=-0.00059917105138188964 0.0014281838590372608 -0.0011071576514267991 -0.025708526672025035 -0.017353101775814568 0.00011387174595480282 -0.024675551899523803 0.00031251703893359295 0.0010910554767094597 0.00086369252226439633 -0.02615262572436387 -0.00033468376707875908 -0.002590696278111549 -0.0026157437648911472 -0.021601687469475529 -0.0023897813395150104 -0.000563804402147329 0.00029230640470078465 0.0022900996640871016 0.0029640206255252518 -0.016276449908424768 0.00035920147868371617 -0.005505090482948124 -0.012662334210534327 0.0027337002307102828 -0.0087567814164406996 0.00082385917965082267 -0.0025029282094504806 -3.9293791813981696e-06 0.0020097963217134769 -0.0015209915908860616 leaf_count=11754 3098 5123 40 26 3677 44 16801 21 12454 45 45 1512 77 114 23 24997 775 729 155 72 494 1008 92 150 81 24405 816 794256 6603 2916 internal_value=0 -6.62437e-05 -0.0097661 -0.0348537 -0.00376134 -0.0779447 -0.00458971 -0.374981 0.000349967 -0.0705671 -0.0988558 -0.0747358 -0.260338 -0.357363 -0.41544 6.80139e-05 -0.00643171 -0.0184882 -0.0223274 -0.0806997 -0.0679868 -0.100364 0.000457386 -0.103958 -0.0297084 0.000497819 0.000657804 0.000231925 0.0347084 0.0131543 internal_count=912403 909305 37412 6399 3717 2682 31013 65 871893 2617 1816 1580 236 159 68 859439 801 14212 13483 1729 1657 1163 834442 323 231 834119 828996 801675 7419 27321 shrinkage=0.0436048 Tree=158 num_leaves=31 num_cat=0 split_feature=16 0 21 19 28 23 17 16 10 24 1 23 21 28 21 21 19 17 22 22 24 16 23 10 28 22 28 24 21 19 split_gain=3.70934 3.62204 6.04617 6.33594 4.95601 4.86802 5.685 5.39751 5.41008 4.73486 5.78135 4.30189 4.13486 3.89924 13.0599 8.03473 11.3581 11.7787 8.62108 7.96789 6.28764 5.97365 6.43848 5.75733 4.81185 14.7162 5.25144 8.62496 8.13486 5.616 threshold=161.65458299873811 33.000000000000007 15.500000000000002 487.25000000000006 789.25000000000011 1.1795963618263272 58.386570521521662 204.30094250344089 0.98758711937218113 17.500000000000004 1401.5000000000002 1.30889217688937 18.500000000000004 967.25000000000011 10.500000000000002 4.5000000000000009 1278.2500000000002 57.020381944066209 1465.2500000000002 900.75000000000011 8.5000000000000018 232.81382477041453 2.9741384196185288 0.96595202996534246 1101.2500000000002 1074.2500000000002 1300.2500000000002 8.5000000000000018 5.5000000000000009 761.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 13 4 12 5 -3 7 -7 -9 -6 -11 -5 -4 20 15 -15 17 18 19 -17 -2 -18 -23 -16 -21 -26 27 28 -27 -28 right_child=1 2 3 11 9 6 -8 8 -10 10 -12 -13 -14 14 23 16 21 -19 -20 24 -22 22 -24 -25 25 26 29 -29 -30 -31 leaf_value=-0.00034522549654575048 0.00039716986546643323 -8.1688188807012418e-05 -0.0070613574911509202 -0.001664791029705009 0.00013062503227370873 -0.001690623791396368 0.00090995413639278979 -0.00046503371562993552 -0.015593386506936013 0.002762596670670049 -0.013238347251614352 0.0058924212206775146 0.002841946456783831 -1.825295037532884e-05 -0.016249535742600737 0.0010774841191121074 0.0023897224848198535 -0.010888510943328844 0.0032295036959205489 -0.001758313501216364 3.7396323767526724e-05 -0.00090921732645214161 -0.020289652551528568 0.0088557205276130601 -0.017418205575298489 -0.007208773851033877 -0.018996430924039936 -0.0027848631095552818 -0.022587749073470165 0.00051252245430706534 leaf_count=55260 134115 180264 623 971 108434 8673 4520 37345 45 1773 44 168 92 75740 132 585 1373 354 431 706 296687 2643 33 20 191 189 30 429 100 433 internal_value=0 0.000535831 -0.00198124 -0.0589332 -0.00167168 -0.00430593 -0.0129749 -0.0162958 -0.0110823 0.00384397 0.0544693 -0.012616 -0.132717 0.00221465 -0.00404445 -0.00350967 -0.0347378 -0.0769171 -0.0571472 -0.0783832 0.00342621 0.00118075 -0.0263323 -0.296899 -0.107406 -0.141925 -0.100275 -0.153823 -0.287359 -0.0172356 internal_count=912403 857143 342952 1854 341098 230847 50583 46063 37390 110251 1817 1139 715 514191 83389 83237 7497 3448 3094 2663 430802 4049 2676 152 2078 1372 1181 718 289 463 shrinkage=0.0436048 Tree=159 num_leaves=31 num_cat=0 split_feature=0 6 9 13 26 28 6 20 18 20 14 4 7 17 29 7 7 13 13 17 28 26 28 14 13 26 14 17 13 29 split_gain=3.21911 3.9657 4.10485 4.40456 7.07584 5.73315 9.80123 11.8634 11.1498 7.7882 13.4007 13.8376 12.5975 8.66898 5.59448 5.325 9.20506 9.06674 10.5291 5.27203 5.98801 8.6214 5.24408 4.85215 4.8191 4.72929 4.68524 4.67648 4.61086 5.35854 threshold=9.0000000000000018 0.8791946012202122 0.95222992800762429 72.399115374689487 0.99999216791979961 1168.2500000000002 0.39474507940461284 0.99999216791979961 1.5000000000000002 1.168304162066619 32.574702293479731 33.300527572631843 -1.0000000180025095e-35 45.710740957862875 1.1574920148354415 -50.710596084594719 -67.354396820068345 50.845763338393702 60.21562901777957 74.759439818084743 2657.2500000000005 0.87649869598722907 1918.2500000000002 34.569610107729368 43.154366139812417 1.1374289339286292 27.361885270792293 78.760852775194721 36.0162482709638 0.91902636516243719 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 5 27 -4 7 -7 15 10 28 12 22 -14 24 16 19 -18 26 20 -8 -22 23 -12 -13 -20 -19 -5 -10 -30 right_child=1 -3 3 4 -6 6 8 -9 9 -11 11 14 13 -15 -16 -17 17 18 25 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=0.00027521149747955248 -0.00016258915357800403 -0.00024556796705563303 8.3258094621174307e-05 0.0016213634804100416 0.00025836519311885488 -0.00028384474767535224 0.00069311418275332126 -0.0053447740167937739 0.00045442557299900914 0.0011022689211988657 0.0017251704065036266 -0.017880419988097338 -0.026287091126608944 -0.0079387141691759332 -0.013910367429659143 0.00060941212480078184 -6.6749133250202939e-05 0.002901159041512814 0.0011224837899307372 0.0075021168229665825 -0.0018870631243883015 -0.015180677743349731 -0.019350916879936397 -0.015275651895031316 0.004022915999318759 -0.018275331730912236 -0.014593246839563803 0.0066521876625199438 -0.0042097874353074459 0.0013665598680669623 leaf_count=74375 181092 129923 469047 5565 24048 1839 2394 1690 1118 1119 133 21 153 72 51 15090 455 32 208 169 697 107 43 42 211 27 322 375 1571 414 internal_value=0 -0.000553162 0.000378642 0.00179 0.0135595 0.0010799 -0.0128263 -0.0620911 -0.00571533 -0.0481105 -0.0695579 -0.191863 -0.302208 -0.468196 -0.0191312 0.00504161 -0.0255222 -0.10756 -0.189468 -8.47476e-05 -0.00918119 -0.0838494 -0.13089 -0.0540084 0.0467904 -0.0253688 -0.298404 0.0444668 -0.0409426 -0.0698721 internal_count=912403 838028 708105 527013 29988 497025 27978 3529 24449 4948 3829 726 443 225 283 19501 4411 1044 589 3367 3198 804 218 175 232 235 354 5940 3103 1985 shrinkage=0.0436048 Tree=160 num_leaves=31 num_cat=0 split_feature=27 25 14 12 29 4 21 31 26 1 13 27 17 21 17 25 13 24 9 21 14 9 24 25 13 26 1 17 27 25 split_gain=3.31599 18.1855 7.78482 9.78399 10.1367 16.9812 10.3954 8.86437 7.87128 6.76851 6.95312 6.63501 6.4579 6.24892 7.79327 6.72652 8.12073 5.82057 5.48235 5.41922 5.8617 7.22712 8.73368 11.8886 8.75493 7.12122 5.34287 5.54639 5.20385 7.70517 threshold=22.500000000000004 1042.7500000000002 30.165904668081257 108.44417382415924 0.72562063403601595 17.413084030151371 9.5000000000000018 1.5000000000000002 1.0781466537602669 3098.5000000000005 65.281083232015746 49.500000000000007 60.780537742482167 7.5000000000000009 58.159228468431095 699.75000000000011 27.41074193318757 32.500000000000007 0.95567609600269021 10.500000000000002 22.895254488279928 0.96116638546710786 14.500000000000002 587.25000000000011 49.071882716879607 1.0949452942024906 946.50000000000011 48.364215452879982 49.500000000000007 597.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 5 17 -7 8 26 10 -3 -10 19 14 15 16 -6 28 -9 20 21 22 23 -5 -25 -24 -4 -28 -2 -30 right_child=1 9 7 12 13 6 -8 18 11 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 25 24 -26 -27 27 -29 29 -31 leaf_value=4.2660855496652138e-05 -0.00028022273208490529 -0.0093481259238723403 -0.0036211695424056543 0.0034922173766848059 -0.0030767140714753841 0.00087876358653101306 0.0036284786708664679 -0.0026426004596800902 -0.00023270397767273488 -0.024085266291677728 0.0050643136519631093 -0.020783401871132649 0.0029156971415519981 -0.00022768795464093083 0.0015840506156381275 -0.0021337937119006705 -0.00047300948114578281 0.0058470305553553455 -0.008127464098459377 0.0013584675992787045 0.00039540377646751237 0.00035322324717002225 0.0022968210444852533 -0.0042056517148105878 -0.015644641436631003 -0.0031028530554009638 -0.026694884989784475 -0.0062380000378511906 -0.0022360364082326888 -0.017787622299273866 leaf_count=709309 25049 367 511 155 2527 9289 3638 1195 6974 48 77 30 2003 74560 2213 8693 23079 291 488 8562 27238 3003 685 239 272 1442 42 63 284 77 internal_value=0 -0.00360447 -0.00313817 -0.00177829 -0.00561775 0.00833592 0.0378996 -0.0313938 -0.0168869 -0.195627 -0.157062 -0.00735534 0.0114048 -0.0104705 -0.021189 -0.0249 -0.0167404 -0.00653393 -0.0970761 0.00873408 0.00292309 -0.0259541 -0.0625692 -0.162502 -0.236087 -0.0312784 -0.125262 -0.330715 -0.0081444 -0.127351 internal_count=912403 203094 202602 193299 149700 38628 12927 9303 7620 492 444 7004 43599 111072 36512 34299 25606 25701 1683 41596 33034 5796 2793 666 511 2127 616 105 25410 361 shrinkage=0.0436048 Tree=161 num_leaves=31 num_cat=0 split_feature=16 9 8 17 16 16 8 22 20 5 16 17 16 16 6 5 17 5 6 28 8 17 18 19 22 17 5 26 28 17 split_gain=3.49178 4.88986 6.12813 4.68474 10.2138 6.59882 12.9221 14.3057 8.0413 6.09577 5.25271 4.50913 8.97757 5.46585 5.60172 8.64294 4.34336 4.92336 4.60554 4.35079 4.28354 6.31432 6.49155 5.31293 5.74402 4.27597 7.19337 5.52445 5.13382 4.83967 threshold=222.04443799091419 0.96202699704887851 724.50000000000011 47.611552225906713 228.24599771167053 231.53847537253179 4154.5000000000009 3158.5000000000005 0.99999216791979961 31.9990348815918 233.28993689925895 45.444422222402615 230.44701644395383 234.4496175182482 0.52857143473186907 123.00711059570314 56.731498095844579 171.37768554687503 0.57142857431779448 570.25000000000011 523.50000000000011 54.593199746549836 1.5000000000000002 694.25000000000011 450.25000000000006 53.767622717222409 147.53073883056643 1.0591140119935647 3856.2500000000005 71.229092204068891 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 20 4 -2 25 7 8 9 -7 -11 12 -6 -13 15 -15 17 18 19 -4 -3 -22 -23 24 -24 28 27 29 -5 -27 right_child=3 2 16 5 11 6 -8 -9 -10 10 -12 13 -14 14 -16 -17 -18 -19 -20 -21 21 22 23 -25 -26 26 -28 -29 -30 -31 leaf_value=-0.00026160301565977264 -0.00057862297557734394 6.8261965736476129e-05 0.0032584769002278217 0.00053774391721946729 -0.00088471271529109248 -0.0012301174040973641 0.0024135296513422247 -0.019787507500392092 -0.0015053979522351569 -0.0069718818398580382 -0.02158832015106071 0.00062762055936325251 0.00012260647429002401 -0.016646047688670351 -0.00064989658368954533 0.0027259672572026699 0.00097929172112361197 -0.0094310171146432913 -3.2434582202088522e-05 0.0006150843718860041 -0.00055784415036332048 -0.001162353208209661 -0.0023938961157258646 -0.00071439560418963273 0.00090135136249712032 -0.0023195165509495904 0.0039984193367520746 0.00024592554822598108 -0.0019612809442997436 -0.012059877724362417 leaf_count=179137 47414 142233 1281 85908 18243 106 859 105 1169 93 94 36634 216065 123 394 68 16871 101 43623 15618 64944 5760 1055 5974 21564 2444 540 2290 1592 101 internal_value=0 -0.00181839 0.000529323 0.00211082 0.000272548 0.0082629 -0.043223 -0.0972589 -0.0716529 -0.21979 -0.328385 0.00263729 0.00101313 0.012862 -0.0830363 -0.223581 0.00826688 0.00431748 0.00468563 0.0187012 -0.00195324 -0.00699344 0.0039709 0.0101407 0.0171461 0.00960777 -0.017769 -0.0299948 0.0112895 -0.062059 internal_count=912403 498161 319024 414242 318941 95301 2426 1567 1462 293 187 271527 234308 37219 585 191 77494 60623 60522 16899 241530 99297 34353 28593 22619 92875 5375 4835 87500 2545 shrinkage=0.0436048 Tree=162 num_leaves=31 num_cat=0 split_feature=17 18 15 15 29 8 22 15 21 29 25 17 21 10 22 22 17 10 7 30 12 12 17 8 29 29 8 0 10 29 split_gain=3.28318 3.48945 3.28741 4.30264 5.44982 12.9752 19.207 4.8875 4.43127 3.6504 2.94644 9.38961 7.6422 6.58063 6.27331 6.15733 5.72233 6.8517 5.38897 5.72722 5.23603 12.3922 10.6853 8.14158 7.558 7.51834 5.84969 5.69051 5.21334 5.00457 threshold=33.765837149588435 6.5000000000000009 0.26555473889013631 0.2244969238031114 0.99999216791979961 5261.5000000000009 2138.2500000000005 0.25414828423051278 3.5000000000000004 1.6503049201393316 3236.0000000000005 83.630831660261094 1.5000000000000002 0.53219412188080473 967.25000000000011 3158.5000000000005 58.159228468431095 0.78154293103208927 -40.601293563842766 1.0000000180025095e-35 310.83199846221447 233.91168824543146 41.391353853164581 4520.5000000000009 1.0910834326228618 1.0697345056434724 6384.5000000000009 49.500000000000007 0.62015097465221558 0.56825236329786388 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 10 3 -1 -5 6 -6 8 -8 -7 -2 12 16 -13 -15 -14 -12 18 19 -18 21 -17 -23 24 27 -25 -22 29 -28 -24 right_child=1 -3 -4 4 5 9 7 -9 -10 -11 11 13 15 14 -16 20 17 -19 -20 -21 26 22 23 25 -26 -27 28 -29 -30 -31 leaf_value=0.00013681758854417638 -3.2308561487672005e-06 0.0039509769856210372 0.00053785819323493923 0.0014655832622550349 -0.00046704649684222967 -0.0044334496744787202 -0.024006769051011945 -0.0039705726926714474 -0.0023012175457675851 0.0020006833530046642 -0.00044150154461143328 -0.005806416179543558 0.0006847551056972693 -0.010656305970985935 0.0026440106654468287 -0.0010251357778487378 -0.01376056267991636 0.0030743752131334478 0.00083596796930487786 0.00029447589383095125 0.002049332387291684 -0.00073557730995741873 -0.0057513984104393331 0.0027155815609669772 -0.0008001218100871214 -0.010801468841612701 0.0018757140918855848 -0.0047929904518714843 -0.0028572464343775742 -0.015430247427967069 leaf_count=4440 834661 421 35622 467 205 274 169 35 20 432 20392 201 1729 69 2960 2119 126 1887 400 98 893 538 126 215 143 123 543 180 2391 524 internal_value=0 -0.000410366 0.00867655 -0.0128917 -0.0573177 -0.0947305 -0.231892 -0.434313 -0.497878 -0.0113844 -0.000454395 -0.00935649 -0.014478 0.0420601 0.0536875 -0.0382843 -0.00457838 0.0404666 -0.0503717 -0.174556 -0.0502593 -0.0757122 -0.135538 -0.184236 -0.230683 -0.0505299 -0.0238687 -0.267265 -0.0454379 -0.310838 internal_count=912403 870739 41664 6042 1602 1135 429 224 189 706 870318 35657 32427 3230 3029 9524 22903 2511 624 224 7795 3968 1849 1311 973 338 3827 830 2934 650 shrinkage=0.0436048 Tree=163 num_leaves=31 num_cat=0 split_feature=16 17 16 17 16 20 17 11 13 28 17 16 11 4 28 20 28 9 11 1 1 8 4 17 9 28 15 16 4 28 split_gain=3.45867 5.79076 8.87661 6.06554 10.7809 5.17984 5.165 8.29584 4.96518 8.13024 9.98532 8.41464 18.9298 22.4953 10.6547 6.76617 5.65263 6.58542 4.81913 5.85616 11.7646 4.77493 4.76564 14.641 6.41796 5.68551 4.52255 4.42595 9.62904 4.1496 threshold=208.92390342439401 53.003935668452264 219.33662628391693 48.584757348609735 225.65194732000575 0.81483983983983987 57.935147083112717 0.67858190196899881 171.17131448942334 13144.500000000002 71.229092204068891 225.48844147582699 0.79329347688008145 25.700425148010257 967.25000000000011 0.91784358606628758 2185.5000000000005 0.73199257212769619 0.58743447649330005 4788.5000000000009 2942.5000000000005 591.50000000000011 21.00000095367432 57.020381944066209 0.96619314102539244 1990.2500000000002 0.53809785805302424 232.65799587207098 21.110022544860843 3579.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 2 -2 4 -4 6 -3 -8 9 11 -11 -7 14 15 -13 -14 26 -18 -19 20 -20 -17 -1 -24 -25 -26 -16 29 -29 -5 right_child=1 5 3 27 -6 8 7 -9 -10 10 -12 12 13 -15 16 21 17 18 19 -21 -22 -23 23 24 25 -27 -28 28 -30 -31 leaf_value=2.3036925191692654e-05 -0.00040872506162660191 -7.5406914806805479e-05 -0.00070270806468976301 0.00045993137189963556 8.0743271479688999e-05 0.00061525905637001147 0.0019117023757099093 -0.0047717188560833408 0.0031100886816754283 -0.00086249425040226424 -0.025175773354810554 0.0025373239387275113 -0.0010730742564649739 -5.9939215411169706e-05 -0.013448847533830376 -0.0063160717596178447 -0.02246954955280385 0.0055424391062382072 0.0058357277584684336 0.0033756459705375384 -0.021776556641078967 -0.021117935672195418 -0.0007044019048970154 -0.00013719182231463345 0.0007130149499530291 0.0039330756139984236 -0.003263615768893508 -0.017898657092896602 -0.0013188253396225179 -0.0017405128207335556 leaf_count=172999 83309 9948 37275 91643 320966 64459 511 1143 1406 84 52 1347 49 327 160 50 25 199 50 115 71 242 76344 28448 17408 1109 172 73 760 1659 internal_value=0 0.00130018 0.000112379 0.00185927 -1.77708e-05 0.00921322 -0.0103327 -0.0620778 0.0125089 0.0112821 -0.232973 0.0117759 -0.0418211 -0.188771 0.00407067 -0.368474 -0.0879716 -0.0162 0.0124839 -0.0841679 -0.237738 -0.426177 -0.00285751 -0.00760773 0.00628503 0.0207745 -0.187414 0.00900254 -0.0635664 0.00965043 internal_count=912403 616095 535685 452376 358241 80410 11602 1654 68808 67402 136 67266 2807 668 2139 341 792 460 435 236 121 292 296308 123309 46965 18517 332 94135 833 93302 shrinkage=0.0436048 Tree=164 num_leaves=31 num_cat=0 split_feature=11 7 25 21 25 7 24 29 11 21 7 29 24 7 15 7 15 29 25 25 1 11 19 7 29 14 1 14 19 25 split_gain=3.29675 3.65076 5.42267 5.65013 3.85763 3.68528 5.73866 6.43726 4.42141 5.34764 3.92826 3.47201 6.55648 8.26723 8.96841 9.98852 8.39555 13.2707 6.52872 10.4364 6.65188 8.48764 5.31718 8.2939 5.2207 4.89043 7.1697 4.78989 6.30465 7.8771 threshold=0.93780833776609629 -3.0127874612808223 260.50000000000006 3.5000000000000004 344.25000000000006 -76.156784057617173 1.5000000000000002 0.70854907874485118 0.73530204534644061 1.5000000000000002 -78.667022705078111 1.3569365193173937 3.5000000000000004 -69.972682952880845 0.41588892031675745 -84.775882720947251 0.89052616191552236 6.8646024344067715 8948.5000000000018 3236.0000000000005 5767.0000000000009 0.57494482562975724 54403.500000000007 -54.437471389770501 1.5439706107658389 22.286295283297779 1686.5000000000002 51.556921742359528 4021.5000000000005 3067.7500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 5 8 7 -7 9 -1 -10 27 13 14 15 24 -16 -18 19 -17 -21 -22 -15 -24 -13 26 -14 -6 29 -29 right_child=-2 2 -4 -5 11 6 -8 -9 10 -11 -12 12 25 22 16 18 17 -19 -20 20 21 -23 23 -25 -26 -27 -28 28 -30 -31 leaf_value=-0.011858481729702705 0.00044687755835243773 -0.00030429882204566601 -7.6341320020198241e-05 -0.0048014916227844548 0.00018717032328627198 0.00076421465461960303 0.0018176279339714809 0.013802445961686539 0.0014956525386909166 -0.00040386760440554203 -0.017943149516922479 -0.0074135701611425303 -0.0017790007364686757 0.0014767502250311705 0.00093072228022830663 -0.0024868403352574105 -0.00023175470083154032 -0.024522829391467944 -0.00037518642744086104 -0.028715494308351689 -0.0044903533393775095 -0.023849228904412243 -0.023335847043227238 0.00013100731382871504 0.0014744426061396121 -0.00032061825645955547 -0.013731001438641829 0.00034344655565998506 -0.00029238170202882627 -0.0056563606337581337 leaf_count=114 30561 1218 533170 942 264775 120 1154 180 1693 242 20 165 2647 9459 2794 153 125 65 137 67 103 74 42 90 527 50767 99 710 9185 1005 internal_value=0 -0.000316346 -0.00195333 -0.051957 0.00221265 0.0351346 0.0737159 0.196931 0.00802136 -0.0933823 0.0290953 0.00187449 -0.00456418 0.0148696 -0.022072 -0.0940784 0.00751237 -0.195893 -0.19683 -0.261784 -0.390174 -0.28859 0.0310852 -0.168232 -0.0147876 -0.00957615 -0.0506802 0.00344668 -0.0170975 -0.0727552 internal_count=912403 881842 535330 2160 346512 3523 1454 300 2069 356 1713 342989 67314 13801 4210 1226 2984 190 534 397 244 177 9591 132 692 53513 2746 275675 10900 1715 shrinkage=0.0436048 Tree=165 num_leaves=31 num_cat=0 split_feature=0 18 26 9 29 17 8 25 11 8 15 22 22 26 29 29 11 26 26 22 26 18 17 8 9 8 24 22 11 33 split_gain=3.04173 2.79437 2.78257 2.9307 5.15472 4.60663 4.53782 4.09948 3.58099 5.35896 4.39401 8.13949 10.5598 14.1736 15.0715 13.4542 8.90156 7.18766 6.92559 8.34845 7.30918 6.12075 5.82782 5.78648 5.26073 4.94985 4.84129 3.9156 3.72333 3.69308 threshold=9.0000000000000018 6.5000000000000009 7.2145294998868978 0.8699340803055382 2.0982322884419022 68.273281074164871 50754.000000000007 53209.000000000007 0.46431754519989821 2412.5000000000005 0.26555473889013631 2138.2500000000005 2686.5000000000005 0.99585864131877699 1.1670830006819355 1.0000790513833995 0.48840710337999182 1.0027982903566108 2.5515344274179879 821.25000000000011 0.31770512143935054 1.5000000000000002 43.133718092031344 371.50000000000006 0.91501846303309609 1481.5000000000002 8.5000000000000018 507.75000000000006 0.83533709439265647 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 7 8 -6 9 -5 11 18 13 -13 15 17 -14 -15 20 26 23 24 -17 -10 -16 27 28 -25 -20 -12 right_child=1 -3 -4 6 5 -7 -8 -9 10 -11 29 12 16 14 21 22 -18 -19 19 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 leaf_value=0.00026601828598389474 -0.00013396543582132556 0.0037334145151827749 0.0013298423962334618 -0.00073388625086397998 -0.001562962711528938 0.0033068417409894382 0.0022055841417954864 -0.0142170857668783 -0.00080127858741587245 0.0025296513048285174 5.735153557528456e-06 0.00088838254546226266 -0.016832567203412203 -0.014959428028790103 -0.0092569852582908493 -0.026766803470906316 -0.00070340975911502724 0.0010623760913724878 -0.013331582156248543 -0.00060826085765209508 0.0010764322185974231 -0.0099228005565007438 -0.0093383044208599497 0.0050848594889590509 0.0019254806379821439 0.011897644372223123 -0.015937685556456038 -0.012141643602857617 0.0034800018759438317 -0.00058588309333842568 leaf_count=74442 26177 376 2866 1554 7409 375 1747 49 4247 2489 755854 510 66 105 106 152 4566 108 43 415 7116 208 48 29 326 22 143 186 60 20609 internal_value=0 -0.000569444 -0.000608135 -0.000714936 -0.00980673 -0.0323126 -0.000328763 -0.0377505 -0.000440082 0.0292457 -0.000591066 -0.0158407 -0.0453849 -0.116459 -0.182731 -0.33166 -0.021402 -0.156765 -0.000913234 -0.100475 0.00476008 -0.0866259 -0.517924 -0.026862 -0.0187678 -0.178931 -0.246444 -0.22516 -0.0811476 -0.000228591 internal_count=912403 837961 837585 834719 34010 7833 800709 7458 798962 4043 794919 18456 6195 1563 1053 413 4632 213 12261 661 11600 640 200 4484 432 237 246 215 103 776463 shrinkage=0.0436048 Tree=166 num_leaves=31 num_cat=0 split_feature=20 4 18 10 10 10 4 5 10 17 14 29 19 29 21 20 29 29 21 5 10 21 17 1 1 12 18 17 17 14 split_gain=2.94515 6.80373 5.32304 5.37433 5.04302 4.67854 4.91648 4.5301 8.2356 7.83148 5.91345 6.89547 5.87253 14.1637 5.33814 4.33643 4.14543 6.62774 4.93061 10.9664 5.58534 4.01239 3.97591 3.86644 3.63538 5.38879 6.34047 8.79386 7.88777 6.48254 threshold=1.0822295962321189 49.00453186035157 4.5000000000000009 0.70170207015958286 0.53219412188080473 0.88894839762481348 53.420549392700202 63.925794601440437 0.91773311767304966 71.229092204068891 36.987214933381082 0.74122959684737888 1278.2500000000002 0.94686373440295457 7.5000000000000009 1.5237741981065425 0.21894581243308756 0.88580411610472098 8.5000000000000018 43.903087615966804 0.93336719490683329 18.500000000000004 47.915136578412891 355.50000000000006 434.50000000000006 96.346717087975833 2.5000000000000004 64.074175312088727 64.074175312088727 28.405461044059304 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 2 7 4 -4 -3 -7 8 10 16 12 -12 24 -14 22 -16 -10 -18 -19 20 -20 -1 -13 -5 -2 -26 28 -28 -27 -30 right_child=1 5 3 23 -6 6 -8 -9 9 -11 11 14 13 -15 15 -17 17 18 19 -21 -22 -23 -24 -25 25 26 27 -29 29 -31 leaf_value=3.4447055520801814e-05 0.00097033627436021632 -0.0017956010272679203 0.00041473997385268335 -0.014093810172645436 -0.010474240705099684 -0.015012884421338607 -0.0038088364510722923 0.001100567369040712 -0.011954117694724153 -0.015152836573013161 -0.01610325721380319 0.00059742297985563414 -0.028697098494713632 -0.0021783102252316213 -0.0032981370734032674 -0.013699128957232428 0.0026378695882397787 -0.0030370819778142862 -0.014132168800432792 0.0032867168308621329 0.0023040349026874252 0.0039536798643479152 -0.0026508310057757963 -0.0010531974071422757 -0.0005976299670979407 -0.00022246174495432508 0.00026805570209289539 0.0030474542905339821 -0.0078377300327530305 -0.0006106994628201388 leaf_count=753078 6428 844 120 44 248 119 199 5658 74 84 64 1426 45 257 226 115 620 3041 122 670 58 497 1440 2470 30794 48219 52241 2258 475 469 internal_value=0 -0.00388901 -0.00332713 -0.0459092 -0.158778 -0.0801278 -0.183501 -0.00253427 -0.00358804 -0.044924 -0.00225202 -0.0442866 -0.00127816 -0.140576 -0.0378005 -0.156079 -0.0393806 -0.0355294 -0.0508301 0.0165014 -0.20264 0.000849261 -0.0237276 -0.0293874 -0.000979563 -0.00209025 0.00136022 0.00878829 -0.00687406 -0.0974017 internal_count=912403 158828 157666 2882 368 1162 318 154784 149126 4669 144457 3271 141186 302 3207 341 4585 4511 3891 850 180 753575 2866 2514 140884 134456 103662 54499 49163 944 shrinkage=0.0436048 Tree=167 num_leaves=31 num_cat=0 split_feature=33 20 29 20 17 21 15 9 20 4 13 10 17 7 22 15 9 23 21 23 19 10 20 14 7 23 23 14 13 9 split_gain=2.72525 5.48208 6.22727 5.56696 3.84771 3.2609 3.78088 3.52934 3.16021 6.29574 5.57606 7.31844 6.92435 6.65808 6.3337 7.00796 6.75479 5.23209 4.74169 11.7088 6.25799 8.89856 5.81876 5.57753 4.7482 4.70892 5.95162 5.87749 5.25114 4.51758 threshold=2.5000000000000004 0.8231068432946379 0.84944848497297343 0.5434112606179059 44.815734968715269 1.5000000000000002 0.46347010695593122 0.94281411613265842 1.0664853258030671 49.00453186035157 72.399115374689487 0.91773311767304966 71.229092204068891 -88.137256622314439 1144.2500000000002 0.90044541163875413 0.92421226836082127 0.45485602451118584 11.500000000000002 0.47696201941022776 282.25000000000006 0.85196842542242568 0.64937535093903676 19.523188036556288 -1.0000000180025095e-35 0.26260612113861742 0.1210582024137981 5.62405398490717 14.080873868373979 0.96074883177570103 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 -2 5 -5 6 7 -4 18 10 11 14 13 -13 17 16 -16 -10 24 -20 21 -21 -22 -24 -1 26 -26 -28 -27 -29 right_child=1 -3 3 4 -6 -7 -8 -9 9 -11 -12 12 -14 -15 15 -17 -18 -19 19 20 22 -23 23 -25 25 28 27 29 -30 -31 leaf_value=0.00016473315365624243 -0.00034803461070265749 0.0013296736367712843 -0.00023954123467751314 0.0012143902042669361 -0.0024967246830194818 -0.0059498621145828894 -0.0041943500072373361 0.015747936133647642 0.006605752521563325 -0.0033365189970831028 0.0012576453996661324 0.003189255092962983 -0.013411714302203958 -0.0020330710528868702 -0.0068106940700885174 -0.011591850265114291 -0.00077269874630856035 -9.316586336529456e-05 -0.0030878000284922037 -0.010226677994906922 0.0042263854950954412 0.0070211200574454334 -0.00013186440204478815 0.0012505587344790374 -0.00049570822212304346 -0.0037714802962125309 -0.0040993150917115664 0.0003047313992909049 -8.9652809119562192e-05 0.0023571906939611918 leaf_count=295860 24642 3138 73 894 1309 932 231 41 222 1173 5326 513 95 4878 411 141 2466 155814 1531 210 967 78 8429 16242 4993 738 358 3229 371936 5533 internal_value=0 -0.00915004 -0.0135737 -0.0531718 -0.0227203 -0.105705 -0.0226485 0.12637 0.000351172 -0.00350759 -0.00300343 -0.00403423 -0.0399444 -0.0352283 -0.00279564 -0.0481699 -0.037502 -0.00191802 0.00128061 0.0141654 0.0191836 -0.127403 0.0208303 0.0178477 0.000762368 -0.00154424 0.0163857 0.0315804 -0.00222324 0.0367118 internal_count=912403 31260 28122 3480 2203 1277 345 114 881143 171039 169866 164540 5486 5391 159054 3018 2877 156036 710104 27457 25926 288 25638 24671 682647 386787 14113 9120 372674 8762 shrinkage=0.0436048 Tree=168 num_leaves=31 num_cat=0 split_feature=11 7 22 28 21 28 24 19 11 11 13 4 11 24 13 12 24 24 0 15 28 11 13 22 21 12 11 13 11 11 split_gain=2.83886 2.99176 4.92477 4.5569 4.8699 4.72731 6.21122 4.85325 6.29446 4.19415 4.18218 7.64468 9.35451 8.35291 6.85661 17.1968 5.24632 4.19372 4.16891 4.06758 3.48665 3.42625 3.32002 3.75026 8.80493 7.11254 5.85217 5.57167 4.4189 4.15591 threshold=0.94074374699374708 -1.0000000180025095e-35 303.25000000000006 806.25000000000011 10.500000000000002 377.25000000000006 1.5000000000000002 252.25000000000003 0.85893568367331496 0.76540064991677903 96.263997557955847 43.944679260253913 0.84211518045261557 2.5000000000000004 116.79992622302281 322.40054095713828 12.500000000000002 1.5000000000000002 33.000000000000007 0.25414828423051278 353.25000000000006 0.77922135729489084 373.27700221746528 5031.7500000000009 1.5000000000000002 358.37058069535209 0.81566238421077142 108.42976700634158 0.77368851049191611 0.72222834539598579 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 20 3 4 5 6 -3 -8 9 -9 -4 12 -12 14 19 -16 22 -17 -5 -14 -1 -7 23 -13 27 26 28 29 -26 -25 right_child=-2 2 10 18 -6 21 7 8 -10 -11 11 16 13 -15 15 17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 leaf_value=0.0017678102016961067 0.0004361973088077935 0.004564465640624675 -4.3482809068768295e-05 -0.0069254458741479135 -0.0086269023231752215 -0.0018730950484619081 -0.0042436506644767391 0.0020025824317450999 0.0042301414587519858 -0.0055330798525129697 -0.0044930427228659113 0.00098750960462187028 -0.01015066982132113 0.00098491563793316338 -0.018224202373233005 -0.0045051002053659722 -0.010948729548892852 0.0086486725680174972 0.00024149991466155477 0.0026861630627698888 6.6745920930086448e-05 0.00073157217112156873 0.0024905957869643539 -0.017441046629704238 -0.0059337145202729485 -0.0033017586436144076 -0.0044921493209677749 -9.7542699874361148e-06 -0.029700103795613879 -0.0037668257882595749 leaf_count=2305 27313 242 479164 457 149 1266 1579 212 362 416 2011 3068 58 1876 182 125 85 73 233 246 378779 3976 884 50 21 666 62 6219 51 273 internal_value=0 -0.00034769 -0.00194637 -0.0252717 -0.0187057 -0.0153913 -0.0484774 -0.0629047 -0.0080128 -0.0685519 -0.00152746 -0.0174573 -0.0519991 -0.0119041 -0.106503 -0.196055 -0.00358163 0.00790103 -0.103321 0.00543588 0.00176666 0.00235104 -0.00171886 -0.00671514 -0.0189846 -0.118014 -0.328224 -0.00687457 -0.52215 -0.13493 internal_count=912403 885090 504006 8892 8202 8053 2811 2569 990 628 495114 15950 4571 2560 684 380 11379 198 690 304 381084 5242 11294 10410 7342 800 134 6542 72 323 shrinkage=0.0436048 Tree=169 num_leaves=31 num_cat=0 split_feature=27 4 21 4 28 4 28 1 29 4 21 21 27 18 24 19 20 20 27 10 18 1 27 20 28 27 24 18 28 28 split_gain=3.09298 9.47928 11.4733 6.29473 9.46605 7.95722 7.43151 5.91896 6.54228 10.7654 10.6183 7.38859 15.6637 16.634 11.6685 7.27096 6.88851 6.51191 9.21055 9.28334 10.9974 6.81395 6.71338 6.29028 5.77557 5.63827 14.1251 5.63106 10.7514 5.55645 threshold=22.500000000000004 60.001163482666023 2.5000000000000004 29.767561912536625 774.25000000000011 26.403335571289066 393.25000000000006 886.50000000000011 0.72562063403601595 17.522751808166507 9.5000000000000018 10.500000000000002 45.500000000000007 2.5000000000000004 27.500000000000004 632.25000000000011 0.88673707419498748 1.0044477415100563 31.500000000000004 0.69155644526491555 2.5000000000000004 556.50000000000011 38.500000000000007 1.0991534433315933 766.75000000000011 44.500000000000007 26.500000000000004 4.5000000000000009 393.25000000000006 451.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=27 3 -3 4 7 -6 -5 8 9 29 -11 12 16 -14 15 -15 -10 22 -19 21 -21 23 -13 -20 -8 -23 -27 -1 -29 -2 right_child=1 2 -4 6 5 -7 24 -9 11 10 -12 17 13 14 -16 -17 -18 18 19 20 -22 25 -24 -25 -26 26 -28 28 -30 -31 leaf_value=4.1762622957353594e-05 -0.0031468330188654764 -0.023217225379900119 -0.0019091610340837167 -0.018466525943142149 0.0013360875010459297 -0.0017324415527074787 -0.00062381556404344173 0.00066060073233997069 -0.0014392635172808435 0.00050657822778624997 0.0034276926251035392 -3.7192336593427669e-05 0.0060286948272341972 -0.018949183481135442 0.0027031276173309269 -0.0029898514003706155 -0.00039779519504403859 0.0011503315909452594 -0.0034296948998332115 0.0029792599198523177 -0.0011877752802747854 -0.00013099011460487842 0.0015247135888076381 -0.011700879020681737 -0.0035477795424325069 -0.018862621074027721 -0.0017702822411173919 -0.010336011109841814 0.0031149768315106231 -9.0031251928804809e-05 leaf_count=707268 1188 74 137 48 13228 1829 5951 14803 14331 7791 3398 12476 124 269 81 68 76722 4491 377 1406 8391 985 9012 326 1638 120 393 120 1933 23425 internal_value=0 -0.00331658 -0.215163 -0.00309625 -0.00199455 0.0220927 -0.0312603 -0.00400747 -0.00572227 0.00624328 0.031962 -0.00902847 -0.0138909 -0.183387 -0.278803 -0.360715 -0.0128819 0.0026989 -0.0122495 -0.0267093 -0.0135249 -0.0853953 0.0141697 -0.166616 -0.0287794 -0.0472789 -0.13229 0.00110955 0.0534059 -0.00544835 internal_count=912403 203082 211 202871 195234 15057 7637 180177 165374 35802 11189 129572 91595 542 418 337 91053 37977 16489 11998 9797 2201 21488 703 7589 1498 513 709321 2053 24613 shrinkage=0.0436048 Tree=170 num_leaves=31 num_cat=0 split_feature=21 21 27 29 10 22 23 22 1 10 21 25 8 24 4 10 27 25 5 23 18 27 25 10 8 18 27 4 29 1 split_gain=2.62681 3.97384 4.93232 4.96206 4.81362 4.00175 3.22811 2.96373 2.94352 3.22529 2.81067 8.68049 8.07688 7.81824 6.14725 6.73227 7.00555 5.85588 6.3794 5.27345 5.12043 6.0494 6.8105 9.92461 5.94155 11.0779 5.11021 4.87326 4.74163 4.69706 threshold=18.500000000000004 16.500000000000004 56.500000000000007 0.95932280754364496 0.87551373745678696 480.25000000000006 1.3699883929485503 394.25000000000006 355.50000000000006 0.74186612537667007 11.500000000000002 1042.7500000000002 280.50000000000006 24.500000000000004 27.860525131225589 0.57387272372299603 42.500000000000007 463.75000000000006 26.00000095367432 0.81504846001882725 3.5000000000000004 39.500000000000007 601.25000000000011 0.66309956099555145 483.50000000000006 2.5000000000000004 36.500000000000007 17.999998092651371 0.86212798312668981 814.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 4 5 6 -4 7 -3 9 -2 13 12 -12 -1 17 16 -16 19 20 27 24 -22 28 -24 -19 26 -26 -14 -23 -20 right_child=8 2 3 -5 -6 -7 -8 -9 -10 -11 11 -13 14 -15 15 -17 -18 18 29 -21 21 22 23 -25 25 -27 -28 -29 -30 -31 leaf_value=-4.9678797626509766e-06 -0.007113589857061159 -0.010463771743303053 -0.0042867771495260507 -0.0020796974868909066 0.0024663587175119224 -0.020939241424839963 0.0035936542208937468 -0.0023207770853153737 0.00079362423356788459 0.00901954199292101 -0.0022610426173667237 -0.012576505738424721 -0.0029312120455870362 -0.0021009473467871031 -0.0007142708518102143 -0.00080026982858189368 -0.018096011820881264 0.0043688144842276063 0.00027095461910915393 -0.00047244707036044861 0.0023259543207672481 0.00075927236781523852 0.0033108915090464489 -0.022669555557985343 0.0011428955876233479 0.0024851158838441658 -0.014027440840126327 -0.013746004464642757 -0.0082073519748804159 0.0019771622094329933 leaf_count=870294 27 90 46 146 557 68 167 1525 479 185 2016 98 290 3397 76 438 105 2447 20427 2403 1371 639 47 69 63 950 128 109 136 3610 internal_value=0 -5.84076e-05 -0.0391049 -0.169767 -0.0245807 -0.326107 -0.0499433 -0.0636298 0.0616209 0.159727 5.32198e-05 0.00878572 0.00961026 -0.000300821 0.0133304 -0.0853933 -0.247624 0.0151998 0.019298 -0.0285123 0.0489129 0.0116519 -0.0524971 -0.278478 0.0724036 0.0128103 -0.206941 -0.134977 -0.0186728 0.0120904 internal_count=912403 911712 2599 260 2339 114 1782 1615 691 212 909113 35422 35324 873691 33308 619 181 32689 29887 2802 5850 2262 891 116 3588 1141 191 399 775 24037 shrinkage=0.0436048 Tree=171 num_leaves=31 num_cat=0 split_feature=16 11 20 0 23 25 20 9 11 15 22 15 19 19 23 11 15 27 22 13 25 13 19 27 27 11 9 15 22 19 split_gain=3.30366 5.65693 5.58454 6.95345 5.2578 4.55123 4.405 4.02483 9.12199 6.02448 6.56437 5.99394 4.6133 3.86958 5.49457 4.47052 5.46356 4.00109 6.8048 6.37029 4.48585 3.82953 4.52755 3.73154 3.58557 3.49707 4.04285 3.86898 7.3436 14.4242 threshold=186.1922348823941 0.82500923872875098 0.81917646623528995 49.500000000000007 0.26260612113861742 581.25000000000011 0.99715302346881307 0.84717887288013405 0.59771205478854517 0.2244969238031114 948.25000000000011 0.4667605510094438 1989.5000000000002 715.25000000000011 0.29787606778543185 0.85817993600602305 0.56474032779754346 6.5000000000000009 477.25000000000006 23.84516230370641 405.75000000000006 48.703388857399084 4021.5000000000005 4.5000000000000009 18.500000000000004 0.46431754519989821 0.89497210019382178 0.25414828423051278 2138.2500000000005 2725.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 4 5 -4 -1 -8 9 -9 -11 -12 -10 17 -15 16 -16 -6 19 -19 -21 -13 23 -23 -22 26 -2 28 -27 -30 right_child=25 2 3 -5 13 -7 7 8 12 10 11 21 -14 14 15 -17 -18 18 -20 20 24 22 -24 -25 -26 27 -28 -29 29 -31 leaf_value=-5.9169004875024201e-05 0.00015779909371736511 -0.00031186576811005303 0.011700583190771824 -0.0011632123176672569 -0.0009217849922520991 0.0031207223265966172 -0.0021422057716224446 -0.0061632686744186168 -0.00063199258529165103 -0.00026001479491452481 0.00097465755044050012 -0.0040993214214120662 -0.0027508547387972045 -0.018736848343374465 0.0046005037348611083 0.004997265724609015 -0.0028911776819657655 0.00059807788210470669 0.0001527308954834666 0.008979905387502719 0.0020206654186312816 0.010618156825283864 0.0024767178070999487 0.0042896098744368925 0.006329733899827856 5.240223605532539e-05 0.002076012471993436 3.5081930016842622e-05 -0.0059837074665003102 -0.00077782249242026923 leaf_count=49122 5457 14331 149 2678 2164 557 3148 200 44263 2091 1342 80 2044 22 346 1066 398 1669 5215 319 1190 417 482 308 531 11399 3385 751549 1255 5226 internal_value=0 -0.00468762 0.00724894 0.0199073 0.0290626 0.113095 -0.00822083 -0.0144216 -0.0122889 0.02865 0.0358531 0.069112 -0.0166385 0.0244707 0.0670467 0.0730845 0.0135961 0.0174362 0.0267905 0.0595341 0.0970197 0.11787 0.131914 0.181852 0.0768308 0.000685904 0.02046 0.000458668 -0.0140795 -0.0409566 internal_count=912403 134132 30635 16304 13626 706 103497 54375 51227 4920 4720 2629 46307 12920 1832 1810 744 11088 8924 3709 2040 1287 1207 725 1721 778271 8842 769429 17880 6481 shrinkage=0.0436048 Tree=172 num_leaves=31 num_cat=0 split_feature=27 22 4 1 22 8 8 13 18 12 13 19 27 4 1 17 4 22 14 18 0 10 10 22 18 27 27 1 27 18 split_gain=2.77871 19.4752 14.9417 9.47257 8.57978 7.85445 8.28585 7.04687 6.3583 6.34375 8.51412 8.84357 8.28114 9.30417 10.2329 6.66364 7.55683 5.91205 7.39534 5.85098 6.21261 5.69979 5.57272 8.04989 8.14313 7.82095 6.68889 5.43101 8.6361 9.4495 threshold=22.500000000000004 1144.2500000000002 60.001163482666023 2075.5000000000005 488.75000000000006 627.50000000000011 499.50000000000006 27.546897810519546 4.5000000000000009 82.059397513309008 40.708440217848832 606.25000000000011 45.500000000000007 20.642932891845707 466.50000000000006 60.780537742482167 27.151203155517582 572.25000000000011 17.222545890293681 4.5000000000000009 17.500000000000004 0.85065631609211279 0.68532431747467648 545.75000000000011 1.5000000000000002 51.500000000000007 38.500000000000007 946.50000000000011 41.500000000000007 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 6 7 -2 -9 22 11 12 -11 14 17 16 -12 18 -14 27 -21 -8 23 -6 26 -24 -25 -13 29 -29 right_child=1 2 -4 -5 9 -7 21 8 -10 10 15 19 13 -15 -16 -17 -18 -19 -20 20 -22 -23 25 24 -26 -27 -28 28 -30 -31 leaf_value=3.8038353198230148e-05 -0.0012720206597037229 -0.007110665644910712 -0.023292259076834566 0.0038298336471645818 -0.00046303120294632037 0.00075279002935508188 -0.0019289254546616605 -0.0001071259461293336 0.0036151267955993934 0.00032678416570946042 0.00045794161488790422 -0.0006025247966303961 0.00059976432699555035 -0.0068558018117984287 0.0003380480904368573 0.002791880226641388 -0.001172439484962538 -0.021065507138159096 -0.019503566664671707 -0.010214237347056496 -0.0019215205846061542 -0.0055111144434519714 6.933300537727116e-05 -0.0015270890362743955 0.0019777932907304261 -0.0072820660556674067 -0.017307652584265362 -0.0018564068246292623 -0.02400351750275596 -0.019222442009503713 leaf_count=709431 12767 659 90 195 4538 5152 4691 5288 1045 35132 40542 53345 120 624 1801 2031 6237 61 49 243 586 1030 13244 715 11486 281 55 862 39 64 internal_value=0 -0.00332372 -0.146623 -0.105781 -0.00265414 -0.0182677 -0.0256428 -0.0156433 0.0116289 6.58322e-05 -0.00274255 -0.0083597 0.00342459 -0.0504263 -0.0176135 0.00795154 0.00551692 -0.216241 -0.119918 -0.0164355 -0.0998128 -0.0590269 0.0131945 0.0253611 0.0386833 -0.00191268 -0.0608711 -0.0151628 -0.0895133 -0.0700989 internal_count=912403 202972 944 854 202028 29973 24821 19100 6333 172055 141736 92926 37787 2655 2031 48810 46779 230 169 55139 829 5721 30319 16794 12256 13525 770 54310 965 926 shrinkage=0.0436048 Tree=173 num_leaves=31 num_cat=0 split_feature=26 0 1 20 13 25 28 28 24 26 19 21 24 26 30 30 20 1 23 24 6 0 28 21 23 20 13 24 21 25 split_gain=2.76546 2.54598 3.89619 7.77406 7.52605 5.80482 4.93923 4.97146 4.33908 4.65772 4.04305 4.01648 3.73082 3.71987 6.85172 5.93285 4.7656 4.61885 3.97494 5.26117 3.79216 4.0065 3.73331 5.44233 10.0619 4.86958 4.14367 4.0963 5.15589 11.6047 threshold=7.2145294998868978 22.000000000000004 418.50000000000006 0.47557421937147787 40.126744926402289 6095.2500000000009 766.75000000000011 694.25000000000011 17.500000000000004 0.31770512143935054 315.75000000000006 8.5000000000000018 30.500000000000004 1.4129899779760187 1.0000000180025095e-35 2.5000000000000004 0.99999216791979961 15188.500000000002 0.94108581558312066 5.5000000000000009 0.4768919844350934 43.000000000000007 684.25000000000011 9.5000000000000018 0.64399546485260784 0.2331985446939642 29.488412711019986 16.500000000000004 10.500000000000002 481.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 5 6 -4 7 -1 10 -10 -9 -8 -5 22 18 16 -16 -17 19 20 -15 -22 27 26 25 -25 -24 -3 -29 -30 right_child=-2 13 3 12 -6 -7 11 8 9 -11 -12 -13 -14 14 15 17 -18 -19 -20 -21 21 -23 23 24 -26 -27 -28 28 29 -31 leaf_value=0.00034985643293750362 0.0012982978827835512 -5.1521225798791201e-05 -0.0035552371352567521 2.4204879234078895e-05 0.0050329564995194257 0.0014683948574758692 -0.00045800381797257689 0.0052649989613617661 0.0021382265432625964 -0.0055584050732881444 0.0016731614471230663 -0.0052406938302325748 0.002610471492630044 -0.0024858317179865335 -0.00020132552024497427 1.7011424848690381e-05 -0.0025501512857467731 -0.0076294737251850018 -9.7261847108058032e-05 -0.0011802098567524244 -0.025634638925318146 -0.0072343125615647137 -0.00039619604596650152 0.0045750203708620485 0.0016628364603427774 -0.0040905932024087634 0.00013396435121773882 -0.00091052344509988381 -0.0028753408773264256 0.0003155115023061893 leaf_count=58502 3103 213773 1924 253231 653 566 8219 709 299 299 3734 348 1065 63 2219 6092 6321 154 54106 399 45 45 32458 143 8110 895 205522 26245 2420 20741 internal_value=0 -0.000130034 0.00208936 0.000259032 0.00854873 -0.0553453 0.00758093 0.0106198 0.0407523 -0.0392179 0.0515158 -0.0149589 0.000803495 -0.00139161 -0.00825821 -0.027356 -0.0444869 -0.00393348 -0.00309189 -0.0875208 -0.245177 -0.376896 -0.000457184 0.00233405 0.0262693 -0.0664325 0.00141397 -0.00307818 -0.0112847 -0.000410227 internal_count=912403 909300 329549 256786 72763 2490 72110 63543 5041 598 4443 8567 254296 579751 69444 14786 8540 6246 54658 552 153 90 510307 247128 9148 1038 237980 263179 49406 23161 shrinkage=0.0436048 Tree=174 num_leaves=31 num_cat=0 split_feature=27 22 11 12 22 29 13 29 1 10 29 21 27 20 21 20 27 20 5 29 10 17 11 21 27 17 13 27 22 20 split_gain=2.83336 18.6043 12.0293 8.66643 8.21269 9.15268 8.32572 8.24063 8.11216 7.93683 7.13766 7.07063 15.046 9.31789 8.85003 7.43608 8.71751 10.9045 9.36759 7.17206 7.87541 7.04558 8.42541 6.41895 5.88776 5.79061 5.76173 5.71461 5.59439 8.43459 threshold=22.500000000000004 1144.2500000000002 0.64636671293262793 186.03300858899109 488.75000000000006 0.72562063403601595 40.708440217848832 1.1622517546490199 487.50000000000006 0.67666276122242708 1.8356421061841091 11.500000000000002 46.500000000000007 1.0934383362486668 9.5000000000000018 1.0229305713432952 44.500000000000007 1.168304162066619 24.883812904357914 1.3856848828875057 0.89627537516165001 57.935147083112717 0.83125646997929625 14.500000000000002 36.500000000000007 50.432660236649177 36.464330338468919 41.500000000000007 653.75000000000011 1.7924309084276777 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 -3 -4 7 9 10 8 24 -6 11 12 13 -7 26 -13 -17 18 -18 20 -16 22 -8 -10 -2 28 -14 -25 -24 -30 right_child=1 2 3 -5 5 6 21 -9 23 -11 -12 15 14 -15 19 16 17 -19 -20 -21 -22 -23 25 27 -26 -27 -28 -29 29 -31 leaf_value=4.4491077773702115e-05 -0.0011175711722599367 -0.017318683506518256 -0.0069324242683936306 0.0032572968775371192 0.0014457336124420366 -0.00071390448653899541 -0.000655056941908387 0.00066727271338523414 -0.0020799617857438623 2.2330202485189089e-05 -0.0097919076167856701 0.0010671256215846762 -0.0026106795598228785 0.00055247981844328811 -0.00046293208056667377 0.00015552189207448765 -0.016470152437312719 -0.00929148395827252 0.00011775697715681431 -0.029909110124515227 -0.018051353322591581 0.0023074662339222806 -0.00069917167212593515 -0.011185575803221227 0.00081598793834551295 0.0018060389378778937 -0.022450905085799534 -0.0033286770032042081 0.00082276015600364866 -0.010827471940530329 leaf_count=709126 15737 156 563 221 14183 62942 15194 6006 3850 15686 153 11494 38 13399 321 3864 70 468 860 20 57 3175 7388 298 3698 6082 104 430 16701 119 internal_value=0 -0.00321453 -0.143572 -0.0931105 -0.00256247 9.66518e-05 -0.0032406 -0.0178266 -0.0261127 0.0160124 -0.00874722 -0.00839458 -0.0124514 -0.0112748 -0.178786 0.010219 -0.0209159 -0.0885843 -0.0259328 -0.102319 -0.0714406 0.00737337 0.00419416 -0.0639831 -0.0171922 0.0138336 -0.393111 -0.150094 0.00690325 0.0169783 internal_count=912403 203277 940 784 202337 172318 142449 30019 24013 29869 93790 93637 76881 76341 540 16756 5262 1398 930 398 378 48659 45484 4578 19435 30290 142 728 24208 16820 shrinkage=0.0436048 Tree=175 num_leaves=31 num_cat=0 split_feature=16 22 4 11 12 5 5 1 7 25 14 22 11 1 29 16 7 0 16 15 21 29 4 29 5 25 29 22 25 22 split_gain=2.91818 4.42183 6.73389 4.40989 6.09134 4.27549 3.92771 5.48751 5.6377 3.84234 4.92806 3.70443 3.6553 4.29167 3.4366 3.01069 3.43148 2.76472 3.28629 2.93772 3.72545 2.74458 4.41351 6.94013 5.6312 11.026 6.09639 5.68748 5.02662 8.16736 threshold=149.40451974213209 1590.7500000000002 31.819804191589359 0.57494482562975724 241.18124086713195 78.002670288085952 39.999425888061531 874.50000000000011 -53.130102157592766 3715.2500000000005 31.076833884919065 4649.5000000000009 0.85043106651802314 623.50000000000011 0.81499235474006126 1.0000000180025095e-35 -4.2252864837646475 29.500000000000004 100.37287869264615 0.66376289942115274 7.5000000000000009 0.12863616944840914 12.855231285095217 0.2366629027854264 35.00000190734864 1874.2500000000002 1.015205121135041 387.25000000000006 921.25000000000011 793.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 9 14 5 6 7 -5 -9 10 12 -6 13 17 -3 16 -8 18 19 -1 -21 -2 24 -24 26 -26 28 -27 -23 -30 right_child=21 3 -4 4 11 -7 15 8 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 20 -22 22 23 -25 25 27 -28 -29 29 -31 leaf_value=-0.00094450493320581523 -0.00059253321845045728 0.00038840616539577227 -0.0052741276318108666 0.00086568529918461647 -0.0063972818985577546 0.0061255057774595011 0.012372090710598744 0.015930524889580928 -0.0025656605498057526 -0.0051765938543900302 0.0078743590896142857 -0.0011230536228519926 0.0012410172775589561 -0.0022154284764970529 0.0039100793926263797 -0.0020845765419303533 -0.00082726386309277353 1.4969636626214031e-07 -0.001365273203646448 0.0098500357392962493 -0.0048535220575010862 0.00049753245544340984 0.0016892054039663793 -8.8461591564280673e-06 0.0031911670763980172 0.015730601889676857 -0.0052374152645071857 -0.0078995722982949605 -0.0077268073025066521 -0.0001304935971373161 leaf_count=200 14069 1026 601 2006 401 251 61 94 47 343 132 687 1920 3196 1083 1385 97 9806 6595 149 42 32762 4602 826226 2631 21 370 249 371 980 internal_value=0 -0.00974273 -0.0164948 0.0119985 -0.00409772 0.0141886 0.00559821 0.0332564 0.223946 -0.01369 -0.0120555 -0.0703353 -0.0132162 -0.0172196 0.0503805 -0.0328866 0.0978949 -0.0108269 -0.0260291 0.0630463 0.151745 0.000266574 0.000491093 1.28297e-05 0.0111201 0.0534343 0.00756025 -0.139014 0.00894502 -0.0508322 internal_count=912403 30122 22984 7138 5029 3941 3690 2147 141 22383 22040 1088 21908 19988 2109 1543 158 16792 6986 391 191 882281 868212 830828 37384 2901 34483 270 34113 1351 shrinkage=0.0436048 Tree=176 num_leaves=31 num_cat=0 split_feature=17 18 4 26 26 11 14 28 12 31 4 6 28 11 11 15 28 28 8 14 1 4 14 11 15 17 28 15 12 1 split_gain=2.78561 2.75797 2.66196 7.44187 7.69552 6.06824 5.60113 10.4015 12.1966 15.8791 9.88258 7.78968 9.51888 8.2932 5.32598 5.16567 5.71492 10.5433 5.04548 4.80038 15.9251 4.12677 4.81086 3.82988 4.74753 3.521 4.05223 3.79479 3.91991 3.45919 threshold=33.765837149588435 6.5000000000000009 99.47611236572267 1.1629462600476148 1.737282026238244 0.71833744156070523 117.50515441398159 13144.500000000002 703.55739520663076 1.5000000000000002 183.43728637695315 0.68571429517309845 45577.750000000007 0.50685114327862812 0.78877278184000887 0.81702846785570937 690.25000000000011 5200.0000000000009 9512.5000000000018 105.05449846775177 8282.0000000000018 91.644271850585952 77.004724970758602 0.69828078817733996 0.81702846785570937 48.731521860916907 1990.2500000000002 0.33317853541501502 472.07159082212883 9240.5000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 19 6 29 18 7 -4 9 -9 -8 -12 13 -13 23 16 -7 -18 -6 21 -21 -2 -23 24 -15 26 -20 -28 -29 -5 right_child=1 -3 3 4 5 15 10 8 -10 -11 11 12 -14 14 -16 -17 17 -19 25 20 -22 22 -24 -25 -26 -27 27 28 -30 -31 leaf_value=0.00034563630316054384 -1.4990097582287578e-05 0.003521963418487995 0.0005192124180278271 0.0047241544852527706 -0.012824596496017313 0.0046357987576516472 0.0030506739916257536 -0.022038225045855193 0.00054875533218555917 -0.00045827288979642656 0.0020625470079004248 0.0040566746273772046 0.0026925133485586152 -0.0075027411536408174 -0.00053795096124794315 0.0014633022662901645 -0.017386533757451587 -9.8440244883121891e-05 0.0016581383599819856 -0.019799395538168601 0.0018489086861002665 -0.0086711078228501031 0.002800052904118402 -0.021990022020656603 -0.022424288885718461 0.0023469572196863002 -0.01755878883548968 -0.014711942307886821 -0.0016648719291943374 -0.0056196003413328342 leaf_count=41715 859002 418 1157 65 58 54 2281 160 220 109 554 84 216 184 74 145 177 108 644 99 186 73 1456 77 52 915 32 46 909 1133 internal_value=0 -0.000438636 -0.000477641 -0.0171663 -0.0479746 -0.021582 0.00838413 -0.0397725 -0.16205 -0.304873 0.03089 -0.0409253 -0.112071 -0.191785 -0.253605 -0.124405 -0.191971 -0.248488 -0.00247051 -0.000294356 -0.130055 -0.000251381 0.0516544 -0.310647 -0.247462 0.00417327 -0.0236807 -0.0639436 -0.0525932 -0.116005 internal_count=912403 870688 870270 9454 4286 3088 5168 1646 489 269 3522 1241 687 471 387 484 339 285 2604 860816 285 860531 1529 313 236 2546 1631 987 955 1198 shrinkage=0.0436048 Tree=177 num_leaves=31 num_cat=0 split_feature=11 7 9 17 28 21 29 28 28 21 15 14 7 29 26 1 0 21 14 26 6 23 29 5 21 23 23 10 7 10 split_gain=2.80717 2.85994 5.09807 5.72866 4.32411 8.41417 11.1271 5.65335 3.63892 5.29609 6.76085 3.55909 6.20977 5.67283 4.96598 4.92798 4.32048 6.57026 4.35624 4.22685 4.189 3.90717 3.78171 3.81028 7.06515 4.82606 3.99168 6.13106 3.82776 3.79321 threshold=0.93780833776609629 -3.0127874612808223 0.96634822791531172 58.935802714758267 592.25000000000011 8.5000000000000018 0.91207426006098602 521.75000000000011 307.25000000000006 3.5000000000000004 0.23976571106110312 19.280647996856271 -89.198673248291001 0.12863616944840914 0.73769889546018497 134.50000000000003 37.500000000000007 1.5000000000000002 11.781982210558263 0.36171923103235964 0.50000001576351816 1.0545537910049603 1.0075659320439958 25.816237449646 8.5000000000000018 0.49759219608722211 0.51897565653326683 0.63891164967151926 -24.552450180053707 0.82188452733890605 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 11 7 -6 -7 -5 9 10 -3 15 13 -13 22 -4 20 -18 19 -19 -17 -16 23 24 25 -14 27 -25 -27 -24 right_child=-2 8 3 4 5 6 -8 -9 -10 -11 -12 12 14 -15 21 16 17 18 -20 -21 -22 -23 29 26 -26 28 -28 -29 -30 -31 leaf_value=-2.4112855490451695e-05 0.00041408023633147375 -0.012136630342853377 -0.000939116918473025 -0.00062699822669144006 0.00128141616441983 -0.007733249118517198 0.00089336007316522946 0.0038356563129622778 -6.7373686542658437e-05 -0.0042530564099839858 0.0010983670921591495 -0.01198557186928028 0.0028185313785260486 -0.0010752476462848528 0.00060585619875132496 0.0030606388339272802 -0.0044511984917437004 0.00095630513812601503 -0.0001640756566316702 0.0073142439995544078 0.0010634661923679836 -9.0747459811440378e-05 -0.0040782894672527969 0.0032407572548206276 0.00614362200304299 -0.0031755797912396762 0.00050003605268409714 -0.006465006982540023 -0.0091011149538134523 -0.023968789711931105 leaf_count=241441 30522 79 2691 721 7941 485 687 2147 533106 968 1033 92 217 6013 37752 2678 562 525 3131 320 7851 25753 61 180 166 1289 3323 396 247 26 internal_value=0 -0.000258551 0.00197889 0.00778674 0.0283712 0.0177135 -0.0613814 0.0622355 -0.00170797 -0.0434534 0.003626 0.00514266 0.00214714 -0.0284295 0.00483653 0.0178809 0.0249211 -0.000872637 0.0134329 0.0771485 0.0360382 0.0074158 -0.0229021 -0.0198075 -0.0562855 -0.0749573 -0.00185387 -0.0787059 -0.0946788 -0.22985 internal_count=912403 881881 346695 105254 11981 9113 1172 2868 535186 2080 1112 93273 75515 6105 69410 17758 15067 4538 3976 845 10529 63505 5905 5818 1919 1753 3899 576 1536 87 shrinkage=0.0436048 Tree=178 num_leaves=31 num_cat=0 split_feature=11 20 10 29 20 20 1 27 21 0 21 29 27 25 18 25 25 10 10 21 18 29 9 11 26 10 20 20 27 24 split_gain=2.62181 2.89507 4.1291 3.12974 3.41787 3.40448 7.21072 2.84226 5.13616 6.40374 3.23085 2.87325 2.52181 12.2045 5.97619 6.54236 6.19156 5.90303 5.72982 7.29887 5.45208 7.9393 5.60023 5.27961 5.20675 4.94608 4.87117 4.86395 7.10785 6.59498 threshold=0.94074374699374708 0.39544452319080248 0.98156285031298962 0.78267424389545892 0.86836189102484407 0.88673707419498748 931.50000000000011 55.500000000000007 17.500000000000004 40.500000000000007 18.500000000000004 0.70854907874485118 22.500000000000004 1042.7500000000002 1.5000000000000002 830.25000000000011 840.25000000000011 0.96927312352548278 0.53628526785923336 3.5000000000000004 4.5000000000000009 1.3140861334287484 0.93843457876335534 0.87876097015113042 0.22015109752237125 0.61716400733331633 0.81917646623528995 1.0991534433315933 14.500000000000002 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 3 4 -3 6 -6 10 9 -9 12 -12 20 14 16 -16 -14 -15 -18 -20 27 22 -22 -23 -17 -26 -27 -1 -29 -30 right_child=1 2 -4 -5 5 -7 -8 8 -10 -11 11 -13 13 17 15 24 18 -19 19 -21 21 23 -24 -25 25 26 -28 28 29 -31 leaf_value=6.6224941284637266e-05 -0.00047387994499361956 0.0027905597769769712 0.0058050256037268395 0.0002779549197188831 0.00081712144237786608 0.00075791841755744804 -0.029643830517702755 0.0011979020192909144 -0.0081481702268077719 -0.011865999673605666 0.0077244289935303094 0.0011780487313122589 -0.00088558934156307664 -0.0085049491209450798 -0.00013458650816232227 0.0092514295095325293 -0.017050447422664414 0.0098587616587628123 -0.013962198198043693 -0.001337978820151166 -0.0059343360645184471 -0.0034798407585228592 0.0037327648345274961 -0.024683990589875741 -0.0018070269917174252 -0.001519582070329582 0.0018354736087030476 9.6152275540059313e-05 -0.0010296353578661379 1.3372456751593724e-05 leaf_count=585408 5503 2243 291 16250 45 2882 22 549 227 82 184 415 9820 441 176523 147 71 36 109 433 122 129 1725 27 1060 950 6146 51446 30638 18479 internal_value=0 0.00962127 0.0148092 0.0132035 0.0345772 0.0122009 -0.210641 -0.000339884 -0.0578677 -0.0114617 -0.000284068 0.0731331 -0.000333832 -0.00350086 -0.00311058 -0.00179617 -0.026396 -0.163262 -0.1239 -0.0889076 0.000567222 0.0526636 0.0709606 -0.163968 0.0256365 0.0222746 0.0317925 0.000415103 -0.00600958 -0.0146138 internal_count=912403 27236 21733 21442 5192 2949 67 885167 858 631 884309 599 883710 195736 195259 184826 10433 477 613 542 687974 2003 1847 156 8303 8156 7096 685971 100563 49117 shrinkage=0.0436048 Tree=179 num_leaves=31 num_cat=0 split_feature=17 25 21 4 28 21 26 12 12 17 10 5 26 5 7 6 5 28 7 10 19 4 4 6 21 5 5 32 28 25 split_gain=2.72602 3.30816 7.72738 9.86109 12.6236 8.82066 10.7221 9.3306 8.10529 6.90246 10.2532 9.24402 7.0261 7.79074 9.91857 9.75601 5.94643 5.79309 5.778 6.71953 8.01682 6.50933 5.7371 5.55199 5.5265 5.51971 9.5646 7.64243 6.82462 6.23031 threshold=35.261074154722202 1177.2500000000002 1.5000000000000002 40.696435928344734 1406.2500000000002 2.5000000000000004 1.0529803533310866 127.03300858899108 92.387824638055193 58.159228468431095 0.44246862442091833 139.43549346923831 2.352858091181758 164.36508941650393 -1.4688007235527036 0.74541753981322623 158.99998474121097 694.25000000000011 -55.304843902587884 0.96927312352548278 1612.7500000000002 26.979214668273929 143.566764831543 0.25752021701214234 6.5000000000000009 28.301009178161625 17.99769496917725 1.5000000000000002 761.75000000000011 885.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 17 9 4 5 7 8 -4 -7 11 -11 23 -13 14 22 -16 -6 -2 -12 21 -21 -20 -14 -3 -5 26 27 28 -19 -28 right_child=1 2 3 24 16 6 -8 -9 -10 10 18 12 13 -15 15 -17 -18 25 19 20 -22 -23 -24 -25 -26 -27 29 -29 -30 -31 leaf_value=0.0002917504651402364 -7.5130789751625581e-05 -0.0021501945704429795 0.0026139404969195575 -0.0014253806179552538 0.00017407888489881569 0.00014332809079533611 0.00014742212199388139 -0.001075561188484819 -0.0032399189733271871 -0.010768421946907324 -0.00040726321395588219 -0.00080909922248090574 -0.0019604644174184465 -0.0018570518602543786 -0.028478442567783108 0.0042231538579771844 0.0045173356030851607 0.0042781815293788201 -0.0028318603984171073 0.01096303366962686 -0.010122218337398759 0.0039016963716347699 -0.024760396997578 0.00061902093729977064 -0.017078678920384067 0.00027538820720979571 -0.00030427657815667089 -0.00040802558901451182 0.00055026249673110507 -0.0018910076135924229 leaf_count=56230 498414 1465 2060 16060 34392 1650 3796 3548 7317 122 1363 7745 167 521 82 22 610 2015 298 45 144 3250 24 22810 43 207156 30785 2975 1740 5554 internal_value=0 -0.00049697 -0.00568349 -0.0119576 -0.00541364 -0.0266418 -0.0411666 0.00641471 -0.0600249 0.00576999 0.0395404 0.000399401 -0.0278541 -0.116113 -0.245966 -0.494459 0.00572807 0.000248019 0.0463938 0.0667216 -0.117004 0.0765085 -0.110662 0.0103635 -0.0336472 0.00417401 -0.00612652 0.0285017 0.0584965 -0.0125397 internal_count=912403 856173 107534 69476 53373 18371 12763 5608 8967 38058 5222 32836 8561 816 295 104 35002 748639 5100 3737 189 3548 191 24275 16103 250225 43069 6730 3755 36339 shrinkage=0.0436048 Tree=180 num_leaves=31 num_cat=0 split_feature=26 27 28 9 4 28 9 8 4 9 10 9 7 14 7 17 4 26 28 17 22 28 27 7 26 7 22 4 22 14 split_gain=2.4914 3.14997 2.90052 2.58324 5.39098 12.0933 4.09951 3.9144 10.8911 5.81097 3.0953 3.43832 3.58773 2.78182 5.27122 7.37555 8.73083 5.65385 6.12427 4.15283 3.97807 7.97279 3.92768 16.0144 14.5595 13.56 10.6835 13.1893 9.51611 10.0332 threshold=7.2145294998868978 4.5000000000000009 6308.7500000000009 0.8699340803055382 221.85328674316409 45577.750000000007 0.66783474830943657 50754.000000000007 183.43728637695315 0.91501846303309609 0.94180147823246152 0.81115841280890533 -31.607501029968258 83.95029126851297 -42.362508773803704 74.759439818084743 143.566764831543 0.96526281408630898 13144.500000000002 52.932354676691688 17646.000000000004 13144.500000000002 2.5000000000000004 -89.940933227539048 1.7676436369809834 -18.43494892120361 1322.2500000000002 15.939511775970461 350.25000000000006 26.096213232763358 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 -1 10 -7 8 13 -10 11 12 -6 22 15 -15 17 -17 -19 -16 21 -21 23 24 26 28 27 -5 -25 -30 right_child=1 -3 -4 7 5 6 -8 -9 9 -11 -12 -13 -14 14 19 16 -18 18 -20 20 -22 -23 -24 25 -26 -27 -28 -29 29 -31 leaf_value=-0.00028729651164954037 -0.0017166293910828871 0.0017009605899480729 -0.017793859258434949 -0.001481381026694919 0.002009212052584493 -0.015708529477667866 0.00188665952358728 0.0019919116046293005 -0.017395016434124486 -0.0037239961890465794 -0.022141167120355184 -0.016146095345258953 -0.011252064049080267 -0.00014228654119463467 0.00084287760060428041 0.0037297944664823252 0.0057867628891282632 -0.0024889901849540425 -0.020095144536952849 0.0035023781476685081 0.0064931017023584668 -0.0083743999749650647 1.6680340574923121e-05 0.010738924254802273 -0.028656349405546105 -0.00089223149309577271 -0.00079463689726659559 -0.010005163574153179 -0.0015367240094719267 0.002259599130913806 leaf_count=36741 295 2791 23 658 70 27 373 1893 98 149 41 87 87 2420 6282 37 71 53 129 670 522 128 835636 205 43 13871 1703 726 1837 4737 internal_value=0 0.0282643 -0.0660351 -9.21947e-05 -0.00822741 -0.0961251 0.01603 0.000257019 0.00015818 -0.209796 -0.253536 -0.210816 -0.12245 0.000217807 0.0165447 -0.0213225 -0.172025 -0.270821 -0.343267 0.0300438 0.081032 0.036632 2.19028e-05 -0.0126508 -0.0793065 -0.00254754 -0.071257 -0.136514 0.0341081 0.0274918 internal_count=912403 3109 318 909294 37426 685 400 871868 869975 247 285 244 157 869728 10312 2710 290 219 182 7602 1320 798 859416 23780 3130 20650 3087 1384 6779 6574 shrinkage=0.0436048 Tree=181 num_leaves=31 num_cat=0 split_feature=16 27 20 25 4 30 20 20 4 20 22 24 18 8 29 27 22 29 16 26 16 26 19 7 0 29 22 27 27 7 split_gain=2.84599 6.74092 7.31803 5.76762 4.0693 5.93304 6.42011 5.88818 4.37813 4.13462 4.56651 10.2177 7.72829 7.07159 5.57991 5.20261 4.8797 4.75436 4.32197 6.08369 5.36854 5.01019 4.44478 4.59177 4.35064 4.18458 4.1107 3.97807 4.51993 4.67582 threshold=208.58070058751807 33.500000000000007 0.42504890758165875 418.25000000000006 11.999999046325685 2.5000000000000004 1.2922683492932692 0.34779268496353621 5.043994903564454 0.84770595348470346 614.25000000000011 2.5000000000000004 2.5000000000000004 318.50000000000006 0.43018368442740662 28.500000000000004 840.75000000000011 0.56825236329786388 100.37287869264615 0.049561541456052217 151.47073861759071 1.154435267093495 443.25000000000006 -41.489957809448235 22.000000000000004 0.18277882548113764 350.25000000000006 6.5000000000000009 1.5000000000000002 -7.3160834312438956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 8 7 26 -6 -1 10 11 -9 14 25 -13 -16 -12 -17 22 -20 -21 -22 -11 -24 -23 -14 -7 28 29 -10 right_child=-2 2 3 -5 5 6 -8 9 27 18 16 12 13 -15 15 17 -18 -19 19 20 21 24 23 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.00063349015807621174 5.6112628609415179e-05 -0.0027022166338601166 -0.0071665392216965227 0.0014502062890571655 0.0010075274476729554 0.0083635143161590892 0.0045147019272371424 0.0070832084753901731 -0.0015891648039940943 0.0069936511965262944 0.00018328847340876085 -0.0032489154818008499 0.014069972387911595 0.00081228924643191513 -0.0010828126457434039 0.00047831121709644134 -0.0010510153052995582 -0.0072260692620615538 -0.0076317545274157302 -0.0010213676289986887 -9.3711103832439514e-06 0.00070896342190707032 -0.0014130714643173759 0.0022824706746011059 -0.00081439382623847874 -0.0015109980324692295 0.00035791754581501972 0.0010347594939185145 -0.00093040613258890518 0.0071275137948964441 leaf_count=6224 619695 944 150 9630 6826 123 769 296 199 252 19200 3213 33 6327 15083 219 8919 500 210 14081 126299 4086 1002 1766 27938 4789 14345 15017 3984 284 internal_value=0 -0.00249674 0.0221112 0.0302271 -0.0034326 -0.00463577 0.0145014 -0.00584551 0.0085615 -0.00668928 -0.0139645 -0.0224476 -0.0242619 -0.00335803 -0.0365185 -0.0287941 -0.0047751 -0.1119 -0.00426278 -0.00491893 -0.00471174 -0.00304756 0.0332407 0.0216652 -0.0142192 -0.0322067 0.00976904 0.0159372 -0.0102615 0.0810959 internal_count=912403 292708 10724 9780 281984 256276 15237 241039 25708 234213 58579 30460 30164 11149 19015 15802 28119 719 175634 172614 172404 158323 3020 2768 32024 4822 14468 19484 4467 483 shrinkage=0.0436048 Tree=182 num_leaves=31 num_cat=0 split_feature=16 17 16 17 1 28 19 21 1 12 31 28 27 13 21 27 28 20 2 15 20 15 16 28 12 9 27 27 27 13 split_gain=3.06727 4.56113 4.09915 3.98586 4.80283 4.66487 5.82749 5.92078 3.83516 6.14708 5.51839 7.1329 6.21291 6.42537 5.23416 4.96084 4.76889 4.73381 5.32138 5.1459 4.30182 4.10897 3.99315 3.94098 3.90121 3.71191 3.68411 3.66766 4.12405 3.64219 threshold=185.40452220799114 35.261074154722202 142.16303953660028 99.821608569765331 454.50000000000006 570.25000000000011 820.75000000000011 1.5000000000000002 134.50000000000003 62.402543263816618 1.5000000000000002 692.25000000000011 36.500000000000007 26.415678196991738 5.5000000000000009 2.5000000000000004 843.25000000000011 0.53253729114920534 765.26785714285722 0.36343110656372762 1.1597172262190252 0.90763787576855848 221.30624709816576 743.75000000000011 54.503048327204944 0.98276357226326538 16.500000000000004 45.500000000000007 38.500000000000007 68.791479348034656 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -3 6 -5 -8 20 10 11 14 13 15 21 16 -13 18 19 23 -2 -10 26 -11 -14 -21 -16 28 -6 -7 right_child=8 3 -4 5 27 29 7 -9 9 17 -12 12 24 -15 22 -17 -18 -19 -20 25 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 leaf_value=-0.0003451888245552842 -0.00065228300888506849 -9.6590935544618806e-05 0.00099171609464073027 0.0057030783616278816 -0.00070369033970037566 -0.00053487566429339869 0.007458018182593419 -0.018286329799176292 0.0017227196720808889 -0.0052815997150851357 -0.00035863674283195525 0.0087719253366292556 0.0018782076915772696 -0.0068936088330712152 -0.0028342928480755373 0.0040248760337368268 -0.011963539498569781 4.5662220659894271e-05 0.0093747981858505608 -0.00060561642631325489 -0.011898470042428062 -0.0017272856470146392 0.0022274682363457345 -0.0011573122875854418 -0.01519190734832576 0.0027114669934545478 -9.0924068089114369e-05 -0.0084995705123127856 0.0041303567359335363 0.0016341951538240097 leaf_count=7313 12779 58892 10802 576 46502 3561 29 41 7765 772 6580 30 46 113 1185 2924 71 725287 100 16130 65 717 1073 1026 57 668 4338 114 338 2509 internal_value=0 -0.00436092 0.010366 -0.00673098 -0.00822992 0.0168927 0.0976799 -0.17477 0.000873184 0.00115946 0.0166154 0.0255377 0.068099 0.0760313 0.0163892 0.0847771 -0.133116 0.000642194 -0.0150688 -0.016306 -0.0162642 0.0328194 -0.00473891 -0.0671518 -0.173567 -0.0108636 -0.0155839 -0.0157739 -0.0153379 0.0082949 internal_count=912403 130677 18115 112562 105846 6716 646 70 781726 768882 24899 18319 3241 3138 15078 3025 101 743983 18696 18596 12844 8482 6596 1798 103 16798 5523 46954 46840 6070 shrinkage=0.0436048 Tree=183 num_leaves=31 num_cat=0 split_feature=18 21 21 19 14 8 20 10 5 10 18 20 6 17 1 5 9 17 19 14 12 9 7 9 1 7 6 23 1 4 split_gain=2.30934 2.19797 3.23913 5.55488 3.22648 4.37317 4.31529 3.97147 9.65814 3.04836 2.92647 4.02942 2.83361 2.43694 2.33989 2.55059 2.29215 2.02598 2.74757 3.63905 12.2573 8.6276 6.67038 6.00922 4.25675 3.84905 2.37236 4.714 2.91466 2.23927 threshold=6.5000000000000009 18.500000000000004 16.500000000000004 572.75000000000011 16.292669322405818 340.50000000000006 1.1236651363233643 0.8422268957125375 32.999374389648445 0.77121826041140662 4.5000000000000009 1.0023659320708811 0.44361680701558598 48.067896847093628 355.50000000000006 19.798989295959476 0.98181833672581054 32.804369190921442 532.25000000000011 47.627495035951235 358.37058069535209 0.9854850414345242 -60.23728942871093 0.79239882457391742 10510.500000000002 -71.52144622802733 0.88888888399165189 0.38828049224373179 355.50000000000006 55.002668380737312 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 17 4 6 -6 9 13 -9 -4 11 -10 -12 -7 15 -3 -15 18 26 20 -20 22 25 -24 -25 -22 -1 28 -28 -19 right_child=-2 14 3 -5 5 7 -8 8 10 -11 12 -13 -14 16 -16 -17 -18 29 19 -21 21 -23 23 24 -26 -27 27 -29 -30 -31 leaf_value=0.0017395652784706673 0.0032091676138052082 -0.0031702442515715475 -0.0075628682442550931 0.002311314603499343 -0.01309035792810964 0.00054502766152406958 -0.012459765163149431 -0.019182043212157048 -0.0087902678088298946 0.003054524091259937 -0.0021665287381347994 0.004179343978549137 -0.020394618636832437 -0.0043001780024469324 0.0008027471338581878 0.0088958020298270154 0.0070557812775727986 5.3779128408624426e-07 -6.1180983519327998e-05 0.00068808111395203802 -0.0094096921980275708 -0.033122905679470016 -0.020516135386494723 0.0019174242054786981 -0.0096909834584938091 -0.02645189996926979 0.0031394393772898955 -0.0027994248901757049 0.019536674294228784 -0.00038747763078347591 leaf_count=3932 426 42 59 558 87 496 45 92 69 400 34 134 31 552 473 161 36 845104 15262 13906 79 23 33 241 80 37 146 582 24 29259 internal_value=0 -4.79334e-05 -9.02159e-05 -0.0353836 -0.0596202 -0.0824662 0.00977898 -0.0693476 -0.160351 0.0387517 -0.0643835 -0.00525277 -0.249053 -0.0391252 0.0569523 0.146759 -0.0826724 1.04939e-05 0.00754439 0.00399006 -0.00641617 -0.161608 -0.132344 -0.0641491 -0.0223745 -0.340457 0.0300519 -0.0214093 0.125086 -0.000285438 internal_count=912403 911977 911301 2593 2035 1531 504 1444 360 459 268 203 65 1084 676 203 588 908708 34345 29661 15755 493 470 354 321 116 4684 752 170 874363 shrinkage=0.0436048 Tree=184 num_leaves=31 num_cat=0 split_feature=26 0 25 18 12 28 20 20 7 7 16 8 7 9 22 25 32 12 22 28 30 12 18 22 22 20 20 7 21 26 split_gain=2.43898 2.45357 3.56301 8.01484 5.60027 5.34555 8.21213 13.6727 6.41534 4.63932 3.51817 4.86838 4.65897 5.06166 4.04277 4.86875 5.10853 4.64893 5.19787 4.27315 3.64194 3.59809 3.4983 3.48189 4.278 3.44271 3.33592 3.26465 3.21001 3.46778 threshold=7.2145294998868978 13.500000000000002 928.75000000000011 1.5000000000000002 156.7903679018718 1145.2500000000002 0.86189350107352591 1.0991534433315933 -1.0000000180025095e-35 -50.194425582885735 232.01887556934085 438.50000000000006 -17.650122642517086 0.93448962259960366 610.25000000000011 840.25000000000011 1.5000000000000002 62.402543263816618 705.75000000000011 704.25000000000011 1.5000000000000002 67.227922061357873 4.5000000000000009 836.25000000000011 527.25000000000011 0.13155162859429839 0.2116775288417308 -1.3400535583496092 2.5000000000000004 1.3435688832834352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 28 5 23 -7 8 9 -8 11 14 -13 27 21 16 17 18 19 -16 -19 22 -1 24 -5 -20 -21 -14 -4 -30 right_child=-2 -3 3 4 -6 6 7 -9 -10 -11 -12 12 13 -15 15 -17 -18 20 25 26 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-9.734782740904227e-05 0.0012149464384542119 -4.1049268407024328e-05 0.00037641419651159811 0.0041864174660230652 0.00012836491402139441 -0.001799205086514715 -0.017457567445012121 -0.0013706158179243144 -0.019955633703490634 -0.0041882499983489441 0.00052444125404797954 0.00037010272293754574 -0.00052124553289843516 -0.00060747092392482633 0.00090326312617430165 -0.0022730137645287363 -0.00016742957808600024 0.00085900062012397795 -0.011604245444444244 -0.0071241733777195884 0.0086024231405573137 0.0007703913196416088 -0.0039960857598573402 -0.00057495644800009357 -0.0072478705781918312 0.0066749043932442329 0.0087981789802365328 0.0015932971321344774 -0.0010135111405596253 0.0011044563979510833 leaf_count=14728 3127 725033 18378 77 2009 853 76 314 170 147 50542 21643 2266 36463 1077 636 1968 2535 20 28 121 13240 451 1872 324 958 235 3584 7712 1816 internal_value=0 -0.000113321 0.00314531 -0.00614114 -0.0398226 -0.0622379 -0.107316 -0.187011 -0.311315 -0.199761 0.00522776 0.0017896 -0.00344624 -0.00955041 0.0110922 0.0316148 0.039287 0.0563503 0.0890754 0.0486204 0.0277898 0.00561974 -0.00488908 -0.0313001 -0.115865 0.144505 0.162895 0.0177556 0.00090993 -0.0139855 internal_count=912403 909276 184243 33748 5842 3833 1560 707 393 223 150495 99953 63956 42313 35997 7578 6942 4974 2318 1340 2656 28419 15179 2273 401 978 263 5850 27906 9528 shrinkage=0.0436048 Tree=185 num_leaves=31 num_cat=0 split_feature=16 14 22 11 1 0 17 17 11 25 14 21 28 1 4 4 23 23 15 14 17 11 9 1 15 1 28 23 26 6 split_gain=2.64113 3.27703 3.6142 3.45817 3.6655 2.99278 4.2681 4.27755 3.34343 3.32998 2.95433 3.64514 4.09456 3.07243 2.8749 2.82206 2.77381 2.79182 4.12923 2.8313 2.79 2.75832 5.93714 8.14947 4.87676 3.58993 3.17903 4.22195 3.45352 3.15153 threshold=155.24264884016719 136.08324796278021 5543.5000000000009 0.88236570669934655 623.50000000000011 31.000000000000004 90.067227099494161 34.171814423298933 0.81081476213055181 377.75000000000006 20.050021229025187 2.5000000000000004 13144.500000000002 466.50000000000006 23.253327369689945 13.582513809204103 1.3335023664638272 0.99528460707706001 0.30660972355507027 83.95029126851297 50.502042340881069 0.56818824921541411 0.83675880253974932 1596.5000000000002 0.44186663392036246 1401.5000000000002 1168.2500000000002 0.45485602451118584 1.5251090405061234 0.76315790699061681 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 6 7 9 15 -1 13 12 -12 -5 -9 -8 17 19 -19 -4 -20 22 -6 25 -25 -24 -23 29 -29 -28 right_child=-2 -3 16 10 21 -7 8 14 -10 -11 11 -13 -14 -15 -16 -17 -18 18 20 -21 -22 26 23 24 -26 -27 27 28 -30 -31 leaf_value=0.0060315423900113236 1.5010126288240264e-05 -0.011612971266713512 0.00079784414416997037 0.00087296027447668757 -0.0033559077110340853 0.00013735390040440763 -0.004488993784647414 -0.0013546461884673118 0.01107295517203887 5.4828984489947827e-05 -0.0038239827511264862 0.0072073963863509248 0.013430970425473133 -0.0085425883484912101 -0.0068054993053885604 0.0027656314643626032 -0.0091148971646131931 -0.01218480774688566 -0.0036801199962719949 -0.0065288125593748478 0.0049101503300326178 -0.00089154515709742328 -0.00038948799282589863 0.0020590853747315184 0.0094188659864016915 -0.0092607208752819581 -0.0012233957938214846 -0.0038879417614099392 0.0025251075395512331 0.0070233580822822205 leaf_count=189 871415 49 2234 1124 680 14585 125 8596 76 2851 143 309 32 70 188 553 50 31 80 105 709 3690 700 443 279 99 293 2408 171 126 internal_value=0 -0.00786963 -0.00756028 -0.0103005 -0.0123659 -0.00659771 -0.0179008 -0.0225525 0.0550463 0.00977891 0.0340756 0.0999798 -0.0153376 0.00736065 -0.0337419 0.0327516 0.0246575 0.0283563 0.0785648 0.0107544 0.0926308 -0.0299923 0.000714444 0.0354415 0.112444 -0.0341402 -0.0400978 -0.0642856 -0.0794116 0.0288164 internal_count=912403 40988 40939 37730 36052 27163 12578 11824 754 3040 1678 484 175 1194 8784 678 3209 3159 820 2339 789 8889 2201 1521 722 799 6688 2998 2579 419 shrinkage=0.0436048 Tree=186 num_leaves=31 num_cat=0 split_feature=33 30 26 12 0 10 27 23 12 4 24 0 12 25 4 23 25 22 10 22 21 26 1 12 26 30 10 23 6 28 split_gain=2.26484 6.08531 7.77934 5.52403 4.68596 4.52729 4.31742 5.03297 4.20544 3.95848 3.85396 4.39059 5.70119 4.17833 3.6793 3.56779 3.30999 3.26667 5.7312 6.61133 4.62161 4.43954 3.72068 3.28103 3.15772 3.1094 4.19543 6.26322 6.97526 6.75211 threshold=2.5000000000000004 2.5000000000000004 0.78969105524899519 55.849242404917511 17.500000000000004 0.94763708436231053 14.500000000000002 1.6634260111093984 82.059397513309008 91.644271850585952 10.500000000000002 35.000000000000007 94.298989873223363 587.25000000000011 20.833429336547855 0.62814778907831526 577.25000000000011 6187.5000000000009 0.69353073540030308 7011.0000000000009 2.5000000000000004 1.1456147407940611 43369.500000000007 509.30003589374991 3.8187222869033173 1.5000000000000002 0.96595202996534246 0.31357983534322825 0.3125000049670546 878.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 3 -3 -5 14 7 8 -4 -2 17 12 -12 -14 16 -16 -6 24 19 -19 21 -20 -23 -21 -10 26 27 28 -1 -30 right_child=9 2 6 4 5 -7 -8 -9 10 -11 11 -13 13 -15 15 -17 -18 18 20 23 -22 22 -24 -25 -26 -27 -28 -29 29 -31 leaf_value=-0.0020375743354432247 -0.00042103680559284678 0.01837747429991312 0.0038278333680503724 0.0037988271595754616 -0.0017687030588404999 0.0075883350380549271 -0.00023154033453988074 0.0028657304503585616 0.00063203624992555464 0.0038866661364576711 0.00094877516705470981 0.0025481912493235544 -0.020849355069141078 -0.0057287426316639991 -0.0074107978619857469 -0.00042099139528670642 0.0030806968997316117 -0.021436390586544944 0.0020014120678145072 0.002772619724599992 -0.019866337570197387 -0.0021520507248124795 -0.02130088345112164 -0.0065670964500034327 0.0064437589151100485 -0.00046589544249170216 -0.00066677920583038967 -2.7366843048584436e-06 0.0015276836864537475 -9.6613876020966059e-05 leaf_count=1607 30913 40 701 1830 356 181 15076 1929 14279 411 88 121 69 70 165 876 1078 46 1003 101 22 546 20 245 180 27736 17372 774228 13508 7606 internal_value=0 0.000293463 0.0125016 0.0514818 0.0481829 0.0213553 0.00738727 0.0172443 0.0118981 -0.00835953 0.00872975 -0.0954098 -0.177417 -0.303514 0.0101904 -0.0350623 0.0430412 0.0109339 -0.0271274 -0.135434 -0.00044224 0.00593983 -0.064871 -0.0880812 0.0161539 -0.000272279 8.23643e-05 0.000417484 0.016782 0.0216158 internal_count=912403 881079 39022 4526 4486 2656 34496 19420 17491 31324 16790 348 227 139 2475 1041 1434 16442 1983 392 1591 1569 566 346 14459 842057 814321 796949 22721 21114 shrinkage=0.0436048 end of trees feature importances: Column_16=532 Column_17=386 Column_11=241 Column_28=228 Column_29=228 Column_27=219 Column_21=205 Column_14=201 Column_22=201 Column_20=195 Column_1=192 Column_0=189 Column_26=187 Column_9=179 Column_25=178 Column_7=159 Column_4=155 Column_23=149 Column_13=148 Column_5=147 Column_8=136 Column_15=125 Column_18=122 Column_12=118 Column_6=117 Column_10=117 Column_24=111 Column_19=108 Column_30=102 Column_32=95 Column_2=49 Column_31=47 Column_33=44 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0436048] [num_leaves: 31] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 17945] [feature_fraction: 0.551583] [feature_fraction_seed: 386] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 27159] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 51] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_5.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:22747.571428571428] [0:1] [0:554] [0:853.9998779296875] [0:1] [-90:90] [1:402150] [0.20000000000000001:1] [0:1] [0.10526315789473684:1] [0:3804.0540033379116] [0:860.44220574751705] [0:581.02990538112954] [0:1] [0:255] [0:125.19376919732906] [1:8] [52:331713] [1.0473178190653736e-05:26.420168067226889] [1:22] [54:331713] [1.0473178190653736e-05:91.290456431535276] [1:39] [64:331713] [1.0473178190653736e-05:83.389578163771716] [1:67] [82:331713] [1.5664160401002506e-05:214.78481012658227] [0:3] [1:18] [1:18] [0:3] tree_sizes=4099 4205 4214 4213 4258 4220 4224 4284 4232 4238 4243 4278 4238 4240 4263 4242 4255 4254 4257 4259 4272 4256 4259 4249 4268 4259 4257 4232 4252 4241 4247 4225 4236 4236 4228 4253 4256 4234 4226 4207 4232 4241 4221 4255 4234 4228 4212 4208 4264 4222 4190 4200 4201 4176 4174 4264 4215 4195 Tree=0 num_leaves=50 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 16 17 26 16 29 17 12 20 16 17 0 14 20 16 16 14 0 6 20 4 16 12 2 8 30 16 14 28 20 0 13 11 16 21 17 17 split_gain=22968.6 6197.15 3055.76 2868.64 1558.02 1417.77 719.181 543.044 420.938 399.222 391.994 335.743 182.19 156.649 136.294 123.698 111.142 97.9233 94.959 92.2823 83.202 80.0944 75.7855 71.789 69.1201 59.2275 58.3536 57.9684 55.1049 51.8934 46.4816 46.046 45.9071 41.3403 37.0439 35.6795 34.605 32.957 32.1277 31.3127 31.0973 29.4691 29.2381 28.8454 28.6421 27.0363 26.6526 23.1762 23.0965 threshold=213.99418166738607 1.5000000000000002 228.63563498357317 193.6665346011622 1.5000000000000002 0.60207356524231703 1.5000000000000002 89.449753929332431 221.62123324486851 165.88892459741518 235.04592049032843 203.51691824966082 0.59931687933997424 231.90839883820107 44.783611514537476 0.78130756313923722 180.6011571865246 0.53193988041372731 78.266962314345605 76.302038200428285 0.53338705345151771 240.48130193614432 74.293593530901902 43.000000000000007 19.375887292366027 0.76622459752888628 209.07864497374652 224.58551281589749 19.294897542510324 35.000000000000007 0.13498465739515519 0.7361337314513211 29.973386764526371 231.10561262703405 68.18071785686864 13.202040816326532 381.50000000000006 2.5000000000000004 217.87262988441856 20.17049726097839 309.25000000000006 0.76622459752888628 46.500000000000007 79.691461424112802 0.85057890151134352 245.53338340795932 8.5000000000000018 40.131713551522374 51.755122141947304 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 11 17 7 9 24 23 28 18 -6 25 47 -9 42 -3 35 -13 -8 -12 26 34 40 -7 -21 -10 -4 36 32 -14 -23 -30 -1 -5 -18 -19 48 -29 -2 -15 -16 46 -36 -32 -17 -11 -26 right_child=1 5 10 4 12 13 20 15 27 14 21 19 31 41 16 43 29 37 -20 22 -22 30 -24 -25 38 -27 -28 39 33 -31 45 -33 -34 -35 44 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=0.50754957069575346 0.51455236767561396 0.49451374962914746 0.54705739931906894 0.52309707108671111 0.49589104624169905 0.51841611922985142 0.49430672423436944 0.52049421457666223 0.54434099408642833 0.53013027806951296 0.55799111107545984 0.52728666411098202 0.5079520406330067 0.53532378211073572 0.51412573756024338 0.53321779720941642 0.51729328560589793 0.51457373082489899 0.5408716909882777 0.53102627925534307 0.5074047083781511 0.55793711243134159 0.54647789172608574 0.50440915674394415 0.53662808817712537 0.53280555829482923 0.53517641789123793 0.54399637456074412 0.5515768738536726 0.51610825742783628 0.56163038336803384 0.52159006987456147 0.49255689047807982 0.5545923948616801 0.51198264611869337 0.52702426821231785 0.52390148964871819 0.50194693991094697 0.54200920111752693 0.54836320377091441 0.53586470915408213 0.54989571896664213 0.50902151934887807 0.55087035821171615 0.52287440599227197 0.56687278665415008 0.54728734130489542 0.52246554407537926 0.54041793483827205 leaf_count=15019 475 13735 9915 37685 9343 3355 13272 2560 58108 4723 80424 18008 4134 1311 20524 2522 8781 2438 2566 42098 4364 172 3047 20265 16686 4583 50420 13105 50302 29980 26913 2820 126 79346 17082 26811 13799 3287 55413 73392 19341 3319 12068 1801 1808 8853 1428 6150 31345 internal_value=0 0.128955 0.155059 -0.191794 -0.108863 -0.298063 -0.284511 -0.263198 0.0803915 -0.276966 0.233172 -0.0821465 -0.404989 -0.036259 -0.238242 -0.0143714 -0.251705 -0.467146 -0.138252 -0.0490179 -0.476074 0.276 -0.0366441 -0.345605 0.0374545 -0.121523 -0.0417546 0.116991 0.197426 -0.223256 0.315157 -0.282433 -0.0781487 0.202921 -0.317463 -0.145757 -0.187049 -0.357271 0.0478189 0.133401 -0.0166503 0.109924 -0.297584 0.0670245 -0.287992 0.318434 0.0192029 -0.132811 0.0288898 internal_count=929022 555944 523916 373078 196932 32028 176146 158510 267865 150199 256051 180635 16297 12568 96025 8311 85152 19460 67062 113573 17636 116488 95565 54174 123260 7938 92518 144605 139563 52560 36064 6954 298 129648 33909 64496 22580 5725 103444 86497 19816 4630 32592 5751 18890 35766 3950 10873 48031 shrinkage=1 Tree=1 num_leaves=50 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 26 26 17 0 17 23 16 1 1 16 17 16 16 13 6 17 26 16 12 16 0 19 16 1 1 0 0 17 30 9 13 17 1 1 17 split_gain=19385 5011.91 2784.1 2270.02 1477.76 1175.02 652.549 461.821 393.171 311.112 299.933 289.935 167.24 110.464 108.591 97.4087 97.2088 90.56 87.2647 80.5778 70.0278 67.1205 61.6863 52.5438 53.1099 50.5687 50.2626 48.4844 44.3503 43.4384 41.7287 38.8209 38.6834 38.2148 35.5231 35.4403 34.3847 30.4463 29.3822 28.5869 24.834 24.2454 23.6761 23.0868 25.1747 23.0838 22.6308 21.4925 21.0798 threshold=215.42108152031457 1.5000000000000002 195.40280053986314 228.94715465823606 1.5000000000000002 0.6353690886969704 1.5000000000000002 89.449753929332431 173.34752742915779 235.97184045558774 223.21258764633419 206.8479552724408 0.67252618500421679 232.06649694807592 0.78130756313923722 0.53157593786868762 47.173981336653888 40.500000000000007 78.266962314345605 0.60425263327528878 188.97715192893079 392.50000000000006 322.50000000000006 153.40989932577102 39.299460463298807 242.22504207165071 232.53627483917532 26.303757994153678 0.13498465739515519 70.464525169838126 0.59304889852491394 202.30812826971521 96.683766184073576 211.4078843762951 35.000000000000007 521.25000000000011 220.11999094517014 433.50000000000006 9364.5000000000018 40.500000000000007 40.500000000000007 40.746400669814854 1.0000000180025095e-35 0.9506876334062847 24.838298295553681 51.617615586685922 490.50000000000006 3553.5000000000005 89.449753929332431 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 15 7 8 17 26 22 18 30 32 -9 -3 41 23 27 -8 34 -13 -2 -1 -25 -11 46 -4 38 33 -6 40 -7 -23 -18 -12 45 -20 -27 -16 -29 -10 -37 -19 -45 -24 -5 -15 -21 right_child=1 5 4 9 12 13 19 14 16 25 35 21 -14 47 39 -17 20 43 37 48 -22 29 36 24 -26 28 -28 31 -30 -31 -32 -33 -34 -35 -36 42 -38 -39 -40 -41 -42 -43 -44 44 -46 -47 -48 -49 -50 leaf_value=-0.026094207479904947 -0.0038448241977484168 -0.038261945568588918 -0.013209692363773784 0.010279024943977472 -0.037902094104475544 -0.016919250901003328 -0.038750753278663667 -0.014954305410518925 -0.0024314236831853042 0.020328734967494221 0.0070220791910356253 -0.0076344295334585628 -0.016074166076742332 0.0047363408528006516 0.0089035484702995032 -0.02547173839129082 -0.017040278125821953 -0.032163651921084682 -0.033700720767837075 -0.02804396024703959 -0.014683842350791752 -0.0036024183595776559 0.0016483552740330358 -0.013547885838774669 -0.022266972365538124 0.017557864623576225 0.017005726280996357 -0.0076523289633547839 0.025109498137922282 0.0082030694509249887 -0.027294309817290766 -0.0061307087783135511 -0.0034127919423521604 -0.00014606482327525708 -0.02168145085156549 0.010798870775449941 0.0059655338290076155 0.0070329868144408704 -0.040532590766351274 -0.0036825452827797573 -0.011998738628326375 -0.011576110078325968 0.0058150518753907086 -0.030714501411489292 -0.024953584820249571 0.0046097135661340985 0.014506167092484954 0.016619025052211911 -0.010239479410993093 leaf_count=16744 6408 13580 16320 9780 9504 2057 14220 2576 2660 76181 26403 13657 4129 2698 4233 5735 18980 8016 130 3847 30407 41128 33191 6215 19809 121 70380 16019 22651 3054 3413 32026 4756 45766 27130 87639 55600 2813 115 1718 20036 7496 6968 8001 14348 38501 69685 1668 510 internal_value=0 0.12419 -0.168011 0.148027 -0.0884155 -0.269477 -0.256585 -0.236956 -0.249055 0.215941 0.0816579 -0.0632313 -0.370529 -0.011452 -0.0102042 -0.418814 -0.203492 -0.303053 -0.10567 -0.434448 -0.215693 -0.0274531 0.0490116 -0.273402 -0.245287 0.259421 0.187195 -0.111573 0.30064 -0.0175352 -0.42653 -0.0998379 -0.0910279 -0.0216551 -0.24026 0.117728 0.053831 0.0636002 -0.130622 0.0640424 -0.122343 -0.111568 0.126769 -0.344815 -0.328302 0.0393571 0.169959 0.112724 -0.315468 internal_count=929022 534117 394905 503623 207995 30494 186910 168333 159806 248913 254710 190949 17046 11179 8527 19315 86673 73133 87344 18577 76517 103605 133700 42768 26024 99068 149845 84401 22887 89948 12917 68081 6813 86894 46110 121010 127292 2943 236 5951 36055 10156 94607 30365 22349 71692 79465 4366 4357 shrinkage=0.0822902 Tree=2 num_leaves=50 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 16 17 17 26 12 16 12 16 16 12 26 17 14 17 0 12 12 0 16 6 14 14 16 20 0 29 20 29 0 21 30 30 30 20 20 14 split_gain=16280 4492.36 2298.58 1891.27 1090.19 1015.54 436.392 385.599 358.426 279.866 257.413 217.21 131.994 122.038 115.299 91.917 89.3425 79.6154 64.3087 62.2074 54.0398 52.4457 52.3161 52.08 48.8924 48.7649 46.4678 46.0401 39.2572 38.1242 37.7688 35.9581 31.968 34.7963 31.1576 30.5832 28.9886 27.1578 27.1276 26.348 26.1398 25.1418 24.1699 23.5568 25.9248 22.9651 22.8187 22.431 22.3235 threshold=213.25144357811635 1.5000000000000002 227.5218697200489 190.39144824437938 1.5000000000000002 0.60207356524231703 1.5000000000000002 89.449753929332431 234.70019710906703 203.51691824966082 220.86915322580649 164.56197948508938 0.6519717314487633 228.47418543664909 43.721586214106509 74.293593530901902 0.81396048891813566 100.26650429449555 240.48130193614432 92.444173824159236 177.572380952381 231.10561262703405 80.645183950935902 0.59304889852491394 74.293593530901902 19.375887292366027 49.95950978253655 37.500000000000007 110.05939751330901 96.683766184073576 35.000000000000007 198.58193696942797 0.13498465739515519 24.209020621198697 18.943607723080998 223.90551327596049 0.77064244973976104 33.000000000000007 2.132233240295291 0.75657075456181666 0.6589951703386675 43.000000000000007 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 0.56410961997093001 0.76125074835868467 19.294897542510324 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 9 17 7 11 21 15 22 27 46 29 -13 26 -9 -3 -10 40 -16 -4 -2 -8 38 42 -5 34 -15 -7 -22 -28 33 -20 -1 -27 -14 -24 -21 -17 -11 47 -12 -39 -45 -19 -6 -18 -23 right_child=1 5 8 4 12 13 23 16 18 19 25 14 36 28 20 39 41 45 32 24 30 48 37 -25 -26 35 31 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 43 -40 -41 -42 -43 -44 44 -46 -47 -48 -49 -50 leaf_value=-0.023853393105587182 -0.0017052379467171609 -0.035318851708414263 0.011569656628535339 -0.0046809902697859162 -0.035436760649303588 -0.019182499113142983 -0.035999298116440377 -0.013539555064265919 0.017772386837419329 -0.009092120891535195 -0.012797267691333119 -0.0088846415672431314 -0.023246744590559375 -0.004990539737722231 -0.021404120708590609 -0.019486285061905802 -0.01647906340509157 -0.017642942260366303 0.027328656258126985 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1049.34 845.049 461.814 331.034 270.937 236.143 210.818 201.912 122.256 106.75 90.3147 77.913 72.5359 71.8317 58.4528 51.8506 51.8348 48.9455 47.4578 45.4027 43.6619 39.1219 38.7409 36.7031 32.9013 31.395 39.5731 31.3823 31.1349 30.7823 29.0225 28.9229 27.8967 27.7713 27.5216 25.7241 28.9906 25.4943 24.7916 24.5857 22.5786 21.8909 21.4956 21.0422 20.6157 threshold=215.42108152031457 1.5000000000000002 195.40280053986314 229.42393705635234 1.5000000000000002 0.57430424752142761 1.5000000000000002 82.895991401532442 174.48513720197934 223.56935187060307 208.77795138888891 236.55849330627294 0.67252618500421679 30.101282051282055 0.78130756313923722 49.474874303305675 78.266962314345605 29.500000000000004 0.54426956309664842 769.50000000000011 322.50000000000006 202.30812826971521 188.97715192893079 235.04592049032843 72.985281374238582 16.000240325927738 0.84800181488203275 245.53338340795932 233.03058392197013 0.93452753111543441 24.838298295553681 429.50000000000006 219.10773836941505 151.41585451405754 433.50000000000006 18.000169754028324 48.23364318174044 33.000000000000007 30.989280393638463 79.691461424112802 1240.5000000000002 0.75171350320386343 0.73537290636032326 0.99463684311758815 29.500000000000004 78.541630560342625 0.80130294542059255 42.207315194082177 25.717105351464465 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 19 7 8 17 20 16 25 31 45 -9 47 21 26 -8 -3 -2 36 -17 41 -12 -5 33 -13 -27 -19 -31 -6 -22 -1 -18 44 -4 -26 -23 40 42 -15 -16 -29 -11 -7 -42 -10 -38 right_child=1 5 4 11 12 13 18 14 15 35 24 27 -14 23 39 22 34 29 -20 -21 32 38 -24 -25 37 28 -28 43 -30 30 -32 -33 -34 -35 -36 -37 48 -39 -40 -41 46 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.023071634216013055 -0.0035696424768701094 -0.032541097339279297 -0.00046389860870637195 0.0072317411154898224 -0.032442796184844462 -0.024004932169999788 -0.032771032438452988 -0.013657096959783916 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143 7101 4527 3482 55134 22512 28554 3205 32986 75642 4897 8930 67491 14074 23355 4165 78773 16963 3256 105039 7777 42110 35866 2011 707 3471 811 55 5532 3640 145 11913 35435 internal_value=0 0.104757 -0.141697 0.124726 -0.0748384 -0.225747 -0.216284 -0.199791 -0.21108 0.0710541 -0.0536356 0.184362 -0.31243 -0.0310658 -0.0254784 -0.171565 -0.0829962 -0.254479 -0.366245 -0.368415 0.0429584 -0.0876981 -0.186096 0.0364305 -0.0160887 0.161997 -0.217319 0.222209 0.165517 -0.280152 -0.268586 -0.360291 0.0472305 -0.232759 0.0607552 0.102766 -0.11227 -0.0082703 -0.0685298 0.0373521 -0.000678573 -0.022174 0.0333881 0.282796 0.0673642 -0.153983 -0.168893 -0.106726 -0.118015 internal_count=929022 533999 395023 503574 208302 30425 186721 168220 157988 265041 191236 238533 17066 12867 10232 82693 107317 75295 18501 17558 140533 103918 67553 8306 83919 149932 30765 88601 143133 44530 37429 12931 133907 25868 3399 124508 45540 75096 58378 7070 5059 5101 4207 8985 19469 4561 852 15140 43212 shrinkage=0.0822902 Tree=4 num_leaves=50 num_cat=0 split_feature=26 32 1 30 11 11 11 19 12 20 14 12 30 9 14 12 20 19 9 21 14 26 11 9 4 32 7 14 11 14 26 11 11 14 28 22 13 12 28 11 9 13 22 11 11 22 21 29 9 split_gain=6846.39 1750.84 1084.44 646.758 555.791 453.668 353.414 317.989 254.94 238.32 173.201 155.388 153.087 146.922 131.492 125.925 124.185 94.4641 92.8326 87.6384 65.8229 64.1455 62.3697 61.9537 56.0323 53.4409 60.2645 51.9661 51.8146 45.6181 43.0798 42.3565 47.8326 40.3333 40.1976 40.1061 38.6605 37.2255 36.3904 35.6541 34.8592 34.2587 33.8451 31.4713 29.9186 27.2393 26.2213 26.0352 25.9328 threshold=0.7274828145681228 1.5000000000000002 574.50000000000011 1.0000000180025095e-35 0.85718482457612899 0.86843077760921161 0.86497717109172234 3937.5000000000005 75.816756826189717 0.73063948205361207 20.235410336143534 78.541630560342625 2.5000000000000004 0.97088483500827805 20.17049726097839 107.51219330881977 0.56410961997093001 5011.5000000000009 0.8689131719733344 2.5000000000000004 28.57551201274158 1.5826857541968575 0.6868718434343436 0.92997010296378402 31.797526359558109 1.5000000000000002 -2.726311087608337 18.583876824072885 0.90557002816704746 18.380189988435468 0.49090219340598712 0.84546035063276459 0.63054871373836907 25.212366535734464 771.25000000000011 244.25000000000003 52.613480524930999 98.683766184073576 1520.2500000000002 0.89530403489213572 0.91537484313320439 22.681994123326032 194.75000000000003 0.90803477046209613 0.83628549149121612 584.25000000000011 3.5000000000000004 0.47204458156260221 0.9707468375712951 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 5 8 7 11 10 34 -5 23 35 17 18 28 43 47 21 24 -13 30 -11 -15 -4 -12 26 29 42 -6 -21 -10 32 40 -34 41 -2 -17 46 -16 -29 -20 45 -8 48 -28 -1 -24 -3 -7 right_child=2 16 3 9 14 15 27 -9 20 12 13 19 -14 22 38 36 -18 -19 31 25 -22 -23 37 -25 -26 -27 44 39 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40 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465368 203116 338851 111337 63508 316782 143222 56590 306787 40465 126517 45228 25043 221278 109852 43531 18902 85509 9995 6699 99448 96708 59894 28814 40217 37295 214579 189184 162986 67806 33370 67426 77607 11651 47504 26198 60946 12390 59091 56491 31762 27857 38175 39339 shrinkage=0.0822902 Tree=5 num_leaves=50 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 0 20 29 16 29 17 17 0 1 29 9 2 0 13 17 14 16 21 26 13 16 29 18 0 6 14 11 11 14 28 14 21 16 26 16 0 29 split_gain=10733 2609.27 1459.6 1310.87 695.184 630.348 300.85 251.799 215.623 178.002 168.072 152.311 101.321 83.5557 69.6692 67.0574 65.9317 50.7031 49.7509 43.1982 39.4233 38.0863 37.863 35.3064 34.355 32.3231 30.9372 29.8065 28.9582 28.3549 27.6109 27.2391 26.822 25.8109 25.1104 24.6015 24.2438 23.7665 23.1479 22.8331 22.0473 21.8411 21.7282 21.1536 19.8045 19.0468 19.0011 18.8166 19.6363 threshold=214.94881385341083 1.5000000000000002 195.40280053986314 228.63563498357317 1.5000000000000002 0.65103402981427183 1.5000000000000002 82.895991401532442 165.88892459741518 235.97184045558774 222.14846235418881 206.8479552724408 35.000000000000007 0.70591357562133139 0.60745194692586735 228.3212966316552 0.74862950989577681 41.187077930808222 74.293593530901902 43.000000000000007 367.50000000000006 0.59931687933997424 0.93452753111543441 16.135489510489514 29.500000000000004 30.110186517103774 47.776358571650398 19.686142188517895 245.53338340795932 1.5000000000000002 2.0020481654473028 26.303757994153678 225.746451250565 0.5412772678112231 1.5000000000000002 46.500000000000007 0.13498465739515519 19.758299557557098 0.84710927456382012 0.71429417137444617 19.833697297441013 309.25000000000006 20.557893344294133 8.5000000000000018 180.6011571865246 0.60090925998636113 199.5365044247788 46.500000000000007 1.9386058408604765 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 14 7 8 19 24 27 18 17 33 -3 -7 -9 -10 26 38 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33.000000000000007 452.50000000000006 50.725101937492639 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 14 10 8 26 11 22 17 23 -8 19 -3 -7 32 20 -9 -13 36 25 31 40 -21 42 43 37 -15 -11 -31 -2 -6 -16 35 -20 -5 -22 -14 -28 -1 -42 -12 -4 45 -32 -33 -48 -49 right_child=1 4 7 5 16 15 12 18 -10 29 21 13 38 28 33 -17 -18 -19 34 24 27 -23 -24 -25 -26 -27 39 -29 -30 30 44 46 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 47 48 -50 leaf_value=-0.018387022538222737 -0.01852583038814621 -0.025301803058837793 0.0066734323583348132 -0.0022988915462294774 -0.01255644699339256 -0.023679937809288804 -0.019135755868745552 0.012671977113206554 -0.024545199129170324 0.0062734120737833647 -0.017145800034789816 -0.0042462497713195661 -0.0038740391781218451 -0.015428979727296215 -0.018100686719479456 -0.012332884998427716 0.008027862560663155 0.0023318102766914247 0.014354460313199507 -0.014274632183080395 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368.226 310.906 240.622 203.797 155.976 138.705 109.048 108.521 99.1273 92.0382 82.4313 76.8737 71.0584 68.882 65.0552 64.1984 55.5792 55.4953 55.3874 53.1504 46.7566 46.6098 45.6482 44.2539 44.0804 41.6206 40.8954 40.3808 37.7247 37.2726 35.8332 35.417 35.1723 35.0713 33.2523 32.4734 32.0526 31.5449 28.9789 28.3656 27.593 27.5711 27.1833 26.4337 threshold=0.7662400644941868 49.121491452096784 1.5000000000000002 45.000000000000007 46.500000000000007 0.86325183860067589 20.235410336143534 15.897697540554686 43.822904857570649 0.95340109065897316 22.231149885907513 52.510022242019787 37.500000000000007 0.53338705345151771 433.50000000000006 20.038585438354257 0.68646252380340089 616.50000000000011 67.579094915018302 1481.7500000000002 468.50000000000006 53.756521523649013 721.50000000000011 0.83970940050661425 1.0000000180025095e-35 0.84800181488203275 52.500000000000007 0.94843990162628089 49.121491452096784 20.799078167733246 556.50000000000011 74.887824638055193 29.500000000000004 0.84381145561672954 1180.2500000000002 17.488653940333602 24.000000000000004 1.0000000180025095e-35 96.198484809835008 0.69290665014178632 1.0000000180025095e-35 0.9427394377550935 0.91537484313320439 1.0000000180025095e-35 0.68159295039591661 136.50000000000003 0.065021865560614955 1.0000000180025095e-35 19.303117309269897 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 6 11 7 23 12 16 34 25 29 14 -4 -1 32 -8 -11 30 26 -14 31 36 35 38 -5 43 -20 -17 -3 -13 -9 45 -19 42 -2 -18 -31 -10 -26 -21 -32 -6 -12 -43 -7 -24 -48 -15 right_child=1 4 13 10 9 15 8 21 24 17 19 18 20 48 -16 28 22 33 27 40 -22 -23 46 -25 39 -27 -28 -29 -30 37 41 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 44 -44 -45 -46 -47 47 -49 -50 leaf_value=-0.010537678090630774 -0.0085715585467064301 -0.00099467058730878734 -0.023257797282166325 -0.016861235935639991 -0.020076242158801983 -0.0091911964136667905 -0.0057913716310319862 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42307 26089 12922 38952 27950 5148 11245 8206 31297 37288 5181 9335 11940 11172 61 19770 813 2160 2320 11347 5746 73138 14748 15071 9731 17947 5467 11663 8833 8600 89029 11679 2561 7550 9765 1411 49661 16304 105043 11753 4628 internal_value=0 0.0376804 -0.121225 0.0907988 -0.0215986 -0.0841105 0.101643 -0.11019 0.112099 -0.0752938 -0.0138816 0.00179108 -0.136128 -0.258979 -0.107838 -0.00281423 0.136801 -0.0557275 -0.0179112 0.0161881 -0.176025 -0.0396414 0.139138 0.0138321 0.0848328 -0.145386 -0.0241578 0.0423141 0.0600672 0.0255198 -0.026886 -0.0126868 -0.0338907 -0.0354124 -0.153752 -0.029399 0.107054 0.0365971 0.0907615 0.0225013 0.0726677 -0.0126335 -0.179794 -0.00287308 -0.00191793 -0.00646129 0.150156 0.150507 -0.169416 internal_count=929022 708552 220470 373694 334858 173677 338617 131494 302586 101605 35077 233253 96145 46793 56255 42183 158758 81324 127439 28549 39890 35349 156987 36031 143828 6528 16653 16528 13952 105814 110911 24177 28231 55235 20281 16261 40130 81738 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5864.2500000000009 33.000000000000007 16.135489510489514 151.41585451405754 2597.0000000000005 19.122763195963842 33.000000000000007 168.47477887730977 495.50000000000006 35.000000000000007 0.87020068346287871 311.75000000000006 33.000000000000007 1.0000000180025095e-35 1.3515059400240743 574.50000000000011 224.91937319059556 0.60425263327528878 553.50000000000011 256.75000000000006 29.500000000000004 1.5000000000000002 0.13498465739515519 9364.5000000000018 246.95559594640778 4.5000000000000009 2.0020481654473028 475.50000000000006 0.53214435411549121 1.3338063148315189 20.235410336143534 442.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 15 9 23 10 22 18 11 20 33 -7 -8 45 21 24 25 43 -1 -12 36 48 27 -5 -24 -13 42 -30 -28 32 -20 -6 -9 -31 -2 -38 -32 40 -16 -41 -10 44 -11 -3 -18 -25 -4 right_child=1 4 6 5 12 13 14 34 28 19 16 17 -14 -15 39 -17 46 -19 31 -21 -22 -23 26 47 -26 -27 30 -29 29 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188.97715192893079 0.57430424752142761 1.5000000000000002 98.770418095884608 234.86237608182537 218.91981129197768 1.5000000000000002 199.5365044247788 161.69526212503507 32.401923076923083 42.780231230555387 0.65103402981427183 0.7184097562727878 78.266962314345605 70.464525169838126 174.48513720197934 0.835485096578096 1.5000000000000002 230.63450515103304 47.333081068386953 0.71429417137444617 240.83002149405624 234.86237608182537 51.551299732634043 -14.878949165344237 56.462747841633565 256.75000000000006 35.000000000000007 15.897697540554686 29.500000000000004 47.173981336653888 223.21258764633419 82.441408965931842 91.169047558312158 40.500000000000007 44.783611514537476 50.173164188213832 256.75000000000006 0.13498465739515519 9364.5000000000018 -76.350849151611314 0.91996647728697301 0.32674638363727754 4.742576399325956 216.13439629990265 0.87161764237735972 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 20 10 9 21 26 11 16 19 -6 -13 -8 -7 22 31 -15 46 -3 38 -5 -19 -9 -14 32 43 29 -29 -20 44 -2 -31 39 -21 -25 48 -4 -35 -28 42 -26 -10 -12 -24 -1 -42 -16 right_child=1 4 7 5 12 15 14 24 27 -11 17 13 25 18 37 -17 -18 23 30 35 -22 -23 45 36 41 -27 40 28 -30 33 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 47 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.015974416067936995 0.00080448630467689134 -0.010362630369076795 0.0038116588492898679 -6.1960673214215246e-05 -0.008072839589433934 -0.017913510348728519 -0.014563240219873886 0.010373658066437242 0.0031672632894294904 -0.019266891006443056 -0.0040334640678148627 -0.0047295654359188009 -0.00047224638356579057 -0.013947439929935105 -0.00084384408924393641 -0.0071858920730507097 0.0026281921413509992 0.0074626976969794506 -0.0084300917534464118 -0.010830499020802015 -0.019596376827034964 0.0085349801740475326 -0.016193963063988685 -0.02153413134584652 0.011180270536032044 0.0086426546655029544 -0.018927183949498744 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20.2923 20.2503 20.143 20.1151 19.5 18.9177 18.6365 18.227 23.2455 17.7679 17.5526 25.2651 17.3522 17.0181 16.9992 16.5915 16.4154 16.3517 15.9856 15.8175 15.5126 14.6914 14.5121 14.2364 14.1347 threshold=213.25144357811635 1.5000000000000002 228.63563498357317 190.39144824437938 0.65103402981427183 1.5000000000000002 89.449753929332431 221.62123324486851 203.51691824966082 1.5000000000000002 237.38238366409789 155.27579168045904 0.66548519020829155 39.299460463298807 0.5412772678112231 174.48513720197934 226.065537976949 769.50000000000011 78.266962314345605 49.822883895149026 78.266962314345605 29.500000000000004 33.000000000000007 27.000001907348636 6604.0000000000009 50.173164188213832 0.74683121517296203 2.0812041243156116 1.5000000000000002 33.000000000000007 2.132233240295291 33.000000000000007 18.18620717254985 428.50000000000006 20.500000000000004 18.8580776389724 37.500000000000007 169.73956780249722 0.70762985945140011 141.50000000000003 50.376815056656817 244.25000000000003 0.84299758454106288 0.92837695027383427 0.89379740553009557 0.84777013260222212 1.5000000000000002 661.25000000000011 246.95559594640778 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 17 8 9 23 18 11 21 42 -8 37 -7 40 -6 -3 22 -17 26 34 -5 36 38 -25 -10 -24 -18 41 33 -9 -33 -31 39 -36 -2 -13 -14 -4 -15 -28 -1 -21 -27 -16 -19 -23 -12 right_child=1 4 10 5 16 14 12 31 20 -11 48 13 24 15 45 19 28 46 -20 43 -22 47 27 25 -26 44 29 -29 -30 30 -32 32 -34 -35 35 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.015257270075312915 0.00061485988362840248 -0.017664907221227953 -0.022642308372669163 -0.0042542442965897128 -0.0053098315876554071 -0.018172686356040808 -0.013517431545098395 0.0050906125214371786 -0.0058838053246075689 -0.017701108319351434 0.010623788886072388 -0.0062005539721077287 -0.0097384277480961571 -0.011267909768915122 -0.012179296156105628 -0.0056990172991364082 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1940 3274 37238 5661 internal_value=0 0.057642 0.0689887 -0.0903669 -0.12604 -0.0550313 -0.136137 0.0356012 -0.0440682 -0.143693 0.105249 -0.135918 -0.0163762 -0.122846 -0.174849 -0.130225 0.00487575 -0.194854 -0.0683451 -0.113841 -0.0244104 0.0937394 -0.0722244 0.0163038 0.0280933 0.0239348 -0.0265988 -0.0862617 0.0518639 -0.0221768 -0.034397 0.0534153 0.0384836 -0.0313235 0.100864 0.0640916 -0.00560299 -0.0455141 0.00613285 0.104499 -0.155073 -0.00541445 -0.177686 -0.12589 0.0315896 -0.124321 -0.120146 0.0749046 0.133026 internal_count=929022 566832 533854 362190 32978 204394 157796 277936 187260 148431 255918 133857 9365 101949 17134 93068 11362 21616 83786 56087 103474 180944 80509 133414 7200 98947 101449 47812 6775 92354 53414 144522 52215 52006 131286 11813 34467 8881 6148 119473 36981 38940 31908 44155 76923 8164 4531 49658 74974 shrinkage=0.0822902 Tree=11 num_leaves=50 num_cat=0 split_feature=26 17 32 0 0 11 1 0 19 1 11 17 12 20 1 17 0 29 1 22 30 20 17 17 14 14 1 11 14 0 30 0 7 7 14 1 28 30 14 22 0 0 20 14 19 18 0 11 11 split_gain=2238.75 1148.3 502.209 256.724 249.061 203.849 198.224 121.814 97.8651 87.3491 81.2665 76.2557 63.079 54.7292 52.2625 46.6012 45.1767 44.5887 45.1798 43.5245 43.3688 41.9181 39.1996 36.4086 33.585 30.246 30.0802 29.9928 28.3641 27.3372 26.0004 25.0427 24.8035 39.5367 27.1729 23.9019 23.3563 21.3401 22.6937 21.181 29.5517 20.5672 19.3814 19.0552 19.3295 18.9404 18.7479 18.5025 17.8698 threshold=0.71517032480147247 48.752822552715067 1.5000000000000002 45.000000000000007 43.000000000000007 0.87287074436727419 523.50000000000011 29.500000000000004 645.25000000000011 464.50000000000006 0.84616838188266763 44.310300783466083 67.473611075682101 0.54426956309664842 464.50000000000006 51.485084636880593 24.000000000000004 1.5413731084098241 574.50000000000011 1092.2500000000002 1.0000000180025095e-35 0.52237235704695884 55.160865497004487 67.579094915018302 47.900535708879524 20.799078167733246 315.50000000000006 0.8033165956704188 18.943607723080998 43.000000000000007 1.0000000180025095e-35 51.000000000000007 -10.007979869842528 -56.88865661621093 49.969002134843329 676.50000000000011 309.25000000000006 1.0000000180025095e-35 70.181673437926847 1646.5000000000002 49.500000000000007 51.000000000000007 0.64314257589060053 30.27827842496426 732.25000000000011 2.5000000000000004 29.500000000000004 0.80520156926406938 0.86497717109172234 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 9 6 7 16 12 -6 36 17 13 -1 -8 27 -11 26 18 -5 29 25 -4 -14 42 31 -10 -2 -9 -15 -7 -13 -19 33 -25 -34 -12 45 38 -30 40 -27 -20 -17 44 -24 -3 -38 -42 -18 right_child=1 3 21 10 8 19 11 14 20 15 35 30 22 28 -16 23 48 24 41 -21 -22 -23 43 32 -26 39 -28 -29 37 -31 -32 -33 34 -35 -36 -37 46 -39 -40 -41 47 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.0074476700923028277 -0.0063299000908485902 -0.0060085789300177049 -0.016830866349313314 -0.0081294054474696578 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0.00088304849873999884 leaf_count=28947 2205 650 35980 19697 10400 21477 916 20797 893 74327 17006 100109 25583 1845 15233 1014 8871 5795 33872 4533 5216 8741 4914 3693 2200 10545 34080 18440 138348 3193 10951 5187 2056 9569 610 18245 25291 14209 9620 9919 1876 26430 109009 796 1257 444 14059 3226 6748 internal_value=0 0.0249468 -0.0967846 -0.0145127 0.0643185 -0.0682411 0.0736126 -0.0870456 -0.00811273 0.00474959 -0.0506163 0.0842749 -0.0565433 0.0979145 -0.121483 0.0133097 0.0169158 -0.0660881 -0.0572085 0.00643279 0.0195223 -0.189441 -0.0263409 0.00159173 -0.119977 0.0359514 0.0362719 -0.140783 0.0992758 -0.0101158 0.0640184 -0.142569 0.0462768 0.0639698 -0.0417369 -0.0097188 -0.0376402 0.100678 0.104233 0.0422703 0.0193531 -0.0436265 -0.00487732 -0.0928404 -0.111623 -0.181765 -0.0336333 -0.0431251 -0.0280512 internal_count=929022 739131 189891 369154 369977 145170 327902 115967 42075 240722 128432 275998 61497 164938 54470 200278 51904 93181 79999 29203 31675 44721 32550 125951 13182 26459 36285 39237 164022 24670 111060 10982 15928 13262 2666 35251 40444 162177 147968 25566 15647 60302 110023 6967 6171 1094 39350 5102 15619 shrinkage=0.0822902 Tree=12 num_leaves=50 num_cat=0 split_feature=16 32 16 16 20 32 17 16 9 16 16 20 16 18 8 16 17 17 17 32 17 20 17 30 5 17 16 17 17 11 14 16 17 22 9 29 0 29 23 7 17 25 9 17 9 0 26 20 15 split_gain=3669.73 916.512 555.571 355.13 220.927 151.185 106.572 100.944 68.1453 53.7235 48.3783 43.3014 36.6297 34.0972 32.6543 26.8484 25.0897 23.8239 23.3247 24.1195 22.1786 22.1691 21.6828 21.0077 19.2965 19.2143 17.7466 18.8835 17.1553 17.1373 15.9686 15.8815 15.5214 15.4339 20.1653 14.9917 14.9342 14.91 14.6926 14.4514 28.3906 20.0308 14.6647 13.6364 13.3433 13.0961 13.8296 12.9086 12.8848 threshold=210.54005666896009 1.5000000000000002 225.746451250565 188.97715192893079 0.69290665014178632 1.5000000000000002 89.449753929332431 232.69414230497037 0.93913146251599422 217.87262988441856 199.5365044247788 0.66548519020829155 168.47477887730977 1.5000000000000002 381.50000000000006 238.07423303131461 47.776358571650398 78.266962314345605 49.894331424534208 1.5000000000000002 52.944448033580919 0.77064244973976104 70.464525169838126 1.5000000000000002 75.166706085205092 47.333081068386953 147.41291666666669 37.902902351419691 42.889165517751771 0.71429417137444617 20.429478092423452 230.04166989013839 46.861690998453405 5864.2500000000009 0.92423226537606484 0.67883767178837673 40.500000000000007 0.31276123223016256 1.9151745253922472 -12.52880811691284 56.462747841633565 256.75000000000006 0.94633575392129854 36.317690562144783 0.88137955638239418 33.000000000000007 2.0020481654473028 0.54426956309664842 0.35239843211538652 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 14 10 8 28 44 20 17 -8 24 -6 -3 -9 -11 25 19 43 45 -7 38 -16 26 -5 -10 -28 -4 -24 -22 32 -30 34 -13 -15 -36 -26 -12 42 41 -41 -18 -14 -1 -2 -47 -25 -27 right_child=1 4 7 5 13 21 11 15 12 16 22 33 18 35 23 -17 39 -19 -20 -21 30 -23 29 47 37 48 27 -29 31 -31 -32 -33 -34 -35 36 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 46 -48 -49 -50 leaf_value=-0.016773883288586752 0.00027406661001809973 -0.015719479758532301 0.0018928956048113253 0.00027516591619864837 0.0055404270017849061 -0.013842778076021191 -0.011669847747708397 0.007454641394710625 -0.013800159177863284 0.00013206376143644758 -0.0028133343587666065 -0.011234209164167848 0.0018169085836147389 -0.015670566915452603 -0.0031172188232363274 0.0096012495777954322 0.0012718685515125127 0.0020995254582794822 -0.0094173826811705542 -0.014436763965295045 -0.0014088413654442268 -0.0051156736397605799 0.0061735751091692766 -0.014324449050003837 0.025765310611862467 -0.013012443452019398 -0.0070716527962325637 -0.011469202811775952 0.0038140013398914778 -0.0048229282465399124 0.0022325917838533172 0.0067277778450961266 0.0059593843255984422 0.010599515042295501 0.0052053403152322346 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11.2895 11.1862 threshold=211.4078843762951 2.5000000000000004 225.746451250565 185.95554282890899 1.5000000000000002 232.53627483917532 0.56410961997093001 198.58193696942797 1.5000000000000002 0.7184097562727878 39.009433962264161 216.80981400437639 136.50000000000003 0.82501221896383192 84.059397513309008 238.07423303131461 1.0000000180025095e-35 877.75000000000011 157.03945674539975 90.34062043356596 95.754833995939052 1.320181158466994 0.48247128061524608 1.1498993556330472 106.0017162471396 -14.878949165344237 0.41137888759839986 5011.5000000000009 256.75000000000006 3.5000000000000004 20.500000000000004 2.5000000000000004 14.787847790507366 -8.1301016807556135 256.75000000000006 0.13498465739515519 9364.5000000000018 1.5000000000000002 50862.500000000007 0.3954313915350724 -79.196342468261705 0.10742227883659393 227.5218697200489 0.74683121517296203 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 0.85113358155895014 67.473611075682101 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 9 7 16 -3 32 11 17 13 33 -7 18 -6 -14 29 44 27 -8 -9 -22 -13 31 -12 40 -18 -11 -27 -4 -31 41 -5 39 -35 36 -17 -37 -39 -2 -24 -20 -21 -10 -1 -23 -47 -16 -32 right_child=1 6 5 4 14 12 19 20 43 10 24 22 15 -15 47 35 26 -19 23 42 21 45 25 -25 -26 28 -28 -29 -30 30 48 -33 -34 34 -36 37 -38 38 -40 -41 -42 -43 -44 -45 -46 46 -48 -49 -50 leaf_value=-0.010083161809242876 -0.0054369035447626567 -0.014743658900395961 0.0053016977877370268 -0.0062708431439686685 -0.014438286840212542 -0.015184054724779178 -0.01066187436820037 -0.0033581263400659462 -0.0091123916253313484 -0.012301588966608662 0.0066451070213784874 -0.0022505849490564896 0.0067564976476448711 -0.0058360531582340247 -0.0096398171502313917 0.0071246754661347285 -0.012014001912910504 -0.015460334498241125 -0.025620998297743305 -0.0055415638336874379 -0.00038020502030653851 -0.0029944419002620208 0.0017175755185535485 -0.012710166838058399 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36.6659 31.2551 31.1624 30.8657 29.8226 29.1588 28.4838 28.2627 27.0809 26.2415 24.3602 24.0916 23.0312 22.5434 27.9716 26.9901 21.7342 20.0748 19.6425 22.4515 19.048 18.7356 18.6629 17.783 21.2265 19.722 16.0729 15.97 16.7254 15.9683 15.8491 15.5487 threshold=0.71517032480147247 48.377995616919641 1.5000000000000002 48.000000000000007 40.500000000000007 0.84800181488203275 19.0382267759753 33.000000000000007 0.93452753111543441 19.758299557557098 577.50000000000011 102.04467888754756 33.000000000000007 24.838298295553681 0.74167005144868681 20.493163023929061 0.93825402280262005 719.50000000000011 49.500000000000007 0.80231997488282392 27.641479881616384 0.49277958527693944 41.583852169358089 96.198484809835008 31.000000000000004 0.45086215435994687 1.5413731084098241 1547.2500000000002 51.234100341796882 22.000000000000004 0.90800934187312665 0.67620444320726381 0.96216448606818361 194.75000000000003 0.95711589903387839 29.500000000000004 244.25000000000003 58.840361278785004 1861.2500000000002 31.987111623210605 56.724178443723908 30.454903928661071 5.5000000000000009 0.83628549149121612 727.25000000000011 0.95471906483439783 28.38086207004331 3.5000000000000004 25.397929496055042 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 9 6 7 33 13 28 35 -6 29 19 -1 -13 24 48 -18 44 -11 -9 -4 -16 -10 37 -15 -25 34 -5 -8 -21 32 -32 47 -20 36 -3 -7 -38 -33 -27 -42 -43 -35 45 -12 -31 -2 -14 right_child=1 3 21 8 10 15 11 20 23 12 18 14 16 25 22 -17 17 -19 27 30 -22 -23 -24 26 -26 40 -28 -29 -30 46 31 39 -34 43 -36 -37 38 -39 -40 -41 41 42 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.0064789856678304754 -0.0055199350716247757 -0.014123282334390509 -0.013413328054076771 -0.01244158713795873 -0.0072512900367931203 -0.00017491887527559455 0.0048298311523675003 -0.010941285711700041 -0.0053281817992599304 -0.0031567564763819709 -0.010492322560962178 -0.0041244092500859258 -0.0099512211140193735 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8386 8800 4900 17345 26919 661 89 64006 4146 759 64 10703 19749 7568 31197 230 7028 internal_value=0 0.0196416 -0.0763953 -0.00956049 0.0512626 -0.0546012 0.0598146 -0.0745333 -0.049544 0.00268431 -0.0029372 0.0650856 0.00927602 -0.0515571 0.0750582 -0.0102541 -0.00618784 -0.000837011 0.0141202 0.0218019 -0.109605 -0.147248 0.07688 -0.0389107 -0.0266595 -0.0260318 -0.0250098 -0.0286487 -0.127871 0.047323 0.0255693 0.0292887 0.0627222 -0.0154758 -0.0647459 -0.0335556 -0.0171357 -0.0070423 -0.0119303 0.0223089 -0.020245 -0.0749037 0.0717926 -0.00996195 0.0322607 -0.0038764 0.0276517 -0.21207 -0.0603837 internal_count=929022 738972 190050 384180 354792 145343 306440 100274 90070 294110 48352 286390 248847 60584 183414 45069 111363 101356 40285 137484 39690 44707 180783 79304 33817 31241 51563 11998 10766 102976 129382 119865 20702 20050 7308 45263 27918 23155 27008 99163 30079 4969 823 19503 28287 8538 37718 547 10007 shrinkage=0.0822902 Tree=15 num_leaves=50 num_cat=0 split_feature=16 33 16 16 20 17 16 20 17 9 31 16 16 20 17 32 29 20 20 17 13 16 31 29 17 2 11 27 7 17 14 5 11 28 16 25 22 29 20 6 14 4 29 21 5 27 17 20 13 split_gain=2375.87 589.352 401.014 198.508 84.0568 81.0995 73.7873 58.5957 53.528 45.2933 44.7616 38.1657 35.4539 27.7661 27.607 26.2958 24.9854 29.2479 23.3756 22.5969 21.9221 19.7389 19.6577 18.7656 18.6967 18.6297 15.0722 14.6768 14.5289 35.0953 19.8477 14.0493 13.7887 13.5859 13.5109 13.463 13.2145 13.2098 12.6059 12.455 16.9829 11.9798 11.532 11.2461 11.2068 12.3267 11.1757 19.356 11.1902 threshold=208.77795138888891 2.5000000000000004 224.58551281589749 181.54833235189776 0.66548519020829155 98.770418095884608 232.22526155194382 0.56410961997093001 74.293593530901902 0.93555683416442925 1.5000000000000002 198.58193696942797 216.58239279086914 0.52237235704695884 48.752822552715067 1.5000000000000002 1.8449695234577026 0.70591357562133139 0.53338705345151771 49.822883895149026 24.838298295553681 239.15395793950853 1.5000000000000002 1.3135845170648934 54.723596514829943 28.905211141060203 0.71429417137444617 14.500000000000002 -0.69027718901634205 53.610308247800752 33.635730659164444 75.166706085205092 0.80130294542059255 887.25000000000011 106.0017162471396 256.75000000000006 594.25000000000011 0.48247128061524608 0.41137888759839986 0.13498465739515519 24.209020621198697 5.0399255752563485 2.3551594612053499 11.500000000000002 29.625005722045902 5.5000000000000009 47.020760835011878 0.97096481470639906 121.56922976461907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 15 9 22 -3 11 -1 12 14 24 -8 -6 33 17 -12 -7 -14 -11 46 28 44 36 -9 -10 -18 -4 35 32 43 -31 41 -33 -30 -2 -21 -24 40 -23 -5 -13 -22 -16 -46 -15 -48 -49 right_child=1 7 6 4 8 18 13 25 26 20 16 42 19 21 23 -17 27 -19 -20 37 31 39 38 -25 -26 -27 -28 -29 29 30 -32 34 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 -47 47 48 -50 leaf_value=-0.012603709412052392 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180476 71792 27520 29084 25067 6216 131685 89907 178447 169007 64309 91127 7494 7722 4017 155987 94470 666 52212 481 14973 832 93804 65380 83115 13020 51460 362 13946 79939 51380 57067 26839 126987 2081 1877 shrinkage=0.0822902 Tree=16 num_leaves=50 num_cat=0 split_feature=16 33 16 16 17 29 16 17 16 30 16 23 1 16 17 0 17 26 0 0 26 21 16 1 17 15 7 24 14 1 16 5 19 25 17 22 17 0 11 29 30 16 17 29 16 17 19 7 26 split_gain=1989.06 468.971 266.682 228.768 68.092 66.9253 47.0182 40.9851 40.928 38.1506 37.8923 35.8447 33.7468 32.9155 26.7891 26.3019 24.6305 22.7162 19.3029 17.5264 20.1622 16.4559 15.9745 14.8658 14.7488 14.7137 14.7129 14.1291 16.6474 13.8999 13.0488 12.8866 16.6989 16.4458 12.5642 12.0385 15.3413 11.9481 11.5379 11.5368 11.117 10.8636 10.7194 10.6244 10.5361 11.2121 10.4167 10.3569 10.9952 threshold=211.95529399714712 2.5000000000000004 228.47418543664909 185.95554282890899 98.770418095884608 0.63035366870483611 221.44012302284713 70.464525169838126 204.66150246009843 1.0000000180025095e-35 147.41291666666669 0.595568290287802 136.50000000000003 238.07423303131461 50.173164188213832 28.000000000000004 47.095495829487469 0.90749449339207056 29.500000000000004 35.000000000000007 2.1691332078170382 1.5000000000000002 216.13439629990265 6229.5000000000009 57.681229005919043 0.36841585129994647 -45.058826446533196 20.500000000000004 19.0382267759753 136.50000000000003 106.0017162471396 134.08607482910159 774.25000000000011 6793.5000000000009 54.980368981752584 3530.5000000000005 36.317690562144783 37.500000000000007 0.80520156926406938 0.41641651488089976 1.0000000180025095e-35 164.56197948508938 50.93801863219803 0.065021865560614955 224.91937319059556 48.453123942409178 420.25000000000006 -89.940933227539048 1.3892416509263354 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 10 9 14 8 19 43 23 -3 -4 18 37 35 29 31 27 42 24 -13 -16 -1 -21 -17 -25 40 -29 -8 -28 32 -6 -34 -10 36 -12 -2 -27 -24 -14 -38 -7 -5 45 -18 -30 48 -15 right_child=1 11 12 5 17 7 16 -9 34 -11 15 21 13 47 22 25 44 -19 -20 20 -22 -23 39 26 -26 38 30 28 46 -31 -32 -33 33 -35 -36 -37 41 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.011309511138385254 -0.00035168236989387207 -0.011264547223450544 -0.013787113274791991 -0.027658778527140632 0.0020276350483672935 8.821758396679041e-05 -0.015272578386405578 0.0028896323705382976 -0.0021928211802618729 -0.010123676302620902 -0.0011351098546162014 0.0068520291357505921 0.0057485730652511949 0.0047799498811141941 0.00018554819367085529 -0.012726281614774135 0.00049613548673192796 0.0050248288989475816 0.0034740568920319874 -0.0054580877010542784 -0.014836762439257342 -0.0055777535187853389 -0.0045274220335406838 -0.017931272944711953 -0.002385990641850912 -0.0087781158048420658 0.021047121010532729 -0.0056454628600826305 -0.0078332112792601962 0.0010659423613898313 -0.018197692048268842 0.01737320005408409 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11.8452 11.4282 11.4028 11.2728 17.4567 12.7988 11.1209 11.0388 10.5771 10.8711 17.4242 10.4784 threshold=208.77795138888891 0.65103402981427183 225.746451250565 178.5897845804989 1.5000000000000002 0.69997478567826532 98.770418095884608 233.51247664998456 70.464525169838126 1344.2500000000002 0.9556224335960668 197.57808636913117 218.29672942546588 49.822883895149026 1.5000000000000002 70.000457763671889 47.776358571650398 53.013401657736985 220.11999094517014 0.96946917965412294 2597.0000000000005 48.475267410278327 243.50895236941366 21.995882987976078 0.95439869706840408 0.67034398242055449 29.500000000000004 1.7757395006057346 1.5000000000000002 11.500000000000002 1.5000000000000002 665.25000000000011 0.13498465739515519 0.8689131719733344 3.3702000098084093 -14.878949165344237 56.462747841633565 256.75000000000006 24.752300325921894 653.25000000000011 37.500000000000007 56.462747841633565 2.0020481654473028 43.000000000000007 13.500000000000002 29.500000000000004 45.952279823612265 0.99855281896623949 51.823754134916726 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 12 6 9 14 10 26 11 18 33 13 17 39 -5 23 -14 27 -2 25 24 -15 45 -12 -8 -10 -4 44 -6 -23 35 -28 38 -1 -35 -18 37 -37 -24 -7 48 42 -42 -25 -3 46 -9 -48 -13 right_child=1 2 7 5 28 8 20 22 19 -11 15 40 16 21 -16 -17 30 -19 -20 -21 -22 29 32 43 -26 -27 31 -29 -30 -31 -32 -33 -34 34 -36 36 -38 -39 -40 -41 41 -43 -44 -45 -46 -47 47 -49 -50 leaf_value=-0.013205057142497553 -0.0025943990946313295 -0.00047140018445748018 0.0041683939384701586 -0.0052410637888664407 -0.0045909334199771088 -0.0029937812467206587 -0.0081456907922321711 0.0058331184638727657 0.0034591430515630646 -0.028274037543481047 -0.0085238654914979763 0.0011176275567529594 -0.00041476703910805471 -0.0049270039525455764 -0.0096482155287091927 0.010652353064117439 0.0040505231377538911 0.0011879276682431779 0.0031905003615352204 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split_gain=1414.49 358.773 201.058 142.754 84.8922 60.9866 49.6564 44.5074 32.8628 27.2169 19.5437 18.9022 18.7148 18.2549 17.8678 17.3982 16.9828 16.6879 15.5721 15.4574 13.355 13.3235 12.9234 15.8754 16.4128 12.6496 15.3383 16.6154 13.5368 12.589 12.5547 12.4584 12.4202 16.7575 15.7094 12.1741 11.6337 11.3395 11.2243 11.1263 10.6832 10.6263 10.5847 9.5329 10.3044 9.53195 9.46515 18.6114 12.2786 threshold=210.54005666896009 1.5000000000000002 229.73775603669452 184.32948179271713 0.78070421426533254 1.5000000000000002 98.770418095884608 220.11999094517014 0.94139414140365973 198.58193696942797 0.51087866870584819 51.755122141947304 24.647240671594616 37.500000000000007 238.07423303131461 1.5000000000000002 45.061472121355358 0.53338705345151771 19.534331661290185 74.293593530901902 48.752822552715067 91.716251762801377 29.500000000000004 20.913290581120112 55.24976605262173 3.5000000000000004 1030.2500000000002 20.500000000000004 124.7903679018718 18.8580776389724 1.5829679856101373 228.15919448010274 29.500000000000004 544.25000000000011 1.0000000180025095e-35 43.000000000000007 29.500000000000004 29.500000000000004 60.54076769326003 0.75657075456181666 35.000000000000007 57.500000000000007 2.5000000000000004 572.25000000000011 1.5826857541968575 0.26112815717766685 54.392765008478641 0.79287907941897762 41.231287002563484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 10 9 8 11 -1 19 -3 40 37 -14 25 -6 -9 -8 38 20 -5 -7 -11 -24 30 36 27 -27 -28 -29 -25 -12 -18 41 46 -19 -4 -10 -13 -21 -2 -34 -37 -42 -45 -22 -35 -48 -49 right_child=1 4 14 5 15 21 17 16 12 22 31 18 13 -15 -16 -17 32 35 -20 39 45 -23 23 24 -26 26 28 29 -30 -31 -32 -33 33 34 -36 42 -38 -39 -40 -41 43 -43 -44 44 -46 -47 47 48 -50 leaf_value=-0.00949401494998698 0.00016085735276647855 -0.0093222923291532232 0.0049036681656726743 -0.00055832165161211688 0.0055269612650642981 -0.0095285598917947897 -0.0092506482949300025 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1004 13613 18996 37567 5801 13292 26413 31093 64680 4049 98564 4195 72634 439 827 6534 16576 22330 28161 7387 55 749 46 3899 2379 3380 15456 62138 4303 123 40801 19859 405 3442 6548 68 1175 12612 1491 61599 1339 319 248 internal_value=0 0.028653 0.0347869 -0.0531336 -0.0682662 -0.0362168 -0.0790565 0.0191483 -0.0835912 -0.030819 -0.094631 0.00551008 -0.0751189 -0.0636636 0.0574386 0.0213723 0.0288677 0.00612964 0.0146567 -0.0457029 -0.0491498 -0.0935745 -0.0206622 -0.0287448 -0.0202789 0.0519769 0.0208862 0.024143 -0.367186 -0.0226987 -0.0390886 -0.0568869 0.0314101 0.0224655 0.0292021 0.027797 0.0544113 -0.092073 -0.016271 0.0157069 -0.00928123 -0.00719354 -0.0568364 -0.0270914 -0.0124515 -0.053709 0.0331318 -0.0362813 -0.188135 internal_count=929022 603495 567574 325527 35921 196981 128546 335764 122049 180038 27757 139716 96361 57506 231810 8164 196048 6497 86331 73025 69144 16943 107013 69446 52870 167130 12136 12035 101 4648 24709 9181 182435 83871 68347 5493 154994 38855 13697 3881 53385 15524 1298 20651 14103 62426 64044 1906 567 shrinkage=0.0822902 Tree=19 num_leaves=50 num_cat=0 split_feature=16 20 16 16 30 20 0 0 30 19 16 0 14 27 29 19 30 29 30 8 29 7 30 13 18 24 27 26 11 21 18 21 19 4 11 11 10 6 0 4 21 10 5 16 16 7 20 16 24 split_gain=1197.02 316.601 188.864 103.961 75.6237 48.7802 29.8375 29.1303 37.0057 35.0978 25.8726 24.4263 22.784 21.5665 20.7119 20.9022 20.5646 19.7601 19.2556 15.9352 15.7097 15.4698 15.3345 14.6486 13.9874 15.2036 13.9031 13.7655 12.748 11.7004 11.4202 11.3899 11.3614 11.0845 11.0426 10.9812 10.9239 10.9014 10.8785 10.788 10.7405 13.7087 10.7311 10.7036 10.4481 10.244 9.88516 9.8432 9.52417 threshold=208.77795138888891 0.65103402981427183 227.5218697200489 178.5897845804989 1.5000000000000002 0.7184097562727878 33.000000000000007 33.000000000000007 1.0000000180025095e-35 617.25000000000011 236.55849330627294 24.000000000000004 12.890208758805299 10.500000000000002 1.6820717910807026 481.25000000000006 2.5000000000000004 1.6820717910807026 1.5000000000000002 141.50000000000003 10.082061040784881 -16.699242591857907 1.0000000180025095e-35 33.376683178747065 3.5000000000000004 20.500000000000004 5.5000000000000009 0.85194213531343388 0.80130294542059255 15.500000000000002 2.5000000000000004 4.5000000000000009 364.25000000000006 5.0399255752563485 0.76072823660714295 0.83125646997929625 0.70984489500532277 0.41782896297792066 35.000000000000007 48.036506652832038 1.5000000000000002 0.96743105887896219 110.25160980224611 106.0017162471396 151.41585451405754 -76.350849151611314 0.7184097562727878 106.0017162471396 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 11 19 18 23 12 9 29 22 27 13 31 15 -8 17 -10 33 -2 21 45 24 -7 38 -26 -16 -1 42 -9 -17 -3 -27 -5 -24 -21 -15 -22 -4 -19 41 -25 44 -44 -13 -14 -30 -29 -12 right_child=1 2 10 5 -6 6 14 8 16 -11 48 28 20 36 26 30 -18 39 -20 35 37 -23 34 40 25 32 -28 47 46 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559.50000000000011 46.451226078562861 29.500000000000004 0.95592195882267661 717.50000000000011 4227.5000000000009 27.210397423548986 49.695436482630065 55.160865497004487 0.90800934187312665 27.641479881616384 0.91537484313320439 22.000000000000004 776.25000000000011 4.5000000000000009 0.54426956309664842 0.94139414140365973 2.5000000000000004 49.500000000000007 1.5000000000000002 22514.250000000004 0.29192570490752184 0.7119399252115246 30.700469086198144 0.46332731811311845 8.5000000000000018 0.69290665014178632 328.50000000000006 50862.500000000007 -89.187309265136705 72.985281374238582 1.0777630527766375 15.500000000000002 -19.440033912658688 9.5000000000000018 2.5000000000000004 14.500000000000002 55.442099649363591 0.065021865560614955 0.98626177193150955 0.68571429010786777 1.0000000180025095e-35 1.5000000000000002 1.1434165508649194 13671.250000000002 1458.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 18 11 8 20 14 32 -2 13 47 17 24 29 -16 28 -5 -17 -8 -9 42 25 -3 -14 35 -15 -1 -12 34 44 -7 -21 -31 -22 37 -27 -35 45 -38 -29 -20 -23 -24 -32 -39 48 -6 right_child=1 6 -4 4 12 9 7 21 -10 -11 15 -13 23 27 16 19 -18 -19 22 33 26 43 31 -25 -26 36 -28 41 -30 30 39 -33 -34 38 -36 -37 40 46 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.0050269636007235202 -0.022076588319937657 -0.017179496121851452 -0.0080247157468288054 -0.0053863896336902592 -0.00095012289419120618 -0.0020857644934349022 -0.0059501299371976894 0.0018029063654366225 0.0012571540641059746 0.0014904054410038289 -0.0031357989215794815 -0.0052369989965136404 -0.0042477775769596453 -0.009081018309393946 -0.0061717523027170207 -0.0066073536796488449 -0.0016211467874727551 -0.015076284098661668 0.0073098422736331947 -0.0034075320740516758 -0.0032078961186202916 0.0007204606571318894 0.003848367527426684 0.018449328618495044 -0.0074490765690848936 0.0024816738346394598 -0.0011048111785383168 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20.0389 14.2774 14.1431 13.5489 12.8147 18.4986 12.8066 12.8016 17.7426 12.705 12.6806 12.4795 13.8441 12.4476 12.771 11.6566 11.4231 11.3944 11.1482 11.7978 10.9286 10.8821 10.6411 11.4997 10.5898 18.3336 10.5404 12.09 threshold=215.42108152031457 2.5000000000000004 195.40280053986314 230.04166989013839 1.5000000000000002 78.266962314345605 147.41291666666669 0.1715353170166499 0.81579987518202624 1.0000000180025095e-35 0.53338705345151771 -14.878949165344237 58.840361278785004 0.80520156926406938 542.25000000000011 1.5000000000000002 136.50000000000003 580.25000000000011 1.3460515541122209 0.94577619341290531 0.65519115890083646 52.500000000000007 0.93449606276269603 52.326904296875007 1.5000000000000002 1.5000000000000002 31.999998092651371 0.95471906483439783 20.500000000000004 19.0382267759753 37.500000000000007 34.292894221546142 16.500000000000004 32.58968655695984 -79.196342468261705 10.082061040784881 319.25000000000006 508.0040943477315 -45.058826446533196 243.50895236941366 29.500000000000004 13.500000000000002 0.5353238265002972 244.25000000000003 -4.3987057209014884 45.247816455634343 182.48278720884329 13.500000000000002 29.309305191040043 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 14 6 -1 -2 27 11 -3 34 17 22 43 31 -5 30 -11 21 -21 24 45 -14 -16 38 -27 -7 39 -30 36 -15 -20 -34 -9 -36 41 -37 42 40 -18 -13 -10 44 -4 -8 -47 48 -22 right_child=1 10 4 16 -6 8 13 9 25 18 -12 12 23 15 19 -17 28 -19 32 20 47 -23 -24 -25 -26 26 -28 -29 29 -31 -32 -33 33 -35 35 37 -38 -39 -40 -41 -42 -43 -44 -45 -46 46 -48 -49 -50 leaf_value=-0.0082601025721592298 -0.011383879524494539 -0.0079701592459329521 0.0010750403440602976 -0.010065605796487173 -0.0059392748626556626 -0.0083494051938825444 -0.0033447430016269918 0.0013480428789220066 -0.016134327878672552 0.00043647340453463663 -0.0023555999977722063 -0.0035654982851051988 -0.013136667015692972 0.0024991610472014088 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16477 49027 95 296 60378 1161 36779 33817 30992 51597 internal_value=0 0.0268825 -0.0365453 0.0306412 -0.0177476 -0.0574857 -0.0619148 0.0188668 -0.000139817 0.0194402 -0.0724852 0.0223062 0.0170516 -0.0563912 -0.0128824 -0.0422245 0.0452305 0.0182546 -0.00773148 -0.00614568 -0.00171501 -0.034047 -0.0649723 -0.127047 -0.0227323 0.0343894 0.0161198 -0.0521371 0.0456507 0.0171301 0.00694831 -0.0367078 -0.0533213 -0.105788 0.0374247 0.0463598 0.0135614 -0.327894 0.121533 0.0476084 0.0455293 -0.0585994 -0.00364534 -0.0268686 -0.104358 -0.0619559 -0.0675346 -0.00518748 -0.0116637 internal_count=929022 534103 394919 514636 208106 186813 173419 284792 13394 283757 19467 256683 190480 151642 191030 57204 229844 188903 27074 128929 111261 17668 94438 1577 15876 8049 6654 5345 229269 14727 75552 51858 6020 2586 66203 46471 59959 91 1395 214542 198065 2158 478 62101 1723 89077 70596 105099 74107 shrinkage=0.0822902 Tree=22 num_leaves=50 num_cat=0 split_feature=1 0 32 17 0 9 8 1 23 31 25 9 11 11 9 11 23 22 25 29 29 21 11 29 10 1 24 24 26 24 17 0 27 4 24 21 6 21 0 0 26 25 24 1 0 27 29 25 4 split_gain=396.081 231.243 94.2678 75.0744 66.0884 54.1212 44.7082 34.9605 34.8226 33.1827 35.1572 27.5813 36.6199 26.9891 25.0484 23.6525 22.3862 17.7133 14.8731 14.6031 14.3575 14.6189 13.5912 12.7712 12.229 12.18 14.1251 11.6828 11.6209 11.4338 11.3876 11.3578 11.245 10.9434 10.5775 10.4179 10.1543 10.0814 10.0616 9.92442 9.83554 8.96896 8.93645 8.86263 8.80263 8.80149 8.56332 8.55364 8.55251 threshold=437.50000000000006 40.500000000000007 1.5000000000000002 50.51048909764539 29.500000000000004 0.96015777694209281 717.50000000000011 3553.5000000000005 0.64510278502332785 1.5000000000000002 661.25000000000011 0.95502315309610075 0.68159295039591661 0.84800181488203275 0.92997010296378402 0.8033165956704188 0.76485647165182025 244.25000000000003 776.25000000000011 0.065021865560614955 0.61499014454664924 1.5000000000000002 0.88250918053873739 1.6820717910807026 0.80092146374253426 136.50000000000003 10.500000000000002 10.500000000000002 1.9459237926451045 1.5000000000000002 61.251519456673449 17.500000000000004 7.5000000000000009 45.002595901489265 2.5000000000000004 4.5000000000000009 0.5263158159059188 14.500000000000002 48.000000000000007 22.000000000000004 0.70910225854046083 2098.7500000000005 5.5000000000000009 715.50000000000011 52.500000000000007 13.500000000000002 10.082061040784881 655.25000000000011 16.641487121582035 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 13 7 22 14 -5 10 39 20 30 17 23 -6 -11 -1 -16 -12 36 46 35 -3 38 26 -15 -18 -29 -21 -13 -19 -23 -25 -9 -7 -10 -17 -8 -2 -20 44 -38 -14 -36 -34 -22 -37 -41 right_child=1 5 -4 8 15 6 24 34 11 16 19 12 43 25 18 37 27 31 40 29 21 32 -24 33 -26 -27 -28 28 -30 -31 -32 -33 45 -35 41 47 42 -39 -40 48 -42 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.00877336641155879 0.0024255011345648268 -0.0054170586335026052 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61925 34533 164361 41445 39995 79179 17566 81564 34622 2874 31091 9337 164255 14493 59354 36216 4847 11353 66110 1450 38136 50888 160704 17532 4867 754 81739 2033 29958 3779 38173 65732 shrinkage=0.0822902 Tree=23 num_leaves=50 num_cat=0 split_feature=16 20 16 16 30 20 17 17 16 16 9 17 5 17 16 17 26 24 11 17 30 17 8 9 28 18 24 12 4 13 15 24 14 23 14 26 16 16 17 15 19 13 29 15 13 9 17 16 17 split_gain=695.167 171.053 106.475 64.5316 44.0262 26.5877 31.1167 24.6043 24.2033 18.0994 16.4384 16.4316 15.9363 15.8418 17.5814 15.7043 13.9219 13.2563 12.9643 12.4306 12.1223 11.7918 10.8553 11.1952 10.3535 10.0573 16.412 13.8805 10.0253 9.87455 9.54715 9.36367 9.97736 9.58646 9.43436 8.66553 11.3889 9.18931 8.4321 10.1504 11.1835 8.31751 8.56958 8.22743 8.19575 8.18361 8.17709 8.41721 9.24729 threshold=208.77795138888891 0.65103402981427183 223.73612312113741 174.48513720197934 1.5000000000000002 0.69997478567826532 74.293593530901902 98.770418095884608 231.90839883820107 199.5365044247788 0.9506876334062847 46.451226078562861 73.003280639648452 50.173164188213832 216.13439629990265 44.212511149090595 1.3338063148315189 5.5000000000000009 0.74209608241005032 54.305339441388476 1.5000000000000002 58.840361278785004 141.50000000000003 0.9515079145387989 5964.5000000000009 3.5000000000000004 20.500000000000004 67.473611075682101 5.0399255752563485 79.691461424112802 0.57308352716993605 8.5000000000000018 12.890208758805299 1.4418204053414205 85.420448025177208 3.5113870262002886 106.0017162471396 139.55025643668981 31.511878807203537 0.18568543831986159 9764.0000000000018 265.52918210498439 4.742576399325956 0.14392365216334166 43.690354962774656 0.95374956201822014 33.883255368616425 147.41291666666669 41.045385747593038 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 13 7 21 20 9 10 15 11 35 44 46 31 19 -4 -13 -18 -8 -15 28 22 -2 -24 -14 43 -27 -28 -5 30 -9 32 -3 -33 -34 37 -37 41 39 40 -10 42 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8.70058 9.17072 10.8332 8.46088 8.46027 9.11403 8.45103 8.26797 threshold=208.77795138888891 2.5000000000000004 223.56935187060307 177.572380952381 98.770418095884608 0.69997478567826532 78.266962314345605 29.500000000000004 49.822883895149026 197.04582510841354 19.758299557557098 0.9556224335960668 50.173164188213832 216.13439629990265 0.53338705345151771 0.61855977355977365 30.454903928661071 20.500000000000004 71.816756826189717 23.500000000000004 0.1715353170166499 0.74209608241005032 1.0000000180025095e-35 699.25000000000011 1.7451064453478311 54.305339441388476 1.5000000000000002 1.3135845170648934 235.40356786339035 1046.2500000000002 233.68156059954546 45.952279823612265 0.99999189902950392 22.681994123326032 49.500000000000007 705.25000000000011 1.436423705868449 1.0000000180025095e-35 2.5000000000000004 0.31276123223016256 56.462747841633565 79.691461424112802 972.75000000000011 0.83799117549117563 0.49277958527693944 0.30838122605363988 1.5000000000000002 -9.4076504707336408 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 4 11 26 8 17 34 27 -9 -1 36 25 -3 16 -13 20 19 29 -4 -8 23 -12 -24 -14 -5 -10 -16 -19 -22 -32 -33 45 35 -7 39 -38 -39 -2 -11 42 -6 -44 -15 46 -17 -41 -29 right_child=1 14 7 5 41 6 21 10 9 40 22 15 13 44 28 33 -18 18 -20 -21 30 -23 24 -25 -26 -27 -28 48 -30 -31 31 32 -34 -35 -36 -37 37 38 -40 47 -42 -43 43 -45 -46 -47 -48 -49 -50 leaf_value=-0.0063401866366747167 -0.0060851830643699261 -0.0063413581557615773 -0.0077144012822526632 -0.0031325503207815107 0.0014931711477277655 -0.000169997167700005 0.0042040785640488978 -0.0025570648556475025 -0.0029909022652383284 -0.0021065276739601507 0.0010909550698436526 0.00063771178865163641 -0.0007351371113269344 -0.0026066014027493509 -0.0035687183505329449 -0.0010905636504634157 0.023300602849042232 0.0097921893344692489 0.0013868043580658137 -0.02270799863445265 0.0026243719799683572 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21.8308 17.4321 17.6571 15.4196 24.6641 15.3372 14.9493 14.7119 14.6886 13.1244 12.8565 11.8056 11.4952 11.322 12.6594 12.0903 10.5386 10.4522 10.1285 9.98989 9.86082 9.77795 9.33123 9.06367 9.05134 8.89643 14.6888 12.4435 8.81937 19.5472 15.1642 8.78889 9.83914 9.58886 9.45756 11.936 8.7321 10.4647 9.06882 8.65802 9.93055 10.7899 8.56807 threshold=213.50358538089856 2.5000000000000004 193.6665346011622 230.04166989013839 78.266962314345605 1.5000000000000002 147.41291666666669 1.0000000180025095e-35 593.25000000000011 22.500000000000004 423.25000000000006 40.131713551522374 1.5000000000000002 2.5000000000000004 0.81579987518202624 58.985606994293597 5.0399255752563485 169.73956780249722 1.6565967334875447 -13.982293128967283 277.25000000000006 0.96585785653488221 174.48513720197934 0.28165489832223473 0.54426956309664842 141.50000000000003 1.5000000000000002 75.816756826189717 1.9875996359756483 6.5000000000000009 1.1662852704247726 1.5000000000000002 33.002801895141609 3.0517662836211437 -1.847610294818878 256.75000000000006 3.5000000000000004 20.500000000000004 16.443282127380375 0.68987295168985685 523.25000000000011 524.25000000000011 610.25000000000011 60.887824638055186 864.25000000000011 -45.058826446533196 0.5353238265002972 1.0000000180025095e-35 0.835010031362451 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 6 16 -1 8 9 29 27 12 17 18 48 22 -4 -8 -9 21 -21 28 -13 -10 -3 -5 -26 -11 -18 34 -15 45 -33 -34 -2 36 -36 -27 40 -40 -39 -42 -22 44 -44 46 47 -16 -6 right_child=1 24 5 25 14 -7 11 13 23 10 -12 15 -14 30 31 -17 19 -19 -20 20 42 -23 -24 -25 26 37 -28 -29 -30 -31 -32 32 33 -35 35 -37 -38 38 39 -41 41 -43 43 -45 -46 -47 -48 -49 -50 leaf_value=-0.0062719518202079168 0.0018304546678463399 -0.0056895639695106765 -0.012004097147147013 -0.0079824355291887809 -0.00096095444790542746 -0.0043075108273773659 -0.001390241173292865 -0.0016238598328097522 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3872 14984 101 5856 24329 3375 2806 1505 63342 24057 72772 166375 3141 214498 3961 135 1695 194 2947 5027 1181 150 217 71428 373 510 9042 4588 134 464 1539 56423 228 882 280 82 1617 internal_value=0 0.0187625 -0.0285818 0.0215262 -0.0431371 -0.0150509 -0.0467159 0.0128006 0.0152762 0.00563484 -0.0348939 -0.0421842 -0.0163039 -0.00972219 0.00212537 -0.046371 -0.0116802 -0.00268681 -0.0352937 -0.011129 -0.0162885 0.0015467 -0.0440388 0.0217778 -0.0532655 0.0333963 -0.0226135 -0.278051 -0.0133921 0.00898845 0.00885997 0.0298596 0.0142288 -0.0791823 0.00858788 0.00241272 -0.178859 0.0337297 0.0101076 0.0174745 -0.0805152 -0.165836 -0.0151598 -0.00631602 0.0694631 0.103748 -0.0069887 -0.188143 -0.0388955 internal_count=929022 563282 365740 542467 176200 189540 163289 312645 281684 113448 8670 141546 19710 30961 12911 121836 173829 15838 13030 173118 123037 50081 115980 168236 20815 229822 7102 398 26024 104778 17931 7703 6358 1331 104584 72018 590 229236 14738 13630 1108 598 121532 58190 1767 1345 463 183 5208 shrinkage=0.0822902 Tree=26 num_leaves=50 num_cat=0 split_feature=16 20 16 16 30 17 16 13 26 17 7 25 17 4 17 7 11 16 24 13 29 27 18 24 8 20 11 17 26 11 28 13 25 17 13 27 19 7 29 22 22 8 25 19 11 28 4 24 14 split_gain=423.746 112.864 70.3875 34.6513 25.9413 17.6703 15.8065 14.3872 14.7339 17.2085 13.3076 21.0333 14.3884 15.6267 13.1703 12.4855 12.1313 11.7809 11.4599 15.5637 11.2526 12.1479 11.23 17.8698 14.8199 10.275 10.8777 9.94251 9.74024 9.61271 9.35656 11.1983 9.11916 8.90202 11.0289 10.6541 10.0389 8.80054 12.1899 8.7867 8.64803 8.57408 8.27576 7.84702 12.1631 10.6047 9.67017 9.50315 11.6124 threshold=207.50471024113909 0.65103402981427183 223.73612312113741 178.5897845804989 1.5000000000000002 98.770418095884608 236.17555916848019 26.303757994153678 1.3515059400240743 70.464525169838126 -8.1301016807556135 256.75000000000006 63.492950960494518 24.999999046325687 51.073954481881792 -79.196342468261705 0.79059326294620413 216.13439629990265 4.5000000000000009 54.454117559195389 1.5829679856101373 4.5000000000000009 3.5000000000000004 20.500000000000004 327.50000000000006 0.77573750901820004 0.87020068346287871 61.251519456673449 0.33151865962687865 0.67620444320726381 11276.750000000002 172.98810814922015 1344.2500000000002 65.302279612884135 49.202298730153963 13.500000000000002 493.25000000000006 -54.896089553833001 0.91056789687565887 590.25000000000011 1336.2500000000002 141.50000000000003 256.75000000000006 1857.2500000000002 0.46949245278761764 658.25000000000011 20.803882598876957 1.5000000000000002 96.569588255318891 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 5 27 16 22 -5 9 28 15 -12 14 39 -13 32 -1 -16 -10 -20 30 -22 43 42 -25 -18 -27 41 -9 -11 33 -32 -3 -17 36 37 -35 38 -36 -14 -34 -2 -24 45 -45 -4 -46 -48 -49 right_child=1 2 6 7 -6 -7 -8 8 18 29 11 12 13 -15 17 20 25 -19 19 -21 21 -23 23 24 -26 26 -28 -29 -30 -31 31 -33 40 34 35 -37 -38 -39 -40 -41 -42 -43 -44 44 46 -47 47 48 -50 leaf_value=-0.0048073386515659023 -0.0062869846259042423 2.311937245895922e-05 0.0016306724438557838 -0.0032191216586400376 -0.0048720074982765106 0.00057462613932083618 0.003075674693800171 -0.0068248048338805066 0.0008234289705472402 0.0050743101915162597 -0.014844101423235459 -0.00083997383759374755 -0.0042618072929314311 -0.00051216427210703196 -4.7747181307688293e-05 0.0019655961388576723 -0.0045219816256003142 0.0018144410969049246 -0.0029197530766839255 -0.0089650227370601607 0.0084534053536038014 -0.0031122648030025173 -0.037985775918661993 -0.031901288964641047 -0.0026388786741240317 -0.0025930434303156717 0.0023642380029078804 -0.015806596563878648 -0.0013731446915929606 -0.0005306726352252031 -0.042121731362249989 -0.00083161160759946261 -0.017924246506060171 -0.018998210736702673 0.0093208040853888837 -0.034048308758203832 0.007930246573813457 0.0063810606887610361 -0.033213863307508334 -0.024959961077863326 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internal_count=929022 639679 599266 289343 40413 105711 362032 183632 138781 122872 237234 163102 162453 1398 161055 74132 99828 96670 15909 13035 56653 5567 264570 19808 7861 39955 23366 17661 114567 8305 51086 192 17479 50894 4750 659 4091 587 187 623 1999 17372 11947 244762 20894 223868 18641 18593 15654 shrinkage=0.0822902 Tree=27 num_leaves=50 num_cat=0 split_feature=16 20 16 9 5 31 28 13 21 6 16 17 7 9 22 17 6 19 17 17 17 22 21 6 27 25 2 14 10 20 17 13 12 28 22 16 1 14 10 28 7 32 5 24 9 16 31 12 28 split_gain=354.292 99.0306 67.1046 25.6494 25.0939 23.7248 29.2736 17.7946 22.4381 15.011 13.9775 16.058 13.1129 20.998 17.3772 13.342 13.0168 12.819 11.5481 11.4047 9.79712 9.64983 9.44124 14.266 14.726 9.67103 9.33003 9.30768 9.26706 9.21596 9.01466 9.75922 8.80602 8.7366 12.0268 8.714 8.66231 8.61048 8.51528 8.33824 8.12754 8.06005 14.1966 8.26845 8.04233 7.64943 7.57439 7.45128 7.37352 threshold=204.66150246009843 0.67252618500421679 223.39520528280221 0.93989791531878131 70.000457763671889 1.5000000000000002 1344.2500000000002 26.303757994153678 7.5000000000000009 0.8666666685651282 233.03058392197013 43.214059969934077 -7.5946431159973136 0.95439869706840408 244.25000000000003 63.492950960494518 0.42854654739822245 1316.5000000000002 57.323277316549373 65.302279612884135 56.859353329260095 1201.2500000000002 14.500000000000002 0.68085105283993375 35.500000000000007 615.25000000000011 60.303846153846159 85.420448025177208 0.77171440984012196 1.146921264303413 61.251519456673449 57.375212192741394 76.302038200428285 783.25000000000011 610.25000000000011 155.27579168045904 866.50000000000011 52.434499954642341 0.84057509561827637 7975.5000000000009 -65.54720306396483 1.5000000000000002 17.994492530822757 21.500000000000004 0.90541086761781997 217.66810618166178 1.5000000000000002 61.81675682618971 694.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 12 16 7 6 18 33 39 19 11 -4 13 29 -14 22 27 -17 21 28 38 36 48 24 -24 -25 35 -1 -6 -3 -15 32 -32 34 -5 -18 45 -7 -10 -9 -33 42 43 -36 -8 -2 -31 -47 -16 right_child=1 2 10 4 9 37 44 8 20 -11 -12 -13 14 30 15 17 26 -19 -20 -21 -22 -23 23 25 -26 -27 -28 -29 -30 46 31 40 -34 -35 41 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 47 -48 -49 -50 leaf_value=-0.0072186608159272797 -0.0016928849291114724 -0.00013671146874390171 -0.0010204832529527395 -0.0035467706771308664 -0.018909614740952527 -0.0043470313260532533 0.015451742882674568 -0.0021544946118892626 -0.002062792032806386 -0.020410398338153828 0.0025592455823403443 0.0017419497996197339 -0.010052961895585601 0.0016426808640512972 -0.00029252403109256879 -0.012104270780954095 -0.0066121248962170134 0.0036205405663317682 -0.0094648918850373329 0.011665494897045181 0.0029411974345857294 0.009510264660204118 -0.016015641941698688 -0.015096362602840207 0.0020125161410779386 0.0032559832198311499 5.2262248479401485e-05 0.011864797297168533 0.003475253011533049 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9.89152 11.1782 9.75217 9.67196 9.62478 9.52457 8.85338 8.72837 8.59891 8.58402 8.52513 8.51034 24.4951 8.46406 8.40219 11.0564 8.32633 8.13141 8.0984 7.86327 threshold=215.17474775138379 1.0000000180025095e-35 190.39144824437938 0.76622459752888628 231.26686312840445 0.66548519020829155 78.266962314345605 0.8913816808369418 1.1984674104521436 741.25000000000011 -14.878949165344237 58.840361278785004 618.25000000000011 256.75000000000006 2.5000000000000004 0.56410961997093001 46.451226078562861 1.9875996359756483 0.065021865560614955 -6.0090057849884024 256.75000000000006 781.50000000000011 14.849242687225344 0.96585785653488221 151.41585451405754 43.721586214106509 36.500000000000007 67.579094915018302 1547.2500000000002 4.5000000000000009 0.96519017940853213 37.121692691060773 1.5000000000000002 1.5000000000000002 33.635730659164444 1.5000000000000002 6.5000000000000009 0.50869185098613101 32.648103713989265 0.69418613583767863 4.5000000000000009 65.938077169749349 49.969002134843329 108.00223922729494 2895.5000000000005 120.50000000000001 11193.000000000002 33.883255368616425 65.302279612884135 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 46 9 32 7 -1 -5 10 28 13 -13 -12 21 -8 35 18 -18 23 -21 22 -15 -20 -9 33 -27 45 -2 -19 -31 43 48 47 -10 42 40 -33 -30 -14 -16 -42 -7 -11 -45 -25 -3 -26 -4 right_child=1 3 5 8 -6 16 15 24 34 31 11 12 39 14 36 -17 17 29 19 20 -22 -23 -24 27 25 26 -28 -29 38 30 -32 37 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 -48 -49 -50 leaf_value=-0.0061688652475426044 0.002136401678032689 -0.0039005479473618139 -0.0015654266598557468 0.00064645376277220755 0.0023682849719981105 0.008483070833112883 -0.0052337809147514087 -0.0044578670892901628 -0.0021324107251709337 0.0023165180984969975 -0.012381381347669496 0.00090031354375933912 0.015397617398658921 -0.034824594002319881 0.0006000293107218291 0.0014781610778865509 -0.025429522351214925 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5 5 18 29 24 19 16 25 split_gain=260.512 72.2878 54.3829 18.9003 14.6353 14.2977 12.5081 13.1251 11.8603 13.4871 17.571 14.3417 11.9778 10.7268 10.6893 10.6329 10.4524 10.2334 9.89532 9.83296 8.77108 8.7365 8.70481 8.7932 8.55677 8.48671 7.802 9.4831 8.67409 8.4345 7.79312 7.73121 7.71728 7.54179 7.11692 11.143 7.50124 7.54873 7.17037 7.11479 7.07248 7.00403 6.98122 7.50735 8.10364 6.92958 13.5947 7.71078 7.07501 threshold=204.66150246009843 2.5000000000000004 221.97283484102448 169.73956780249722 29.500000000000004 19.213129797319286 33.000000000000007 56.724178443723908 0.89568206856516885 0.73177416346973578 63.492950960494518 23.072663307189945 14.500000000000002 4.5000000000000009 98.770418095884608 7.5000000000000009 11.500000000000002 1.5428005059854375 59.812087210495768 29.500000000000004 0.1715353170166499 0.96743105887896219 51.073954481881792 0.72027654639573202 407.25000000000006 25.717105351464465 699.25000000000011 35.500000000000007 0.70792790934780347 0.98626177193150955 11.500000000000002 59.500000000000007 21.188533462606596 39.979501701502024 51.000000000000007 1.6047041535203357 1446.5000000000002 0.79287907941897762 20.10484749660343 2.5000000000000004 3731.5000000000005 284.30429077148443 73.003280639648452 3.5000000000000004 1.0121692634942292 1.5000000000000002 540.25000000000011 235.78550385618743 1134.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 14 20 31 16 17 9 -2 12 13 22 -12 30 32 21 -8 -3 -16 -4 25 -11 -24 -18 -5 27 39 -29 -28 -1 -6 -9 40 36 38 37 -10 -36 -7 -27 -35 43 -30 -45 46 47 -22 -47 right_child=1 18 4 6 5 26 7 15 34 10 11 -13 -14 -15 19 -17 24 -19 -20 -21 45 -23 23 -25 -26 33 29 28 42 -31 -32 -33 -34 41 35 -37 -38 -39 -40 -41 -42 -43 -44 44 -46 48 -48 -49 -50 leaf_value=-0.001262535460776647 0.0015335317260866416 -0.0036961304433251745 -0.0072122871940600488 -0.0022460301459178884 -0.0027666102587345066 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leaf_count=8872 43059 24996 705 25569 6149 191 61994 7745 4943 52221 823 1373 2886 113 2610 6319 66 3787 698 2355 174 1757 62378 56972 3134 1860 71565 900 2113 469 63488 30 24311 45994 435 992 4590 8947 1411 47835 156 140 20 296 611 227916 8827 23 34204 internal_value=0 0.0103764 0.0124543 -0.0269177 0.0195758 0.0108569 -0.0213746 -0.0285633 0.000581297 0.00276526 -0.00110066 -0.0877631 4.63504e-05 -0.183215 -0.0400241 -0.0138661 -0.0118578 -0.0371373 -0.0416364 0.00486125 0.0237511 -0.0142311 0.00112101 0.00583262 0.0441201 -0.0125702 0.0131963 0.00385727 -0.0433062 0.0199335 -0.0431039 -0.0360909 -0.0212565 -0.00475141 -0.0219391 -0.068564 -0.0147789 -0.0263605 -0.02263 0.00772651 0.0551179 -0.00736762 -0.0177763 -0.0138766 -0.0899768 0.0240407 0.0512868 -0.208525 0.0231027 internal_count=929022 668865 643171 260157 402028 130179 182832 104156 241143 219825 176766 2309 174457 936 77325 38375 78676 65781 25694 4965 271849 75476 171571 119350 3200 73719 124000 51966 3940 72034 72360 6179 32056 48150 21318 2838 18480 13890 1846 48026 2016 46134 3040 3020 907 271144 9024 197 262120 shrinkage=0.0822902 Tree=30 num_leaves=50 num_cat=0 split_feature=16 30 16 16 23 26 0 5 28 26 27 27 14 0 14 26 7 21 0 1 0 4 22 5 9 12 16 30 14 25 27 25 7 0 18 12 21 18 22 12 28 11 0 13 10 14 27 22 32 split_gain=220.39 61.523 30.7954 22.691 19.9121 21.8572 16.4744 17.9189 13.4124 11.9405 13.4443 11.806 11.9948 11.6662 12.7563 13.074 11.5862 11.4556 11.0847 10.0612 9.73656 9.63908 9.42947 9.26357 9.23769 13.5088 10.9159 8.83384 8.76494 13.5382 8.53523 8.36942 11.2603 7.74885 7.589 7.54469 9.50453 7.49309 15.1225 10.3757 8.88105 7.49146 7.39455 7.09209 7.08393 7.05021 7.02786 7.51347 7.47065 threshold=208.77795138888891 1.0000000180025095e-35 230.04166989013839 174.48513720197934 0.83387890022287003 1.39974113067977 48.000000000000007 403.59759521484381 603.25000000000011 0.55971195135197593 2.5000000000000004 14.500000000000002 17.725193901640818 40.500000000000007 18.583876824072885 1.3338063148315189 -88.306980133056626 11.500000000000002 35.000000000000007 103.50000000000001 51.000000000000007 45.999996185302741 365.25000000000006 29.309305191040043 0.8689131719733344 198.539105243401 106.0017162471396 1.0000000180025095e-35 36.383404304320486 6793.5000000000009 33.500000000000007 1632.7500000000002 -89.940933227539048 22.000000000000004 2.5000000000000004 40.503048327204944 6.5000000000000009 3.5000000000000004 1003.7500000000001 124.7903679018718 601.25000000000011 0.64514162296008393 20.000000000000004 26.303757994153678 0.5322523448392823 64.360420839668862 38.500000000000007 604.25000000000011 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 24 -3 -6 7 11 18 10 16 12 -7 19 -15 23 -10 28 35 -5 -11 -8 -18 34 -1 42 41 -17 -12 -30 43 -14 -33 -13 -16 36 -2 -4 40 -40 -39 -27 -26 -20 -22 -37 47 -21 -49 right_child=1 4 37 13 5 6 21 -9 9 20 17 33 31 14 15 27 22 -19 30 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0.00743258 -0.00778495 -0.00923429 0.000455305 internal_count=929022 624959 546146 304063 78813 47821 15973 13673 332593 188069 10669 13628 8093 212332 99784 86210 447 10222 144524 112548 177400 2300 325 73672 91731 85550 3508 12538 10074 402 42135 8045 2681 5535 28407 102389 417 213553 13243 98 13145 1240 82042 38211 13941 101972 109320 105861 45574 shrinkage=0.0822902 Tree=31 num_leaves=50 num_cat=0 split_feature=16 30 20 0 20 29 17 16 28 16 27 28 11 19 28 18 25 10 25 27 17 29 11 0 0 17 28 30 13 28 28 18 10 17 19 24 21 7 10 21 28 28 24 27 9 29 25 28 28 split_gain=185.25 40.28 38.2003 27.3959 20.0189 18.4516 18.016 19.2416 15.8128 15.3614 14.4549 17.9108 11.6943 11.2715 10.6903 10.6142 16.6081 12.0312 11.7813 10.338 10.0837 10.0342 10.6089 9.83598 9.58787 9.31196 10.4402 9.30265 8.65248 8.57835 11.0457 22.048 18.2304 14.9855 13.9722 17.3893 20.9493 13.8729 13.2529 13.0066 11.4574 21.5865 11.619 11.3047 9.91458 8.37594 8.31261 11.1767 19.5862 threshold=216.80981400437639 1.0000000180025095e-35 0.74683121517296203 49.500000000000007 0.52237235704695884 1.5413731084098241 78.266962314345605 201.869289682767 658.25000000000011 185.16545578526487 31.500000000000004 446.25000000000006 0.82610264132003275 496.25000000000006 894.25000000000011 3.5000000000000004 413.25000000000006 0.91996647728697301 563.25000000000011 13.500000000000002 44.310300783466083 0.1715353170166499 0.66477487459630324 22.000000000000004 29.500000000000004 52.800609285953989 2609.5000000000005 2.5000000000000004 79.691461424112802 22514.250000000004 1047.2500000000002 1.5000000000000002 0.89751361365745674 54.806846742149908 1192.7500000000002 8.5000000000000018 5.5000000000000009 -89.940933227539048 0.97178973961965642 8.5000000000000018 4438.0000000000009 2809.5000000000005 10.500000000000002 13.500000000000002 0.97795433386457964 1.3929065146831678 2098.7500000000005 2102.5000000000005 6827.2500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 8 14 6 -3 9 7 12 10 -5 24 13 27 -12 -1 17 -17 -13 -18 -6 -9 22 -10 -21 -2 26 -7 46 -14 30 -23 37 33 34 -33 36 -36 40 -34 -37 41 42 -32 -38 -43 -25 47 -4 -49 right_child=1 4 3 5 19 25 -8 20 21 -11 11 15 28 -15 -16 16 18 -19 -20 23 -22 29 -24 45 -26 -27 -28 -29 -30 -31 31 32 38 -35 35 39 43 -39 -40 -41 -42 44 -44 -45 -46 -47 -48 48 -50 leaf_value=-0.0023724544446693092 0.0014674410079190854 -0.0035572654831669452 -0.0019737270457506006 -0.0037715513376262414 0.00097635427633904325 -0.011747353765295033 0.0025677869699848319 0.0071826644553004207 -0.037972867977376604 -0.00097883892623214924 -0.016589803295931221 0.0011541264105123918 -0.00016440923449863301 -0.00015354246879371761 -0.0047327860288342172 -0.037363641682018743 0.0002492852343084294 -0.012511455063311189 -0.0054109122728281875 0.00024223602292822163 -4.4375174550786281e-06 0.0021758997732010208 -0.0046639963294914655 -0.0016184126950182383 0.00023371065763125074 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9.11907 9.11446 8.7626 11.0517 12.642 10.6202 9.81476 8.87615 8.49769 14.2719 13.6003 12.7662 11.2002 9.85682 8.7064 8.24417 8.94872 8.16349 7.91546 9.61496 21.5588 15.0856 16.3166 11.8774 17.2791 11.8878 11.2 9.87328 threshold=216.80981400437639 1.0000000180025095e-35 0.78529032595250958 203.11041315253348 0.52237235704695884 74.293593530901902 0.82610264132003275 54.392765008478641 658.25000000000011 0.36841585129994647 31.500000000000004 457.25000000000006 44.597125686881633 487.25000000000006 19484.000000000004 1.5000000000000002 403.59759521484381 40.503048327204944 0.76345119933829619 89.085872650146499 110.25160980224611 21.500000000000004 0.74281260085122136 6.5000000000000009 3.5000000000000004 413.25000000000006 0.43490377113846196 543.25000000000011 0.84113593775943463 16.500000000000004 202.83199846221444 2165.5000000000005 57.243650436401374 0.69892811040598002 0.86043660677900247 0.88637663327903515 0.1715353170166499 0.66477487459630324 41.271652221679695 0.46949245278761764 993.75000000000011 10.500000000000002 1.5000000000000002 54.806846742149908 34.609142310948521 0.96264455800268889 105.28799438476564 278.86143571373731 234.86237608182537 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 8 21 5 -3 6 9 12 10 14 17 13 -5 -12 -4 -6 18 -2 19 -17 -21 -1 -11 24 26 -26 28 -27 -13 30 31 35 33 -31 -32 38 37 -10 -7 -38 -41 42 -42 44 46 48 -44 -48 -46 right_child=1 4 3 7 15 29 -8 -9 36 22 11 23 -14 -15 -16 16 -18 -19 -20 20 -22 -23 -24 -25 25 27 -28 -29 -30 32 34 -33 -34 -35 -36 -37 39 -39 -40 40 41 -43 43 -45 45 -47 47 -49 -50 leaf_value=-0.0029250037293778843 -0.016585531069542001 -0.0032361093653413067 -0.0056799733593429396 0.0069110743243798855 0.0040535543495113322 -0.0027186456573118421 -0.00029412685448117453 0.00096731775515546744 -0.033772631362375516 -0.0012148137314039072 -0.013199059064664474 -0.031365197402589119 -0.00078388790681767232 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146257 62367 65 7470 514 150 1418 291 183 75 internal_value=0 0.0117493 -0.0143563 -0.00937979 -0.010561 -0.0171281 -0.0198379 3.51105e-05 0.0146854 -0.0252075 0.00938424 -0.00985979 -0.00802081 -0.0998584 -0.0659891 -0.000878878 -0.00523392 0.0121282 -0.00456863 0.00869431 -0.0582643 -0.0301708 -0.0226288 -0.00409935 -0.00586743 -0.0326312 0.0096822 -0.0294851 -0.102319 0.0175143 -0.00228198 -0.0384399 0.0514691 0.0616625 0.0471432 -0.0309544 0.0201115 -0.092869 -0.0407731 0.0204382 0.0196436 0.0102301 0.0107464 -0.0251048 -0.0157986 -0.093195 0.000208731 -0.15336 -0.350642 internal_count=929022 511378 417644 317677 59472 174262 161620 143415 451906 121504 228585 28526 84993 1716 7226 44495 40939 200059 40892 22985 1885 99967 114278 26810 26556 9759 16797 9685 806 12642 7986 4612 4656 4486 3374 4526 223321 644 4310 222677 218790 72533 72468 10101 9587 1643 7944 474 225 shrinkage=0.0822902 Tree=33 num_leaves=50 num_cat=0 split_feature=16 16 32 9 33 0 1 0 20 16 27 10 23 1 21 12 28 0 21 8 4 18 27 8 30 30 22 27 22 17 16 7 7 17 11 28 26 5 11 27 8 16 26 27 4 27 24 10 17 split_gain=131.16 31.3182 25.6694 15.2074 15.207 14.8399 12.0731 11.9036 13.6914 15.8437 10.3383 9.65995 9.35013 15.2621 12.6772 9.21669 8.66541 8.56383 8.54694 13.9529 9.53611 8.51866 8.23936 7.80468 8.52729 8.78784 7.73315 7.34777 7.62919 7.26562 7.17573 8.29903 7.33955 16.2037 14.2399 10.0383 9.87649 8.58233 7.94728 7.68131 7.74793 10.512 7.26241 12.3587 8.50354 7.16216 6.91809 6.53401 6.51937 threshold=218.7180435814108 198.08560778803357 2.5000000000000004 0.8913816808369418 2.5000000000000004 35.000000000000007 553.50000000000011 48.000000000000007 0.72420095744893953 106.0017162471396 37.500000000000007 0.75302462054020103 1.2678139722708306 705.50000000000011 8.5000000000000018 45.917261889578043 894.25000000000011 33.000000000000007 1.5000000000000002 2861.0000000000005 15.822310447692873 3.5000000000000004 2.5000000000000004 1030.5000000000002 1.0000000180025095e-35 2.5000000000000004 244.25000000000003 5.5000000000000009 4676.5000000000009 56.859353329260095 237.84070572690777 -89.940933227539048 -19.440033912658688 55.875422917084158 0.77687259185517032 309.25000000000006 1.6860630285412264 56.940425872802741 0.9043314571921538 29.500000000000004 1413.5000000000002 225.90618432560146 1.3792038863735314 2.5000000000000004 64.516197204589858 6.5000000000000009 2.5000000000000004 0.67986772761221015 52.944448033580919 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 5 -1 12 15 21 8 16 -10 11 -11 13 17 18 -2 -5 26 20 46 -15 -7 47 -14 -25 -26 -3 28 -21 -9 32 42 -17 35 -35 37 39 -34 45 40 41 -36 -32 44 -44 -37 -20 -19 -24 right_child=2 4 -4 7 -6 6 -8 29 9 10 -12 -13 23 14 -16 30 -18 22 19 27 -22 -23 48 24 25 -27 -28 -29 -30 -31 31 -33 33 34 36 38 -38 -39 -40 -41 -42 -43 43 -45 -46 -47 -48 -49 -50 leaf_value=-0.0043504427896959436 -0.0048970847886353362 -0.0061619897127548912 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0.00065115820684354933 -0.015765322750306426 -0.00047650777120022617 leaf_count=14294 1627 1314 8815 34321 11021 12292 95385 36497 1985 51889 2318 42829 18041 86 4662 79254 5962 202 1095 238 7236 1512 24198 7248 2839 1406 76883 366 124 15161 2239 58890 512 650 494 13981 87 35 39582 107 149 213 87 442 25 161811 44055 457 44106 internal_value=0 -0.0122892 0.011485 -0.0214058 -0.00466933 0.0124891 0.00227668 -0.0190509 -0.014243 -0.00791977 -0.00972893 -0.0113437 -0.00296359 -0.000567256 0.0131923 0.015585 -0.0297864 -0.0059774 0.00881061 0.00374697 0.0405382 -0.0253645 -0.0141006 -0.0195987 -0.0399658 -0.0755583 0.00118654 -0.133592 -0.23461 -0.032016 0.0159257 0.02574 0.0138866 0.010886 -0.0863619 0.0116516 -0.158371 -0.123645 0.0119953 -0.187522 -0.219099 -0.262774 -0.0275219 -0.130034 -0.426745 0.0091128 0.00596143 -0.125381 -0.0130269 internal_count=929022 450833 478189 205256 245577 469374 109189 190962 139304 99021 97036 94718 234556 205022 57862 360185 40283 147160 53200 45878 7322 13804 68963 29534 11493 4245 78197 728 362 51658 358558 61683 296875 217621 1700 215921 1050 547 215374 963 856 707 2793 554 112 175792 45150 659 68304 shrinkage=0.0822902 Tree=34 num_leaves=50 num_cat=0 split_feature=16 30 16 16 20 0 0 9 5 7 17 25 21 11 10 1 27 11 20 17 7 7 9 23 23 9 5 25 21 24 28 27 25 14 25 7 1 28 4 7 24 25 18 22 25 27 4 14 14 split_gain=112.989 34.2887 16.9555 15.8526 12.4173 15.0191 11.9165 12.4299 13.049 11.1496 19.7231 16.4378 12.6587 12.1186 10.6935 10.4067 9.84297 8.67298 8.57171 8.49327 8.37486 8.4898 8.3204 8.29897 8.17604 8.05262 14.5076 8.89242 8.02601 7.90489 12.485 8.58932 7.82913 8.26162 7.77715 7.42382 7.34917 7.09246 6.85935 6.64006 6.58525 11.8463 9.35985 8.59149 7.82426 12.9751 7.70934 6.97339 6.55359 threshold=211.4078843762951 1.0000000180025095e-35 161.69526212503507 231.26686312840445 0.54426956309664842 29.500000000000004 33.000000000000007 0.97002439735556478 33.717773437500007 -7.5946431159973136 58.840361278785004 256.75000000000006 3.5000000000000004 0.82698179956244477 0.91747157922721001 5004.5000000000009 14.500000000000002 0.89222256242770648 0.78529032595250958 46.70329676159259 -44.940931320190423 -15.945394992828367 0.94936982729817221 0.13532381210758856 1.6429529565014731 0.92423226537606484 74.025836944580092 6793.5000000000009 2.5000000000000004 22.500000000000004 438.25000000000006 6.5000000000000009 779.25000000000011 20.493163023929061 340.25000000000006 -2.0454083681106563 4577.0000000000009 612.25000000000011 16.994116783142093 -79.196342468261705 10.500000000000002 625.25000000000011 4.5000000000000009 319.25000000000006 311.25000000000006 1.5000000000000002 6.0041637420654306 19.758299557557098 12.115828956490509 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 15 9 -3 34 18 24 28 22 11 12 -11 -12 36 25 -7 29 -4 -19 -17 -22 -2 -24 -8 -1 -27 -28 -9 31 -31 48 -33 -34 38 -30 37 -15 -6 -25 44 42 -42 -44 45 46 -20 -47 -13 right_child=1 4 6 -5 5 16 7 8 -10 10 13 17 -14 14 -16 20 -18 19 40 -21 21 -23 23 39 -26 26 27 -29 35 30 -32 32 33 -35 -36 -37 -38 -39 -40 -41 41 -43 43 -45 -46 47 -48 -49 -50 leaf_value=-0.004860446249856749 -0.00015080729048889743 -0.0027535859392061064 -0.0014104491165425866 0.0015261978625634273 -0.028009523038948041 -0.00072673676425133763 -0.0019515312948063346 -0.003665288672351958 0.0010805040378944147 0.0028279165869892005 -0.0012509037154486817 -0.012870083828953891 -0.019984976193996837 -0.0053774586931505759 0.010713690903861955 -0.003595007462765607 -0.0044248009678989559 -0.00030107126863467655 -0.026948739887531423 0.0019908611459178442 0.018698125312434526 0.002128808398230219 -0.036232907137886509 0.00046407053136215449 -0.0055826817754716374 -0.0024549631739004441 0.0035917728068157297 0.022703205611591976 0.0012740927740390992 -0.0202608281048457 -0.0016448764597726563 0.00016510801775418532 -0.0046872125093752378 0.0020963137287757115 0.00089896179798126786 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0.001257 -0.00903002 -0.0219819 0.0863425 0.00857686 -0.0615025 0.188506 -0.0950939 -0.0211442 internal_count=929022 592363 336659 519221 73142 53538 281126 158021 80747 331727 234900 232646 725 2254 1146 55533 21434 231921 123105 52646 1370 845 96827 76360 77274 54163 44592 1003 60042 179275 10344 168931 155401 25155 32104 51587 1033 974 217 76321 87454 36358 24001 772 51096 1545 183 1362 13530 shrinkage=0.0822902 Tree=35 num_leaves=50 num_cat=0 split_feature=16 9 13 31 0 17 20 6 20 0 19 0 27 18 29 21 13 22 26 5 14 0 24 28 22 28 32 13 24 27 0 21 14 17 5 13 28 13 25 19 14 1 16 29 10 20 25 24 20 split_gain=97.1006 25.4157 21.4188 19.1764 17.2236 16.1863 12.5416 10.8735 10.6444 10.1427 11.9398 9.86382 8.83335 8.9832 8.38597 8.36176 8.35054 11.9376 8.28848 12.7396 8.10183 10.5044 7.90477 7.82595 7.7807 15.9073 12.1346 8.48035 9.74572 7.83883 7.67518 10.7144 9.72902 7.43008 7.2887 9.92098 6.94822 6.76505 8.93901 6.91049 6.75921 6.48659 7.00445 6.32142 6.28892 6.18923 6.16269 6.13687 6.06797 threshold=218.7180435814108 0.9556224335960668 26.303757994153678 1.5000000000000002 22.000000000000004 70.464525169838126 0.67928519324795933 0.77272727484539083 0.52237235704695884 35.000000000000007 661.25000000000011 45.000000000000007 51.500000000000007 2.5000000000000004 0.10742227883659393 1.5000000000000002 51.54081530264385 877.75000000000011 1.5077069736745621 403.59759521484381 36.383404304320486 49.500000000000007 22.500000000000004 744.25000000000011 610.25000000000011 792.25000000000011 1.5000000000000002 19.103788279383895 21.500000000000004 28.500000000000004 22.000000000000004 6.5000000000000009 32.58968655695984 55.875422917084158 69.006809234619155 57.375212192741394 601.25000000000011 22.132523455509034 623.25000000000011 249.25000000000003 33.635730659164444 604.50000000000011 149.5315136476427 0.99998830792255178 0.52804512645614088 0.78529032595250958 647.25000000000011 24.500000000000004 1.1252828416240486 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 11 9 6 7 -1 14 -5 36 22 24 13 23 -4 40 41 -18 33 30 21 -19 -11 -9 37 26 27 28 -26 -29 -20 -32 -33 -10 35 45 -2 -3 -39 -40 -6 -17 -43 -24 -36 -7 -31 -48 -15 right_child=3 2 5 8 15 34 -8 12 18 10 -12 -13 -14 48 -16 16 17 20 19 -21 -22 -23 43 -25 25 -27 -28 29 -30 46 31 32 -34 -35 44 -37 -38 38 39 -41 -42 42 -44 -45 -46 -47 47 -49 -50 leaf_value=-0.0031416962690685247 0.00075732677393644293 -0.0025580412336110073 -0.010489795690981995 -0.0026239061779591284 -0.0023328350097946531 -0.002313638823328953 0.00023362027138245967 -0.0024952921181639158 0.00090169489553639523 -0.00072265240569081976 0.00086604140637692323 -0.0031920216302860184 -0.030283423486091466 0.00062817169189684306 0.00018469968617828425 -0.0032520827532237164 -0.0075353218261092784 0.00081690022376748736 0.0007720207203154452 -0.046648759773326054 -0.0059103042540011481 -0.0050668804069909706 -0.0012166133516494264 -0.00010850858744096993 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8.44991 8.34961 8.01736 9.4392 12.2985 9.58654 19.9589 9.46854 11.8382 9.00964 8.95811 10.0543 9.24621 7.81692 8.3676 7.72146 9.31719 7.67527 7.4149 7.15309 7.14785 7.13269 6.98263 6.90348 6.77866 6.67044 15.5504 6.64881 6.64506 6.62461 6.53669 6.45446 6.33706 6.29951 threshold=203.51691824966082 1.0000000180025095e-35 226.86818260120589 35.045548654244314 1.436423705868449 0.85809497721627703 0.89874455684786925 2.5000000000000004 0.77496312234386444 0.1715353170166499 6793.5000000000009 0.065021865560614955 448.25000000000006 6.5000000000000009 544.25000000000011 49.500000000000007 35.000000000000007 9.5000000000000018 17.994492530822757 43.331475451951142 21.616251516010376 2.5000000000000004 60.54076769326003 0.74054690324630512 46.500000000000007 30.989280393638463 26.500000000000004 1.0365894227804555 661.25000000000011 29.973386764526371 33.390738596665706 170.99310250487983 -1.847610294818878 51.073954481881792 723.25000000000011 136.50000000000003 58.560330012733303 0.46949245278761764 4.5000000000000009 26.303757994153678 11.500000000000002 62.645183950935895 0.74263592975852766 29.500000000000004 0.83337286527514243 1.3552695266724413 36.000339508056648 0.41137888759839986 137.02996026178616 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 11 4 5 -3 -1 15 9 46 30 -2 -10 14 16 -6 -13 18 19 -16 21 -20 24 -24 35 34 -27 32 39 -30 31 -11 -28 -18 -22 -23 44 -4 -25 47 -32 -42 -38 -36 -14 -37 -8 -19 -34 right_child=1 3 37 -5 7 -7 8 -9 12 10 -12 13 36 -15 17 -17 33 28 20 -21 25 22 23 38 -26 26 27 -29 29 -31 40 -33 48 -35 43 45 42 -39 -40 -41 41 -43 -44 -45 -46 -47 -48 -49 -50 leaf_value=-0.0032001508835351649 -0.024006476138633791 -0.0021425481978172723 0.0047545162744172011 0.00067641264717698891 -0.0049161304060030926 0.00044593772622707737 -0.0040638452688185221 -0.0010022824038283004 -0.0035106702682708023 0.0010226768258606942 0.0078323904969748327 7.3497388483363349e-05 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3902 18481 1689 33035 3626 275206 40 11257 508 3922 9012 128 13618 235 79 1063 23 internal_value=0 0.00584509 0.00818484 -0.00976416 -0.0179292 -0.0121631 -0.015669 -0.05229 -0.0138435 -0.00875621 -0.00662632 0.00298461 -0.0223286 0.00309224 0.0029486 -0.0815742 -0.00516811 0.00657647 0.00454422 0.072614 0.00382953 -0.0111824 -0.00834919 -0.109107 -0.00561288 0.00715533 0.0101706 -0.0182878 0.0248766 0.0469483 -0.00754775 0.0300118 -0.0490043 -0.0194647 -0.0117449 -0.00507395 -0.0172008 0.0140093 -0.209301 0.00843997 -0.00906418 0.0290744 0.0042773 -0.071795 -0.0219999 -0.00416301 -0.0464481 0.0836265 -0.0713071 internal_count=929022 679673 591074 88599 60934 52178 249349 8756 231174 144525 136795 312270 86649 312156 311929 5061 96354 215575 194028 2016 192012 34824 34343 908 33435 157188 135561 11373 21547 9197 135568 5261 5264 28688 21627 33399 69198 278804 513 12350 130307 4430 12638 1817 56560 33270 7730 1093 3925 shrinkage=0.0822902 Tree=37 num_leaves=50 num_cat=0 split_feature=16 20 0 14 27 14 30 28 26 29 27 9 11 21 27 26 16 21 11 21 25 19 23 9 30 25 18 13 25 20 26 20 23 26 0 23 7 26 23 14 14 27 9 30 13 16 9 20 28 split_gain=71.3261 22.7297 21.2855 13.1105 11.2802 19.7946 11.0869 10.9598 10.61 10.4086 10.2933 10.1471 16.1601 10.9037 9.9232 9.35275 9.1015 8.97095 9.15375 8.77522 8.52875 9.30483 9.97117 8.24991 7.91136 7.88402 21.4998 24.2639 23.269 18.1502 11.6106 10.6243 9.60667 8.64922 7.85685 7.82281 7.53164 17.0234 10.0201 7.35794 7.287 7.28146 7.13205 7.11957 7.01623 7.07717 6.95777 7.75248 6.89105 threshold=203.51691824966082 0.67252618500421679 33.000000000000007 18.286083501334918 14.500000000000002 12.51135908976938 1.0000000180025095e-35 694.25000000000011 1.7451064453478311 0.065021865560614955 2.5000000000000004 0.96534891698987046 0.72061297567590488 2.5000000000000004 9.5000000000000018 0.61597852128204844 229.73775603669452 4.5000000000000009 0.75191867524348355 7.5000000000000009 695.25000000000011 869.25000000000011 1.9151745253922472 0.97677906240030199 1.5000000000000002 1183.2500000000002 1.5000000000000002 52.051838238024835 1380.2500000000002 1.1624917437252316 1.2068007939719798 0.90091409852081672 0.97237970576898369 0.34608459897970434 22.000000000000004 0.79953243317838874 -89.940933227539048 1.1498993556330472 1.5312349903938522 28.349916489847981 12.115828956490509 17.500000000000004 0.95108915328107979 2.5000000000000004 26.438347771868198 106.0017162471396 0.97015613914885768 1.1984674104521436 309.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 24 4 10 5 14 7 -5 41 -7 -4 34 23 -14 17 -6 19 18 -3 -17 21 -21 -23 -13 42 -11 36 28 29 31 -29 -28 -32 -30 35 -1 37 -27 -39 -33 48 -8 -2 -10 -15 -46 47 -35 -12 right_child=1 2 3 6 15 9 8 -9 43 25 40 12 13 44 -16 16 -18 -19 -20 20 -22 22 -24 -25 -26 26 27 30 33 -31 32 39 -34 46 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 45 -47 -48 -49 -50 leaf_value=-0.001941642359606167 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0.013286598653364665 -9.3035141437992645e-05 0.0040556119289919968 0.0021743697983421825 0.0087372473472782652 leaf_count=18039 3764 334 282 101224 5608 117 11916 92852 2497 133974 154 10633 22134 42394 978 78763 94881 286 1597 36313 7320 404 151 2743 25437 1433 98 2180 161 152 21 57 892 243 79850 17565 41679 266 105 267 7243 3807 19183 1968 269 55887 174 109 618 internal_value=0 0.00531886 0.00692023 -0.000948221 0.0112065 0.0169792 0.000562104 0.00288212 -0.0217412 0.0183495 -0.0399513 -0.0144505 -0.00853245 -0.0121877 -0.06105 0.00642375 0.00538566 -0.0980649 -0.073584 -0.000292651 0.0109864 0.00479595 -0.123707 0.0244463 -0.0155696 0.0185414 0.00752115 -0.0594752 -0.17639 -0.325002 -0.0118098 -0.431723 -0.106484 -0.052222 -0.0213223 -0.00896825 0.0142296 -0.0490299 -0.239945 -0.518987 -0.0333445 -0.00952452 -0.00210648 -0.064761 -0.00768297 -0.000351727 -0.114299 -0.195161 0.0590132 internal_count=929022 679508 631124 222561 408563 185123 214264 194076 20188 181928 8297 249514 134060 120684 3195 223440 217832 2217 1931 122951 44188 36868 555 13376 48384 181811 47837 4354 1261 574 3093 422 913 687 115454 35604 43483 1804 371 324 8015 15723 22947 4465 98550 56156 526 352 772 shrinkage=0.0822902 Tree=38 num_leaves=50 num_cat=0 split_feature=0 20 14 0 29 19 21 28 29 15 4 11 14 7 29 29 22 29 13 25 8 19 23 17 30 4 29 4 14 7 22 9 11 21 28 28 27 25 25 4 14 14 9 15 27 14 4 11 22 split_gain=43.1687 29.7427 27.4217 13.4087 14.2928 11.8724 11.5661 18.7354 11.9425 11.4464 10.7362 13.2068 9.9617 9.80956 10.3397 9.80017 9.73969 9.67137 9.4623 9.45621 9.32242 11.3712 11.9189 10.2584 9.22354 8.67232 8.30528 8.26506 14.122 15.1203 18.067 14.2944 12.2485 8.0192 10.8135 9.2097 9.49557 9.38134 9.88426 8.65916 7.86025 7.85801 7.36712 7.87923 8.91333 7.32525 7.25776 11.3137 7.67054 threshold=35.000000000000007 0.78529032595250958 20.17049726097839 49.500000000000007 1.415412895927602 565.75000000000011 1.5000000000000002 4070.7500000000005 0.065021865560614955 0.28617837276148511 114.05690765380861 0.67034398242055449 49.969002134843329 -89.940933227539048 1.7709333148410356 1.1626445065639068 853.75000000000011 0.6589951703386675 35.295141673978812 761.25000000000011 1446.5000000000002 3937.5000000000005 0.35411129805263558 41.187077930808222 1.0000000180025095e-35 38.638402938842781 1.9875996359756483 42.001071929931648 30.27827842496426 -1.0000000180025095e-35 3889.5000000000005 0.97978331859167578 0.68925125054157321 1.5000000000000002 309.25000000000006 398.25000000000006 2.5000000000000004 444.25000000000006 2584.7500000000005 10.008792877197267 24.311767903215966 52.434499954642341 0.9530410761470095 0.75007194627911045 49.500000000000007 15.834144815777057 5.0399255752563485 0.90557002816704746 556.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 15 19 18 33 8 10 -7 27 -8 -12 24 14 17 -2 46 25 -5 42 40 22 -22 -24 -6 -11 -16 28 32 -30 -31 -32 -10 35 39 36 -3 -37 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6.12278 9.45127 7.30995 6.09478 threshold=203.51691824966082 136.50000000000003 33.000000000000007 19.122763195963842 1.5000000000000002 64.00000381469728 0.96534891698987046 65.302279612884135 1.0000000180025095e-35 1.2749096409791403 4097.0000000000009 692.25000000000011 1.5000000000000002 0.065021865560614955 14.849242687225344 63.473611075682093 44.587759801235535 2102.5000000000005 22.000000000000004 1183.2500000000002 1.5000000000000002 52.051838238024835 -89.940933227539048 172.98810814922015 1380.2500000000002 0.87059491219870477 1.0760047505938244 0.83804246060513321 658.25000000000011 40.977786439176832 227.68237784286325 4031.2500000000005 0.61338942421141696 1368.2500000000002 25.938387870788578 907.25000000000011 129.02117156982425 0.91068440884092106 10.082061040784881 -63.338815689086907 6.5000000000000009 194.75000000000003 1116.2500000000002 517.25000000000011 0.79953243317838874 2.5000000000000004 -12.489401340484617 309.25000000000006 81.213542938232436 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 41 12 4 -4 43 18 10 11 -10 45 -5 13 -3 15 -15 -17 -18 44 28 22 24 23 31 25 -22 30 -26 40 -23 -27 32 34 -32 35 -21 -36 -24 -39 -40 -14 -2 -31 -6 -1 46 -8 -47 -9 right_child=1 2 3 8 5 -7 7 48 9 -11 -12 -13 19 14 -16 16 17 -19 -20 20 21 29 37 -25 27 26 -28 -29 -30 42 33 -33 -34 -35 36 -37 -38 38 39 -41 -42 -43 -44 -45 -46 47 -48 -49 -50 leaf_value=-0.0017087788161045977 -0.012737157605946355 -0.018001191899887456 -0.0097655416173064412 -0.0003012975148959867 0.00042531135469068621 0.015485766474182493 0.00042584468959091777 0.0021916790614934494 -0.00047893232464042246 -0.0041049252764552187 -0.020315491074999057 0.00076254515155283213 0.00044490948686864317 0.0093125473184420687 0.0033220264771888987 -0.030233714107693169 0.0063764453933262003 -0.034145922177693043 -0.0019837521691891259 -0.034430845508137652 -0.0029896334837907663 0.0012699766418835647 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20.1411 13.0125 10.0141 8.83268 15.8821 8.24834 8.18269 8.12593 12.5485 12.542 8.27475 8.12238 7.69046 7.60305 8.57238 8.87577 7.38646 11.8397 9.51547 9.13348 8.97319 7.82471 7.19498 8.5236 7.33557 7.19214 7.65377 7.09668 8.16975 7.49696 7.0221 11.2488 8.03061 7.51295 threshold=35.000000000000007 0.78529032595250958 20.17049726097839 0.9596793097711841 0.70431705611756346 2.5000000000000004 49.500000000000007 726.25000000000011 15.654095189247627 0.834512956655313 904.25000000000011 2.5000000000000004 0.065021865560614955 1.5000000000000002 37.121692691060773 1183.2500000000002 41.713373460465952 2000.5000000000002 1446.5000000000002 1.0255298380859719 4821.0000000000009 0.69170064270767606 -16.699242591857907 256.75000000000006 3.5000000000000004 0.49086769169074701 854.75000000000011 1.1626445065639068 23.072663307189945 14.500000000000002 20.67984510897131 1.0399248369820409 3.5000000000000004 4070.7500000000005 144.901969909668 -58.993291854858391 2217.5000000000005 6.4708937198067646 0.97178973961965642 0.39074343771133796 0.36677396956543867 0.45964019095558711 656.10764773832489 0.7164695895336064 188.60513305664065 1.0000000180025095e-35 0.90557002816704746 1.654485129684202 558.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 26 27 5 -5 -4 21 10 9 -9 22 -12 -10 -14 17 -16 18 20 19 -17 -15 -6 25 24 -24 -3 45 -2 29 -27 -31 32 33 36 40 -34 -18 38 -7 -40 -35 -42 -20 44 -44 46 47 48 -1 right_child=2 7 3 4 6 37 -8 8 12 -11 11 -13 13 14 15 16 31 -19 42 -21 -22 -23 23 -25 -26 28 -28 -29 -30 30 -32 -33 35 34 -36 -37 -38 -39 39 -41 41 -43 43 -45 -46 -47 -48 -49 -50 leaf_value=-0.0013435886030282113 -0.0017244448415990451 -0.011387450307321424 0.0019417114829138079 0.00071901391509497485 0.0032049475359718408 -0.0014750365890887763 -0.021184251099871376 -0.02424834615334286 -0.024745588362347221 0.0029568552017711154 -0.0011665009070043896 -0.015529928276003508 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16046 3502 283 37 85 861 409 1148 335 1769 57 445 20 78 118 22611 6459 82 24436 internal_value=0 0.00449285 -0.00774177 -0.00379457 0.00018914 -0.014497 -0.00696308 0.00713844 0.01251 -0.155026 0.00395195 -0.0288762 0.0128679 0.0130163 0.00996082 -0.0185353 -0.0425669 0.0142416 -0.0131911 -0.248432 0.0126979 -0.00653509 0.00479449 0.00172071 -0.0884436 0.0135188 -0.00947686 -0.0226531 0.0142088 0.0206347 0.00835352 -0.0774545 -0.121455 -0.192737 -0.276594 -0.0493014 -0.0947465 -0.0186374 -0.020031 -0.0826352 -0.324638 -0.355998 -0.00774395 -0.186074 -0.0398612 -0.00526434 0.000813957 -0.00438083 -0.00385409 internal_count=929022 588936 340086 268904 195962 72942 106694 495162 184367 393 310795 7777 183974 183887 152874 19966 12697 132908 6893 156 128833 106512 303018 224072 1533 78946 93774 71182 78589 55080 27972 5804 2302 1158 624 1144 534 65791 64643 2104 539 502 6737 216 138 77829 55218 48759 48677 shrinkage=0.0822902 Tree=41 num_leaves=50 num_cat=0 split_feature=0 20 13 29 28 11 7 11 6 11 4 28 9 17 28 14 29 29 13 4 26 11 25 32 28 22 20 29 32 23 15 22 7 24 13 24 20 17 24 23 31 29 29 9 19 18 28 4 4 split_gain=29.0238 28.2278 15.6983 12.1976 11.0729 10.0276 9.81023 12.8158 16.5008 15.2451 19.5778 13.9774 11.0315 14.9626 10.8194 10.2257 11.39 9.34989 13.0498 12.3281 8.75432 8.4753 8.43354 10.3023 17.0676 20.6969 8.23437 8.21218 7.9067 13.3624 19.3365 11.8451 8.32984 12.7566 11.6135 10.0912 8.58737 8.10517 7.90314 9.87 7.85495 7.76082 7.46636 7.41875 7.3844 7.19942 15.1839 16.4805 12.0809 threshold=48.000000000000007 0.69290665014178632 24.838298295553681 0.065021865560614955 22514.250000000004 0.7437627921933635 -1.0000000180025095e-35 0.89027995471960997 0.42854654739822245 0.68159295039591661 41.271652221679695 960.25000000000011 0.95502315309610075 47.095495829487469 309.25000000000006 14.10212236442206 1.0890712300576035 1.5413731084098241 29.902323187719343 47.309988021850593 1.5614822738969354 0.6486877705627706 871.25000000000011 1.5000000000000002 1313.2500000000002 1059.2500000000002 1.0653437218721875 1.0583278997350041 1.5000000000000002 0.35411129805263558 0.36841585129994647 702.25000000000011 -86.930091857910142 4.5000000000000009 31.382026304514373 2.5000000000000004 0.36769512910391955 62.241130714028536 20.500000000000004 0.48011025804390289 1.5000000000000002 0.56687984575067563 0.46149996149996159 0.67782154008676343 466.25000000000006 2.5000000000000004 407.25000000000006 8.021576404571535 18.800172805786136 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 22 45 5 6 -4 12 8 9 10 11 -8 13 42 -11 -13 -17 18 -2 40 -6 -14 28 24 25 -24 -15 -28 29 30 -1 -32 33 34 -31 -34 -35 38 -37 -40 -19 -26 -5 -22 -33 48 -47 -48 -3 right_child=17 2 3 4 20 -7 7 -9 -10 14 -12 15 21 26 -16 16 -18 19 -20 -21 43 -23 23 -25 41 -27 27 -29 -30 32 31 44 35 36 -36 37 -38 -39 39 -41 -42 -43 -44 -45 -46 46 47 -49 -50 leaf_value=-0.0059239243659178461 -0.0023120336636017046 0.00041204213779734693 -0.021833691632724118 0.0073132337023393617 0.0057487844961908868 0.0014824542054437094 -0.0069766049812833098 0.00098396776897735324 2.6005771368450264e-05 -0.017809769939352044 0.0025800695722564796 0.001923351490175914 0.0026827044988770002 -0.00019529049552537449 -0.0015235610215796767 -0.03558113523600772 -0.00090377611946160946 -0.0029061121048984855 -0.00035427520994390794 0.00084310761171988455 -0.046099803760583591 0.00101192260750255 -0.0086011810110351149 -0.0016305530683906279 -0.011360890172779884 0.0041639736276206755 -0.0060463963733503349 -0.0013444689365786587 -0.0019540372482572763 -0.0035750129073130448 0.0017498211149837035 -0.0010876129996490744 0.014891460007540321 -0.01755589832882758 -0.039239613581403654 -0.0015654851404239664 0.0067280871635844158 -0.0075651020444515342 -0.0063341450892898605 0.0067381713428150128 -0.0074581363160749776 -0.028438532450928193 0.00095862004939937314 0.0015647677326387902 0.0096313092882806487 -0.0094796004127459341 0.016904930403264785 -0.0020847361442915373 -0.0033784273564369961 leaf_count=1718 31091 25582 302 1277 3424 213 513 96437 254144 283 524 78 24146 44767 11535 411 76 8373 89213 4269 41 138414 2009 15425 976 1504 3353 10069 24398 404 7671 525 257 103 73 27807 2313 1416 514 1636 3702 221 64118 48 2545 1911 318 11551 7324 internal_value=0 0.00227808 0.00443485 0.00569917 0.00582038 -0.148138 0.00551783 0.00207374 -0.00148855 -0.0356631 -0.127207 -0.204281 0.00989904 0.00277787 -0.0232538 -0.312783 -0.366623 -0.0135025 -0.0104536 -0.0359446 0.0618117 0.0153128 -0.0142394 -0.0323141 -0.0732489 -0.0381104 -0.00888684 -0.0306121 -0.00914081 -0.00155642 0.0265166 0.0422723 -0.0116877 0.039674 -0.109772 -0.0163854 0.0691796 -0.0180021 -0.0145076 0.0439053 -0.0522746 -0.176375 0.0131572 -0.247819 0.0947655 -0.0132811 -0.0324708 -0.0191512 -0.00524504 internal_count=929022 792374 700859 654173 653658 515 650145 364001 267564 13420 1602 1078 286144 123584 11818 565 487 136648 120304 16344 3513 162560 91515 20135 4710 3513 58189 13422 71380 46982 12459 10741 34523 2893 477 31630 2416 31373 29957 2150 12075 1197 65395 89 3070 46686 13780 11869 32906 shrinkage=0.0822902 Tree=42 num_leaves=50 num_cat=0 split_feature=16 16 17 21 15 8 22 22 29 32 22 32 15 27 23 18 1 4 18 5 25 11 27 28 13 15 8 16 28 18 15 27 21 21 24 20 1 25 28 24 15 22 5 6 24 11 17 6 16 split_gain=36.6605 12.2332 10.1083 10.9678 11.445 11.3986 11.8809 11.0036 12.8372 8.87389 9.19343 8.35303 8.28905 8.0164 11.0921 7.70129 7.02281 6.98902 6.90878 6.6948 6.50918 6.48796 7.56585 10.6551 18.0134 6.70587 8.25089 6.4396 9.23974 15.3594 10.004 9.58032 13.9488 9.44232 9.53404 8.24742 10.6326 12.4421 7.1351 7.06439 6.70742 6.48434 7.40205 11.4701 6.94305 6.46675 26.4357 9.34581 7.91689 threshold=220.11999094517014 161.69526212503507 44.783611514537476 7.5000000000000009 0.38287996184375095 1152.5000000000002 676.25000000000011 884.25000000000011 0.80270938687049953 1.5000000000000002 686.25000000000011 2.5000000000000004 0.65875639485907422 7.5000000000000009 0.32435946861161763 6.5000000000000009 5004.5000000000009 136.20917510986331 2.5000000000000004 64.00000381469728 13671.250000000002 0.92712500600086423 27.500000000000004 463.25000000000006 25.717105351464465 0.14392365216334166 10464.500000000002 243.50895236941366 1047.2500000000002 1.5000000000000002 0.44306035916831638 14.500000000000002 5.5000000000000009 10.500000000000002 6.5000000000000009 1.0679415678745217 1259.5000000000002 1414.2500000000002 1180.2500000000002 8.5000000000000018 0.22816341483271599 766.25000000000011 99.689933776855483 0.23058226237160465 12.500000000000002 0.74857346357346366 54.806846742149908 0.63636363930093764 226.86818260120589 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 9 4 7 6 15 8 13 10 -3 21 -6 -4 -15 -5 -1 -18 20 -20 -9 22 25 24 -24 26 -2 28 41 -30 40 32 35 34 -33 36 38 39 -32 -38 -31 42 45 -44 -45 -27 -47 48 -48 right_child=11 2 3 5 12 -7 -8 18 -10 -11 -12 -13 -14 14 -16 -17 17 -19 19 -21 -22 -23 23 -25 -26 27 -28 -29 29 30 31 33 -34 -35 -36 -37 37 -39 -40 -41 -42 -43 43 44 -46 46 47 -49 -50 leaf_value=-0.0017986058884349283 -0.0032926969484480856 0.0010007756802159491 -0.0070491864820872475 -4.7003934135744862e-05 -2.4175681052144335e-05 -0.007172779499334786 0.0024905907078173663 -0.0014158339045065877 -0.0082927779720676741 -0.0016090586939173108 0.0051088277683732008 -0.0020545480986755493 -0.0008924762900734902 -0.005027024427908631 0.0036032107691626953 0.019142470144818482 0.0057962193507390958 -0.017119867016347993 -0.0082335654781969976 0.019211173625776255 0.011232411232207052 0.0016427812307108845 -0.016463203553613356 -0.00013138654542997036 -0.0016626089438465485 0.0014073084975175221 -0.025965408830874649 0.0024087276731734647 0.00015315459114181772 -0.0091702725503586806 0.00022161513510291793 -0.041588721304512334 -0.025554481955171883 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8.30749 5.65471 5.5887 5.58171 5.44679 7.34865 threshold=203.51691824966082 20.072751322751326 1.0000000180025095e-35 1.4647369401000108 2.5000000000000004 36.500000000000007 0.41137888759839986 6.5000000000000009 1.5000000000000002 0.91537484313320439 70.000457763671889 0.52804512645614088 59.520118556096556 0.25525891344590407 1.5000000000000002 145.1671656686627 36.639725606702115 8.5000000000000018 28.144269943237308 1.6047041535203357 1519.2500000000002 136.50000000000003 5.5000000000000009 21.500000000000004 9.5000000000000018 1.2796227932037871 641.25000000000011 23.500000000000004 859.25000000000011 6.5000000000000009 8.5000000000000018 9.5000000000000018 0.55857562992377707 21.966128349304203 78.097979746446683 18.000169754028324 27.500000000000004 1.5000000000000002 0.88969414725912077 37.500000000000007 1.0085046109336389 20.640545679422452 495.75000000000006 518.75000000000011 11.500000000000002 544.25000000000011 0.24465126310812571 0.82019224995544671 98.770418095884608 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 7 8 -5 9 -7 21 -4 -1 15 -12 14 -14 -13 -11 46 18 -18 26 -20 22 24 -24 -2 -8 27 30 33 -30 31 38 -29 34 35 37 -36 -28 39 40 -19 -42 43 -34 -44 -37 -17 -22 -49 right_child=1 -3 3 4 -6 6 25 -9 -10 10 11 12 13 -15 -16 16 17 19 20 -21 47 -23 23 -25 -26 -27 28 32 29 -31 -32 -33 42 -35 36 45 -38 -39 -40 -41 41 -43 44 -45 -46 -47 -48 48 -50 leaf_value=-0.0021053730642382885 -0.020270352351096598 0.00066308508554569628 0.00041447103547132496 -0.005557427782646702 -0.00019523314252040594 -0.0094630374655014435 0.0034043500959642374 0.01347257199102231 -0.0017088509787559279 -0.0023823865473184898 -0.01947291158840957 -0.0019276643147343663 0.034038299425153754 0.0055408252065412104 0.010628070171645866 -0.0021833814919892548 -0.0023070676514115708 0.00092054392528499154 0.0034189835780428961 -0.0043572191737106664 -0.00055440639307418574 0.00017682927607927845 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0.034233 0.0402101 0.0757255 -0.000496701 -0.00976836 -0.00821214 -0.00991769 -0.0222512 -0.00658781 0.0190751 0.00180633 -0.0528276 -0.000479939 -0.207982 0.0354801 -0.00552629 -0.0105333 0.00230207 -0.0203145 -0.0056679 -0.00778035 -0.0333222 0.0080072 0.0188542 0.00118347 0.0360678 0.040106 0.00283881 0.00728774 0.0204129 0.0709938 -0.0465942 -0.0867431 -0.0335483 -0.016385 0.0193146 -0.036267 -0.167549 internal_count=929022 679705 365746 48008 7832 249317 6224 317738 40176 243093 218800 4817 4713 2517 2196 213983 197926 186378 39622 146756 4865 317482 1978 1479 499 5725 143471 87504 55967 11274 72109 68921 15395 44693 25101 12386 12715 3852 33270 29858 16977 2619 10993 2696 8297 8534 11548 1405 258 shrinkage=0.0822902 Tree=44 num_leaves=50 num_cat=0 split_feature=16 8 9 11 11 7 9 16 20 22 22 28 21 21 24 13 9 18 24 19 10 5 9 13 22 28 12 21 6 16 22 19 21 4 5 16 26 4 14 28 9 13 30 11 13 5 15 24 28 split_gain=27.6665 9.2699 8.61765 9.67231 7.84044 9.42058 10.2224 10.089 8.48641 7.94967 7.30705 7.51007 9.76815 6.7633 6.83585 6.31836 6.24426 5.87257 10.5163 8.28804 6.76979 11.2534 8.83913 20.3641 12.7176 6.69764 6.5369 6.38269 14.7739 8.10937 5.97873 13.5954 5.80339 7.84721 6.98045 6.53499 6.49708 5.79522 5.59979 5.48527 5.45117 5.37885 6.11053 5.29309 8.25835 5.18767 5.13977 8.84255 11.1157 threshold=206.8479552724408 156.50000000000003 0.96534891698987046 0.72061297567590488 0.92712500600086423 -1.0000000180025095e-35 0.95439869706840408 228.15919448010274 1.1434165508649194 5864.2500000000009 277.25000000000006 559.25000000000011 3.5000000000000004 2.5000000000000004 6.5000000000000009 39.330335123809476 0.97649044539048913 3.5000000000000004 20.500000000000004 290.75000000000006 0.97178973961965642 79.000747680664077 0.91068440884092106 191.80981007731774 3216.7500000000005 698.25000000000011 217.68124086713192 10.500000000000002 0.51614392447152491 216.58239279086914 1016.7500000000001 1011.2500000000001 1.5000000000000002 38.638402938842781 83.622489929199233 139.55025643668981 3.5113870262002886 49.000072479248054 16.480233280806598 309.25000000000006 0.97677906240030199 52.613480524930999 2.5000000000000004 0.83628549149121612 68.86581952668287 203.0592956542969 0.76430834911869239 23.500000000000004 446.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 32 16 5 6 7 8 -3 -8 11 12 -7 14 -5 39 -4 20 30 -20 46 -22 23 24 26 27 -23 28 29 -21 -19 -32 33 34 -1 36 45 -17 -14 -15 -31 -37 43 -43 -45 -34 -12 -48 -49 right_child=1 4 3 13 -6 10 9 -9 -10 -11 17 -13 38 15 -16 37 -18 18 19 25 21 22 -24 -25 -26 -27 -28 -29 -30 40 31 -33 35 -35 -36 41 -38 -39 -40 -41 -42 42 -44 44 -46 -47 47 48 -50 leaf_value=-0.00025236126095575206 -0.0022089610803572284 -0.00037264820731517468 0.00082692437386659029 -0.0011180955030052648 0.0014794213876467566 0.003258883248362379 0.00097854998400781707 0.00073577073372584696 -0.0033290828334094844 0.0049857879485974534 0.00036324012499564662 -0.016993012026237677 -0.01463661262543259 -0.0088503189676944951 -0.0048440057064483288 0.0019099019604607789 0.0048749149923019387 0.00039302312815426064 -0.021646214705507906 0.0062373185742908444 0.004946339984524999 -0.04402377702747106 -0.0040925635223430738 0.0038348490074323772 -0.054096619162771739 0.0040238497072731293 -0.0091014775333064218 -0.0026262172502482016 -0.0029977578672705798 -0.032836620988845149 -0.045443344075315077 0.0090595622021788433 -0.004008650685433858 0.0035598958149668041 -0.0094594543319737462 -0.00096061151231219874 0.014358647197608407 -0.032123473092011821 0.0007451714883858722 -0.00036126081378815033 -0.0099045205196260349 -0.0036721148746356202 0.0022404705109221029 -0.0046653909340502401 0.013060652378241343 0.020478028367169696 -0.00025098252530849637 -0.031727082993949329 -0.004338203589212066 leaf_count=8658 9860 43359 11952 20531 38029 831 148165 62872 7750 3430 207791 304 504 518 3981 9679 3291 14698 161 60 653 49 1256 189 103 885 140 8669 934 254 61 63 8389 3889 596 92165 135 34 235 104133 97 12059 1529 381 334 59 93321 106 1880 internal_value=0 0.0035837 -0.00828137 -0.00324249 0.00405479 0.00317057 0.00761358 0.000458588 -0.00997631 0.0129933 -0.000370251 -0.0626378 -0.0347814 -0.00586706 -0.0209408 -0.00263626 0.0206695 -1.81087e-05 -0.014481 -0.0378161 0.00120724 -0.0518058 -0.0938784 -0.209151 -0.37469 -0.034489 -0.220627 -0.0418584 -0.105953 -0.263946 0.00293133 -0.215729 -0.0143393 0.00556767 -0.0102727 -0.0166134 -0.0431574 0.0217616 -0.118425 -0.0049007 -0.322022 -0.0144735 -0.0325163 -0.0396673 0.0439302 -0.0466354 0.00162526 -0.00445513 -0.0704829 internal_count=929022 646709 282313 154119 636849 598820 265576 113981 51109 151595 333244 1874 1570 138876 24512 114364 15243 331370 25882 11060 305488 2390 1737 481 292 10899 189 10014 1345 411 14822 124 128194 13143 9254 115051 8583 9713 739 104651 351 106468 14303 12774 715 8448 303098 95307 1986 shrinkage=0.0822902 Tree=45 num_leaves=50 num_cat=0 split_feature=0 20 7 25 11 27 24 27 27 17 6 14 11 14 25 23 6 27 29 8 25 6 29 9 14 25 30 28 22 27 24 25 7 6 24 23 7 10 7 5 17 27 12 5 14 27 28 25 27 split_gain=20.0908 18.3891 10.3939 15.303 12.0661 14.9553 12.4264 11.5203 10.2498 14.0183 9.46698 15.0164 22.1726 10.2642 9.38851 9.00128 13.4211 10.5582 8.69324 8.36367 7.87502 16.6053 7.66605 7.53446 7.00725 7.00647 8.11533 12.8011 17.6971 6.97243 6.95718 12.893 14.9521 20.8017 14.5247 14.1661 11.8615 8.01845 8.90507 14.2513 8.78777 8.41047 7.61974 7.16354 9.71507 10.391 7.14545 6.95306 11.6263 threshold=48.000000000000007 0.69997478567826532 -1.0000000180025095e-35 256.75000000000006 0.87626518737066417 6.5000000000000009 4.5000000000000009 1.5000000000000002 14.500000000000002 67.579094915018302 0.47376066811614598 44.174505234239895 0.68159295039591661 20.739380206468635 889.75000000000011 1.4551181293305089 0.23058226237160465 20.500000000000004 0.065021865560614955 347.50000000000006 3731.5000000000005 0.52489012517379774 1.0678968690519848 0.9440013253810472 7.5660564254013742 871.25000000000011 1.0000000180025095e-35 1313.2500000000002 1059.2500000000002 1.5000000000000002 1.5000000000000002 1183.2500000000002 -50.194429397583001 0.88888889221901013 2.5000000000000004 0.92171008980610669 -84.259235382080064 0.94094592591084369 -34.992017745971673 29.00000095367432 43.312989328815796 6.5000000000000009 568.1787155501903 129.02117156982425 76.704546074155999 3.5000000000000004 1800.2500000000002 3154.5000000000005 10.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 25 8 7 5 6 10 -4 18 15 11 12 13 29 -8 -10 17 -17 -3 -12 23 -22 -15 -7 -14 -1 27 28 -27 -5 -20 -32 33 42 -35 -36 -37 38 39 -34 -40 46 43 44 -33 -46 -41 48 -38 right_child=-2 2 3 4 -6 20 14 -9 9 -11 19 -13 24 22 -16 16 -18 -19 30 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31 31 32 37 34 35 36 47 -39 40 41 -42 -43 -44 -45 45 -47 -48 -49 -50 leaf_value=-0.0005570012258946591 -0.00092810986599403027 -0.013664658496168425 0.011087211647666927 0.020344081976690156 0.00068279547894146064 0.0011727274569074502 -0.0043083452572675153 -0.0097384550688267586 0.00014732322005440521 0.0032393400388260468 -0.0059707360428546252 0.0029316746430235658 0.011396271538830497 -0.032610467074266625 -0.014300229191558482 -0.025821960259705411 -0.0016495088772033634 0.010111016865541486 0.0029918139589984027 -1.4847946401323455e-05 -0.032398183698968519 0.0011668260963877397 0.00010051155764504933 -0.00021744654028951692 -0.0049620064325988332 -0.0078976861042071404 -0.0013947133301077011 -0.01293340648605488 0.0040100620857110841 -0.01372272582740648 0.0014312027420891281 -0.001124120018507885 -0.028807174840732787 -0.00010945290147407858 0.00029117906492837423 -0.0068503195116925352 -0.011373544262689123 0.0033626074326398836 0.00094327171959174803 -0.00015661057085395773 -0.0030964205591735672 -0.001543614628793977 -0.007797334458424122 0.0040383717068078612 -0.0016739176438356495 -0.033778887703520201 0.0085619831376344616 -0.041133324744250424 -0.049288649657501314 leaf_count=73261 136727 270 202 46 136701 30374 2887 1642 108114 9082 1758 1322 190 363 817 265 14206 70 12363 17392 158 271 56 201801 2658 1992 15674 1130 1468 352 111863 12436 92 483 225 207 203 7058 8135 874 6609 1351 1125 1835 145 129 2343 222 75 internal_value=0 0.00184775 0.00361027 0.000267226 0.000689226 -0.00330412 -0.0252073 -0.0906198 0.00805966 0.00145558 -0.0169312 -0.0557399 -0.0886964 -0.233918 -0.079138 -0.00135142 -0.0247104 -0.222549 0.0132369 -0.00682473 -0.000682472 -0.136044 -0.343159 -0.000432358 -0.0470371 -0.0113208 -0.0277782 -0.0647588 -0.0345788 -0.118913 0.0135255 0.0117092 -0.0028891 -0.02595 -0.142068 -0.215004 -0.284554 0.012 0.00150144 0.039607 -0.0105422 0.0474551 -0.0154646 -0.00933181 -0.0177642 -0.204022 0.0752617 -0.367895 -0.262515 internal_count=929022 792295 698770 398990 397146 260445 27841 1844 299780 131737 24137 4987 3665 817 3704 122655 14541 335 168043 19150 232604 429 419 232175 2848 93525 20264 4590 3460 398 167773 155410 43547 17085 1415 932 707 26462 19404 4660 14744 4568 15670 14545 12710 274 3217 500 278 shrinkage=0.0822902 Tree=46 num_leaves=50 num_cat=0 split_feature=16 9 11 0 1 6 32 15 29 21 22 21 19 23 27 23 30 4 6 14 14 21 18 24 22 10 22 12 12 14 25 19 19 27 22 12 21 27 22 25 14 19 1 21 27 25 6 27 30 split_gain=21.1156 10.1068 12.7473 8.95743 8.56512 7.63251 6.02602 5.72353 5.58878 6.02272 8.20711 6.8924 7.93547 5.95463 5.29297 5.23981 5.32624 5.11537 4.95778 9.22256 7.59774 4.92816 4.92357 12.9373 9.67732 8.32714 6.9919 11.5214 6.86517 6.46492 15.9858 6.90521 9.3707 7.30304 6.56855 6.24494 4.91397 7.75497 20.7829 6.9029 6.23356 15.3236 4.81815 6.16815 5.30703 4.80301 4.7467 5.28874 4.73937 threshold=220.11999094517014 0.96585785653488221 0.68159295039591661 22.000000000000004 712.50000000000011 0.88000000479537455 2.5000000000000004 0.81849535111908212 1.1674295598406703 3.5000000000000004 1766.7500000000002 7.5000000000000009 841.25000000000011 1.2609279501797668 9.5000000000000018 1.2749096409791403 2.5000000000000004 20.462927818298343 0.43636364795576249 7.5660564254013742 14.371179556229938 4.5000000000000009 3.5000000000000004 20.500000000000004 405.75000000000006 0.87325802112630935 1016.7500000000001 124.10102807365162 85.816756826189717 18.8580776389724 573.25000000000011 534.25000000000011 454.25000000000006 33.500000000000007 578.25000000000011 67.473611075682101 11.500000000000002 46.500000000000007 614.25000000000011 1046.2500000000002 32.89359242319285 914.25000000000011 691.50000000000011 8.5000000000000018 25.500000000000004 5951.2500000000009 0.39508784041428985 8.5000000000000018 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 7 8 5 14 22 45 -1 -10 11 17 -13 -14 -4 42 48 -11 19 -16 -21 -7 36 26 25 28 -24 -28 35 30 34 32 33 -32 -26 -25 37 -2 -39 40 -38 -42 -5 44 -44 46 47 -3 -17 right_child=6 2 4 15 -6 21 -8 -9 9 10 -12 12 13 -15 18 16 -18 -19 -20 20 -22 -23 23 24 29 -27 27 -29 -30 -31 31 -33 -34 -35 -36 -37 39 38 -40 -41 41 -43 43 -45 -46 -47 -48 -49 -50 leaf_value=-0.00034633794221696493 0.00047426076924461354 -0.019511959243258541 -0.0010596987460292325 -0.0013829092183753184 0.00076843702125676042 -0.0023377296264814038 -0.0017875594597843961 0.0069637728032773604 0.004224845781353145 0.0060981230792475881 -0.019885720659093584 0.0090847250639666654 0.0098001529419118726 -0.016419845405834063 -0.0021727231545714629 -0.0020381410762381389 0.0014901370715909397 -0.0020467410084514174 -1.512381822221072e-05 0.0072160623141428832 0.00027091724700804859 -0.0006157584451795615 0.00095076868456126461 -0.026289524215000703 -0.0010771326933926466 0.009117319387611884 -0.043044961910045122 0.00043747007654029594 -0.04112482395062985 -0.0011649777763219555 -0.042642103714043943 -0.007161585694072525 -0.032712489165926152 0.0082370941860619318 -0.022523681709413015 -0.00086843573887825912 0.0023016508647903254 0.0016758500164014384 -0.04159881287098554 -0.043001724206131672 -0.043862608785024959 0.0089015913170725717 -0.00034659213153345796 0.0038738838413107002 -0.0052319543931029413 0.012893584031528276 0.0017774385237666775 0.015212668950700121 -0.0049756017519511008 leaf_count=58908 401187 136 33374 74117 52112 19525 8350 1699 4013 603 136 1033 91 165 2107 14054 2166 3895 116655 2666 1778 26570 17570 135 1863 79 65 113 83 8139 25 271 265 81 102 127 13635 242 109 23 67 84 41111 2273 1563 259 10302 38 5058 internal_value=0 -0.00464558 -0.000570379 -0.00985137 -0.00209615 -0.00503615 0.0048925 0.0306945 -0.000508378 0.0214301 0.00116477 0.00687123 0.0713389 -0.0862734 -0.00170655 -0.0144345 -0.0288886 -0.0116034 0.00131946 0.028088 0.0539236 -0.0163465 0.00539274 -0.00722381 -0.0338854 -0.182066 0.00955608 -0.18764 -0.249127 -0.0280387 -0.0713771 -0.208374 -0.297011 -0.045725 -0.0266179 -0.16973 0.00627115 0.00563328 -0.142942 0.024819 0.0257322 -0.176331 -0.0118514 -0.00368264 -0.00638625 0.0221592 0.0188333 -0.144956 -0.0342148 internal_count=929022 476407 267221 209186 254787 202675 452615 12434 68844 9936 5923 5787 1289 256 156580 140342 21278 4498 123206 6551 4444 46095 444265 28918 11170 424 17748 178 345 10746 2607 642 371 106 1965 262 415347 401538 351 13809 13786 151 119064 44947 42674 10735 10476 174 19112 shrinkage=0.0822902 Tree=47 num_leaves=50 num_cat=0 split_feature=16 0 14 27 8 27 30 26 13 28 25 12 8 23 27 13 27 25 18 21 7 6 28 23 26 17 16 21 17 23 5 32 19 25 6 22 14 23 6 6 27 20 20 14 28 28 26 5 9 split_gain=18.8674 9.89983 11.8114 8.91521 7.01541 6.86364 6.81966 10.4072 6.57069 6.49121 6.3569 8.22478 6.09642 6.07065 6.03721 5.91831 5.56747 7.839 14.5319 8.83354 12.3842 7.39396 11.3953 12.1489 7.17886 9.41347 7.51797 12.7281 10.6265 7.38814 6.81166 6.6296 6.00391 5.95059 5.87887 5.69799 7.7271 5.5764 6.20171 7.99599 5.53451 7.58841 5.51442 5.61369 5.75208 10.307 7.79802 6.21106 5.46851 threshold=198.08560778803357 29.500000000000004 20.17049726097839 2.5000000000000004 156.50000000000003 53.500000000000007 1.0000000180025095e-35 1.436423705868449 68.86581952668287 684.25000000000011 587.25000000000011 240.13351365237943 683.50000000000011 0.13532381210758856 58.500000000000007 36.055433871043768 14.500000000000002 904.25000000000011 1.5000000000000002 4.5000000000000009 -1.0000000180025095e-35 0.63414634203172104 1344.2500000000002 1.0681852317103144 0.69061729912608816 60.54076769326003 224.58551281589749 5.5000000000000009 56.462747841633565 0.67449967838634917 90.002613067626967 1.5000000000000002 364.25000000000006 1046.2500000000002 0.36065570863245378 334.25000000000006 9.513874407128375 0.80837527716653612 0.38888889766452994 0.30398855605102787 36.500000000000007 0.41137888759839986 0.62723925983436868 35.737542694005711 1212.7500000000002 1418.2500000000002 1.1724618305820353 47.907392501831062 0.96946917965412294 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=40 4 3 15 -2 6 9 -8 12 -4 -9 -12 14 -11 -5 -3 17 -6 35 42 34 30 23 33 25 31 27 32 -29 -28 -22 -18 -26 -23 -21 36 -19 -34 39 -39 -1 -42 -20 -44 -45 46 -46 -47 -41 right_child=1 2 5 8 16 -7 7 10 -10 13 11 -13 -14 -15 -16 -17 24 18 19 20 21 22 -24 -25 26 -27 29 28 -30 -31 -32 -33 37 -35 -36 -37 -38 38 -40 48 41 -43 43 44 45 47 -48 -49 -50 leaf_value=-0.00075506795006655039 -0.0019370131544116818 -0.0036274263545300702 -0.0002093597447082312 -0.0010790294693107758 0.0012706957855906928 -0.015572913501939982 -0.00012002659648434769 0.0011429923344163 0.0078418227562821394 -0.033145183097572105 -0.0069141787005775925 -0.0014799738807994569 -0.0060811533258200608 0.00065176933020882303 -0.024142819832428653 -0.01658620609413284 0.0027596123760773826 0.023778125091472719 -0.0075820431739312688 0.0074495844197486694 -0.00199619397533522 -0.020320326067754663 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0.00780062 -0.0136411 -0.111432 0.00636441 0.0104704 0.00171337 -0.0355813 -0.0953117 -0.188921 -0.265132 -0.396981 0.00294032 0.0208257 0.00108146 -0.00736541 0.00269029 0.00563171 -0.0703159 0.0241792 -0.0258493 -0.497593 -0.0271872 0.00768904 -0.223943 -0.02861 -0.0232473 -0.145787 -0.00838376 0.0256887 -0.0191582 -0.00846007 -0.0704117 -0.128298 -0.351221 -0.0622472 -0.210017 internal_count=929022 723908 319906 44089 404002 275817 275627 32925 43114 242702 9307 7584 42578 123455 40827 975 395998 180069 65206 9005 1942 818 498 283 215929 20329 195600 68479 44351 127121 320 19847 24128 229 1124 56201 106 23411 20889 405 205114 4659 7063 6160 1182 700 160 540 335 shrinkage=0.0822902 Tree=48 num_leaves=50 num_cat=0 split_feature=16 0 1 21 26 30 27 0 5 18 9 23 22 21 7 17 23 8 8 19 22 27 21 18 28 29 23 4 22 1 6 9 5 22 27 27 1 23 29 21 17 29 29 13 21 0 19 21 27 split_gain=16.7891 8.70423 8.94571 7.36108 7.32692 11.3523 7.51195 7.44485 7.33903 6.73257 6.57837 6.51018 6.41405 7.96299 6.00722 10.1932 6.50047 7.08608 6.26803 8.04595 5.47996 7.20131 9.81462 8.51484 7.95682 6.31924 8.22489 5.74933 5.27396 5.20615 5.1907 7.34393 10.4707 6.32616 6.09367 5.99933 7.11384 7.46622 5.75797 5.29638 5.19065 5.10419 5.01454 6.44055 5.62935 9.69898 6.85064 5.6231 5.9979 threshold=202.30812826971521 17.500000000000004 719.50000000000011 16.500000000000004 1.3167141886201847 1.0000000180025095e-35 15.500000000000002 52.500000000000007 403.59759521484381 6.5000000000000009 0.95374956201822014 1.092162729226225 194.75000000000003 3.5000000000000004 -6.4138517379760733 59.520118556096556 0.50184763857939585 250.50000000000003 487.50000000000006 560.75000000000011 487.25000000000006 22.500000000000004 5.5000000000000009 3.5000000000000004 469.25000000000006 1.0145751691839742 0.94141189566770755 14.849242687225344 800.75000000000011 82.500000000000014 0.86956521870451098 0.93989791531878131 70.000457763671889 497.25000000000006 20.500000000000004 5.5000000000000009 1986.5000000000002 0.99999189902950392 1.2528174557625658 2.5000000000000004 50.795467788987587 1.1198712270723585 1.1816060515329248 38.193511858718907 3.5000000000000004 35.000000000000007 1100.2500000000002 4.5000000000000009 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=30 12 3 9 -4 -6 7 8 -7 10 11 -3 13 29 16 20 18 -18 28 -20 21 27 25 -24 -25 26 -23 41 -12 -2 31 39 35 34 -32 38 42 -38 40 -1 -33 -16 43 -37 45 -45 -46 48 -44 right_child=1 2 4 -5 5 6 -8 -9 -10 -11 14 -13 -14 -15 15 -17 17 -19 19 -21 -22 22 23 24 -26 -27 -28 -29 -30 -31 33 32 -34 -35 -36 36 37 -39 -40 -41 -42 -43 47 44 46 -47 -48 -49 -50 leaf_value=-0.00012269692883611169 -0.026336368911433535 -0.0020731114898924798 0.00070165773263487427 -0.0058464375910880582 0.00019589483810357748 1.7991319381196926e-05 -0.0049023478675967328 -0.0073181016031295173 -0.036712447529608234 0.013298811318008943 -0.003525969192284953 0.0013074595712964938 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11860 8942 2694 32359 2931 107082 71 171 998 24121 7113 112 3844 2159 8387 4013 629 5566 2352 internal_value=0 0.00249195 8.27635e-05 -0.0041976 0.00450356 -0.00332762 -0.0285258 -0.0119281 -0.00174979 -0.00373915 -0.00390984 -0.0183609 0.00772512 -0.0835604 -0.00199964 -0.00490814 0.00781289 0.01137 -0.03016 -0.155646 -0.00420266 -0.0153358 -0.0404661 -0.0311198 -0.0865045 -0.162828 -0.216154 -0.00707544 -0.0180421 0.0208878 -0.00723812 -0.00492376 -0.00186961 -0.0166369 -0.0337697 -0.00296973 -0.000725855 -0.172024 -0.0206378 -0.0174816 -0.0252191 -0.0436756 -0.00041657 0.00148054 0.0207518 0.0440205 0.0048229 -0.0201377 0.000585852 internal_count=929022 690392 472752 240191 232561 78926 14577 9499 8390 238555 238309 27823 217640 767 210486 162361 48125 44003 4122 363 161084 34691 8582 7973 2059 609 478 26109 3759 374 238630 191480 154021 47150 14791 151327 134274 242 17053 37459 16055 3686 134032 122270 15188 6172 9016 11762 6196 shrinkage=0.0822902 Tree=49 num_leaves=50 num_cat=0 split_feature=0 14 9 21 22 15 20 24 24 14 28 25 29 5 14 13 23 23 4 25 17 11 21 13 13 23 11 21 25 26 4 25 4 1 15 20 21 21 28 23 23 29 28 24 28 1 23 18 28 split_gain=14.2389 10.779 9.15874 10.4436 11.5736 10.2833 7.07647 7.64527 7.35217 10.4446 7.82814 7.56708 11.5595 17.7335 10.3349 8.13531 7.89979 7.25862 6.70641 6.54267 6.05616 6.72607 5.87314 5.74187 7.27929 9.93224 7.56665 5.68912 7.34614 5.60284 6.50534 5.56007 6.14033 5.35324 5.2003 5.07093 9.16237 6.76508 4.9543 4.9485 5.02745 4.84774 4.67324 8.02676 14.9183 12.771 10.5407 8.85438 9.34763 threshold=29.500000000000004 19.758299557557098 0.92997010296378402 1.5000000000000002 2049.2500000000005 0.71073760362139649 0.78529032595250958 30.500000000000004 7.5000000000000009 12.115828956490509 844.25000000000011 1789.2500000000002 0.89988065790353355 72.000328063964858 47.900535708879524 37.046291908689717 1.8140348936327138 0.27458175194020845 223.47132873535159 48809.000000000007 39.1211307224265 0.71852148860970044 2.5000000000000004 135.52761090030526 121.56922976461907 1.2128558580218882 0.55417311661506719 15.500000000000002 617.25000000000011 1.5826857541968575 58.636608123779304 256.75000000000006 10.008792877197267 2066.5000000000005 0.36046766702948707 1.1030779844457728 12.500000000000002 12.500000000000002 36633.250000000007 0.39544958741857761 0.54224162542824528 1.0648527189952801 608.75000000000011 21.500000000000004 446.25000000000006 425.50000000000006 0.66053140698302004 4.5000000000000009 398.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 33 3 18 29 -4 -1 8 9 20 -11 17 13 15 -14 -13 -16 -10 -3 -20 34 -22 39 24 -6 26 -26 35 -29 -5 -31 -24 -33 -2 -8 37 41 -7 -21 -19 -41 -37 43 46 45 -45 -34 -48 -49 right_child=1 2 5 4 23 27 7 -9 11 10 -12 12 14 -15 16 -17 -18 22 19 38 21 -23 31 -25 25 -27 -28 28 -30 30 -32 32 42 -35 -36 36 -38 -39 -40 40 -42 -43 -44 44 -46 -47 47 48 -50 leaf_value=-0.00040739482119528527 -0.0011284742838015046 0.001075148052845031 0.00044944428406245115 -0.00037612380885407678 -0.0058230967275018329 -0.00030830250055108234 0.011068035629632548 0.0054589768808874072 0.0080868555009474229 0.0016231726843673388 0.00036199610523419902 -0.046512713941750793 0.001968333177296902 -0.064002659048862529 -0.058256577438962953 -0.0043720516346859254 -0.0020633482462040845 -0.026007999479133469 -0.023114034537638401 -0.018685940701009821 -0.014491798597806653 -0.0033945402720543232 -0.0093537063418059705 -0.0018846617788677211 0.0013628121989003046 -0.00595437755198673 -0.034146370566949184 -0.014306438112357156 0.0022921405630798356 -0.004014855913296039 0.0049224574245593164 0.0057449996728334033 -0.0039042544918004999 -0.027539322945891561 -0.0026615675805149353 -0.0029796857580306371 -0.012989214374655977 0.0043849256460766414 0.0025976086803760753 0.016034428083208867 -0.0025916423159812571 -0.00052911365020869808 0.00059353381982913767 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133946 265768 975 282 693 229 68 264793 12297 540 3836 3074 264005 5804 3827 584 267 147390 751 20837 6950 258598 258189 88304 762 146639 26102 120537 393 5407 5347 25641 256820 136659 13490 963 123169 118870 1761 shrinkage=0.0822902 Tree=50 num_leaves=50 num_cat=0 split_feature=0 20 25 24 29 25 11 9 13 29 12 11 22 22 26 16 29 13 14 1 22 9 22 15 7 13 26 16 15 24 16 29 13 14 16 28 11 16 25 24 24 9 26 26 17 10 26 11 10 split_gain=12.4535 9.67618 7.33228 6.7075 10.019 8.78429 8.28159 12.2033 13.2279 9.14061 12.9083 27.2095 13.4187 10.7298 11.3152 9.78146 7.90449 18.6143 9.55474 11.8482 7.79662 7.27182 7.19387 7.15145 7.11242 7.87577 7.22054 6.47264 6.42831 7.68774 10.0224 6.00209 7.30729 7.24861 6.40176 5.93892 5.7991 6.15276 5.72355 7.6675 6.39781 5.60327 6.04007 5.38793 10.3459 6.20354 5.60287 10.483 8.1083 threshold=48.000000000000007 0.69290665014178632 599.25000000000011 1.5000000000000002 0.065021865560614955 3154.5000000000005 0.55417311661506719 0.88662985712611275 127.02422332452643 0.81136222825956461 258.33504678941944 0.70579656980020633 2491.2500000000005 1044.2500000000002 0.96006760861250495 233.51247664998456 10.082061040784881 265.52918210498439 85.420448025177208 17547.500000000004 4676.5000000000009 0.92997010296378402 3216.7500000000005 0.14392365216334166 -59.526533126831048 191.80981007731774 1.8969396672805021 223.90551327596049 0.75423885397189194 25.500000000000004 209.65664023179261 1.4647369401000108 29.902323187719343 49.969002134843329 179.67214560215612 1861.2500000000002 0.90803477046209613 175.47608650447083 776.25000000000011 8.5000000000000018 5.5000000000000009 0.96196964687274622 0.7274828145681228 3.5113870262002886 42.889165517751771 0.87494753072041498 0.7662400644941868 0.83041205163446252 0.74484783099646046 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 41 28 4 -4 36 7 8 20 13 11 12 -11 -8 -15 -14 43 18 -18 -20 -7 22 -13 -6 25 -10 -27 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8.76683 7.1882 11.4674 6.57844 threshold=178.5897845804989 35.000000000000007 30.214064112540587 15.500000000000002 1.1813988939308 682.25000000000011 8.5000000000000018 0.89568206856516885 35.500000000000007 611.75000000000011 557.25000000000011 1.0415188365824612 0.1715353170166499 44.133870046519291 0.98626177193150955 33.883255368616425 106.0017162471396 139.55025643668981 1766.7500000000002 4.5000000000000009 494.25000000000006 0.99999189902950392 1.0415188365824612 0.82313303519405545 6.5000000000000009 14.500000000000002 0.68554349956349003 4.5000000000000009 65.938077169749349 822.25000000000011 16.500000000000004 33.500000000000007 13.500000000000002 792.25000000000011 216.80981400437639 70.464525169838126 630.25000000000011 904.25000000000011 1.5000000000000002 4.5000000000000009 1420.5000000000002 1085.2500000000002 0.51247283390140541 900.25000000000011 0.87738636560856664 0.90799490497920354 806.50000000000011 0.72759238660239778 16.868723869323734 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 12 3 -3 5 7 -7 -4 -9 10 11 -10 -2 -8 -6 -1 18 -18 19 -17 -21 -20 -23 -22 25 37 27 31 30 -30 -29 32 36 -33 35 -28 -27 -14 48 -40 41 46 -43 -44 -45 -46 47 -41 -39 right_child=1 2 4 -5 14 6 13 8 9 -11 -12 -13 24 -15 -16 16 17 -19 21 20 23 22 -24 -25 -26 26 34 28 29 -31 -32 33 -34 -35 -36 -37 -38 38 39 40 -42 42 43 44 45 -47 -48 -49 -50 leaf_value=0.00074212764227336826 -0.0017207652790631671 -0.00099157902286797642 -0.00023025547595080262 -0.012197333888170852 -0.00070125799312559483 0.00041827281580983724 0.0023902261856773781 -0.0020757005075710748 -0.0025289505818445065 0.0077613251266572796 -0.027093630487448714 -0.040489746058578704 0.00089221848376197282 0.0087988188545815617 -0.012062124507583856 -0.014125571647263711 -0.0036909091412668698 -0.00093907114505956493 0.0013969792010774787 0.027248721428108726 -0.0029270528102952249 0.012758810615314269 -0.0066891570206402727 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5.94619 5.74323 5.87078 7.16893 6.31754 11.1518 16.6416 7.93348 6.75967 13.4575 13.4414 9.08254 7.25475 6.37163 6.27994 5.90467 5.98267 11.0247 6.93896 6.8253 5.86576 5.72416 5.6903 5.67802 5.6666 6.07641 5.90942 5.57624 5.53839 threshold=48.000000000000007 0.77064244973976104 -1.0000000180025095e-35 319.25000000000006 13.500000000000002 9.5000000000000018 1.1155340758179404 0.9392351158628246 6.5000000000000009 0.85476269788395054 4.5000000000000009 0.50587508379959767 2984.5000000000005 6793.5000000000009 0.53333333581468612 7.5660564254013742 2.5000000000000004 0.68159295039591661 21.243687111413156 54.500000000000007 0.71429417137444617 0.065021865560614955 0.78496272856431182 -79.196342468261705 1183.2500000000002 45.825659979491128 9.5000000000000018 14.604933938384752 0.98089729288436445 4381.0000000000009 3731.5000000000005 61.002967834472663 53.576461791992195 0.41380989154887021 82.500000000000014 82.54874420166017 3.5000000000000004 -88.55434417724608 1800.5000000000002 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72 140 49328 4450 44 124 51691 12633 internal_value=0 0.00131732 0.00266734 -1.03006e-05 -0.0331621 -0.0282716 0.00618633 0.000821761 -9.94256e-05 -0.0130752 -0.0266813 -0.0924624 -0.218129 -0.0171307 -0.0250878 -0.0636752 -0.0691253 -0.116102 -0.261045 -0.00523839 -0.17814 0.00852583 0.00868982 0.0103658 -0.00183014 -0.0239071 -0.175204 -0.0163512 -0.0132572 -0.128786 -0.257909 -0.144834 -0.350455 0.00542765 0.116459 -0.00579883 -0.00518525 0.0595394 0.0971953 -0.00887856 0.0130784 0.028674 -0.15717 -0.00482537 -0.0609274 0.0861882 0.158884 -0.00644051 0.0108394 internal_count=929022 792270 674835 383230 9383 9188 291605 373847 357924 35047 22338 2832 488 19506 16619 4421 4355 1995 469 49564 440 242041 241767 216700 39428 9755 464 9291 9188 480 301 234 112 29673 508 25067 25027 1351 1151 23676 177272 2887 200 49495 4698 248 204 117435 12709 shrinkage=0.0822902 Tree=53 num_leaves=50 num_cat=0 split_feature=0 14 9 10 21 28 13 19 23 11 13 27 20 13 25 4 25 11 29 14 14 24 30 8 23 13 11 18 14 29 16 23 28 5 16 23 16 1 14 28 23 19 0 18 21 20 9 23 1 split_gain=9.53524 9.65551 6.58623 9.30399 9.06067 12.4981 6.71071 8.09462 9.34828 7.78066 11.1949 6.51171 21.7508 5.88822 5.79582 5.50991 9.09919 5.3656 5.3089 6.18124 7.62174 5.19535 5.05116 5.43011 4.79123 6.10865 4.83286 4.74242 4.73623 8.00649 4.62361 4.51659 4.39434 4.15314 4.07388 4.04801 4.35931 4.19264 4.15472 6.27846 4.3152 4.15 4.96291 3.87407 4.75265 13.4284 3.86131 3.83142 7.66181 threshold=22.000000000000004 19.758299557557098 0.93913146251599422 0.69225333429798308 1.5000000000000002 3219.7500000000005 135.52761090030526 8600.5000000000018 1.7757395006057346 0.76478785551366213 115.95644696033902 44.500000000000007 1.1397760005725228 172.98810814922015 6793.5000000000009 223.47132873535159 48809.000000000007 0.81118410585199319 1.439135169957998 44.174505234239895 26.579881846633079 30.500000000000004 2.5000000000000004 2480.5000000000005 0.99999189902950392 71.009511036389142 0.81305509018687327 5.5000000000000009 22.28092284752061 2.3551594612053499 135.93030190772478 0.73112895164313396 36633.250000000007 58.470262527465827 217.24686580418242 2.4798978858784899 224.42204861111114 1014.5000000000001 28.57551201274158 694.25000000000011 0.50184763857939585 764.25000000000011 43.000000000000007 2.5000000000000004 3.5000000000000004 1.1837038638730519 0.9506876334062847 0.69533380229792663 3881.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=21 13 4 11 15 18 9 -8 14 -7 47 35 31 24 -9 -3 -17 -14 19 20 -6 -1 23 33 25 -2 -27 -5 29 -20 -22 -13 -18 -21 -31 38 37 -37 -4 41 -41 -40 -43 -42 45 -45 -33 -11 -49 right_child=1 2 3 27 5 6 7 8 -10 10 -12 12 17 -15 -16 16 32 -19 28 22 30 -23 -24 -25 -26 26 -28 -29 -30 34 -32 46 -34 -35 -36 36 -38 -39 39 40 43 42 -44 44 -46 -47 -48 48 -50 leaf_value=0.0003291986947229704 -0.00063053995412897456 0.0010576580079183879 -0.00052777358094753318 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105 123 176075 687 337 175388 47685 32555 15130 6989 31468 8671 326 776 330 208 shrinkage=0.0822902 Tree=54 num_leaves=50 num_cat=0 split_feature=16 18 1 11 7 17 27 4 28 24 10 22 7 16 17 10 30 2 1 5 1 0 27 14 27 7 30 27 4 29 29 22 6 7 1 5 18 5 4 16 7 7 9 16 27 5 27 28 22 split_gain=8.77629 6.16735 5.9929 4.96491 5.94 5.31771 8.13894 8.67152 7.13618 10.5597 9.52213 7.3516 6.37674 5.56769 8.90619 5.19605 8.23987 6.56994 5.89018 9.11931 4.8645 4.86449 7.80322 5.35497 10.9259 6.0943 5.7422 6.91439 5.55841 5.17292 4.9852 4.9545 5.18578 6.39564 4.83549 8.94732 6.30389 4.46444 4.8149 4.83481 4.46082 4.4543 4.44403 4.40461 4.35402 4.97582 4.32441 5.07598 4.66669 threshold=195.40280053986314 6.5000000000000009 136.50000000000003 0.80520156926406938 -7.7434952259063712 74.293593530901902 14.500000000000002 21.00000095367432 894.25000000000011 5.5000000000000009 0.91996647728697301 2613.2500000000005 -42.878902435302727 151.41585451405754 47.632961390935698 0.81623351005623579 1.0000000180025095e-35 651.51142857142861 2727.5000000000005 97.701831817626967 1108.5000000000002 29.500000000000004 55.500000000000007 21.349197650138912 2.5000000000000004 -86.160232543945298 1.0000000180025095e-35 15.500000000000002 9.0168480873107928 0.24909616586108013 1.3638268268810143 884.25000000000011 0.38888889766452994 -87.498317718505845 1094.5000000000002 68.001235961914077 2.5000000000000004 99.689933776855483 36.000339508056648 139.55025643668981 -89.940933227539048 -56.88865661621093 0.91537484313320439 182.48278720884329 16.500000000000004 21.00000095367432 34.500000000000007 453.75000000000006 699.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 5 6 13 -8 10 12 11 -7 15 -1 -15 -10 17 18 -17 -20 -12 -4 23 24 25 29 40 -28 -26 -23 -30 32 33 -32 -29 -36 -37 38 39 -14 -25 -21 -33 -16 45 -11 48 -48 -5 right_child=1 -3 21 46 -6 8 7 -9 9 44 20 -13 37 14 43 16 -18 -19 19 41 -22 22 -24 26 28 -27 27 34 30 -31 31 42 -34 -35 35 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 47 -49 -50 leaf_value=-0.001847671846667282 -0.0017784186840088339 0.010286965141704298 0.0003372838493373914 -0.00049621553436999014 -0.0014146271014194387 0.0031646454890015266 -0.00055356924641861236 -0.0041073595174373652 0.0029533419940066378 0.023580490074983671 -0.0067120645691370277 0.018169121414523138 -0.0040914172426359946 0.0030918501592932068 -0.0015043795434020327 -0.014965044807585032 0.0026606154151035876 -0.036943706700374661 0.020418352680218837 -0.024902037584309457 -0.038871795189667137 -0.00053835637407404933 -0.013970763508671493 -0.002634988503979242 0.0037101041874661126 -0.0051967726392708963 -0.00018378178424066857 -0.0015819989421388915 -0.00064524050511835811 -0.025763262288215332 0.01710842407813308 -0.021199941996101861 -0.0042704345618431666 -0.021131068089165161 -0.0095459940521350171 -0.00201807208238158 0.01957918052653191 0.011392034297372742 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1.3292021465531312 0.23555422519444366 106.0017162471396 151.41585451405754 16.188560818491311 1.5148390731634722 53.912882810937184 54.159902576697327 136.50000000000003 35.295141673978812 0.21334300919206584 0.96356577485570205 0.27458175194020845 382.25000000000006 0.065021865560614955 39.195833729081492 22514.250000000004 5265.5000000000009 2.5000000000000004 94.475872585235166 0.75397125794551989 0.55062962165849794 172.19151846205963 0.98626177193150955 0.95001467997651212 2.3551594612053499 14.500000000000002 579.25000000000011 12.51135908976938 -1.0000000180025095e-35 74.293593530901902 311.25000000000006 0.38172263724142513 20.640545679422452 0.67895781119465337 82.441408965931842 84.387824638055193 27.500000000000004 12.500000000000002 463.25000000000006 25.717105351464465 31.473005430225744 606.25000000000011 0.45767240969848705 0.91758475169690135 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 5 -4 13 -3 -5 9 -9 -8 -1 12 -12 -2 15 -10 -17 -18 19 -16 21 30 26 24 -24 -25 -23 28 -28 -27 33 32 -32 -20 35 -35 37 -37 -39 -40 -33 42 -34 44 -43 -44 -45 48 -48 right_child=4 2 3 6 -6 -7 7 8 14 -11 11 -13 -14 -15 18 16 17 -19 20 -21 -22 22 23 25 -26 29 27 -29 -30 -31 31 40 41 34 -36 36 -38 38 39 -41 -42 43 45 46 -46 -47 47 -49 -50 leaf_value=-0.00022897335143130018 -0.00099896727217447991 0.012516507987932865 -0.01224933961003271 0.0046249223287527308 -0.0019619563433578044 0.0012779413293705808 -0.0018189522195344566 -0.0049088518025899195 0.0059759518080772216 -0.01393872708253953 -0.0020801216099540073 -0.0024601987610935712 0.0032616254526995152 0.00030535888827470432 0.0019547113189530719 0.0075642160449079163 0.0033058636532521039 -0.029840997870323138 0.00089898300720031457 -0.026993121027266965 0.0054140502406756566 -0.018362571245226268 -0.0061977385110375252 0.010721205338880165 -0.035723276936876991 -0.0071293387682423688 0.0022254271860945602 -0.043643030986094532 -0.037839354579973811 -0.0010749397101232432 0.0059491753559988104 0.0016581178589223035 -0.0011470432166441325 -0.0042237325494579011 -0.01050408458951777 0.0065408217081193709 0.00023304095041264938 -0.032698253020301181 -0.0059559290497169255 -0.046941085988125235 0.00014470033622103693 -0.011763442521842365 -0.0004150208108127333 -0.00058273089190745604 -0.0026117227400743043 0.0016421457028532977 -0.037931573983818807 -0.0030705147620459484 -0.0098959471656591188 leaf_count=73571 43811 323 313 1977 19975 27006 10957 1754 2009 261 2301 17939 3009 41837 79 149 67 126 147042 114 1400 129 201 239 130 2905 3543 24 30 2017 1368 23570 55696 2822 606 407 148526 106 1152 37 195969 1251 29060 28319 3366 27103 84 3914 428 internal_value=0 0.00104661 0.00212187 0.00153476 -0.0080744 0.0171438 0.00160211 0.00144722 0.00188856 -0.0255308 -0.0070226 -0.0204403 0.0115065 -0.00439706 0.00204637 0.049592 -0.0856833 -0.222798 0.00188238 -0.184032 0.00193504 0.00180358 -0.0301535 -0.0579865 -0.216233 -0.0478374 0.0108714 0.0192639 0.0229557 -0.0564866 0.00224271 -0.000502702 -0.00667769 0.00562202 0.000547741 0.00105533 0.00203932 -0.067129 -0.113208 -0.087876 0.00373292 -0.00740168 -0.00341548 -0.0193361 -0.0618716 0.00702054 -0.0133386 -0.0533741 -0.176152 internal_count=929022 823399 726579 699250 105623 27329 698937 696960 685742 11218 96820 23249 5310 85648 683988 2351 342 193 681637 193 681444 680044 9218 5492 331 5161 3726 3597 3573 4922 670826 370128 150589 300698 153656 153050 150228 1702 1295 1189 219539 149221 111859 37362 4617 56163 32745 4426 512 shrinkage=0.0822902 Tree=56 num_leaves=50 num_cat=0 split_feature=0 16 9 4 8 6 27 21 12 7 26 25 12 8 17 8 0 18 27 4 19 13 8 27 25 26 10 21 27 17 25 17 22 19 18 27 27 7 7 6 4 9 8 25 4 27 25 29 29 split_gain=7.24849 7.68606 5.80553 6.39755 8.75886 6.20105 8.09313 8.65503 9.23965 10.7563 8.69931 6.5117 7.7336 6.37536 5.34089 6.08045 5.81962 4.8675 6.74106 5.27464 4.86727 11.3834 9.86464 7.44557 6.67123 6.48402 5.44314 6.08363 5.30742 4.95132 6.15805 4.67623 4.55676 4.59298 5.74006 5.10588 4.55876 4.5534 4.70921 7.00634 5.93377 6.64947 7.20719 6.15582 5.55136 6.43238 9.8025 6.85361 9.64685 threshold=17.500000000000004 155.27579168045904 0.9661817182620579 82.54874420166017 14738.500000000002 0.87500000471216133 2.5000000000000004 1.5000000000000002 74.402543263816625 -88.306980133056626 1.714384236453202 561.25000000000011 116.6451839509359 6898.0000000000009 58.080625517622259 365.50000000000006 49.500000000000007 1.5000000000000002 22.500000000000004 19.00000095367432 2253.5000000000005 77.21934184752395 1643.5000000000002 39.500000000000007 945.25000000000011 0.85978632165072855 0.8920459742064567 8.5000000000000018 2.5000000000000004 50.031813841392456 2007.2500000000002 67.579094915018302 277.25000000000006 386.75000000000006 5.5000000000000009 46.500000000000007 1.5000000000000002 -89.940933227539048 -1.0000000180025095e-35 0.44000001047325682 45.002595901489265 0.94210075225096357 3259.5000000000005 954.25000000000011 223.47132873535159 2.5000000000000004 5265.5000000000009 1.0096835555376946 0.74862950989577681 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=32 -2 17 4 5 6 7 10 -9 -10 31 -11 -13 -12 16 -16 -7 18 37 -20 21 22 24 -23 26 -26 28 -28 -19 30 -22 -4 36 34 35 -34 -1 -3 44 40 41 42 -40 -44 45 -39 -47 48 -48 right_child=1 2 3 -5 -6 14 -8 8 9 11 13 12 -14 -15 15 -17 -18 20 19 -21 29 23 -24 -25 25 -27 27 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 38 39 -41 -42 -43 43 -45 -46 46 47 -49 -50 leaf_value=0.012578794743096332 -0.0013872435329798393 -0.0026742080452376352 -0.00086955267927227699 0.0048251279900385366 -0.041052954420529503 -0.00044781855938785391 0.0003443488854850385 0.0054007930191122379 -0.032955899679616055 0.0078715418686772648 0.0018924389061390915 -0.021191760934965321 -0.00401666031919172 -0.042438229090325262 -0.006693670372852966 0.0028270691083285017 -0.0025663691014938617 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-0.000960443 0.00165836 0.00134844 0.00139703 0.00339772 -0.0317882 -0.106647 -0.14976 -0.0137059 -0.106643 -0.144557 -0.31513 -0.00720537 0.0233486 -0.00977655 -0.00446056 0.000372086 -0.043722 -0.00817623 -0.00757614 -0.00881797 0.0529183 -0.00783417 -0.0371573 -0.00627961 -0.0255809 -0.00425047 -0.0611039 -0.10725 -0.00810189 0.00447152 0.00502397 0.0178242 0.019041 -0.0268062 0.00166958 0.00283393 -0.0064595 -0.0319508 -0.0429925 -0.0761679 -0.19219 0.00741197 0.0081921 0.0047683 -0.0394998 -0.100077 internal_count=929022 665315 633369 362297 360337 360302 292317 6394 1244 995 5150 849 715 94 67985 5277 62708 271072 117826 3368 153246 151528 148480 3048 146348 7368 138980 13221 125759 1718 988 5056 263707 259130 25296 25132 4577 114458 110686 36530 8325 7109 3266 460 74156 73558 64863 4644 1332 shrinkage=0.0822902 Tree=57 num_leaves=50 num_cat=0 split_feature=16 18 1 12 5 6 25 16 17 17 33 1 23 6 9 26 17 27 26 4 11 22 19 23 23 13 23 20 27 24 6 7 11 20 10 5 25 22 24 7 25 23 5 17 8 6 15 7 11 split_gain=6.32123 5.62704 4.85058 7.26938 8.85005 7.09387 7.07106 5.99833 5.83189 5.13993 4.93868 4.52446 7.00375 9.39653 7.5678 5.33309 5.24491 6.3427 6.68827 6.60306 5.88044 5.61242 13.5763 7.44724 9.1147 10.4228 15.3695 14.6429 13.6139 7.69774 7.15582 7.03898 6.9125 6.8672 6.52079 8.73316 7.06169 6.7034 6.13071 12.9534 15.9054 8.64256 7.66706 7.40743 6.39711 6.11167 6.02718 5.45365 8.34574 threshold=161.69526212503507 6.5000000000000009 24257.000000000004 656.10764773832489 173.71697235107425 0.21057022242881715 10980.500000000002 173.34752742915779 61.251519456673449 41.583852169358089 2.5000000000000004 82.500000000000014 0.29257724194068868 0.30398855605102787 0.93989791531878131 0.062523836765827637 37.416916721032798 6.5000000000000009 1.4773111344006773 15.00000047683716 0.9392351158628246 2613.2500000000005 1100.2500000000002 0.99855281896623949 0.43367442725960198 127.02422332452643 0.83387890022287003 0.99992335268094457 4.5000000000000009 2.5000000000000004 0.44000001047325682 -50.194429397583001 0.73707280717929813 0.99992335268094457 0.87833136377883159 45.763120651245124 2212.2500000000005 1201.2500000000002 2.5000000000000004 -64.041656494140611 5951.2500000000009 1.5148390731634722 139.0021896362305 48.752822552715067 4528.5000000000009 0.4494067405545154 0.32674638363727754 -0.81845545768737782 0.69418613583767863 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 10 6 -6 9 -7 -4 -5 11 -2 13 -13 -15 -14 -17 18 21 -20 -19 22 34 24 30 26 29 -28 -29 32 -23 -30 33 -26 35 36 -18 -36 -25 40 41 43 -42 -40 -41 -37 -31 -24 -49 right_child=1 -3 8 4 5 7 -8 -9 -10 -11 -12 12 15 14 -16 16 17 20 19 -21 -22 23 47 38 25 -27 27 28 31 46 -32 -33 -34 -35 37 45 -38 -39 39 44 42 -43 -44 -45 -46 -47 -48 48 -50 leaf_value=-0.00084626884679557025 -0.0024451532386579274 0.009536149527206916 0.0014594139052337746 -0.049688099585288727 -0.014064294276032943 -0.02442401657641935 -0.0051895508719712082 -0.0005264083955375603 0.0094707427705481868 -0.017748903747971344 -0.00096811239143240616 -0.0042140043776818428 -0.015139508890507842 -0.0019505421722620291 0.0035509674550594848 0.00091973886350423255 -0.00080076964132858063 7.7110654199284695e-05 -0.025075736942324154 0.0014332445350450193 0.0017924424022431873 -0.015521024960647825 0.0023891013585884855 -7.5740121646392724e-05 -0.0089732457856597104 0.0021246344943146715 -0.002557864742598379 -0.043566490051274838 -0.039959656239350376 -0.024000937188729692 0.0071548015884723166 -0.0054019101680642728 -0.0040802163757111508 -0.034348298613408969 -0.004314952391887914 -0.034547260364478881 0.0085816070729532127 0.0044032883376582104 -0.0002562648392771767 -0.007803497074992811 -0.047968922789898311 0.018041654561673885 0.0029814599570501766 -0.025320410682322363 0.0013519122407854608 -0.0062874196470699365 0.00046239434363458311 -0.0085289043677128761 0.00049820465139152712 leaf_count=55617 4736 424 5086 57 320 73 156 2768 700 85 30917 1506 156 2018 10519 47120 38491 661830 64 10976 13816 115 11769 7462 136 558 195 228 54 74 522 153 266 154 6770 54 551 655 153 797 120 73 24 167 1470 1285 870 782 6130 internal_value=0 0.000711211 0.000655273 0.000462731 -0.0452888 -0.029758 -0.21003 -0.013859 0.0295131 -0.371485 0.000645952 0.00110667 0.00128294 0.0234252 0.0323906 0.000900967 0.000936403 0.000307101 -0.00752474 0.0155495 0.00136331 -0.0107059 -0.00692079 -0.0292225 -0.0703542 -0.0958419 -0.127714 -0.258787 -0.360861 -0.0726626 0.0371982 -0.175197 -0.166006 -0.272794 -0.0158535 -0.0108454 -0.00812194 -0.0430898 -0.0159006 -0.0557657 -0.195416 -0.0912391 -0.479732 -0.162068 -0.0226858 -0.090255 -0.0176848 0.0159385 -0.00635667 internal_count=929022 873405 872981 867195 3459 3161 298 2841 5786 142 863736 832819 828083 14043 12537 814040 813884 766764 91118 11040 675646 80078 66487 13591 3325 2688 2130 630 435 1500 637 207 556 290 47806 40381 39042 7425 10266 2804 537 393 144 320 2267 1339 944 18681 6912 shrinkage=0.0822902 end of trees feature importances: Column_16=286 Column_17=214 Column_0=149 Column_20=127 Column_14=124 Column_11=122 Column_29=122 Column_27=116 Column_25=110 Column_28=95 Column_9=91 Column_21=90 Column_22=90 Column_13=86 Column_1=81 Column_7=78 Column_26=76 Column_23=75 Column_30=73 Column_24=71 Column_4=63 Column_12=63 Column_32=61 Column_5=59 Column_19=58 Column_18=57 Column_6=48 Column_10=46 Column_8=41 Column_15=30 Column_2=19 Column_33=12 Column_31=9 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0822902] [num_leaves: 50] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 28693] [feature_fraction: 0.870893] [feature_fraction_seed: 24449] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 12255] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 54] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_6.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:31708.400000000001] [0:1] [0:548.9998779296875] [0:900.39019775390625] [0:1] [-90:90] [1:402150] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3899.3515139147194] [0:1059.5611181807872] [0:577.65013996003825] [0:1] [0:255] [0:125.91889914146225] [1:8] [50:331713] [1.6201940992530904e-05:17.378234903782349] [1:22] [50:331713] [1.6201940992530904e-05:30.083333333333332] [1:39] [76:331713] [1.7989817763146058e-05:73.377906976744185] [1:67] [76:331713] [2.1477201950129936e-05:156.7767441860465] [0:3] [1:18] [1:18] [0:3] tree_sizes=3065 3190 3173 3155 3187 3137 3162 3178 3159 3200 3189 3175 3183 3184 3195 3179 3199 3198 3180 3196 3186 3169 3180 3182 3192 3176 3185 3176 3169 3202 3183 3182 3178 3181 3133 3155 3133 3190 3162 3143 3183 3161 3165 3178 Tree=0 num_leaves=37 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 16 26 17 16 1 17 1 20 17 16 0 1 16 16 20 0 16 26 0 26 10 1 30 split_gain=21849.8 6193.01 2937.78 2754.54 1552.66 1438.57 806.622 619.326 418.051 400.421 376.053 251.91 172.801 143.487 142.786 140.842 124.418 109.788 96.4445 90.9982 90.5124 89.1514 71.6964 66.4156 61.9719 59.1844 55.7515 53.0227 47.6857 45.4143 45.2823 40.0469 40.0008 39.8718 36.2287 33.4844 threshold=214.36905603647662 1.5000000000000002 228.59325335215246 195.54361777687589 1.5000000000000002 0.60271223683110631 1.5000000000000002 86.712558610950268 166.24197331833929 236.01396779564021 222.0935784975259 203.39658439528168 0.6668106551475883 231.74882932773255 0.77923303111982378 43.7825345282249 182.23510903245878 439.50000000000006 77.759476052940371 370.50000000000006 0.55421207093487646 70.639721820954733 232.51612775579426 43.000000000000007 443.50000000000006 240.51960119938454 209.12568197879861 0.75785046838682424 35.000000000000007 225.72874946873677 0.60431120582375975 40.500000000000007 0.55400127064803062 0.98785107814969908 364.50000000000006 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 11 19 7 8 23 22 24 18 32 27 -9 -10 -17 -13 -5 -3 -8 26 -4 30 -2 -11 -19 -7 34 -12 -1 -16 -6 -27 -18 -21 right_child=1 5 9 4 12 13 20 14 15 25 29 17 -14 -15 31 16 28 21 -20 35 -22 -23 -24 -25 -26 33 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=0.50163940096307658 0.53524656103715551 0.4854370410070834 0.55481706018270582 0.52278523079232808 0.48690391608629469 0.51497977920098292 0.48619026025939716 0.51653834749662064 0.52585112200847683 0.56297563249247173 0.54678944837509846 0.5257995069783854 0.51515190134159339 0.54666612681063587 0.54734420449290222 0.50791787405007782 0.51366906468739615 0.53011164623161877 0.54301791894569518 0.506489058393088 0.50251894805982611 0.54730227218082539 0.55913395005719957 0.49787151747794273 0.54169856213600931 0.56830526586601282 0.53521935978146873 0.53185492623419584 0.5129558390936364 0.55054504775688184 0.5091273800517121 0.53153802729415967 0.49957006004109328 0.53990000337364663 0.52196297201547637 0.49334152610091747 leaf_count=16261 17154 11966 83078 48791 8237 3055 14795 2946 8561 62757 68768 21585 3761 5072 5069 35043 8085 37682 2441 3481 4330 4508 69905 18851 102237 37643 47878 4609 29889 59054 15627 2299 3508 494 14547 4239 internal_value=0 0.127849 0.155255 -0.192395 -0.104788 -0.295713 -0.28104 -0.257446 -0.274081 0.230812 0.0776608 -0.0760034 -0.40716 -0.0338293 -0.0205772 -0.235319 -0.247287 -0.0493644 -0.134059 -0.46514 -0.47495 -0.0340135 0.19856 -0.347516 0.037305 0.279715 -0.0412351 -0.120177 -0.216497 0.115355 -0.319699 0.0538224 -0.466898 0.310784 -0.181869 -0.380495 internal_count=888206 533512 501090 354694 178391 32422 176303 157178 146864 253877 247213 162885 15506 12736 10314 96125 87564 111653 51232 19686 19125 90068 152983 50739 119391 100894 85560 7664 52521 127822 31888 7368 11745 38137 22632 7720 shrinkage=1 Tree=1 num_leaves=37 num_cat=0 split_feature=26 17 30 14 11 0 20 17 20 12 0 1 30 0 19 9 1 0 17 0 1 11 20 12 0 17 11 11 30 17 17 11 9 28 14 30 split_gain=10800.8 5335.34 2355.12 901.93 874.892 726.996 609.33 598.036 371.969 359.809 279.491 268.382 258.286 241.159 246.014 237.281 227.189 223.846 200.185 166.077 155.465 152.518 136.526 123.358 122.071 110.287 102.494 95.0398 91.1661 90.8786 74.3066 72.4207 71.8794 71.5818 70.4515 63.6654 threshold=0.73630811814762798 49.124559334170037 1.0000000180025095e-35 20.271700713970656 0.8571651785714286 46.500000000000007 0.58445445329668477 44.183892591777251 0.68086402156166592 75.955844122715732 43.000000000000007 486.50000000000006 1.0000000180025095e-35 45.000000000000007 1421.2500000000002 0.95389640417005939 728.50000000000011 40.500000000000007 52.539034478676079 31.000000000000004 617.50000000000011 0.83553175293605919 0.73144252131841203 99.269552621700484 46.500000000000007 67.911652476113574 0.90371520588911902 0.84091966173361532 1.0000000180025095e-35 52.763313198958734 53.734571738669416 0.84266954022988516 0.94861306143514168 1167.2500000000002 71.403573495358799 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 9 11 -4 8 -5 19 21 30 24 23 27 33 26 29 35 -1 -17 -2 -14 -10 -9 -20 -6 -15 34 -11 -3 -22 -27 -7 -25 -13 right_child=1 5 6 7 16 15 -8 12 13 17 -12 18 22 14 -16 20 -18 -19 25 -21 31 -23 -24 28 -26 32 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.019562107603594617 -0.0047940188374449785 -0.0043206774388507979 -0.044608664185511585 -0.018255342343251296 -0.008356246432409677 -0.023900246873482547 -0.018418150701789971 0.013405288455144524 0.01535045403806575 -0.0021314045058348371 -0.025119883554924942 0.0058274007584696941 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0.211465 0.12473 -0.01754 -0.043142 -0.140405 0.224505 -0.0659159 -0.0789333 -0.052001 0.0544905 -0.202688 0.233199 0.0483732 internal_count=888206 694293 193913 369610 142358 324683 51555 330133 180389 103196 39477 225923 149744 177850 11683 98760 39162 42443 186480 60753 78284 35473 15176 166167 134568 103301 34489 3945 135200 27297 39443 54121 17629 20476 121571 83179 shrinkage=0.099334 Tree=2 num_leaves=37 num_cat=0 split_feature=16 20 16 16 20 30 17 16 16 16 16 30 26 20 17 30 30 17 33 33 17 30 16 29 16 16 16 20 10 20 30 0 19 0 16 1 split_gain=15478 4044.38 2065.06 1992.35 870.761 870.023 447.017 278.754 271.348 267.67 245.801 245.69 188.615 159.155 102.264 102.027 97.2048 92.5848 91.5064 81.4223 73.1088 69.6592 69.2339 62.0099 46.9425 45.3599 42.1949 40.8529 38.9306 37.2698 37.1128 36.6697 35.8069 35.4665 35.1618 32.1062 threshold=213.86661625601008 0.59301847807531349 228.59325335215246 192.41529551756514 0.60271223683110631 1.0000000180025095e-35 86.712558610950268 236.19782471584159 221.55354496320444 164.79842726081262 203.39658439528168 1.0000000180025095e-35 0.79384352174771344 0.56413942513322046 46.062345979081591 1.0000000180025095e-35 1.0000000180025095e-35 77.759476052940371 2.5000000000000004 2.5000000000000004 77.759476052940371 1.0000000180025095e-35 178.43611509010205 0.52708470416674091 208.80720697596982 245.93428213657489 231.90837195937084 0.73691427874420623 0.98785107814969908 0.52301499020075226 1.0000000180025095e-35 28.000000000000004 11627.500000000002 35.000000000000007 224.54972709723572 2528.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 8 6 11 -2 9 16 19 21 17 -5 29 15 -15 -11 26 -6 34 -3 24 31 -16 -7 -12 30 -4 -18 -27 -8 -9 -1 -25 -24 -10 -14 right_child=1 2 7 4 10 23 12 25 18 13 20 -13 35 14 22 -17 27 -19 -20 -21 -22 -23 33 32 -26 28 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.02647884090519409 0.0033932920219808169 0.0029007055499357215 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28.7864 28.1722 27.5523 threshold=215.06395771181124 1.5000000000000002 194.94997040671166 229.54496278550923 1.5000000000000002 0.6445134714727403 1.5000000000000002 86.712558610950268 174.01253132832082 223.34504784596314 207.16674556114739 237.61065024865812 0.7194650078134599 46.987006394334678 77.759476052940371 0.79384352174771344 232.06415463797521 0.49593795937959384 40.500000000000007 391.50000000000006 321.50000000000006 188.8555113852378 233.30906808399638 0.53654543504486474 153.55783905135868 39.37247168094607 26.818744729411783 70.639721820954733 2.0353669595672161 218.59470429145293 0.54609112004444893 202.08738783722265 26.818744729411783 451.50000000000006 11627.500000000002 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 17 7 8 18 20 14 22 30 -10 26 -9 -7 -3 24 -12 -2 -15 -5 -8 -1 -26 -4 -21 31 -22 -6 -28 -16 -11 -19 -17 right_child=1 5 4 11 12 16 23 15 13 33 19 -13 -14 21 32 35 -18 34 -20 27 29 -23 -24 -25 25 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.027095071336524525 -0.0043135246602599526 -0.037676339200665293 -0.013529066864853367 0.014134129191583076 -0.037458306840651316 -0.0076288816012687341 -0.038335127310128787 -0.014495734362319615 -0.0078352599660389492 0.0051326225436239591 -0.0083250481277070756 0.021651723024810405 -0.015589031777671278 -0.020322839681196445 -0.034133095173354402 0.0082835864712303715 0.0087013735279903529 -0.027388614887869193 -0.028962304476937987 -0.0016692579573046463 0.0023306822135165384 -0.015242876523177419 0.017313667475485257 -0.028204956816695763 -0.013864676421915986 -0.023014498354325435 -0.010052097278410317 0.0090995644796439037 -0.02210181284390729 0.0055020702395423369 -0.027517799452610098 -0.0057669988356880506 0.0077946217978431143 0.010207582673132848 -0.0053571727381979371 -0.0054926408732403264 leaf_count=15696 5937 12651 16549 79992 8633 6720 13279 3049 8643 12221 11047 74368 3302 40572 177 5222 4564 7094 28336 74687 48499 25877 79705 5559 5960 18578 32233 3183 1561 78275 4682 32286 3445 113027 623 1974 internal_value=0 0.099378 -0.142491 0.119803 -0.0755429 -0.218131 -0.216818 -0.199804 -0.213227 0.0676925 -0.0537616 0.177234 -0.30515 -0.172498 -0.08728 -0.0115784 -0.010307 -0.333266 -0.257829 -0.0212482 0.0393015 -0.184676 0.158264 -0.355827 -0.234069 -0.209315 -0.0936414 -0.0123731 -0.0829836 0.0431757 -0.341906 -0.0796081 0.0578422 0.0977751 -0.257817 0.0453471 internal_count=888206 523676 364530 492024 191785 31652 172745 153907 143662 257959 175168 234065 16617 75092 86251 10245 11284 20368 68570 88917 132711 66449 159697 18838 40234 24538 82629 77870 66080 126774 13315 64519 3622 125248 7717 7196 shrinkage=0.099334 Tree=4 num_leaves=37 num_cat=0 split_feature=16 20 16 16 20 30 16 29 30 16 16 0 30 30 33 33 9 16 1 0 16 14 9 13 0 30 8 30 1 11 29 20 14 0 29 6 split_gain=10204.5 2801.47 1500.16 1163.13 560.717 531.666 234.973 230.242 186.496 166.729 155.893 145.798 115.23 74.0363 68.8749 67.0694 58.6149 57.0055 56.2756 50.6279 49.5861 41.9856 39.8806 38.9352 36.681 41.2521 39.1048 38.354 35.3486 34.6185 32.1861 31.0599 30.9948 30.9046 35.8685 29.3711 threshold=212.60983927748211 0.57455626771847668 227.49589526499804 189.58171577688378 0.6668106551475883 1.0000000180025095e-35 234.75641699594425 0.63638618326118335 1.0000000180025095e-35 220.98321549242903 202.98372357031363 37.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 0.93488586979910704 160.44133885438234 2528.5000000000005 33.000000000000007 240.17055884212144 31.271452061709486 0.93761221404557238 31.223476591212258 33.000000000000007 1.0000000180025095e-35 639.50000000000011 2.5000000000000004 4930.0000000000009 0.69232387982387988 0.62151116205568802 0.78604604224298635 18.863684357570865 33.000000000000007 1.5331917930948875 0.17391304528637358 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 9 7 8 -2 13 12 -5 14 19 18 17 32 24 30 28 -1 22 -6 -8 -7 -9 -12 -3 26 -26 -27 -13 -24 -11 -15 -4 -25 -35 -22 right_child=1 2 6 4 10 21 20 11 -10 15 23 16 -14 31 -16 -17 -18 -19 -20 -21 35 -23 29 33 25 27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 leaf_value=-0.026475978094761207 0.0016369715958483512 0.0035204049926346784 0.0064759628235818625 -0.013483904968040908 -0.0066792291211299213 -0.032773613768698431 0.016485870842761825 -0.020268925335114624 -0.03070791345365494 -0.00012012169344199459 -0.0067463275176436665 -0.030239815089578518 -0.032974230806273021 -0.0075068500308573625 -0.018493209468713887 -0.013964468257113706 -0.019027916263603641 -0.01980728786282213 0.0010502629037459389 -0.012075830110953974 -0.00061713382194806968 -0.019032527609633278 -0.0048225161085223948 0.0006073813923593961 -0.0026483656584569359 -0.016743310404186536 0.0029584384414201867 -0.00081737230072892941 -0.0085764675806392181 -0.01358363131204064 0.007308715842419225 0.0067468332721618675 0.013102428418360451 -0.0029307863099093242 -0.012488372021258761 0.020938484372294276 leaf_count=22550 6464 61722 7343 11824 28363 17778 84469 6831 13048 6049 28625 7845 13750 1767 1669 1532 33709 28805 2849 43401 633 2503 5604 22607 19143 2624 34208 3459 821 21616 118279 10311 135297 33747 4377 42584 internal_value=0 0.0825306 0.0984336 -0.139238 -0.0869595 -0.233263 0.148308 -0.206583 -0.226707 0.0417972 -0.0653868 -0.170394 -0.250648 0.122103 0.0155863 0.0673761 -0.210412 -0.228879 -0.124437 -0.100096 0.18006 -0.312861 -0.135733 -0.0375108 0.0183657 0.000633973 0.00952995 -0.0773882 -0.283765 -0.118589 0.0699385 0.0469279 0.128469 -0.0231798 -0.040551 0.20761 internal_count=888206 557834 531089 330372 185992 26745 282404 144380 24872 248685 161120 79275 65105 154718 122825 125860 42375 51355 36900 71764 127686 20281 34051 89356 121156 59434 53351 6083 8666 27220 124328 12078 142640 60731 38124 43217 shrinkage=0.099334 Tree=5 num_leaves=37 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 17 12 26 17 2 11 1 16 13 13 0 29 2 16 17 0 17 14 16 9 16 6 1 19 split_gain=8308.88 2243.05 1262.71 946.838 637.072 483.539 324.153 301.651 237.26 137.584 116.796 92.9645 74.3671 63.5805 60.9103 60.2841 56.9039 50.4785 49.455 40.4182 36.7204 34.8851 29.5143 29.2853 28.5912 27.7869 41.8018 27.6238 25.925 25.1225 42.5447 28.6397 24.7619 25.2478 24.0727 23.2827 threshold=215.5275323534822 1.5000000000000002 197.75831112546774 229.70715999400213 1.5000000000000002 0.6445134714727403 1.5000000000000002 86.712558610950268 174.01253132832082 223.69804182250815 237.83811732043861 208.80720697596982 46.481247777906979 89.816756826189717 0.79384352174771344 77.759476052940371 30.112159329140464 0.83553175293605919 328.50000000000006 188.8555113852378 25.345804086912015 27.806113026199636 29.500000000000004 0.48525029666417624 15.252659574468087 151.57002693694929 39.188554350533991 33.000000000000007 49.832071306153843 38.097380847747324 100.24026806526808 0.95205767480442882 245.93428213657489 0.17391304528637358 435.50000000000006 2482.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 18 7 8 17 21 22 15 -10 -6 -9 24 -7 25 -3 -14 -13 -2 -5 -8 -4 29 -27 -22 -23 -1 31 -31 -12 -34 -17 -16 right_child=1 5 4 10 13 16 23 14 12 -11 32 20 19 -15 35 34 -18 -19 -20 -21 27 28 -24 -25 -26 26 -28 -29 -30 30 -32 -33 33 -35 -36 -37 leaf_value=-0.025996836859230203 -0.0007861077573406678 -0.0315095584020934 -0.007777896713296528 0.013743100764189631 -0.029877507254185878 -0.012038041109971236 -0.031561467632057603 -0.011176718576426357 -0.0044590278393939788 0.0080340730859202094 0.01706552356761188 -0.0078296968105593199 -0.016432401067539196 -0.01696746420847885 0.0016454852707346748 -0.037697978563453201 0.0035187710034079727 -0.014937882481089902 -0.021586457871659966 -0.012023667518434091 0.0017237999191005019 0.0017812425050552322 0.010705329340442965 -0.023660135694536521 -0.003959241490188164 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0.93355668791715318 100.24026806526808 38.097380847747324 19.218626734563234 0.98785107814969908 0.3545632661724743 35.000000000000007 1.0000000180025095e-35 25.533099426834024 230.79241416076971 147.41212931995543 38.815052353095496 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 16 8 33 10 19 25 14 -8 -12 21 -7 -3 -6 -13 -2 32 -5 -9 -20 -14 26 -1 -11 -24 -23 -21 -32 -15 -4 -27 -36 right_child=1 5 7 4 17 15 12 22 -10 27 13 18 24 20 -16 -17 -18 -19 23 30 -22 29 28 -25 -26 34 -28 -29 -30 -31 31 -33 -34 -35 35 -37 leaf_value=-0.018622550868447694 -0.002736316826756425 -0.026428735275092985 0.0086994435917363399 0.0012233229185831577 -0.027867150777682936 -0.010013484698913134 -0.019784702555153515 0.014162503146193661 -0.027261669978169412 0.0016766991686522656 -0.0061379199975101755 -0.0059511558111401252 -0.0050510142873962374 -0.016553279269662952 0.0028604772241154234 0.0038472527476010399 -0.014746490518479392 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internal_count=888206 571738 536047 316468 171966 35691 144502 277103 135129 258944 120464 156504 9373 78235 73471 12630 23061 15462 83033 118316 68899 69063 124406 45212 7437 42229 2546 140628 18348 66150 96377 49208 28415 152697 39683 23652 shrinkage=0.099334 Tree=7 num_leaves=37 num_cat=0 split_feature=16 32 16 16 32 20 29 17 32 16 9 16 16 12 20 0 29 0 17 0 16 14 1 19 16 17 16 1 17 17 0 17 16 29 28 0 split_gain=5484.89 1416.17 917.782 556.966 483.849 323.435 226.473 168.235 95.4393 81.8944 80.5659 74.3633 73.0166 52.8347 50.5668 47.917 42.1126 41.3292 39.0426 38.9078 32.0068 30.1057 29.6485 29.6074 29.1375 24.3508 25.8416 24.2449 23.4979 23.4602 22.4733 22.3699 21.9981 21.9675 21.3558 21.1288 threshold=216.68151147098519 1.5000000000000002 197.75831112546774 230.17535677011276 1.5000000000000002 0.56413942513322046 0.5890656629554657 77.759476052940371 1.5000000000000002 224.36852939876306 0.93389680116704021 208.80720697596982 238.26820157069022 92.544678887547576 0.77663848256390244 33.000000000000007 0.7518107262139998 29.500000000000004 77.759476052940371 26.000000000000004 179.48100535025512 51.183527057565577 391.50000000000006 309.25000000000006 227.33843537414967 93.045330163778274 160.44133885438234 463.50000000000006 53.053370292682509 45.023996168371205 29.500000000000004 49.832071306153843 170.28413792852254 2.1921971583124029 308.50000000000006 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 21 8 10 17 23 19 18 30 -7 -6 32 -9 25 27 -8 -17 -3 34 -2 -15 26 -1 -4 -24 -11 -5 -25 -12 -29 -13 -18 right_child=1 5 4 12 14 13 7 16 -10 29 15 22 -14 24 -16 20 35 -19 -20 -21 -22 -23 28 31 -26 -27 -28 33 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.018507267758148149 -0.0065397920143293858 -0.024139222407362895 -0.0078989086674663301 0.01141895943531639 -0.022462410970702215 -0.014870136347333762 -0.011492475034641252 -0.014568983662678534 -0.02539819504531721 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1.5000000000000002 0.70049112992034224 0.64305698603705208 40.500000000000007 235.09686811842431 1.5000000000000002 207.16674556114739 222.0935784975259 0.93488586979910704 0.53654543504486474 0.64974977016058355 160.44133885438234 100.24026806526808 467.50000000000006 40.500000000000007 1.7908996800301151 564.50000000000011 235.63051958378978 40.500000000000007 18.863684357570865 170.28413792852254 243.3573754875446 33.000000000000007 18.165926834578233 663.25000000000011 19.500000000000004 1.5159293905450288 1.0000000180025095e-35 0.96548532308496871 49.040091756912979 9350.5000000000018 0.22409426436895999 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 10 13 9 16 23 15 17 -2 -9 -3 -6 -1 -8 -4 -19 -20 -12 -7 -17 29 -18 -10 -13 -28 -14 -5 -22 -32 -27 34 35 -34 right_child=1 5 4 8 14 21 7 12 25 -11 20 26 28 -15 -16 22 24 18 19 -21 30 -23 -24 -25 -26 32 27 -29 -30 -31 31 -33 33 -35 -36 -37 leaf_value=-0.017892055413168396 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477 900 112 376 internal_value=0 0.0600205 -0.0836395 0.0722124 -0.0436544 -0.130004 -0.12967 -0.10348 0.102992 -0.164583 -0.030392 0.0384794 -0.132849 -0.191142 -0.183804 -0.149086 -0.0731018 -0.0509618 -0.0388465 -0.0591612 -0.0117483 0.0087953 -0.128917 0.085849 -0.0775432 0.122783 0.052944 0.0353103 -0.118137 0.031452 0.00147218 -0.0521398 0.15552 0.0561544 -0.0591434 0.00722197 internal_count=888206 516804 371402 485645 198752 31159 172650 98649 253940 74001 181570 231705 50157 21631 17182 59429 48492 86326 61301 35100 95244 9528 36020 136076 47069 117864 127970 46966 40754 7531 60908 6743 18323 1865 965 853 shrinkage=0.099334 Tree=9 num_leaves=37 num_cat=0 split_feature=16 20 16 29 30 16 17 30 16 16 16 9 17 16 30 30 11 17 16 23 4 0 9 11 20 8 0 17 17 22 16 18 7 0 9 20 split_gain=3633.87 1059.87 568.513 404.954 218.063 188.71 140.041 99.4251 97.5493 68.3063 65.4194 60.2655 45.5469 37.4046 30.2676 29.7603 29.0676 28.1987 28.1198 27.8028 27.2325 26.944 28.4045 26.4586 24.8417 24.6276 24.5986 30.0868 23.0629 22.937 21.6362 20.169 19.5464 19.5265 19.1975 19.1667 threshold=211.51658975932943 0.61930189535079794 227.0137858441129 0.64305698603705208 1.5000000000000002 197.75831112546774 77.759476052940371 1.0000000180025095e-35 233.30906808399638 176.20386694267154 220.02589991783921 0.89102076799036045 70.639721820954733 180.45852848387145 1.0000000180025095e-35 1.0000000180025095e-35 0.84806225520511247 46.987006394334678 240.17055884212144 0.91781687823632307 6.0232262611389169 33.000000000000007 0.94163940178967698 0.86250142987874645 0.47749886953223281 660.50000000000011 33.000000000000007 50.755209379022872 49.769479787512523 615.25000000000011 201.63322872183195 3.5000000000000004 -58.277900695800774 33.000000000000007 0.95128175526466918 0.52301499020075226 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 7 20 6 11 9 14 16 26 -5 21 23 31 25 -1 -15 -10 -8 -2 -7 -23 -13 -9 33 -3 -28 -11 -24 -30 -4 -21 -12 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1018 58494 112213 7814 16477 36251 3344 18406 114058 7188 36390 38267 5887 3625 10513 13261 5945 48489 43088 1479 2185 5905 22238 2630 5992 66367 11356 47855 21819 31802 10573 11010 6397 15264 9045 3008 internal_value=0 0.0476451 0.0580848 -0.0859026 -0.129965 -0.0611615 -0.0894977 -0.1376 0.088108 -0.120188 0.02301 -0.101291 -0.0300601 -0.0942049 0.068257 0.0383583 -0.150179 -0.07644 0.105002 0.016481 -0.0254081 -0.0352855 -0.0483003 -0.116842 -0.193322 0.0434052 0.00589131 -0.00847723 -0.0910174 -0.0411046 -0.102389 0.0726512 0.048917 0.0270311 -0.0112111 -0.195688 internal_count=888206 571602 539869 316604 31733 214128 112045 102476 290882 78078 248987 100825 102083 93011 133736 131282 38498 52114 157146 11220 12248 96196 59945 40897 24398 118021 117705 59211 39580 54040 32392 123223 7876 51654 11230 19485 shrinkage=0.099334 Tree=10 num_leaves=37 num_cat=0 split_feature=16 32 16 16 32 20 20 17 16 16 2 32 17 20 16 1 29 11 20 26 18 7 25 0 29 17 17 9 17 30 17 17 13 9 0 14 split_gain=2957.21 775.968 496.277 311.556 266.338 172.519 137.207 156.636 79.8718 51.1221 48.627 43.2959 41.3028 37.8511 35.8751 33.1331 32.2952 31.0624 29.991 28.2154 26.0738 25.0977 25.3417 23.9522 23.8162 20.8945 20.7618 20.0447 20.1128 19.7181 18.5423 18.5047 18.3557 18.0483 17.8947 17.6972 threshold=216.68151147098519 1.5000000000000002 198.80623731381689 230.79241416076971 1.5000000000000002 0.76285030344153126 0.70049112992034224 81.721845683580497 174.01253132832082 225.72874946873677 16.77454755487101 1.5000000000000002 46.481247777906979 0.50051714271962533 239.29417241757042 439.50000000000006 0.58109312521077239 0.82609968434986258 0.77663848256390244 1.7908996800301151 1.5000000000000002 -12.52880811691284 259.75000000000006 29.500000000000004 1.5942617068923968 57.529696693937836 45.286811716232329 0.96270557251220246 111.09010594063605 1.0000000180025095e-35 74.010925703933268 49.769479787512523 30.182924436934321 0.86363930781243015 29.500000000000004 51.183527057565577 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 13 11 8 17 16 15 -1 -10 35 34 23 -2 33 -6 -17 -7 -18 -23 -4 32 31 -11 28 -9 -21 -12 -24 -14 -8 -5 -3 right_child=1 5 4 14 18 20 7 27 12 26 30 -13 24 -15 -16 19 21 -19 -20 29 -22 22 25 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.012287349910373791 -0.0032527797664736228 -0.018637206001352068 -0.0030813862518738163 0.0087717578271220391 -0.016852138387299986 0.0074361308110569577 -0.020715935802972311 -0.0043563131778525917 -0.0003885084558825184 0.0028279221050455878 -2.2810144578400067e-05 -0.018381800785488209 -0.009725794376866298 -0.0092100560566216651 0.011183779992028886 -0.0017489747947580284 0.0049523877311145725 -0.007354548519144348 -0.005303881180155897 -0.0024077099372936772 -0.004234001045857921 -0.029219597437557622 0.00087618647656068245 -0.0090580942654824304 -0.015437404515555777 -0.010059138159222976 0.0061794357127436406 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64137 102122 72460 43082 155584 14614 shrinkage=0.099334 Tree=11 num_leaves=37 num_cat=0 split_feature=16 32 16 29 20 16 17 32 16 17 16 16 9 0 29 1 18 1 0 1 0 0 30 0 14 17 1 25 16 19 24 24 17 0 14 0 split_gain=2402.34 741.865 371.81 278.24 147.804 124.501 96.5479 83.7864 61.7561 49.8873 49.8131 49.7667 36.6012 34.9292 36.6019 30.0654 29.096 26.9809 26.5613 24.0121 21.4998 21.3442 20.8568 20.5345 25.2005 20.0755 19.6065 31.3925 19.3373 17.2199 20.4236 16.7469 16.6583 16.6111 16.9953 16.4284 threshold=211.51658975932943 1.5000000000000002 227.33843537414967 0.64305698603705208 0.70049112992034224 188.8555113852378 93.045330163778274 1.5000000000000002 234.11105182023007 74.010925703933268 174.01253132832082 220.02589991783921 0.91444644233013361 33.000000000000007 1.5331917930948875 794.50000000000011 1.5000000000000002 665.50000000000011 43.000000000000007 307.50000000000006 24.000000000000004 31.000000000000004 1.0000000180025095e-35 33.000000000000007 18.27520292227117 52.392853567589619 2528.5000000000005 1052.2500000000002 247.39356131283367 440.25000000000006 20.500000000000004 7.5000000000000009 40.155049081667492 29.500000000000004 21.339166892292777 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 15 6 12 10 29 13 20 19 -5 31 17 -3 -6 -15 -14 -2 -1 32 -16 -13 -25 35 27 -8 -10 30 -4 -7 -12 -31 -35 -21 right_child=1 4 8 5 16 9 26 -9 28 -11 21 23 18 14 22 -17 -18 -19 -20 25 -22 -23 -24 24 -26 -27 -28 -29 -30 33 -32 -33 -34 34 -36 -37 leaf_value=-0.0091991710706826185 -0.0057509141756388812 -0.016071258660241772 0.0034521636993368032 -0.01491021354086107 0.0047659267362143909 0.0011612821368160702 0.0041392059507926989 -0.01656506864530493 0.0085343493572588962 0.0046874842659509492 0.0078004294120982715 0.0042971400178929827 -0.0063173854708782375 -0.0059002812501882688 -0.0070518154048355031 -0.0079993466570807935 -0.0057147124353034802 -0.0021184363734785615 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internal_count=888206 571780 536115 316426 35665 213991 75720 102435 280137 138271 80015 255978 69191 130659 82465 25164 10501 74962 59556 118323 36965 43050 7503 137655 54350 112623 6529 4277 137420 142717 8680 48194 24474 134037 46473 56446 shrinkage=0.099334 Tree=12 num_leaves=37 num_cat=0 split_feature=16 32 16 32 16 29 17 16 32 17 2 2 23 16 1 22 12 26 16 21 9 13 2 28 25 21 17 26 17 11 10 30 29 15 18 7 split_gain=1952.71 484.781 365.367 202.443 185.001 113.162 97.2114 88.571 63.7574 51.2202 38.2923 33.0332 31.8223 31.0902 27.5516 25.7519 23.4516 23.4019 23.2204 22.5023 21.5322 31.4836 20.5274 18.5685 18.091 18.5208 17.8283 17.5835 16.9889 29.6356 16.4918 16.3419 18.3626 16.2012 16.1567 15.9214 threshold=217.76078008789725 1.5000000000000002 198.80623731381689 1.5000000000000002 231.27554703361159 0.66338824508115868 93.045330163778274 164.79842726081262 1.5000000000000002 40.155049081667492 16.77454755487101 19.62731481481482 0.92060718882217152 180.45852848387145 463.50000000000006 485.25000000000006 96.58326112068525 2.0353669595672161 239.29417241757042 1.5000000000000002 0.95046539209545455 66.289289041972623 15.131255127153407 308.50000000000006 259.75000000000006 3.5000000000000004 50.189552459088766 3.7334598003783115 47.62140113563138 0.78430149380377312 0.83458439049881972 1.0000000180025095e-35 1.7229659282783263 0.26809408840646537 3.5000000000000004 -56.976131439208977 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 10 11 -3 7 20 9 -9 14 15 30 26 23 24 -5 -16 28 -7 27 -22 -15 -4 25 -2 -11 -1 -6 -30 -8 -17 -33 -20 -26 -14 right_child=1 5 3 16 18 19 12 8 -10 13 -12 -13 35 22 17 31 -18 -19 33 -21 21 -23 -24 -25 34 -27 -28 -29 29 -31 -32 32 -34 -35 -36 -37 leaf_value=-0.015109854858518861 0.00059635488950928524 -0.0143520656223417 -0.020810067003406818 -0.014948950721682879 0.0068499605483948942 0.0053435494754884303 -0.001338363754238827 0.003088468855536197 -0.013917029133463557 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0.76339989860297441 33.000000000000007 0.93488586979910704 1.5000000000000002 232.99108419461581 181.34690330735205 188.8555113852378 33.000000000000007 575.50000000000011 1.0000000180025095e-35 2.5000000000000004 0.88053377944924116 4208.0000000000009 0.90914004914004931 11.00072765350342 34.962152481079109 1.5000000000000002 645.25000000000011 1.5716696115839104 560.50000000000011 0.94235210785036017 0.66071555056361697 4.5000000000000009 9.5000000000000018 663.25000000000011 17.500000000000004 14.500000000000002 245.93428213657489 0.98785107814969908 29.500000000000004 33.000000000000007 0.39954884617541131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 19 23 16 9 28 15 -8 17 30 -14 22 -1 35 -2 -19 -3 -6 -12 -15 26 -25 -26 -5 -23 29 33 -13 -10 -33 -4 -11 -7 right_child=1 4 8 5 20 6 10 -9 31 34 21 12 13 14 -16 -17 -18 18 -20 -21 -22 27 -24 24 25 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 leaf_value=-0.010225788687138401 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15285 17746 9688 internal_value=0 0.0308571 0.0384484 -0.058634 -0.0824278 -0.0393477 -0.0542824 -0.0895657 0.0577641 -0.0783924 -0.0446859 0.013717 0.00102989 0.0117295 -0.0473287 -0.0971467 -0.115475 0.0243792 0.0345555 -0.12006 -0.00569978 -0.0321961 -0.140099 -0.0148311 0.000556502 0.0167356 -0.0324172 -0.0161283 0.0443644 0.0337626 -0.0320852 0.0699218 0.111951 0.0430761 -0.0563816 -0.130556 internal_count=888206 582354 545781 305852 36573 188389 117072 117463 306443 94449 101201 239338 109291 82602 7569 50997 15871 130047 81786 24538 12035 69602 2632 71317 38036 26211 33281 36700 145775 73440 26689 160668 8760 57304 43452 13802 shrinkage=0.099334 Tree=14 num_leaves=37 num_cat=0 split_feature=16 20 20 16 16 30 17 16 17 32 5 30 29 16 21 17 7 1 7 5 25 5 22 0 30 14 15 7 11 9 0 17 21 14 0 29 split_gain=1296.66 390.255 184.898 184.886 119.637 90.5639 82.731 43.5457 43.2246 35.9621 33.7362 34.3522 29.3594 29.3366 29.0975 28.4761 27.2252 23.1211 23.0393 20.0909 20.5281 20.0651 19.2316 17.9398 17.0253 17.1321 16.7747 16.6609 16.7868 16.4423 15.75 16.4293 15.0746 20.0774 14.9499 17.6725 threshold=213.12868316878908 0.65204857729053123 0.70049112992034224 228.59325335215246 200.74595543345546 1.5000000000000002 81.721845683580497 167.64895118999598 43.684473353109389 1.5000000000000002 24.000073432922367 1.0000000180025095e-35 1.5525564757624297 236.58049743493328 14.500000000000002 70.639721820954733 -14.903549194335936 706.50000000000011 -78.006191253662095 46.867120742797859 777.25000000000011 29.516095161437992 1000.2500000000001 24.000000000000004 1.0000000180025095e-35 18.768660324884333 0.375836133553552 -1.2453642487525938 0.89500519750519769 0.93580900958540125 29.500000000000004 57.348026373237801 6.5000000000000009 33.803872295107617 33.000000000000007 2.1921971583124029 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 9 10 6 26 7 23 22 29 14 16 -13 24 -3 34 18 30 -12 21 -21 -10 -9 -4 25 -5 -2 -8 -29 -1 -18 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leaf_count=2610 1864 20980 11976 6085 42626 19331 9944 5775 45697 27719 16500 19921 5643 93075 785 5486 44789 67088 42772 3552 7690 43614 1117 28624 11646 146154 11730 1552 312 38062 40853 497 817 283 59470 1567 internal_value=0 0.0299933 -0.0487293 0.0367048 -0.0369255 -0.0755735 -0.0543518 -0.0607767 -0.0502342 -0.0951569 0.0179545 0.0213847 -0.0124487 0.0557446 -0.019738 -0.011404 0.0256301 0.0185902 0.0438292 -0.0554852 -0.0953265 -0.0504702 0.0263779 -0.0886768 0.0476923 0.0505113 -0.013032 0.0262013 -0.0605586 -0.0762263 0.00774949 -0.00632354 -0.0694835 -0.176575 -0.0151198 -0.0251555 internal_count=888206 550813 337393 517888 269002 32925 159853 148045 107445 68391 260928 239163 26664 256960 21765 109149 212499 153227 59272 100553 11242 89311 6892 40600 163885 152239 13594 11808 1864 40672 86139 41350 6743 1100 103663 61037 shrinkage=0.099334 Tree=15 num_leaves=37 num_cat=0 split_feature=16 33 29 16 16 0 32 17 20 29 9 0 29 0 28 14 13 31 20 17 17 11 8 7 8 17 1 16 29 16 27 0 17 15 14 8 split_gain=1063.49 279.81 212.473 117.596 101.859 53.6858 44.2447 36.452 34.7579 33.8086 31.535 31.0833 27.7038 25.9304 25.2 24.5513 23.448 23.1828 21.5741 22.008 20.4298 37.1697 20.2436 19.215 18.5777 18.5523 17.8637 17.8218 17.2165 16.8862 16.8854 16.492 16.0991 16.0689 17.6664 29.7516 threshold=217.76078008789725 2.5000000000000004 0.5890656629554657 203.82293086660178 230.33537097236237 37.500000000000007 1.5000000000000002 86.712558610950268 0.53346122386099804 0.62151116205568802 0.95423083464483949 29.500000000000004 0.17590837615477498 33.000000000000007 636.25000000000011 12.551454055258263 30.606048282020371 1.5000000000000002 0.80323668387223512 67.911652476113574 49.124559334170037 0.78430149380377312 1565.5000000000002 -18.531406402587887 234.50000000000003 57.180358810326055 4930.0000000000009 180.45852848387145 0.17590837615477498 242.17353182639155 27.500000000000004 29.500000000000004 50.962849610023653 0.25530022989447759 49.040091756912979 10606.500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 5 9 7 11 27 -3 25 26 -1 -6 15 30 -11 -12 -16 -5 24 29 -22 -23 -17 -20 28 -7 -4 -2 31 -15 -14 -29 34 35 -31 right_child=1 8 3 18 12 10 -8 -9 -10 13 16 -13 20 14 17 23 -18 -19 19 -21 21 22 -24 -25 -26 -27 -28 32 -30 33 -32 -33 -34 -35 -36 -37 leaf_value=-0.0045852834872109043 -0.014216276900766241 -0.012440914399825006 -0.0051575729439396938 -0.0040077567192347355 -0.012440031504148451 -0.0099689241416961154 -0.011336907485198775 0.0045395929937607276 -0.0032169809071119606 -0.01983891048389845 -0.0073892900355598387 -0.0086853596256359234 0.005541873567895316 0.00015226255158448611 0.0031467432326249276 0.0052843219320421742 -0.0034590034222074053 -0.0035734826409788483 -0.025646066969917447 0.0058683320067679677 0.0039015476113791105 -0.03407178638193626 0.0018424598572277749 0.0027008318204029399 -0.00025630228527255647 -0.023907293713646135 0.0011592740374239358 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218768 32186 192787 40733 25981 2414 1467 shrinkage=0.099334 Tree=16 num_leaves=37 num_cat=0 split_feature=16 20 16 13 9 11 30 32 16 0 0 16 32 11 12 13 0 19 30 0 16 28 27 30 30 7 9 28 28 20 28 0 19 4 29 21 split_gain=866.885 280.87 157.368 108.863 74.669 54.2912 45.3105 34.0212 30.6212 25.8985 25.1721 26.0092 24.5288 31.2621 23.5616 23.2674 22.7993 26.823 22.2088 20.7501 19.5775 19.0738 24.0509 18.383 23.6964 18.1573 21.1381 18.2552 17.479 16.1883 15.8448 15.2071 14.2964 13.9825 13.7242 13.6666 threshold=210.63644120384737 0.54414995950693823 225.89108559083547 26.371926460785993 0.94089384553695576 0.66364185331576653 1.5000000000000002 1.5000000000000002 236.19782471584159 24.000000000000004 33.000000000000007 179.48100535025512 1.5000000000000002 0.83460567210567216 196.74926035179246 16.116868937615866 35.000000000000007 471.25000000000006 1.0000000180025095e-35 45.000000000000007 160.44133885438234 658.25000000000011 31.500000000000004 1.0000000180025095e-35 2.5000000000000004 -12.52880811691284 0.95084821496190619 308.50000000000006 449.25000000000006 0.74258198050694324 692.25000000000011 29.500000000000004 444.25000000000006 6.0232262611389169 11.596179043508423 7.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 7 12 9 14 33 15 18 29 -7 -12 13 19 20 -3 25 -18 21 -1 -6 22 31 30 -25 26 34 -27 32 -5 -19 -4 -24 -2 -17 -22 right_child=1 2 8 4 5 10 -8 -9 -10 -11 11 -13 -14 -15 -16 16 17 23 -20 -21 35 -23 28 24 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.0067505126102301157 -0.012683227200093732 -0.030842254308107775 0.0042620811381845975 -0.010299521166280745 -0.0064936046654158639 -0.0009875182735696415 -0.010660960345910598 -0.005813707166023762 0.0056070529135296438 -0.0083784768290256235 -0.0067191004594329314 -0.0028253097031003807 -0.010779673849700251 -0.0033200685187790026 0.013717313651007007 0.00024749288738597778 -0.0057286626782753558 -0.0005673520740054897 0.00010345807745015797 -0.011630245674960862 0.0017727815029016725 0.0047702604174427645 -0.029032266488501119 -0.012436246906635192 -0.00044188071161686235 -0.017899928807878655 0.004917133780280864 0.0011899370412070686 -8.6833492482524759e-05 -0.0017278861332287387 0.0021916507067849702 0.0011542562618719076 -0.00011831849069248622 -0.00040191942342789576 -0.052973133752292942 0.0098844602485055645 leaf_count=39296 1040 226 62252 2656 2286 54116 17671 7430 100827 30057 21365 81486 15768 21875 1896 12109 7725 41497 17362 11007 9450 100457 384 2420 4949 497 31339 90437 14416 11981 40667 20702 301 7594 48 2617 internal_value=0 0.0226571 0.0274337 -0.0430916 -0.0311063 -0.0217034 -0.0783138 0.00808211 0.0420585 -0.0675482 -0.0273995 -0.0365852 -0.0727885 -0.0649827 0.0333218 0.0102161 0.0105289 -0.00113363 0.0353385 -0.0787068 0.0194818 0.0383381 0.0284165 0.00374445 -0.0441024 0.0189666 0.0357707 0.0109288 -0.00829029 -0.0330529 0.00803566 0.0350987 -0.164365 -0.0189387 0.000376101 0.0355566 internal_count=888206 582350 556045 305856 217910 173216 26305 239344 316701 44694 156967 102851 87946 72178 16249 231914 231688 97258 215874 50303 14353 198512 98055 89533 7369 134430 43496 90934 15101 14637 82164 82954 685 8634 12157 12067 shrinkage=0.099334 Tree=17 num_leaves=37 num_cat=0 split_feature=16 33 20 16 16 0 32 19 29 20 16 0 16 0 19 29 0 29 28 26 14 25 11 4 25 27 13 7 11 11 6 27 14 1 21 28 split_gain=708.26 180.021 157.759 110.654 62.6016 37.8805 31.4343 29.7532 25.7614 22.6665 22.6137 20.1654 19.6682 19.6338 27.1043 29.8595 19.7703 19.0511 18.2891 17.3038 16.9897 15.8836 15.6188 14.4557 14.2908 13.7269 13.6238 13.6137 13.9326 13.4848 14.0897 13.1621 15.6288 14.0548 13.0214 15.4281 threshold=218.59470429145293 2.5000000000000004 0.74258198050694324 201.63322872183195 231.90837195937084 40.500000000000007 1.5000000000000002 498.25000000000006 0.63638618326118335 0.53346122386099804 179.48100535025512 33.000000000000007 176.20386694267154 29.500000000000004 464.75000000000006 1.5331917930948875 49.500000000000007 0.17590837615477498 684.25000000000011 2.1171928276109315 12.551454055258263 22012.750000000004 0.84806225520511247 5.0298221111297616 4051.2500000000005 39.500000000000007 29.858109711904458 -18.434947013854977 0.90147421037380482 0.68509993110283818 0.43161894197323492 2.5000000000000004 22.171983171239191 697.50000000000011 12.500000000000002 813.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 5 8 7 12 22 34 -3 -7 20 -1 29 -15 31 -17 -6 -13 26 -10 -9 24 -14 25 -4 -12 -22 -29 30 -5 32 -16 -33 35 -2 right_child=1 9 3 13 17 10 -8 21 11 -11 19 18 23 14 15 16 -18 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 33 -34 -35 -36 -37 leaf_value=-0.0076047150296525146 0.0013671964564909342 -0.01012342829964696 -0.0052750339089664812 -0.0064756042878442808 -0.011039124337179459 -0.0075324378941108352 -0.0090879695451986011 -0.00071645244697199654 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-0.0104171 -0.00485841 -0.0575866 0.0444285 0.0112767 -0.0408243 0.0300949 -0.00520054 -0.043108 -0.0372407 -0.0523441 -0.0503268 -0.0376004 0.0306404 0.0245662 0.0117375 0.0401211 0.000920665 -0.0769222 0.00283533 -0.0165549 -0.0120052 internal_count=888206 468161 420045 332676 451233 159604 87369 82824 262634 16928 76780 245165 53507 173072 110313 97990 9679 188599 89938 45929 155227 41627 41197 32664 33630 33311 44696 154806 109052 62759 13214 88311 2120 86191 17469 16997 shrinkage=0.099334 Tree=18 num_leaves=37 num_cat=0 split_feature=16 32 16 29 20 17 16 9 14 0 22 14 0 24 14 27 17 29 0 30 23 30 21 27 9 16 6 0 10 32 22 7 23 18 21 17 split_gain=580.5 200.959 110.147 67.8882 50.5821 46.8689 29.315 26.1905 34.8535 23.3566 21.2127 20.7483 20.6655 19.6506 20.2467 17.7877 17.7664 17.7641 22.2446 17.662 23.3033 17.5287 17.0366 20.8888 16.9122 17.7644 16.1613 16.0362 16.0217 15.9279 16.0871 15.4842 15.429 14.8067 14.7862 14.0148 threshold=208.80720697596982 1.5000000000000002 224.88569532472846 0.74657707822730157 0.77663848256390244 77.759476052940371 184.87480775507234 0.95167840201397258 30.46151056460592 29.500000000000004 575.25000000000011 21.339166892292777 35.000000000000007 21.500000000000004 19.305525892746079 36.500000000000007 46.402134242350762 1.3304423047991578 49.500000000000007 1.0000000180025095e-35 1.3473408291370632 1.0000000180025095e-35 1.5000000000000002 14.500000000000002 0.87016535964641728 100.24026806526808 0.63636364508035259 43.000000000000007 0.95873926582209001 1.5000000000000002 611.25000000000011 -83.702888488769517 0.99238512416284042 1.5000000000000002 6.5000000000000009 54.641575639487499 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 7 -3 6 24 -1 27 13 12 -11 -2 -4 15 32 -8 -18 -19 -12 -21 -13 28 -24 -5 -26 -10 29 -7 30 31 -9 -15 -6 -22 -20 right_child=1 4 9 5 33 22 16 8 26 11 19 21 -14 14 -16 -17 17 18 35 20 34 -23 23 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.0079923129624109943 0.00032677173243614131 -0.0071543169543453388 0.0042044899361501162 -0.011420727829027021 0.0052879300701828523 0.013925005965849602 0.0051421487224148459 0.0023918767748327529 0.021914565591387894 -0.0020943057981340279 0.0016376913118809292 0.0029654067219002131 -0.0031230223229004768 -0.012143867786923359 0.0021321518623542012 -0.0027991521421625791 -0.0015942787084459674 -0.0022100918192144593 -0.016421005533948017 0.00017605809813415517 -0.0055669574800591625 -0.0028806798974665795 -0.0029645911613371072 0.0056249189920202546 0.012287285969953682 -0.0046593798177422359 0.0019803706694306029 -0.0067811374825065716 -0.051289861883958565 -0.0088051505420257883 -0.0011492111823424749 -0.0051899071913034762 -0.046860926087086377 -0.0029330026179350058 -0.021151559903228461 -0.0063651964156822482 leaf_count=29607 56714 29687 213347 3695 4646 1705 3405 2865 640 10310 137414 83802 24551 435 14397 1928 83652 8963 2167 12949 2866 5386 4873 6547 620 39208 1076 29724 38 6156 19371 36774 178 4043 760 3707 internal_value=0 0.0176438 0.0223998 -0.0371316 -0.0523815 -0.0233576 -0.02853 -0.0544379 -0.0464632 0.0341922 0.00586898 0.021389 -0.00720244 0.039724 0.00693959 -0.0753566 -0.0192505 -0.0217057 -0.0535949 0.0127672 -0.0180692 0.0262988 0.0337835 0.0197285 -0.0502546 -0.0442504 0.0947816 -0.0490175 0.125871 -0.0402377 -0.0351881 -0.0467304 -0.223738 0.0147253 -0.0889267 -0.101425 internal_count=888206 603413 565037 284793 38376 158580 145417 126213 96606 329783 235254 99498 81265 230285 16938 2541 101894 98489 14837 153989 16575 89188 13163 11420 43523 39828 1716 94890 1743 65166 59010 39639 613 8689 3626 5874 shrinkage=0.099334 Tree=19 num_leaves=37 num_cat=0 split_feature=16 20 16 33 16 17 16 22 30 30 17 13 30 26 30 10 20 8 16 29 29 9 5 13 18 17 19 28 21 7 17 4 28 19 6 22 split_gain=475.76 119.743 112.894 62.5654 46.3261 41.2685 25.8724 25.4228 29.1383 31.0593 24.0372 23.3072 22.541 22.1267 20.3291 18.7579 17.6864 17.5256 16.8713 23.2259 16.5575 15.515 20.8628 15.0391 14.7883 14.4674 17.0612 19.9382 13.8663 13.7226 51.4138 17.7046 14.2187 13.8547 13.4967 13.4641 threshold=218.59470429145293 0.54414995950693823 191.12115293560609 2.5000000000000004 232.99108419461581 101.44877620382486 151.57002693694929 537.25000000000011 1.0000000180025095e-35 2.5000000000000004 41.425036593158616 27.53091791087078 1.5000000000000002 1.4398357902315635 1.0000000180025095e-35 0.92827419815073908 0.30610212100726725 715.50000000000011 100.24026806526808 0.90914004914004931 1.9668141186835781 0.94956437397208293 77.442466735839858 24.574314993583403 3.5000000000000004 45.809186898041865 6091.5000000000009 1087.2500000000002 11.500000000000002 -15.255119323730467 56.44068767923374 25.709219932556156 618.25000000000011 738.25000000000011 0.75932900392608027 3783.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 12 5 7 11 6 18 -4 17 13 16 24 -2 -10 29 23 -8 35 19 21 -16 -1 -23 -12 -3 -6 27 -27 -25 -13 33 32 -32 -31 -18 -9 right_child=1 4 3 -5 25 -7 10 8 9 -11 15 14 -14 -15 20 -17 34 -19 -20 -21 -22 22 -24 28 -26 26 -28 -29 -30 30 31 -33 -34 -35 -36 -37 leaf_value=-0.013991011866466719 -0.0003819595126441111 -0.00046800739122823649 -0.0024660945597492902 -0.0082084581176486149 0.0039480759558211615 0.0029808313215593501 -0.007028982318526094 -0.00063808993414876864 -0.0038944347757382492 0.00063153422465830823 -0.0066050844456165088 0.0035137438467531903 -0.007920687232330954 -0.01235324556763566 0.00045643257518337196 -0.010152235483211224 0.0028688274838704398 0.0014405185910011974 -0.0084845024258370441 0.010285716155398026 -0.0063934660952387687 -0.0042077062926222774 0.030871065133598698 -0.0039781216791719221 -0.0088738136015354477 -0.0016073543593707071 0.0094082782305646047 -0.023829850459802307 0.0051398888150668747 0.0012889510140233315 -0.00081628371494059317 -0.0053925378220877158 -0.032557545242880091 0.003138917678942625 -0.0034080168835317116 -0.041408761584267775 leaf_count=1346 5613 20227 70904 11988 162570 6796 3786 84195 13276 12725 25017 65468 12926 3962 21336 6262 9307 71134 25607 1166 4161 1050 199 64226 2300 1258 718 583 1689 104791 177 850 653 64552 5308 80 internal_value=0 0.0220003 -0.0243558 -0.0120249 0.0252476 -0.0461531 -0.0497236 -0.0087219 -0.00256203 -0.0311153 -0.0429898 0.0175148 -0.0567601 -0.0587776 0.0201688 -0.0492643 -0.00984837 0.00294306 -0.0762282 -0.0136873 -0.00665876 -0.0663636 0.0139057 -0.0456187 -0.0133513 0.0385711 -0.0360341 -0.0870264 -0.0376959 0.0230612 0.0183481 -0.155729 -0.259615 0.0200751 0.005931 -0.0068133 internal_count=888206 468183 420023 268264 449644 151759 144963 256276 185372 29963 115595 284515 18539 17238 261988 97194 18401 155409 29368 3761 25497 2595 1249 90932 22527 165129 2559 1841 65915 236491 171023 1680 830 169343 14615 84275 shrinkage=0.099334 Tree=20 num_leaves=37 num_cat=0 split_feature=26 0 32 25 11 25 30 9 14 0 30 29 26 27 22 21 0 21 25 5 18 17 0 6 22 27 19 20 14 21 27 21 5 25 21 20 split_gain=310.596 151.74 63.7354 62.0836 53.0774 49.1963 40.5023 35.2929 33.4051 31.9046 31.0965 27.4503 23.7536 22.6847 20.7483 37.0191 19.506 19.5024 31.2933 34.2347 37.8924 22.2963 19.1611 17.3199 16.4195 16.2177 15.9875 15.3923 14.7388 14.4685 14.3853 27.3121 13.6645 16.1301 14.3812 13.0436 threshold=0.76910952234267727 40.500000000000007 1.5000000000000002 657.25000000000011 0.83553175293605919 703.25000000000011 1.0000000180025095e-35 0.95933595750840717 18.57398412887493 29.500000000000004 1.0000000180025095e-35 0.083565855158698618 1.4028388049964506 31.500000000000004 199.25000000000003 3.5000000000000004 22.000000000000004 1.5000000000000002 1186.2500000000002 39.999425888061531 1.5000000000000002 46.317176183977828 51.000000000000007 0.74999993332593307 597.75000000000011 14.500000000000002 380.25000000000006 1.2079907904834999 7.2083843347403169 14.500000000000002 1.5000000000000002 1.5000000000000002 24.88064002990723 847.25000000000011 3.5000000000000004 0.57455626771847668 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 8 9 7 22 -3 14 32 11 -5 -8 16 15 -2 -10 -13 -19 20 -20 -21 -7 -9 -6 -14 -15 -22 -26 -25 -16 -32 -1 -34 -35 -12 right_child=1 5 -4 10 24 6 12 23 13 -11 35 17 25 26 30 -17 -18 18 19 21 27 -23 -24 29 28 -27 -28 -29 -30 -31 31 -33 33 34 -36 -37 leaf_value=-0.0036465590818700526 -0.0035410159893179481 -0.0070083307773249719 -0.0065147650996627083 -0.035474535279177273 -0.0017384642622041877 0.002205880263638224 -0.0014439539265915437 -0.00073804887692814028 0.002628411976377695 -0.0056064112025992893 -0.0089172101135968178 0.0061486134249912928 -0.0061868681959290411 -0.017620675422785146 0.01495878491542192 -0.041484117849314023 0.00063597234521315694 0.0038411595141268902 0.0042235259138006329 0.0023994524629021054 -0.056554909414593547 -0.0042121697289191438 -0.0010558535901263463 -0.0034269249577978163 -0.019792148392684859 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82834 83578 62365 5624 25356 296 31641 36176 25294 24800 53871 26227 9487 30826 shrinkage=0.099334 Tree=21 num_leaves=37 num_cat=0 split_feature=16 33 16 13 9 11 14 24 28 21 9 11 30 28 21 29 6 29 14 11 12 2 20 28 10 24 28 19 12 21 6 29 14 29 0 16 split_gain=343.488 120.648 76.5902 36.762 38.348 29.6368 20.6143 17.9581 16.7887 16.5562 16.2627 24.7586 15.8944 14.9615 14.8275 14.7576 14.2876 14.2067 22.0481 13.757 15.2108 13.7013 13.6777 13.5495 42.7847 23.8048 14.2974 14.1548 13.2207 12.9192 13.7748 12.7753 12.7258 12.0415 12.1437 11.8785 threshold=206.81573809523812 2.5000000000000004 223.69804182250815 26.052271673638135 0.93389680116704021 0.64609562112566932 20.06718160015463 20.500000000000004 308.50000000000006 9.5000000000000018 0.95423083464483949 0.75073602704303488 1.0000000180025095e-35 449.25000000000006 5.5000000000000009 0.23259302815947708 0.4615384268951323 2.0336429231268576 38.951556581067962 0.85449067579334381 172.29646455628168 23.262531328320808 0.56413942513322046 981.25000000000011 0.71513375920486499 14.500000000000002 660.25000000000011 1274.7500000000002 294.53048327204948 14.500000000000002 0.68115442127943049 3.530779019842655 16.496614157058556 2.8603423879758076 29.500000000000004 170.28413792852254 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 -1 16 17 7 15 32 19 -10 -12 14 -9 -8 -4 -5 18 35 -7 -21 -3 -23 26 27 -26 -16 -25 33 -13 -31 -18 -2 34 -17 -6 right_child=1 21 6 4 5 9 12 13 10 -11 11 29 -14 -15 23 28 31 -19 -20 20 -22 22 -24 24 25 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 leaf_value=-0.0048280220681119921 -0.018521654892109374 -0.007259878202699575 -0.009138239164387359 -0.0081789130019166243 -0.0028806527559392015 -0.0027119782733693002 0.0034415900791038264 -0.023977267809251121 -0.0014337895915771364 0.0018022071341973573 0.002989871205697625 0.00022062131224167539 0.00032646988378735224 -0.0036208182966321828 0.0012205624349377546 0.0029206124286155054 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0.0179008 0.018675 0.0217588 internal_count=888206 624227 599753 263979 186516 152469 360934 33203 238819 140440 237878 190654 327731 5669 301995 27534 34047 12029 11621 129909 18690 24474 8333 114387 1821 1473 112566 348 26223 155108 3476 22872 941 26151 26117 10177 shrinkage=0.099334 Tree=22 num_leaves=37 num_cat=0 split_feature=16 20 16 30 17 16 17 17 32 10 0 9 0 29 22 22 13 16 1 11 29 25 24 1 22 7 28 17 22 1 13 0 14 12 10 24 split_gain=274.079 107.106 56.6325 33.8658 29.0296 32.3107 21.9082 20.757 21.7282 18.6803 18.3509 18.0905 16.209 19.9344 15.9655 15.6388 14.224 13.9658 13.6932 15.6082 14.2257 12.8379 12.8042 20.3702 12.4791 11.9733 14.3353 14.3234 14.9281 12.1919 11.9708 11.6538 11.5001 11.424 12.4534 14.0178 threshold=204.20105956051489 0.74772199276182238 223.69804182250815 1.5000000000000002 86.712558610950268 161.90421298257112 59.261456979720045 49.975222882789836 1.5000000000000002 0.93086660579301073 29.500000000000004 0.96270557251220246 48.000000000000007 1.5331917930948875 1040.2500000000002 660.25000000000011 16.116868937615866 184.87480775507234 2528.5000000000005 0.61354502688172052 1.0000878580214376 1036.7500000000002 20.500000000000004 321.50000000000006 500.25000000000006 -12.52880811691284 308.50000000000006 61.488978085261955 2715.2500000000005 1702.5000000000002 29.967571824054513 28.000000000000004 12.956631554211258 105.35838738653233 0.87603911329511497 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 12 6 5 -1 -2 8 14 17 22 18 16 30 -7 -12 -3 -9 21 -20 -21 -6 32 -24 -19 27 -27 28 -18 -30 -14 -13 -4 34 -25 -36 right_child=1 2 10 -5 11 7 -8 9 -10 -11 15 31 13 -15 -16 -17 25 24 19 20 -22 -23 23 33 -26 26 -28 -29 29 -31 -32 -33 -34 -35 35 -37 leaf_value=-0.0054329778055477044 -0.00032377012188961681 -0.022947612845878193 -0.0065785199104499825 -0.00546979525558095 -0.00051600090906367337 -0.00024641536785789274 -0.015887893451300223 -0.0045677859893207585 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0.0122957 0.00688549 -0.0288367 -0.0142893 0.0438918 -0.0686655 -0.0439273 0.0278893 0.00453077 -0.0224924 0.0071917 0.00181193 0.0186047 0.0126618 -0.0957956 -0.00604515 0.060313 0.0301925 0.00714503 -0.0104878 -0.0976867 internal_count=888206 648636 587990 60646 239570 226126 32903 178403 43379 135024 348505 13444 239485 44227 35962 110512 195258 128375 7941 2680 844 5261 237993 21361 93705 195007 132534 62473 54134 1240 38399 5503 216632 21209 13447 1460 shrinkage=0.099334 Tree=23 num_leaves=37 num_cat=0 split_feature=16 20 31 16 17 17 20 1 17 11 16 11 24 25 11 26 29 17 15 29 28 22 8 22 15 24 9 17 23 25 26 5 10 9 21 14 split_gain=229.77 66.4631 54.2959 41.2705 29.9168 28.7698 25.4647 21.3368 20.5146 20.3324 19.7305 19.0945 15.6098 17.9445 14.2684 18.2497 19.0496 13.4682 13.3064 17.4775 20.0966 19.4312 20.7207 16.3766 12.7551 12.4563 12.357 11.6143 15.1402 11.5458 11.3726 21.6813 12.2398 23.8541 11.9495 15.9722 threshold=220.02589991783921 0.74772199276182238 1.5000000000000002 180.45852848387145 70.639721820954733 111.09010594063605 0.51135952745690683 662.50000000000011 43.684473353109389 0.86684882146838682 203.39658439528168 0.7313777638715061 19.500000000000004 423.75000000000006 0.91113211510186953 0.9302870584726145 0.1195742032663447 53.8161692223835 0.25530022989447759 1.1672727994075329 2786.2500000000005 2051.2500000000005 2961.5000000000005 807.25000000000011 0.25530022989447759 1.5000000000000002 0.85605801475347909 52.903697673905469 1.7792602095653021 1052.2500000000002 1.4028388049964506 447.18432617187506 0.58102352947274072 0.73255047951711261 6.5000000000000009 32.604448338294404 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 5 8 9 -4 12 -5 26 -10 24 -2 -14 15 17 -17 -9 19 20 21 -18 -23 -21 -6 -20 -3 28 -12 -15 32 34 33 -8 -32 -36 right_child=2 3 6 4 11 -7 30 14 10 -11 27 -13 13 29 -16 16 18 -19 25 23 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 35 -37 leaf_value=-0.0039867763884829897 0.0014621211930682027 -0.0096445081988390958 -0.0052498963151083114 0.0064881964789775372 -0.025416626602319459 0.0071095348647124993 -0.056821331766162622 -0.00015790624350585762 -0.0019787421224159757 0.0031478414486931241 -0.00077816498463123627 -0.0029208972037396176 -0.015741781658909257 -0.00077791575005615229 0.0043975903843676894 -0.049654603775771633 -0.0073340492260960521 -0.013932805849442504 0.0058664159497910885 -0.029262691657106415 -0.0029738679064852968 -0.058371150259670275 0.0057818712354987447 0.0025501923223002613 0.0065055230997193491 0.0024904879928530459 -0.0036109568402069329 0.00060794361867076816 -0.0086975992242664668 -0.060491425108140581 -0.0011971757576446696 -0.066101326640099323 0.0017152950445122966 -0.0034586984369482797 -0.0049937704878618931 -0.028658065494723852 leaf_count=91419 119611 3544 12874 3893 125 2616 85 18455 89155 4254 81172 2952 833 20578 35320 69 284 728 11479 166 1164 222 64 4185 10346 178248 60986 91743 2454 32 10349 53 24164 3000 1218 366 internal_value=0 -0.0161029 0.0160649 -0.0098833 -0.00444288 -0.0313585 -0.0142593 0.0201017 -0.00674685 -0.0352732 -0.00780741 0.0416291 0.0102651 -0.0145804 0.0256431 0.0225839 0.0254667 -0.00685231 0.0256518 -0.0203787 -0.105273 -0.259116 -0.443103 0.0134542 0.0616551 0.0271281 -0.0396875 -0.0016495 -0.0101734 -0.00876467 -0.00159639 -0.0272667 0.00969519 -0.0496203 -0.0244323 -0.105318 internal_count=888206 444659 443547 353240 281840 71400 52109 391438 268417 68784 264524 13423 141054 21443 250384 215064 195881 19183 195812 6085 1734 570 286 4351 10471 189727 64530 175369 83626 20610 39235 11986 27249 3085 11933 1584 shrinkage=0.099334 Tree=24 num_leaves=37 num_cat=0 split_feature=16 30 20 0 19 9 8 20 0 17 9 20 17 21 29 11 26 17 21 14 29 9 16 17 17 0 14 7 11 11 11 14 11 15 29 29 split_gain=185.762 55.8486 41.2025 35.306 27.3605 30.7234 26.4274 22.528 21.9996 16.9415 18.9659 15.1738 14.9501 13.3962 13.05 12.8776 17.8618 11.9538 17.8906 11.7826 10.9554 10.7718 10.5505 13.8545 12.671 10.4682 10.4536 9.92722 14.053 9.8737 9.65696 9.57967 9.57868 15.0629 17.7425 20.4599 threshold=215.29466955153424 1.0000000180025095e-35 0.70049112992034224 29.500000000000004 451.25000000000006 0.93488586979910704 690.50000000000011 0.46564039200419766 29.500000000000004 70.639721820954733 0.95616189019433095 1.1663265178619775 54.815722421386162 16.500000000000004 0.17590837615477498 0.91113211510186953 0.85847962176596782 55.19709501575521 2.5000000000000004 13.323584835923201 0.083565855158698618 0.95423083464483949 181.34690330735205 46.402134242350762 34.980770882843323 26.000000000000004 17.940267758123188 -89.151187896728501 0.72773736450306925 0.78193996415770617 0.92001796945193182 26.753665927643482 0.74001287001287019 0.25530022989447759 1.1448876262626264 0.99917422715913018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 21 9 29 -6 8 -3 14 22 -11 25 -7 26 -2 16 17 27 -19 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24 24 25 7 25 21 6 14 30 22 17 24 14 25 25 21 split_gain=159.098 59.8115 35.2866 27.3215 22.7565 19.2637 18.7042 16.3887 16.331 18.6084 14.7952 17.7757 17.6716 15.5021 14.1231 14.1229 13.8091 16.8428 12.951 20.6668 12.6653 12.288 24.0908 11.9247 11.5386 13.9335 11.4696 10.8835 10.4482 10.4461 10.4213 10.1644 12.8288 13.9224 10.4173 10.1432 threshold=207.16674556114739 2.5000000000000004 35.000000000000007 19.132422436940448 176.20386694267154 656.50000000000011 111.09010594063605 0.23259302815947708 0.96066499687906648 100.24026806526808 77.759476052940371 0.72580972987149239 49.975222882789836 1.5000000000000002 0.3545632661724743 546.25000000000011 1.3865700484563119 1.0000000180025095e-35 259.75000000000006 3.5000000000000004 9.5000000000000018 22.500000000000004 410.75000000000006 -2.7263108491897579 894.25000000000011 7.5000000000000009 0.27222598393947589 30.286943520277408 1.0000000180025095e-35 1178.7500000000002 55.499323915424988 4.5000000000000009 94.103206028124802 22012.750000000004 1163.2500000000002 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 -4 6 7 8 -2 -1 27 12 26 13 29 -14 20 -17 -18 19 -9 -5 24 -23 -21 -20 30 -12 -10 -7 -6 -26 32 -8 -34 -33 -19 right_child=1 -3 3 15 10 28 31 18 9 -11 11 -13 14 -15 -16 16 17 35 21 23 -22 22 -24 -25 25 -27 -28 -29 -30 -31 -32 34 33 -35 -36 -37 leaf_value=-0.0050914250359043612 -0.0063593841956122148 -0.0039684034906151818 -0.0050743905712181177 0.00088576447097974808 0.0013949727607471399 0.0023843951735832026 0.012837723679440508 0.0031423657633511928 0.0020702915297740945 -0.002714705866042937 -0.028433572309679595 -0.0052968477174512993 -0.006970519616368933 -0.0038757569336725908 -0.0018256461812177958 0.00088482735877728905 -0.00049583735728903284 -0.0049955770067672536 0.0013520685800833968 0.0031179614811049448 -0.0040817280432892643 -0.026997186204220987 -0.0011476051346419143 -0.032037205964258485 -0.0017573972234346149 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160722 3512 6973 1475 237615 20393 3403 3317 1875 358 1442 3594 shrinkage=0.099334 Tree=26 num_leaves=37 num_cat=0 split_feature=16 13 9 11 29 0 20 11 8 21 29 0 23 29 21 6 14 17 4 29 12 15 28 24 17 10 17 9 32 22 28 28 9 8 0 24 split_gain=127.441 45.4729 40.0345 28.4083 27.1125 21.119 20.6344 16.7986 16.3178 18.2795 16.1899 15.3666 14.3844 13.0248 15.6333 17.3647 13.0075 12.359 12.2075 17.3949 12.3151 12.8289 11.9981 11.6236 13.7135 11.3897 12.3169 11.2324 10.7112 18.0577 14.8385 10.4381 12.7386 10.3933 9.94754 9.56564 threshold=221.74949065898321 26.371926460785993 0.96250404007756962 0.68018225598870774 0.17590837615477498 49.500000000000007 0.70049112992034224 0.92001796945193182 719.50000000000011 2.5000000000000004 1.5159293905450288 35.000000000000007 0.80299082456901238 0.1195742032663447 1.5000000000000002 0.22586488987136691 45.397372049081177 62.519824069627006 38.000907897949226 1.0229766652087784 318.79036790187183 0.4234135783414042 578.25000000000011 24.500000000000004 52.249279950303539 0.98785107814969908 31.007485403237258 0.86363930781243015 1.5000000000000002 607.25000000000011 766.25000000000011 1122.2500000000002 0.87651544010678351 7314.0000000000009 29.500000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 5 17 -2 6 -3 12 9 -5 -7 28 23 -8 15 -15 -12 -4 20 33 21 -16 34 24 -6 35 27 -27 29 -1 -31 32 -28 -20 -14 -24 right_child=4 2 3 8 7 10 13 -9 -10 -11 16 -13 22 14 18 -17 -18 -19 19 -21 -22 -23 25 -25 -26 26 31 -29 -30 30 -32 -33 -34 -35 -36 -37 leaf_value=-0.0023716452728737235 -0.005555279141747368 -0.00499375679971132 0.0018626095073492786 -0.0036832979106624446 -5.1484941017607123e-05 -0.002985730695592327 -0.015380873130552815 0.0031954866248815484 0.0012029767379997142 -0.0002463580018583542 -0.011019455149130821 -0.004476682741951803 0.00091098895470072413 -0.013090394905450673 -0.0036992726095654801 0.0040887795034487929 -0.00057874322976649028 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0.00294982 0.0175771 internal_count=888206 476499 366479 221721 411707 144758 116332 406053 204765 137372 28426 110020 361692 103293 102692 9972 6609 16956 92720 5662 87058 86765 325707 35985 34744 246387 1256 151 71379 57571 13002 1105 215 1786 79320 245131 shrinkage=0.099334 Tree=27 num_leaves=37 num_cat=0 split_feature=16 20 0 19 0 30 26 30 17 30 17 26 16 25 24 28 1 4 24 22 5 26 13 17 28 13 9 25 18 6 20 11 25 28 19 24 split_gain=107.049 42.033 29.6993 20.6989 17.9893 16.4108 18.7957 15.8434 15.5101 13.7095 13.4807 13.5452 12.483 11.7585 12.9102 17.8574 13.3565 11.4055 11.4052 11.2617 12.0848 11.582 11.1458 11.0684 14.3226 13.63 11.3889 10.4343 31.6114 39.2578 15.7359 17.4472 21.8178 22.4953 14.8943 11.7674 threshold=203.82293086660178 0.77201665200247671 29.500000000000004 616.25000000000011 29.500000000000004 1.0000000180025095e-35 1.6420101544175023 1.5000000000000002 59.261456979720045 2.5000000000000004 56.718303770917665 1.308528011458775 184.87480775507234 623.25000000000011 21.500000000000004 449.25000000000006 431.50000000000006 48.085258483886726 5.5000000000000009 589.25000000000011 33.988233566284187 0.87031951101446448 16.116868937615866 93.045330163778274 848.25000000000011 37.504198067026365 0.9636408909815285 1084.7500000000002 1.5000000000000002 0.44267094643336752 1.1169947879918978 0.74790417959298428 1385.2500000000002 1144.2500000000002 1011.2500000000001 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 7 13 -4 23 -5 -7 8 -2 17 11 -6 -12 14 22 16 -16 -8 -13 -17 -21 -22 -3 24 25 -1 -25 -15 35 -30 31 -31 33 34 -33 -29 right_child=1 2 3 5 10 6 9 -9 -10 -11 12 18 -14 27 15 19 -18 -19 -20 20 21 -23 -24 26 -26 -27 -28 28 29 30 -32 32 -34 -35 -36 -37 leaf_value=-0.00095630728574397188 -3.3906439963420625e-05 -0.021309030482488011 -0.0012926405338987035 0.0010202363318449661 -0.0028103408514793451 -1.2263390801675216e-06 -0.016000059358720547 -0.0034630908871575521 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-0.0188836 -0.143649 -0.111679 -0.0720856 -0.00950858 -0.0608321 -0.00114043 0.0119186 -0.00708421 -0.00998957 -0.00432612 0.0356617 0.0206248 0.00848649 -0.062535 -0.131231 -0.196298 -0.260247 -0.354097 -0.170175 0.0171029 internal_count=888206 652148 584821 253468 236058 180025 19877 67327 38561 5984 146935 100198 46737 331353 140433 15267 1067 3201 7646 14200 3286 1669 125166 89123 83451 70311 5672 190920 51657 5589 3343 1760 1246 829 369 46068 shrinkage=0.099334 Tree=28 num_leaves=37 num_cat=0 split_feature=16 20 0 29 29 22 19 9 11 16 28 1 28 27 22 21 28 21 6 18 24 5 28 21 33 14 22 19 11 25 9 25 28 28 4 7 split_gain=88.272 33.9111 32.0082 20.0107 19.1935 19.0802 14.862 14.8569 19.8321 14.6268 13.9767 13.4118 12.6151 11.5257 11.5016 11.3475 12.714 10.8993 15.8956 10.5116 19.2816 13.3138 11.524 26.5258 11.9778 11.2311 10.7628 22.8608 19.7316 10.3583 9.94107 9.84861 9.52498 13.7146 9.37087 11.2025 threshold=221.74949065898321 0.74772199276182238 49.500000000000007 1.5331917930948875 0.17590837615477498 515.25000000000011 532.75000000000011 0.96230226726285684 0.64889549481165132 238.05162453968032 660.25000000000011 717.50000000000011 1051.2500000000002 22.500000000000004 250.50000000000003 2.5000000000000004 308.50000000000006 1.5000000000000002 0.20463419218917209 3.5000000000000004 20.500000000000004 24.598375320434574 3428.2500000000005 1.5000000000000002 2.5000000000000004 18.863684357570865 2588.2500000000005 4075.5000000000005 0.80005316321105802 6374.0000000000009 0.89102076799036045 571.25000000000011 7437.5000000000009 1290.7500000000002 191.66601562500003 -69.421695709228501 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 6 -2 10 -4 17 -9 19 13 -10 -5 14 15 -3 -17 18 -7 22 21 -21 24 34 -6 31 -25 28 30 -19 -28 -22 33 -12 -24 -36 right_child=4 2 3 12 9 7 -8 8 11 -11 32 -13 -14 -15 -16 16 -18 29 -20 20 25 -23 23 26 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 35 -37 leaf_value=-0.0026053518869365755 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151 457 internal_value=0 -0.00930288 -0.0050988 -0.023876 0.0106888 -0.000633548 -0.0178891 0.00428991 0.0106153 0.0114909 -0.013199 0.00768161 -0.0694494 -0.00902424 -0.00321562 -0.0542555 -0.110596 -0.00630968 0.0264449 0.00871848 -0.0099723 0.0130038 0.0103991 -0.0209337 0.0115971 -0.0403705 -0.101003 -0.127285 -0.286867 -0.0103277 -0.437587 -0.0986771 -0.0517584 -0.0456127 0.00836799 -0.111133 internal_count=888206 476578 381754 73341 411628 308413 64825 221589 138774 406025 86824 130891 8516 78342 63727 4129 1916 82815 9049 334626 27607 15723 307019 11306 295713 11884 3029 2536 663 73766 376 2585 8482 8206 8277 608 shrinkage=0.099334 Tree=29 num_leaves=37 num_cat=0 split_feature=16 30 11 7 6 25 21 26 0 2 17 4 28 18 17 14 26 6 19 24 17 28 22 6 17 0 21 28 24 4 18 6 26 33 30 24 split_gain=73.5939 31.7728 19.9781 20.8504 19.1028 15.8298 23.9438 15.262 14.079 13.8125 11.7312 14.7566 12.5994 10.9602 10.8541 11.219 10.3217 10.2314 10.1574 13.9156 9.72786 11.1286 10.7262 9.92892 9.62465 9.40751 9.25309 9.28731 9.11144 9.03071 8.94861 8.47101 8.34608 13.4624 12.9238 8.25361 threshold=203.82293086660178 1.0000000180025095e-35 0.90034279829912534 -1.0000000180025095e-35 0.30572939371492486 259.75000000000006 3.5000000000000004 0.83346803268935565 29.500000000000004 18.734013605442183 60.711997091412947 24.987871170043949 614.25000000000011 3.5000000000000004 56.718303770917665 19.854788371677426 1.308528011458775 0.81081081672183719 319.25000000000006 21.500000000000004 93.045330163778274 848.25000000000011 611.25000000000011 0.76315790699061681 61.488978085261955 40.500000000000007 6.5000000000000009 734.25000000000011 5.5000000000000009 81.80438613891603 6.5000000000000009 0.7424242521168416 1.4398357902315635 1.5000000000000002 2.5000000000000004 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 3 7 35 6 -6 29 20 32 12 -12 13 25 16 -16 17 -10 19 -4 21 22 23 -1 -9 -7 -17 -28 -18 -2 -15 -31 33 -3 -34 -5 right_child=1 9 18 4 5 10 -8 24 14 -11 11 -13 -14 30 15 26 28 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 31 -32 -33 34 -35 -36 -37 leaf_value=-7.0513244001558093e-07 -0.00080591568625101894 7.257506945874594e-05 -0.0019626822495665739 -0.018801140523456574 0.0065134565844666356 0.000181236311209782 -0.031634628215455735 0.0014240133791588033 -0.0016882022973215235 6.6273702987455242e-05 -0.015844441474223044 0.00060037783245808286 0.00075699568492382404 -0.0038849495025162781 -0.0040504696228065374 -0.00096605133860864351 -0.0011413309339448373 -0.0039347775397744764 0.0023275468218434997 -0.030985979266962938 0.0034558077972612817 -0.0034544874137443339 0.0015156790144469628 -0.0029273742528284773 0.0047084781751541363 -0.0022575711151493227 0.00041888331991336462 0.0072460726844332099 -0.008534785405677375 0.016377610775179227 0.023163438731092341 -0.061058513486784212 -0.0089704513655510972 -0.0036379018588721885 -0.00014191053888096169 -0.0054122994886761176 leaf_count=29728 28147 18687 2580 551 284 74725 379 180805 63383 43240 1026 1133 140288 11234 8785 29056 2403 29226 90283 174 5682 13065 22086 18591 9254 19727 5867 2957 5212 20 122 46 4271 19948 2652 2589 internal_value=0 0.00544628 0.0082174 0.00556886 -0.000627054 0.000350713 -0.153962 0.0127238 -0.0151603 -0.0121347 0.000762827 -0.072629 0.00140669 -0.00683231 -0.021177 -0.00857931 -0.0270426 -0.0241326 0.0216066 -0.0382185 -0.00524688 -0.00797227 -0.00299824 -0.0113431 0.0159455 -0.00330327 -0.00111231 0.0272488 -0.0624328 -0.00897954 -0.0361846 -0.378451 -0.0242852 -0.0185557 -0.0562596 -0.0781378 internal_count=888206 652165 563367 470330 252058 248918 663 218272 236041 88798 248255 2159 246096 105808 146889 46665 100224 92609 93037 2754 89152 83470 70405 48319 190059 94452 37880 8824 7615 28213 11356 66 45558 38635 6923 3140 shrinkage=0.099334 Tree=30 num_leaves=37 num_cat=0 split_feature=16 9 8 21 16 7 30 20 11 17 17 15 22 13 11 7 17 11 8 18 6 26 9 19 5 15 27 20 13 28 14 5 24 28 24 22 split_gain=61.3176 28.2599 23.3914 14.4528 14.2411 14.175 13.1575 12.4275 12.1813 11.6229 11.5833 9.8937 14.7251 13.3116 9.77778 10.4581 36.8382 17.0147 15.4285 10.0363 10.4057 10.7915 9.86675 9.65725 9.4908 9.41488 10.8405 13.8117 10.968 9.18261 9.22155 9.12242 9.17417 9.29313 10.0237 9.24143 threshold=223.16953601953605 0.96250404007756962 725.50000000000011 1.5000000000000002 176.20386694267154 -30.690896034240719 1.0000000180025095e-35 0.39863931410323167 0.82609968434986258 65.635696276816518 27.098262535152376 0.4234135783414042 811.25000000000011 55.845052579192604 0.93769038569495966 -1.0000000180025095e-35 53.581474082537056 0.81587431481048511 1452.5000000000002 3.5000000000000004 0.17391304528637358 0.99925642518072622 0.86363930781243015 590.75000000000011 22.998039245605472 0.70159362100727851 14.500000000000002 0.65978755120191412 50.306171856187582 308.50000000000006 16.670399360110672 24.88064002990723 20.500000000000004 704.25000000000011 25.500000000000004 1012.2500000000001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 7 14 -5 24 -4 -9 12 13 -6 15 -2 19 -18 23 20 21 -17 -23 -19 -7 26 27 -13 -28 30 -10 -21 35 34 -34 -33 right_child=6 2 9 5 11 8 -8 10 29 -11 -12 25 -14 -15 -16 16 17 18 -20 31 -22 22 -24 -25 -26 -27 28 -29 -30 -31 -32 32 33 -35 -36 -37 leaf_value=-0.0032423463570919252 0.001638802283404532 -0.0041410453806480845 0.00094575883091043192 -0.0039822922293083285 -0.0039707028013367882 -0.0037833299853396504 -0.0006846572793548501 0.032219788042461561 -0.020501185995670104 0.0051502299779487481 0.0015653180272615569 -0.003511874887616864 -0.00097225038385866103 -0.012625826889647569 0.0032578405541014914 0.011231474974276611 0.0014146051884465119 -0.0078626401639351768 0.0051434814175404797 -0.0086984759262774356 0.00091669825199816699 0.014824886524644733 -0.030408691022337286 -0.040266061164657661 -0.0011924456855121302 -0.0020104936365140337 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40811 36156 104966 531 18816 17202 8202 7230 9000 shrinkage=0.099334 Tree=31 num_leaves=37 num_cat=0 split_feature=16 0 14 1 0 20 30 26 11 29 9 27 27 7 24 13 7 20 27 11 28 18 6 25 13 29 20 20 27 17 17 15 0 27 25 21 split_gain=50.316 23.454 25.0654 16.6316 13.1766 12.0328 11.5792 14.1509 11.189 11.44 11.0155 10.8174 10.7204 10.5687 12.7771 12.1279 11.6251 10.5127 10.3043 10.6742 10.1224 17.1309 18.1202 10.9356 14.0342 20.9466 12.9647 10.7089 9.83937 14.3845 11.3036 9.29377 12.8392 10.2226 9.09253 16.1898 threshold=202.54287873195398 29.500000000000004 20.337783302516446 148.50000000000003 49.500000000000007 0.69369914708897773 1.0000000180025095e-35 1.4398357902315635 0.86424925977871292 0.083565855158698618 0.96270557251220246 14.500000000000002 37.500000000000007 -2.6025620698928829 4.5000000000000009 54.543654403520641 -71.565052032470689 1.1425808779269531 14.500000000000002 0.90034279829912534 994.25000000000011 1.5000000000000002 0.34426229445091361 1186.2500000000002 50.75643168306695 0.89500750395031758 1.1074893176329221 0.84405478504412501 2.5000000000000004 101.44877620382486 51.882299031456419 0.7108595450501648 48.000000000000007 20.500000000000004 259.75000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 10 -2 5 -1 31 -8 9 -7 17 -9 13 14 16 -16 -11 -3 20 -20 34 -22 -23 -24 25 -25 27 -27 30 -30 -18 -4 -33 -34 35 -5 right_child=1 2 6 18 -6 8 7 11 -10 12 -12 -13 -14 -15 15 -17 28 -19 19 -21 21 22 23 24 -26 26 -28 -29 29 -31 -32 32 33 -35 -36 -37 leaf_value=-0.002284188577358758 -0.0038453002817065707 -0.0043340055534421941 0.0009087771154679046 0.003717926458347703 -0.0026824744524236266 -0.012512130372440642 -0.00032087426655744953 -0.0023908577747848553 0.0024863438576874001 -0.0019106684485043492 -0.0014478272603365612 -0.0096001411050310684 0.0052582210292274447 -0.0016653599072664865 -0.000154811021351708 -0.0065078925354273938 0.019678385109397931 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0.0214128 -0.073537 internal_count=888206 662689 287685 375004 225517 174617 249576 30768 130491 118359 38109 8855 117558 114555 54645 40248 14397 12188 368027 196203 171824 53839 6082 4688 3074 1421 282 216 10575 8762 1813 218808 86968 20644 117985 1000 shrinkage=0.099334 Tree=32 num_leaves=37 num_cat=0 split_feature=13 0 20 29 17 29 0 0 14 14 28 21 30 9 25 18 6 21 27 4 26 27 18 32 22 7 27 25 4 28 29 20 19 5 4 18 split_gain=42.829 35.2123 24.7787 18.1192 16.4347 16.1417 12.8081 12.3671 14.3522 11.8921 11.6993 14.462 11.5527 11.4263 11.3145 21.3168 20.5202 19.0239 11.4069 12.4018 10.7104 10.6856 10.6859 10.486 19.4969 15.8348 14.3514 16.9461 14.0393 13.1339 11.0051 11.2737 12.1646 12.5777 10.7155 10.5631 threshold=26.516469444144906 48.000000000000007 0.51135952745690683 0.1195742032663447 33.863558661677757 1.3864494459735377 46.500000000000007 22.000000000000004 18.57398412887493 49.040091756912979 674.25000000000011 9.5000000000000018 1.0000000180025095e-35 0.97361229207428956 1084.7500000000002 1.5000000000000002 0.44267094643336752 6.5000000000000009 14.500000000000002 12.91810178756714 0.19500237512659876 22.500000000000004 2.5000000000000004 1.5000000000000002 611.25000000000011 -86.407600402832017 1.5000000000000002 259.75000000000006 18.999998092651371 786.25000000000011 0.27993794690651869 0.24712913792338212 468.25000000000006 22.000093460083011 6.0232262611389169 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 -4 -5 -3 23 14 13 12 21 20 -7 -9 18 -16 -17 -18 -6 -20 -12 22 -10 24 25 34 28 -28 -27 -26 31 -31 -33 -34 -1 -29 right_child=1 5 3 4 7 9 -8 8 10 -11 11 -13 -14 -15 15 16 17 -19 19 -21 -22 -23 -24 -25 29 26 27 35 -30 30 -32 32 33 -35 -36 -37 leaf_value=-0.0084045973321366981 -0.003805062695204 -0.00073271042917434171 -0.011217919046343363 0.0031123666935125348 0.002315713132864757 -0.0034243884171960789 -0.0039899760677311264 -0.0035725311134371506 -0.00050136350193949952 0.00068148447324388006 0.016215756902918668 0.0045430767608528946 -0.0093345399068047747 0.0010825233225619792 0.00046248624047450551 0.0017169565178285116 -0.0091876804143138716 -0.035583406889446896 0.0093842794422617348 0.00071605463091956804 0.00067889136947237299 -0.0014962505001893567 0.0015152817666637549 -0.0029925278608950844 0.0034267123100366107 0.023916446592337482 -0.01235018009359537 -0.0016118492941798342 -0.0135503585918399 -0.011551475838195128 -0.0084323864083885314 -0.00082979785614112204 0.020300386232352332 -0.021542932598751469 0.0048321756793255734 -0.0099688796634133017 leaf_count=679 12412 94581 1261 26699 81318 12425 19218 16659 64957 4684 439 10404 4426 7566 25854 1745 2643 300 1649 131783 160020 46572 43149 25804 15243 391 1542 62347 132 507 1901 1241 622 80 5424 1529 internal_value=0 0.0030102 0.00593625 0.00681765 0.00706052 -0.0130022 -0.0162352 0.00597149 0.00215375 -0.0377114 0.00390118 0.00960501 -0.0501009 -0.0213286 0.0114153 -0.00659386 -0.0686354 -0.11958 0.0139766 0.00828699 0.00726235 -0.00239948 0.00305587 -0.012319 -0.00730484 -0.0149117 -0.019422 -0.0207411 0.145571 0.0206645 -0.0277947 0.016506 0.0511571 0.156361 0.0338202 -0.0182404 internal_count=888206 751546 635430 623018 621757 116116 136660 595058 349766 21535 325541 170863 16851 24225 245292 30542 4688 2943 214750 133432 160459 154678 108106 117442 91638 72044 65941 65418 523 19594 4351 2450 1943 702 6103 63876 shrinkage=0.099334 Tree=33 num_leaves=37 num_cat=0 split_feature=0 20 14 13 11 7 6 23 29 14 28 27 28 11 13 17 27 25 24 25 17 15 19 29 4 25 16 14 9 7 15 6 12 8 1 22 split_gain=35.8787 27.1941 23.9623 14.509 14.4989 18.8095 12.2498 14.6041 11.6251 11.084 13.8933 10.4284 10.3902 9.76459 9.40177 8.91512 11.5803 12.1319 16.5827 18.336 14.9804 12.3141 12.7491 18.0192 12.0586 10.0923 10.0543 10.6278 9.90725 18.9245 22.5054 13.9609 12.4719 12.5123 9.54309 9.20759 threshold=40.500000000000007 0.60271223683110631 19.921652214923999 16.116868937615866 0.87609061630800777 -8.1301016807556135 0.86666667235328176 1.3865700484563119 0.083565855158698618 23.612953302824724 813.25000000000011 14.500000000000002 308.50000000000006 0.85001209482341566 52.248414453917803 65.635696276816518 14.500000000000002 1213.7500000000002 1.5000000000000002 5189.0000000000009 47.693796943951313 0.33746513303316045 7431.0000000000009 0.71936407865823271 19.260431289672855 5776.2500000000009 210.34756931346666 24.836546250940494 0.95522763446349745 -56.976131439208977 0.53044557712539064 0.20463419218917209 196.74926035179246 1133.5000000000002 1026.5000000000002 2856.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -2 -3 5 8 7 -4 -5 10 12 -9 -7 -13 -6 16 17 -10 24 20 -20 -21 23 -23 -19 -25 27 -18 29 30 31 -17 33 -31 -33 -22 right_child=2 3 6 4 14 9 -8 11 15 -11 -12 13 -14 -15 -16 28 26 18 19 21 35 22 -24 25 -26 -27 -28 -29 -30 32 -32 34 -34 -35 -36 -37 leaf_value=-0.0016494240233922073 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992 internal_value=0 0.00410922 -0.00989361 0.00619179 0.00650402 0.00368842 -0.00539095 -0.00171291 0.011165 -0.0020961 -0.00860121 -0.0260122 -0.00576714 -0.049545 0.0155286 0.011532 0.00943557 0.0162976 -0.0027853 -0.0157058 -0.00328445 -0.0894038 -0.0568946 -0.15037 0.0483705 -0.260115 -0.000311613 -0.0220403 0.0339972 0.00320366 -0.0650875 -0.169888 0.0468782 -0.00328915 -0.204041 -0.0517083 internal_count=888206 630391 257815 572802 570606 434916 211648 171551 189711 245205 126646 21617 118006 10064 135690 189295 173138 101607 25089 20030 17141 2889 2315 895 5059 560 71531 16410 16157 6345 2475 1121 3870 2173 1025 4654 shrinkage=0.099334 Tree=34 num_leaves=37 num_cat=0 split_feature=16 33 18 0 14 9 21 1 11 16 16 29 21 12 25 25 18 13 4 20 20 6 1 14 24 7 29 6 25 28 14 24 1 19 4 11 split_gain=31.4818 18.1038 16.7345 13.1391 13.9128 11.0538 10.0788 9.6794 12.4569 9.87729 9.71442 11.7708 9.42246 10.7531 8.46271 10.5758 17.6732 26.1862 17.9158 18.0606 12.9472 16.6284 13.2297 11.5018 10.3165 12.289 17.408 11.4894 10.9726 9.43437 9.22935 8.83226 8.575 9.29997 8.55334 8.38756 threshold=199.33085217010566 2.5000000000000004 6.5000000000000009 35.000000000000007 20.135485844214355 0.89102076799036045 1.5000000000000002 2415.5000000000005 0.65765955909476392 147.41212931995543 100.24026806526808 2.1921971583124029 11.500000000000002 63.331475451951142 659.25000000000011 1163.2500000000002 1.5000000000000002 51.749953410295355 28.00000095367432 1.2252500166400428 0.93320518315437895 0.86351095334072514 1410.5000000000002 41.006453569820799 1.5000000000000002 -89.940933227539048 1.339138060003235 0.50000001795109128 33337.500000000007 11457.500000000002 34.327007199789115 10.500000000000002 2306.5000000000005 3552.7500000000005 117.020809173584 0.82253398810416367 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 14 6 -1 -5 9 10 -7 -9 -12 -11 -14 -2 29 24 18 31 20 21 -20 -22 -19 30 26 -26 -28 -27 -16 32 -18 -17 -34 -29 -10 right_child=1 -3 -4 4 -6 7 -8 8 35 12 11 -13 13 -15 15 16 17 23 19 -21 22 -23 -24 -25 25 28 27 34 -30 -31 -32 -33 33 -35 -36 -37 leaf_value=-0.0037473177733628018 0.00028134067984770861 -0.0021988351444646526 0.020985362683069702 -0.0113453069578339 3.2242812204685724e-05 -0.0030943813859403593 -0.0020970045404153175 0.020040324696084466 -0.0061087179856575214 -0.00089252728988350799 0.0081245342881470384 -0.014628383483692378 -0.0053409777544712383 0.0058106699102990619 0.0015879624509470914 -0.00069479972356464913 -0.0043572099764883623 0.0019184723103812709 -0.041353451473770016 0.0027024507971953639 -0.04974869732751537 0.010932845047066769 -0.0026462737612019298 -0.012142837160457562 -0.0027159057765486884 0.0003049301610400922 -0.046049035337290448 -0.0012052871483179662 -0.054559259777540697 -0.052353560290137865 0.0042633979140585775 -0.033019612985034752 -0.049083593317395119 -0.0079733530544041521 -0.048310114956292359 0.0063287674337665174 leaf_count=14463 224403 27227 390 1233 193031 20025 20405 550 1512 156672 1677 259 1083 4021 158655 1059 1368 3742 113 188 369 128 70 678 1206 41730 172 170 36 32 10298 115 80 169 49 828 internal_value=0 0.00313427 0.00417691 0.00405445 -0.00237078 -0.0110915 -0.0264159 -0.00902755 0.0351744 -0.0102009 0.0844655 0.0511469 -0.00760763 0.0346753 0.00715518 0.0115561 0.000451234 -0.0477554 -0.133025 -0.24713 -0.322975 -0.136742 -0.425212 -0.00240042 0.00638925 -0.000698169 -0.0867891 -0.27015 0.00259368 0.0158766 0.0328697 -0.0662397 -0.0462559 -0.213235 -0.118235 -0.0171921 internal_count=888206 687116 659889 659499 214669 201090 21638 186627 4826 181801 2486 1936 161776 5104 444830 220427 61740 6771 2351 868 680 241 439 4420 54969 43363 1597 391 41766 158687 11606 1483 1308 249 219 2340 shrinkage=0.099334 Tree=35 num_leaves=37 num_cat=0 split_feature=0 20 19 25 6 13 26 32 28 19 19 20 27 25 21 21 22 7 14 23 6 22 21 25 7 5 19 26 26 23 14 9 26 23 14 27 split_gain=28.0276 22.42 17.2642 12.3255 11.3113 10.7443 14.2611 10.1892 16.2554 17.1509 15.4283 11.3449 9.84421 10.4279 10.1862 9.61096 9.46131 9.42536 14.1002 12.4927 12.2364 9.71631 9.22342 33.7297 19.0341 18.3728 13.8495 12.2228 12.6739 11.5404 11.1715 10.2873 13.4478 12.1751 20.4128 9.77892 threshold=48.000000000000007 0.80323668387223512 498.25000000000006 3782.7500000000005 0.77777777485256439 29.967571824054513 1.3169060970349395 1.5000000000000002 1364.2500000000002 811.25000000000011 2193.2500000000005 0.75785046838682424 1.5000000000000002 259.75000000000006 3.5000000000000004 7.5000000000000009 1073.2500000000002 -86.16994476318358 9.4056280028066954 0.29361345903984254 0.25895270093827732 285.25000000000006 1.5000000000000002 3281.5000000000005 -89.940933227539048 270.77345275878912 1161.2500000000002 1.5142374517374519 1.9180576884401621 0.17158191777790074 15.793340039982599 0.92663837475470012 3.7334598003783115 1.1175041639446535 53.722223276863254 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 12 -2 15 8 10 -10 17 -11 -3 14 -14 -7 -15 18 -1 20 -19 -21 24 29 26 31 35 30 -29 -24 -28 32 33 34 -25 -4 right_child=5 2 22 -5 -6 6 -8 -9 9 11 -12 -13 13 16 -16 -17 -18 19 -20 21 -22 -23 23 25 -26 -27 27 28 -30 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.0040229695608594703 -0.0030903812602281781 0.011457098757568753 -0.025819193981318465 -0.016132167114087579 -0.0016575172083024949 -0.00073688764175700993 -0.0031145223360176362 -0.0021965721230052938 0.010314316809269466 -0.018640972369993097 0.024369263202075043 0.0067540983721656863 -0.0018656763174102126 0.00015885494878795507 -0.017634511769474254 0.0022681304895098252 0.0088328766083977557 -0.012166515522199578 0.0063267402939647362 -0.010329156345210816 0.0046640432693198829 -0.00078944201660533897 -0.03702708422174493 -0.0061027415046073863 0.0024393205372983326 -0.038080806680848199 -0.04039616875078806 -0.047788875022739145 -0.0047459822788326732 0.0007043076603904082 0.0032055472417060697 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20 16 11 21 28 23 8 16 23 27 17 6 4 4 12 23 22 8 7 17 16 16 17 27 28 28 1 18 27 7 split_gain=24.9826 18.5991 17.8266 12.9863 16.4248 11.2478 9.66026 8.05565 7.91677 7.70791 15.3872 9.75329 9.00067 9.99728 10.0695 10.9543 9.50964 8.77381 11.6544 8.76947 8.40064 8.53594 8.27925 9.95731 7.74454 7.20177 7.5777 6.94478 8.23652 7.44549 12.7462 11.4309 15.33 10.526 8.06732 6.91113 threshold=23.447542186353633 0.95423083464483949 0.76923077478970892 575.25000000000011 14.500000000000002 0.17590837615477498 0.74258198050694324 100.24026806526808 0.83460567210567216 1.5000000000000002 3428.2500000000005 1.5481283703340571 10606.500000000002 237.3830944767158 0.37170860350991675 2.5000000000000004 111.09010594063605 0.24357500142343899 52.277429580688484 23.796508789062504 353.45993847044718 0.60354574069265854 2588.2500000000005 4223.0000000000009 -70.000465393066392 50.468576159486638 218.3939790883459 147.41212931995543 36.241276081141471 2.5000000000000004 308.50000000000006 481.25000000000006 647.50000000000011 1.5000000000000002 5.5000000000000009 -89.940933227539048 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 4 8 -3 -2 -7 -4 17 -11 12 13 14 19 20 22 18 -8 -12 21 -16 -17 25 -25 -24 -27 -9 -29 31 34 -30 -33 -34 -31 -19 right_child=6 2 3 -5 -6 7 9 27 -10 10 11 -13 -14 -15 15 16 -18 35 -20 -21 -22 -23 23 24 -26 26 -28 28 29 30 -32 32 33 -35 -36 -37 leaf_value=-0.0014325281201851012 -0.0012039460273544987 -0.0029494428274900574 -0.0025864744798656807 -9.9508886394923183e-05 -0.01423519399190549 0.012415024442618152 -0.0079759053614935887 -0.0030855557882107074 -0.00046879021345676763 0.0008094659802666724 -0.013584389088275667 0.0029863277656175776 -0.022212151777064308 0.0027000941599921819 -0.0056245285975096539 0.0028312984808445238 0.0098293553828267023 -0.003153386931537792 0.010064243874726554 0.015330948229437839 -0.0074432772114538344 -0.057149615753625878 -0.0085924797550439337 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164 2096 1725 955 770 507 277245 271984 262753 258366 4387 3561 2458 1258 36321 shrinkage=0.099334 Tree=37 num_leaves=37 num_cat=0 split_feature=0 14 11 20 25 12 27 21 23 26 29 30 11 26 6 11 29 11 21 23 6 6 27 0 13 17 22 22 5 13 18 23 14 5 1 16 split_gain=23.6063 21.4697 12.6903 11.9362 10.4868 10.5562 9.25066 8.96257 10.7249 9.37518 8.34109 8.23762 8.18643 8.10997 9.8098 7.85577 13.8328 9.83229 8.47366 8.62624 7.65361 7.63741 8.47721 7.40412 7.3774 7.20372 8.29116 12.3127 7.71167 10.3638 7.09994 6.88035 6.75934 6.52286 8.15654 6.44475 threshold=29.500000000000004 19.777635212323599 0.87609061630800777 0.56413942513322046 759.25000000000011 133.37310601229379 51.500000000000007 9.5000000000000018 1.4948213347064441 0.79878662217205687 2.0336429231268576 1.5000000000000002 0.93769038569495966 4.704187855517989 0.20463419218917209 0.74001287001287019 0.083565855158698618 0.84719448481418402 9.5000000000000018 0.79346496467992123 0.52173913187701249 0.73902736485131404 2.5000000000000004 52.500000000000007 16.116868937615866 77.759476052940371 2359.2500000000005 3210.2500000000005 47.903940200805671 59.820896443169495 2.5000000000000004 0.9983779389168369 172.00311280864005 145.04109191894534 3331.5000000000005 192.41529551756514 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 31 4 32 5 6 21 9 -9 -6 -11 -4 15 14 -7 16 -5 -17 19 25 -21 22 -3 33 -19 26 -18 28 -28 -30 -23 -2 -1 -12 -35 -14 right_child=1 2 11 12 7 13 -8 8 -10 10 23 -13 35 -15 -16 17 18 24 -20 20 -22 30 -24 -25 -26 -27 27 -29 29 -31 -32 -33 -34 34 -36 -37 leaf_value=-0.0012269569247693078 -0.001556337208240252 -0.011439858584180285 0.0012553293484187972 -0.018929389240218999 -0.001664756374077853 -0.042770709189769912 -0.018250789856373104 0.0060794139760557845 -0.02462161710906044 0.00091308959502400138 0.00095005498623187978 -0.0046244287529677124 0.01394544029430587 0.0045618533905022454 -0.0046298019758981845 -0.00032607562305275283 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-0.020005 -0.0120122 -0.00749383 -0.0452982 0.02824 internal_count=888206 427541 345864 460665 279555 161421 150705 118134 3612 114522 90241 66309 422380 10716 9730 405847 126706 279141 126370 121063 103786 150406 71989 12278 137741 17277 16063 1079 440 266 78417 81677 38285 10115 3145 16533 shrinkage=0.099334 Tree=38 num_leaves=37 num_cat=0 split_feature=11 16 11 21 29 14 23 19 10 13 5 27 16 27 0 18 27 5 17 4 16 27 22 9 27 4 25 29 26 9 27 32 4 26 25 5 split_gain=19.1544 16.2354 12.2198 11.8403 13.3351 10.5652 9.43539 11.8381 8.88644 8.57426 8.45691 16.7935 11.1819 10.8021 10.5341 10.6727 8.38786 11.3579 8.36213 10.5018 9.42014 8.78084 14.7696 14.1723 8.27623 12.9084 12.1091 20.9663 13.5728 16.7285 13.2351 18.5649 12.1448 10.505 9.9176 9.68575 threshold=0.87392571118051754 172.81274762282095 0.73838110838110849 9.5000000000000018 0.76244620925293205 13.323584835923201 0.47588362034229725 616.25000000000011 0.9619945508737574 16.116868937615866 49.502847671508796 14.500000000000002 230.96012627723158 23.500000000000004 28.000000000000004 1.5000000000000002 1.5000000000000002 149.64888000488284 63.820932393152837 24.435823440551761 204.60518511420065 14.500000000000002 546.25000000000011 0.85605801475347909 2.5000000000000004 191.66601562500003 3084.7500000000005 0.99917422715913018 2.0353669595672161 0.91235906496292707 3.5000000000000004 1.5000000000000002 88.019462585449233 1.8700670252246876 8138.0000000000009 299.87710571289068 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -6 7 -7 18 -2 13 24 -13 -8 15 -15 17 -10 21 20 -20 -4 -23 -24 25 -12 -26 30 -29 32 31 -28 -30 35 -32 -27 right_child=9 2 8 -5 5 6 10 -9 16 -11 11 12 -14 14 -16 -17 -18 -19 19 -21 -22 22 23 -25 26 33 27 28 29 -31 34 -33 -34 -35 -36 -37 leaf_value=-0.0016197727166173729 -0.0024874531984360113 -0.0013412678074996057 0.00024291158291483078 0.0042014952303522611 -0.016500659812091104 -0.05353562158399313 0.0017262177604443465 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0.73333334207133394 684.25000000000011 15.500000000000002 47.418527931160419 0.97387345769454858 0.94908074501013995 8977.5000000000018 43.000068664550788 2.5000000000000004 76.931475683271316 0.69466457352171651 0.88141083937282561 191.66601562500003 270.77345275878912 -57.496870040893548 0.88877117290667151 64.509422302246108 52.500000000000007 14.500000000000002 285.25000000000006 969.25000000000011 45.72125852344147 21.500000000000004 14.500000000000002 19105.500000000004 233.63580643243569 98.269317237667039 2643.5000000000005 100.24026806526808 8.5000000000000018 0.88153578129187893 -48.794771194458001 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=22 7 5 -4 21 8 -7 -2 -3 20 -11 15 13 14 -13 34 17 -17 -18 -16 -10 -5 -1 26 25 -25 31 28 32 30 -30 -24 -26 -27 -12 -6 right_child=1 2 3 4 35 6 -8 -9 9 10 11 12 -14 -15 19 16 18 -19 -20 -21 -22 -23 23 24 27 33 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.0028073128440135051 -0.0020493242493296996 -0.0021612271833520822 0.0008369204362808063 -0.0011549956875963338 0.00015207209050418203 -0.00099795445515181913 -0.0045902275827342338 -0.00031640432355630041 0.0010275444110619471 -0.037207662945626892 -0.0035381813782996673 -0.017927301452412787 -0.0036156880503132121 0.0019110992563941478 -0.016958507731308248 0.0072645047517044198 0.0042708795985436383 -0.050186568370971227 -0.015763718089049566 -0.070588527347138691 -0.0026084565014901349 -0.0098011486484093618 0.020710018907587578 0.000825676535727622 -0.0017683166110604093 -0.011102614634660734 0.00031457241555789056 0.011311972370874619 -0.01701889288184958 -0.0016068728533945528 -0.054092244652532408 0.0016800740952346597 -0.0071052051599293734 -0.049435763304847412 0.0065101173496241223 0.0042854700139137456 leaf_count=5592 75768 17838 186844 86291 56763 19245 11030 41972 48523 92 858 219 4785 236 40 107 788 130 271 88 6247 951 246 35292 9808 105 164576 537 229 263 95 102411 3234 78 2638 4016 internal_value=0 -0.00344772 -0.000566243 0.0022015 -0.00565471 -0.0087584 -0.0232218 -0.0144117 -0.00347382 0.001542 -0.023179 -0.0199971 -0.0518848 -0.178983 -0.313796 0.0157234 -0.0516827 -0.244113 -0.00861749 -0.5419 0.00616935 -0.0125762 0.00604515 0.00665057 -0.0039724 0.00684418 0.00862388 -0.0310596 -0.0367704 -0.162217 -0.280762 0.0173725 -0.0311242 -0.276253 0.0407114 0.00428039 internal_count=888206 565740 448000 334865 148021 113135 30275 117740 82860 65022 10252 10160 5368 583 347 4792 1296 237 1059 128 54770 87242 322466 316874 49641 35475 267233 14166 13629 587 324 102657 13042 183 3496 60779 shrinkage=0.099334 Tree=40 num_leaves=37 num_cat=0 split_feature=2 9 6 21 25 20 22 21 14 5 16 29 5 14 16 29 30 30 8 23 18 23 6 5 16 20 16 20 29 24 32 24 26 7 21 20 split_gain=15.4485 12.8965 9.51231 7.47528 14.757 7.3957 7.2362 9.07493 7.11641 11.9722 10.867 7.11234 6.98383 6.97766 7.62626 6.44199 8.94492 8.75582 6.10905 6.09746 5.52515 5.46334 7.44383 5.55775 6.77181 5.24852 5.0131 4.84164 7.25112 6.64007 5.79977 5.37775 5.04727 5.01222 5.27221 4.82102 threshold=23.447542186353633 0.96250404007756962 0.73902736485131404 1.5000000000000002 3281.5000000000005 0.58445445329668477 621.25000000000011 14.500000000000002 34.327007199789115 122.67415237426759 100.24026806526808 0.14894507255408176 254.45020294189456 19.777635212323599 185.72985495641748 1.3565554977767453 1.0000000180025095e-35 2.5000000000000004 452.50000000000006 1.5114591357938234 6.5000000000000009 0.29361345903984254 0.30572939371492486 15.004101276397707 197.19888837920493 1.1425808779269531 100.24026806526808 0.57455626771847668 0.14894507255408176 2.5000000000000004 1.5000000000000002 4.5000000000000009 1.2178863519599361 -66.037509918212876 1.5000000000000002 1.1348392581965037 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 13 11 8 5 18 7 27 9 -2 -10 -3 19 25 -15 -16 -17 -18 -5 -6 21 22 -13 24 -23 -1 -25 28 30 -30 -4 32 -29 -33 -35 -8 right_child=3 2 6 4 12 -7 35 -9 10 -11 -12 20 -14 14 15 16 17 -19 -20 -21 -22 23 -24 26 -26 -27 -28 31 29 -31 -32 33 -34 34 -36 -37 leaf_value=-0.0016351430614751574 0.00060931115302913848 -0.002544157075484982 0.023935700176779956 0.00048965615698693592 -0.0051033232951575684 0.00059239149801059723 0.00046710887045994711 -0.0096213768037042794 0.01698122129945508 -0.011839255431427845 0.0023703728218485475 -0.0057066925060483926 -0.025462618289656049 -0.0024311310165844265 0.00019906197494051417 -0.00031799314130302481 -0.0060271660878003048 0.0002012701844191914 -0.0048142376159726937 0.0019614778136503048 0.018478784530989053 -0.00026987380709555804 0.0052397224361617574 0.012623154898264011 -0.017251206013253816 -0.0062494647580933135 0.00049764988920188527 -0.002534669689017457 0.022639665877919754 -0.004849882701045985 -0.0025225763708032413 0.0025847205683374661 -0.011954445612107564 -0.010585484603114658 -0.00067892570388733539 -0.002449836942298706 leaf_count=60037 11585 7457 164 3980 5628 253648 65454 1220 511 816 29471 710 147 18370 84274 21175 6605 3360 4642 1534 170 582 4486 337 385 2535 201111 7450 88 5882 163 4732 607 534 72243 6113 internal_value=0 -0.00304627 0.000354891 0.00569042 0.00374946 0.00498459 -0.0053664 -0.0111793 0.018036 -0.00211226 0.0263696 0.00473149 -0.0405707 -0.00962645 -0.00554964 -0.00253747 -0.0148279 -0.0395339 -0.0238177 -0.0361421 0.00582048 0.00567292 0.0376907 0.00485103 -0.0707794 -0.018343 0.00521407 -0.0100415 -0.0368029 -0.0447448 0.108191 -0.00807202 -0.0326609 -0.00551602 -0.00756654 0.00219415 internal_count=888206 576244 379888 311962 269579 262270 164650 93083 42383 12401 29982 215238 7309 196356 133784 115414 31140 9965 8622 7162 207781 207611 5196 202415 967 62572 201448 91863 6297 5970 327 85566 8057 77509 72777 71567 shrinkage=0.099334 Tree=41 num_leaves=37 num_cat=0 split_feature=0 18 1 28 9 0 14 4 12 9 5 20 28 24 28 9 7 22 27 17 5 14 4 6 25 8 27 1 25 27 14 25 7 5 25 23 split_gain=14.9498 11.6043 11.5982 15.9968 11.2642 10.9596 10.4059 9.46252 10.257 23.9168 8.96265 8.02127 7.55886 8.2914 7.29635 7.28144 8.6948 7.97402 7.97834 6.81868 9.35285 11.1448 6.47853 7.44564 7.87102 7.03763 6.71735 6.33583 6.19113 9.31517 12.7496 7.63675 11.6884 9.60185 9.07183 7.37465 threshold=48.000000000000007 6.5000000000000009 717.50000000000011 848.25000000000011 0.96290186585432203 17.500000000000004 15.392898054446411 62.687299728393562 353.45993847044718 0.98508318499246894 161.16719055175784 1.0408679220764008 742.25000000000011 18.500000000000004 1840.2500000000002 0.95423083464483949 -4.5739209651947013 444.75000000000006 22.500000000000004 46.481247777906979 299.87710571289068 172.00311280864005 6.0232262611389169 0.63043480187689604 942.25000000000011 400.50000000000006 2.5000000000000004 29048.500000000004 1213.7500000000002 13.500000000000002 22.718120482793665 17511.500000000004 -50.194425582885735 219.05976867675784 22012.750000000004 1.3865700484563119 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 5 6 -1 14 8 -6 -10 -11 -5 -2 -14 -4 -7 22 18 -18 -8 21 28 -17 24 25 -24 -27 -23 29 -21 35 -30 33 -33 -35 -31 right_child=12 -3 4 11 7 15 19 -9 9 10 -12 -13 13 -15 -16 16 17 -19 -20 20 -22 27 23 -25 -26 26 -28 -29 31 30 -32 32 -34 34 -36 -37 leaf_value=0.00068790907044249461 -0.0016947289252917325 0.01700081722488243 -0.0029562077263394562 -0.002137733404644676 0.0012008454930466509 -0.0016655039103880486 0.00066181925342583068 0.0054073310699625432 -0.0039748618903258761 -0.075331461601384125 -0.0037300473395289295 -0.012484288475629868 -0.00039958793016870895 0.0059583154650739061 -0.027440716627429813 -0.0059767723789433515 -0.0013921957478344725 -0.0002623980047985137 -0.0061620880477133008 0.0014206634652496051 0.011981107144735846 0.0042641698306787774 0.0062127692046889541 0.00024275860605043345 -0.021862505960565513 -0.01326617294724693 0.0020047525884942623 -0.030192456234561363 -0.0024785305027516151 -0.0042072379473878973 -0.00040888898300932779 0.013326319684586143 0.015731842326269913 -0.051417158831939147 -0.0055506536370202204 -0.014511113632828971 leaf_count=146322 68941 404 255 28552 132747 37407 98916 5304 807 69 23 759 60485 2094 227 1358 20865 144670 4148 23079 577 72 4454 43739 129 290 14274 196 19826 2959 22518 118 550 69 111 892 internal_value=0 0.00171295 0.00162244 -0.00163529 0.00632994 -5.04557e-05 0.000880031 0.013012 0.011368 -0.0950868 -0.578162 -0.0242178 -0.00983808 -0.00188094 -0.145844 -0.00381222 -0.00174068 -0.00549202 -0.0219784 0.00129632 -0.00618331 -0.00722269 0.00816747 0.00964316 0.0260891 0.0277589 0.0171208 -0.210758 -0.0064448 -0.000369106 -0.0132096 -0.0209766 0.0719546 -0.0875428 -0.232879 -0.0663811 internal_count=888206 756686 756282 446967 309315 417656 170365 138950 133646 899 92 29311 131520 62579 482 271334 233927 169683 25013 169883 70967 70390 64244 62886 19147 19018 14564 268 70122 49448 26369 20674 848 298 180 3851 shrinkage=0.099334 Tree=42 num_leaves=37 num_cat=0 split_feature=11 7 25 9 17 30 17 21 28 6 14 5 21 25 23 26 27 18 19 7 21 23 5 7 28 7 13 17 16 0 7 28 26 16 22 4 split_gain=13.215 13.2943 12.3682 10.6832 10.6933 8.69988 7.1918 21.4459 9.95519 7.04888 7.01961 8.21422 7.03984 9.33913 6.23398 7.59327 6.91301 13.1622 10.9745 6.36366 9.22466 6.96417 6.38483 14.9696 6.86427 6.30761 6.19846 6.93358 15.0927 7.24109 6.12606 6.68367 6.05592 7.57429 6.04613 7.25008 threshold=0.87609061630800777 -8.1301016807556135 314.25000000000006 0.95522763446349745 65.635696276816518 1.0000000180025095e-35 63.820932393152837 1.5000000000000002 4588.2500000000009 0.63043480187689604 23.612953302824724 46.867120742797859 8.5000000000000018 711.25000000000011 1.1003866768187995 0.79878662217205687 22.500000000000004 1.5000000000000002 687.25000000000011 -70.000465393066392 8.5000000000000018 0.68015804295086324 48.502195358276374 -50.440332412719719 2903.5000000000005 -14.092860221862791 44.52165664047353 47.769253974794019 233.63580643243569 26.000000000000004 -77.449375152587876 308.50000000000006 1.4968602748368529 210.03312879696043 5235.5000000000009 34.462823867797859 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 9 26 10 -8 32 -5 11 -4 13 -13 15 19 30 18 -18 -11 22 25 -21 24 -24 -22 27 29 -29 -2 -17 -32 33 -9 35 -6 right_child=5 2 6 4 34 -7 7 8 -10 14 -12 12 -14 -15 -16 16 17 -19 -20 20 21 -23 23 -25 -26 -27 -28 28 -30 -31 31 -33 -34 -35 -36 -37 leaf_value=-0.00036256409845331929 0.00066063423479793435 -0.0066761970858864525 -0.00072205332369078214 0.0015206601270063836 0.0035213599797276271 -0.001492932744653774 0.0091338363427631263 -0.0039919317052283165 -0.018700633335009813 0.0014893931983427772 -1.4607491531703705e-05 -0.010290421240887736 0.0037068379008525837 -0.0026689308760016787 -0.0014336561278192937 -0.00086075608164983919 -0.028865834559061419 -0.00046752023435830205 0.0022470271133501717 -0.0025359468779017789 0.017892490949949168 -0.0030242937553233477 0.002912899722127858 0.00093214608032898816 -0.052026825789525118 -0.010876289720194488 0.001903379427790978 0.0014777486865058115 -0.046788710920443621 -0.0013863136231577094 0.02547408473161189 0.0021824073253810671 0.0042841080896802433 -0.014456327726317003 0.012724155350473257 -0.0057638659326879624 leaf_count=127860 49385 3246 200342 51801 13524 16019 1185 5719 505 6701 186789 2232 1075 5485 20953 7549 304 7521 177 13357 517 413 28 205 113 88 46917 54804 64 26046 122 34115 733 775 653 884 internal_value=0 -0.00206082 -0.00572795 0.00315559 0.00862741 0.00728818 -0.00523499 -0.0333199 -0.0525188 0.0059751 -0.00460246 -0.00858184 -0.0384985 -0.0490598 0.000729158 0.00519041 0.0119639 -0.0149631 -0.175336 -0.0105522 -0.0221807 0.0696611 -0.0290037 -0.16312 -0.413925 0.137998 0.00930552 0.00575669 0.0143098 -0.000464776 0.0171204 0.0228059 -0.0430336 -0.052759 0.03398 0.0297146 internal_count=888206 694971 408086 286885 159025 193235 404840 8917 7732 143964 395923 209134 8792 7717 92163 71210 49788 8002 481 21422 14721 1018 13703 346 141 605 177216 130299 54868 75431 41786 34237 7227 6494 15061 14408 shrinkage=0.099334 Tree=43 num_leaves=37 num_cat=0 split_feature=0 28 18 24 14 28 17 6 16 11 24 20 22 20 22 26 9 24 25 27 15 10 28 4 27 11 10 23 27 27 9 26 11 18 27 25 split_gain=12.9376 8.60769 8.30534 7.83105 7.35722 11.7778 15.3593 9.23719 8.6978 8.9692 8.21037 7.99261 7.95868 9.24653 7.44069 7.09454 6.66791 6.63683 6.69099 9.70159 8.1988 6.63437 6.55494 6.39509 6.30639 15.2004 8.37165 6.24897 6.07554 6.2901 8.27369 6.61328 6.28437 6.07211 6.2707 6.84161 threshold=45.000000000000007 789.25000000000011 6.5000000000000009 17.500000000000004 27.610687967648115 809.25000000000011 52.392853567589619 0.77419355119396316 225.2252080256475 0.80133630952380963 4.5000000000000009 1.0876744524132584 4437.7500000000009 0.56413942513322046 554.75000000000011 0.19500237512659876 0.96835502645376503 7.5000000000000009 633.25000000000011 20.500000000000004 0.59609975043481855 0.98196002296392593 308.50000000000006 31.574698448181156 46.500000000000007 0.85824601754834318 0.62448949475792559 1.2482187437990597 14.500000000000002 9.5000000000000018 0.92366588075845824 2.7870269928485256 0.92689218256368899 1.5000000000000002 21.500000000000004 653.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 16 4 -3 5 7 -7 12 11 -10 -11 -8 21 -14 -9 -6 27 -18 19 -19 -21 28 -23 -5 -17 -26 -27 -2 29 30 31 -1 -30 34 35 -16 right_child=1 3 -4 23 15 6 8 14 9 10 -12 -13 13 -15 33 24 17 18 -20 20 -22 22 -24 -25 25 26 -28 -29 32 -31 -32 -33 -34 -35 -36 -37 leaf_value=-0.0039043829070516483 -0.0015603975107621219 -5.6923967870657403e-05 0.014721896289819431 0.0071311810889721355 0.0098037929888466786 -0.00041331683348787529 -0.0030651698311214004 -0.0012295068352645231 -0.0030986391942545081 0.0095166255898389163 -0.044546733404188785 -0.013385389748121269 -0.0055868337108898629 -0.0501055700886016 -0.0037819503044920315 0.00074928033731265411 -0.0021725740728517429 0.00033868240430698051 0.00099526261766425786 0.0018657949773222514 -0.0049676105192526954 -0.031287221957648791 -0.0033178705602018694 -0.013617040307954085 0.0011492815920358835 -0.059450428942566198 0.0084564634428624681 -0.0043432132872701307 5.6210093360494512e-05 0.0016976909132491549 0.00058901664504642387 -0.041416339528353496 0.0022662953615265381 0.00069874521098253837 -0.0091006959851175108 0.001505661661921292 leaf_count=3481 35869 69451 388 2209 853 54590 14268 68767 174 34 150 781 164 64 4748 161865 20697 15858 27762 2186 8351 85 3029 157 236 81 23 10234 193822 69788 45577 47 13585 52847 1072 4913 internal_value=0 -0.00731772 0.0019406 0.00135431 0.00185895 5.77135e-05 -0.0120304 0.00188921 -0.0399137 -0.193962 -0.347885 -0.036249 0.00472249 -0.182046 -0.00516776 0.0077356 -0.0124667 -0.00663977 -0.000818751 -0.0122182 -0.0357376 0.00485176 -0.0410869 0.0579298 0.00725727 -0.128792 -0.447305 -0.0219273 0.00529017 0.0109894 0.00231824 -0.0443364 0.00202316 0.00263017 -0.0190548 -0.0110032 internal_count=888206 192774 695432 71817 695044 531986 69997 461989 15407 358 184 15049 329642 228 132347 163058 120957 74854 54157 26395 10537 329414 3114 2366 162205 340 104 46103 326300 118893 49105 3528 207407 63580 10733 9661 shrinkage=0.099334 end of trees feature importances: Column_16=197 Column_17=120 Column_0=104 Column_20=77 Column_29=75 Column_14=66 Column_11=62 Column_30=60 Column_9=59 Column_28=57 Column_21=55 Column_25=52 Column_1=48 Column_27=48 Column_26=43 Column_32=43 Column_22=40 Column_7=38 Column_6=36 Column_13=35 Column_24=35 Column_19=31 Column_4=29 Column_5=27 Column_18=27 Column_23=26 Column_8=18 Column_10=17 Column_12=17 Column_15=17 Column_33=12 Column_2=11 Column_31=2 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.099334] [num_leaves: 37] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 6673] [feature_fraction: 0.910977] [feature_fraction_seed: 15745] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 30119] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 58] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_7.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:325927] [0:31708.400000000001] [0:1] [0:542] [0:900.36224365234375] [0:1] [-90:90] [1:389911] [0.21568627450980393:1] [0:1] [0.11458333333333333:1] [0:3865.5088014401008] [0:1059.5611181807872] [0:575.93985377114132] [0:1] [0:255] [0:127.5] [1:8] [50:331713] [9.8742026581353554e-06:17.294625082946251] [1:22] [54:331713] [9.8742026581353554e-06:49.859999999999999] [1:40] [54.5:331713] [9.8742026581353554e-06:80.742857142857147] [1:67] [82:331713] [9.8742026581353554e-06:167.02434456928839] [0:3] [1:18] [1:18] [0:3] tree_sizes=3882 3997 3971 3976 3978 4005 4012 3987 4001 3981 4005 3986 4023 3999 4029 4012 4024 3989 4027 4035 4028 4022 4041 3980 4033 4032 4024 4051 4011 4046 3995 3989 4020 3995 3987 4029 3993 4035 3936 4042 3978 3994 4004 3985 3985 4018 3976 4000 3969 3967 4002 3971 3979 4007 4017 3992 3985 4014 4012 4005 3989 3978 3990 3996 3952 3977 4020 3981 3959 3974 4012 3949 3976 3994 3984 3995 3922 3926 3963 4006 3988 3944 3958 4006 3944 3998 3972 4005 3939 3989 3982 3981 3985 3945 3971 3974 3977 3920 3940 3996 3985 3890 3970 3927 3960 3965 3974 3859 3986 3930 3985 3983 3885 3996 3926 3884 3906 3991 3943 3956 3916 3873 3992 3929 3870 3990 3913 3987 3954 3886 3928 4026 3879 3927 3958 3899 3889 3897 3992 3934 3898 3880 3938 3937 3891 3957 3950 3907 3863 3965 3870 3936 3961 3896 3966 4007 3934 3889 3911 3932 3893 3906 3926 3891 3928 3844 3899 3878 3975 3943 3928 3943 Tree=0 num_leaves=47 num_cat=0 split_feature=29 17 32 11 17 20 1 12 17 20 12 32 14 17 14 32 32 17 31 11 17 11 11 17 17 17 17 31 14 9 11 11 11 12 17 11 17 17 12 14 9 20 17 11 20 17 split_gain=12313.9 6637.76 3574.51 1096.16 846.601 711.926 695.707 666.752 514.636 278.861 269.399 251.724 239.079 165.455 208.474 145.771 140.024 132.494 128.084 127.292 125.514 107.438 103.702 104.042 100.069 93.8977 86.0298 81.0252 92.2353 78.0245 70.405 69.5065 64.4832 62.8846 60.5445 59.4115 57.8468 52.9006 52.7887 50.5926 49.7866 47.845 45.8392 45.2648 44.4781 44.3272 threshold=0.75121655221406602 48.695807649505426 1.5000000000000002 0.86713445069423345 53.225812464481642 0.69614999823834178 636.50000000000011 75.716251762801377 43.776178175694973 0.57455704370269622 90.34366876077091 1.5000000000000002 19.025235767362329 50.892305591121364 24.84045334466941 1.5000000000000002 1.5000000000000002 44.556652637675164 1.5000000000000002 0.85357383844225965 50.544559655715396 0.85043106651802314 0.85606298687694049 76.819291928559366 37.717834978994652 40.576788833129783 47.108184871318464 1.5000000000000002 81.336828300925347 0.89668318539433345 0.91596040125451894 0.65035598459511512 0.82995723456249781 80.302038200428285 41.276561936305349 0.86630235706322678 44.64455298733823 46.302622959523234 69.127416997969533 21.52860362683089 0.94873758443055956 0.62091753437579367 55.485488969230936 0.67262437175227885 0.71453768453768463 24.894414860065638 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 7 11 16 12 17 27 -4 30 20 21 14 25 22 -2 -1 37 24 39 34 23 29 -14 -9 -12 28 -8 -6 38 40 -19 -26 -7 -22 -21 -10 -5 -3 -31 -15 -33 -25 -13 -16 right_child=1 4 9 10 15 6 8 13 18 -11 26 44 19 41 45 -17 -18 32 -20 36 35 -23 -24 43 33 -27 -28 -29 -30 31 -32 42 -34 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6116 4858 26501 53744 1870 shrinkage=0.0523833 Tree=5 num_leaves=47 num_cat=0 split_feature=16 33 16 16 33 29 29 16 16 17 16 30 16 8 0 16 30 29 30 0 29 30 30 29 16 30 29 30 29 17 0 29 6 30 29 8 0 17 9 16 8 30 9 0 0 0 split_gain=14186.3 3078.57 1859.13 1804.81 550.28 289.658 283.573 246.563 231.825 228.639 190.277 188.917 162.087 136.749 96.1329 90.4358 82.6684 75.6229 74.8814 73.7382 67.5705 65.4 61.1607 68.8053 55.2362 54.2817 52.5565 50.62 47.9485 44.3823 37.8547 37.6009 37.0486 35.6651 35.2068 32.7219 31.9101 31.2591 28.9884 28.8638 27.0387 26.9186 26.6164 26.6079 26.4223 26.2774 threshold=214.45159943433364 2.5000000000000004 195.77683794442535 228.57873348228898 2.5000000000000004 0.59862768636866515 0.65669115564662583 221.99435778763296 234.71980765984074 82.170983373605438 206.96004934783807 1.0000000180025095e-35 174.31141861275708 106.50000000000001 35.000000000000007 161.57205450022619 1.0000000180025095e-35 0.64991156901827585 2.5000000000000004 43.000000000000007 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169.64799388424458 239.35083593946237 33.000000000000007 161.57205450022619 515.50000000000011 33.000000000000007 2357.5000000000005 165.77808705304588 26.549572283047805 0.26542931045555634 35.000000000000007 40.500000000000007 1.749531264274427 4609.5000000000009 20.272481345049552 1.5000000000000002 603.50000000000011 33.000000000000007 18.272526963713428 1.8568074211666403 2.0855635030057402 0.80079689180447589 0.64655037574995744 19.943412366028905 244.87348637183069 230.27358462675539 1.2566455802685152 2.5000000000000004 1.0000000180025095e-35 53.000350952148445 9407.5000000000018 1.0386187212324056 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 22 9 19 10 24 16 12 35 17 -7 27 -8 30 -1 -11 39 21 -14 -3 43 36 -20 -27 -9 -26 -13 -5 -10 -33 -30 37 -6 -2 -18 -25 -4 -22 -23 -35 44 45 -17 right_child=1 4 6 5 11 13 15 14 31 18 -12 29 20 -15 -16 23 34 -19 25 -21 40 41 -24 38 28 26 -28 -29 33 -31 -32 32 -34 42 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145173 35701 33102 20094 49582 115412 56139 31239 28828 53226 6257 28643 124426 49370 46562 40220 6222 62186 39367 44991 106865 2599 20236 2220 4591 3438 3232 shrinkage=0.0523833 Tree=12 num_leaves=47 num_cat=0 split_feature=16 20 16 16 30 20 16 0 16 20 16 30 16 30 29 33 0 30 33 16 16 10 9 0 0 30 30 16 25 33 26 9 12 20 12 14 16 26 12 14 12 0 14 14 29 30 split_gain=7338.03 1784.72 1045.84 796.674 387.353 283.772 162.814 124.372 115.479 102.886 98.3652 93.6518 54.5169 46.0386 41.1473 39.6552 38.206 35.0475 35.0011 31.3876 29.9489 26.4297 26.1787 25.5479 24.8227 24.9448 23.6985 23.5267 22.3129 22.0722 22.0452 22.0271 29.7339 21.7685 21.3675 20.3973 19.8621 19.35 18.8493 18.838 43.949 18.6909 20.919 18.5209 17.225 17.0129 threshold=211.58872117128792 0.59317703730442262 226.97524023342652 190.64557697566315 1.0000000180025095e-35 0.66904087906736076 234.71980765984074 35.000000000000007 220.29058758739589 0.71453768453768463 203.15283570561627 1.0000000180025095e-35 169.64799388424458 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22.000000000000004 43.000000000000007 90.34366876077091 575.50000000000011 39.572798760528393 48.000000000000007 31.000000000000004 28.000000000000004 0.87054453698475454 0.79911861619830005 0.84710927456382012 51.000000000000007 1.5000000000000002 512.50000000000011 0.86790577973613703 776.25000000000011 885.50000000000011 1.5000000000000002 0.50153851980193342 0.13116150473371133 852.50000000000011 45.917261889578043 542.50000000000011 12036.750000000002 1122.2500000000002 0.95657347785951752 26.000000000000004 0.80556694922978778 3632.5000000000005 7.0167665481567392 1.5000000000000002 28.000044822692875 863.50000000000011 46.812334060668952 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 12 6 8 11 -4 10 19 23 30 22 31 18 -12 -7 44 33 28 25 -11 34 27 -18 -14 40 -3 -5 -10 -1 -8 45 -6 -2 -23 37 -19 -9 -13 -21 -24 -16 -44 -17 -33 right_child=1 5 7 9 14 16 13 38 29 21 15 39 20 -15 42 17 24 36 -20 26 -22 35 41 -25 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198753 41757 47983 103133 65689 79020 38592 225285 94617 33941 104136 14494 30353 66082 76238 8840 149047 10175 44245 28446 27926 25636 61466 31212 43188 37907 13860 26527 53518 42670 9391 3125 35832 22210 shrinkage=0.0523833 Tree=14 num_leaves=47 num_cat=0 split_feature=29 17 30 11 20 17 8 20 2 17 2 30 20 11 2 13 11 8 17 30 30 13 20 11 2 2 2 2 30 17 8 17 7 2 11 17 20 15 13 30 29 22 13 17 28 11 split_gain=3019.85 1684.87 561.242 291.628 231.607 226.995 220.868 163.551 133.336 116.048 75.9109 69.2712 65.3749 63.9752 60.7252 58.7153 58.071 55.2343 45.5065 43.7557 42.6175 38.2148 37.8832 32.481 31.7242 31.7667 30.4253 30.2414 29.9685 28.5835 31.6048 27.5463 31.9592 23.3104 23.15 23.0876 22.7804 21.4167 23.5232 21.1048 20.2963 19.9932 24.7018 19.7806 18.8492 18.5882 threshold=0.6890028107112377 48.55319041131677 1.0000000180025095e-35 0.86713445069423345 0.71453768453768463 52.290847711429876 647.50000000000011 0.58455928416729452 15.278888888888892 43.271631531699576 20.051956815114714 1.0000000180025095e-35 0.7275213710378724 0.85706179448358266 17.21215220949264 37.80690262321982 0.84623779922472053 628.50000000000011 38.573052587969379 1.0000000180025095e-35 2.5000000000000004 26.313804770428039 0.70836832979125419 0.93315263168204354 1.4749373433583963 12.320377358490568 13.420526315789475 36.298148148148151 1.0000000180025095e-35 53.756797016813771 440.50000000000006 82.170983373605438 -56.309932708740227 2.5729483282674779 0.80556694922978778 55.804264304107114 0.43845507129405442 0.38517514064543251 27.151680261403214 1.5000000000000002 1.6660304789022948 17143.000000000004 52.951785385381093 52.013212298050185 1403.2500000000002 0.84710927456382012 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 19 11 10 -4 21 27 13 17 39 18 16 23 37 26 -6 -2 40 34 -22 -5 -20 -26 33 45 -11 30 -10 35 -33 -3 -1 -16 -23 44 -39 -7 -13 42 -37 -17 -14 -8 right_child=1 5 7 15 6 12 9 -9 29 28 -12 20 14 -15 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343241 344006 334665 44087 97994 239320 95345 143582 200424 53289 191556 30613 120106 126844 28092 8576 16738 72447 9723 25420 24265 9144 55499 130041 109279 25547 17633 71450 5717 29754 46868 65733 25579 90634 86998 8868 7015 28863 28324 5193 3636 59230 shrinkage=0.0523833 Tree=15 num_leaves=47 num_cat=0 split_feature=26 20 1 30 30 12 1 20 14 30 29 23 1 14 14 7 29 4 12 1 1 10 29 1 12 4 4 12 4 7 4 25 18 7 18 14 4 14 29 18 29 29 20 14 19 10 split_gain=2718.2 615.723 373.233 275.702 220.525 162.152 123.608 120.065 105.455 71.7842 60.8519 59.8463 53.9093 49.1308 43.739 41.9709 39.09 32.5196 29.9035 28.2737 28.117 26.3173 25.7058 25.4904 25.2861 24.6743 23.0745 21.6012 21.2892 23.0783 20.6697 20.3937 20.3019 20.0947 19.8231 19.4734 41.5391 17.9405 17.8886 17.7913 17.6952 17.5066 17.2844 17.154 16.9386 15.999 threshold=0.76913422776518026 0.59317703730442262 666.50000000000011 1.0000000180025095e-35 1.0000000180025095e-35 78.059397513309008 1574.5000000000002 0.7275213710378724 18.840691363017559 2.5000000000000004 1.0000790513833995 1.2836652748994273 759.50000000000011 20.203098947527138 81.336828300925347 -86.16994476318358 0.54109006354710554 26.797047615051273 83.716251762801377 857.50000000000011 149.50000000000003 0.96607243267113563 1.1680552277788909 8831.5000000000018 127.35838738653233 21.865518569946293 17.98535251617432 184.96194077712565 5.0399253368377694 -87.871715545654283 19.241984367370609 3746.5000000000005 2.5000000000000004 -6.3401911258697501 1.5000000000000002 23.290585282910644 21.457480430603031 48.020821519460263 1.4648017736045909 2.5000000000000004 0.35936082123411983 0.91719908499698766 0.70234224990094585 15.346457413083469 798.25000000000011 0.91008917726984728 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 8 6 28 15 13 -5 20 11 18 23 31 30 21 -3 -17 19 26 24 -2 -8 -23 -9 41 -20 -10 -19 -1 -30 42 -7 -12 -18 -22 36 -21 38 -13 -28 -6 -15 -4 -14 -27 -38 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0.53118606249974276 1.5000000000000002 99.172095885517095 107.2695526217005 0.90902968798320294 4638.5000000000009 74.298989873223334 90.34366876077091 1.5000000000000002 51.996259689331062 0.97013531068274361 0.86583802552681532 0.97282673277557541 6.5000000000000009 0.80556694922978778 19.943412366028905 1.4340146852692455 0.92521866632666083 0.91596040125451894 0.88820543185960754 131.5297775268555 52.394244933170974 1.5000000000000002 51.877903315378852 0.80980626700440961 0.59621139306496296 18.840691363017559 0.9763475335570263 3154.7500000000005 725.75000000000011 23.786750673054694 0.59621139306496296 2.5000000000000004 19.875912314373135 20.98565769195557 19.657117480629406 2.5000000000000004 1700.2500000000002 9.5000000000000018 38.409479039319741 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 10 5 20 -3 8 16 23 27 17 -12 24 29 22 -5 37 30 -14 35 38 45 32 41 -21 28 -2 -8 -11 31 -19 -4 -34 -33 36 -1 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0.00561815 -0.00460475 -0.0115528 internal_count=859941 207369 652572 482322 157596 116655 49773 344160 297095 170250 138162 219895 132086 40941 71746 47065 77200 198287 193182 118692 72424 44231 35791 98504 32657 108499 15524 6076 14995 68071 157469 106903 81456 72954 94487 42030 35573 5105 13567 75145 55962 24469 11274 7407 3675 23815 shrinkage=0.0523833 Tree=17 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 32 16 0 16 16 32 16 18 9 14 0 20 20 0 0 16 9 16 10 16 0 14 23 12 12 18 16 16 0 29 14 0 12 21 12 29 9 12 11 21 29 split_gain=5371.9 1158.54 699.05 605.568 281.294 196.274 115.399 103.46 89.8019 79.8174 55.3293 46.8778 45.0411 32.656 29.8251 28.1869 26.0883 25.0359 24.4968 22.3376 20.685 20.6608 20.5688 19.0454 19.9578 17.0482 20.2659 16.9128 20.96 16.7718 16.4379 15.7418 15.3475 15.1387 15.1038 14.4325 14.3752 13.7853 13.601 13.0131 12.9494 11.7834 11.9219 11.7439 11.7156 11.6753 threshold=211.58872117128792 1.5000000000000002 228.57873348228898 189.10878586065579 0.65459483681990094 1.5000000000000002 221.26102641320037 43.000000000000007 199.50082152890573 236.55257476393305 1.5000000000000002 165.77808705304588 1.5000000000000002 0.93580641150367405 67.96315496751167 29.500000000000004 0.80079689180447589 0.53258412080510331 33.000000000000007 33.000000000000007 168.40197922455437 0.89289753518962456 102.14208895562795 0.96607243267113563 243.35717856510919 33.000000000000007 18.16774764945589 2.115258725395635 98.34062043356596 40.503048327204944 3.5000000000000004 233.25921567281964 228.57873348228898 37.500000000000007 0.71274812913655838 52.068756958781215 29.500000000000004 93.955844122715732 1.5000000000000002 197.33147545195118 1.5388628249227154 0.94021110388823403 80.645183950935902 0.90556139122315604 6.5000000000000009 1.3389750934988462 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 17 8 19 10 18 15 11 14 32 -9 21 30 -7 35 -5 29 39 -1 34 24 -11 -8 -27 28 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0.00182653 0.00539602 -0.154825 -0.186471 -0.106397 internal_count=859941 550781 518263 309160 32518 169947 271730 139213 155599 246533 85225 76082 11160 53988 34690 158034 14348 21358 53280 134435 43368 33962 31656 88499 82677 137295 51494 102319 101198 68461 111522 3866 5938 40335 1808 17492 41392 5222 728 18725 24558 65974 61581 29848 364 31183 shrinkage=0.0523833 Tree=18 num_leaves=47 num_cat=0 split_feature=20 17 1 32 17 2 11 11 11 9 2 2 12 9 26 11 20 17 11 2 13 2 12 11 17 2 1 2 21 13 12 1 17 10 12 17 9 9 17 2 27 1 11 2 15 17 split_gain=1991.72 1303 551.535 279.349 161.269 133.882 124.303 101.185 89.552 75.8502 71.2989 67.95 60.6615 52.7798 38.9389 45.6125 38.6247 38.414 34.4283 32.1337 31.5941 31.2006 25.3922 25.265 23.9434 23.8684 23.0042 22.8927 22.7661 22.5819 18.8717 18.8698 17.7614 17.2939 16.7389 16.6562 16.5475 16.1378 15.6952 15.6884 15.4501 15.2991 15.222 14.8392 14.8201 14.5753 threshold=0.71453768453768463 49.426611804135099 467.50000000000006 1.5000000000000002 45.53541333527216 16.144957983193283 0.84299624645007276 0.88600144300144312 0.84623779922472053 0.92788837675918701 36.754310344827594 15.153010033444817 81.026911934581207 0.9292770830673438 0.8940995494489129 0.83542254277281514 0.49943945554291752 51.945116206174582 0.66072421738439546 5.4849690539345719 22.824064763020079 10.575695581014733 67.13046532517447 0.6538571276282209 53.225812464481642 34.612040133779267 713.50000000000011 20.680425531914896 2.5000000000000004 52.394244933170974 277.58378413094857 612.50000000000011 39.487490606009651 0.92435479856661085 67.13046532517447 43.374598688040628 0.96970516413458563 0.95562282839015411 38.159012341222109 65.303846153846166 9.5000000000000018 134.50000000000003 0.83456076055290407 12.810422282120397 0.48622140143662168 55.687668813796968 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 10 8 11 21 12 25 14 20 40 33 15 38 -5 -11 30 23 -2 42 -8 -15 -25 29 28 -6 -16 -7 37 -10 -12 -14 -13 -22 -20 -19 -4 -18 -3 -9 -1 -21 -30 -23 right_child=1 5 4 16 27 9 22 41 31 17 32 34 13 19 26 -17 39 18 36 43 35 45 -24 24 -26 -27 -28 -29 44 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0069588566861600067 -0.0086004993572259252 -0.0069545514789457934 -0.0049924402117760072 -0.010551519112026659 0.0015378883036681211 -0.0036144703973347565 -0.0019398243432700111 -0.0053782732999450023 -0.0013115051745043436 0.0015345749467572188 0.0063404132023438886 -0.0050861648168269531 -0.0043724664626216062 0.0019591757587089816 -0.0015585821378932094 0.0039514597803851428 -0.0079481724813654561 -0.00097751597744838567 -0.0016031070046567304 -0.0043148659219689424 -0.0061882790222623921 -0.0025775040817992583 0.0019817921454062886 -0.00029073437370189165 -0.0025618038565983344 -0.0019537081073734419 0.0046516897634751326 0.0029541537570435704 -0.00065255032561511311 -0.010188303222496677 0.0088440975862048316 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50.472185795607324 45.000000000000007 2.5000000000000004 31.000000000000004 48.000000000000007 21.041097305806492 44.826301637699309 578.50000000000011 67.813708498984781 0.78846500346500359 467.50000000000006 0.85200334448160542 20.272481345049552 52.500000000000007 26.000000000000004 2.5000000000000004 0.84299624645007276 43.331475451951142 0.83077542924440595 35.000000000000007 0.81178278495776668 48.020821519460263 0.80451901358334121 48.020821519460263 124.50000000000001 0.82642543560657711 28.000000000000004 0.80665152647911287 0.093692477754006895 51.808633780301861 0.88055824199441235 1.5388628249227154 3389.5000000000005 2.5000000000000004 731.50000000000011 0.92445383657762448 46.500000000000007 98.044678887547562 0.82000877963125551 21.317932704202857 53.833522626411671 42.162019529659695 29.00000095367432 55.192931018431082 771.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 9 13 15 16 -4 17 32 21 29 41 22 26 27 42 -19 -13 36 -6 23 40 28 -23 -2 -8 -16 -11 -14 43 -7 -34 -9 -29 -15 -27 -12 -17 -10 -3 -1 -22 45 -31 right_child=1 5 8 -5 11 10 7 34 14 12 38 19 30 20 24 39 -18 18 -20 -21 31 25 -24 -25 -26 37 -28 35 -30 44 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0076923820443958154 0.00052014738658685594 -0.0013385585083640476 -0.0068661649806926305 -0.0097115785337075489 -0.0090463586098520031 -0.0049674273336585703 0.0053750929569581739 0.0028739826383184942 -0.011532257409705551 -0.011717379286545853 -0.0035222376483755309 -0.0053562982631124838 0.0037897738554802498 -0.00071417694191322327 -0.010386794705236083 -0.003238880238459529 -0.0014942382507415013 -0.0069758951634922234 -0.001002773900119979 -0.00018538840461208424 -0.0027507178264435717 -0.011016258475689482 0.0036879973919549309 0.00095476263083200225 0.00075930019921938976 -0.0042574969121762342 0.0031067920477866038 0.0015860035099016358 -0.0032060238332806048 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12.5093 15.0515 12.4933 threshold=210.46286157618485 2.5000000000000004 225.83665213658284 189.10878586065579 232.94043274244009 40.500000000000007 2.5000000000000004 201.86953985173491 217.89032344795075 0.59843781151981912 141.50000000000003 164.38800672196024 0.93580641150367405 238.31633195903711 33.000000000000007 29.500000000000004 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 2718.5000000000005 35.009433962264161 0.26542931045555634 169.64799388424458 0.92000575456768818 24.194708521220079 1.8801486199070001 0.57231087094723476 0.86583802552681532 0.95916202233219217 0.12298694148024279 19.500000000000004 0.94097301970091374 0.60555779389381337 27.500000000000004 0.15549281794772279 1.0000000180025095e-35 2500.5000000000005 0.61525417395977955 244.87348637183069 102.14208895562795 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 0.34766145021750655 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 5 15 11 7 14 18 -3 -6 20 -7 45 35 31 34 38 -2 -20 24 -11 -15 37 -1 43 30 28 -22 -29 -9 -4 -27 -34 -10 -5 -17 -14 -18 -24 -26 -16 -43 44 -13 -12 right_child=1 9 4 6 10 12 -8 26 16 21 13 25 23 22 41 36 17 -19 19 -21 27 -23 39 -25 40 32 -28 29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=-0.010612863070871021 0.00032426086461211469 -0.0094342122974106022 0.0042925406272561369 -0.010405266462173457 -0.0096564168616549168 -0.011205735257745361 -0.0089352975447198595 -0.010934374635285611 0.0022867829403880081 -0.0063708390364703325 0.0053083725047885751 -0.0029758255228918367 -0.0094191267268611198 0.0034277320332164107 -0.0044927432547101883 0.0030136071786035102 -0.0079249443170124299 0.0017799506986581142 -0.0048650731757518923 0.00051175014422408498 -0.0074695107863534749 -0.00085182195577782277 0.006189598212147724 -0.0072530137620597885 -0.0027034643799845777 -0.0066451214460192662 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13.3359 13.2205 12.8779 12.3227 11.9307 11.8744 12.1106 11.8242 threshold=210.46286157618485 1.5000000000000002 226.97524023342652 189.10878586065579 0.61154777959651507 89.041953218455532 1.5000000000000002 233.25921567281964 161.57205450022619 218.50043936731109 199.50082152890573 35.000000000000007 226.31411675751565 0.66208756954577475 51.597022464532309 0.93854284600679316 1.5000000000000002 41.145375554213636 47.503606615970305 47.657191959101191 238.31633195903711 223.6067359798362 76.819291928559366 55.687668813796968 29.500000000000004 1.7806807073669246 50.200306454295834 33.000000000000007 0.26542931045555634 1.6210311924463083 178.63643839712921 0.82847776268884754 215.87452201129483 54.323923667777891 1.3419993884677901 23.187101795855938 40.500000000000007 0.9316658646134105 35.000000000000007 52.068756958781215 4789.7500000000009 223.6067359798362 677.50000000000011 0.68957393294328473 82.170983373605438 3.0391160988025692 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 5 39 8 10 27 15 14 18 16 -6 -7 38 42 17 -10 -5 41 -9 26 34 24 -12 -26 -21 -4 -22 -13 -19 -8 33 -16 -20 -14 37 45 -2 -3 -38 -11 -1 -25 -45 -15 right_child=1 4 7 6 12 13 31 20 11 19 23 29 35 36 32 -17 -18 30 22 21 28 -23 -24 43 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 40 -39 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0094957346249857719 -0.00018065785342258965 -0.0087907842231514412 0.0040079685273669667 0.00055371447548195315 -0.0035140950130977677 -0.0063499672166593092 -0.0084333686619322643 0.0048313975461761619 -0.00071744513007095437 -0.0010570082282629844 -0.0011822752475962055 -0.0072996862962415518 -0.0022547810512844064 -0.0032188098786096768 -0.00036514457948459125 -0.0082170908197352274 -0.0091509271082264015 -0.0066347536036045415 -0.0040921578787953038 0.00096970077392173571 0.0032974989012024896 0.0032421835924973195 0.00067845825664917289 -0.0046155877050598161 -0.0028116979819265333 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18.2246 17.9924 17.3287 16.3713 22.6723 26.4201 16.1545 16.925 16.1287 15.9602 21.3435 15.7945 threshold=0.67674151022600981 0.87616582313959601 1.0000000180025095e-35 591.50000000000011 0.87143513052603971 1.0000000180025095e-35 4638.5000000000009 107.2695526217005 0.86583802552681532 2.5000000000000004 26.313804770428039 2.5000000000000004 -1.0000000180025095e-35 0.48694108438431266 4638.5000000000009 1364.2500000000002 0.35443035316967325 1.0000000180025095e-35 1.6924487875299237 26.453609997632373 772.50000000000011 0.16171892993728962 804.50000000000011 0.79721792225662214 0.94345032840722498 0.46153846838165685 0.82560626333448839 4789.7500000000009 0.65035598459511512 0.92644868108541256 -2.6025620698928829 0.93940311934859055 2.5000000000000004 0.92521866632666083 7.5000000000000009 4075.5000000000005 0.80770618270618277 2.5000000000000004 0.99388512746551294 -35.485494613647454 0.82995723456249781 715.75000000000011 1.5000000000000002 0.98741614017338175 0.85857506182640597 477.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 10 6 8 33 25 14 40 -2 26 -4 18 24 23 -9 -7 -13 -18 -12 32 -14 -6 -5 27 28 29 -10 31 -21 -23 -3 -22 -29 -32 43 39 -39 41 -1 -16 -8 -45 -38 right_child=1 7 13 5 15 9 37 17 12 -11 21 19 16 -15 42 -17 20 -19 -20 30 34 22 -24 -25 -26 -27 -28 35 -30 -31 36 -33 -34 -35 -36 -37 45 38 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0050407355009908167 -0.0038508199825868384 0.0015407683117030222 -0.0085432789658934586 -0.0084273464480429001 -0.00098190001509239453 -0.0027280544167114242 0.0067093996180868599 0.0044543688502881986 -0.00019995988197696698 0.00055820406826982889 -0.0094148965287065532 -0.0024752856103197984 -0.013511059558268283 -0.0049289541147877628 0.0039002467200598347 0.0049217299738363541 2.2118393498795404e-05 -0.00049490465200961796 -0.0072811149679841269 -0.0030383095454496151 -0.00036846495846527979 -0.012439341722848305 0.00038751957816895039 -0.0019805341183983002 0.0037148319181814424 -0.001823957520399318 0.0032103850630052473 -0.024433597118668614 0.0012783078719301063 0.0036414265420395085 -0.002264828088355647 0.00085119897069096246 -0.0028059448971827438 0.0034267618990666102 0.0019079853965798823 0.0030253118763502954 0.0016516104399260728 -0.022188006683931852 0.0037553355078405329 0.0018935787282686886 -0.0035359752627661147 -0.007805174006560678 -0.0013337639417992167 0.0083936355828385361 -0.025421255201480319 -0.00089719422752166907 leaf_count=34144 14749 75507 31801 1875 20471 14782 7647 61922 7062 30979 1451 24313 670 11536 2470 3603 69875 3537 5298 4366 11589 574 8063 1456 3060 4448 27454 164 96871 27968 21008 35964 29442 18159 57675 109 8093 202 13827 328 15181 7393 4670 105 100 37980 internal_value=0 0.0193983 -0.0805342 0.00899924 -0.0579877 0.0206696 0.0276942 0.0543026 0.0236246 -0.0190917 -0.0761205 -0.0218851 0.0256383 -0.144725 -0.0529476 0.00633186 0.0128896 0.079929 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14.0268 17.0743 30.7564 21.3369 16.5622 13.2944 42.6794 13.1043 12.7312 12.4033 11.8015 10.9674 14.4189 10.7962 10.7811 10.6485 10.6029 15.1382 13.6332 10.5031 10.5795 threshold=211.58872117128792 1.5000000000000002 192.02146087461622 226.97524023342652 92.5802127934803 1.5000000000000002 45.000000000000007 233.25921567281964 203.55743496163208 219.10027422303475 174.31141861275708 55.490582027034918 177.55079280203412 1.5000000000000002 0.76957553374583043 29.500000000000004 0.87860545527295253 197.33147545195118 238.31633195903711 0.46564915390390277 0.93283720543848492 33.000000000000007 35.000000000000007 0.95254937279404273 84.059397513309008 0.96607243267113563 2143.2500000000005 2718.5000000000005 0.96982330544640993 2343.2500000000005 13571.500000000002 701.80613254815978 18.272526963713428 2.0060079770686259 628.25000000000011 33.000000000000007 19.500000000000004 18.840691363017559 1.78257961070426 10.8011580071796 33.000000000000007 1.5000000000000002 0.86957828177257535 735.25000000000011 24.000000000000004 21.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 -3 8 10 21 15 35 16 14 23 -12 -6 -4 -1 41 44 -19 -21 36 39 -8 -7 -20 -27 28 -28 -30 31 -29 -24 -17 -10 -2 -5 -38 -37 -11 -16 42 -18 -44 45 -9 right_child=1 4 5 7 11 24 12 18 34 22 13 -13 -14 -15 40 33 17 19 25 20 -22 -23 32 -25 -26 26 27 30 29 -31 -32 -33 -34 -35 -36 38 37 -39 -40 -41 -42 -43 43 -45 -46 -47 leaf_value=-0.0096368759420632846 0.001034156134661007 -0.0077516491254228607 -0.0019188087948821665 0.0039282902635887811 -0.005234012678174583 -0.0085854535521519195 -0.010290006232753781 0.0050829652463600175 -0.0017526863731677767 0.0023780544109548024 -0.0037516968546114911 0.0027061168006933243 -0.0063910407318494376 -0.0078418516800165417 0.00049776975528579778 -0.0035441219941818609 -0.0063068015349083467 -0.019805833622088573 0.0058248045920801525 -0.0051057893115849483 0.0041583287563068698 0.002450643827696788 -0.0031136746648973419 -0.0079248392491822837 -0.005126853207237758 0.0071169414680779747 -0.036697609936000963 0.0024066534036913546 0.0022911031557189829 -0.02456809922232402 0.0080117543672680071 -0.026294773607162609 0.0014043966324858669 -0.0089955114042410255 -0.00039464749461188409 2.7614586184158776e-05 -0.0029581598060066184 0.0028741760897731516 -0.0044960023601768742 -0.020410918057035033 -0.0037312175622002145 -0.0086306362024313743 -0.0043994640131136825 0.003459477392429976 0.0036644116668914789 0.0023806010256919898 leaf_count=3915 49270 16844 23702 83694 5503 6992 10942 54019 39283 89825 38468 3107 22420 3976 4586 43762 41543 116 57612 1072 1275 34995 1828 20944 6010 1672 85 1717 187 95 825 155 48449 1208 34805 48782 1338 8900 1492 57 2538 4680 3202 747 29013 4291 internal_value=0 0.0463883 -0.0825418 0.0551291 -0.0926732 -0.0471696 -0.118482 0.080608 -0.0393182 0.0255158 -0.102127 -0.0334651 -0.148295 -0.0789345 -0.054411 -0.0587791 -0.119535 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18.6325 18.1476 18.0495 19.2555 17.8935 17.441 16.6841 20.474 15.8325 15.5324 15.0058 14.2321 13.5886 13.4264 13.1743 14.9284 19.3071 12.8158 12.6278 12.4203 11.9221 threshold=0.71453768453768463 20.012990579976954 0.87616582313959601 1.5000000000000002 31.523138613214808 0.84710927456382012 0.90451158635425888 3775.5000000000005 47.250696212794999 1.5000000000000002 24.596138482608037 50.92019815705239 1.5000000000000002 -0.81845545768737782 0.66072421738439546 1.4340146852692455 0.41176470864932951 1.5000000000000002 40.411522140657254 4075.5000000000005 0.54327442506559664 -2.6025620698928829 0.81550911273600357 370.14570696119921 1.5000000000000002 66.402543263816625 0.62929267866824734 22.535169632893592 104.67877252094719 0.91042650896671296 0.44125968551556172 0.99567411455019539 1.6407070456446029 4.5000000000000009 0.82908354496221282 0.83250310173697284 1.0000000180025095e-35 0.82708008081395634 139.81118318204312 5.6442558892881154 -87.871715545654283 0.45068417275166955 35.412206776538788 0.7738171550671552 1445.7500000000002 -79.196342468261705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 4 6 12 10 26 9 29 13 -2 30 -3 19 16 -11 -15 18 23 22 -5 37 45 -9 31 33 39 34 42 -4 -12 32 -19 -7 -16 -23 -17 -14 -27 -1 41 -41 -29 -21 -28 -6 right_child=1 2 8 20 7 25 -8 17 -10 15 11 -13 21 14 27 36 -18 24 -20 43 -22 35 -24 -25 -26 38 44 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.012145370908728765 -0.0047201467098104454 -0.0029409830533840579 0.0017989791047624156 -0.0078540076106156688 0.00023593509937960315 -0.0018249293402688258 0.0016692269613204169 0.0088626064000602318 0.0044920841467013745 0.00036076927532602634 -0.0057631894513905657 -0.0068236500433094677 -0.0010693089478351662 -0.019658392339062532 -0.001849444306913685 -0.004789789098694432 -0.0035891486452005071 -0.009337488310304615 0.0053921908303546746 -0.006721131057248456 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27.2884 27.0644 24.362 23.6879 20.3949 19.6872 16.8866 16.5895 16.1869 16.0929 14.4836 14.3609 14.2152 14.7455 14.484 13.8843 18.7153 13.1698 13.1644 13.1351 12.9092 12.397 12.39 12.3128 11.4121 threshold=0.69614999823834178 40.500000000000007 47.952899983683288 481.50000000000006 570.50000000000011 49.500000000000007 1.0000000180025095e-35 0.78703529198252165 0.95364564964666865 52.084106887824539 2957.5000000000005 330.50000000000006 37.500000000000007 41.925526023462275 799.75000000000011 0.95329417939552774 0.64962401226745448 24.000000000000004 51.663793431909575 76.819291928559366 0.93487484968280377 53.756797016813771 416.25000000000006 -56.966356277465813 0.47565686335987967 0.91385376999238399 0.9742941249195326 756.50000000000011 0.90332829808660631 0.91783627170951132 338.25000000000006 48.000000000000007 0.18233621254005403 602.25000000000011 5.0399253368377694 0.73449958791023406 56.045316638917249 874.75000000000011 0.8402575603330541 780.50000000000011 1116.2500000000002 26.500000000000004 0.26542931045555634 0.42326038442702002 1.5388628249227154 51.996259689331062 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 11 22 9 12 21 10 14 25 38 26 27 15 -6 -10 -13 -9 28 -11 30 -3 -21 -8 -7 36 -5 -20 -25 -4 -24 -32 35 -35 -28 43 -38 -2 -30 44 -15 45 -1 -18 -29 right_child=1 4 7 13 5 8 24 18 16 20 -12 17 -14 41 -16 -17 40 -19 19 23 -22 -23 31 29 -26 -27 33 42 39 -31 32 -33 -34 34 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0041882799172615589 -0.0038795300623321221 -0.0059666173290856082 -0.0022660264137354174 0.0031067732966262016 -0.0056885395454345572 -0.010033569981380915 -0.0075763952445657935 0.001406946978051463 -0.00063414844255927326 -0.0049294514015481156 -0.0014024014875219889 0.0020731196184926659 -0.0056561348410407077 0.0030895684134164022 0.0022313729288971737 0.00036413088985387689 -0.0032949842553104867 -0.0016664582362295672 -0.0027779997243660413 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25.9953 23.2008 28.792 20.6145 19.4321 19.0459 29.7868 18.2967 17.1222 16.0867 16.0115 15.787 15.6423 15.3202 14.85 14.5544 14.3508 14.2249 14.1947 13.4896 13.3258 12.7021 12.1154 12.2141 11.9404 11.6644 11.5274 11.2377 10.8486 threshold=0.71453768453768463 45.000000000000007 557.50000000000011 1.5000000000000002 0.82642543560657711 26.000000000000004 29.500000000000004 332.50000000000006 47.594949722290046 0.93384999506647404 509.50000000000006 0.90451158635425888 96.529960261786144 452.50000000000006 755.50000000000011 747.50000000000011 29.500000000000004 0.83623440892794032 0.9292770830673438 1.5000000000000002 49.500000000000007 0.80351391675670125 1.5000000000000002 4736.5000000000009 0.93854284600679316 0.54327442506559664 1100.2500000000002 1332.5000000000002 1.0000000180025095e-35 0.93940311934859055 1.5000000000000002 75.93671678837741 2.5000000000000004 0.94969182700526134 0.92644868108541256 116.6451839509359 43.000000000000007 824.25000000000011 -89.935768127441392 0.90332829808660631 19.606122016906742 6.5000000000000009 3335.2500000000005 0.82995723456249781 163.12489168102789 783.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 11 8 7 15 43 9 26 -11 16 -6 21 29 35 27 -9 19 -16 -12 -7 38 39 -15 -5 44 -1 37 -8 -10 -20 41 -18 -25 -4 -13 -14 -17 40 -24 -26 -21 -2 -3 -22 right_child=1 4 6 25 12 13 14 17 30 10 20 36 28 24 18 22 33 -19 31 42 45 -23 23 34 32 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0021450317698128432 -0.0028581299409476575 -0.0071862697848558551 0.002208912294809785 -0.0070645655854959712 -0.0024466451710890326 -0.0046447399030300242 -0.0036591728970006283 0.00051592844873927211 0.0020238873081022952 -0.0061514170670968274 -0.0015192099144465585 0.0024123194437281848 -0.0001508674625900245 -0.0059522511122387673 0.0031237780351768885 -0.00031948930084268925 -0.008631017288959205 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0.0441355 0.0136369 -0.0673875 -0.0757311 -0.0651462 -0.055208 -0.0143694 -0.0318191 0.0247014 0.0546606 -0.0657236 0.0252907 0.0380874 0.0031608 -0.0505112 -0.0577339 0.0643288 0.0592724 -0.0114287 -0.125601 -0.137686 -0.0447112 0.00675594 0.00587095 0.00930536 0.0461837 -0.00731746 -0.091564 -0.0607693 0.0406911 0.0315132 0.0116769 0.0889193 0.0612255 0.0320139 -0.0651649 -0.0298601 -0.0347762 -0.160766 -0.0671851 internal_count=859941 753683 589744 106258 163939 190183 399561 112374 95508 86137 73568 58256 68431 77809 140372 259189 51956 90572 82047 15440 57479 34263 153177 127052 43546 48002 12569 28655 41391 58325 9371 66607 41862 23301 2034 106012 6300 38920 26125 125018 12750 3940 9743 21802 8875 32379 shrinkage=0.0523833 Tree=27 num_leaves=47 num_cat=0 split_feature=23 2 11 30 14 11 2 2 30 14 11 2 2 23 10 12 30 13 12 30 30 11 12 2 2 24 23 5 15 14 18 30 25 13 11 23 33 12 2 13 14 14 5 22 5 25 split_gain=789.759 301.227 144.511 143.501 114.792 86.9429 57.3817 49.5291 43.1438 36.421 35.5153 33.8175 29.1394 26.0547 24.8985 22.3891 22.2591 23.6209 20.754 27.7512 33.6482 19.4491 17.8086 16.1669 16.0835 15.0681 15.004 14.4308 14.1023 13.9729 13.4125 12.5868 11.9792 11.8237 11.7989 11.3878 11.2501 10.2475 12.6919 10.2312 8.98316 8.62093 12.159 10.6376 10.2169 8.52946 threshold=0.7141880870991667 24.942851959361395 0.86713445069423345 1.0000000180025095e-35 20.332824427870516 0.83337899543379013 6.5582579185520364 13.303117309269895 1.0000000180025095e-35 19.353698505063793 0.91166040100250634 65.303846153846166 12.189577717879606 0.46867190189355484 0.6500688440660628 121.55939751330901 1.0000000180025095e-35 39.71938686241014 89.802038200428285 1.0000000180025095e-35 1.5000000000000002 0.87503017865765342 128.08935777509515 18.655711206896555 10.722813238770687 1.5000000000000002 1.2836652748994273 111.16049957275392 0.26542931045555634 20.520291164933553 1.5000000000000002 2.5000000000000004 12036.750000000002 32.672295381893996 0.91596040125451894 0.29918377515706601 2.5000000000000004 152.39696961967005 31.09099264705883 82.776734183587152 27.189496615487744 27.189496615487744 49.505649566650398 5898.0000000000009 64.636714935302749 4384.7500000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 5 14 12 18 -8 11 -4 24 21 40 -5 -2 30 17 34 -6 27 26 28 23 -9 -7 -10 -21 -20 -3 -30 45 -27 -13 -12 -11 -35 -33 -31 -39 -15 -1 44 -43 -44 -14 -16 right_child=1 8 9 13 6 10 7 22 25 16 33 32 41 39 15 -17 -18 -19 19 20 -22 -23 -24 -25 -26 31 -28 -29 29 37 -32 36 -34 35 -36 -37 -38 38 -40 -41 -42 42 43 -45 -46 -47 leaf_value=-0.0045011297918150974 -0.0051074957352662421 -0.0038604766005561264 -0.00081116239199860083 -0.0066677923697898477 -0.00089961680504168631 -0.0021929209060593314 -0.0029270162822435772 -0.00084514478127153958 0.0038468121874144566 0.00099717716246308869 0.0011647691348397897 0.003122871126752462 -0.0022185954152754562 -0.0044495844964946218 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internal_value=0 0.0142055 -0.00140043 -0.0652693 -0.0122911 -0.0446072 -0.00295166 -0.0194528 0.0414648 0.0280673 -0.0093299 0.046326 -0.0681696 -0.111006 -0.0496744 -0.0417533 0.0349494 0.0374014 0.0102674 0.0154456 -0.019556 0.037109 -0.00783129 -0.00372848 -0.0244185 0.00703747 -0.0769076 0.0218983 0.0300116 0.0313073 -0.037419 -7.71359e-05 0.0625681 0.0468652 0.0260335 0.101011 0.0150628 0.0362481 0.00985998 -0.0771422 -0.0832348 -0.0373262 0.0169146 -0.068029 -0.0450495 -0.0649116 internal_count=859941 708091 450296 151850 328784 104597 263063 117006 257795 121512 41886 225898 62711 47253 65721 56383 104931 102039 146057 122871 19126 144116 88704 81842 33020 31897 6665 103745 104944 103649 53836 28810 81782 8866 65483 2772 18896 87758 12603 15343 42132 20579 2565 1017 18014 13346 shrinkage=0.0523833 Tree=28 num_leaves=47 num_cat=0 split_feature=20 2 14 2 31 2 2 31 12 9 9 21 9 12 9 23 4 14 12 21 31 9 21 28 9 23 10 19 28 4 2 19 18 15 27 1 20 2 29 2 15 27 4 19 27 18 split_gain=753.855 352.579 188.445 83.0338 69.3677 65.3705 41.0773 35.5777 37.119 34.3875 33.461 26.9262 24.1284 21.6176 26.6373 21.4471 18.9646 17.1845 17.0081 14.9296 14.1637 13.4608 12.8271 29.5137 18.6826 15.2944 14.2932 12.7416 12.4491 18.4287 12.294 12.2622 12.1038 13.3376 12.0776 15.3851 11.8933 11.623 11.5747 11.5219 11.0327 14.1921 13.8853 10.4701 9.97032 12.0013 threshold=0.65459483681990094 23.430194805194809 20.074946013131392 5.8834841628959289 1.5000000000000002 13.303117309269895 58.189903846153854 1.5000000000000002 99.716251762801377 0.94241955382738174 0.91385376999238399 2.5000000000000004 0.95014313302903919 72.059397513309008 0.94241955382738174 1.3940061864117117 24.697003364562992 18.656672273899044 163.12489168102789 2.5000000000000004 1.5000000000000002 0.95364564964666865 1.5000000000000002 3335.2500000000005 0.9437518502072233 1.2257370929473805 0.96607243267113563 12540.000000000002 493.75000000000006 12.00056314468384 10.575695581014733 764.75000000000011 4.5000000000000009 0.61713620063563857 14.500000000000002 1111.5000000000002 0.47565686335987967 10.876275510204083 2.0060079770686259 36.754310344827594 0.17879339671617814 1.5000000000000002 49.550046920776374 291.25000000000006 1.5000000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 7 12 21 10 8 19 -7 18 44 31 32 -15 -9 -11 -12 -3 -4 -19 -5 40 -24 25 -25 -27 -10 -16 -30 -14 -1 33 -13 -17 -36 -6 -23 -22 -20 41 42 -8 -34 -2 -46 right_child=1 6 3 5 36 9 22 15 27 16 17 13 30 14 28 34 -18 20 39 -21 38 37 23 24 -26 26 -28 -29 29 -31 -32 -33 43 -35 35 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.0047486525268944412 0.0005354202340927699 5.8583413944193685e-05 -0.0021669118529697795 -0.0062733341323668243 -0.0064937304108005287 -0.0036078913618025586 -0.019534607850169462 -5.6391848594565679e-05 0.0016598193194938145 0.00065272263372333314 -1.5782500505585665e-05 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11846 24716 829 2110 27677 366 112 323 16165 3825 internal_value=0 0.0099839 -0.0063316 0.00465638 -0.0874923 -0.0125239 0.0379941 0.0176664 0.022136 -0.000477831 0.0280791 -0.0415092 -0.0584126 -0.0342821 -0.02241 -0.0199864 0.00377872 0.0315614 -0.028755 0.00456955 0.0349467 -0.0464222 0.0525831 0.0465361 -0.0285848 -0.0818483 -0.0121707 0.0333179 -0.0144113 -0.0229713 -0.0493149 -0.120734 -0.0535062 -0.0511501 -0.070547 -0.121303 -0.114466 -0.0420492 0.000857089 -0.0870831 0.0710437 -0.0552718 -0.213081 -0.195563 -0.0736169 -0.0791949 internal_count=859941 771507 487529 371491 88434 160088 283978 211403 188971 118115 169073 116038 42556 94718 58556 22432 111195 159312 9761 73502 144011 41973 114905 86553 4932 2820 1488 115469 51336 39424 37135 5421 36162 35572 6106 2652 45878 39611 11237 3306 28352 675 309 590 21320 19990 shrinkage=0.0523833 Tree=29 num_leaves=47 num_cat=0 split_feature=29 17 14 30 11 17 17 17 11 30 11 30 18 14 7 11 1 13 30 30 14 21 29 29 17 15 13 15 17 15 11 1 11 7 1 6 14 29 11 14 5 33 6 21 15 24 split_gain=669.89 529.718 100.391 99.1958 83.594 83.4028 38.2004 35.2119 28.9535 28.8325 27.9911 24.5669 23.0775 21.3637 20.3731 22.9716 20.2095 19.3525 19.2351 19.2188 16.5965 16.4376 14.7913 14.6541 13.9523 13.8083 13.7521 16.1261 13.5172 14.246 13.1905 16.5579 13.0948 15.2698 12.5009 12.4651 15.4536 12.8869 12.4636 14.9428 12.4205 11.941 11.8856 11.1905 10.6783 10.6167 threshold=0.64306203013689645 50.472185795607324 20.272481345049552 1.0000000180025095e-35 0.83337899543379013 46.547293057416198 53.918036751174171 76.819291928559366 0.92357303752815689 1.0000000180025095e-35 0.84710927456382012 1.0000000180025095e-35 2.5000000000000004 28.343598082133088 -56.966356277465813 0.6538571276282209 284.50000000000006 37.10100593128832 1.0000000180025095e-35 2.5000000000000004 25.184526669432604 2.5000000000000004 0.05401758033336982 2.0060079770686259 39.973354345160253 0.68895457658352977 287.84271068442803 0.42934650797629509 41.145375554213636 0.14154934957788376 0.76694709555791218 4266.5000000000009 0.83878391760744708 -4.2297158241271964 706.50000000000011 0.60601133342215852 55.490582027034918 1.5983597894612112 0.7894800591595269 22.391194524408697 46.999996185302741 2.5000000000000004 0.59574468862206464 8.5000000000000018 0.17879339671617814 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 4 13 11 18 12 20 -7 28 17 26 22 42 35 -5 21 32 -20 -6 -4 -1 -11 -19 -24 27 38 -2 -30 -13 -32 33 -3 -34 36 37 -16 -8 -40 -15 -21 44 -27 -9 -23 right_child=1 6 5 16 8 9 7 14 -10 23 -12 30 -14 40 15 -17 -18 24 19 41 -22 45 25 -25 -26 43 -28 -29 29 -31 31 -33 34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.013325517505466917 -0.0034539444691023785 0.0001672988276771119 -0.00084763737589600902 -0.0063223493260344309 -0.0014932844648212324 0.0013312714878789627 -0.0060982513809084973 0.010463930698593124 0.0025738936268973577 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75012 117 23367 8067 2110 33736 36933 14589 2309 862 172 1115 1099 2418 1486 1482 3623 1002 3859 internal_value=0 0.0129466 0.035134 -0.0604862 -0.0447084 0.0411403 -0.0207113 -0.0316969 -0.0102309 0.0201091 -0.00396238 0.0518414 -0.0362663 -0.0668921 0.0199919 0.0412826 -0.102231 0.0551441 -0.00837248 -0.0413613 -0.0216283 0.0414494 -0.0714748 -0.0233806 0.0615251 -0.0701794 -0.0466722 -0.0477673 -0.0250797 -0.0139975 0.0215555 -0.00582916 -0.00397968 -0.0128401 0.00863711 0.0819873 0.121026 0.0809357 -0.0911335 -0.0276875 0.00320552 -0.0112749 -0.0590321 -0.0845184 -0.138402 0.0455014 internal_count=859941 709336 427516 150605 109296 370584 281820 149085 42791 124973 56932 245611 136976 66505 12109 9539 41309 221461 132735 15598 35899 70391 62424 13587 151070 61985 83384 82782 29854 23484 24150 10177 117137 68812 48325 5651 3342 2480 7770 2214 4081 8992 2570 32234 1088 65767 shrinkage=0.0523833 Tree=30 num_leaves=47 num_cat=0 split_feature=16 32 16 16 12 16 0 16 16 32 9 11 14 4 16 26 0 21 0 13 26 29 26 9 28 29 7 29 7 13 32 1 29 26 18 32 0 9 13 0 7 14 9 0 29 10 split_gain=2230.41 378.074 280.175 214 62.3057 50.9649 48.9227 37.6093 33.205 28.7311 21.505 17.2225 16.8945 15.4653 15.223 15.0424 14.0667 13.4892 13.4135 11.9072 11.8636 11.5864 12.8323 11.3417 11.1499 16.6581 12.0706 11.5252 10.8875 11.4129 10.5454 10.0343 9.90432 9.8961 9.83503 9.31287 9.15011 8.39072 15.8574 8.36996 8.33944 8.32302 8.15892 7.63447 7.59621 7.48299 threshold=208.60391725632692 1.5000000000000002 224.82132289614833 185.13032842390388 96.529960261786144 232.15678770220242 45.000000000000007 197.96995090570513 215.40288241847469 1.5000000000000002 0.89289753518962456 0.61062706839492564 63.038525309422553 56.004203796386726 165.77808705304588 1.3419993884677901 29.500000000000004 14.500000000000002 24.000000000000004 23.316593486073181 1.4463527049331739 1.7833749202603608 0.69623951330975087 0.95254937279404273 3783.2500000000005 0.97540102492339531 -7.3057594299316397 1.3306329051616463 -56.309932708740227 237.59296567311125 2.5000000000000004 706.50000000000011 0.718715452214162 2.2938727011390192 3.5000000000000004 1.5000000000000002 35.000000000000007 0.95292323582266536 68.498563728261232 28.000000000000004 -77.000072479248033 17.945812311168897 0.95467860091485113 52.500000000000007 0.8402966738787635 0.96607243267113563 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 -3 16 10 15 33 20 -1 13 30 21 37 35 34 24 32 -19 31 22 -12 -8 26 -26 27 40 29 -15 -6 -9 -7 -2 44 36 -5 -13 -39 -16 -10 -18 -24 -22 -4 -20 right_child=1 4 5 7 12 18 23 9 17 -11 11 14 -14 28 39 -17 41 19 45 -21 43 -23 42 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0077468774604404116 -4.7609967597373499e-05 -0.0054144468609200911 0.0041190501528000027 -0.0023627378739046194 -0.0010203242969210765 0.0060390254995060042 -0.0082351852964147685 -0.0017868056276060843 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1320 103082 8796 489 49 2641 20259 109332 933 7972 5623 28690 25361 432 15859 24516 55329 915 1029 68487 3662 internal_value=0 0.0349627 0.0414168 -0.0741696 -0.0652854 0.0604917 -0.105447 -0.0493439 0.0146622 -0.0358727 -0.09097 -0.0862534 -0.0189898 -0.0290149 -0.0903209 -0.0675142 0.0468747 0.023303 0.0721697 -0.0471842 -0.0304431 -0.0503795 -0.0407923 -0.133157 0.0245709 -0.0465673 0.0256279 0.039697 0.118473 -0.136377 -0.0334801 -0.0270897 0.0783127 -0.00215537 0.0545961 -0.0628901 -0.0588733 -0.105239 -0.0962298 -0.0755458 0.047994 0.0345623 0.00109563 -0.0741689 0.0578199 0.059514 internal_count=859941 584339 548994 275602 35345 320495 121954 153648 228499 88233 80104 73974 15951 4908 69066 65415 147963 150944 172532 2667 80908 4287 4146 41850 148277 2171 146106 43024 621 132 13312 75145 116152 77555 90935 59850 54227 34367 25793 34699 34228 57028 2646 5763 82963 56380 shrinkage=0.0523833 Tree=31 num_leaves=47 num_cat=0 split_feature=16 20 16 16 30 16 16 16 9 11 14 20 11 26 13 16 26 16 23 27 26 16 18 9 11 6 4 12 22 19 14 5 27 27 30 9 19 16 13 13 22 23 30 1 9 27 split_gain=1998.03 313.788 270.626 193.852 68.1022 40.8321 37.1028 34.8205 30.9632 21.8784 24.1996 20.5054 16.3581 17.0303 16.4523 15.4039 14.3847 13.9243 12.6048 12.0528 11.7665 11.3943 10.9855 10.6997 10.597 10.5367 15.0708 29.2243 20.0424 25.7874 18.8565 15.9227 12.6832 10.8346 10.1659 10.1079 10.0925 10.4752 10.0179 9.47748 9.14929 9.10034 8.81334 8.72118 8.47743 8.0695 threshold=208.60391725632692 0.54327442506559664 225.98587461920798 184.32347570195643 1.0000000180025095e-35 232.94043274244009 197.96995090570513 216.79990982867452 0.89289753518962456 0.61062706839492564 55.490582027034918 0.66904087906736076 0.82560626333448839 1.1328565746107515 68.498563728261232 158.59569597812049 1.3507688605157828 220.09230775282848 2.2601993334158546 27.500000000000004 2.0063383470414498 238.07651470993025 3.5000000000000004 0.90902968798320294 0.69447315484432981 0.27027027236013412 53.000350952148445 701.80613254815978 2143.2500000000005 2679.5000000000005 27.189496615487744 95.005302429199233 1.5000000000000002 15.500000000000002 1.5000000000000002 0.79653367452319135 4373.5000000000009 102.14208895562795 16.216360345586754 59.168473087143958 344.25000000000006 2.8424538208200087 1.0000000180025095e-35 7154.5000000000009 0.93854284600679316 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 8 17 22 16 18 36 10 43 34 13 15 -14 -11 -5 -2 -3 23 24 -7 42 -9 -13 26 27 28 33 30 31 -30 -33 -23 -8 -31 39 -38 -25 -1 -21 -35 -4 44 -10 -24 right_child=1 2 5 6 -6 21 11 19 9 12 -12 20 14 -15 -16 -17 -18 -19 -20 40 -22 25 45 38 -26 -27 -28 -29 29 35 -32 32 -34 41 -36 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0075401652384893799 -0.0016941273767870281 1.0396819377152428e-05 0.0026744160154440213 -0.003156861509734868 -0.0054099040131538817 0.0032437277053203348 -0.002619430533268022 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1604 6390 143 64972 62902 943 155 45 56 115 29 241 132 4259 1512 436 1709 125382 2878 24244 53 11151 56 2753 5589 internal_value=0 0.0330405 0.0380315 -0.0702504 -0.0745515 0.0581634 -0.0471867 0.0139595 -0.100748 -0.0957361 -0.0374987 -0.0336253 -0.0992064 -0.106809 -0.0781472 -0.102316 -0.0646212 0.0169723 -0.000893399 0.0231773 -0.0278157 0.0691474 0.0459393 0.0269369 -0.0259819 0.0789939 0.0342557 0.00708915 0.0245085 -0.0443305 -0.261273 -0.134744 -0.0429578 0.10139 -0.0736131 0.0151626 -0.152808 -0.0916804 0.0290611 -0.168652 0.00274925 -0.127759 0.0485717 -0.0612029 -0.0570379 0.0169438 internal_count=859941 584340 558435 275601 25905 304106 156925 254329 118676 108255 6088 88267 102167 75066 27101 68932 68658 6188 97395 156934 77070 160177 143929 132541 75409 67787 4885 3942 3787 1998 430 315 270 1789 11197 1568 10421 2145 125525 8276 24393 185 131950 5334 5278 11979 shrinkage=0.0523833 Tree=32 num_leaves=47 num_cat=0 split_feature=26 0 0 1 31 11 0 1 25 23 11 9 1 21 31 0 25 29 9 26 9 11 9 22 9 25 27 1 0 11 0 29 31 29 4 19 6 4 25 11 1 23 1 21 4 21 split_gain=489.162 401.752 114.667 92.0091 77.0126 63.6257 57.1906 41.7883 37.5386 36.8777 36.7603 34.7359 26.5306 25.2751 27.9775 23.4455 23.1354 22.4834 22.3239 20.9144 18.2191 16.2889 15.5779 15.3918 14.3914 13.9858 15.988 17.775 13.2474 12.9704 12.9297 12.8219 12.6338 12.4079 12.3628 12.2672 12.0817 12.4287 26.1025 12.0719 11.8452 11.6715 11.3741 12.1288 11.782 11.3661 threshold=0.76913422776518026 45.000000000000007 29.500000000000004 716.50000000000011 1.5000000000000002 0.82369311958578117 29.500000000000004 448.50000000000006 776.25000000000011 0.51201750547045966 0.84299624645007276 0.95985935371942055 149.50000000000003 1.5000000000000002 1.5000000000000002 51.000000000000007 808.25000000000011 0.05401758033336982 0.96335760474932586 0.48694108438431266 0.86583802552681532 0.79062930440771362 0.93487484968280377 317.75000000000006 0.94097301970091374 5828.7500000000009 15.500000000000002 1111.5000000000002 46.500000000000007 0.90451158635425888 29.500000000000004 0.79177834266837144 1.5000000000000002 0.88820543185960754 47.594949722290046 399.25000000000006 0.20000000880314964 34.45222473144532 1006.2500000000001 0.94345032840722498 149.50000000000003 0.86827293779143522 432.50000000000006 9.5000000000000018 81.012786865234389 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 6 10 8 12 21 11 -6 19 -3 -2 17 20 -10 -7 -5 -9 -1 -15 -4 -8 -12 34 26 41 -28 -20 31 -22 -14 -23 35 -17 -24 37 38 -19 40 -25 -16 43 -21 -44 -13 right_child=1 5 7 13 9 16 22 18 15 -11 23 45 29 14 25 24 -18 36 28 42 30 32 33 39 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 44 -45 -46 -47 leaf_value=-0.0025761237113148322 -0.012560220721384375 -0.0058028101566834052 -0.0054429167269117 -0.023238748155299513 -0.0049771788137326625 -0.0011013732377556441 -0.004446310592803396 -0.0037121873478234372 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2326 8965 652 5707 2773 9379 23001 64529 134925 8308 60354 2836 19516 36541 359 452 2722 24780 14892 12956 2189 72 27999 internal_value=0 0.0133206 -0.0424341 0.0265483 -0.0205742 -0.0332205 0.0133472 -0.067731 -0.05171 -0.0686134 -0.0061623 -0.0697853 0.0238167 0.0402642 0.036017 -0.0261719 -0.0093939 0.0641427 -0.0400493 -0.0222418 0.0403013 -0.0834359 -0.00774906 0.0205558 -0.0543111 0.00515362 0.00890387 -0.0264429 -0.0192293 0.0243983 0.0418858 0.0210008 -0.0704607 -0.00539739 -0.0890137 -0.0251685 0.0653193 -0.042791 -0.125587 0.0266582 0.0202831 0.0268966 -0.00770677 -0.0217462 0.0156434 -0.0519893 internal_count=859941 652582 207359 508156 111236 144426 258937 96123 81321 25670 85566 47618 173055 249219 211585 33703 63105 37634 34794 53418 185794 61329 85882 32148 15762 25791 25139 8480 20765 172674 181156 149673 37536 83341 6797 22987 37547 1006 647 29828 27106 16659 34696 21668 13028 33203 shrinkage=0.0523833 Tree=33 num_leaves=47 num_cat=0 split_feature=16 20 16 16 30 16 0 16 16 1 20 26 0 16 30 28 23 1 12 26 0 23 15 4 16 13 10 0 20 5 2 12 16 23 20 0 16 10 20 28 30 12 23 25 20 10 split_gain=1717.24 261.064 227.639 169.517 67.1334 42.4573 37.5188 31.2858 23.6405 16.67 15.4505 14.3057 12.9182 12.7593 11.2215 13.3384 10.3945 12.0509 10.3216 10.253 10.1474 9.29819 9.20336 9.54557 10.7432 9.16558 9.12198 8.76592 8.54648 8.47286 8.21591 8.1963 7.98305 7.82705 7.70594 7.70189 7.65054 9.20648 7.16127 7.16802 7.08287 7.05654 6.90796 6.89916 6.85265 6.71747 threshold=208.60391725632692 0.56442637429572118 224.82132289614833 184.32347570195643 1.5000000000000002 231.37696671688272 45.000000000000007 199.50082152890573 215.40288241847469 149.50000000000003 0.66904087906736076 1.3419993884677901 24.000000000000004 174.31141861275708 1.0000000180025095e-35 4357.5000000000009 1.2315598350816765 2357.5000000000005 156.3761543394987 2.2938727011390192 40.500000000000007 1.8801486199070001 0.36511025887041521 14.849241733551027 216.79990982867452 124.30833792419054 0.43866962344141253 33.000000000000007 0.70234224990094585 43.000003814697273 735.97355769230774 40.503048327204944 102.14208895562795 0.96061709948696261 1.1630978664447227 33.000000000000007 244.87348637183069 0.99518750915132892 0.36164855935015655 765.25000000000011 1.5000000000000002 611.30918087536486 0.70840960839603728 20272.000000000004 0.25626145198831285 0.96275489182684393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 8 6 9 27 13 11 19 -2 40 35 -7 16 15 31 17 18 -1 -3 28 -12 38 24 -24 -17 -19 -4 -16 -8 42 -10 33 -28 -30 44 45 -38 39 -11 -9 -34 -6 -43 -5 -14 right_child=1 2 5 7 30 12 29 10 14 22 21 -13 36 -15 20 25 -18 26 -20 -21 -22 -23 23 -25 -26 -27 32 -29 34 -31 -32 -33 41 -35 -36 -37 37 -39 -40 -41 -42 43 -44 -45 -46 -47 leaf_value=-0.0045234246537402276 -0.0048291324439154399 -7.9954924102544446e-05 0.0023126720312640196 -0.005305422993795752 -0.0050838032246716255 0.0035477238804733076 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1220 624 2328 67 1716 1023 4756 1263 1117 4099 2169 564 237 41986 9332 8451 67 134098 1208 501 1843 40596 3951 44 629 109 3757 109 1137 118 29784 4225 internal_value=0 0.0306527 0.0353598 -0.0651036 -0.0642647 0.0523637 -0.0936093 -0.043528 0.0113123 0.00211396 -0.0293115 -0.0575555 0.0618665 -0.080793 0.0185523 0.0216042 -0.0886672 -0.0858619 -0.0889521 -0.00284782 -0.0055461 -0.0239777 0.0201188 0.0315141 0.0716683 -0.0838906 -0.0140432 0.0386634 0.009521 -0.118263 -0.100898 0.0225378 -0.00283777 0.0816808 0.0181971 -0.0534355 0.0504175 0.0928164 -0.0778489 -0.228843 -0.0664888 -0.0463045 -0.102219 -0.208072 -0.04173 0.0476495 internal_count=859941 584317 556709 275624 27608 326114 118742 156882 230595 9818 77916 78966 192555 78127 152581 135430 56628 54300 52060 78014 17151 68140 8244 7385 3286 1188 2240 133559 12395 40615 17790 134242 2173 738 11175 72201 65188 3995 859 230 9776 1435 17723 227 31605 61193 shrinkage=0.0523833 Tree=34 num_leaves=47 num_cat=0 split_feature=16 32 16 16 17 20 16 8 16 18 17 16 17 17 17 32 17 9 16 17 20 26 27 16 9 26 27 17 5 22 11 16 27 16 22 22 1 17 11 1 15 17 22 8 15 27 split_gain=1534.84 267.334 192.078 151.767 87.6718 56.5146 41.7423 37.1306 36.7899 23.6069 21.7416 31.9414 20.6267 20.2997 19.5172 18.2474 15.7798 15.669 15.1943 28.6358 14.5445 14.2314 13.4522 13.8433 11.7524 11.2075 10.6607 10.4932 20.6161 19.5145 18.7447 10.4469 10.3124 10.1716 10.1645 10.1365 12.4515 9.36751 38.2617 16.0795 9.24574 15.5254 14.1233 28.0722 24.1527 13.8038 threshold=208.60391725632692 1.5000000000000002 223.6067359798362 180.58505570398754 99.049717629584919 0.66904087906736076 231.37696671688272 687.50000000000011 198.52384047559318 1.5000000000000002 50.06636591303441 215.87452201129483 54.323923667777891 44.738858234460764 76.819291928559366 1.5000000000000002 55.687668813796968 0.95657347785951752 147.2126561651277 39.820452493812077 0.51051177667926739 1.3338201382732049 14.500000000000002 221.45023792067397 0.96775406857235169 1.2101124041492217 26.500000000000004 47.657191959101191 95.005302429199233 2978.0000000000005 0.78739159585933793 151.38915487208908 37.500000000000007 102.14208895562795 5898.0000000000009 624.25000000000011 1761.5000000000002 53.600721470845322 0.83878391760744708 1142.5000000000002 0.26542931045555634 32.954578290136922 2143.2500000000005 2718.5000000000005 0.23708051792831109 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 4 7 -3 13 18 14 -7 22 12 -12 -4 21 16 25 31 -1 -20 -6 32 -2 -24 -16 -10 37 40 29 30 -29 34 -5 -19 -9 -32 -37 -15 -39 -40 42 -42 45 44 -44 -8 right_child=1 5 6 8 20 9 27 17 15 -11 11 -13 -14 26 24 -17 -18 33 19 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31 35 -33 -34 -35 -36 36 -38 38 39 -41 41 -43 43 -45 -46 -47 leaf_value=-0.0060820499766907204 0.00052651131939738811 -0.0043600769422217946 0.00041680807749518677 -0.0030871326111112664 -0.0044012461595779916 0.00238888477529759 0.0054326237350508485 -0.011151649072427725 -0.0015525672281005085 -0.0023715054935605226 -0.00060136194397338071 0.001590955502073423 0.0011711422998664507 0.0024629473127854482 -0.0014048019210458481 -0.00404901093882345 -0.00038169329670741483 0.0017754447362314937 -0.0022063508786970454 -0.0048838257188846537 0.0026218862084606393 -0.005519366542344758 -0.0021976755209595104 0.00014480042899369519 0.0047491024834867461 -0.0038993146257718372 0.0011665055809814298 0.0034857652445168634 0.0062741789638278743 -0.024804140127871868 0.0021087361229259454 -0.0070547515496814329 0.00093901186055038173 -0.0056766567159324301 -0.0051092151084300829 -0.017456435814446947 0.0071483661391914125 0.002145261230849539 -0.020266991140324347 -0.00022663967069501431 0.0048023601401379051 0.0030562759015145607 -0.004778994026715935 0.0011628139061555091 -0.028156451313162658 -0.0022612911691507159 leaf_count=16135 23699 23804 21230 73759 971 5991 3075 4175 38417 5467 46661 78199 29345 106122 2597 7000 32732 549 14155 48573 4854 6651 15748 12353 1267 6534 24215 665 771 118 154 8588 1788 5946 935 358 67 2490 337 163 15290 162253 501 4271 160 808 internal_value=0 0.0289439 0.0343645 -0.0615838 -0.091524 -0.055459 0.0488587 -0.0985352 -0.0431929 0.00224387 0.0102283 0.0161825 0.0015841 0.0366769 -0.0577536 -0.0283951 -0.0239886 -0.136797 -0.0887383 -0.0816985 0.0277028 -0.0610187 -0.0074969 -0.022296 0.0117032 -0.0361506 0.04125 0.0588474 -0.0108936 -0.0848621 -0.0479965 -0.155978 -0.0571145 -0.0963429 -0.191779 -0.179549 -0.259196 0.0454625 -0.00973796 -0.26218 0.0596456 0.0612151 0.0280347 -0.0074817 -0.199256 0.0731459 internal_count=859941 584315 549053 275626 104881 35262 343048 99056 170745 11458 206005 154205 76006 154557 86062 84683 77683 20193 78863 62728 5825 82198 51800 28101 3864 44951 133327 188491 2133 1362 1244 13698 75547 6495 5110 579 425 109112 2990 500 186358 177543 8815 4932 661 3883 shrinkage=0.0523833 Tree=35 num_leaves=47 num_cat=0 split_feature=20 0 17 0 14 14 31 0 9 15 14 22 14 22 0 9 9 17 15 4 7 20 14 17 22 17 18 22 18 29 0 17 1 24 20 23 22 9 29 24 15 24 17 0 7 8 split_gain=382.206 356.314 134.886 80.9255 71.7822 67.7426 54.68 32.079 28.9216 27.3988 26.6301 26.4206 25.5047 19.2678 17.063 16.7987 15.9594 23.6327 15.1749 14.283 15.1558 17.3954 14.265 13.8316 13.7235 13.436 13.0446 12.8773 13.9056 12.4844 12.2803 11.1743 11.1522 17.8038 10.8882 10.5808 10.3904 14.2116 14.4439 12.6533 10.3132 10.2386 10.0441 9.72306 9.48099 9.45524 threshold=0.74408200636411548 37.500000000000007 47.879640375366812 49.500000000000007 21.36955265994126 18.656672273899044 1.5000000000000002 35.000000000000007 0.95254937279404273 0.64962401226745448 46.183825660874483 840.25000000000011 19.732240208787456 726.25000000000011 22.000000000000004 0.95292323582266536 0.94307963523378313 76.819291928559366 0.7504899709438615 5.0399253368377694 -86.960361480712876 0.34567382072288161 19.875912314373135 52.219237013836086 3756.2500000000005 50.755538962419912 1.5000000000000002 332.25000000000006 3.5000000000000004 2.0060079770686259 17.500000000000004 54.323923667777891 554.50000000000011 13.500000000000002 0.55350990565510683 0.39037451893381486 558.25000000000011 0.95096253087880322 1.5220184730007724 2.5000000000000004 0.23708051792831109 3.5000000000000004 56.155059247763411 26.000000000000004 -32.718765258789055 752.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 5 4 26 30 7 19 10 22 29 15 24 14 40 -6 31 23 -17 -1 21 -21 -10 -18 27 -13 -3 28 -4 -5 -2 -14 33 -19 -8 -25 39 -38 42 -22 -7 -23 -39 45 -37 -29 right_child=1 3 12 8 11 13 34 -9 9 -11 -12 25 16 -15 -16 18 17 32 -20 20 36 41 -24 35 -26 -27 -28 43 -30 -31 -32 -33 -34 -35 -36 44 37 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0072928841861984919 0.0005333001530038198 -0.0040320203368542232 -0.0022008664395676125 -0.0047929554960552427 -0.0029016912641684585 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4660 26929 16593 120601 46952 40451 74934 369 32017 690 152 247 22818 221 147 16680 27534 29519 485 2035 12400 12377 4799 260 11325 15260 3197 15930 54 17668 89392 2646 2620 15781 37259 664 internal_value=0 0.00834075 0.0237312 -0.0227884 -0.00965619 0.0380689 -0.0533259 -0.0341462 -0.0478332 -0.0378799 -0.0821645 0.00210632 0.00482784 0.0429876 0.0348475 -0.00874327 0.0110369 0.0156664 -0.00421395 -0.0188346 -0.0161485 0.0461342 -0.013522 0.0129189 -0.0143079 0.0218863 -0.0474631 -0.0134526 -0.0551971 -0.103476 -0.0105945 -0.0102334 0.0802907 -0.0449111 -0.0778581 0.000512291 -0.0217808 -0.00713987 0.00344418 -0.0396926 0.0429482 0.0801628 0.00494755 -0.00757019 0.0014311 0.00294649 internal_count=859941 743729 497675 246054 161416 283015 116212 65221 84638 65615 19023 123113 214660 257035 136434 79504 162072 133102 72468 44168 43204 3583 27104 127674 52588 43609 38303 52441 6477 14363 25980 28970 5428 629 50991 52740 39621 21801 18604 17820 89482 2893 18550 45964 52519 30183 shrinkage=0.0523833 Tree=36 num_leaves=47 num_cat=0 split_feature=16 32 16 16 17 1 8 16 16 17 16 17 16 17 17 24 16 17 16 17 21 26 19 17 26 24 14 27 5 6 19 26 1 17 11 17 1 16 26 10 16 11 5 10 27 21 split_gain=1310.11 216.15 155.866 134.247 80.6884 35.3371 34.1258 33.3269 23.3818 22.3497 22.2577 21.0907 28.6758 19.617 19.2271 16.395 16.2689 22.7196 15.8997 15.4445 14.6701 12.7827 13.4606 11.8367 11.5748 11.3061 13.2171 15.9907 16.0385 12.3695 11.5605 10.3299 10.3231 10.3397 14.0689 13.776 18.8189 10.314 10.1111 9.61175 13.9417 10.8791 9.49353 10.0033 9.18425 9.116 threshold=208.60391725632692 1.5000000000000002 223.78491116332759 185.13032842390388 89.041953218455532 590.50000000000011 696.50000000000011 230.88850592693021 198.52384047559318 45.263176466100937 168.40197922455437 50.200306454295834 215.87452201129483 39.143269427926988 54.323923667777891 8.5000000000000018 147.2126561651277 42.743952065105127 218.10086873237012 55.687668813796968 1.5000000000000002 0.93422413234242319 338.25000000000006 71.946403945925638 1.2682113320714377 21.500000000000004 18.840691363017559 36.500000000000007 29.34692478179932 0.65517242005569443 359.25000000000006 1.5178051820197389 563.50000000000011 47.029002801574784 0.79293523469994065 48.476966556077727 1660.5000000000002 176.45253089503512 1.1670096384964004 0.96275489182684393 242.23528576787763 0.38448456305599171 155.02124786376956 0.86733603712025842 7.5000000000000009 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 4 6 -3 16 9 23 -4 -8 15 14 -12 -13 -2 -1 -18 31 -10 -7 22 -6 24 -5 32 27 28 -27 -28 -31 -17 -9 39 -35 -36 38 -19 -37 40 -34 -41 43 -24 -26 -32 right_child=1 5 7 8 21 20 10 25 19 -11 13 12 -14 -15 -16 18 17 37 -20 -21 -22 -23 42 -25 44 26 29 -29 -30 30 45 -33 33 34 35 36 -38 -39 -40 41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0056926770308256339 0.0007899961922948368 -0.0040197644696569812 0.00032800677342694764 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25260 58805 131 4750 11486 23024 49826 116161 821 46023 76273 10576 29227 7585 21703 33057 27073 34849 10522 3711 3183 3484 1456 47 7312 650 122 60 1673 601 131555 1861 611 233 132 20366 73 990 20442 8369 126 811 5242 1212 internal_value=0 0.0268529 0.031726 -0.0567869 -0.0815623 -0.0490549 -0.088361 0.0449493 -0.0371261 0.03322 -0.122885 0.010259 0.0164577 -0.0915759 0.00260765 -0.0059972 -0.0796887 -0.0735272 -0.0194593 -0.0259918 -0.0128419 0.0157645 -0.0216725 -0.0507923 -0.0538132 0.0533114 0.0222666 -0.0999822 -0.374017 0.0320279 -0.0226914 -0.0580775 0.0551473 0.0523678 -0.0067102 -0.0993227 -0.234673 -0.0846113 -0.370813 0.0534333 0.0553485 0.0223296 -0.0317065 -0.0402325 -0.093201 -0.013656 internal_count=859941 584338 549088 275603 121941 35250 113979 339787 153662 141421 22883 209301 151523 11397 75250 57778 91096 75126 35259 84675 15272 7962 4251 68987 65503 198366 11076 819 169 10257 2945 8186 187290 164266 2910 1049 438 53423 306 161356 151997 9359 4120 3994 6698 2885 shrinkage=0.0523833 Tree=37 num_leaves=47 num_cat=0 split_feature=20 0 17 11 1 1 0 17 19 30 17 11 17 0 1 26 24 27 27 30 19 21 0 5 6 21 11 29 26 19 1 15 24 1 27 29 23 26 0 23 29 6 15 24 19 27 split_gain=318.082 315.311 123.856 59.2499 52.1912 35.7472 39.2415 32.3044 32.2599 30.9664 24.4259 20.3206 19.3017 19.1961 21.3682 15.8694 20.2877 15.8036 11.6159 11.363 10.8639 10.5316 10.1289 10.691 9.47597 11.4838 9.6722 9.38804 9.47791 9.05785 8.99296 8.92748 8.91739 8.89089 8.71899 13.8874 8.52609 8.43059 8.40639 8.03577 7.94868 7.89238 7.73579 12.5805 10.4135 8.34419 threshold=0.65459483681990094 40.500000000000007 50.472185795607324 0.82908354496221282 319.50000000000006 500.50000000000006 49.500000000000007 45.623493050978631 684.25000000000011 1.0000000180025095e-35 76.819291928559366 0.90556139122315604 55.919589856224341 22.000000000000004 557.50000000000011 1.5927701519988025 4.5000000000000009 24.500000000000004 23.500000000000004 1.0000000180025095e-35 4373.5000000000009 5.5000000000000009 35.000000000000007 39.405712127685554 0.54285714742464564 14.500000000000002 0.84131290653885671 10.8011580071796 0.49788582564542666 15152.000000000002 645.50000000000011 0.14154934957788376 19.500000000000004 118.50000000000001 14.500000000000002 0.75653678374361 0.50111865781083431 1.6407070456446029 49.500000000000007 0.59011246400806827 0.05401758033336982 0.25714285305032675 0.68895457658352977 2.5000000000000004 1116.2500000000002 23.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 4 5 24 -3 17 13 -5 11 12 22 27 32 -15 -8 -17 20 31 38 -7 29 23 30 -2 26 -26 28 36 -14 41 -9 -6 -30 35 -35 -4 -21 -10 -27 -16 -1 44 -44 -43 -45 right_child=1 3 10 8 7 6 15 18 19 -11 -12 -13 21 14 40 16 -18 -19 -20 37 -22 -23 -24 -25 25 39 -28 -29 33 -31 -32 -33 -34 34 -36 -37 -38 -39 -40 -41 -42 42 43 45 -46 -47 leaf_value=-0.0075740890066768839 0.00071616142980768867 -0.0038591009126322565 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leaf_count=618 5088 23962 3191 48737 127541 47689 40125 171 28162 45888 9548 4620 23306 13045 40 2047 4781 6038 35017 2238 5316 15219 12207 539 8192 63 4624 59 100 547 372 105490 12572 10163 62595 38097 2551 616 15790 134 68716 10733 147 9152 227 3868 internal_value=0 0.00656812 0.0195588 -0.0248899 0.029485 -0.0387884 -0.0309027 0.0321011 -0.0059851 -0.0567694 -0.00329117 -0.0373143 -0.00629948 0.0396163 0.027444 -0.0524792 -0.0970458 -0.0137444 0.0202461 0.0127653 -0.00822256 -0.0255385 -0.044954 -0.0336721 -0.0229196 -0.0372264 -0.0335434 0.000138781 0.000340406 -0.0386525 -0.0306817 0.0254773 0.0467228 0.00239055 0.00265941 0.0127596 -0.0392754 -0.0483794 0.0167357 -0.276832 0.034484 -0.0330018 -0.0301435 -0.0464801 -0.0105172 -0.0497645 internal_count=859941 771570 546069 225501 380693 129958 105996 362592 95543 88371 165376 42483 155828 221914 81801 46953 6828 59043 140678 46806 53005 39072 37863 25656 18101 13013 12816 116756 116697 23853 25117 105661 140113 110955 110855 48260 5742 2854 43952 197 68756 24745 24127 13167 10960 13020 shrinkage=0.0523833 Tree=38 num_leaves=47 num_cat=0 split_feature=16 33 16 16 16 16 16 9 12 15 4 24 4 27 5 15 1 27 15 26 21 15 15 11 1 16 26 4 15 22 8 15 22 27 27 4 1 26 8 22 28 24 4 24 8 5 split_gain=1125.34 174.361 151.088 103.437 28.1673 23.1972 19.0397 18.4309 26.2682 13.5473 13.481 11.6802 16.0413 19.331 17.0557 11.4168 11.2736 10.6511 11.0027 10.1813 10.1492 13.5885 10.5609 10.8153 10.1483 10.7794 9.92285 9.49902 9.44493 10.1697 25.1695 19.1397 10.0197 12.1249 9.51934 9.44274 22.392 8.9546 10.9963 9.06354 16.0892 9.90924 14.4047 11.8031 8.89107 20.8646 threshold=206.96004934783807 2.5000000000000004 223.6067359798362 178.63643839712921 230.1335216572505 197.96995090570513 215.40288241847469 0.92788837675918701 197.33147545195118 0.88876825810901472 94.003742218017592 21.500000000000004 16.420601844787601 36.500000000000007 29.34692478179932 0.66476758963823446 134.50000000000003 26.500000000000004 0.14154934957788376 2.2938727011390192 14.500000000000002 0.64779876672726977 0.42535053368661729 0.77241901776384547 563.50000000000011 238.07651470993025 1.3338201382732049 21.00000095367432 0.26542931045555634 2143.2500000000005 2718.5000000000005 0.23708051792831109 2343.2500000000005 6.5000000000000009 15.500000000000002 53.000350952148445 10135.000000000002 1.071321309472004 525.50000000000011 578.25000000000011 587.25000000000011 28.500000000000004 25.999998092651371 26.500000000000004 5488.5000000000009 155.02124786376956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 7 17 26 19 -1 27 -10 -3 16 13 14 -13 -14 -6 18 -4 -2 22 -22 -8 -24 -18 -26 -5 -9 29 34 31 32 -31 -34 -27 36 44 -17 -39 -40 41 42 -41 -44 45 -32 right_child=1 10 4 5 11 -7 20 8 9 -11 -12 12 15 -15 -16 37 24 -19 -20 -21 21 -23 23 -25 25 28 -28 -29 -30 30 35 -33 33 -35 -36 -37 -38 38 39 40 -42 -43 43 -45 -46 -47 leaf_value=-0.0057909365534423145 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0.0063150772089222386 -0.016984145359720058 leaf_count=17048 94938 22409 268 81655 515 71367 10394 61443 2068 100 365 48 8192 713 161 1517 26720 23405 107511 1251 1540 797 33120 85924 117549 1636 7372 17605 57021 191 988 126 61 28 197 1221 196 36 671 155 537 58 80 32 502 210 internal_value=0 0.0237731 0.0271518 -0.0551081 0.0401841 -0.0394558 0.00711178 -0.080657 -0.0743823 0.0342127 -0.0620533 0.0471161 0.0170471 -0.109774 -0.377218 0.0274149 0.0488869 0.0285926 0.0327916 -0.00358494 0.0149198 -0.0503935 0.0160991 0.0187681 0.0492552 0.0465546 -0.0502232 -0.0773607 0.0571801 0.0170302 -0.0144008 -0.2486 -0.10295 -0.380071 0.0774402 0.0161045 -0.0280647 -0.0244237 -0.0773908 -0.0645619 -0.132402 -0.308016 -0.389399 -0.116153 0.0088357 -0.0379783 internal_count=859941 601283 578509 258658 350545 160394 227964 98264 81216 2168 22774 219361 12200 922 209 11278 207161 131184 107779 96189 131775 2337 129438 119044 206646 179926 89027 79048 62377 5356 3523 406 280 89 1833 3117 1896 3086 1569 1533 862 325 267 112 1700 1198 shrinkage=0.0523833 Tree=39 num_leaves=47 num_cat=0 split_feature=0 20 17 1 12 0 30 11 25 1 17 17 11 11 0 25 1 26 17 27 6 11 15 21 26 27 27 10 1 17 26 5 26 30 11 10 25 21 21 26 25 26 17 12 1 27 split_gain=264.212 227.082 99.6693 81.2203 46.0863 45.8038 32.0225 26.2912 22.4119 21.0094 18.9996 25.1846 15.7684 15.4032 14.2069 13.0505 11.7555 17.0765 11.9648 11.4269 11.3191 10.5561 9.90258 11.3798 9.26885 13.4679 9.10771 9.02911 8.60071 8.54533 8.37529 7.73127 7.70919 12.8692 7.57261 7.57249 7.54199 10.7237 7.53055 7.50944 8.00513 7.48057 7.44338 7.36497 14.1117 7.2786 threshold=40.500000000000007 0.64655037574995744 48.404150303700654 471.50000000000006 66.402543263816625 49.500000000000007 1.0000000180025095e-35 0.79062930440771362 658.25000000000011 727.50000000000011 82.170983373605438 53.918036751174171 0.82000877963125551 0.87231753014011082 22.000000000000004 880.75000000000011 3389.5000000000005 1.5927701519988025 44.826301637699309 18.500000000000004 0.74139905869378853 0.78167531070007856 0.88538385857952473 2.5000000000000004 0.8066352296270719 36.500000000000007 46.500000000000007 0.86008651793770474 134.50000000000003 41.145375554213636 0.89034523274488186 15.00410032272339 1.4340146852692455 1.0000000180025095e-35 0.84299624645007276 0.93878562207331251 3230.5000000000005 1.5000000000000002 9.5000000000000018 0.5087837998243242 606.25000000000011 0.49788582564542666 54.920271171694544 701.80613254815978 19378.500000000004 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 21 34 9 13 16 14 27 11 39 19 15 -6 -1 17 18 -7 30 32 -2 43 -24 25 -13 -22 -5 -15 -10 -11 -26 38 -34 -3 -33 -31 -38 -9 45 -41 -23 -32 44 -12 -4 right_child=3 2 10 5 8 7 -8 20 29 12 22 24 -14 28 -16 -17 -18 -19 -20 -21 26 41 23 -25 31 -27 -28 -29 -30 36 42 35 33 -35 -36 -37 37 -39 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.0015485357899278677 -0.0044441967401784715 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28262 3635 12365 49373 87137 4030 24627 148866 142003 34515 25893 7235 6947 6863 shrinkage=0.0523833 Tree=40 num_leaves=47 num_cat=0 split_feature=16 33 16 16 17 4 17 16 16 17 17 16 16 17 17 16 23 4 27 30 16 27 29 27 17 4 22 5 17 17 8 15 9 23 17 12 22 15 22 12 21 24 27 23 16 4 split_gain=955.165 140.237 108.738 106.206 66.2282 32.9773 27.0487 24.09 20.1292 19.3454 19.0865 17.7989 16.7717 21.3914 15.6322 15.4633 11.542 11.2322 10.7318 10.4254 10.0777 9.82551 8.65286 8.60382 9.2044 23.032 12.9284 8.57843 8.47525 8.46029 8.43518 12.0421 11.665 8.3788 8.28362 18.4673 16.9084 8.74549 11.3914 24.6009 22.2202 25.1828 11.9062 15.8965 10.165 9.90928 threshold=208.60391725632692 2.5000000000000004 223.24881916105053 185.13032842390388 99.049717629584919 21.00000095367432 50.06636591303441 232.61593052933162 215.87452201129483 42.853228161359219 53.600721470845322 197.96995090570513 147.2126561651277 36.469833250773569 55.687668813796968 170.85515521064303 1.4288262553164479 94.003742218017592 26.500000000000004 1.0000000180025095e-35 170.85515521064303 32.500000000000007 1.3306329051616463 6.5000000000000009 53.600721470845322 20.00000095367432 653.75000000000011 47.00000190734864 71.946403945925638 40.871810534831305 2718.5000000000005 0.85304329926789524 0.95215814580729063 1.3940061864117117 46.790012583622762 302.81118318204312 3200.2500000000005 0.26542931045555634 2143.2500000000005 266.68986283848352 1.5000000000000002 5.5000000000000009 14.500000000000002 2.8424538208200087 243.35717856510919 22.718797683715824 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 4 5 12 16 9 10 -4 -8 28 -1 19 22 -7 -2 -3 23 20 -14 -18 -13 -11 -25 26 -26 -15 33 -17 32 -32 -6 -5 37 36 -36 38 42 40 -40 45 -9 -44 -39 -42 right_child=1 17 7 11 30 15 8 34 -10 18 -12 14 13 27 -16 29 21 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31 31 -33 -34 -35 35 -37 -38 44 39 -41 41 -43 43 -45 -46 -47 leaf_value=-0.0049568445081566801 -0.00041733189015811004 -0.0030513874108524779 -0.00088258257360267678 -0.002264599654311463 -0.00282868220037686 -0.006449547004559175 -0.0007046327346339373 0.004474275518533165 0.0013421023629835791 0.00087245792301406219 0.00093979681861704873 -0.0015008089000112252 -0.00036795173654576642 -0.0033159999671136644 -0.00030766151415574612 0.00081348447275601701 -0.0026308688059278051 0.0063035853263005825 0.00076796784880654105 -0.003516250513151558 0.0055511035314146032 -0.012850339560245578 -0.0037811678554157259 0.0020466111489710198 -0.004176926926333732 0.0011592669027305886 -0.022696756422285101 -0.0074767423360068341 0.00027848336249648243 -0.0044781855880309581 0.0059352864927245744 -0.012306601479608046 0.0026391632419987135 -0.0048371325915743443 -0.0029546865561493525 0.0054392181288560552 -0.022786465488076311 0.002357927469361999 0.0041239674520254128 0.00068395592638681977 -0.006246833404984292 -0.0039355275491644035 2.4201848204208894e-05 -0.022589698650227412 0.0037382786040745732 -0.032206879291629541 leaf_count=15699 46382 21668 8837 58367 1801 17373 37351 2999 77388 22475 40227 46687 5281 56926 36456 878 3795 358 32675 2454 928 277 5061 123628 233 1917 186 1393 3373 14873 1571 106 2640 3694 986 717 134 140045 222 4217 50 252 707 97 16348 209 internal_value=0 0.0229261 0.0259919 -0.0484934 -0.0705314 -0.0758884 0.00766211 0.0365409 0.0142097 0.0288383 0.00282654 -0.0310047 -0.0652074 -0.0583122 -0.0217342 -0.102549 -0.0124484 -0.0553485 0.0310675 -0.011945 0.00986408 -0.0634946 -0.032908 0.034679 0.0378949 -0.0242917 -0.236681 -0.0651999 -0.0435012 -0.0798578 0.0308685 0.0912935 0.00805099 -0.0461545 0.0453031 -0.021478 -0.101701 0.0460459 0.0152858 -0.0163348 -0.185427 -0.300186 0.0564432 -0.0516213 0.0477675 -0.51916 internal_count=859941 584380 562354 275561 121923 115805 205420 356934 154966 189951 77578 153638 82681 66982 88204 33124 50454 22026 181114 8663 6209 4072 51748 148439 125964 2336 419 58319 65434 15751 6118 1677 4441 62061 166983 1837 1120 165146 8753 4950 733 511 3803 804 156393 259 shrinkage=0.0523833 Tree=41 num_leaves=47 num_cat=0 split_feature=16 16 20 16 33 17 8 30 16 17 17 16 17 17 26 8 23 17 16 29 26 10 28 16 17 23 5 12 29 9 16 29 17 16 14 9 16 17 6 16 17 17 23 10 13 5 split_gain=860.603 146.835 81.9693 61.2181 57.5603 49.1812 30.2502 27.2963 25.8893 24.2188 23.2246 18.327 28.8807 25.9868 15.4595 13.605 12.4682 10.9634 15.4071 10.955 11.8057 10.8056 10.2494 10.2153 11.8851 10.0151 10.5247 12.4745 8.86367 8.74312 11.0039 8.92871 8.4271 8.5994 8.41858 8.33956 8.29414 8.25344 9.14499 8.16043 14.2192 8.1636 8.03953 7.76313 7.7238 14.1294 threshold=203.96373780454084 223.07398655363846 0.52192944240445438 174.31141861275708 2.5000000000000004 99.049717629584919 622.50000000000011 1.0000000180025095e-35 230.1335216572505 76.819291928559366 46.951046154019409 213.46162262245414 50.06636591303441 54.323923667777891 1.1206276980216434 579.50000000000011 1.78257961070426 39.658707364215765 151.38915487208908 0.86091459927075153 0.77399379657357692 0.96607243267113563 1496.2500000000002 192.64411978787567 47.108184871318464 0.93830140928591421 66.107688903808608 370.14570696119921 1.3470964030835397 0.95657347785951752 102.14208895562795 0.7821039747109787 45.088193638896691 227.80099833679665 23.704543121208683 0.96807015917839345 186.00229379727799 29.078555979246964 0.12962371657645202 218.50043936731109 52.013212298050185 71.946403945925638 0.44528704704520544 0.92980484156682552 68.498563728261232 57.126901626586921 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 5 11 6 17 22 10 14 32 13 28 16 23 -11 -2 18 -1 -10 25 35 43 24 -5 42 34 -28 -13 -8 31 -31 -4 -34 -27 -17 -16 38 -22 40 -14 -41 -21 -3 45 -7 right_child=1 2 8 9 -6 44 29 -9 19 15 -12 12 39 -15 36 21 -18 -19 -20 20 37 -23 -24 -25 -26 26 27 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40 41 -42 -43 -44 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1751 711 228 43304 18668 6175 590 54373 38682 483 4597 23163 191889 7200 104435 59383 45052 1040 2031 5269 3290 shrinkage=0.0523833 Tree=42 num_leaves=47 num_cat=0 split_feature=16 32 16 16 17 20 12 16 21 6 16 17 17 26 32 17 16 4 27 17 2 16 17 27 20 27 26 17 17 11 12 17 26 19 28 19 17 12 11 17 20 6 4 11 28 27 split_gain=776.604 132.763 94.0663 75.2533 51.7749 31.2727 28.3046 16.0204 15.3116 17.2024 14.4435 23.6294 21.7059 14.2958 15.3673 15.2755 15.0348 11.9111 11.0365 10.5976 10.3362 10.2824 15.4705 9.72895 9.52993 9.51351 9.17069 9.12501 8.91778 34.5142 26.658 13.2708 8.91295 10.1179 8.77859 11.7522 10.8155 8.74731 8.55661 8.50494 8.47499 8.27177 8.21701 8.11275 7.96862 14.6124 threshold=206.96004934783807 1.5000000000000002 224.82132289614833 180.58505570398754 99.049717629584919 0.74408200636411548 120.05939751330901 236.17065815908924 14.500000000000002 0.68091166132101943 215.40288241847469 49.78239595128256 52.924014847720365 1.3597432551831841 1.5000000000000002 43.979552377934347 197.96995090570513 21.00000095367432 34.500000000000007 76.819291928559366 25.877500000000001 147.2126561651277 41.412571971123079 31.500000000000004 1.1440537658547538 26.500000000000004 1.5726683986595884 46.547293057416198 51.87676423466759 0.78284271284271301 132.34671708797586 53.600721470845322 0.93422413234242319 352.25000000000006 4357.5000000000009 4053.5000000000005 55.285900707378737 232.68986283848349 0.87314643979773143 56.518518024537229 1.0180564694444942 0.82142857686857329 20.98565769195557 0.69207280175022123 1002.7500000000001 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 6 -3 17 25 10 18 12 24 26 14 15 -5 19 21 -10 -17 -7 -1 -23 -24 -12 28 -2 -15 37 44 31 -31 33 -6 -13 36 -36 -4 -8 -18 -34 -33 -39 -21 -30 -46 right_child=1 5 7 13 32 20 38 -9 9 -11 11 34 -14 27 -16 16 39 -19 -20 43 -22 22 23 -25 -26 -27 -28 -29 29 30 -32 41 40 -35 35 -37 -38 42 -40 -41 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66375 9347 69894 55056 38816 53136 225425 34401 12759 184880 3813 1094 662 5795 3012 95183 1204 390 181067 13321 58824 2783 432 12076 2856 2719 1297 shrinkage=0.0523833 Tree=43 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 0 0 16 24 18 29 14 0 29 0 10 28 14 16 11 6 20 25 18 11 32 28 16 24 21 29 21 5 29 21 10 20 14 1 10 28 5 10 28 20 8 split_gain=699.861 118.316 85.2795 64.8943 28.0949 20.4635 15.0282 14.6649 14.1475 13.7189 13.6805 12.7186 10.647 15.025 10.2079 9.87095 12.0724 15.2272 9.60595 9.27388 11.3869 9.64437 8.07848 9.35852 7.91235 7.67377 7.44952 7.48206 7.39377 10.4414 7.3624 7.29445 9.38867 7.16135 6.84233 6.74326 6.67915 6.45934 6.34642 11.4487 6.26613 7.1862 6.217 6.17054 6.739 6.58428 threshold=206.96004934783807 1.5000000000000002 223.07398655363846 178.63643839712921 0.75955659726687175 29.500000000000004 24.000000000000004 197.96995090570513 19.500000000000004 1.5000000000000002 0.86091459927075153 18.840691363017559 35.000000000000007 10.8011580071796 35.000000000000007 0.96275489182684393 811.25000000000011 35.115836804199709 233.89949635947872 0.76840095388482499 0.43100798616162767 1.4177648690827123 255.25000000000003 3.5000000000000004 0.80143786795833594 1.5000000000000002 513.25000000000011 229.05020036472874 9.5000000000000018 11.500000000000002 0.18429949224192266 14.500000000000002 28.00000095367432 1.5759605492686857 16.500000000000004 0.46564915390390277 1.0419108848910035 55.490582027034918 487.50000000000006 0.88964430003957007 4736.5000000000009 56.000600814819343 0.90609811558965514 624.25000000000011 1.4800722021660653 2401.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 6 37 8 -1 14 10 -6 -4 26 13 19 28 16 17 31 -12 20 43 40 23 -21 -8 -9 -10 -28 30 -30 -5 -14 -33 -16 -7 -26 38 -3 39 -29 -22 -42 -23 44 -2 -45 right_child=1 4 5 7 9 34 24 25 11 -11 18 -13 15 -15 33 -17 -18 -19 -20 22 21 42 -24 -25 35 -27 27 36 29 -31 -32 32 -34 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183069 115099 38291 35770 76808 576 67956 71414 2593 1476 41036 19777 21259 73407 1300 47947 112927 22471 729 27851 596 360 33982 472 1788 2521 700 1821 shrinkage=0.0523833 Tree=44 num_leaves=47 num_cat=0 split_feature=16 16 32 32 16 16 2 23 16 26 29 27 13 15 26 5 10 27 19 23 32 16 26 14 9 16 11 15 16 18 22 14 15 11 22 8 10 27 23 8 11 8 16 31 27 26 split_gain=628.476 111.751 54.7871 47.4929 44.505 20.0449 15.6183 14.815 11.7536 11.6607 10.957 10.5549 10.7921 10.4263 10.1514 13.4574 12.7157 9.86957 9.38967 8.89486 8.79501 8.55727 24.5031 13.419 11.1612 9.91273 8.09996 15.8987 7.9751 7.38603 7.22532 8.55259 7.19139 11.5422 12.8628 16.6999 16.2667 14.9974 18.5431 11.3068 10.1696 14.0707 9.50135 7.67161 7.40149 7.06114 threshold=203.55743496163208 221.99435778763296 1.5000000000000002 1.5000000000000002 174.31141861275708 230.1335216572505 20.504716981132081 1.250047728140512 212.41241127046214 1.3338201382732049 0.73559519826185571 36.500000000000007 168.05921835931397 0.14154934957788376 0.71932644223333508 68.002746582031264 0.86588418632995456 31.500000000000004 279.25000000000006 0.45781358056708166 1.5000000000000002 102.14208895562795 1.0584705353126409 67.96315496751167 0.96139129231166465 147.2126561651277 0.77241901776384547 0.42135224643270114 192.02146087461622 6.5000000000000009 628.25000000000011 7.5545178896942193 0.26542931045555634 0.43271598476420287 2143.2500000000005 2718.5000000000005 0.96982330544640993 15.500000000000002 2.8424538208200087 2500.5000000000005 0.5108346173349978 5488.5000000000009 241.32600740806618 1.5000000000000002 6.5000000000000009 1.5927701519988025 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 5 8 7 13 -4 21 30 11 -7 12 20 -3 15 -12 -17 -15 -19 -18 28 22 23 24 -1 -23 27 -10 -6 -20 -2 -32 33 -16 37 36 -36 -35 -39 -38 41 -37 -34 -43 -41 -29 right_child=1 2 6 -5 9 10 -8 -9 26 -11 14 -13 -14 17 32 16 19 18 29 -21 -22 25 -24 -25 -26 -27 -28 45 -30 -31 31 -33 42 34 35 40 39 38 -40 44 -42 43 -44 -45 -46 -47 leaf_value=-0.0056732218751137549 -0.00077873122600184794 -0.010125014113541766 -0.0029351818564636468 -0.0026284494700177705 -0.0020772286597391769 0.003292120368608431 -3.2647422652934726e-05 -0.0062874199555883522 -0.0021558832352706883 -0.0033417223622899286 5.2356438330706968e-05 0.0011002473744956909 0.0050135933550947897 0.0012469532258192451 0.005431550932529644 -0.028479885716776107 -0.03733901783504473 -0.016654396150809613 -0.00015938238549241518 -0.0025002444802066431 -0.0031215156891518402 -0.004286837469951117 0.0091991967060560658 0.0079332313978735195 0.00098147288050300357 -0.0029202263345934083 0.00021354240807737725 0.0016797506683614623 -0.0012037626715649774 0.011801595159499413 -0.017021678884110575 0.00023131899717032499 0.0017317603094580941 0.0035604742495123111 -0.026237996631711502 -0.03304331819685858 -0.00059685335727585717 -0.0010401834497558277 -0.023946243081128277 -0.027956391954890129 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156668 15414 256 126772 80497 4025 3448 3138 76472 137644 39232 114905 15320 83652 39337 198587 8823 7747 4194 647 3553 643 512 3547 172 189764 109 158 35515 shrinkage=0.0523833 Tree=45 num_leaves=47 num_cat=0 split_feature=14 32 2 11 25 32 2 5 9 27 23 31 27 18 11 27 10 14 11 1 14 14 10 23 19 23 6 25 10 27 12 22 1 18 22 31 19 25 6 11 25 27 8 25 12 27 split_gain=127.906 44.2836 39.1948 25.7386 20.343 19.2529 16.5457 15.6951 10.6445 10.771 10.1588 9.61915 9.56281 9.27803 9.13636 8.89805 8.81375 8.41519 8.36337 8.35838 7.9514 10.1929 12.4252 9.0991 7.7305 7.64293 7.40672 7.06989 9.08988 7.98011 14.1124 8.70144 6.93495 8.77705 6.93483 6.91247 6.72253 6.69099 6.56682 6.55387 6.47765 6.34232 10.6093 6.37391 7.7303 6.20475 threshold=19.732240208787456 1.5000000000000002 23.430194805194809 0.87054453698475454 3746.5000000000005 1.5000000000000002 14.635489510489512 26.00000095367432 0.89289753518962456 25.500000000000004 0.80352553520679992 1.5000000000000002 9.5000000000000018 1.5000000000000002 0.92709665387894302 2.5000000000000004 0.68823835093386998 55.490582027034918 0.92188826400679125 1819.5000000000002 5.6442558892881154 13.261197478055431 0.7160663782182618 0.20397523368200268 900.75000000000011 1.1802279218129894 0.7058823560523626 15836.000000000002 0.96275489182684393 1.5000000000000002 315.52743494484452 845.75000000000011 101.50000000000001 3.5000000000000004 195.25000000000003 1.5000000000000002 2475.5000000000005 520.25000000000011 0.17550235425863134 0.94345032840722498 1822.2500000000002 6.5000000000000009 4217.5000000000009 5208.7500000000009 370.14570696119921 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 7 6 18 12 13 15 10 -10 14 26 -2 -5 -9 35 36 27 39 -14 22 24 -23 -22 41 32 28 -4 30 -30 -31 33 -1 -28 -11 -7 -25 -32 -8 -38 42 45 -43 -45 -12 right_child=2 -3 5 11 -6 17 19 8 9 16 25 -13 20 -15 -16 -17 -18 -19 -20 -21 21 23 -24 37 -26 -27 34 -29 29 31 38 -33 -34 -35 -36 -37 40 -39 -40 -41 -42 43 -44 44 -46 -47 leaf_value=-0.0041808755839728247 -0.0026545624672227658 -0.0029488788408375669 0.00089849433192943902 0.00063002098765908583 -0.0089790223308844012 -0.00049156038275710622 -8.8584418820231281e-05 0.0014239728279359801 -0.00095049926046412872 -0.0018336376658430096 -0.002679142504628721 -0.0019436804897731052 -0.0064967463622061057 -0.00075260688923529191 0.0020346273672186502 -0.001850056271541046 -0.00028551923182278853 0.0013149257256736509 0.0020315214042029516 -0.017721411263307701 -0.0024201283150068783 0.0090064221752891166 0.001379740706064206 -0.00050856225020262235 0.017919551515932615 -0.00026979533023842398 -0.0095503455389112767 0.0030428928351086118 -0.02978594660622812 -0.0083460609797935941 -0.017640095086409131 -0.00015823498250040164 -0.0012032856050239512 -0.021421152332950902 -0.0028923914680959706 -0.0077097092094296042 -0.0054262170979900107 -0.0015485819658472518 0.0014394363489439402 0.0033158118325063842 -0.0015887815758985702 0.00067970796443890806 0.0021536520261171066 -0.031232947794604747 0.00011111295717586949 -0.00032323829572873338 leaf_count=813 8595 32071 217282 79409 835 8726 50374 2712 19865 9013 3792 3495 680 38847 15128 14227 21709 4028 18580 73 3677 245 10586 29528 52 48043 453 4058 70 376 66 6748 19464 90 8198 585 1782 39926 198 1601 3741 109955 4100 38 50 16057 internal_value=0 -0.0222665 0.00666883 0.000360091 -0.0157158 0.016064 -0.0149315 -0.00426936 -0.00110666 0.000651423 0.00332757 0.0144134 -0.0216908 -0.0209453 0.016318 -0.025311 -0.0166071 -0.0152557 0.018378 -0.000164096 -0.016323 -0.0154513 0.00885349 -0.0204431 -0.0407858 0.00567082 -0.0373577 0.016721 0.0159741 -0.0183532 -0.169425 -0.0112704 -0.0269453 -0.112616 -0.0618714 -0.0418413 -0.0266643 -0.0211217 -0.0635784 0.000310827 -0.0539663 0.00955079 -0.00519684 0.0127604 -0.256262 -0.0147626 internal_count=859941 198666 661275 395620 166595 265655 165760 297588 250146 233207 201900 98032 113712 47442 94537 16939 31307 18277 247378 52048 84694 84014 14315 69699 3729 182035 29018 228798 224740 7458 334 7124 20367 903 8651 9598 14249 69454 264 51975 5523 133992 23949 110043 88 19849 shrinkage=0.0523833 Tree=46 num_leaves=47 num_cat=0 split_feature=0 20 1 17 9 21 0 32 28 13 17 17 1 21 9 13 25 28 9 21 29 22 9 22 21 15 21 22 1 1 22 10 9 28 21 5 13 13 13 9 0 6 6 6 0 6 split_gain=159.574 111.931 52.6277 42.3011 37.8036 27.7115 20.3235 19.7711 17.0881 17.0709 15.5613 21.2877 14.7215 14.6319 14.2499 14.8486 14.2255 12.1926 12.16 12.4771 12.1048 10.5848 12.9041 10.4565 10.2774 9.42312 11.6074 9.04149 8.72669 8.49977 8.36255 8.55449 8.90827 7.54178 7.80327 7.33394 10.6193 9.04615 8.76073 7.24213 7.20097 7.05654 7.0042 6.98401 6.88509 6.58283 threshold=35.000000000000007 0.60321882390668236 575.50000000000011 46.468554853412023 0.93487484968280377 1.5000000000000002 48.000000000000007 1.5000000000000002 1332.5000000000002 24.194708521220079 76.819291928559366 53.918036751174171 873.50000000000011 2.5000000000000004 0.95364564964666865 26.313804770428039 808.25000000000011 656.25000000000011 0.93044720839570494 1.5000000000000002 1.5573169397189439 691.25000000000011 0.95329417939552774 332.25000000000006 14.500000000000002 0.89207936152673517 2.5000000000000004 520.75000000000011 795.50000000000011 19378.500000000004 2674.2500000000005 0.46564915390390277 0.73448424207269924 511.25000000000006 9.5000000000000018 57.126901626586921 80.400150473265668 100.01619463402103 168.05921835931397 0.96424641532045741 51.000000000000007 0.31206762376593467 0.73333333479672902 0.88000000120631328 22.000000000000004 0.34722223706661504 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 13 9 5 -4 12 8 21 -3 11 30 -6 -2 -15 -16 20 44 19 41 -8 -1 -23 -13 33 28 -27 -10 -20 -9 -5 32 -32 -17 -35 -21 -37 -38 -39 -25 -7 -12 -26 -30 45 -11 right_child=2 3 4 10 6 40 16 29 27 17 18 23 -14 14 15 24 -18 -19 25 35 -22 22 -24 39 42 26 -28 -29 43 -31 31 -33 -34 34 -36 36 37 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0011615186321559735 -0.0032473147303237527 -0.00073145283020325928 9.8964312594124125e-05 0.00055476085705009599 -0.00015596189245978078 -0.0025346715445510879 -0.0011218901325450766 -0.0028997206095981846 0.018077444721314971 0.0045731457934058452 -0.023843890334142172 -0.0039175059605059161 0.0011421190512271298 -0.0034416293135526741 -0.00229388500359877 0.00050503275372858051 5.1687040926888758e-05 0.0017353786883350713 0.0022026676538204845 0.00094873049706875167 -0.0039623351423205217 -0.0038151742117185374 0.0024766762331240523 -0.0010381075156833833 -0.0041092986407921034 -0.018155045503135136 0.0017652618595347836 -0.009105109220684705 0.0065336377397135544 0.01592325751756914 -0.032896821487406455 -0.0016863643935443242 -0.0056775725790763039 -0.0013384511516752319 0.00082025939345112318 -0.01710363248292655 0.0050315422185983043 -0.010552178439966789 0.01176588522227859 0.00013030987279567571 -0.0046102510944495039 0.0063817372020752595 -0.01575040606074829 -0.007827725549907974 0.00031070471850612355 0.0011658820234506893 leaf_count=16928 17515 11048 10544 182294 62452 14675 36958 25375 35 1589 22 2525 38910 10226 30228 10637 30460 121803 3437 566 4633 1085 5093 30167 767 118 251 826 2894 66 49 2477 101 35683 5274 206 226 394 55 28130 6672 579 174 96 30964 74734 internal_value=0 0.0103766 -0.017882 0.0149091 -0.00841124 -0.040054 -0.00259207 -0.0350078 -0.0143978 0.0244301 0.00592853 0.00444536 0.00653519 -0.0354777 -0.0304836 -0.0261323 -0.0154324 0.0262817 0.0471403 -0.0204064 -0.0274572 -0.00924342 0.0261855 -0.0117834 -0.015972 0.0674957 -0.0879082 -0.152723 0.076418 -0.0544237 0.00978315 -0.0462355 -0.278127 -0.0140831 -0.0202445 -0.0707094 -0.127772 -0.0671208 -0.149253 -0.00905465 -0.0607712 0.100706 -0.119539 0.115925 0.0185085 0.023611 internal_count=859941 544133 315808 494725 205304 31891 173413 49408 23967 240138 254587 245743 101362 110504 92989 82763 72051 229090 8844 2048 41591 23106 6178 60822 52535 6796 369 861 6427 25441 184921 2627 150 51594 40957 1447 881 675 449 58297 21347 601 941 2990 107287 76323 shrinkage=0.0523833 Tree=47 num_leaves=47 num_cat=0 split_feature=16 16 20 17 16 32 1 0 30 17 16 17 24 16 17 24 16 1 27 9 13 29 32 16 26 17 17 16 17 17 7 1 13 1 13 17 7 26 13 25 27 13 16 17 29 24 split_gain=523.749 87.9922 47.3801 43.5 48.0985 42.2136 27.262 16.3571 12.8812 12.7301 24.8485 18.9429 16.3671 17.9502 12.6308 12.3703 11.7457 11.6318 11.5089 11.3539 12.2936 11.2115 10.8656 10.6061 10.1791 10.0395 9.66638 11.7883 9.61799 8.9105 17.1656 12.9262 12.9249 11.4508 10.1355 7.55507 10.7503 9.1706 7.48155 7.81774 7.44626 7.19977 9.60703 7.07466 7.05574 7.00486 threshold=203.55743496163208 223.6067359798362 0.49943945554291752 82.170983373605438 174.31141861275708 1.5000000000000002 584.50000000000011 29.500000000000004 1.0000000180025095e-35 51.037583553259601 214.69125610533024 54.323923667777891 8.5000000000000018 218.10086873237012 47.188111007625139 19.500000000000004 190.64557697566315 1061.5000000000002 57.500000000000007 0.96276826010868566 138.60967795412384 0.86091459927075153 1.5000000000000002 153.26695104552468 1.1328565746107515 47.730609000825581 39.658707364215765 153.26695104552468 29.078555979246964 57.797690663330137 -17.578373908996578 1489.5000000000002 78.084677806229777 440.50000000000006 168.05921835931397 52.013212298050185 -7.7651655673980704 0.94956852686882065 26.88219129875349 941.25000000000011 28.500000000000004 54.703772148680095 225.00217898997909 40.576788833129783 1.0000790513833995 8.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 8 4 6 9 26 15 38 12 11 -11 -2 17 22 21 24 -14 35 20 44 -4 28 -8 -16 -15 27 -1 -6 -12 31 33 40 -31 -33 -9 37 -37 39 -3 -32 42 -38 -25 -5 -30 right_child=1 2 7 19 14 -7 23 18 -10 10 29 -13 13 25 16 -17 -18 -19 -20 -21 -22 -23 -24 43 -26 -27 -28 -29 45 30 32 34 -34 -35 -36 36 41 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0028801495995330407 0.00063079643643560671 0.0054733085052861069 0.0026578108170052187 -0.0024571960774295576 0.0088620670332670085 -0.0022693065703735956 -0.0067782940660972681 0.00095829024751751689 -0.0028802495032584975 -0.00081807003037094865 0.0014310975337931365 0.00065309800492205112 -0.0019975308408376941 -0.0024500966972699979 -0.0022354695228291518 0.00048859005785894659 -0.0015009163242529363 -0.0085238883450470468 -0.019764704764378579 0.0028942931509322741 0.0049744440872059904 0.0016155435863323281 -0.0028273943370416403 -0.0013747045944069683 -0.0043978422103162426 0.00013933284151792464 -0.0033652363014902349 -0.0004009330420793132 0.001514347380903791 -0.018386235741729692 -0.0097192516097419756 -0.0089085958560076624 0.0040259155515584037 0.0035638363558627255 0.0074909960094972985 -0.0081387991199146758 -0.0032499519100061256 0.0032086283283578715 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249596 165205 96484 84391 51527 138444 240093 124465 16070 111379 12330 7625 217482 13979 17736 49072 35457 59618 22914 10580 68721 4706 3137 1569 2515 622 111305 1969 1183 1738 1224 1251 786 476 10812 6605 10209 shrinkage=0.0523833 Tree=48 num_leaves=47 num_cat=0 split_feature=16 16 32 16 32 16 9 4 0 23 11 0 6 24 19 28 16 28 21 24 4 10 1 25 19 13 31 0 21 21 13 11 6 10 4 13 19 21 1 28 4 19 23 24 28 24 split_gain=466.592 80.3432 43.2271 35.5552 28.4328 16.5251 13.0049 11.4806 9.89927 9.51269 10.5134 9.38396 9.31114 8.46098 15.9146 12.5909 8.21823 9.42947 9.006 8.13938 12.595 10.1553 9.02902 8.73929 8.25552 8.66833 7.91864 8.79439 7.73541 11.2991 7.6386 10.6831 7.66344 7.55959 7.55442 7.38977 8.91293 8.88088 15.8043 12.0401 11.6863 9.42923 8.8935 7.30358 7.1796 7.74055 threshold=203.55743496163208 220.87253595424514 1.5000000000000002 178.63643839712921 1.5000000000000002 230.1335216572505 0.86583802552681532 24.697003364562992 29.500000000000004 1.2257370929473805 0.79293523469994065 24.000000000000004 0.47500001915214235 22.500000000000004 302.25000000000006 678.25000000000011 212.67663544396575 3783.2500000000005 1.5000000000000002 21.500000000000004 16.420601844787601 0.74774045184271321 563.50000000000011 512.25000000000011 583.75000000000011 41.52254014702185 1.5000000000000002 48.000000000000007 15.500000000000002 18.500000000000004 80.400150473265668 0.65719889052799818 0.45833333551712346 0.76710966717525964 21.00000095367432 29.578726007516288 372.25000000000006 12.500000000000002 999.50000000000011 634.25000000000011 25.999998092651371 622.75000000000011 1.1993437133227813 8.5000000000000018 3783.2500000000005 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 6 9 13 -1 -4 -5 10 12 -8 -2 44 -15 -16 43 -18 -19 22 23 35 -7 -21 25 -25 -11 -28 -12 33 34 32 -32 -30 -13 -22 -37 39 -39 40 41 -38 -43 -14 -3 -46 right_child=1 2 7 8 -6 19 11 -9 -10 26 28 30 16 14 15 -17 17 18 -20 20 21 -23 -24 24 -26 -27 27 -29 29 -31 31 -33 -34 -35 -36 36 37 38 -40 -41 -42 42 -44 -45 45 -47 leaf_value=-0.0051163995480424749 -0.0010822490524408554 0.0010516624874125149 -0.0019805713345647609 -0.00084704954004100562 -0.0021556066218586479 0.0025816817936512929 -0.001841445880413981 0.00046531986603988966 -0.0018023300420451015 -0.00036644501806030512 -6.832075339229046e-06 -0.0027208152211557366 0.0012936388692096617 -0.021163469380337484 -0.0011518223996297705 0.0041529532136502052 0.0017899800363191268 -0.0014225035390568502 -0.016469202781484265 0.00071866110505641972 0.002656999061004289 0.0017274698693795676 0.0015434775705449137 -0.0090648677810858825 0.0034552196304123567 -0.026783827603305044 -0.0013159732145070367 -0.0061281282330389909 -0.01145800405140652 0.0065786663967908219 -0.00067522600800205032 -0.0036338490570557136 0.0079833084821243523 -0.0028409073818657202 -0.0040035343076629502 -0.025159224346280314 -0.0058213597204773869 0.0025685960467155405 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170994 92200 60472 176047 9807 9705 54038 28344 674 214267 12140 11237 202127 903 547 443 31222 5404 110522 1464 63483 2222 1122 1225 61261 3074 2309 2259 920 1339 754 526 309 25694 166240 3203 shrinkage=0.0523833 Tree=49 num_leaves=47 num_cat=0 split_feature=0 20 2 17 17 9 13 32 22 13 9 9 4 8 4 22 9 17 8 7 12 21 0 8 11 22 11 7 13 13 13 7 22 15 26 26 4 12 29 8 11 8 17 4 21 26 split_gain=124.422 84.4558 41.639 31.4276 19.4971 19.088 21.0833 16.0046 15.0688 14.0787 13.828 10.3998 10.1223 10.1151 9.61608 11.5455 12.4253 9.42786 9.1756 8.64367 9.8146 8.49054 7.94062 7.95292 7.57636 7.56941 7.56787 23.42 9.58514 8.53699 13.448 7.37113 11.0907 9.30189 10.812 7.93176 12.2331 8.20505 7.33713 7.0864 7.38119 8.19142 7.01424 7.19941 7.96408 16.561 threshold=35.000000000000007 0.59317703730442262 12.44058823529412 50.755538962419912 76.819291928559366 0.95254937279404273 28.31740450432763 1.5000000000000002 738.75000000000011 16.216360345586754 0.95657347785951752 0.96276826010868566 5.0399253368377694 4638.5000000000009 15.348818778991701 699.75000000000011 0.95529526096152761 55.919589856224341 4638.5000000000009 -52.125013351440423 67.13046532517447 5.5000000000000009 49.500000000000007 881.50000000000011 0.93537817018060199 17143.000000000004 0.57231087094723476 -56.966356277465813 100.01619463402103 59.168473087143958 168.05921835931397 -89.935768127441392 2343.2500000000005 0.17879339671617814 3.0561661977315033 1.6670311661998691 63.001531600952156 497.1665222413705 10.8011580071796 813.50000000000011 0.71569374701099964 772.50000000000011 36.469833250773569 49.550046920776374 1.5000000000000002 0.93422413234242319 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 5 8 17 13 -7 12 9 -3 18 26 -1 -2 15 -14 -17 38 -4 -11 -21 25 23 -8 -22 -19 27 29 -28 -6 -31 32 -10 34 -34 -35 -37 -38 -5 40 -13 -42 -33 -44 -45 -46 right_child=2 3 10 4 11 6 22 -9 31 19 -12 39 14 -15 -16 16 -18 21 -20 20 24 -23 -24 -25 -26 -27 28 -29 -30 30 -32 42 33 35 -36 36 37 -39 -40 -41 41 -43 43 44 45 -47 leaf_value=-0.0062027949791127746 -0.0029087762786323898 -0.004404448424464893 -0.0013876546087535334 0.00013095084768105259 0.0075770691993272158 -0.0019409838496883599 -0.00058950053035127436 -0.0025276338944734164 0.0011802373202909097 0.0014905603638595095 0.00018552074153626588 0.004544741345717856 -0.00045087398164237369 -0.00015662870115660166 -0.0022478934341364403 -0.0033759011883600213 0.0046239513736561991 -0.0016998087148161398 0.00059973397660179084 -0.00089451216616512276 0.00059804019577044888 0.00013549097415038508 -0.0012870159305945529 0.00087141467080847652 0.0021596124467298467 0.0054380816015928736 0.00035185999385338581 0.0064880074899018357 -0.0085226913768539116 -0.017942099227336167 0.0016936750455672056 0.0021875588111619423 -0.025642891630385911 -0.0013168486805384277 0.0090615621759222945 -0.031908524059110849 0.0044936548696628935 -0.024086391967780413 -0.020794841093086113 0.0073623484393380862 -0.0006158272433997577 -0.024860421103397198 0.001376666876234381 0.0010341303565388864 -0.019759282411395806 -0.0015422022880292551 leaf_count=855 26836 1482 30952 94937 94 52743 47644 25114 2392 33740 99548 1572 12960 4244 5685 667 2647 20356 8028 11619 168814 13371 32863 13019 8979 416 2810 1572 379 236 161 27954 107 947 32 63 94 39 46 1461 568 41 94164 4755 144 2791 internal_value=0 0.00925046 -0.0157012 0.0131229 0.000302648 -0.0258484 -0.0210661 -0.0308358 0.0180639 0.0130635 -0.00271035 0.0455895 -0.011663 -0.0483545 -0.0075066 0.00486172 0.0575344 -0.00281664 -0.0186767 0.0137087 0.011082 -0.0170685 -0.0120502 -0.0052683 0.0129221 -0.0297205 0.017114 0.0643097 -0.0134174 -0.126337 -0.190499 0.0264789 -0.0176921 -0.0927413 -0.337004 -0.0630366 -0.246145 -0.0742023 0.0023064 0.086653 0.0505503 -0.0429156 0.0277291 0.0238781 -0.00554166 -0.0465032 internal_count=859941 544064 315877 496136 138020 177349 146269 47928 358116 224634 138528 8894 22814 31080 21959 16274 3314 129126 38980 223152 189412 34143 93526 60663 177793 20772 5252 2063 3189 491 397 133482 3674 1282 139 1143 196 133 94983 3642 2181 609 129808 101854 7690 2935 shrinkage=0.0523833 Tree=50 num_leaves=47 num_cat=0 split_feature=16 32 16 16 20 7 9 9 29 25 13 29 25 16 29 16 24 29 23 20 14 27 6 32 7 22 24 14 27 6 19 13 14 27 14 5 24 29 27 22 13 16 22 27 27 25 split_gain=404.427 59.6204 47.8498 41.2039 17.3148 14.0475 19.1025 12.6165 10.0994 9.52542 12.9109 9.08926 11.5322 8.60884 10.9379 10.0065 8.56216 8.54202 8.28093 8.28085 10.0064 10.0204 19.938 8.12976 9.32572 7.6372 7.44614 15.2843 18.0407 11.2166 9.65427 8.01161 7.34904 7.31004 7.05869 8.8277 8.47095 6.80794 6.75265 6.6987 10.5847 6.60274 6.53082 9.29311 6.47401 6.33765 threshold=208.60391725632692 1.5000000000000002 184.32347570195643 229.52336136911643 0.80079689180447589 -8.1301016807556135 0.94825382968846017 0.89289753518962456 2.2392328056844311 255.25000000000003 19.946715930673744 0.30366942973413241 1215.2500000000002 102.14208895562795 1.0075815592418909 147.2126561651277 2.5000000000000004 0.73559519826185571 1.2438717583807719 1.0974508582877569 36.929302456599693 45.500000000000007 0.69696970120114266 1.5000000000000002 -26.648571014404293 525.75000000000011 21.500000000000004 18.840691363017559 37.500000000000007 0.65517242005569443 366.25000000000006 33.396591047547552 15.922211804991203 33.500000000000007 36.929302456599693 274.52044677734381 9.5000000000000018 0.44668682046278235 2.5000000000000004 616.75000000000011 19.137648261775329 212.93152199325343 5898.0000000000009 6.5000000000000009 24.500000000000004 1187.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 5 -3 6 34 -1 23 10 -7 12 -8 14 -9 -15 -10 -5 41 -11 21 -21 -23 24 -4 -24 45 28 31 -29 -31 -28 -17 39 35 -2 37 -36 -39 44 -41 -13 -40 -44 -26 -19 right_child=1 4 8 17 -6 9 11 13 16 19 -12 18 -14 15 -16 32 -18 26 -20 20 -22 22 25 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0.0045966555873804904 -0.00087657616113805885 0.0020444707970614247 -0.0088457923895790373 0.0051658726473852393 -0.0030275037816689622 0.00096920561778733865 leaf_count=10480 18439 27827 34083 14979 7436 228 913 2566 255 182675 314 8848 233 17337 834 23725 2148 144914 11019 42574 846 699 100 13356 47636 201 31 8360 728 64 3336 169 63654 5841 36 54 228 897 2270 991 44831 50573 730 158 7666 54659 internal_value=0 0.0149437 -0.0315361 0.0175026 -0.0249153 0.0102271 0.0204833 -0.0466927 -0.0200728 0.00597392 -0.126437 0.0285136 -0.0598285 -0.0434815 0.00604005 -0.0450894 -0.0844033 0.0278132 0.0299508 0.00628995 -0.00595577 -0.00386445 -0.102811 -0.0190717 -0.0168388 -0.317988 0.0261845 0.00269436 -0.120859 0.0124442 -0.0359832 -0.386873 -0.0407351 -0.0214287 -0.00471646 0.0037845 -0.0411157 -0.0306606 -0.0268169 -0.0234155 -0.0144742 0.0346199 -0.0485656 -0.121274 -0.0308241 0.0276779 internal_count=859941 584538 275403 549275 35263 322035 94398 118596 156807 227637 542 71586 1146 108116 3400 104716 2403 227240 70440 227095 44420 43574 1000 154404 141048 301 212261 12688 928 11760 3400 200 87379 106965 22812 18493 4319 4091 4055 101124 45822 59421 3158 888 55302 199573 shrinkage=0.0523833 Tree=51 num_leaves=47 num_cat=0 split_feature=0 20 1 0 2 22 21 25 12 17 14 12 17 7 20 12 32 14 14 27 26 17 21 22 27 22 27 7 27 25 24 26 27 22 14 17 22 17 17 26 25 12 14 19 14 22 split_gain=107.639 82.6461 35.7349 29.8728 19.9614 16.9973 14.9323 22.1835 15.0045 15.5261 13.5582 13.0875 15.1763 12.7521 12.728 12.3986 12.3156 12.2449 12.2399 11.4422 19.8073 11.0898 10.9952 10.8704 10.3298 8.94259 8.82857 12.3303 9.72843 8.75865 9.03273 8.54261 17.4384 8.40783 8.35183 12.671 16.4149 9.32402 9.01473 8.964 8.8334 11.1028 8.16842 9.69143 8.49812 10.2857 threshold=46.500000000000007 0.59317703730442262 727.50000000000011 29.500000000000004 11.809017223910843 317.75000000000006 1.5000000000000002 3230.5000000000005 163.12489168102789 39.973354345160253 23.137507623438271 302.81118318204312 82.170983373605438 -89.935768127441392 1.0556101263978983 701.80613254815978 1.5000000000000002 19.502433579570539 15.346457413083469 6.5000000000000009 0.73649721149721159 52.153294651079371 13.500000000000002 2674.2500000000005 35.500000000000007 6683.0000000000009 7.5000000000000009 -26.648571014404293 1.5000000000000002 3746.5000000000005 8.5000000000000018 1.6670311661998691 2.5000000000000004 13571.500000000002 36.929302456599693 46.302622959523234 4416.0000000000009 71.946403945925638 63.676037816430117 0.57555446326168891 900.75000000000011 148.83199846221441 7.5545178896942193 399.25000000000006 15.922211804991203 699.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 16 3 5 -2 22 13 10 -9 15 14 12 19 18 -8 -10 42 -5 -4 20 -11 29 26 -22 -16 -13 27 -3 -29 30 -7 -20 -33 -34 37 -36 38 -12 39 -37 -40 -42 43 -1 45 -44 right_child=4 2 6 17 -6 21 7 8 9 11 34 25 -14 -15 24 -17 -18 -19 31 -21 23 -23 -24 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60051 134226 2193 1243 1017 232345 10430 579 7631 2477 10259 3850 2640 178259 178014 2105 233 186 190326 22302 6816 168024 6422 5321 1101 950 28136 1571 26565 17425 shrinkage=0.0523833 Tree=52 num_leaves=47 num_cat=0 split_feature=0 20 1 0 9 13 25 14 25 28 29 9 17 14 9 26 21 14 26 11 27 21 12 17 10 25 28 17 29 10 28 10 14 13 11 12 26 14 27 30 14 20 20 21 28 24 split_gain=95.219 75.5913 30.4687 25.0626 17.1587 23.1248 14.1372 12.7784 12.6474 12.3348 12.3021 12.2283 11.7799 11.0493 10.5203 10.4003 10.1585 22.8223 19.631 20.6766 28.3949 14.5357 14.1066 13.2285 12.0885 18.0619 10.7742 10.1592 10.374 10.3665 21.7232 9.47239 11.6152 16.1568 11.5465 12.442 15.8781 9.64937 11.6839 9.33376 9.26782 9.25826 8.85724 8.65252 8.64385 8.43123 threshold=46.500000000000007 0.64655037574995744 727.50000000000011 29.500000000000004 0.95254937279404273 30.420667623832042 3746.5000000000005 23.137507623438271 845.25000000000011 747.25000000000011 0.05401758033336982 0.92788837675918701 52.153294651079371 19.275736945246944 0.95136047605528751 0.71359721014805333 1.5000000000000002 36.929302456599693 1.0000783576241969 0.6865972121912467 2.5000000000000004 5.5000000000000009 147.1304653251745 109.62959911618917 0.96607243267113563 2911.2500000000005 5180.5000000000009 52.502193602062341 0.85689578594597515 0.77155306826087555 2865.2500000000005 0.956883743544232 39.40340063283184 138.60967795412384 0.82560626333448839 370.14570696119921 1.1052828112102515 34.120980067661712 6.5000000000000009 1.5000000000000002 30.395467730463803 1.4320325257072246 1.0288821370471954 14.500000000000002 1264.5000000000002 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 14 3 6 8 43 12 11 -2 40 -9 41 -3 -5 15 -1 31 -18 19 22 -21 26 -19 27 45 -26 -22 29 -29 30 -24 -12 33 -33 35 -35 -37 38 -36 -16 -7 -4 -13 -6 -23 -20 right_child=4 2 7 13 5 9 -8 10 -10 -11 16 42 -14 -15 39 -17 17 18 24 20 21 44 23 -25 25 -27 -28 28 -30 -31 -32 32 -34 34 37 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0018605823254111361 -0.0033818291113614438 0.00067779367359706798 -0.0021974732849800722 -0.0013149727507471207 -0.0019522115744854732 -0.00075373700685870532 -0.0089124640013524357 -0.018813261000142672 -0.0013601961747116617 0.00028824082128179988 0.0020406429785782333 0.00095708442531558925 -0.00020050784685391856 -0.00017919908041194089 -0.00046490997318579151 -0.00523942494518024 0.0010771407491040597 0.013585653428050811 0.00066419613641654877 -0.023652835661871107 0.0010787327055898359 -0.041528889605086973 -0.0037739314306923471 0.0070869982233026305 0.0017752996319436627 -0.019900241454951593 -0.0067918238234485426 -0.006756864023372903 -0.019227729739403676 -0.0023975269506365227 -0.027812324010139489 0.00089500178110168689 0.0014665883179596911 0.00034629772498136327 -0.033836281152008769 -0.028047477026028351 0.0017521390376486498 -0.0011232099056783123 -0.00032525435311649451 -0.0021489593585795595 -0.0034206509948397643 -0.011544071235870174 -0.0012156913809870326 -0.014049499390341521 -0.0011639171636698737 -0.0040731837009750985 leaf_count=20865 14299 181721 3401 30697 34697 44759 441 86 20907 38493 36220 15563 54460 100300 34218 2840 168709 86 19960 147 3840 37 284 147 222 201 545 316 435 741 162 879 3040 361 125 120 83 57 37 12269 3886 318 7693 163 24 1087 internal_value=0 0.00503224 0.00848716 0.0025954 -0.0221928 -0.0165804 0.00873893 0.0166627 -0.0416409 -0.00787235 0.0190011 -0.00396439 0.00907293 -0.00850174 -0.0261022 -0.0432464 0.0191378 0.0161589 -0.0101554 -0.0571339 -0.019122 -0.00482496 -0.137553 -0.153924 0.0046449 -0.162732 0.00191897 -0.175861 -0.266885 -0.118271 -0.238728 0.0334743 -0.00875217 -0.0759714 -0.180438 -0.104767 -0.302833 -0.375315 -0.499826 -0.0173599 -0.0184559 -0.0572066 0.00454989 -0.0383477 -0.489614 0.00800881 internal_count=859941 702737 632545 367619 157204 121998 236622 264926 35206 87138 237951 26975 236181 130997 70192 23705 237865 196943 28234 6764 4593 4446 2171 2085 21470 423 4385 1938 751 1187 446 40922 4702 1662 783 564 203 219 162 46487 48645 3719 23256 34860 61 21047 shrinkage=0.0523833 Tree=53 num_leaves=47 num_cat=0 split_feature=0 14 14 0 32 29 4 10 25 25 23 22 0 19 7 9 22 10 29 9 10 7 25 10 7 23 4 10 9 25 10 32 19 12 4 7 29 28 10 7 1 10 9 23 9 23 split_gain=88.5054 42.6741 34.6102 22.6269 18.9601 14.8757 16.802 14.0372 12.7694 12.1448 11.8692 10.8802 10.4953 10.0285 10.7859 9.99162 9.88049 13.1453 9.90087 8.75296 8.70236 8.22041 9.70183 7.75926 7.75303 7.64104 7.33762 8.47174 7.13456 8.14785 7.00998 6.9575 16.3211 7.66881 6.9436 6.87575 6.86012 8.45805 8.81565 12.5016 13.036 7.88144 7.65307 7.61854 6.64254 6.61583 threshold=35.000000000000007 19.11041334874572 20.142062815694818 48.000000000000007 1.5000000000000002 1.5388628249227154 47.594949722290046 0.76094637682523869 3746.5000000000005 761.25000000000011 0.94956852686882065 317.75000000000006 17.500000000000004 609.75000000000011 -48.366460800170891 0.93283720543848492 720.25000000000011 0.96607243267113563 0.05401758033336982 0.95292323582266536 0.93563062751485659 -6.3401916027069083 337.25000000000006 0.66167236678757124 -70.016895294189439 0.99971947559033614 6.0103068351745614 0.75445391788845606 0.95176060345292324 1951.2500000000002 0.91008917726984728 1.5000000000000002 6236.0000000000009 395.87720036002526 7.0167665481567392 -85.216430664062486 3.0391160988025692 529.25000000000011 0.89320595805940506 -84.775882720947251 2567.5000000000005 0.95976960462600014 0.66992590846038846 2.2601993334158546 0.96441388458417954 0.59843781151981912 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 25 9 8 7 -7 44 11 19 31 21 13 20 35 -9 17 30 -18 -4 -13 -1 26 -21 36 45 -23 -28 -14 -30 -12 32 -3 -34 -24 -15 -20 -38 42 40 -40 -41 -39 -43 -5 -2 right_child=2 10 3 5 -6 6 -8 15 -10 -11 16 12 28 14 -16 -17 18 -19 24 23 -22 22 34 -25 -26 -27 27 -29 29 -31 -32 -33 33 -35 -36 -37 37 38 39 41 -42 43 -44 -45 -46 -47 leaf_value=0.00034989264010022145 -0.0020820869768634078 0.00035895931799483598 -0.0019124044019238188 -0.0023698573706931944 -0.0019121586135396255 -0.0035866226255115903 0.00030987763344916759 -0.001943490548851919 -0.0083584188924238235 0.00061080590373117872 0.00062910108021198871 0.00074845375447390094 -0.0019986149006610246 -0.001731405049475348 -0.0003472661532752421 0.00041950177711449024 -0.018387455047847775 -0.012372279399142552 0.00052244493608840932 -0.00078895111316461708 0.0041529778991288603 -0.011821848031682297 0.0046345451202882068 0.00024829153597249218 0.0013483933185639335 -0.0028923150591475414 -0.0069765820867652489 -0.0012570837852543724 -0.0002688378088109065 0.0086366521690943217 -0.0019339304306035237 -0.0010062284600205671 -0.022624152540441755 0.0035092451284931374 -0.0018206461676005213 -0.010398959009889198 -0.020757690966325654 -0.022675700839701322 -0.023124220649383711 -0.0095708515031436032 0.0033814030301364665 -0.038639544043368938 0.0015750320799596126 -0.0027588256315672671 -0.00097120236325956555 -0.00090427666578619568 leaf_count=3684 25702 94612 9089 12121 20416 11053 4187 5843 519 56157 182131 36624 7208 471 4394 30756 71 215 17554 34721 2183 366 523 46020 110583 13208 1340 1513 38335 284 2976 12047 124 41 3637 538 70 37 61 167 308 62 1023 22 40284 26661 internal_value=0 0.00777551 -0.0132699 -0.00791092 -0.00869454 -0.0191641 -0.0480327 -0.0142209 -0.00310757 0.00012454 0.0125372 -0.0023044 0.00133198 0.0123243 -0.0280398 0.000806594 0.0156238 0.0109359 0.0223088 -0.00708703 0.017944 -0.0318994 -0.05116 -0.00377512 0.0225129 -0.0337206 -0.0923806 -0.0752802 -0.00927243 -0.00388192 0.0112229 0.00342727 0.00630454 -0.30793 -0.0192636 -0.121278 0.00402137 -0.0556837 -0.0414928 -0.13621 -0.0190955 -0.308383 0.013908 -0.558236 -0.024716 -0.028299 internal_count=859941 544139 315802 250231 122035 104244 15240 89004 101619 145987 422104 101100 90037 44210 5403 36599 315280 185322 129958 89830 38807 11063 7379 80741 129887 65571 3219 2853 45827 38619 185107 106824 94777 165 4160 1009 19304 1750 1680 620 369 251 1060 84 52405 52363 shrinkage=0.0523833 Tree=54 num_leaves=47 num_cat=0 split_feature=16 16 17 16 20 17 12 20 17 16 31 24 6 29 16 29 0 24 16 26 18 24 29 5 11 26 16 7 17 12 11 6 17 16 12 17 17 17 17 16 16 12 13 12 24 21 split_gain=328.113 47.9887 34.7509 34.5984 25.4665 22.3714 21.4004 17.1047 15.9189 17.0968 14.5023 13.561 16.0995 13.0683 11.9853 11.3898 13.9155 12.19 11.2102 10.0471 9.51206 9.49215 9.08541 8.85984 16.2294 8.73367 8.61451 8.40927 26.1862 24.7995 16.0318 13.8336 12.0652 11.7245 10.7369 9.82177 8.30402 8.27689 8.23177 11.0813 8.31088 8.00257 7.8862 7.82064 7.54523 7.87814 threshold=203.55743496163208 220.87253595424514 82.170983373605438 164.38800672196024 0.52192944240445438 52.924014847720365 92.5802127934803 0.6303049084813438 44.072695779902013 184.32347570195643 1.5000000000000002 22.500000000000004 0.63043478854472246 0.62172799818658597 210.46286157618485 1.5388628249227154 48.000000000000007 14.500000000000002 235.97337196971517 1.0217575680580506 3.5000000000000004 8.5000000000000018 0.093692477754006895 122.99999237060548 0.63990572766344311 1.071321309472004 216.79990982867452 -1.0000000180025095e-35 54.163855975160587 130.54772721475254 0.78508596069162484 0.76056338638634202 49.711308528437321 225.67016933389559 88.612698372208115 47.583816405169863 50.968393312453351 33.855555532826763 47.271321662816909 229.83684168620982 234.71980765984074 145.41778489984134 26.88219129875349 701.80613254815978 25.500000000000004 16.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 6 10 15 37 -7 22 19 42 18 20 -14 -9 21 17 43 27 -10 -13 -2 -5 -4 -25 -15 -23 34 32 30 -30 -32 33 35 -6 -29 -28 -1 39 -35 -40 -19 -3 -17 -22 -46 right_child=1 4 23 8 11 7 -8 14 9 -11 -12 12 13 25 -16 16 -18 41 -20 -21 44 26 -24 24 -26 -27 36 28 29 -31 31 -33 -34 38 -36 -37 -38 -39 40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.00078392717465590358 0.00024064773658355552 0.0043136027447246436 0.00053553861901433925 -0.0029587706464557855 0.0025270378940447902 -0.0018146692108906431 -0.0047870208599576098 9.0880355285989563e-05 -0.0021152044036758075 -0.0012637763561757116 -0.0020516005985952257 0.0021925358927015891 -0.014704755923117329 -0.00027841004885560401 0.0012514736287707901 0.00054671020489071155 -0.0056708880054000188 -0.0031045004463664426 0.0015772866751286904 -0.0041242158235314493 -0.0028135650367211583 -0.0013718668526582552 0.00073491409505991949 0.0070916515614047508 -0.014262518278779165 -0.004133147435333954 -0.00096481439284483482 -0.0017930982510506253 0.0040550754064603367 0.002693434158515902 -0.020563648400504207 -0.0032352175973631627 0.0019014468102751903 -0.00026974849859105407 0.0010651487021845012 0.00027031630450782189 0.00075156980931430199 -0.0027565849964276933 0.0018986198860239207 0.00098909954821567686 -0.018495202125015622 -0.013635972893923702 -0.0018886159218382628 -0.013789796985205908 0.0017930964727399684 -0.0043285599331168607 leaf_count=7161 40930 1737 11107 2148 15916 7883 13913 44951 38054 102539 11405 6491 228 3724 53446 4313 2507 624 97933 8325 2622 32882 12239 1119 107 2845 16396 9096 132 465 477 172 21266 27414 103008 20816 14642 31554 17966 63945 55 290 832 107 3467 692 internal_value=0 0.0117363 -0.0325 -0.0354487 0.0180852 -0.000229664 -0.0577464 0.0101784 -0.0282629 -0.0313317 -0.0238757 0.0195558 -0.0057762 -0.0453541 0.0137692 -0.0100457 -0.0468088 -0.0179276 0.0208984 -0.0472636 0.0144929 -0.0072964 0.00350191 0.0191283 0.0998019 -0.0371851 -0.0149102 0.0176847 0.0129925 -0.131418 -0.240277 -0.304891 0.0141132 0.010726 0.0240687 -0.00681805 -0.00296125 -0.0456579 0.0155238 0.0116709 0.0350566 -0.123054 0.0440015 0.00381133 -0.0116997 0.014786 internal_count=859941 631675 228266 215933 412704 218971 52628 106280 163305 148918 13974 398730 20069 6797 98397 112691 7841 5334 378661 46379 13272 104850 14387 12333 1226 6569 63920 280728 161804 1246 781 649 160558 139292 118924 29912 31038 38715 109380 91359 18021 914 2569 4420 6781 4159 shrinkage=0.0523833 Tree=55 num_leaves=47 num_cat=0 split_feature=16 16 17 16 8 33 17 17 16 33 7 17 12 25 26 16 26 18 25 4 25 29 17 10 1 25 1 10 4 10 18 25 6 29 17 16 17 17 18 12 13 7 12 1 14 8 split_gain=292.167 43.498 32.4372 31.2269 23.5887 23.141 20.6838 15.3167 15.9822 12.0353 11.885 20.4405 17.8608 12.3492 11.6194 11.1121 10.3647 9.96745 11.7939 9.42565 14.7846 9.19076 9.1863 8.65719 8.63048 11.766 10.9388 9.7433 8.60895 8.43072 8.31069 9.14061 8.27533 7.44864 7.24799 13.9943 12.2824 7.15806 6.91581 12.1896 6.89047 6.79531 12.1006 8.69634 6.73453 8.6635 threshold=203.55743496163208 220.87253595424514 76.819291928559366 161.57205450022619 622.50000000000011 2.5000000000000004 52.924014847720365 40.426635168641504 190.64557697566315 2.5000000000000004 -1.0000000180025095e-35 54.323923667777891 130.54772721475254 634.25000000000011 1.1328565746107515 211.58872117128792 1.8568074211666403 3.5000000000000004 255.25000000000003 227.33732604980472 53654.000000000007 0.13116150473371133 54.746579860284633 0.76094637682523869 3389.5000000000005 1035.2500000000002 551.50000000000011 0.50885670144547979 31.541695594787601 0.88275495791494196 6.5000000000000009 658.25000000000011 0.73333333479672902 3.3978783463849944 49.711308528437321 226.97524023342652 47.657191959101191 39.143269427926988 4.5000000000000009 66.402543263816625 33.085011468546874 -16.699242591857907 152.39696961967005 847.50000000000011 30.040448169337974 1058.5000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 3 4 37 10 16 21 14 15 19 17 13 -13 -9 22 -2 34 -19 40 23 -5 -8 -21 25 26 -4 -26 -18 -23 31 38 -15 -27 35 36 -12 -1 -20 -40 -3 42 -28 -43 -33 -46 right_child=1 5 24 7 -6 -7 9 8 -10 -11 11 12 -14 32 -16 -17 28 18 30 20 -22 29 -24 -25 27 33 41 -29 -30 -31 -32 44 -34 -35 -36 -37 -38 -39 39 -41 -42 43 -44 -45 45 -47 leaf_value=-0.0016188955833081734 -0.00041882932374784256 0.0020786860909442375 -0.00097406256290645662 -0.0024057386724703447 -0.0052592318420254672 -0.001186758081737796 -0.00078623276527707217 -0.0018439481888827341 -0.0010266717400107162 -0.0021927325025819689 -0.0011722980247384303 -0.001852116845985887 0.0025075292748311137 -0.018871949378824332 -0.0037645353292358932 0.0012207515528612452 -0.00056534262612720459 -0.026221821646284806 -0.00034991316784201089 -0.0082477015590811872 -0.00083619123664508983 0.00054685889082377271 0.00062625091841026327 -0.033775663835137727 -0.010504862456340826 -0.0026096348545400646 0.0044048035166384799 0.0046682465458860447 -0.0058526956296514089 0.0048812782605207258 0.0097885351715476226 0.0016927385460929756 -0.0040493259167853971 0.015855321061453778 0.0018061471439919376 0.0010262432240713583 0.00065675719839223797 -0.0030983981827199304 -0.017974439472463473 -0.0023028740071699889 0.0011796714116941137 -0.004906614226395524 -0.0083829238318113668 0.0050260833973137355 -0.016878399663208157 0.0047573994178344058 leaf_count=17970 109269 27898 3490 2245 9784 14077 19637 70327 77956 4331 16615 302 458 403 9855 46745 1599 48 11879 83 558 6275 35431 65 123 3472 3969 2079 1792 1532 225 6025 139 61 20721 138519 25591 17923 141 3994 144896 619 214 397 122 87 internal_value=0 0.0111511 -0.0305903 -0.033686 -0.0568729 0.0171924 -0.000247811 -0.0273889 -0.0297948 0.0097689 0.0185991 0.0138079 -0.111126 -0.197406 -0.0397074 0.0119651 -0.00968518 0.0145342 -0.00541774 0.0248198 -0.0904905 0.0104619 0.00233979 -0.371479 0.015309 0.00492625 0.024711 0.0729374 -0.0641328 0.0266768 -0.00436014 -0.00629404 -0.287698 -0.043732 0.0167648 0.0147337 -0.00120796 -0.0450082 -0.0189407 -0.0541635 0.0252909 0.0537815 0.071599 -0.0195756 0.0261929 -0.150279 internal_count=859941 631650 228291 213867 45677 412846 218804 168190 158138 106144 398769 225269 1302 844 80182 101813 112660 223967 22521 173500 706 10052 55068 148 14424 12222 8689 2202 3391 7807 22473 22248 542 3533 201446 180725 42206 35893 16014 4135 172794 5199 4183 1016 6234 209 shrinkage=0.0523833 Tree=56 num_leaves=47 num_cat=0 split_feature=16 16 16 33 33 7 4 18 4 25 26 1 21 26 31 18 22 16 26 26 4 28 18 22 13 21 13 25 0 16 7 13 28 31 7 7 13 22 25 22 7 5 4 18 19 7 split_gain=264.864 40.3704 21.4454 18.8498 16.1661 9.67743 9.42635 9.10743 9.02886 14.383 8.86428 8.61054 8.52931 9.2689 9.89444 8.39304 9.09343 8.38924 12.2882 12.2729 8.99793 7.57694 7.67196 7.35975 17.9124 7.14533 8.06036 7.09745 7.02308 7.01261 6.98755 8.65609 9.63059 9.5961 9.09493 13.1079 6.8594 6.80933 6.67174 6.61257 6.32847 13.4543 9.09761 6.48755 6.30591 6.25825 threshold=203.15283570561627 221.99435778763296 176.45253089503512 2.5000000000000004 2.5000000000000004 -1.0000000180025095e-35 11.999999046325685 6.5000000000000009 227.33732604980472 53654.000000000007 1.3338201382732049 118.50000000000001 14.500000000000002 1.4340146852692455 1.5000000000000002 3.5000000000000004 195.25000000000003 102.14208895562795 1.0269834780464382 1.0584705353126409 70.001388549804702 704.25000000000011 6.5000000000000009 1009.2500000000001 41.859581345613961 18.500000000000004 37.92719981122152 255.25000000000003 51.000000000000007 168.40197922455437 -6.3683884143829337 85.116086138600906 4736.5000000000009 1.5000000000000002 -36.004024505615227 -45.083036422729485 32.37148149343475 856.25000000000011 15836.000000000002 1180.2500000000002 -89.935768127441392 303.91812133789068 142.52502441406253 1.5000000000000002 279.25000000000006 -59.743558883666985 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 5 7 8 -1 11 36 45 -4 27 13 30 -15 -7 -17 19 -19 20 -8 22 -18 -23 -25 26 -14 -2 37 -20 31 32 -13 -34 35 -33 39 -16 40 -3 41 42 43 -38 -29 -10 right_child=1 3 10 -5 -6 15 17 -9 9 -11 -12 12 25 14 28 16 21 18 29 -21 -22 23 -24 24 -26 -27 -28 44 -30 -31 -32 34 33 -35 -36 -37 38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00083901498957340251 -0.013515864434476254 0.0022132800822489726 -0.00099362026301994346 -0.0010712074349676038 -0.001946792371413617 0.00081762802012127339 -0.0026205208975914069 0.013230783168314813 -0.035044824013639356 -0.00079759236954127515 -0.0025192024607164948 0.00090300967691191994 -0.0049282971229275361 -0.00017954396722146394 -0.0036761588616536574 -0.025873979597925739 -0.00075962164028277313 -0.0022292306234703171 -0.0051339809383348185 0.0053630862609821642 0.0066108245751301505 0.002574409613538586 0.0091715235727865951 -0.038735376399707686 0.0039377174143917625 0.0051452469983944288 0.000709143685457423 0.0029520356018015396 -0.0063055107724545806 -0.002308226152615246 7.2595254432564134e-05 -0.0026957257283652934 -0.016068455834749636 0.0046738239559228397 0.0031147199135041718 -0.016671839611886431 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392472 242550 379249 91359 231529 166030 687 133560 231384 229646 226105 20501 213219 21606 78699 74806 3893 2995 21568 18286 3282 120 3541 3229 1738 5726 10629 205604 61497 59351 272 2146 1572 165343 4525 142599 22744 138380 6775 6698 6643 1561 147 shrinkage=0.0523833 Tree=57 num_leaves=47 num_cat=0 split_feature=0 13 14 0 17 29 26 15 14 17 30 19 27 15 18 19 23 30 17 27 29 26 12 6 11 12 12 13 27 0 6 18 27 30 4 13 6 12 4 12 29 15 14 27 4 13 split_gain=64.1445 29.605 24.3632 16.3011 14.0244 13.2866 12.3551 12.171 12.0727 11.4584 10.5209 10.897 10.8475 9.71445 7.49558 7.90347 7.46354 7.13685 7.06772 10.0323 11.3392 7.40934 7.73957 9.44246 6.89551 8.59079 27.1489 9.1634 6.77512 6.54989 6.48659 6.47698 9.31674 6.08315 7.13126 6.77923 6.04713 6.40097 7.2306 6.48555 6.7923 6.19411 6.04221 6.0144 5.74063 5.70292 threshold=35.000000000000007 23.786750673054694 21.36955265994126 49.500000000000007 46.468554853412023 1.5388628249227154 0.29168170878459693 0.57479455052548822 49.869276938364415 76.819291928559366 1.0000000180025095e-35 625.25000000000011 20.500000000000004 0.60969075728377964 1.5000000000000002 210.25000000000003 0.18233621254005403 1.0000000180025095e-35 55.919589856224341 14.500000000000002 0.70126578899194547 0.56683954532018388 422.66042558696057 0.79629628541383723 0.66975049278970855 152.39696961967005 197.33147545195118 43.086216490773758 55.500000000000007 13.500000000000002 0.61764706465700359 4.5000000000000009 24.500000000000004 1.0000000180025095e-35 7.0167665481567392 41.694623670679704 0.34722223706661504 370.14570696119921 25.385267257690433 101.16904755831216 0.55773375070615139 0.90246726653450871 81.336828300925347 13.500000000000002 18.973662376403812 23.786750673054694 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 31 14 10 29 7 13 -5 17 16 11 -4 -12 33 -2 -16 -8 -7 19 21 -21 30 -23 42 25 27 -27 43 45 -3 -18 32 44 34 35 -6 -26 38 39 -38 -41 -40 -24 -11 -1 -17 right_child=2 4 3 5 6 8 9 -9 -10 24 12 -13 -14 -15 15 28 18 -19 -20 20 -22 22 23 -25 36 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 41 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.00080283567633463002 -0.0020896842915382164 0.0011092864932419587 -0.00057919305663866737 0.00059939360995192169 -0.0036898030076208434 -0.0025233065626939564 -0.015163231357704787 -0.0010654166474981261 0.00027380313220049483 -0.003049435469643686 -0.00065405911145548549 0.00046660332890307617 -0.0043255932685383851 0.0016292913374072384 0.004444667775976502 -0.0019275012223807164 0.000557338192793044 -0.0057391191508667609 -0.00054035749719787086 0.0014193245437116289 -0.00021562763692474352 0.00091879141765990934 -0.0067048979461161156 -0.01157360787251348 0.0096747876523158079 -0.013300705112526337 0.0029324139164407662 0.0084263109683999794 -0.01168667285650944 0.00054654109883909316 -0.0028179422479288458 -0.0046894968507992154 0.00082858583710508789 -0.00076242047759704046 -0.00874590614665487 0.013815308269773707 -0.00077900883171089935 -0.014162473183942804 0.003814176062506868 0.0075248509078159123 -0.012717245991145765 -0.0082430365792891501 0.002240001483442027 0.0039443991073072563 -0.0029648841113452773 -0.00077900600716478521 leaf_count=46203 25109 93475 38317 16291 566 6038 87 46286 3091 398 14618 95434 2601 958 717 15677 3359 2759 32016 13164 100557 79626 310 288 170 332 1904 1189 165 144469 2921 1123 9511 801 1137 68 1169 91 1248 55 263 129 625 2216 3635 48775 internal_value=0 0.00657355 -0.011342 -0.00577929 0.00918208 -0.0178872 0.00388198 -0.0120651 -0.0485339 0.00473831 0.000192832 0.00318811 -0.0230734 -0.0548524 -0.0252073 -0.0195637 0.00337386 -0.0674238 0.00348327 0.00568282 -0.000503415 0.0137571 0.0163272 -0.0626197 0.0394232 0.0591557 0.00996749 0.0880763 -0.0207223 0.0146538 -0.0193305 -0.0142867 -0.0128631 -0.0868686 -0.119575 -0.0345966 0.00129042 -0.00926062 -0.000964436 -0.0493162 -0.175939 0.0512498 -0.0138534 0.0549706 -0.0183365 -0.0202042 internal_count=859941 544063 315878 225435 483591 74465 245647 62577 11888 242117 150970 133751 17219 3530 90443 65334 232953 8797 232866 200850 113721 87129 80849 1223 9164 6039 2236 3803 64617 237944 6280 60472 59349 2572 1771 634 3125 2955 2864 1487 318 1377 935 2614 49838 64452 shrinkage=0.0523833 Tree=58 num_leaves=47 num_cat=0 split_feature=0 20 2 17 17 9 25 1 9 22 9 25 32 6 25 22 26 18 25 4 22 25 4 18 6 22 25 4 1 29 22 25 18 18 4 11 25 1 29 29 4 12 11 6 17 25 split_gain=56.9807 39.383 21.3399 13.6502 14.8936 12.892 11.2708 10.1968 8.92664 8.64937 8.4431 8.20347 8.09129 9.51071 7.86506 7.36459 7.12917 6.70089 11.6667 6.59001 9.6903 12.7962 6.3919 6.21512 7.25059 7.02627 7.11556 6.19715 6.11975 6.79426 6.08776 5.87097 5.76024 5.73972 5.6862 5.67891 7.90973 10.2165 8.16125 5.79126 5.60095 5.50884 5.83603 5.22263 5.17076 8.77529 threshold=35.000000000000007 0.56442637429572118 11.809017223910843 51.663793431909575 76.819291928559366 0.95254937279404273 658.25000000000011 706.50000000000011 0.96276826010868566 244.25000000000003 0.93580641150367405 1137.7500000000002 1.5000000000000002 0.25714285305032675 776.25000000000011 588.25000000000011 0.97223098492814597 3.5000000000000004 255.25000000000003 15.348818778991701 720.25000000000011 880.75000000000011 4.0554804801940927 1.5000000000000002 0.77500001348699166 568.25000000000011 522.25000000000011 26.00000095367432 1142.5000000000002 10.8011580071796 17143.000000000004 845.25000000000011 6.5000000000000009 3.5000000000000004 30.000001907348636 0.57231087094723476 1020.2500000000001 767.50000000000011 0.68295689495772438 0.62929267866824734 159.94017028808597 55.488329701443519 0.73750439831104864 0.49138232026996298 32.418020800920004 3746.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 12 5 6 9 31 17 23 35 -5 27 28 13 15 34 -1 40 -3 -19 20 -15 -22 -8 -7 -25 26 -26 -4 -11 -30 -13 -2 -20 -10 -12 39 37 41 -38 43 -14 -37 -43 -6 -24 -46 right_child=2 3 10 4 8 7 22 -9 33 11 14 30 16 19 -16 -17 -18 18 32 -21 21 -23 44 24 25 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 36 38 -39 -40 -41 -42 42 -44 -45 45 -47 leaf_value=-0.00083770701575391416 -0.0026423623956236329 0.00044380408598453173 -0.0026697332926267033 -0.0041359227317715394 -0.0099322267296132472 -0.0017656179276948911 0.016202694278124541 4.3262081156937392e-05 0.0046046534435070863 -8.7951287604369965e-05 -0.00016179146534373468 -0.0021857542720049015 -0.0016639747213411389 -0.00025880833305563957 0.0005798436746934487 -0.010191995737499591 -0.0062482278723572822 -0.019701183976198793 -0.00056559167934123274 -0.0019464900060922798 0.0053579569803722232 -0.0026924184656073129 0.0018620940127771506 -0.00035170755509244866 -0.0010951554759639924 -0.00049147198315226549 -0.0030467210056372629 -0.00056413806991296935 0.0027487327635486304 -0.025252416578575944 0.0036355896797225454 -0.0011851515499258754 0.0083908659598103865 -0.0027866790544395291 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0.0173155 0.0157341 internal_count=859941 543931 316010 499679 117758 169027 381921 138650 9079 108679 146983 107165 44252 20097 125773 924 24155 202513 20288 19173 14857 2750 179408 104678 81855 35957 20714 21210 99404 2595 7761 30377 20201 3715 76156 5364 3276 2042 1234 2088 23198 1319 1274 271 179333 165019 shrinkage=0.0523833 Tree=59 num_leaves=47 num_cat=0 split_feature=16 32 16 16 23 16 19 12 16 0 25 14 7 7 23 25 14 16 26 23 18 30 23 30 4 25 22 25 7 7 25 19 12 4 16 16 7 12 4 23 26 22 25 13 22 23 split_gain=223.349 31.0624 25.4266 20.6314 11.0861 11.99 14.1529 10.3792 11.0765 10.5589 9.02422 8.93353 8.7451 8.24513 7.69368 7.06276 6.92878 6.83736 6.52039 6.37078 6.24252 6.17491 5.96988 5.87695 5.76183 7.42763 5.62321 7.50518 7.07239 5.95972 5.65772 6.7535 5.44183 5.56929 5.43404 5.11752 5.11176 5.92454 5.06953 5.87232 4.92636 5.95911 4.85631 4.81328 6.52467 5.19768 threshold=203.96373780454084 1.5000000000000002 218.50043936731109 170.85515521064303 0.98734977356014675 102.14208895562795 4718.5000000000009 84.402543263816625 236.55257476393305 43.000000000000007 2021.7500000000002 49.869276938364415 -9.4144153594970685 -80.604068756103501 1.0868710171753595 32032.500000000004 10.194035575124877 151.38915487208908 1.071321309472004 1.3205557953512295 6.5000000000000009 1.5000000000000002 0.12298694148024279 2.5000000000000004 31.838259696960453 705.25000000000011 628.25000000000011 505.25000000000006 -87.26436614990233 -50.710590362548821 2513.5000000000005 432.25000000000006 69.713203435596441 6.0103068351745614 193.88665249367963 239.35083593946237 -89.935768127441392 701.80613254815978 22.360680580139164 0.37669773217683961 2.1729099424855005 523.25000000000011 1050.2500000000002 96.380067440952288 1517.2500000000002 0.68287008856433717 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 19 4 38 6 10 9 12 -4 18 21 13 16 34 -12 -9 -7 -6 20 22 -3 -2 40 -21 -26 27 -24 30 -29 31 -28 33 -30 -5 -13 37 -10 -1 -40 41 -16 -31 44 -14 -45 right_child=1 11 7 14 5 17 -8 8 36 -11 15 35 43 -15 23 -17 -18 -19 -20 24 -22 -23 26 -25 25 -27 28 29 32 42 -32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 45 -46 -47 leaf_value=-0.0014927042763667703 -0.010738860838113195 0.00025361746581591474 0.001717798766168073 -0.0011707135232253438 -0.0037455187974022339 -0.0047863547613535571 0.0074923456508450993 -0.019771451259790032 -0.0001312438939098601 -0.0017746902551980333 -0.0093400051928838063 -1.7744174209176061e-05 0.00037039143558717286 0.0013056769354246316 -0.0030049898080020234 0.022471719540576179 0.00015374292276597594 -0.0027593066827656513 0.0056777831686047123 -0.00040935988236543677 0.01351345861398711 -0.0015155798463647554 0.00056866525289040034 0.001137199515176416 -0.0060643538437599957 -0.0010612507648929883 -0.012283349142786684 0.00093970033268421711 -0.016177969394211199 -0.00081584800947558317 -0.010308935269648434 -0.00060091394372861371 0.00051040912932483716 0.0038314945135832497 -0.00048323404960102292 0.0039592012175466767 0.0013293359136031665 -0.0084439203227977145 0.00013987379683410493 -0.0037025323862893093 -0.0048538882315976289 -0.0012634723669414788 0.0056923095171947562 -0.021869771733632862 0.0016988996780908561 -0.00072052065577853726 leaf_count=45859 138 6683 46244 74440 389 7042 606 48 3040 2504 451 2313 187300 65335 8180 20 20731 12987 418 13274 96 28493 25640 1698 1235 2390 148 6480 39 41771 229 1645 66358 1792 54756 1441 82794 255 1341 5864 1606 15816 317 32 10725 8978 internal_value=0 0.0097912 0.0115978 -0.0265446 -0.0401841 -0.0591065 0.0171624 0.0156327 0.0138671 0.0293682 -0.042521 -0.0175671 0.0109384 0.0194072 -0.0200098 -0.152514 0.00205629 -0.0662806 0.0216758 0.000908556 0.00305494 -0.0225159 0.00288565 -0.035263 -0.0174642 -0.0527985 0.0030843 -0.00298526 0.00949939 -0.0102923 -0.0487843 -0.0298801 0.0112277 0.0650073 -0.0167868 0.0288038 0.0238399 -0.0147864 -0.0323701 -0.0570293 -0.0390415 -0.0354529 -0.0146388 0.00741587 0.00844436 -0.0151887 internal_count=859941 628468 589538 231473 74977 21913 1884 427986 379238 48748 1278 38930 293149 86114 156496 471 20779 20029 807 161552 144653 35176 144557 27300 16899 3625 144419 74208 70211 48568 2022 1793 68189 1831 129196 3754 86089 3295 53064 7205 25602 23996 42088 207035 198025 9010 shrinkage=0.0523833 Tree=60 num_leaves=47 num_cat=0 split_feature=16 16 16 32 32 26 16 18 15 27 26 14 16 14 24 5 5 7 27 24 24 5 14 11 28 24 14 27 5 10 10 26 6 5 26 8 8 9 7 11 16 6 26 26 24 14 split_gain=200.567 29.3064 18.632 18.1558 14.9692 9.9612 20.4285 9.65691 7.9237 8.10507 11.3518 10.0402 9.37231 8.34369 8.23248 8.1673 7.8159 7.80609 7.65998 10.4478 7.70881 10.7338 7.508 7.5008 7.25534 7.23121 12.7954 12.7914 17.4461 7.84279 7.74225 7.29056 6.98015 6.71828 6.70601 6.38583 6.3213 6.29472 11.1705 6.05357 5.92792 5.89342 9.1896 6.04487 5.75488 5.75184 threshold=203.55743496163208 225.83665213658284 170.85515521064303 1.5000000000000002 2.5000000000000004 0.99683925339016721 102.14208895562795 6.5000000000000009 0.14154934957788376 26.500000000000004 0.74196845763945229 19.577840802719454 212.14565233316245 34.601198833371591 29.500000000000004 36.00000190734864 131.5297775268555 -70.541698455810533 36.500000000000007 24.500000000000004 9.5000000000000018 48.999994277954109 81.336828300925347 0.79404360910194827 620.25000000000011 20.500000000000004 18.840691363017559 36.500000000000007 29.34692478179932 0.75445391788845606 0.93563062751485659 0.71932644223333508 0.32178609932549945 155.02124786376956 1.0744643835413614 124.50000000000001 440.50000000000006 0.95435759999196257 -7.3057594299316397 0.87054453698475454 194.53978512428895 0.7043039413131652 1.7806807073669246 0.18271567405425676 7.5000000000000009 23.290585282910644 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 25 33 17 8 -2 12 11 23 44 15 -13 45 39 -7 20 -20 41 24 34 -11 36 -3 27 28 -27 31 -30 -28 -31 -1 -19 -25 -22 -14 -39 -8 -38 42 43 -4 -10 -12 right_child=1 4 18 -5 -6 6 16 -9 9 10 13 14 37 -15 -16 -17 -18 22 19 -21 21 -23 -24 35 -26 26 29 -29 30 32 -32 -33 -34 -35 -36 -37 40 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0017363786228002441 -0.0073157037891649641 0.00095453466495280716 -0.002327483868955572 -0.0013173316958763387 -0.0018062940135020241 -0.0081349897235829024 -0.0038117030382488291 0.011460965493335341 0.00045175711481367913 0.004544608573073235 -0.000499100818957153 0.0045446022974268288 -6.8489002848023034e-05 -0.0077444062849145621 -0.018059437049890929 0.00044154877841390592 -0.0095266752216492737 -0.0031015557296710915 0.004206198063373863 -0.0011239142628511679 -0.001163207467727502 -0.0050586239840208378 0.01151282654763954 0.014948892318810069 -0.00073426145888970634 0.0020721232386020768 0.0056201778997759322 -0.0015592795349774462 -0.020229147517258707 -0.028365217383909798 0.0054058250695544381 -0.0015469871373353593 0.0011646995435388103 0.0062837953151553463 0.0051321788728465262 -0.0012529312916551563 -0.0034897775086584208 0.0014569594866473466 0.00042039914692746267 0.001128405824620438 -0.0015796102599062692 -0.0011995100416784294 -0.003846983809257389 3.009672630229188e-05 -0.00053410558884599323 -0.002043463160512759 leaf_count=58953 382 289430 3231 22350 5780 170 12761 210 26130 833 15183 2526 35022 461 45 12651 628 450 1811 2279 18141 2223 275 68 28630 190 416 1810 317 22 36 6102 13697 288 684 3642 9080 39958 99730 719 8758 38169 1929 39081 42960 11730 internal_value=0 0.00917388 -0.0254121 0.00232015 0.0159431 -0.0383365 -0.0607431 0.00442597 0.00427145 0.00446043 -0.00754297 0.0292657 0.0067813 -0.0140853 0.079204 -0.0125268 -0.0728158 0.0471242 -0.0190964 0.023599 -0.0202665 -0.0282473 0.0715469 0.00100433 -0.0258965 0.0168772 -0.000354496 -0.0701507 -0.204764 0.00776086 -0.336268 -0.0207997 0.0213302 -0.0324033 0.0355996 -0.0182495 -0.0353495 0.0106803 0.0136858 -0.0677355 -0.0487166 -0.0137943 -0.0059395 -0.0028622 -0.00307827 -0.0223775 internal_count=859941 631681 228260 313881 317800 74928 15687 291531 291321 290939 47139 7114 243800 40025 2571 39564 14108 1579 153332 4090 149242 66832 1409 4543 64609 312020 22590 2353 543 20237 353 6518 13719 59241 1134 3710 35979 174710 139688 13480 17838 82410 44241 42312 69090 26913 shrinkage=0.0523833 Tree=61 num_leaves=47 num_cat=0 split_feature=16 16 33 16 27 26 1 16 9 12 33 4 26 1 12 27 13 28 10 28 28 25 26 10 25 26 12 22 10 26 7 9 4 28 12 27 12 14 13 4 10 9 4 1 22 16 split_gain=182.929 28.6931 16.3228 14.5918 10.0047 8.39687 8.3935 8.14977 9.5439 12.7582 7.76583 7.33852 7.2232 7.15687 8.45118 7.07962 7.04941 13.4482 9.88562 12.5019 10.0102 9.71264 7.75484 9.81022 7.64621 13.0706 7.19455 7.46067 8.72327 6.69822 6.59908 7.89681 10.0153 12.2172 8.03499 7.41696 8.18283 7.46904 12.0459 27.9539 14.9839 10.8749 10.7432 8.86516 13.6012 11.4884 threshold=202.29343694096602 217.89032344795075 2.5000000000000004 174.31141861275708 27.500000000000004 1.1246023258246154 424.50000000000006 102.14208895562795 0.96139129231166465 422.66042558696057 2.5000000000000004 134.00129699707034 2.2938727011390192 134.50000000000003 62.05634918610405 36.500000000000007 44.591243135343383 388.25000000000006 0.8879863241081779 513.25000000000011 601.25000000000011 562.25000000000011 1.2101124041492217 0.96275489182684393 907.75000000000011 0.99463686481303937 82.059397513309008 344.25000000000006 0.85155107412897946 1.0269834780464382 -1.0000000180025095e-35 0.95292323582266536 227.33732604980472 46312.000000000007 370.14570696119921 6.5000000000000009 65.559397513309008 73.744738650389635 118.57609133394895 44.468351364135749 0.80161955809549112 0.98552938329742545 81.012786865234389 3936.5000000000005 2240.2500000000005 236.36064145770266 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 10 4 6 13 15 -1 8 9 -8 12 -11 -2 -3 -15 -5 18 -18 24 -20 21 -21 -19 -24 26 -26 27 28 -6 -9 31 32 -16 -34 -33 36 -32 38 42 41 -41 43 -38 44 -40 -46 right_child=1 2 -4 5 16 -7 7 29 -10 11 -12 -13 -14 14 30 -17 17 22 19 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31 35 34 33 -35 -36 -37 37 -39 39 40 -42 -43 -44 -45 45 -47 leaf_value=-0.0013713245842707506 -3.3565507092477859e-06 -0.002996591961313497 -0.00096568380602620721 -0.00085830527024223307 -0.016445989568011035 -0.0019165543677592295 -0.003129105847546053 -0.0022224236092553747 0.0048184270320996243 0.0093744444070588979 -0.0016953391169500203 -0.021190701358265604 -0.0029646325958438387 0.0031483004773318578 0.00068782039876144987 0.0016405449142217515 -0.031703089548384453 0.0028787688575271629 0.0016162076614503077 -0.0046234690425868549 -0.00027913671987570097 -0.01418614259144237 0.00047073576597006045 -0.016205353103948543 -0.0010429069231152291 -0.035880232036979091 -0.00019546254293963678 0.0020473474662783403 0.008432411774302942 -0.003863341289827005 -0.009748602572664725 0.0012598657732481148 -0.016576029135863389 -0.00088646809750802841 0.0039228932032246578 0.00073878515066923907 -1.5244373229100774e-05 0.0016868257743902527 -0.0006341868445685167 -0.039792529056568091 0.0010707253671198404 -0.036289388412801465 -0.033707822214253037 -0.0048377451417843734 -0.011952574421343714 -0.031841627191199345 leaf_count=46182 168419 1341 16301 108441 125 21526 2142 26081 857 343 8180 23 2291 4292 72860 3203 34 5109 966 715 608 492 7906 98 90 44 42094 5932 56 9246 242 98802 202 418 3210 171403 21550 5391 133 25 1634 43 26 540 185 140 internal_value=0 0.00849112 0.0126469 -0.0250341 0.0137812 -0.0185033 -0.0352811 -0.0461456 0.000878742 -0.0302525 -0.00226502 0.142291 -0.000822746 0.0157212 0.0159778 -0.0150165 0.00223677 0.022889 -0.00307434 -0.0610513 -0.109966 -0.162675 0.0245175 0.00508857 0.000261008 -0.238283 0.000924083 0.0329816 -0.167015 -0.0506248 0.0154752 0.0199574 0.0120536 -0.114507 0.0256506 0.0115679 -0.00296278 -0.00146888 -0.00894612 -0.0719163 0.00868491 -0.200367 -0.00106609 -0.179152 -0.281491 -0.391731 internal_count=859941 641897 463007 218044 446706 133170 84874 38692 3365 2508 178890 366 170710 382437 381096 111644 64269 13147 51122 2781 1815 1207 13113 8004 48341 134 48207 6113 181 35327 376804 175492 73480 620 102012 201312 29909 29667 24276 2700 1659 1041 21576 998 458 325 shrinkage=0.0523833 Tree=62 num_leaves=47 num_cat=0 split_feature=20 17 17 9 27 23 30 27 5 14 30 9 6 1 5 11 27 20 12 5 17 14 11 23 23 15 25 13 13 23 15 10 30 1 1 11 13 17 5 13 17 15 5 6 25 25 split_gain=30.0975 15.8706 15.6477 13.6236 10.6629 12.0176 9.33406 9.28657 9.79528 9.38039 9.02704 8.30091 10.6591 9.03786 9.44174 8.26366 9.36443 8.43944 8.25431 8.15328 8.09603 7.43689 9.17248 7.24215 7.89857 7.21328 7.01024 6.92992 6.77853 6.58198 6.49626 8.6599 7.6874 6.69486 9.32295 6.46457 10.0278 7.97589 7.8227 9.2742 6.75114 6.91255 6.44593 5.99146 7.09809 8.49972 threshold=0.74408200636411548 46.468554853412023 82.170983373605438 0.90332829808660631 5.5000000000000009 0.15549281794772279 1.5000000000000002 14.500000000000002 24.000073432922367 34.120980067661712 1.0000000180025095e-35 0.92788837675918701 0.89285715373714647 3389.5000000000005 56.822895050048835 0.8740418968659992 52.500000000000007 1.0509166078860779 184.96194077712565 149.00367736816409 31.039433665281774 7.5545178896942193 0.91304922327419813 0.47960935993639303 1.1342349859337892 0.37247506816114456 2401.2500000000005 80.400150473265668 138.60967795412384 0.28155907329782959 0.25260826043997897 0.97385140267612802 2.5000000000000004 5052.5000000000009 2357.5000000000005 0.73750439831104864 52.951785385381093 62.322740999754139 47.913049697875984 39.434453294951837 68.21367890630772 0.33273637976297871 40.679075241088874 0.24138175629733705 522.25000000000011 1771.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 20 3 25 19 -6 21 8 26 15 18 13 27 14 -4 16 28 -18 -11 43 30 -1 29 -10 35 -3 -7 -13 -9 -23 31 33 -33 34 -2 36 -25 -37 39 -39 -38 -42 -14 44 -5 -46 right_child=1 2 11 4 5 7 -8 9 23 10 -12 12 42 -15 -16 -17 17 -19 -20 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 37 40 38 -40 -41 41 -43 -44 -45 45 -47 leaf_value=-0.0024669478919010007 -0.0046051595438164235 -0.0030489271707134801 0.0010648314678614941 -0.01544524662338588 -0.011181011020326339 -0.00082668605628761279 -0.0014783538186593807 -0.00027410940180760187 -0.0029472983501940258 -0.0029914454596170112 -0.0084538883138538731 0.0026113304990410435 -0.00059521988236276057 0.0023223871232260621 -0.0088833606297672122 0.0004687747324121577 -0.0018786483366261353 -0.014662975313102832 0.0043277322938360683 0.003133213591040677 0.00036043662302637203 0.00077722977968472482 0.0017222416964404101 0.0018770149215076911 -0.0001211581391712001 -0.00084818330749449966 0.013590234914095717 0.0067507789907282631 -0.030037128994071231 -0.00070526609888309504 0.0019390092794339211 0.0020844229643381044 -0.015166668339954182 -0.0031889633893357845 -0.031651752705699768 0.00059843596774746856 -0.000539682702704175 -0.0021920729670618926 0.0053830582742709337 -0.013791316797008658 0.011194070451309639 -0.01381960438290716 -0.01251986634542207 -0.00091769995418068239 0.0023835453893482489 -0.0085603966815079695 leaf_count=4794 72 5350 482 154 262 19098 36492 173734 1646 2207 651 5536 547 1189 573 49161 364 232 523 1341 273575 9525 5491 23183 35665 17308 93 1388 21 59879 13860 892 77 228 68 72608 3191 537 195 292 36 192 161 36289 386 393 internal_value=0 0.00233039 -0.00134969 -0.00222323 -0.000941987 0.000650331 -0.0149764 0.000796549 0.00671623 -0.00329272 -0.0555718 0.0380207 0.0537411 -0.0154456 -0.0828186 -0.00250191 -0.00573066 -0.130864 -0.0303393 -0.0167934 0.00812871 -0.00891086 -0.00646676 0.00966914 0.0104677 -0.0261118 -0.0144478 0.0656914 -0.00530144 -0.00957955 0.0305943 -0.0359742 0.0136225 -0.16657 -0.338697 0.0150153 0.0283763 0.0101882 -0.0774511 -0.119842 -0.0221806 -0.18842 -0.0631289 -0.0195533 -0.0986781 -0.0598969 internal_count=859941 743760 454988 445112 422454 383891 116181 383629 156736 226893 3381 9876 7632 2244 1055 223512 174351 596 2730 38563 288772 79689 74895 137545 135899 22658 19191 6924 173755 69404 15197 1337 969 368 140 100234 26602 73632 1024 829 3419 228 708 37222 933 779 shrinkage=0.0523833 Tree=63 num_leaves=47 num_cat=0 split_feature=0 2 12 27 17 17 0 22 19 21 10 6 22 14 0 26 24 21 26 6 21 21 27 17 26 14 27 26 4 14 27 5 5 27 21 27 12 14 21 27 5 26 14 5 24 22 split_gain=41.1952 15.9078 15.6142 10.0292 8.50764 8.80804 8.01156 7.4811 12.3165 7.86164 7.93058 9.33111 7.8363 6.41232 6.32305 6.31007 6.25821 7.02585 6.57457 5.95695 7.26198 5.94434 10.7056 10.9284 9.98056 8.23474 7.76555 7.17841 8.79644 6.31968 6.90352 6.15784 6.06626 5.80605 5.56479 5.99843 6.08563 5.75845 5.44503 5.4136 5.4097 5.24162 5.2256 5.20748 5.1855 5.17371 threshold=35.000000000000007 13.303117309269895 67.13046532517447 51.500000000000007 45.970946850871989 76.819291928559366 48.000000000000007 3200.2500000000005 928.25000000000011 2.5000000000000004 0.45281739732029136 0.91304348590944773 3756.2500000000005 21.36955265994126 13.500000000000002 1.9495605581682216 33.500000000000007 14.500000000000002 0.63724690904073833 0.87940501382218994 9.5000000000000018 9.5000000000000018 14.500000000000002 58.503719385705814 0.6900702496523291 19.196303371905284 48.500000000000007 0.56683954532018388 39.004318237304695 12.525575863131261 3.5000000000000004 52.467948913574226 23.400853157043461 5.5000000000000009 3.5000000000000004 31.500000000000004 277.58378413094857 15.922211804991203 11.500000000000002 2.5000000000000004 13.007914066314699 1.4215956910805654 20.397082963459592 61.117179870605476 5.5000000000000009 825.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 16 6 14 7 42 21 -9 10 11 -10 33 39 -4 19 17 40 -19 20 -8 22 23 27 25 45 34 28 -6 30 31 -29 -31 -11 -24 36 -36 -37 -21 -3 -1 -15 -2 -26 -43 -23 right_child=1 13 4 -5 5 -7 15 8 9 12 -12 -13 -14 41 -16 -17 -18 18 -20 38 -22 24 26 -25 43 -27 -28 29 -30 32 -32 -33 -34 -35 35 37 -38 -39 -40 -41 -42 44 -44 -45 -46 -47 leaf_value=-0.0015369483210124354 -0.00092691112303704842 -0.007164638061564102 0.00095944724433515898 -0.0089417545392155712 -0.00075106524311676671 0.0017166188863602734 -0.0010037164897808161 -0.015489195285923466 -0.023365805776897647 -0.026474522851589116 -0.00017513759896018854 -0.0012076299542858441 -0.0034346904712739064 0.00026123255969142257 0.00039025962701701167 -0.0036815007061043624 0.012210953776646924 -0.0029695702384813553 -0.015224807782485115 -0.001858639595343621 0.0011112944569242192 0.0019861406362317135 -0.0015872373661023605 -0.0015334578531665567 0.00058376968351217258 0.0074071038630797812 -0.020519638981146837 -0.019471790716928103 -0.019954165650079424 -0.00094578539156981855 -0.00037094264076579614 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-0.038087 -0.025533 -0.0089689 0.00162571 -0.00879584 0.0104815 -0.0116076 0.0304326 internal_count=859941 315862 544079 188634 482548 258940 188222 249149 4830 4653 4199 214 454 127228 223608 81646 61531 61425 659 79030 63740 244319 219989 105396 24330 2807 114593 98290 8008 90282 532 198 89750 137 114541 106346 100480 5866 15290 9386 60766 117842 106576 21523 23869 1708 shrinkage=0.0523833 Tree=64 num_leaves=47 num_cat=0 split_feature=16 16 16 33 24 25 24 29 25 13 13 23 27 22 26 26 4 13 29 27 27 23 22 24 8 4 23 29 4 22 30 27 24 29 28 1 16 4 23 25 25 13 24 9 1 4 split_gain=154.724 22.9264 14.1213 12.4384 9.24889 13.4968 10.7068 9.21799 9.03051 9.19898 8.99775 8.95514 9.9609 14.9416 8.8475 8.72733 8.18482 10.5596 9.60307 8.34755 7.92064 7.64621 10.4727 15.3418 23.0501 7.76455 7.6242 7.41382 14.9663 7.36207 7.29405 7.16015 9.50261 7.09306 9.38046 6.9877 6.88121 6.83336 6.7774 6.69597 6.41517 23.7741 12.6654 11.2669 9.05756 6.54298 threshold=202.29343694096602 217.89032344795075 161.57205450022619 2.5000000000000004 22.500000000000004 656.25000000000011 25.500000000000004 0.85689578594597515 391.25000000000006 29.578726007516288 20.350825638874294 1.2044398244398247 45.500000000000007 616.75000000000011 1.1328565746107515 0.76913422776518026 20.98565769195557 37.579290017058945 1.1207192510618287 34.500000000000007 36.500000000000007 0.92684258174459488 2441.2500000000005 2.5000000000000004 2846.5000000000005 21.999999046325687 1.0627913010946044 0.63638618326118335 14.466820716857912 604.25000000000011 2.5000000000000004 36.500000000000007 24.500000000000004 0.28755675298109068 17361.750000000004 527.50000000000011 236.17065815908924 67.013610839843764 1.9305336812868177 678.25000000000011 1098.2500000000002 44.591243135343383 6.5000000000000009 0.9472433358070963 1111.5000000000002 25.943341255187992 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 38 26 4 7 6 8 33 -6 -10 -9 12 16 -14 31 21 20 18 -18 -20 -11 -12 25 24 -24 39 37 28 -8 -21 -16 -4 -33 34 -3 -13 -17 -1 -2 -23 -38 42 -42 -44 -45 -43 right_child=1 3 14 -5 5 -7 27 10 9 11 15 35 13 -15 30 36 17 -19 19 29 -22 22 23 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 40 -39 -40 -41 41 45 43 44 -46 -47 leaf_value=-0.0018607882353438626 -5.3367921339883488e-05 -0.00028678939349255936 -0.00087506792580827519 -0.00081637894278103096 -0.016651326090893079 0.0018312814078668225 0.007829972278697141 -0.018738204511991419 0.0020328216822776196 -0.0059876098877854897 9.5113920549572573e-05 -0.028887948834514263 -0.0024358472747116697 -0.026143742353045955 -0.0021331525810665275 0.00050004736345538958 -0.0069180076998569028 0.00077372899843604153 0.0027121831691657057 -0.011146366518870202 -0.00014095460968012468 0.004367465480489538 -0.034593781301712534 -0.030189495721623622 0.0028193631260237067 0.00083963991641985329 -0.0039941595736352857 0.00018997320031611671 -0.023118602408178764 -0.03131391423193236 0.0015719839884382211 0.0042251027413955974 -0.00098523821016716605 0.0013972222800832559 -0.012834703429049485 0.00017156644915117269 0.0014713160282101964 0.0022693612379565738 -0.0025991568597221655 -0.012615717980389317 -0.00096626264175519213 -0.0011487231576059903 -0.00013703985290000874 -0.00041116434550955499 -0.036474393227664069 0.00092166492658483196 leaf_count=46233 176148 4263 137766 16340 125 5639 72 66 1064 1036 1891 23 150 142 22706 267062 486 278 39 80 1646 83 59 100 193 694 4610 9527 106 131 1558 1778 2089 65411 170 1777 44856 1126 2917 274 121 4774 45 23 113 34151 internal_value=0 0.00779822 -0.0230426 0.0115143 0.0125056 -0.00733503 -0.0216317 0.0135493 -0.0515109 -0.0466517 0.0114805 -0.0623614 -0.0887873 -0.266593 -0.0185365 0.0115492 -0.0747399 -0.151273 -0.21399 -0.373253 -0.0458046 -0.0396839 -0.0956183 -0.244908 -0.113396 -0.0456181 -0.0374269 -0.000151342 -0.202356 -0.451813 -0.0361803 -0.0155139 0.0269249 0.0240496 -0.0146609 -0.00381323 0.0120299 -0.033648 -0.00181049 -0.165458 0.0199192 0.0105788 -0.268914 -0.436353 -0.57987 0.0127472 internal_count=859941 642075 217866 463010 446670 22321 16682 424349 6977 6852 354505 5788 3988 292 165897 354439 3696 1014 736 250 2682 3294 1403 352 252 1051 51969 9705 178 211 24264 141633 3867 69844 4433 1800 351145 47359 179065 357 84083 39227 302 181 136 38925 shrinkage=0.0523833 Tree=65 num_leaves=47 num_cat=0 split_feature=16 16 32 16 32 18 7 9 8 16 12 9 29 6 9 8 25 12 14 25 9 6 0 29 6 25 14 12 6 16 25 18 25 9 6 16 24 6 7 24 29 0 9 7 6 24 split_gain=139.838 20.1841 13.7284 12.8708 10.395 8.68979 7.94436 13.4808 7.43935 10.0983 8.02344 13.1739 7.02884 6.03229 7.13362 6.07296 5.96459 10.3784 14.9463 6.56316 6.21179 7.76745 5.91572 5.41559 5.7821 5.18724 7.43499 6.92037 6.62695 5.79602 6.79564 5.51536 5.10152 15.1114 11.8642 6.8792 6.33651 9.58545 11.3241 7.67012 6.37134 6.39829 5.88845 5.76972 5.15182 12.9828 threshold=202.29343694096602 225.83665213658284 1.5000000000000002 164.38800672196024 2.5000000000000004 6.5000000000000009 -12.528806686401365 0.95136047605528751 622.50000000000011 102.14208895562795 422.66042558696057 0.92644868108541256 0.85689578594597515 0.89795924641554126 0.94021110388823403 17050.000000000004 12036.750000000002 701.80613254815978 89.162740990237253 2513.5000000000005 0.81447395488738539 0.52173913187701249 22.000000000000004 2.5516879735276574 0.12962371657645202 255.25000000000003 8.6281896640618019 52.813708498984774 0.92592593131975309 209.87548090854384 465.25000000000006 5.5000000000000009 3230.5000000000005 0.98516503871504935 0.51381214685488719 241.32600740806618 1.5000000000000002 0.88461539565633507 -48.366460800170891 2.5000000000000004 0.91719908499698766 17.500000000000004 0.9492366115644767 -1.9091523885726926 0.27027027236013412 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 8 12 6 7 23 -1 10 11 -10 22 14 -5 -16 17 32 -19 -20 -21 -22 -3 24 -2 26 -8 -27 -28 -29 31 -31 43 35 -35 36 -34 40 39 42 41 -38 -39 -14 45 -45 right_child=1 4 -4 13 -6 -7 25 -9 9 -11 -12 -13 16 -15 15 -17 -18 18 19 20 21 -23 -24 -25 -26 27 28 29 -30 30 -32 -33 33 34 -36 -37 37 38 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.001446643141787099 -0.015536082319083719 0.0018418777087581516 -0.0011195856899369817 -0.0016133563599916639 -0.0015079452593173858 0.010729350560032644 -0.013973810648128998 0.001037460540745966 -0.0057860803980171356 -0.003441634469195817 0.0071988814517354787 0.0017972262776406167 0.00098040291741159202 -0.0016414836474206147 -0.00060053251604473611 0.0088726640939297708 0.002025148647632132 -0.01820458915195498 0.0032346338359671555 -0.0018694398823185345 -0.0027787153782763306 -0.027545278941881905 0.00061585614489013702 -0.0037790254991266303 -0.00023474599118194494 0.0025594427092503415 0.0010951543087265993 -0.00051352960756063709 -0.018963801052797491 0.0012404155998815996 4.0526998087206441e-05 -0.008471690269404036 0.0011953616191770029 -0.029336702186282339 -0.0017366245851631757 0.0011275995532960405 -0.032261176042101332 -0.023488857402832429 -0.0027929696782432465 -0.025860162599764328 -0.00095358700656675982 -0.0064410501223481605 0.0038807990606665958 -0.010185280217345617 0.00050989141388771712 -0.00035999968404862943 leaf_count=43111 68 26539 23238 22157 5773 215 173 60034 1011 12504 366 1662 98150 24938 112052 186 8194 184 391 302 69 70 18209 1299 19701 2961 397 45774 51 16740 153160 162 2483 87 84 6882 31 34 393 129 5858 175 59 417 140260 3208 internal_value=0 0.00760013 0.00204494 -0.0217142 0.01326 0.00385446 0.00371068 0.0121676 -0.0343788 -0.053135 -0.00143189 -0.0204451 0.0140375 -0.0170521 -0.0144016 -0.0111645 0.0120967 0.0112572 -0.0896138 -0.0325754 -0.116206 -0.291144 0.0256376 -0.0095959 -0.00548607 0.000584802 -0.0906808 0.000843836 -0.0226855 0.000185116 0.00287361 0.0219026 0.011654 -0.00551757 -0.301218 -0.00236594 -0.0203122 -0.036347 -0.155305 -0.335849 -0.0242825 -0.197135 -0.116933 0.0128044 0.00877189 -0.0284489 internal_count=859941 641954 323973 217987 317981 300735 300520 81102 58654 15543 3039 2673 312208 159333 134395 112238 267460 259266 1016 832 441 139 44748 21068 19769 219418 621 218797 448 215836 170062 16902 258250 16215 171 16044 9162 6679 615 222 6064 206 93 242035 143885 3625 shrinkage=0.0523833 Tree=66 num_leaves=47 num_cat=0 split_feature=0 14 20 0 30 29 10 22 24 25 10 14 12 19 5 19 29 24 14 28 19 22 30 28 4 24 19 13 10 19 5 25 4 14 22 14 24 29 20 14 20 12 25 14 22 13 split_gain=32.8192 17.6754 17.5325 12.9004 10.226 10.1287 9.60204 9.33062 10.4705 9.78615 10.2451 8.84634 8.2212 7.85791 21.8903 7.63614 7.31777 7.27097 8.3193 6.96628 6.38077 7.90637 6.23654 6.18974 6.17199 6.16164 5.92122 5.8816 5.58387 7.91849 7.89957 5.74657 5.56927 5.53207 5.33239 7.51365 6.77668 7.03808 5.15919 5.47575 5.19796 6.83334 5.12826 7.75006 7.40538 6.78286 threshold=29.500000000000004 21.36955265994126 0.56442637429572118 49.500000000000007 1.0000000180025095e-35 1.5388628249227154 0.81229631000970726 317.75000000000006 7.5000000000000009 1822.2500000000002 0.6500688440660628 49.869276938364415 36.846194077712568 1695.5000000000002 72.000328063964858 928.25000000000011 1.2867363258343107 9.5000000000000018 32.566343010573171 493.75000000000006 612.25000000000011 498.75000000000006 1.0000000180025095e-35 388.25000000000006 11.999999046325685 31.500000000000004 3313.5000000000005 26.88219129875349 0.67312792098288365 384.25000000000006 31.112698554992679 399.25000000000006 159.94017028808597 7.5545178896942193 523.25000000000011 18.16774764945589 2.5000000000000004 0.60649167521869918 0.68271157790398995 12.898534001593093 1.1220722116409834 77.574116139070441 900.75000000000011 11.72525321419341 868.25000000000011 62.424316468579924 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 16 15 4 20 6 -5 12 23 24 -11 22 -4 14 -12 -1 19 -6 -19 28 25 -22 -7 -9 27 -3 -15 -10 29 -2 -30 -31 -17 -25 -21 -36 37 -37 39 -35 42 -42 45 44 -44 -40 right_child=1 3 7 5 17 11 -8 8 9 10 13 -13 -14 26 -16 32 -18 18 -20 34 21 -23 -24 33 -26 -27 -28 -29 30 31 -32 -33 -34 38 35 36 -38 -39 40 -41 41 -43 43 -45 -46 -47 leaf_value=-0.00033263985574795012 -0.0026852975582018772 -0.00025787079170447758 -0.0087528453963967977 -0.00084432908630089135 -0.00035438981112124925 -0.0020156786325714569 0.00060990037040965035 0.0034871865577367992 0.00050306573413672257 -0.02296373171484983 -0.0036700123450024154 0.00029950936042629948 -0.00084665772582788467 0.0018384754684132487 -0.042624423199466271 -0.0021052568074951435 -0.0036067270803481909 -0.0017340136171921292 -0.0077420641663075926 -0.0015870259756209973 -0.0024306151572817095 0.00045545510958761991 -0.0050175282077631073 0.0083121106586365717 0.00023950855218362251 -0.013405412525340176 -0.012472248215241202 0.0051013680958588714 0.0011661411325683444 -0.0047124747087822164 -0.0026427919649868415 0.0013507185213870374 0.022170816290472069 0.0062590930723394958 -0.0013842057192412634 -3.4162781527392466e-05 -0.00015061812084742415 -0.007204625510094138 0.0011336128590686018 -0.0016176389537456645 0.0074540597400536528 -0.00039533204516455192 -0.016297135937474588 0.00062541096540107252 -0.0014020698904810512 0.0037362872943926578 leaf_count=26383 4043 51022 374 45514 18436 6050 17155 2331 1674 80 206 3089 10303 540 49 9834 2617 6299 703 29226 2655 137337 2768 266 254457 98 93 1403 11931 489 1708 3492 26 259 29271 728 39112 776 56151 3729 312 12381 142 61282 258 2889 internal_value=0 -0.00650672 0.00585675 -0.00225547 0.00165097 -0.0135988 -0.00851891 0.00772395 0.00850559 0.00473335 -0.095625 -0.0403352 -0.0214496 -0.0647463 -0.212957 -0.0152237 -0.0165369 -0.0171845 -0.0446177 -0.0154033 0.00415807 0.00764976 -0.0564678 0.0154708 0.00511057 -0.00540393 -0.00504069 0.0496289 0.000841567 -0.0200901 0.013156 0.0115677 -0.0389675 0.0146056 -0.0189539 -0.0142106 -0.00540827 -0.0712788 0.0143267 -0.0211152 0.0153861 -0.00386364 0.0174101 0.0110335 -0.127709 0.024072 internal_count=859941 414519 445422 291126 216550 74576 62669 409179 398502 258502 968 11907 10677 888 255 36243 123393 25438 7002 120776 191112 139992 8818 140000 257534 51120 633 3077 21663 8024 13639 3981 9860 137669 99113 69887 40616 1504 137403 3988 133415 12693 120722 61682 400 59040 shrinkage=0.0523833 Tree=67 num_leaves=47 num_cat=0 split_feature=0 14 32 9 25 6 22 24 17 9 24 17 9 11 14 24 11 12 12 26 25 25 28 11 13 19 24 28 13 11 24 25 25 15 28 14 6 13 9 13 22 26 19 22 28 28 split_gain=30.9759 13.337 12.6165 10.5765 12.4634 10.158 9.60397 9.60299 8.9372 9.9814 8.15919 12.0296 9.66155 8.56134 7.82984 7.13324 7.1017 7.0408 6.68622 9.26757 6.65783 17.7219 10.1181 9.75185 9.43692 28.7589 9.62822 9.31474 9.39126 8.72282 9.7068 10.3654 9.02456 8.73535 8.3312 7.97207 7.38173 6.60828 6.30656 6.15876 10.478 6.37855 6.1368 7.36706 10.5173 5.72059 threshold=33.000000000000007 20.923929054059027 1.5000000000000002 0.92644868108541256 776.25000000000011 0.76666666785137827 277.25000000000006 2.5000000000000004 89.041953218455532 0.96220026780819445 8.5000000000000018 58.503719385705814 0.96879336393467874 0.70884563702024028 49.869276938364415 30.500000000000004 0.93778441446508687 422.66042558696057 160.7873195746669 6.7287811638567812 1187.2500000000002 1381.2500000000002 12983.750000000002 0.7894800591595269 47.250696212794999 1168.2500000000002 6.5000000000000009 2865.2500000000005 66.667782865844472 0.78284271284271301 1.5000000000000002 32032.500000000004 3230.5000000000005 0.59696464783088687 4736.5000000000009 20.811622610521926 0.20000000880314964 44.591243135343383 0.95292323582266536 96.380067440952288 2143.2500000000005 1.0494688139801069 5134.0000000000009 845.75000000000011 725.75000000000011 388.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 6 7 5 38 -1 -3 10 -10 11 20 -13 -14 -4 -7 39 -6 -9 -20 22 23 27 -22 25 -25 -27 28 45 30 35 32 34 36 -32 -23 -34 -28 -5 40 -12 -42 43 44 -41 -8 right_child=1 3 14 4 17 15 8 18 9 -11 16 12 13 -15 -16 -17 -18 -19 19 -21 21 29 -24 24 -26 26 37 -29 -30 -31 31 -33 33 -35 -36 -37 -38 -39 -40 42 41 -43 -44 -45 -46 -47 leaf_value=-0.0015275772902828087 -0.00092430122753970017 0.00035512320960563796 -0.00090939641454120185 -0.0014608712819098441 0.00034354786173343709 -0.00083054986846284404 0.0028117631726593145 -0.00057973672890297538 0.0006428427882763805 0.0053100716686588761 0.00012984110831262567 -0.0022184861822638364 0.0068072203966344875 -0.00071757151521371714 0.0021113296616217482 -0.013020323515847225 0.001579371857929124 0.0029030227230610931 -0.0029436178741723616 0.0025135635875205278 -0.00022452021925044159 -0.018182206170600058 -0.018224230342661799 -0.0031798141504633076 -0.002487270558108936 -0.01378507192754069 -0.03844219210953459 0.010650468217325846 0.0028266056121784913 0.0013300708878707509 0.00029217453943458183 -0.034480718377800944 -0.011663654117473877 -0.0052819125952384685 -0.015368953235720245 0.0018529908748627739 -0.00054987771996829889 -0.0056852309725474335 0.00017146469419230214 -0.0043788014177648287 0.0015871142822324606 -0.02180011651816733 0.0046504137237991724 -0.0023041545514028631 -0.024029417825641934 0.0007132653264541476 leaf_count=7508 91302 8349 32916 7124 81455 64119 3672 7990 3138 2098 259727 6793 668 1095 2536 132 9232 3060 11258 924 3097 55 76 758 2435 148 109 268 6434 20960 11043 25 171 1911 94 5954 4001 20 73523 217 48 96 248 1181 114 121859 internal_value=0 -0.00725811 0.00496274 -0.00358144 -0.00132362 -0.0069528 0.00632024 -0.0217426 0.00688978 0.0479722 0.00642469 0.011418 -0.0252318 0.04073 -0.0132354 -0.0163333 0.00289173 0.00832742 -0.0335475 -0.048292 0.0131307 0.00339699 0.0168665 -0.0450761 -0.0814815 -0.16147 -0.437217 0.0170762 0.016698 0.0105966 -0.00273849 -0.0147988 -0.0138647 -0.0448404 0.00305421 0.031873 -0.0191932 -0.636913 0.000520612 0.00192988 0.00232916 -0.267344 -0.0570257 -0.0809403 -0.212791 0.0147881 internal_count=859941 349236 510705 257934 229413 144898 475253 28521 467745 5236 462509 191646 8556 1763 35452 64251 270863 84515 20172 12182 183090 50781 132309 6567 3470 1035 277 132233 131965 44214 23254 17245 17220 6083 11137 6009 4172 129 80647 261631 259871 144 1760 1512 331 125531 shrinkage=0.0523833 Tree=68 num_leaves=47 num_cat=0 split_feature=20 17 17 27 27 23 10 29 19 27 7 14 23 28 14 27 13 27 29 23 17 28 7 17 14 23 7 23 27 27 14 5 14 22 24 14 11 11 14 13 12 10 14 11 7 17 split_gain=19.0347 12.0354 10.898 8.94624 11.3236 11.4671 17.2568 10.5553 9.47337 13.5865 10.689 11.0099 9.49704 8.45532 8.11407 14.4601 7.6964 7.564 12.3746 11.6554 7.34266 7.3305 12.6824 8.7378 7.08083 7.07367 10.6101 15.3264 10.9322 9.79009 8.59264 13.7015 9.33186 8.63442 8.38682 10.4571 9.11331 7.58058 7.03674 7.02718 9.55515 6.91722 6.82754 6.84905 6.51865 10.7364 threshold=0.74408200636411548 82.170983373605438 37.480568837284373 6.5000000000000009 14.500000000000002 2.115258725395635 0.96982330544640993 0.56616709019828926 432.25000000000006 1.5000000000000002 -89.935768127441392 12.898534001593093 0.18233621254005403 1198.2500000000002 30.395467730463803 47.500000000000007 12.64953664558343 22.500000000000004 3.3978783463849944 0.99971947559033614 45.53541333527216 728.25000000000011 -52.125013351440423 62.322740999754139 12.141542396953572 0.33239100801109706 -56.966356277465813 0.91191422789315812 1.5000000000000002 4.5000000000000009 25.72144265956695 46.999996185302741 20.811622610521926 7423.7500000000009 19.500000000000004 29.535259604910383 0.89585317460317471 0.75261235587002107 7.5545178896942193 80.400150473265668 168.30508652763322 0.97795512567303433 36.296243772934851 0.70661212790399397 -1.0000000180025095e-35 50.544559655715396 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 8 7 13 -7 16 9 38 11 -10 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0.0087091452550463484 -0.009455016961236783 -0.010664815099680199 0.0065818678001020575 -0.01678060283160061 -0.0082099896215297747 0.0088747314707170229 0.0089531435183873333 0.0058963003043022008 0.0065573773487091775 -0.0079149529206915675 0.0097407288821049834 -0.026305558113318066 -0.0033371838032691357 -0.00066795491197896729 -0.00070305174162223455 leaf_count=116261 64378 197 49 93 1630 5162 234 23055 140 11251 165 3223 29342 2575 10425 50 13900 47 81 4750 149 82642 105411 2041 319297 36 1045 3610 196 197 439 535 427 214 95 598 100 87 773 1825 223 57 57 95 34117 18667 internal_value=0 0.00188482 0.001418 0.0002229 0.00173436 -0.00188118 -0.0476175 0.00721269 -0.00861899 -0.0348437 -0.00492259 -0.060182 -0.0026643 -0.00115319 -0.00159011 -0.0239352 -0.0192407 -0.0221979 -0.0540594 -0.0477101 -0.286687 0.00896819 0.00420685 0.0161912 -0.000510756 0.0365526 0.0311 0.0483351 -0.0337894 0.167845 -0.0237341 0.021606 -0.120673 -0.0495052 -0.0309998 -0.0152295 -0.110003 -0.104708 0.089266 0.0741071 0.0497894 -0.145214 -0.017343 -0.228132 -0.00218277 0.00532762 internal_count=859941 743680 733799 669421 571694 344400 5396 227294 97727 12073 85654 3363 82291 339004 336429 15502 14145 15452 5027 4946 196 213149 128466 84683 320927 9881 9487 7496 1991 394 1955 1332 623 893 1838 1743 698 679 822 5658 3833 592 14052 152 82126 48009 shrinkage=0.0523833 Tree=69 num_leaves=47 num_cat=0 split_feature=16 17 16 17 16 17 32 23 16 4 4 16 19 2 17 16 17 16 17 4 25 17 16 17 17 5 4 23 16 4 0 17 16 29 16 4 17 16 14 14 9 19 9 29 29 12 split_gain=116.308 21.9886 19.3474 19.221 18.1256 15.1977 12.1081 10.5861 9.93236 9.51935 8.78054 8.76662 7.96265 6.77577 6.63977 6.56384 7.25799 18.9627 9.1589 15.5637 10.6275 8.2376 14.4249 8.22106 7.81994 7.71095 13.466 12.2261 7.53424 7.83888 6.63584 6.57871 7.09826 6.28566 8.5053 8.19147 6.05918 6.02866 6.90175 6.51876 6.12935 5.84516 6.36619 9.03882 7.24698 6.45372 threshold=199.50082152890573 89.041953218455532 217.89032344795075 52.924014847720365 147.2126561651277 36.469833250773569 2.5000000000000004 1.78257961070426 182.52907549773312 21.00000095367432 22.086446762084964 210.76051264787921 302.25000000000006 20.051956815114714 55.687668813796968 238.07651470993025 49.350282507874248 225.67016933389559 55.919589856224341 19.194163322448734 648.25000000000011 46.873709252452919 229.83684168620982 45.088193638896691 47.730609000825581 155.02124786376956 64.98279190063478 1.1196558059037758 234.56081527328311 22.718797683715824 43.000000000000007 44.174417082611619 232.61593052933162 0.13116150473371133 168.40197922455437 23.334525108337406 59.948308992829901 102.14208895562795 81.336828300925347 113.70081920726567 0.95329417939552774 489.25000000000006 0.95215814580729063 1.7501608186257755 2.7628584878209357 201.44722215136417 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 7 10 33 15 -2 9 13 -1 14 -3 -7 -5 16 17 24 -18 20 -20 22 23 -19 -4 26 30 36 -23 -30 -21 32 -24 -6 35 -35 -28 38 40 -40 -12 -14 44 -44 -43 -45 right_child=2 12 6 11 5 8 -8 -9 -10 -11 37 -13 41 -15 -16 -17 18 21 19 25 -22 28 31 -25 -26 -27 27 -29 29 -31 -32 -33 -34 34 -36 -37 -38 -39 39 -41 -42 42 43 45 -46 -47 leaf_value=-0.0021024396155710284 -0.00064054784854531734 0.015041906113929507 -0.0013423821551930054 -0.00053868487306106192 -0.0014811239846662285 -0.0010333599250236677 -0.0014412150570093346 -0.0046243921883870878 -0.0007991387823481662 -0.0025821312512073406 -0.0055561001280010408 0.00088251634625978047 -0.0041539341486648571 -0.002844391080883918 0.00045137375597574509 0.0010272615257710188 0.0010081102883306783 -0.001582224347288588 -0.0036014345859749571 0.00069234041414476259 -0.017536983812913128 0.0012683465086501514 -0.00043664392105075402 2.1036586031572014e-05 -5.0076382650492346e-05 0.0055300521329193384 -0.0043483515526873623 0.0023744083740636721 -0.030033309025112403 -0.0039358429932626407 -0.0054934425597328914 0.0012005994615138119 0.00063056089069592073 0.0011294919822833537 0.0040861421403644727 -0.0046122012896527669 -0.021332599290200326 -0.0058958771549219718 0.013413019920294143 -0.01583159074798654 0.0018780238061100474 -0.00057972133787429858 0.0033298686683496223 -0.018696356289026158 0.0076651621224205751 0.00041416318616063525 leaf_count=16213 76729 115 20597 36564 2627 45530 8487 1875 82429 20917 919 46342 533 6475 37806 68759 88296 12526 404 4121 239 41232 21087 29316 34155 582 82 148 38 187 538 41616 90491 5780 2420 773 194 3321 128 25 455 3939 4419 88 316 108 internal_value=0 -0.0212826 0.006365 -0.0018728 -0.0236565 -0.0201692 0.00991055 -0.0140422 -0.0227763 -0.0312775 -0.051301 0.00605155 0.0256097 -0.0240315 -0.000675567 0.0106092 0.00900516 0.00653329 0.016615 -0.0201972 -0.167634 0.0104158 0.00769476 -0.00876086 -0.0102366 -0.00346258 -0.0159466 -0.186564 0.023217 -0.159276 -0.000419323 0.0121893 0.00818718 0.0147467 0.027342 0.00863243 -0.310911 -0.0886408 -0.0366359 0.164833 -0.0590702 0.022411 0.0285228 0.054247 0.000622138 -0.155891 internal_count=859941 197530 662411 199316 188012 166951 463095 78604 155351 72922 21061 120712 9518 52005 74370 454608 385849 291245 94604 6308 643 236493 195036 41842 54752 5665 5083 424 41457 225 4659 153194 111578 11600 8973 6553 276 4848 1527 153 1374 9403 8870 4615 4255 196 shrinkage=0.0523833 Tree=70 num_leaves=47 num_cat=0 split_feature=20 17 17 26 13 20 14 27 15 24 7 17 27 26 23 27 25 28 15 30 23 15 23 20 26 24 8 7 27 15 13 7 14 17 23 20 8 7 28 14 15 27 25 14 17 24 split_gain=15.6169 10.0548 9.02946 8.07252 7.71755 6.99451 12.595 10.0149 21.713 17.4424 8.24198 8.43747 8.41151 7.60581 7.03607 6.9371 8.31692 14.2235 6.80837 6.49214 6.75323 6.47758 7.30981 7.09931 11.0647 7.14161 7.03914 6.82721 10.7861 6.2151 14.3058 6.17362 8.35246 6.46815 5.87355 5.67416 10.1837 5.6657 7.59666 6.38345 6.63524 6.26422 5.80609 7.72735 11.7546 6.25163 threshold=0.65459483681990094 99.049717629584919 33.855555532826763 0.049272870125746132 16.216360345586754 1.0654078908878166 36.296243772934851 45.500000000000007 0.71224156222852197 28.500000000000004 -1.0000000180025095e-35 51.663793431909575 6.5000000000000009 0.61523311228025357 2.2601993334158546 5.5000000000000009 15836.000000000002 12983.750000000002 0.7730550412415732 1.5000000000000002 0.70840960839603728 0.37247506816114456 0.34766145021750655 0.47565686335987967 0.8160511416338313 6.5000000000000009 792.50000000000011 -84.265571594238267 10.500000000000002 0.62830283987991831 66.667782865844472 -71.565052032470689 27.917613096051536 65.555639139097906 0.45781358056708166 1.0180564694444942 804.50000000000011 -79.196342468261705 353.25000000000006 167.62527456290113 0.35758728295662173 1.5000000000000002 1137.7500000000002 20.203098947527138 39.143269427926988 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=19 2 -2 -4 -5 10 7 34 -9 -10 11 37 -12 -8 15 16 17 31 -18 21 -21 23 -23 -1 25 -25 -26 28 -24 -17 -31 -13 33 -33 -7 -3 -37 42 41 -40 -41 -39 -6 44 -44 -45 right_child=1 35 3 4 5 6 13 8 9 -11 12 14 -14 -15 -16 29 18 -19 -20 20 -22 22 27 24 26 -27 -28 -29 -30 30 -32 32 -34 -35 -36 36 -38 38 39 40 -42 -43 43 45 -46 -47 leaf_value=-0.0029861769582149116 0.00094936168614857721 0.0030594822447402282 -0.0090817755805955129 -0.0030932292432328109 0.0004043178229125137 0.0075347247891848603 -0.022515945282340966 -0.0007422426270534421 -0.022696424526414405 -0.0046543907719087943 -0.00073056970809306772 -0.0029584160997569568 5.601894603844778e-05 -0.0025727784402261606 -0.0046569580297295531 0.00076663868365692105 0.0055588298497017963 -0.014544892681571893 -0.011000356115616675 -0.0010252164105044464 -0.0038292585062804549 0.00081270915545089109 -0.0017259183687131376 -0.0023833586442555338 -0.020778054490644397 0.005113852631884316 -0.0033678183257831282 -0.00076976975880625157 0.0050651023106659376 -0.00013438171477059049 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76.819291928559366 46.468554853412023 6.5000000000000009 14.500000000000002 48.00000190734864 874.75000000000011 -1.0000000180025095e-35 551.50000000000011 20.500000000000004 498.75000000000006 2.5000000000000004 1.0731157435585315 12.500000000000002 1686.2500000000002 15836.000000000002 0.62160393252085799 2816.7500000000005 1085.2500000000002 3775.5000000000005 0.47813589482684093 -63.672157287597649 676.25000000000011 40.275648221308479 1.469650419268296 370.25000000000006 359.25000000000006 432.25000000000006 2201.2500000000005 1.5000000000000002 124.30833792419054 3517.5000000000005 705.25000000000011 -49.871545791625969 83.249851226806655 3166.5000000000005 2105.5000000000005 12.64953664558343 0.8666666685651282 -42.266448974609368 0.45833333551712346 138.60967795412384 1.5000000000000002 0.65512722180182104 0.24138175629733705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 8 16 38 -7 -8 -2 10 14 -12 13 39 15 -4 18 -18 19 24 21 -20 23 -22 28 26 -26 -28 30 -30 -5 32 -25 34 -29 -21 -23 -38 -6 40 41 42 -11 -44 -43 -9 right_child=1 -3 9 4 5 6 7 45 -10 12 11 -13 -14 -15 -16 -17 17 -19 20 35 22 36 -24 31 25 -27 27 33 29 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 44 43 -45 -46 -47 leaf_value=-0.00051542831768288777 0.00058191102739183485 0.0088056580079935651 -0.0069807037003401986 0.004735123051883834 -0.016120378088830649 -0.00011726965725885417 -0.0027495841827805318 -0.011704771930686758 2.9584585895701651e-05 -0.012021810282333194 0.0060566039002206296 -0.010746791309295352 0.0035593247419022692 -0.0069218889566093639 0.0047164643192880986 0.014767171229531617 -0.012742160076752579 0.0041483732073067789 -0.0089304262988123603 0.0013653287645971584 -0.025380505869856261 -0.00013900302385468975 0.00021266139089098142 0.0034067239159306399 -0.016689621982594775 0.0027147992747872892 0.012831064369445144 -0.011849804811873694 -0.00012862077400479472 0.0082806892077148236 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0.00610086 0.0302639 0.041553 0.0028831 -0.114662 0.0337024 0.0448252 0.0189635 internal_count=859941 743670 743320 730695 441873 382233 231112 11717 288822 12625 1460 547 11165 6759 913 388 59640 1355 58285 50243 8042 2622 5420 1420 36548 10982 10190 10075 25566 17667 7899 1364 425 9969 1980 13695 1629 527 151121 6166 5481 2388 628 274 1760 3345 shrinkage=0.0523833 Tree=72 num_leaves=47 num_cat=0 split_feature=16 16 32 23 16 18 27 14 21 28 5 5 27 27 5 30 4 23 14 28 27 14 4 23 14 21 14 5 1 20 14 1 6 5 25 1 27 4 21 27 10 28 28 18 25 5 split_gain=102.526 17.0757 12.3841 9.93918 8.97134 8.40257 8.26202 8.49316 6.98247 9.79134 7.84379 6.93956 6.91091 8.1879 6.92546 6.75519 6.67333 11.4244 6.44502 6.39517 8.18108 6.7983 6.5635 6.69139 6.77321 7.02966 9.83486 6.43546 6.31589 6.67336 7.97938 6.46463 6.09684 5.91101 5.83074 6.50647 5.98476 5.97117 5.75978 8.97259 7.97159 7.88582 6.651 7.29896 5.70676 9.96452 threshold=208.60391725632692 176.45253089503512 2.5000000000000004 0.37669773217683961 230.1335216572505 6.5000000000000009 26.500000000000004 34.601198833371591 7.5000000000000009 690.25000000000011 66.107688903808608 28.998843193054203 33.500000000000007 14.500000000000002 48.497579574584968 1.0000000180025095e-35 22.785152435302738 1.4548594284987966 23.240555543096448 3783.2500000000005 2.5000000000000004 17.945812311168897 98.193344116210952 1.3205557953512295 100.16392862364285 1.5000000000000002 36.929302456599693 149.00367736816409 149.50000000000003 1.0974508582877569 39.40340063283184 1532.5000000000002 0.6779660898342289 34.999181747436531 632.25000000000011 440.50000000000006 24.500000000000004 28.460495948791507 15.500000000000002 33.500000000000007 0.80555734475243712 511.25000000000006 581.25000000000011 4.5000000000000009 3041.7500000000005 43.856287002563484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 5 6 19 8 -8 10 38 -6 13 32 34 33 17 -11 -19 28 21 -21 23 24 25 44 -27 -24 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-0.0353675 -0.0010889 -0.0876352 -0.0522082 -0.00401548 -0.180394 internal_count=859941 275413 584528 91380 573346 351230 350947 58875 58337 44449 36492 222116 184033 176283 81609 538 7957 5245 69 292072 6285 2892 3393 2749 2327 2259 873 644 285787 282711 52573 917 94674 354 78382 46590 24687 31792 36441 3462 3366 32979 1563 1207 1386 162 shrinkage=0.0523833 Tree=73 num_leaves=47 num_cat=0 split_feature=16 16 32 4 20 4 30 26 9 16 16 16 26 16 26 13 7 9 4 28 7 6 1 28 6 6 28 18 26 20 26 23 7 9 28 13 26 1 26 20 28 7 13 4 1 28 split_gain=91.2991 15.5081 9.2297 8.51116 7.93766 8.26976 6.31816 6.08268 6.00743 5.92162 5.03305 6.85851 5.87485 4.97064 5.16872 6.78132 4.88328 5.4302 6.71959 11.3749 5.6407 6.78751 5.47439 5.36416 5.19821 5.02061 8.56658 5.59554 4.8288 4.89248 7.17885 9.93443 5.79866 6.7639 7.20758 7.45218 7.28608 5.00849 8.14552 4.62804 4.59726 5.27277 4.59625 4.5887 5.83983 4.56983 threshold=198.52384047559318 216.79990982867452 2.5000000000000004 19.877800941467289 1.0654078908878166 48.525421142578132 2.5000000000000004 1.0143798079703858 0.86583802552681532 164.38800672196024 102.14208895562795 151.38915487208908 1.0584705353126409 233.10137737443452 0.42967938534446559 19.946715930673744 -1.0000000180025095e-35 0.95292323582266536 227.33732604980472 46312.000000000007 -52.125013351440423 0.46875000112146081 7984.0000000000009 511.25000000000006 0.35443035316967325 0.79629628541383723 1031.7500000000002 1.5000000000000002 2.2938727011390192 0.80079689180447589 0.22192953315563821 0.18233621254005403 -26.648571014404293 0.95657347785951752 5180.5000000000009 237.59296567311125 0.32169236375970184 1882.5000000000002 0.96674680644894084 0.98881146064849401 7467.2500000000009 -80.604068756103501 16.216360345586754 70.001388549804702 5566.0000000000009 1146.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 28 4 7 16 13 8 9 -5 -1 12 39 43 14 -6 -16 17 18 20 -20 21 -3 -19 -18 -21 -23 -27 -28 29 -2 40 -32 33 -33 36 -36 -35 42 -39 -12 41 -31 -34 44 -10 -38 right_child=1 2 -4 6 5 -7 -8 -9 10 -11 11 -13 -14 -15 15 -17 23 22 19 24 -22 25 -24 -25 -26 26 27 -29 -30 30 31 32 37 34 35 -37 45 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.0011263120749597203 -0.00065136271175667416 -0.0014447736360218631 -0.0012374948181763895 -0.003194202110808298 0.0083679132402726016 -0.0061338101086116422 0.00047336745737567096 -0.0025671254114338314 -0.0010495672134360637 -0.0002857142370515474 -0.001075179407062789 -0.0012956163405071391 0.005082868212024143 0.00065380356216640869 -0.017608464518817188 -0.00013549832982032875 0.0010632934632485206 0.0009968167393920042 -0.015913261397493977 -0.013473257905751086 0.00086789687549148123 0.00092590134110967677 0.0032917811167589755 0.0003099490308527912 0.0023807412534066169 0.00052166417291002541 -0.0040819908114604654 -0.025925219677151327 -0.0024760145446243538 -0.003488839978352793 -0.020002422267649058 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-0.0578045 0.0938257 0.111544 -0.0040446 -0.012658 -0.0325017 0.023708 internal_count=859941 669117 479736 190824 470954 105881 88234 102590 83506 98072 78162 75782 2380 105296 73087 72891 365073 160756 68299 595 67704 24940 92457 204317 411 17469 4002 1329 189381 187034 152824 151999 151931 36014 24314 97 24217 115917 2951 6899 825 781 112966 1694 1479 24021 shrinkage=0.0523833 Tree=74 num_leaves=47 num_cat=0 split_feature=16 16 33 16 18 20 27 10 28 23 23 27 8 8 7 15 9 27 10 5 8 24 20 23 9 7 5 27 24 24 5 28 20 6 28 1 5 27 16 8 9 13 27 23 7 5 split_gain=84.2204 11.2137 9.25092 9.15676 8.27267 7.94605 8.24681 18.9544 8.2968 6.86861 6.69645 9.80826 7.90449 9.14701 6.63542 8.7324 6.52855 10.113 6.35243 6.49162 6.84095 6.75502 5.87281 9.34229 5.66009 6.0005 5.57923 5.27657 10.4743 5.90031 8.20088 6.13899 6.62663 5.47793 5.22496 7.54828 6.90388 4.99098 4.95813 9.59745 6.10723 9.48441 6.08311 5.53739 5.16976 4.94372 threshold=201.86953985173491 229.52336136911643 2.5000000000000004 161.57205450022619 6.5000000000000009 1.1364594255411087 45.500000000000007 0.73794081219073482 513.25000000000011 0.31616468083051918 2.115258725395635 14.500000000000002 1369.5000000000002 1081.5000000000002 -4.3748912811279288 0.14154934957788376 0.96076292625862514 2.5000000000000004 0.70268646256121514 38.183763504028327 740.50000000000011 10.500000000000002 0.52192944240445438 0.60716117216117227 0.95136047605528751 -52.125013351440423 29.83223915100098 36.500000000000007 24.500000000000004 9.5000000000000018 48.999994277954109 620.25000000000011 1.0654078908878166 0.74074060850868995 353.25000000000006 173.50000000000003 33.941125869750984 2.5000000000000004 102.14208895562795 622.50000000000011 0.96180690872087993 146.48181298758291 3.5000000000000004 0.34766145021750655 -8.1301016807556135 33.999921798706062 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 9 5 10 16 8 -8 -1 14 -12 13 -13 15 37 -7 45 19 20 -19 -21 23 -3 25 -17 -24 29 -29 33 31 32 -31 34 35 -5 -37 -2 40 -40 41 43 -42 -11 -43 -18 right_child=1 22 -4 27 -6 6 7 -9 -10 38 11 12 -14 -15 -16 24 17 18 -20 21 -22 -23 26 -25 -26 -27 -28 28 -30 30 -32 -33 -34 -35 -36 36 -38 -39 39 -41 42 44 -44 -45 -46 -47 leaf_value=-0.00018973052643881045 -0.018015021568991017 -0.00015715837291982991 -0.0010624149044715083 -0.0027470589429824418 0.0092668981546982221 -0.0010874201030789438 0.0038585940442854949 0.00012169996857253542 -0.019903669845065891 0.0090418497742449262 0.00058763579931718057 -0.0022038798099158672 -0.0030912025151915044 -0.019293485709598102 0.00013342236575244895 -0.00073079568946436289 0.0020158575609727403 -0.0012776533590733376 0.00072278075996333707 -0.0013323910467212339 0.00093977332710817559 -0.0096525691200254789 0.0012078779357212552 -0.0057445877786126628 0.00089440989147014096 0.00074027577997325437 0.00051606760214866659 0.004032527602268539 -0.0012576184162991001 -0.0011672790285799472 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-0.176076 -0.0339561 -0.0370144 0.00377253 -0.0236043 0.0730092 -0.0550933 0.10684 -0.254101 internal_count=859941 645255 405417 214686 388377 388102 59464 879 300 52003 328638 2707 1242 356 325931 108640 58585 39120 38966 16832 15687 1145 239838 7297 108394 30567 232541 162683 4144 158539 69131 66889 37616 89408 53939 1206 818 246 42969 39747 3222 2309 913 1860 449 154 shrinkage=0.0523833 Tree=75 num_leaves=47 num_cat=0 split_feature=16 17 16 17 16 17 24 8 16 32 19 8 19 27 1 17 11 8 9 1 17 16 16 17 16 6 1 26 6 16 18 17 0 15 8 0 1 27 16 11 27 17 26 27 16 32 split_gain=75.9635 18.4784 14.1654 13.5208 12.4641 16.3227 11.1118 9.35277 8.92752 8.26155 7.99925 7.09152 6.97137 6.89418 6.70972 6.58237 34.72 17.6716 9.77631 10.3718 8.45057 9.59392 8.13318 7.87952 8.21151 7.40227 7.886 11.8041 6.10304 6.09652 6.00992 5.97703 5.8718 6.23392 7.21069 5.63384 5.56534 5.55784 5.44786 14.7089 10.4618 5.30252 7.79575 10.7236 5.25418 11.0203 threshold=199.50082152890573 89.041953218455532 147.2126561651277 39.820452493812077 215.40288241847469 54.323923667777891 8.5000000000000018 622.50000000000011 182.52907549773312 2.5000000000000004 412.25000000000006 440.50000000000006 302.25000000000006 27.500000000000004 999.50000000000011 56.9371784893899 0.77109881722825169 1520.5000000000002 0.95329417939552774 436.50000000000006 52.219237013836086 221.26102641320037 226.64277688603534 49.350282507874248 225.67016933389559 0.60975610664693647 1953.5000000000002 2.4657552569366685 0.64516129304256242 224.30659657091482 6.5000000000000009 49.78239595128256 40.500000000000007 0.63178369564070891 141.50000000000003 24.000000000000004 5566.0000000000009 37.500000000000007 224.12919502576173 0.78508596069162484 8.5000000000000018 58.012688648127856 0.86325884733381086 24.500000000000004 169.64799388424458 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 44 5 6 32 -1 11 13 35 -5 -3 15 -12 20 18 22 25 -20 21 31 -18 24 -23 -17 -27 -28 -16 -19 -15 -6 33 34 -2 -8 -13 41 -22 -40 -41 42 -10 -44 -4 -46 right_child=4 12 3 8 9 -7 10 -9 37 -11 14 36 -14 30 28 16 17 29 19 -21 38 23 -24 -25 -26 26 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 39 40 -42 -43 43 -45 45 -47 leaf_value=-0.0016216906774263746 -0.0031327159278287131 0.014109962005358969 -8.6374599349937217e-05 -0.00094885267076828068 -0.0010026910662437141 0.00042544582602184027 0.0019687296194849557 -0.004096326526878075 -0.00040241407254430566 -0.0011552915199783444 -0.0012249367293766208 -0.001947709087405056 0.0011891487552034385 -8.9465499316206218e-05 -0.0018113966734314777 0.0013093926903695859 -0.0090817386155287623 -0.003612573373006917 -0.020171311191729414 0.0034336590188306696 0.0015988845309637114 -0.00024970735222813289 -0.020776587979919887 0.0013253325265540786 0.00058353627152513024 -0.0012412872388326837 -0.015084655806630489 0.0085454607107966155 -0.0070696280325747967 0.0086768556373041945 0.0073039161144392876 0.00019764506682800091 -0.00074527045237887625 -0.00021054771600571083 0.0019990209704887052 -0.0010663499336291476 -0.0076597370532479163 0.0021488425846325526 0.0016677698184097182 0.00093034509220270756 -0.012014226855949902 4.0147862754674797e-05 -0.001249290883283473 -0.0045900648455476332 0.003707080816157149 -0.0012122089202381092 leaf_count=15236 818 116 13408 33990 17130 75830 3601 5781 32078 9279 41505 32008 9387 70026 1437 1101 1027 296 52 2880 27007 37027 194 33709 262757 621 317 71 1047 177 303 33931 14171 11369 9219 3143 475 1888 1721 273 460 18888 25925 2935 3325 2002 internal_value=0 -0.0173102 -0.0194856 -0.016405 0.00503704 -0.00258259 -0.0119872 -0.0439524 -0.0196051 0.00750616 -0.0214889 -0.0282108 0.0257118 0.00806471 -0.0264055 0.00959657 -0.0214123 -0.145273 0.0202022 0.0575569 0.0101011 0.0088506 -0.208843 0.010805 0.00917507 -0.0317049 -0.0935763 -0.20542 -0.0768896 0.018827 -0.00109982 -0.00391432 0.00156225 0.0120151 0.0301774 0.0105807 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217.89032344795075 22.500000000000004 0.77155306826087555 3.5000000000000004 25.500000000000004 710.75000000000011 0.40231419771219962 579.25000000000011 513.25000000000011 0.82284339959924047 485.25000000000006 0.34567382072288161 0.85689578594597515 17.99769496917725 46.396812438964851 7.5000000000000009 0.8402575603330541 2.5000000000000004 424.25000000000006 3.5000000000000004 12.500000000000002 121.06854249492382 1.0444774273617874 30.500000000000004 1.1189463451301531 1.5220184730007724 93.165999231107222 33.241277694702156 0.90230428728740353 0.60379203876671073 0.86980839289015577 503.25000000000006 601.25000000000011 0.4618111304549985 578.25000000000011 10.500000000000002 1.22672055837538 0.34567382072288161 11.500000000000002 164.38800672196024 16.500000000000004 0.92205111485599611 23.500000000000004 0.97416144307209185 0.3157962917906581 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 -2 12 19 7 6 10 8 9 37 11 -6 -3 45 -15 17 18 38 -17 20 -4 23 -23 24 -21 26 27 -25 31 -30 -24 -29 -12 34 35 36 -34 -5 -1 40 -40 -7 44 -44 -35 -14 right_child=1 2 3 4 5 41 -8 -9 -10 -11 32 -13 13 14 -16 16 -18 -19 -20 21 -22 22 30 25 -26 -27 -28 28 29 -31 -32 -33 33 42 -36 -37 -38 -39 39 -41 -42 -43 43 -45 -46 -47 leaf_value=0.00026841282259253 -8.1738586133439116e-05 -0.00092489926344716531 1.1643045053567866e-05 0.0038499540185007357 -0.019245120278084695 0.0014096391838231764 0.0043554764095796615 0.0019889760800016368 0.00083434220884381308 -0.020408646865986261 0.0034629145916295419 0.0015745845899059984 0.0031146182100342222 -0.017874995788098084 0.00036901804516956268 -0.0014634793219063767 -0.0035952881357987233 -9.5242021536514278e-05 0.00209428583827525 -0.0007360364643612616 -0.020224695638106742 -0.00016780899937717431 -0.032605974289286209 0.0037565428480256201 -0.022633333791685844 0.00027262805413186947 0.0060161431726591386 -0.018679287982451817 -0.030897926556434696 -0.0035646651200307365 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0.70646250036624403 44.500000000000007 4.5000000000000009 3.5000000000000004 842.50000000000011 66.107688903808608 0.77272727484539083 812.50000000000011 18.558486474700686 22.999998092651371 0.88545612209305991 35.998847961425788 0.81263992186913092 43.000000000000007 0.47023435160227617 15.500000000000002 225.51559547707049 232.7755138590401 0.80079689180447589 52.500000000000007 23.187101795855938 0.22192953315563821 0.53313249617207303 36.500000000000007 1.2260756254958272 19.025235767362329 474.50000000000006 36.929302456599693 242.23528576787763 0.96607243267113563 0.97385140267612802 5052.5000000000009 22.086446762084964 0.27027027236013412 0.99463686481303937 0.58557965472027984 0.17550235425863134 3.0561661977315033 19378.500000000004 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 24 -1 4 17 11 7 33 9 12 -11 14 -9 28 -6 -16 23 18 -3 -20 -19 -14 -23 -17 -2 27 -27 -26 29 30 31 32 -8 -7 -22 -36 37 38 -37 40 -40 -38 43 44 45 -43 right_child=1 3 -4 -5 5 6 13 8 -10 10 -12 -13 21 -15 15 16 -18 20 19 -21 34 22 -24 -25 25 26 -28 -29 -30 -31 -32 -33 -34 -35 35 36 41 -39 39 -41 -42 42 -44 -45 -46 -47 leaf_value=-0.0005315354734871866 -0.00064471526513732889 0.0011846508805417543 -0.0012109567913128143 -0.001031622351914758 -0.0015392949526508517 -0.0017065265993526453 0.0034130282027176806 -0.00020189807750693126 -0.028662074503571833 0.0061608426143088648 -0.027620961569042545 -0.018006835330064367 -0.021072612672221769 0.0012705548082244072 0.0014436062184725485 -0.010186500927023412 -0.00056716683980222605 0.0019584526079176037 0.0005431411469302861 -0.00071292225016996759 0.00011992899984353584 -0.024058402306624527 0.006144247239288074 0.0030409207994573795 0.0041227757495437244 -0.0027683373550528093 -0.021293583552089313 4.192854498223572e-05 -0.00026131188803537849 -0.0006694974547124487 -0.012543684152848697 -0.0023207889948607522 -0.020123603679146691 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internal_count=859941 669047 190894 462894 454441 39408 17470 3156 640 587 192 21938 395 14314 21876 18011 3628 415033 201347 133356 213686 275 83 515 206153 169514 413 169101 9754 3936 1474 1161 257 2516 207597 22654 2229 761 352 243 188 1468 1412 457 372 289 shrinkage=0.0523833 Tree=78 num_leaves=47 num_cat=0 split_feature=0 9 21 1 21 21 33 19 21 28 4 19 17 13 9 15 6 17 23 18 1 28 4 21 14 19 19 17 6 4 19 28 4 23 28 1 6 13 1 33 23 4 14 17 21 14 split_gain=16.7056 10.8375 11.4828 10.208 10.1296 9.31485 8.08528 7.1296 8.88541 6.66698 6.58639 7.30186 6.44196 6.43429 6.2207 5.83806 5.73819 5.60168 5.45061 5.37941 5.22851 5.72777 5.4821 5.21863 10.665 6.88591 6.74408 4.93649 4.9124 6.94363 4.877 4.80668 4.69551 7.90693 9.54353 12.6367 5.01375 4.87266 6.70558 4.61602 4.34489 6.345 5.50598 4.30878 4.28219 9.8095 threshold=29.500000000000004 0.93940311934859055 1.5000000000000002 706.50000000000011 16.500000000000004 2.5000000000000004 1.0000000180025095e-35 543.75000000000011 18.500000000000004 3335.2500000000005 227.33732604980472 54430.000000000007 89.041953218455532 49.235097591052714 0.9472433358070963 0.34092563431996015 0.86956521968941591 71.946403945925638 0.34766145021750655 4.5000000000000009 7984.0000000000009 17361.750000000004 41.013811111450202 10.500000000000002 28.586522552471159 498.25000000000006 699.25000000000011 53.918036751174171 0.24138175629733705 48.525421142578132 1072.2500000000002 2449.2500000000005 28.991379737854007 1.2566455802685152 5783.2500000000009 6275.0000000000009 0.84000000776384265 131.00364407753452 2682.5000000000005 1.0000000180025095e-35 0.552371174342427 11.999999046325685 21.041097305806492 51.461960257425687 5.5000000000000009 30.7841037725495 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 10 4 5 13 -1 8 43 39 28 -12 27 -3 -14 -13 40 20 30 31 21 23 -22 44 25 -25 -26 -8 29 -2 -19 -18 -11 34 35 36 37 38 -34 -4 42 -42 -7 -6 -5 -46 right_child=1 3 9 17 7 16 12 -9 -10 32 11 15 14 -15 -16 -17 19 18 -20 -21 22 -23 -24 24 26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 -45 45 -47 leaf_value=0.00054564054049386593 -0.0042966173834056622 -0.0011800820223378586 -0.002008061784369014 0.00022165886870790689 -0.018200119400525031 -0.00061440326003683681 0.00011931669141652391 0.00027712577519429111 0.0030408778747676116 0.00065336187616399062 -0.017584197175101519 -0.016798771177336389 -0.0003558948846727528 -0.010705564143401364 0.0035978748082031373 4.1333347178257333e-05 -0.0007398942419442235 -0.0060331282835817185 0.0017072456175855086 -0.0080101955388506407 -0.018167171687342245 -0.010767436822656242 0.0023824337379613797 -0.011971754571222584 -0.013975558666335673 0.0025589333786597292 -0.0014780727952424598 -0.0005223554592413992 0.00078954918649103243 0.0052427779162422432 0.014613004884430741 0.010759139718798201 -0.0042903448844560941 -0.0015560950647766215 -0.0017160867301552682 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414641 57431 357210 209399 208510 445300 889 567 41559 15872 565 301864 27173 4556 458 181337 147811 3877 40101 143934 140500 3434 140367 6045 5484 561 297308 15307 1369 200 39822 2875 2345 1250 784 665 549 452 38684 141236 124049 17187 445 134322 36583 shrinkage=0.0523833 Tree=79 num_leaves=47 num_cat=0 split_feature=18 20 17 11 27 27 21 14 31 1 12 21 18 22 11 17 22 21 14 8 11 13 27 27 4 13 20 13 14 4 1 11 1 13 22 4 6 1 14 21 27 17 22 14 14 13 split_gain=8.66421 7.49412 10.3547 7.16638 6.7841 8.98786 8.23726 12.771 7.79987 11.3461 7.42608 6.89304 8.61605 7.07853 6.7504 6.62028 6.57743 22.3807 15.1586 12.3157 11.6462 9.08533 7.70676 12.3256 13.4757 10.8485 7.41888 7.38989 7.2733 7.24634 7.15908 6.49921 8.33581 6.45004 11.002 9.26251 6.80362 8.30992 6.40316 6.34546 6.66814 6.33551 6.30783 7.40976 6.62333 6.46925 threshold=6.5000000000000009 0.65459483681990094 76.819291928559366 0.92709665387894302 14.500000000000002 7.5000000000000009 4.5000000000000009 20.69772184805792 1.5000000000000002 1097.5000000000002 36.846194077712568 7.5000000000000009 2.5000000000000004 972.25000000000011 0.85937937675070042 37.949310982838895 2343.2500000000005 1.5000000000000002 36.929302456599693 4638.5000000000009 0.83794669099016938 74.023864692716074 2.5000000000000004 1.5000000000000002 31.250638008117679 31.523138613214808 0.88833950624829383 205.28604706489293 24.232812838573121 18.973662376403812 3936.5000000000005 0.7894800591595269 399.50000000000006 87.544603876608093 2544.5000000000005 35.00041580200196 0.451322358763525 3936.5000000000005 18.558486474700686 4.5000000000000009 22.500000000000004 57.431184933328446 380.25000000000006 8.6281896640618019 17.333585406855736 25.530796837391971 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 6 15 -8 31 -10 -7 12 13 -11 -13 -3 21 29 28 20 33 22 23 25 -25 -17 -24 -21 -19 -18 -22 39 -33 35 -35 -20 -36 -38 -34 40 -6 -37 -28 -44 45 -45 right_child=-2 2 -4 -5 8 10 7 -9 9 11 -12 14 -14 -15 -16 16 17 18 19 27 30 -23 26 24 -26 -27 42 -29 -30 -31 -32 32 38 34 36 41 37 -39 -40 -41 -42 -43 43 44 -46 -47 leaf_value=-0.00046173445280836187 0.0075569366146748971 0.00058107150199966694 0.0014917041116985403 0.00073946107588148714 -0.00099917995563682184 -0.010160091834292411 -0.010481724964857234 -0.0012962206289871693 -0.00053510490888647488 -0.0059574959458403177 0.00036794765997663582 -0.0060072804403872122 0.0029836887248007077 -0.0011060592089572204 -0.020266926324037308 0.005543727456817844 -0.017659144129025861 -0.0042484080623757733 -0.02590815289896466 -0.0013648777668726329 0.0011005783144600696 0.0014983614473687088 0.0016217202981360249 -0.0043252528915692281 0.0020439229984369036 -0.00099404300918187315 -0.0019316127390525267 -0.0079006392344567657 0.0015844313404460584 0.00028612218423443699 -0.012590345350111285 0.00095585951730751463 -0.001295003644734276 -0.00098810971970295764 -0.0069894352030156984 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-0.0483913 internal_count=859941 859525 771195 757806 721424 365592 148318 2712 355832 24761 217274 4641 3951 3308 690 145606 115902 24845 9748 6708 3031 91057 82136 9449 5946 3503 72687 3677 3040 15097 749 331071 239235 2282 915 1367 723 519 215041 91836 21368 1303 66269 60705 60448 2979 shrinkage=0.0523833 Tree=80 num_leaves=47 num_cat=0 split_feature=0 9 27 25 2 29 15 19 14 23 27 14 0 27 14 18 13 27 4 25 23 29 13 29 9 19 15 13 15 25 27 13 9 4 25 19 25 19 15 24 24 19 0 27 27 23 split_gain=14.6875 10.5609 9.95638 7.79032 7.60597 6.65773 6.59417 6.56524 6.48638 6.07963 5.89831 5.8582 5.0157 4.86637 4.98568 5.03912 5.66059 4.83982 4.79876 8.82915 4.98658 7.82153 4.61406 4.84305 4.51953 4.51828 4.96397 4.51103 4.34662 4.47442 6.38092 7.32728 11.8645 6.47284 5.75539 4.84607 4.51684 14.1898 8.01318 4.32599 3.91982 3.91183 3.86227 3.85821 3.84602 3.84574 threshold=29.500000000000004 0.94021110388823403 55.500000000000007 776.25000000000011 1.0000000180025095e-35 0.66991380166078685 0.72231062746727104 312.25000000000006 25.72144265956695 1.7450312066182863 26.500000000000004 73.744738650389635 48.000000000000007 2.5000000000000004 17.945812311168897 1.5000000000000002 41.031635788757825 47.500000000000007 227.33732604980472 53654.000000000007 0.99774901448129805 2.0060079770686259 96.380067440952288 0.61391741500882036 0.90625169929309413 264.25000000000006 0.44822918233974202 39.031440660892891 0.14154934957788376 6538.5000000000009 2.5000000000000004 131.00364407753452 0.97662411704601004 28.991379737854007 1822.2500000000002 5587.5000000000009 5208.7500000000009 4373.5000000000009 0.89571006781553553 3.5000000000000004 22.500000000000004 563.75000000000011 52.500000000000007 33.500000000000007 51.500000000000007 0.96592886236617659 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 8 3 6 -1 11 13 40 9 22 18 -5 44 14 -3 45 -17 27 20 -20 -10 -22 -2 24 -24 -15 -27 39 -7 30 31 34 33 -33 -30 -34 -32 -38 -39 -14 43 -4 -23 -8 -9 -16 right_child=1 2 41 5 -6 28 7 12 10 -11 -12 -13 17 25 15 16 -18 -19 19 -21 21 42 23 -25 -26 26 -28 -29 29 -31 36 32 35 -35 -36 -37 37 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=0.00052426568713670951 -0.0012197374619434722 0.00074499076145872892 -0.014560677572674272 -0.00048057374435286188 6.1035778977706857e-05 -0.011557085064356517 -0.0024262714355537383 -0.00023362452758218195 -0.0016276621578653263 -0.0057649009535326754 -0.0042727753651853268 -0.015446976717568572 -0.0034008045593987659 0.0020684858565577099 -0.015325594416282496 -0.0071637692130805545 -0.027838425575212187 -0.014701774383903916 -0.015998215437155457 -0.0012203078479258297 0.00062956263741794543 -0.00075765994525956153 -0.0063172610936618545 -0.0060352309372402324 0.012339916246329101 -0.001042661415793526 6.6138352430962638e-05 -0.0039367193395542155 -0.0026965234782856903 0.0023426284029886371 0.00058025927665577475 -0.027942045145041814 -0.004596669461991526 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-0.042991 -0.00478067 -0.0634042 internal_count=859941 414316 355761 355494 445625 102711 252783 112293 58555 22267 36288 22085 107387 140490 1845 1135 183 30945 35217 576 34641 28689 21354 1108 145 138645 135779 30874 80626 80544 77049 4439 442 344 3997 98 72610 550 474 29494 4906 267 9134 4830 76442 952 shrinkage=0.0523833 Tree=81 num_leaves=47 num_cat=0 split_feature=0 20 17 12 11 7 6 4 17 27 17 17 28 5 12 13 19 6 28 7 6 28 28 6 17 14 11 5 13 7 6 27 21 27 14 28 12 4 14 27 28 21 19 28 20 27 split_gain=14.2032 8.92631 9.22187 7.24908 7.65263 12.7648 8.7097 7.57431 8.09495 9.56483 7.06881 6.82514 6.42731 6.22799 6.19787 6.1557 6.8556 5.99647 6.80636 7.80651 5.9769 7.24094 5.72901 5.63561 5.60937 7.98539 7.01391 6.71697 9.46561 9.76338 7.64891 5.95446 6.51051 14.7953 12.5076 9.4451 10.6306 14.7951 7.62178 6.49367 6.2773 7.38856 5.82169 5.78718 9.17034 5.75857 threshold=46.500000000000007 0.56442637429572118 76.819291928559366 56.677669529663696 0.67838189752252254 -56.966356277465813 0.70000000491217429 23.500128746032718 99.049717629584919 11.500000000000002 52.502193602062341 33.855555532826763 819.75000000000011 14.012403011322023 85.269552621700484 29.684295191463178 10746.000000000002 0.17550235425863134 636.25000000000011 -81.206012725830064 0.90000000491512522 6577.0000000000009 4075.5000000000005 0.51234977957178185 58.503719385705814 26.120835657764999 0.89475362513426437 57.126901626586921 124.30833792419054 -26.436007499694821 0.68965517833030721 22.500000000000004 9.5000000000000018 46.500000000000007 23.444911716285702 715.75000000000011 82.059397513309008 16.866377830505375 35.671323857444627 27.500000000000004 456.25000000000006 13.500000000000002 366.25000000000006 624.25000000000011 0.94958366970360986 49.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 11 -4 5 6 17 8 -6 -10 12 -3 -2 -13 -11 -1 -17 -5 -19 -20 21 -9 -8 -21 31 26 -26 -27 29 30 -29 -15 33 -33 -35 36 37 40 -38 -37 41 -34 -39 -42 45 -45 right_child=10 2 3 4 7 -7 22 20 9 14 -12 13 -14 24 -16 16 -18 18 19 23 -22 -23 -24 -25 25 27 -28 28 -30 -31 -32 32 35 34 -36 39 38 42 -40 -41 43 -43 -44 44 -46 -47 leaf_value=-0.00026966923076501164 -0.0012166928823551222 0.00092882602924178803 0.013176354807571875 0.010114221189861905 -0.0053088658778282193 0.0036101696848647971 0.0071534701787749492 0.0037322429068404662 0.0092895506260873856 0.0043187029026752425 -0.00011514906636495102 -0.0025090794943757036 -0.00022327555500870519 0.00023325254233408292 -0.016648351392864615 -0.002194341621056852 0.0018288309041401027 0.0037113475718827732 0.0037919542098263335 -0.012932109778700459 -0.0040677668473474791 -0.0076156935145133171 -0.0070760352493766891 -0.0036795456023181088 -0.0012429167678328745 0.0016423911373768495 -0.010342249028264798 -0.0047750750341629443 0.0020624791135933828 8.1359124741002942e-06 -0.015743254648111164 -0.00039471973226565905 -0.0010727145668887918 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-0.15388 internal_count=859941 702817 647592 11650 11503 7504 1666 3999 1625 417 157124 635942 74432 607876 156 55225 10451 1180 1103 902 2374 1942 486 748 605363 24328 15682 8646 2908 1686 846 581035 144591 90906 183 53685 49321 10875 38446 4364 4810 518 6065 4292 667 496 shrinkage=0.0523833 Tree=82 num_leaves=47 num_cat=0 split_feature=16 16 8 30 32 29 21 27 29 28 27 27 13 1 19 28 27 13 28 10 8 6 19 21 29 28 27 21 28 27 6 0 10 19 1 10 19 1 11 7 0 10 0 11 28 27 split_gain=53.4591 9.30886 8.1147 6.23672 5.96697 7.17182 8.24325 8.6928 8.20215 8.17356 7.61947 7.26604 9.71366 12.7357 12.285 10.69 8.87056 7.09956 7.01892 11.7117 7.17987 6.35089 6.1849 11.0781 7.42145 6.42998 7.26454 24.3279 12.1399 10.8935 6.10592 5.87989 7.19541 5.87502 5.74767 5.58345 5.5096 5.49564 5.49359 5.32709 5.25676 6.92973 5.2038 5.1889 10.1757 11.736 threshold=195.77683794442535 213.46162262245414 432.50000000000006 2.5000000000000004 2.5000000000000004 0.7725188488382676 13.500000000000002 49.500000000000007 0.28755675298109068 17361.750000000004 35.500000000000007 27.500000000000004 41.694623670679704 917.50000000000011 524.25000000000011 780.25000000000011 46.500000000000007 23.078142512049979 513.25000000000011 0.89485755669298961 534.50000000000011 0.27027027236013412 675.25000000000011 11.500000000000002 0.99999216791979961 634.25000000000011 45.500000000000007 10.500000000000002 513.25000000000011 48.500000000000007 0.54285714742464564 29.500000000000004 0.95079130325108385 633.25000000000011 394.50000000000006 0.86008651793770474 330.75000000000006 467.50000000000006 0.89787407870949809 -1.0000000180025095e-35 35.000000000000007 0.6592522588229599 29.500000000000004 0.77780398322851163 1445.7500000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 38 -1 -4 5 6 7 8 9 -3 -8 17 13 22 18 16 -15 -7 -14 -20 -21 -16 25 24 35 26 -13 28 -28 -29 -19 32 -10 -30 -32 -24 -12 -9 -2 -37 -31 -42 -11 44 -36 -46 right_child=1 4 3 -5 -6 11 10 37 31 42 36 12 14 15 21 -17 -18 30 19 20 -22 -23 23 -25 -26 -27 27 29 33 40 34 -33 -34 -35 43 39 -38 -39 -40 -41 41 -43 -44 -45 45 -47 leaf_value=-0.00042215957341468571 -6.9033072486452416e-05 -0.00043383820886708246 -0.0012365900321586409 0.00074196237130199532 -0.00096334465266120198 -0.0048433386209249269 -0.01029173851502037 -0.0185331859888377 0.0013886192218719377 -0.0036091094482727918 -0.013852033660143138 -0.00017205562095324122 0.00056608371189888185 -0.0035772749311865078 -0.015133247001999134 -0.02566479154371765 -0.027759212283322374 2.1551839027055428e-05 -0.00080312324168626843 -0.0013688099273482896 -0.017686722080317494 0.0010208966439636937 -0.0041929866718510836 0.0014743637712163757 -0.0015199325582592831 0.0013460363543568697 0.0054473205474337202 -0.0059056119382914799 -0.024103746373724207 0.001538844413176025 0.0025259038976583235 0.00042227351863925364 0.0051777366666980853 0.0054960293673159289 0.0010055390698260067 0.0033357054958307636 -8.1512128041273102e-05 0.008128509932051893 -0.0014233755731931229 -0.019980779573820624 -0.015627684646009259 -0.00095808239530058965 -0.021215475734471752 0.00029398522949579999 0.0014341558755472123 -0.0016171701702634635 leaf_count=77710 150217 6971 91502 4591 9844 721 312 99 37881 102 86 20991 488 555 67 81 45 106018 375 98 302 20422 2413 2581 7156 6037 55 1058 230 2096 3750 19965 1427 20 80436 35 1093 27 8694 116 117 361 84 177877 5492 9343 internal_value=0 0.00397676 -0.0156573 -0.021802 0.00599894 0.00646299 0.0160303 0.0176777 0.0181754 -0.0138021 -0.0575056 0.00501412 -0.00470314 -0.0132577 0.0125802 -0.148947 -0.102913 0.00667823 -0.0831386 -0.142294 -0.261321 0.0184806 -0.011122 -0.0300916 -0.0455556 -0.00358618 -0.0106776 -0.0500956 -0.32136 -0.027316 0.0068649 0.0220366 0.0291348 -0.414937 0.00933579 -0.0917179 -0.0207314 -0.244734 -0.00273234 -0.278262 0.00779556 -0.0868361 -0.220688 0.00880196 0.0147575 -0.0093074 internal_count=859941 686138 173803 96093 527227 517383 68047 66556 66430 7157 1491 449336 65699 43947 21752 681 600 383637 1263 775 400 20489 43266 12301 9720 30965 24928 3937 305 3632 382916 59273 39308 250 276898 2564 1179 126 158911 151 2574 478 186 273148 95271 14835 shrinkage=0.0523833 Tree=83 num_leaves=47 num_cat=0 split_feature=16 16 26 16 16 16 14 10 28 23 21 13 9 23 14 14 10 22 22 21 1 13 32 27 28 23 4 28 27 23 27 27 4 32 28 14 27 27 21 27 9 23 4 1 26 10 split_gain=48.3431 8.78849 7.50381 11.2165 6.73615 6.20028 4.92397 5.88903 10.9311 8.69413 5.45898 5.3724 5.34685 5.15422 5.56833 6.02848 4.89281 5.94046 5.81828 5.45184 5.82468 4.90485 5.45582 4.74687 6.44112 4.55534 6.48608 4.43773 7.81719 5.76829 5.55976 8.17637 4.3444 4.65814 4.55247 4.3832 7.08363 6.58642 5.85514 7.14581 6.38149 5.87719 6.23253 6.84059 5.86068 5.02394 threshold=193.88665249367963 219.88493510783249 1.0325883047513915 102.14208895562795 168.40197922455437 147.2126561651277 8.6281896640618019 0.69653607427852438 408.25000000000006 2.2601993334158546 14.500000000000002 38.289215162647913 0.87860545527295253 1.2257370929473805 28.460770763583216 63.038525309422553 0.8402575603330541 626.25000000000011 622.25000000000011 12.500000000000002 260.50000000000006 21.705879672372792 1.5000000000000002 20.500000000000004 824.25000000000011 1.1993437133227813 46.000162124633796 577.25000000000011 3.5000000000000004 0.61525417395977955 10.500000000000002 21.500000000000004 11.999999046325685 1.5000000000000002 1914.2500000000002 23.137507623438271 52.500000000000007 2.5000000000000004 1.5000000000000002 5.5000000000000009 0.96640682193691396 1.4548594284987966 42.187211990356452 1085.5000000000002 2.2938727011390192 0.73794081219073482 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 25 -5 -1 -2 9 -9 10 13 -11 -13 14 -8 23 17 19 -18 27 -21 22 -19 -16 -25 -4 -27 28 29 -7 -29 -32 33 34 -10 37 38 -34 44 41 -41 42 43 45 -37 -40 right_child=1 -3 3 4 -6 16 7 8 32 11 -12 12 -14 -15 15 -17 18 21 -20 20 -22 -23 -24 24 -26 26 -28 30 -30 -31 31 -33 35 -35 -36 36 -38 -39 39 40 -42 -43 -44 -45 -46 -47 leaf_value=-0.0014570936186619973 -0.0018542566976866431 0.00034111469938526574 0.0069663298362776108 -0.0032296153563266708 -0.0013045042721555706 0.01308216902577853 -0.00028175926551345353 0.0030908911533201878 0.00266733361890115 0.0020301121843071131 -0.0045383233766985798 0.0063502237965965009 -0.012723837347349472 -0.0012900448066688155 0.0014878682795975177 -0.004215700844754376 0.00099490758759771176 0.0024121993762828563 -0.00059264087229685776 -0.0033089307751720679 0.005304228146808229 -0.00043010683840865671 -0.00080436072224656621 -0.0001511985686659332 -0.0091377607479499485 0.0041492206706813181 -0.011521217582717187 -0.0029107200874342767 -0.00087717437850141705 0.0019123134647805362 -0.00017568071391324094 -0.0026507128192383134 -0.0039595583373815786 -0.0010074925356857568 -0.0098718441504288042 0.0023012565656131893 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696598 163343 26252 25344 137091 266691 262641 153003 109638 109136 502 373 108318 96792 14024 115091 89617 25474 55615 1034 34002 6167 13407 1960 908 339 54581 32261 1592 22320 15592 149505 5689 4233 143816 60301 83515 60253 53727 48039 5688 4809 4303 6526 2181 shrinkage=0.0523833 Tree=84 num_leaves=47 num_cat=0 split_feature=16 16 26 16 16 20 4 27 11 27 27 10 27 12 12 8 32 20 12 8 27 16 10 7 12 26 20 4 10 28 19 26 8 5 5 19 11 11 27 27 27 27 12 26 28 26 split_gain=43.1453 8.78266 6.88644 9.00945 6.21004 5.98369 7.67377 8.17908 6.47197 6.11004 7.98267 9.42667 15.185 6.91845 6.17084 9.03608 5.88657 7.00096 5.75362 7.85891 8.48676 5.72071 5.47696 5.32536 6.0397 7.94213 5.87082 5.34892 8.53479 5.27034 7.0148 6.3604 5.75897 6.63364 5.30127 7.4626 5.20803 5.11664 5.04724 5.77455 5.46529 6.64391 6.75645 6.72624 6.57005 5.03749 threshold=193.88665249367963 213.46162262245414 1.0269834780464382 102.14208895562795 168.40197922455437 1.0654078908878166 48.525421142578132 15.500000000000002 0.5108346173349978 32.500000000000007 36.500000000000007 0.68397765539051991 44.500000000000007 112.88782463805519 101.4736110756821 585.50000000000011 1.5000000000000002 0.92987156410679328 62.05634918610405 156.50000000000003 21.500000000000004 147.2126561651277 0.98741614017338175 -1.0000000180025095e-35 65.559397513309008 0.22192953315563821 0.31104658647742384 227.33732604980472 0.94185707532958618 601.25000000000011 492.25000000000006 1.1052828112102515 582.50000000000011 39.405712127685554 34.999181747436531 591.25000000000011 0.61062706839492564 0.87314643979773143 37.500000000000007 46.500000000000007 21.500000000000004 17.500000000000004 56.677669529663696 0.25622027818975796 448.75000000000006 0.42967938534446559 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 21 -4 37 16 8 -8 -7 22 29 12 -12 -13 15 -14 18 -18 19 20 -3 -1 45 26 25 -25 -20 -28 -29 30 31 -11 -33 -34 -32 -36 -9 -5 40 -40 41 -21 43 -43 -45 -10 right_child=1 5 3 4 -6 6 7 36 9 10 11 13 14 -15 -16 -17 17 -19 23 38 -22 -23 -24 24 -26 -27 27 28 -30 -31 34 32 33 -35 35 -37 -38 -39 39 -41 -42 42 -44 44 -46 -47 leaf_value=-0.0013908410688436288 -0.00014834417286878725 -0.0030101354470718675 0.0035975559107190888 -0.003289041465482563 -0.0012217825374296967 0.0056321772194620279 -0.0021667982702736322 -0.0027933554794230069 0.0072672759480710766 -0.0046260768662835395 0.00016209963413682765 -0.0006034529096016776 -0.01917067891602273 0.0029478839165974387 -0.020034324874083628 -0.0019856310146130879 -0.00059989276091730939 0.0020997302117524014 -0.018720786683960444 0.0030741031236310146 0.0096946142796476582 -0.00046729864807501444 -0.022290523961132343 -0.027605496943049465 0.00025853678350611038 -0.0023842930376468934 0.000656090237735922 -0.0014436385899034758 -0.01783015182720386 -0.0015612021732018685 0.0011816928688553881 -0.028527448642692844 -0.0015718800207720322 -0.022590032799505843 -0.014117516647569075 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25902 527174 115554 648 114906 114352 12094 8122 1401 6721 535 384 411620 29599 382021 6951 1419 136383 102258 375070 212995 1656 162075 162032 620 3972 1542 480 243 166 1062 608 174 6969 5532 125 5407 4364 616 283 243 102228 shrinkage=0.0523833 Tree=85 num_leaves=47 num_cat=0 split_feature=16 17 26 24 16 17 22 16 17 24 26 9 0 24 20 17 17 16 17 11 26 16 13 9 17 16 29 5 17 16 17 13 22 10 28 20 17 9 29 16 20 0 21 29 13 9 split_gain=37.7336 15.6076 10.4972 10.7975 10.9671 10.43 7.83321 7.81371 12.7658 8.76234 10.9171 8.51613 7.8104 6.42901 6.34367 6.24326 6.20272 16.5283 9.23236 30.0223 13.9459 12.0061 10.2389 8.73738 8.43009 11.2972 7.21396 7.42447 6.49939 14.2221 6.34839 6.08534 8.89729 5.86325 6.12557 5.73506 8.41184 5.69941 7.03185 5.38289 5.90621 5.31018 5.25994 5.1938 5.30965 5.09785 threshold=193.88665249367963 76.819291928559366 0.9046168317412554 9.5000000000000018 169.64799388424458 40.871810534831305 2544.5000000000005 213.46162262245414 55.010330876090997 8.5000000000000018 0.7839231129048051 0.97000206868018213 45.000000000000007 18.500000000000004 0.83527897645544724 54.663563744969508 51.73417501356419 221.26102641320037 56.9371784893899 0.77109881722825169 1.1806006784663792 221.26102641320037 50.047351735629277 0.94873758443055956 49.350282507874248 225.67016933389559 6.7070228035111104 23.400853157043461 46.873709252452919 228.89217801527707 47.583816405169863 168.05921835931397 4811.5000000000009 0.81089687626141482 388.25000000000006 0.27528114831110506 47.429493420331667 0.96543890369327434 2.7628584878209357 233.10137737443452 0.99828910471440213 28.000000000000004 2.5000000000000004 1.6660304789022948 75.93671678837741 0.98413132576152285 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 6 -6 -4 8 9 12 13 42 33 -11 -10 45 17 -9 -18 23 21 -21 -23 31 25 30 27 -25 29 -27 -19 32 -20 34 -2 -35 -37 38 -3 -30 -41 -13 -12 -39 -45 -5 right_child=7 37 3 15 5 -7 -8 16 14 10 11 41 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0.0031612491128654354 0.006873088075707824 -0.013888854510048872 -0.001255191757677625 -0.00027798824419966386 -0.0021953615626974995 -0.015893695104666289 0.0035859961656974607 -0.011144050168599803 leaf_count=101572 822 8058 11095 8649 1207 19647 947 60810 14526 14381 375 4116 13441 3158 60508 7424 63568 15728 1735 1345 578 501 163 90 38151 28063 46 4160 41457 240749 29022 379 290 866 16232 1367 7393 3646 427 129 477 15091 17163 81 73 235 internal_value=0 -0.0137098 -0.0165024 -0.0284907 -0.0180605 -0.0041857 -0.0420886 0.00318857 -0.00271928 -0.0104576 -0.0187402 -0.0285378 0.000748669 0.00178632 0.00701683 -0.0495301 0.00508646 0.0037136 0.0136525 -0.015799 -0.107299 -0.146682 -0.256706 0.0195311 0.00608316 0.00456769 0.0465451 0.0508083 0.00670611 0.00489739 -0.0102877 -0.0287434 -0.0505096 0.0106518 -0.00048563 0.0303836 0.0380582 0.0205648 0.0061505 0.018265 -0.0753014 -0.0139905 -0.0444695 0.0527504 -0.127136 -0.0674164 internal_count=859941 163061 150776 49204 32896 20854 12042 696880 169439 94405 54284 36745 40121 17539 75034 16308 527441 454586 72855 9287 2587 2009 664 6700 393776 355625 4296 4250 310875 268812 44750 2404 2025 26680 17054 9626 8760 12285 8485 42063 606 19207 17538 3800 154 8884 shrinkage=0.0523833 Tree=86 num_leaves=47 num_cat=0 split_feature=16 17 16 17 1 16 4 9 11 7 1 28 11 7 20 16 17 4 4 17 4 5 22 1 7 30 20 20 17 16 24 4 19 24 24 26 7 1 7 17 4 11 28 16 17 7 split_gain=35.5719 11.8359 12.1669 11.5766 8.91967 7.82693 7.16927 7.10537 7.05916 7.11404 8.87399 11.8821 8.25342 7.87943 6.69558 6.86601 6.69434 10.6588 6.62821 5.76711 6.02196 5.70465 8.25437 6.32285 6.08414 7.56182 5.59317 6.34077 6.79468 7.23779 6.98419 6.75797 5.7337 8.00754 5.35621 9.98995 10.6719 20.1215 5.25359 7.1337 12.6735 10.9842 11.3014 7.198 6.58319 6.0487 threshold=206.96004934783807 76.819291928559366 147.2126561651277 36.469833250773569 590.50000000000011 184.32347570195643 21.00000095367432 0.96835502645376503 0.6538571276282209 -56.966356277465813 3389.5000000000005 921.25000000000011 0.5108346173349978 -41.633537292480462 0.21362403398331545 168.40197922455437 56.655398743279768 21.00000095367432 23.334525108337406 109.62959911618917 83.704917907714858 55.861436843872077 2343.2500000000005 885.50000000000011 -81.80523300170897 1.0000000180025095e-35 0.54327442506559664 1.0654078908878166 53.833522626411671 217.01803169295528 25.500000000000004 30.410521507263187 2214.5000000000005 11.500000000000002 2.5000000000000004 1.2947075468987908 -35.485494613647454 767.50000000000011 -1.0000000180025095e-35 58.248632530547702 23.900037765502933 0.76293549653744563 616.25000000000011 217.44464421661681 62.322740999754139 -81.889556884765611 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 14 -1 6 -5 8 9 21 11 -11 13 -13 -4 18 17 -7 -16 -10 -21 23 -23 -3 -24 -26 -2 38 29 30 31 -29 34 -34 35 36 -31 -38 45 -40 41 -41 -43 44 -44 -28 right_child=26 7 3 5 -6 16 -8 -9 19 10 -12 12 -14 -15 15 -17 -18 -19 -20 20 -22 22 24 -25 25 -27 27 28 -30 32 -32 -33 33 -35 -36 -37 37 -39 39 40 -42 42 43 -45 -46 -47 leaf_value=-0.0011986754721050449 -0.00051880783387164733 -0.0013418808232704776 -0.0011215899693336558 -0.00068366337594486675 -0.0037317937775748263 -0.00012749604480656089 -0.0017918816567824437 0.002807470307161975 -0.0021047423202772901 0.0031163151519322911 0.0062166765683643989 -0.008360845204453465 -0.0061701550459632793 0.0086335056416299242 0.00150932526176757 0.0041280158302700164 0.00020081728752746253 -0.0012801442641468821 -0.0036622166107249093 0.0044367691410476806 -0.011812412087656396 -0.011496854815369063 0.010384430312040997 0.0097363527920736638 -0.010608471163802764 0.0022253968093513521 -8.0495583730519265e-05 -0.00079184196575996879 0.0010127948940774512 -0.00011496224270794344 -0.0092069198991474779 -0.0049361731496621536 -0.0024823426304123003 -0.018333288991732675 1.2354084607861203e-05 0.0015916514137109643 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223627 20154 211747 78071 15134 11172 6452 4857 3638 1172 352 11880 9034 133676 91269 6536 4720 742 1595 922 673 622 514 601026 573776 129814 115711 13532 13229 102179 753 101426 749 373 216 443962 253658 2516 1211 1048 655 419 190304 shrinkage=0.0523833 Tree=87 num_leaves=47 num_cat=0 split_feature=16 17 1 27 16 17 18 16 17 17 22 22 21 17 16 17 16 17 13 4 10 23 23 22 17 25 17 16 17 29 27 17 14 10 29 1 1 13 29 10 16 4 22 1 29 25 split_gain=32.1399 12.6688 9.81583 11.2659 11.4408 8.293 7.21886 6.17487 9.19527 7.71273 7.42663 6.72995 6.00214 5.99615 14.3747 9.08245 11.5623 8.34872 10.0913 12.386 14.6913 13.2782 10.8456 8.50436 7.18656 6.22842 5.97127 12.6431 7.66621 5.95139 6.62263 6.74021 6.93905 5.92039 5.74126 6.48774 5.34415 5.25184 5.03623 4.9762 4.92215 9.23738 5.76595 8.66743 4.76275 5.43035 threshold=193.88665249367963 76.819291928559366 456.50000000000006 15.500000000000002 151.38915487208908 39.143269427926988 6.5000000000000009 211.58872117128792 54.746579860284633 48.327847679346554 404.75000000000006 506.25000000000006 1.5000000000000002 52.219237013836086 220.87253595424514 49.503684254210576 225.67016933389559 58.503719385705814 168.05921835931397 48.525421142578132 0.76862419928211545 1.2315598350816765 0.85671254602095737 1477.5000000000002 47.583816405169863 886.25000000000011 46.873709252452919 229.83684168620982 45.088193638896691 0.80511224660747205 13.500000000000002 50.968393312453351 15.731470007555654 0.91680513447405809 1.0100622030444333 6275.0000000000009 548.50000000000011 42.01831677164413 1.3306329051616463 0.84169748658765375 225.67016933389559 20.32382965087891 604.25000000000011 924.50000000000011 1.0540633035499567 624.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 39 7 8 9 10 -2 36 -5 14 29 16 24 40 19 22 21 -21 23 25 -16 -19 27 28 -18 -9 -31 32 -32 -7 -22 -36 -10 -12 -11 -6 -15 42 -42 -44 45 -14 right_child=6 -3 3 12 5 33 -8 13 11 38 37 -13 44 17 15 -17 26 18 -20 20 34 -23 -24 -25 -26 -27 -28 -29 -30 30 31 -33 -34 -35 35 -37 -38 -39 -40 -41 41 -43 43 -45 -46 -47 leaf_value=-0.00041185050447283905 0.0053503036182838129 0.00095737256617868191 -0.002656701088087941 -0.01438382400486784 0.00029327249163539393 -0.00044565009826317387 0.0072317244681204306 0.00025812353442062485 -0.00029396794021423314 -0.00062011197111136874 -0.00049806096765241505 0.00049837083380858179 -0.002846299912548722 0.00094541029226007719 -0.0014431527703409653 0.0010248032998992514 -0.0016587976802355982 -0.0053666317739183072 0.0055671482471742872 -0.019243654208795105 -0.0086534982614900006 -0.0010530709817560997 0.00038723656142039325 0.0017161280037114748 -0.00010213591553832566 -0.016139380356912807 0.00089046629439169908 0.00038153409607494709 -0.00013549235695064655 -9.4041171094849215e-05 0.0079285252249265935 -0.00040922482109268589 -0.0020576246279303033 -0.0026562559904544274 0.0093154790162988024 -0.008530162568223601 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150958 68312 46217 38641 696758 696363 145837 71051 7864 74786 22095 550526 474852 401911 361284 75674 8767 8144 914 496 7230 1438 49652 1031 311632 268676 42708 72941 53143 31731 18052 34911 418 281 14898 6930 63187 3730 66907 2298 331 240 21984 14997 shrinkage=0.0523833 Tree=88 num_leaves=47 num_cat=0 split_feature=16 27 20 26 27 13 18 16 27 29 18 26 6 20 15 22 8 4 5 1 26 29 4 27 28 16 24 8 5 22 5 27 26 27 6 27 24 27 12 4 1 26 8 26 13 4 split_gain=28.5267 6.72509 5.70497 7.47696 7.75109 5.74261 5.49701 5.31324 6.73674 8.96503 7.42671 6.32818 5.74596 5.18852 6.15036 6.53721 17.5885 13.1045 16.6522 8.88041 15.2483 16.0252 12.6593 11.2678 9.92483 7.76294 7.48605 17.0859 7.61155 6.45439 12.1198 12.4271 6.09247 6.06272 9.18799 9.08199 16.9478 8.21467 8.09335 6.65247 6.15822 6.0116 6.8118 9.44946 6.08249 5.7813 threshold=208.60391725632692 33.500000000000007 0.42425869869478899 0.75321369184800369 47.500000000000007 42.01831677164413 6.5000000000000009 161.57205450022619 14.500000000000002 0.66322386467540395 2.5000000000000004 0.79761735804171241 0.7043039413131652 1.0654078908878166 0.26542931045555634 2143.2500000000005 4999.0000000000009 35.514474868774421 155.02124786376956 2682.5000000000005 0.99463686481303937 1.1680552277788909 27.642756462097172 2.5000000000000004 2339.7500000000005 235.06043700941635 5.5000000000000009 4217.5000000000009 114.0016441345215 933.25000000000011 84.461360931396499 16.500000000000004 1.8568074211666403 32.500000000000007 0.72000000341196901 44.500000000000007 29.500000000000004 36.500000000000007 106.13351365237942 16.994116783142093 487.50000000000006 0.77399379657357692 558.50000000000011 1.0777739542708573 50.047351735629277 48.525421142578132 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -3 -4 -5 -6 13 -1 12 11 -11 -10 -9 14 15 29 17 19 -19 20 -17 22 25 24 -21 -22 -25 28 -28 30 -2 -32 -29 45 37 41 -37 39 -39 40 -35 -36 43 -43 -44 -15 right_child=6 2 3 4 5 -7 -8 8 9 10 -12 -13 -14 33 -16 16 -18 18 -20 23 21 -23 -24 26 -26 -27 27 32 -30 -31 31 -33 -34 34 35 36 -38 38 -40 -41 -42 42 44 -45 -46 -47 leaf_value=-0.00097512223736569625 -0.00030390994277444976 -0.0033029296452297564 0.0028996244601185799 0.00063115749530149798 -0.0079792425539841789 0.0071600020179789729 0.0065779293699705886 0.00022605332163798335 -4.652628802181516e-06 -0.0015688894941363611 -0.00048672377572806668 0.0062113799419562391 -0.00050923674857156675 5.38374853424554e-05 0.00032023653720100682 -0.0007850641142621679 0.0009225692745306927 -0.005434145181088897 -0.032723086286378898 -0.033952200386285755 -0.011294778875532856 -0.004882796332445572 0.0047667095922650999 0.0024840128902924299 -0.0066449141296050325 -0.028417567878986895 -0.018725507401546569 -0.036406156799413808 0.0021973363451292909 0.0013809354604374443 -0.00098804195584916289 -0.017148118768877067 -0.0077537106131123036 -0.00078238560987178385 0.010119296371068754 -0.016920634560638772 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265341 214516 97126 69628 27498 117390 584082 457508 17688 7490 4076 264 3812 1661 904 383 2151 322 330 1829 503 415 10198 4597 523 88 126574 12819 2671 670 10148 6828 3320 175 2001 1897 316 1581 113755 shrinkage=0.0523833 Tree=89 num_leaves=47 num_cat=0 split_feature=16 17 16 17 16 17 17 12 8 23 18 22 1 26 28 12 24 26 12 20 21 12 21 24 12 18 18 28 20 11 10 26 10 25 24 17 23 11 22 18 10 10 12 20 24 24 split_gain=25.2243 10.3506 9.13097 9.95472 7.84136 6.80657 7.98594 6.38056 5.8936 5.69335 5.58315 5.48674 5.42399 5.37576 5.19506 6.74348 6.44454 9.67998 8.35105 6.45498 6.4056 6.40909 5.66827 6.89702 5.71974 8.47768 5.44915 6.52017 5.1652 5.15784 4.97915 4.92625 9.4234 17.2022 11.1505 9.11545 8.71877 7.05258 6.61488 11.0765 9.97777 8.99827 8.89552 13.5626 7.49177 7.19458 threshold=204.72401866717573 99.049717629584919 147.2126561651277 39.973354345160253 180.58505570398754 56.789765555790993 49.998033827839421 266.68986283848352 625.50000000000011 0.96330512291681492 6.5000000000000009 5898.0000000000009 149.50000000000003 0.88659329850510826 493.75000000000006 85.574116139070426 12.500000000000002 2.7089168998240507 181.46194077712565 1.4631271297310458 5.5000000000000009 277.58378413094857 15.500000000000002 30.500000000000004 96.822853480599591 4.5000000000000009 4.5000000000000009 444.25000000000006 1.0081936696654177 0.81452623494219434 0.93563062751485659 0.74196845763945229 0.5810065423819798 923.25000000000011 8.5000000000000018 61.279299915280276 0.57173235108017728 0.80665152647911287 596.25000000000011 3.5000000000000004 0.86008651793770474 0.76862419928211545 75.716251762801377 0.81309048717981425 14.500000000000002 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 -4 7 6 -6 -5 -1 -8 12 -10 13 28 15 -14 19 22 -19 26 -16 31 -18 24 25 -24 -17 -28 -2 -23 -7 35 33 36 -35 38 -33 -38 39 45 -40 42 43 -41 -44 -22 right_child=10 -3 3 4 5 30 9 -9 11 -11 -12 -13 14 -15 20 16 17 18 -20 -21 21 29 23 -25 -26 -27 27 -29 -30 -31 -32 32 -34 34 -36 -37 37 -39 40 41 -42 -43 44 -45 -46 -47 leaf_value=-0.00099150220152257598 -0.0010499167868455288 0.0015961702417580516 0.00072290933057812758 -0.00095097333117441453 0.00048947560322025235 0.00035448986023851382 -0.00038470670078306305 -0.0055838009282453381 -0.0036017463752433614 -0.0013367532568719987 0.006436162521203357 0.00058112392266288166 0.0011161479394378724 -0.01128354730999406 0.00028024786946166907 -0.00079279733162453201 0.0014547414615484313 -0.021339894952757222 0.0062192216243901937 0.0022557083718618893 3.9437530190556791e-06 -0.012811868566561194 -0.01871352543086385 0.002917489368793727 0.0018753831686224662 0.00029047824284642195 -0.034824380571963291 -0.0037715669748862898 0.0095036672805977017 0.0044051437303412695 -0.0024522970294521642 -0.035486363698431271 -6.5603365884976165e-06 -0.030042802269297588 -0.0071868655901688432 -0.0075840406417404084 0.00044571763435928124 -0.0013987422012822375 0.0022399197076219744 -0.0089162854321801991 -0.0028783133397363406 0.00091950833329288459 -0.031322366792704372 0.0025753681593856225 -0.0098851715799258989 0.0040578571801584808 leaf_count=15543 9403 6562 19394 59910 16062 41994 38962 827 5153 30910 391 1033 36078 139 338909 17171 11257 96 44 2044 6416 188 181 272 116 100 28 55 129 64 1809 20 154900 83 199 361 7868 20535 9865 667 1169 824 59 488 185 1478 internal_value=0 -0.00869402 -0.00980371 -0.0077833 -0.00998095 -0.00559086 -0.0107622 -0.0193584 -0.0293177 -0.0153842 0.00340894 -0.0554232 0.00333378 -0.0201635 0.00370526 0.011984 0.00125936 0.0193876 -0.242033 -0.0100752 0.00267943 -0.00172757 0.0224564 -0.0669721 -0.151016 -0.228136 -0.0163701 -0.27198 -0.0173164 -0.161107 0.00455439 -0.00153177 -0.00320924 -0.0198514 -0.265619 0.0127855 -0.017413 -0.0169482 0.0154748 -0.00299393 0.0324086 -0.0653466 -0.114174 -0.0775235 -0.287663 0.014565 internal_count=859941 238159 231597 209868 190474 129737 85934 60737 21729 69872 621782 6186 621391 9671 611720 67442 31364 12066 140 19298 544278 205369 11926 669 397 281 17254 83 9532 252 43803 205117 183605 28705 282 21512 28423 28403 21151 10117 11034 2223 1399 1155 244 7894 shrinkage=0.0523833 Tree=90 num_leaves=47 num_cat=0 split_feature=16 17 12 17 16 8 17 19 16 17 16 16 17 8 16 17 12 27 17 16 19 27 17 7 12 12 17 19 6 22 12 12 17 1 15 22 17 16 14 1 22 4 14 10 16 17 split_gain=22.34 12.0004 8.94345 8.09891 7.56252 7.32468 6.46685 5.80924 5.80306 7.86583 11.3669 7.57335 11.6514 11.1873 9.86866 13.4084 5.92961 5.75121 5.00949 8.46197 4.96539 4.95283 4.94732 9.83669 9.47258 7.91915 7.50799 7.05516 6.91696 6.71682 5.2832 5.10223 5.11176 4.93587 4.84628 4.82682 4.64242 5.12494 4.61256 4.49101 4.47097 4.43398 5.0173 4.65757 4.29034 4.89137 threshold=190.64557697566315 99.049717629584919 239.9446968344225 33.855555532826763 147.2126561651277 141.50000000000003 42.628910016240049 359.25000000000006 231.37696671688272 45.088193638896691 214.92779027981302 223.78491116332759 50.06636591303441 409.50000000000006 215.87452201129483 53.450173703499637 93.165999231107222 13.500000000000002 47.583816405169863 227.95868850682658 489.25000000000006 37.500000000000007 57.251440390283882 -15.945394992828367 163.12489168102789 277.58378413094857 52.854447195375506 15152.000000000002 0.61764706465700359 3463.2500000000005 78.059397513309008 156.3761543394987 63.676037816430117 298.50000000000006 0.5432731763255062 1517.2500000000002 48.022428712870017 219.88493510783249 31.70222984819863 444.50000000000006 699.75000000000011 48.525421142578132 133.20739912930989 0.43153746725053571 210.46286157618485 56.655398743279768 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -2 -6 -3 9 10 -7 12 13 -11 15 33 -10 -15 19 -13 35 -8 26 24 30 29 -16 28 38 31 -24 32 40 34 -14 39 -19 -38 -26 -9 -25 -20 43 -43 45 -17 right_child=5 7 -4 4 6 8 21 20 16 11 -12 18 14 17 22 44 -18 36 41 -21 -22 -23 23 25 27 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65085 277013 194213 196469 54322 128323 67623 6287 91107 82800 4399 2980 1419 78401 673 537 1248 2307 1190 1012 61558 5722 274 31818 24023 288 246 683 60700 2506 2185 132655 100980 shrinkage=0.0523833 Tree=91 num_leaves=47 num_cat=0 split_feature=0 27 9 2 8 19 27 17 19 8 9 29 26 26 17 9 10 6 27 13 29 26 29 6 1 29 13 8 6 9 6 27 19 6 15 17 19 9 27 10 26 6 27 29 9 13 split_gain=7.61395 8.72976 7.19015 7.13677 5.3327 4.47314 5.38511 9.64913 7.80016 7.01697 6.56564 7.134 8.21983 7.98635 4.44581 5.22463 4.32593 4.21341 5.16573 8.06336 4.73045 4.1608 7.02743 7.52368 4.71054 4.12395 3.86561 7.44935 7.59367 5.33149 4.81444 4.00057 3.84613 5.15625 6.93966 3.75043 4.23143 4.10735 3.80764 4.65527 4.53968 3.84634 3.5005 3.44067 4.33674 3.37825 threshold=29.500000000000004 58.500000000000007 0.93487484968280377 1.0000000180025095e-35 721.50000000000011 7717.5000000000009 2.5000000000000004 68.21367890630772 672.25000000000011 6108.5000000000009 0.98479309808107096 0.8095405414449689 1.2811349197595014 1.7806807073669246 89.041953218455532 0.9472433358070963 0.99518750915132892 0.86956521968941591 2.5000000000000004 31.523138613214808 0.83149001379516563 6.7287811638567812 2.0709696301438862 0.53313249617207303 42912.500000000007 4.0016407348804508 131.00364407753452 6949.5000000000009 0.72000000341196901 0.90332829808660631 0.85190791381179787 3.5000000000000004 1150.2500000000002 0.24138175629733705 0.17879339671617814 47.349991008247699 593.75000000000011 0.96640682193691396 19.500000000000004 0.70846696899405881 0.7839231129048051 0.72000000341196901 1.5000000000000002 0.76764190817280487 0.96939025365288145 33.396591047547552 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 21 -1 17 6 7 8 -6 32 11 -11 -13 -14 -5 -16 -7 18 19 20 -4 22 26 -24 25 -25 27 30 29 -29 -2 -30 42 34 -34 36 -8 38 40 41 -37 -40 -10 -44 -45 -32 right_child=1 -3 4 14 5 16 35 -9 9 10 -12 12 13 -15 15 -17 -18 -19 -20 -21 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438 414 383 87 301975 4521 4445 208147 162807 3309 1942 51160 50007 8799 4495 4408 41208 34554 414 91 34140 323 5792 3995 175 144244 44629 99615 40318 9547 30771 2635 1797 1159 751 4925 shrinkage=0.0523833 Tree=92 num_leaves=47 num_cat=0 split_feature=16 17 4 27 9 22 16 27 29 1 27 17 16 17 26 1 33 29 17 27 12 26 5 17 16 17 26 1 25 27 25 10 10 19 4 26 25 1 9 27 17 16 17 19 18 26 split_gain=20.6551 9.48323 16.4263 6.94436 6.57486 10.1647 6.51451 6.37938 6.25237 6.08705 5.18147 4.72774 6.54821 5.43543 5.15429 4.71701 4.63013 6.91557 9.31027 8.77417 12.4681 13.9108 8.13484 7.42965 15.7241 7.36519 7.31237 5.6717 7.55353 5.50879 12.4151 6.10841 5.98519 8.12156 6.60176 9.40621 5.6356 5.31303 5.28469 4.91812 4.65324 10.4197 4.7844 4.56729 8.01879 7.04352 threshold=208.60391725632692 56.655398743279768 21.00000095367432 25.500000000000004 0.96640682193691396 508.75000000000006 151.38915487208908 33.500000000000007 0.77733986704771385 827.50000000000011 7.5000000000000009 33.855555532826763 153.26695104552468 42.853228161359219 1.1806006784663792 496.50000000000006 2.5000000000000004 0.77733986704771385 57.251440390283882 6.5000000000000009 219.36753236814715 0.75321369184800369 17.003228187561039 52.430268520460444 219.10027422303475 50.968393312453351 0.79761735804171241 939.50000000000011 959.75000000000011 2.5000000000000004 1278.2500000000002 0.97795512567303433 0.79469119247694386 366.25000000000006 24.981991767883304 0.677835346600834 718.25000000000011 149.50000000000003 0.97217229974993957 13.500000000000002 49.78239595128256 224.82132289614833 47.730609000825581 291.25000000000006 3.5000000000000004 0.47640500176314948 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 6 -3 15 -4 11 -5 10 -7 -1 -13 -14 -15 -6 17 18 29 20 27 -22 -19 24 25 39 38 28 -20 30 32 -32 33 -2 35 -34 -35 -31 -25 -24 41 42 -26 44 -9 -45 right_child=16 4 3 8 5 9 -8 43 -10 -11 -12 12 13 14 -16 -17 -18 22 19 -21 21 -23 23 26 40 -27 -28 -29 -30 37 31 -33 34 36 -36 -37 -38 -39 -40 -41 -42 -43 -44 45 -46 -47 leaf_value=0.000742619358934813 -0.016242258979563044 -0.0002998593032837883 -0.0028646759231638198 0.0015273980277992225 -0.00036163868924277468 -0.0014349672388516703 -0.00090715429544428402 0.010447912336723587 -0.0036152079972974326 0.0027613666465448744 0.0010815204296532968 -0.0014125947218291579 0.00076337109341162413 -0.00032880472431183249 -0.0026588233702680227 -0.0036683144315054492 -0.00057124348889946814 -0.011394536584108123 0.0059277874693437656 -0.005105976507813012 0.0057609345485143118 -0.023713666635938248 -0.00062882102514246548 -0.0035978431558184023 -0.0016622090557522359 -0.00021550775670324738 0.00072778733847972941 0.0083894226536111137 -0.014361411174335986 -0.0013445006162469506 0.0011230708792327924 -0.009647219671081687 -0.018016229883024027 -0.0089911414708265091 -0.028588195961680322 -0.00064980995610226171 0.0046718869381098295 0.0009683586183088928 0.00092626143059327778 -0.0022071023138635205 0.00068278350114151084 0.00020444767790843779 -0.00035592137229474 -0.0024225859243769787 -0.010626999465762135 0.0020063495383788781 leaf_count=10707 98 42262 5097 743 5151 2575 55044 309 5113 5256 17528 15445 12599 87616 2685 1537 22034 168 128 1441 79 99 9273 1891 10507 23039 70484 441 83 2841 2600 153 160 118 53 184 278 66976 1133 13031 41664 286697 28734 1256 59 4572 internal_value=0 -0.00718746 -0.0107522 -0.0236856 0.00246675 0.0132687 -0.0204847 -0.00444116 -0.0565586 0.0224148 0.0144928 -0.00594602 -0.00776657 -0.00488472 -0.00759947 -0.0214107 0.00331508 0.00387225 0.0127615 -0.0502996 0.0316011 -0.20297 0.00248883 0.00256481 0.000915949 -0.016654 0.0118276 0.0956405 -0.0391971 0.014711 -0.0231935 0.0100128 -0.125794 -0.0523204 -0.21722 -0.166603 0.0114651 0.0166894 -0.0363246 -0.0296072 0.00308317 0.00181113 -0.0134716 0.0269026 0.134949 0.0200801 internal_count=859941 275554 201245 65997 74309 32047 60141 135248 5856 25359 20103 129052 118345 102900 90301 6688 584387 562353 75732 2271 830 178 486621 486453 412945 45343 73508 652 211 73461 3644 2753 891 494 397 344 396 69817 3024 22304 367602 325938 39241 6196 368 5828 shrinkage=0.0523833 Tree=93 num_leaves=47 num_cat=0 split_feature=16 33 18 8 12 18 21 22 28 28 16 14 28 11 28 18 12 28 24 1 5 16 24 6 24 14 1 22 21 24 14 23 1 22 23 4 23 11 24 24 8 23 5 28 5 14 split_gain=19.3475 5.18725 4.88156 4.54025 7.426 7.75396 6.55855 5.78798 5.6383 4.78571 4.70961 4.96461 7.20559 5.92218 4.64644 7.031 7.11861 5.7973 9.67796 13.8818 5.60925 5.60677 5.39041 7.96172 5.45235 5.21441 5.0669 6.88554 4.76362 19.9797 13.0009 10.9436 10.3366 18.9549 16.4521 9.23886 18.8736 13.6407 25.997 12.4589 12.2007 11.3421 8.60999 8.0925 7.6676 11.2415 threshold=197.96995090570513 2.5000000000000004 6.5000000000000009 141.50000000000003 62.05634918610405 4.5000000000000009 8.5000000000000018 691.25000000000011 873.75000000000011 375.25000000000006 221.80741502192987 12.141542396953572 946.75000000000011 0.84212105894989586 482.25000000000006 5.5000000000000009 85.855339059327392 579.25000000000011 31.500000000000004 621.50000000000011 28.998843193054203 230.42596482269232 20.500000000000004 0.451322358763525 26.500000000000004 67.96315496751167 225.50000000000003 564.25000000000011 1.5000000000000002 2.5000000000000004 15.346457413083469 1.2376448221874303 2458.5000000000005 4811.5000000000009 1.1582620874436735 49.550046920776374 1.3736348922395436 0.63990572766344311 5.5000000000000009 9.5000000000000018 3168.5000000000005 1.2630133068400773 274.52044677734381 728.25000000000011 85.983459472656264 39.40340063283184 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 5 7 9 10 -9 -2 11 -5 13 -13 15 16 -6 21 26 -20 -17 25 -23 24 -24 -16 27 -19 30 31 -28 32 -30 34 -34 -31 37 38 40 -38 -37 -42 -33 -41 -32 -46 right_child=1 -3 -4 4 14 -7 -8 8 -10 -11 -12 12 -14 -15 17 20 -18 18 19 -21 -22 22 23 -25 -26 -27 28 -29 29 35 44 42 33 -35 -36 36 39 -39 -40 43 41 -43 -44 -45 45 -47 leaf_value=-0.0004751618776246594 -0.0072259660754261336 -0.00060289308481784422 0.0060372357811778916 0.0026781908758575558 0.0011795325288438613 -0.0071054551818836549 0.0056382292462589106 0.0056265763615487374 -0.00083767064316550696 -0.0014883167730699014 0.0029670970270707256 0.0010300229119306864 0.014201788251131758 -0.0023636188810271927 -0.00038980083432022439 -0.014190695226033209 -1.5003808894928914e-05 0.0017274665061835356 -0.019045437117232195 0.0054809535015194789 0.0063664387575062707 0.00059344087617020473 -0.013148208746364432 -0.00076490686971142602 0.0028165784175163476 -0.017841824067085652 -0.0068903932741987747 -0.010905285186172047 -0.0025452521316496417 0.00023595401041413342 0.0014727441341213297 0.00059440431478471228 -0.01898544009115152 -0.00098771503839598313 0.002179019843621649 -0.00090402149377844041 0.0010438065840500225 -0.0025060214711122865 0.0054968723479505866 0.00044412836331013937 -0.022154989728472303 -0.0034751054406833353 -0.012994070815100582 -0.012773705515262237 -0.0029389166853824949 0.0005318311722885559 leaf_count=187353 451 25714 387 2020 29860 287 321 1597 482 3453 2748 2980 92 2680 102640 151 25278 216 167 102 48 31384 247 3443 77 47 617 262 4800 364962 22944 3371 474 543 128 134 5233 2085 221 214 454 111 133 313 2842 25875 internal_value=0 0.00241971 0.0029734 0.00290619 0.00312113 0.026885 -0.0297678 0.0305874 0.0788017 -0.0410655 0.0210591 0.00847774 -0.00649987 -0.0110123 0.00263458 0.0113858 0.012063 0.00179097 0.00357739 -0.186042 -0.176243 -0.00386231 0.00703854 -0.0287051 -0.178571 -0.00759381 0.0036944 -0.0992065 0.00380735 0.00258567 0.0127618 -0.0428273 -0.0689545 -0.15433 -0.276526 0.00373386 -0.0283495 -0.0925947 -0.194022 0.00516729 -0.288542 -0.352882 0.00150108 -0.141387 0.0144852 0.00359554 internal_count=859941 672588 646874 646487 642262 12886 4225 12599 2079 3904 10520 7772 5752 5660 629376 55337 55138 574039 436201 269 199 137838 35151 3767 324 102687 435932 478 435454 383176 52278 9449 5945 1145 602 373727 8765 3005 920 5760 699 565 3504 527 51661 28717 shrinkage=0.0523833 Tree=94 num_leaves=47 num_cat=0 split_feature=16 17 12 28 17 16 28 17 33 27 24 24 29 17 24 28 5 11 27 15 28 28 18 14 13 16 27 19 19 27 17 5 18 12 27 18 14 29 14 11 10 19 16 24 16 29 split_gain=16.6768 9.51089 8.7351 6.48337 6.4819 6.65615 5.50885 5.27117 5.20537 5.17778 7.02489 5.03552 4.9187 8.90753 17.3994 15.9943 8.781 8.20828 6.85686 11.718 7.34342 6.69396 7.2931 6.29156 6.18699 6.02073 6.32401 7.00951 6.38679 5.84058 7.5769 6.17755 5.81979 5.77725 5.65385 5.50768 5.41313 5.01143 4.92981 4.73347 4.71462 4.67795 4.52976 6.67563 4.52013 4.51631 threshold=193.88665249367963 76.819291928559366 248.19595949289337 4357.5000000000009 33.855555532826763 147.2126561651277 1857.5000000000002 42.743952065105127 2.5000000000000004 37.500000000000007 24.500000000000004 32.500000000000007 0.7725188488382676 61.279299915280276 5.5000000000000009 843.25000000000011 16.000240325927738 0.75111777444611039 26.500000000000004 0.71826285906374399 838.25000000000011 799.25000000000011 3.5000000000000004 48.020821519460263 49.632617294282689 216.79990982867452 32.500000000000007 1022.7500000000001 672.25000000000011 13.500000000000002 49.142632055925112 35.653028488159187 1.5000000000000002 104.63351365237942 49.500000000000007 3.5000000000000004 55.490582027034918 1.8603368466030481 25.72144265956695 0.61062706839492564 0.790496825494725 302.25000000000006 229.99268677469385 2.5000000000000004 165.77808705304588 0.18429949224192266 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 6 -1 -6 -4 44 12 -9 -11 -12 13 29 17 -16 -14 33 -18 20 -20 24 -23 -19 25 34 32 28 -28 30 45 -31 37 -15 -21 42 -35 -27 39 -34 -5 -3 -32 -44 -7 -2 right_child=8 41 3 40 5 7 -8 9 -10 10 11 -13 16 14 15 -17 18 23 19 21 -22 22 -24 -25 -26 26 27 -29 -30 31 35 -33 38 36 -36 -37 -38 -39 -40 -41 -42 -43 43 -45 -46 -47 leaf_value=0.00057992512219863458 -0.0015385755499297403 0.0094562502494054072 -0.0012352530789086409 -0.0051874976191742311 -0.0017853566434439725 -0.00029985366879829099 -0.0077719840085368501 -0.00072608720311665375 -0.00060747400859601061 0.0052570369501981976 -0.0017255215127384028 0.013183190749392129 -0.012386987437174566 -0.0078035627690392767 -0.0031643442372397122 -0.015578078163442087 0.00016176231428766303 -0.0013287395570426642 -5.807648911879064e-05 -0.0023073134832956952 0.0035930277006413565 -0.0051703722109164548 -0.0254893245308364 -0.021723642066782286 -0.014279738032959111 -0.0050667059518467424 -0.0012182963211612805 0.0056538483989697561 -0.0049940111028835233 0.00084964180634085514 -0.00029741136038083978 0.0042101083577347816 -0.025704786431651951 0.0087868696668102399 -0.013831643566481051 -0.0071193956809106999 -0.0042922059606538606 -0.028777495367456041 0.0013188671567833108 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562635 1203 562480 88400 64146 24254 381 402 23873 23774 17293 5836 5529 104773 54707 50066 11457 801 6481 28425 720 287 11170 5384 1304 12250 28092 130 19483 26282 shrinkage=0.0523833 Tree=95 num_leaves=47 num_cat=0 split_feature=16 17 14 20 14 5 28 21 15 32 7 14 8 21 7 8 14 8 13 23 17 9 28 20 21 23 10 28 10 21 21 14 17 13 6 14 16 23 5 5 23 28 0 16 5 23 split_gain=15.003 9.36531 7.53218 5.62947 8.0845 11.067 7.47903 6.46943 6.23827 5.72073 6.31865 6.47231 10.0521 6.16619 5.90733 10.485 9.21159 17.6688 7.4086 7.14364 6.75558 6.13984 5.76666 5.61948 5.80493 5.76212 5.64316 9.41896 5.85096 7.18687 5.37226 6.34434 6.88074 5.77999 6.62025 5.66508 4.81024 5.08328 4.67913 7.45341 8.57723 8.9991 4.63457 4.6278 4.66507 4.5718 threshold=189.10878586065579 99.049717629584919 20.203098947527138 1.0654078908878166 39.40340063283184 39.603996276855476 789.75000000000011 16.500000000000004 0.26542931045555634 1.5000000000000002 -1.0000000180025095e-35 14.18436433038122 141.50000000000003 1.5000000000000002 -89.935768127441392 302.50000000000006 59.445165224951559 4217.5000000000009 26.313804770428039 0.18233621254005403 55.583115371518382 0.9651014787714326 353.25000000000006 0.90783009416950522 6.5000000000000009 0.67622605258065416 0.78315373046789782 684.25000000000011 0.85581823384793154 3.5000000000000004 10.500000000000002 19.025235767362329 71.946403945925638 27.289112167400763 0.88888888103971653 24.179146948296488 208.28842063439905 0.18233621254005403 17.99769496917725 12.002450466156008 0.37669773217683961 913.25000000000011 17.500000000000004 153.26695104552468 85.983459472656264 0.45781358056708166 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 8 7 6 -6 45 -2 10 11 12 -10 -11 16 20 23 -18 22 -20 -16 -21 -17 -13 25 26 -25 -28 -29 -30 38 -32 33 -33 -35 42 -14 -38 39 -12 -41 -42 -36 -4 -45 -5 right_child=3 -3 43 4 5 -7 -8 -9 9 13 30 14 36 -15 15 18 17 -19 19 21 -22 -23 -24 24 -26 -27 27 28 29 -31 31 32 -34 34 35 -37 37 -39 -40 40 41 -43 -44 44 -46 -47 leaf_value=-0.00026886356139443023 -0.00074059875641047405 0.001462265569792072 -0.0021020473755380548 0.0076670334247576494 0.0014573652615758386 -0.0023529892815774842 -0.03116096877900093 -0.0043233738194849679 -0.0030045924774554796 0.0010265342236242922 -0.0035676124440457645 0.0018153286304923375 0.0053090734468052752 -0.00069661914291536768 0.0073545349211545843 0.0093152554357767755 -0.040340884812406962 -0.004005240501539371 -0.020350151255167575 0.00031021636207667185 -0.0022225873793832382 0.00095920120027254857 -0.0015952294134849085 -0.001208203466983124 0.0025567655405373505 -0.00098962836537900395 -0.024040156747501169 0.003011866898752449 -0.017596902489537321 0.0074663474003688491 -0.00059156409872320056 0.0037477572084012325 -0.018150802916042125 0.0012224381342037243 -0.025981679151918759 -0.0014925342821658074 -0.021628129706462926 0.0020830749396751275 -8.1939026217281532e-06 0.004083098959018875 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181311 1216 181266 6024 10271 7586 6492 784 403 303 175 305104 27214 20435 20385 18033 942 5025 3285 277890 6819 6075 3228 154 54377 44580 145576 shrinkage=0.0523833 Tree=96 num_leaves=47 num_cat=0 split_feature=16 27 20 26 27 15 28 23 27 23 21 20 23 30 5 16 23 20 19 28 25 23 5 6 25 7 25 5 8 27 27 19 26 23 20 20 20 7 6 28 27 23 21 23 8 21 split_gain=14.9583 4.59307 4.381 7.31492 7.46254 6.98963 5.29506 4.74952 4.14342 11.2016 5.36978 5.33132 5.23619 6.89832 5.21313 4.91043 5.94804 5.75778 4.79804 4.94643 4.43625 4.13831 3.75413 5.21338 3.7309 11.0938 11.7643 9.80928 15.4426 17.7981 9.52283 8.8761 9.88528 8.39089 8.09844 13.681 12.2684 7.39169 9.05684 11.573 12.4861 7.24094 7.23706 7.06361 9.171 7.58443 threshold=212.41241127046214 33.500000000000007 0.40877516643940009 0.79325056959439832 50.500000000000007 0.42934650797629509 704.25000000000011 0.90200671140939603 22.500000000000004 0.73183335373112757 10.500000000000002 1.2983502113824026 1.3205557953512295 2.5000000000000004 32.75238227844239 185.13032842390388 0.28155907329782959 0.80079689180447589 604.75000000000011 624.25000000000011 505.25000000000006 1.3940061864117117 303.91812133789068 0.20000000880314964 1187.2500000000002 -89.935768127441392 1381.2500000000002 40.00000190734864 1118.5000000000002 9.5000000000000018 2.5000000000000004 440.25000000000006 1.3338201382732049 1.5947908105357913 1.0001884658876745 0.99999216791979961 0.89113216776200288 -53.036785125732415 0.85190791381179787 581.25000000000011 10.500000000000002 0.94120877345996068 5.5000000000000009 1.2566455802685152 1600.5000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 -4 6 -6 -5 -8 10 11 12 -10 15 -14 21 16 -1 -17 19 -16 -20 -11 -19 -24 30 31 27 28 -27 -30 -2 -26 -33 -34 35 36 -31 38 43 -40 -41 -42 -32 45 -45 -28 right_child=24 2 3 4 5 -7 7 -9 9 14 -12 -13 13 -15 18 17 -18 22 20 -21 -22 -23 23 -25 25 26 37 -29 29 34 42 32 33 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10323 18110 109289 276 540664 94898 90993 10947 1810 449 445766 3905 3807 600 309 218 133 80046 16456 1755 1713 134 442071 14701 2996 11705 shrinkage=0.0523833 Tree=97 num_leaves=47 num_cat=0 split_feature=16 24 15 25 24 15 28 28 20 1 16 4 1 32 24 25 7 4 25 25 28 28 16 23 16 1 20 4 28 24 28 4 20 1 4 20 4 23 20 28 20 24 8 24 4 11 split_gain=14.3242 5.00861 11.6592 7.51858 9.4537 7.25545 5.66615 6.36758 4.90473 5.81879 4.58866 4.57133 4.45288 7.30155 5.96166 10.5889 5.78648 5.47933 5.17282 7.85043 8.77602 10.9263 9.32182 8.73577 4.73559 4.62722 6.37882 11.4122 4.46121 6.52736 4.34473 4.41766 4.26136 6.86323 4.63866 6.22249 5.83038 5.97497 10.2072 5.31716 10.8496 4.65561 6.63529 4.3798 4.23843 4.53504 threshold=211.58872117128792 22.500000000000004 0.70256934882432176 646.25000000000011 26.500000000000004 0.4618111304549985 503.25000000000006 608.25000000000011 0.93735219299471673 379.50000000000006 161.57205450022619 15.897411346435549 536.50000000000011 1.5000000000000002 17.500000000000004 820.75000000000011 -89.935768127441392 12.808392047882082 2772.5000000000005 4384.7500000000009 3517.5000000000005 4736.5000000000009 240.92410191331513 1.0599527362975747 237.84608361814693 260.50000000000006 0.56442637429572118 17.496303558349613 12983.750000000002 1.5000000000000002 601.25000000000011 22.633518218994144 1.3437524286180582 581.50000000000011 16.994116783142093 0.66208756954577475 20.00000095367432 1.2044398244398247 0.88833950624829383 626.25000000000011 1.0022658623197709 28.500000000000004 699.50000000000011 30.500000000000004 142.52502441406253 0.88236753758575392 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 12 3 4 5 6 -3 8 9 -8 -1 -5 13 14 -2 25 17 -14 28 20 -20 22 -22 44 -18 -16 27 -27 29 -19 31 -28 34 -34 35 -4 43 39 -39 40 -38 42 -42 -36 -21 -46 right_child=1 2 32 11 -6 -7 7 -9 -10 -11 -12 -13 16 -15 15 -17 24 18 19 23 21 -23 -24 -25 -26 26 30 -29 -30 -31 -32 -33 33 -35 36 -37 37 38 -40 -41 41 -43 -44 -45 45 -47 leaf_value=-0.00073647716231541309 0.0005096667812903938 0.00084613373253900114 -0.0010961334312577381 -0.0086520563902925517 0.00076536908015405918 -0.0010955694958638977 0.0073022394943459516 -0.00011908260357852854 -0.0065959830076095967 -0.018032389845628393 -0.00019700792888047007 0.0017120279382986507 -0.017939103031758188 -0.00053800746510777441 0.0076309756451699694 -0.024731509648342292 5.9480950022439345e-05 0.0056620629672574424 -0.0024724608093329853 0.0013654306802572864 -0.013093505051372063 0.0038278902584298414 -0.036166721861050369 -0.016865398733550141 0.0005486059635990678 -0.019049476442995508 0.0014722237376510587 0.0078651949896814746 -0.023972616817082033 -0.00085475681988366609 0.0035184552280687104 -0.0044868097559333337 -0.026647385785107301 -0.0051103468693947029 0.0019495749971836459 -0.014038249359612537 -0.002737440655828885 -0.030031876383426269 0.0015559636346967512 -0.00036811901563295866 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9937 179 5808 5786 9758 6639 5505 266 5239 408 4831 3384 905 2479 1827 689 506 1447 1172 209 shrinkage=0.0523833 Tree=98 num_leaves=47 num_cat=0 split_feature=16 17 16 17 20 10 21 12 4 19 11 4 4 6 10 16 12 12 26 10 19 11 16 10 21 17 21 11 17 12 11 20 5 31 11 10 19 20 5 11 5 5 5 26 6 20 split_gain=11.7002 7.24546 5.25202 9.57394 6.01774 6.93384 4.91544 8.38856 6.64904 4.68737 4.32424 4.03459 4.0256 5.54274 5.15305 4.11619 4.00121 13.601 5.958 5.22001 4.91029 5.13397 4.64854 4.21916 4.61472 3.94278 7.77223 5.80422 4.70472 4.68396 4.49708 4.30452 4.09201 3.93416 4.64814 6.73563 9.37782 7.56844 6.34024 10.5296 9.68951 8.9679 8.62075 8.9706 6.66823 6.09514 threshold=199.50082152890573 99.049717629584919 147.2126561651277 36.469833250773569 0.21362403398331545 0.93563062751485659 11.500000000000002 60.05634918610405 22.718797683715824 359.25000000000006 0.54694641112012155 23.500128746032718 11.999999046325685 0.20000000880314964 0.96607243267113563 176.45253089503512 197.33147545195118 160.7873195746669 0.20260029299075955 0.52255545578862928 489.25000000000006 0.83250310173697284 176.45253089503512 0.82825578952925483 1.5000000000000002 47.583816405169863 7.5000000000000009 0.90339150152814762 56.789765555790993 70.302038200428285 0.94048981148523492 0.56442637429572118 18.998565673828129 2.5000000000000004 0.47023435160227617 0.96607243267113563 1847.5000000000002 0.3938565837293822 136.00009918212893 0.57896232057416286 229.96604156494143 155.02124786376956 131.5297775268555 1.5034702430173656 0.30136986838247998 0.18933143669985777 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 10 12 -8 -9 -3 -6 -12 14 -14 -5 -15 17 20 -18 -20 21 -11 -19 -22 -25 26 27 29 -27 -17 -29 -28 -30 34 -2 -36 37 45 42 40 41 -40 -38 -44 -42 -37 right_child=33 9 3 6 5 -7 7 8 -10 16 11 -13 13 15 -16 25 18 22 19 -21 23 -23 -24 24 -26 28 31 30 32 -31 -32 -33 -34 -35 35 36 38 -39 39 -41 44 -43 43 -45 -46 -47 leaf_value=-0.0011698421932434195 0.0015700864681261375 0.012190218283080352 -0.0010260552918511525 0.00083870710184923733 0.011045344570303723 0.0068222518599652402 -0.0037893800645167749 0.0034165942828255015 -0.0027436751534944525 -0.008651466932495664 0.001719918857757369 -0.001551272432283819 -0.007442304961693888 -0.00092841268394788421 -0.0019285538732940098 0.0044021186155093197 0.020320119138713979 -0.0064703146972356941 -0.0076773723313066228 0.0031827921317804765 0.0029005790345861104 0.011909178371934359 -0.02148225049918577 -0.015398249249339316 -0.00021133588247943872 -0.00073244951874719291 0.004260826628335131 -0.0063894589829628871 -0.0035664253131480477 0.0010275839025478614 0.0062507167041466602 -0.0058504593267428842 0.00017173837645864502 -0.0005644645744878647 0.00014854446229450979 -0.00092549584162758829 -0.002964012069529356 0.0017497767519144784 0.00063556072188540092 0.00052483988668545459 0.003758476702007108 -0.022109369894713789 -0.020418862358020248 0.0024980457500457269 -0.026849878557998731 -0.010169759904845683 leaf_count=21787 6157 108 2687 11519 125 696 723 2934 575 229 6871 1218 319 47028 2199 1458 53 315 129 2074 2448 39 69 58 1028 52905 140 413 825 4997 95 661 30885 22669 620505 765 4197 3992 67 3133 174 164 156 67 22 263 internal_value=0 -0.00659706 -0.00771822 -0.00583724 0.0218935 0.034403 -0.00787682 0.0257434 0.0459526 0.0261063 0.0262826 0.0234304 -0.00880407 -0.010409 0.00754276 -0.0101077 0.0226426 0.00434663 0.0565907 0.0486197 0.0224619 -0.108039 -0.175013 0.0323584 -0.0195181 -0.00623067 0.0153366 0.0260678 -0.00820962 0.0341673 -0.0768498 -0.0779484 0.00142187 0.0021707 0.0026295 0.00236375 -0.0201638 0.0136994 -0.0414663 -0.0100585 -0.157373 -0.296132 -0.0667631 -0.258356 0.00616313 -0.0628162 internal_count=859941 197610 191060 169273 11597 8910 157676 4232 3509 6550 8214 8089 153444 139726 13718 139407 6442 4186 2256 2203 3802 268 384 3534 1086 92379 7764 6963 84615 6455 508 801 31710 662331 639662 633505 13000 5020 7980 3560 427 231 4420 223 196 1028 shrinkage=0.0523833 Tree=99 num_leaves=47 num_cat=0 split_feature=16 17 26 9 8 21 17 16 17 16 17 11 26 9 12 10 16 17 25 17 10 26 17 21 8 30 22 14 12 12 25 17 22 17 16 17 16 14 22 16 10 21 14 26 19 18 split_gain=11.1479 8.73236 6.79326 5.65687 10.0827 9.35793 4.8289 8.53053 7.96741 8.89223 7.07506 20.6365 11.6687 9.66752 12.3757 8.68996 8.03679 5.90708 5.4157 5.15508 4.96298 4.81255 4.81164 7.91354 5.92385 4.9732 6.46381 4.78532 14.4002 4.77125 5.39456 4.76824 4.75765 4.73071 10.7605 6.19511 4.79717 8.79156 4.61861 4.59395 4.56953 4.90313 9.39226 7.96113 5.8755 5.02436 threshold=211.58872117128792 56.655398743279768 1.0073934988229927 0.96640682193691396 830.50000000000011 2.5000000000000004 52.924014847720365 220.87253595424514 49.350282507874248 225.67016933389559 57.797690663330137 0.77109881722825169 1.1712876732307751 0.94969182700526134 90.34366876077091 0.92435479856661085 216.32859421946878 50.968393312453351 1215.2500000000002 62.322740999754139 0.96607243267113563 0.70190055210608704 52.924014847720365 4.5000000000000009 990.50000000000011 1.5000000000000002 4086.2500000000005 52.068756958781215 302.81118318204312 138.64823227814085 562.25000000000011 48.327847679346554 2978.0000000000005 46.873709252452919 229.83684168620982 45.088193638896691 234.07064941997155 24.505668563212271 508.75000000000006 202.74324711316402 0.85155107412897946 9.5000000000000018 17.707103344802995 0.74755785325979252 779.25000000000011 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 40 -3 5 -5 7 17 9 31 -8 13 15 -12 -15 16 19 21 -10 -13 -17 -2 23 25 -25 26 -4 -16 32 30 -21 -9 -29 34 35 -11 -35 -38 -7 -24 41 -1 45 -44 -45 -43 right_child=6 3 22 4 -6 38 10 8 18 33 11 12 -14 14 27 20 -18 -19 -20 29 -22 -23 39 24 -26 -27 -28 28 -30 -31 -32 -33 -34 36 -36 -37 37 -39 -40 -41 -42 42 43 44 -46 -47 leaf_value=-0.00047692504869760016 0.00029457632614357862 -0.00016328331692342087 -0.00093439546681907827 -0.0023491041035348186 0.0026058085583178245 -0.00062793781898307099 0.00086607732970373473 -0.0010154707998837004 0.0010211048324019899 -0.0015827237355327439 -0.001836938523219088 0.00021237932018556871 0.0017328138920226319 -0.0050273477003683533 0.0039229405495000069 0.0070229033336262625 -0.010735058709178437 4.2130993726383879e-05 -0.00078650462919075249 0.0043034909735281852 -0.016729854486133552 -0.0010837408054202645 -0.0012505024736142658 -0.0021135884282163057 -0.0056502431647198715 0.0017258719526559616 -0.0088204093258087233 -0.0031427498261746801 0.0041735181389797342 0.008902795869040258 -0.013254278819478632 5.9534894287107938e-05 -0.022617516757936794 0.00077999927261615185 0.00027101715789427884 -0.00021603615130531904 -0.022111185438114904 -0.0014982193201777837 0.0010499930004217643 0.00010505874296920227 0.00027331473638329671 -2.8555314483549279e-05 0.0043092734236152078 2.470912882989326e-05 0.012329074548624048 -0.0041552221814838957 leaf_count=135315 8674 45223 10722 3237 6390 5926 46909 27226 42510 13117 2492 425 608 567 3514 175 1031 45664 5093 58 28 34999 12393 7344 1579 1950 293 55 354 40 279 19382 92 41614 225896 29727 68 344 18725 15366 34787 2659 2479 3338 110 1164 internal_value=0 -0.00480528 -0.00793411 0.00422686 0.0139157 0.00570615 0.00269882 0.00169679 0.00364792 0.0020291 0.0114459 -0.0131121 -0.0884879 0.0150605 0.0423234 -0.124791 -0.146532 -0.00714797 0.015801 -0.0714561 0.071524 -0.0154628 -0.0182893 -0.029376 -0.0522959 -0.0136016 -0.0218422 0.0618536 -0.0295777 -0.156581 -0.195338 -0.0108513 -0.29267 0.00396088 0.00241797 -0.0121118 0.0138272 -0.0935482 0.0123441 -0.00954754 -0.00507561 -0.00754395 0.0141144 0.0390413 0.00796532 -0.024531 internal_count=859941 309000 229499 79501 34278 27888 550941 494314 404977 357374 56627 9718 2644 7074 4582 2036 1833 89337 47603 802 203 43673 49647 21888 8923 12965 11015 4015 501 377 337 46608 147 310766 268740 42844 42026 412 24651 27759 179852 145065 9750 5927 3448 3823 shrinkage=0.0523833 Tree=100 num_leaves=47 num_cat=0 split_feature=16 17 29 16 28 15 16 6 23 28 18 0 16 17 12 28 11 23 28 12 10 19 19 28 19 17 16 17 11 12 16 29 4 10 4 23 29 0 12 4 28 6 15 17 16 17 split_gain=10.0923 7.8887 9.82101 6.89871 6.15045 6.68635 6.10118 6.02554 8.36078 5.91258 7.00077 5.67057 5.60292 5.57925 5.54936 7.01984 5.85391 4.97239 5.66182 4.87318 4.80689 4.9669 4.95786 4.78108 5.65602 4.68836 8.43002 5.82607 22.0797 12.3052 9.21631 7.73102 5.91686 19.3211 13.1069 9.26842 5.34245 5.27936 4.99342 4.90334 4.87769 5.16402 5.48525 4.63361 9.00371 5.33328 threshold=215.40288241847469 55.010330876090997 0.72987525961405586 151.38915487208908 415.25000000000006 0.34092563431996015 206.96004934783807 0.54118840296250947 0.18233621254005403 680.25000000000011 4.5000000000000009 33.000000000000007 139.11077645758499 48.404150303700654 184.96194077712565 8839.2500000000018 0.56502965267340122 0.24374342354308662 4736.5000000000009 239.9446968344225 0.89144827906596891 384.25000000000006 443.75000000000006 4075.5000000000005 638.25000000000011 51.528307008844273 221.26102641320037 56.9371784893899 0.77109881722825169 150.54467888754758 226.80688831549222 0.79177834266837144 48.525421142578132 0.77861798116476499 123.72002410888673 1.2976665354761774 0.8488038441555702 46.500000000000007 422.66042558696057 59.000661849975593 620.25000000000011 0.60601133342215852 0.53669910725256942 48.998667922599289 227.80099833679665 47.108184871318464 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 19 5 -5 -3 8 -1 10 20 -11 -10 -7 15 23 -16 -9 -19 -4 22 -22 -6 24 -14 26 -2 -27 32 30 40 -31 -29 34 35 -34 -28 -33 39 -35 -30 42 -42 44 45 -38 right_child=25 6 3 4 9 13 -8 17 12 11 -12 -13 14 -15 16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 27 36 28 29 31 -32 37 33 38 -36 -37 43 -39 -40 -41 41 -43 -44 -45 -46 -47 leaf_value=-0.00095544248925169474 -0.00055588462222710717 -7.8764633487457512e-05 -0.0018686463457562026 -0.008375508801470196 7.4837848628235584e-05 0.0036436442119973343 0.0007838559713600927 0.00094725602403397137 -0.0018510589152612945 0.00070762253393229972 0.0041893241694105085 -0.00061990859815851346 0.0018628656968818407 0.00019091739252343598 -0.0058168574049004265 -0.012773587789791553 0.0099307889600814079 -0.00033753518730230905 -0.005318729964769126 -0.0067529011226213865 -0.010180777056481733 -0.0022529112760288445 -0.0011002617652903519 0.0079813726823217881 -0.00074465696512231432 0.00078449744564144637 0.00060633003137891702 0.00192891683589511 -0.0019754195331022724 -0.014401411175360698 -0.018722627052254505 0.0072101750178091882 -0.019907955220228101 0.0044957793612372815 0.0047412227644440938 -0.00074360318944715232 -0.0012489981990856614 -0.0066491142171634932 0.005562546727509627 -0.010414799969905006 -0.0083747186874767107 -0.0051753643794658286 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59184 7355 1976 1468 508 5379 1299 492 372 392091 436 807 243 1278 827 353 326956 290443 56927 shrinkage=0.0523833 Tree=101 num_leaves=47 num_cat=0 split_feature=17 8 21 14 28 24 7 12 28 10 13 14 19 7 23 13 12 7 10 8 13 12 23 23 7 17 17 18 10 10 13 28 24 17 7 10 12 17 28 24 4 10 21 23 12 13 split_gain=5.16334 5.76228 9.48037 7.8019 5.84555 13.3847 8.45827 7.64254 6.47841 5.8017 8.40355 5.58774 6.47347 5.36503 15.4912 8.37181 7.3105 11.1855 6.19896 5.52234 5.52189 5.25032 5.13852 5.05575 9.03616 9.2087 5.03186 5.0299 4.19818 4.09071 4.04483 3.97821 3.94385 4.27482 4.13136 4.61703 3.87478 3.83433 4.68601 10.3645 7.41543 8.29791 9.03138 9.36255 11.1409 9.42839 threshold=76.819291928559366 564.50000000000011 8.5000000000000018 20.520291164933553 873.75000000000011 7.5000000000000009 -20.952666282653805 139.81118318204312 434.25000000000006 0.91929225311019558 62.424316468579924 67.96315496751167 2579.5000000000005 -56.966356277465813 0.8957487883019799 80.400150473265668 168.30508652763322 -14.257272720336912 0.81643227746536307 3356.5000000000005 58.246824454229348 347.95689014324233 0.22511273597268802 0.92684258174459488 -13.982293128967283 99.049717629584919 109.62959911618917 6.5000000000000009 0.71425850779228128 0.96982330544640993 146.48181298758291 1264.5000000000002 1.5000000000000002 109.62959911618917 -66.757671356201158 0.90609811558965514 209.81118318204312 36.469833250773569 3335.2500000000005 1.5000000000000002 34.45222473144532 0.80290888085525081 1.5000000000000002 1.5494948578685384 457.81832585697958 131.00364407753452 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=27 2 -2 -4 6 13 8 26 -3 11 -11 12 -10 14 20 16 31 28 21 36 -6 -17 -20 24 -24 -26 -8 37 -18 -25 -22 -15 33 -21 35 -34 -16 -1 -39 -40 -41 -42 -43 44 45 -44 right_child=1 4 3 -5 5 -7 7 -9 9 10 -12 -13 -14 15 19 18 17 -19 22 32 30 -23 23 29 25 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 38 39 40 41 42 43 -45 -46 -47 leaf_value=0.00036840236339996516 0.00052541086543022653 -0.019241421595354115 -0.0024951994168259284 -0.013427170941072148 0.0082965397517226307 -0.0076907454366460203 -0.0024345263802702504 0.0057332761102896063 0.0038269245412930609 0.0085895081215867225 -0.015915696420872497 -0.018513949886843899 0.015064602980487762 0.0058527048262286231 -0.0069798340067528143 0.0044762125124068351 -0.0033767114352728014 0.0012146979173327729 0.024743169867118355 0.0028379367459213743 -0.0047816365117330688 -0.0042166145887248922 0.0072857765016387964 0.0073166534615042786 0.0045950711873492924 -0.019723264701917216 -0.015184353190681813 0.0057276020841820798 -0.018127871676697795 -0.0092956502910697333 0.0092607209971366355 -0.0006436952654893574 -0.012075069572411813 -0.026320562939931721 0.0041555671242019619 0.0020468511981943625 -0.018240222049310639 -2.4028240519029844e-05 0.00072419586356015921 0.00035307156432480075 -0.0041417568023602415 0.00067770807925763275 -0.0066875574867799039 0.00128495801881687 -0.015259913122927344 0.0018782512791136506 leaf_count=66544 3272 34 632 250 406 521 802 312 4699 64 96 30 145 394 233 373 75 293 38 22 217 390 209 1289 77 96 95 419 180 42 76 753 139 37 221 117 131 754383 7828 3708 4281 3364 1038 810 272 534 internal_value=0 0.0175279 -0.014773 -0.106787 0.0281719 0.00672661 0.0497949 -0.0253622 0.0677241 0.0706624 -0.116709 0.0768133 0.0794779 0.0205 -0.0288103 0.0392331 -0.0150817 -0.110094 0.0758534 -0.115554 0.0828764 0.000629186 0.108632 0.100564 -0.000843843 -0.169892 -0.0722529 -0.000197722 -0.263239 0.129668 -0.0217484 0.0303121 -0.0510018 -0.294901 -0.0208339 -0.107304 -0.210608 -0.000252181 -0.000876714 -0.0153188 -0.0316061 -0.0454121 -0.0214716 -0.0650859 -0.104451 -0.0721184 internal_count=859941 16760 4154 882 12606 6329 6277 1209 5068 5034 160 4874 4844 5808 1599 4209 1695 548 2514 900 699 763 1751 1713 382 173 897 843181 255 1331 293 1147 536 59 477 256 364 842762 776218 21835 14007 10299 6018 2654 1844 1572 shrinkage=0.0523833 Tree=102 num_leaves=47 num_cat=0 split_feature=16 17 5 17 11 20 14 5 24 14 28 14 28 21 27 29 29 11 20 33 17 16 14 27 28 1 23 20 21 5 21 14 27 29 7 27 21 27 28 23 5 1 24 21 17 12 split_gain=9.61811 6.56791 5.52784 4.40083 4.28152 4.09522 6.64789 8.43263 6.83279 8.29307 8.47139 14.3434 6.68591 5.72178 7.56498 5.94938 5.67768 4.6921 4.65083 4.5583 4.41214 7.07284 6.05543 5.64877 4.3286 5.70122 6.15159 4.26191 4.20234 4.07029 7.73736 4.42543 4.05828 4.02442 7.79926 7.19891 10.823 10.0088 9.85305 11.4713 8.39221 7.8925 8.02776 6.84693 6.60862 6.31569 threshold=193.88665249367963 99.049717629584919 54.002632141113288 33.855555532826763 0.85200334448160542 1.0654078908878166 39.40340063283184 39.603996276855476 2.5000000000000004 31.952385077695769 780.25000000000011 23.756963513671248 789.75000000000011 16.500000000000004 36.500000000000007 1.2666031093259553 1.6924487875299237 0.5108346173349978 1.2142269324585755 2.5000000000000004 53.833522626411671 217.01803169295528 31.952385077695769 51.500000000000007 482.25000000000006 134.50000000000003 0.56160756820946256 0.89405036514196434 8.5000000000000018 20.000123977661136 13.500000000000002 8.6281896640618019 14.500000000000002 0.7725188488382676 -89.935768127441392 22.500000000000004 11.500000000000002 45.500000000000007 634.25000000000011 0.96592886236617659 36.113159179687507 924.50000000000011 18.500000000000004 8.5000000000000018 48.25558046016674 611.30918087536486 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 19 8 12 9 10 11 -7 -8 20 15 -15 -13 -9 -11 24 21 22 23 -10 25 28 -27 -21 -2 30 31 -28 -24 -26 45 -36 37 40 39 -39 41 42 -37 44 -43 -35 right_child=5 -3 4 -5 -6 6 7 17 13 18 -12 16 -14 14 -16 -17 -18 -19 -20 27 -22 -23 32 -25 33 26 29 -29 -30 -31 -32 -33 -34 34 35 36 -38 38 -40 -41 -42 43 -44 -45 -46 -47 leaf_value=0.00061766085155602721 -0.0038548395422429364 0.0012694717952837183 -0.0018257237268533017 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10315 133844 677 303 31 211 16317 69 276 233 62 98 885 32 41 2543 51 24764 24713 98921 448 54 92787 2021 29 1303 115 37298 157 3996 609 6473 293554 35100 16621 204 190 231 21226 100 12779 91 91 448 internal_value=0 -0.00687956 -0.00817171 -0.00654202 -0.029797 0.00164586 -0.00306479 -0.0509133 -0.0021125 -0.0856267 -0.0509995 -0.119923 -0.347075 -0.00154056 -0.0763533 -0.301606 -0.285723 -0.0409123 -0.331768 0.0028939 -0.00100225 -0.00357977 -0.0221551 -0.0174187 0.00353522 0.0129453 0.0148331 -0.0100131 -0.05459 0.0122082 -0.0173749 -0.00887975 -0.0955133 0.00265839 0.00124062 0.00184623 -0.00616385 -0.0116098 -0.13759 -0.220571 -0.0104751 -0.0177761 -0.0167937 -0.184581 -0.292135 -0.0320273 internal_count=859941 163365 156851 145859 10992 696576 145897 2847 143050 973 853 577 93 142077 1015 130 274 2754 120 550679 141062 116349 17428 16371 524612 44717 43501 26067 1216 41480 4182 4025 1057 479895 387108 380187 86633 70012 625 435 69387 48161 47879 282 191 6921 shrinkage=0.0523833 Tree=103 num_leaves=47 num_cat=0 split_feature=16 17 12 17 16 28 28 19 17 24 20 14 1 28 24 15 14 20 11 1 15 11 22 19 30 22 23 11 14 11 4 11 21 19 24 11 4 19 21 24 23 28 19 17 15 16 split_gain=8.59446 6.0322 5.547 5.24178 4.92331 4.48756 6.98036 4.30411 4.07754 3.95623 3.90747 6.46627 7.06289 6.48507 5.81191 14.5584 13.1701 8.66123 6.89324 5.62392 4.9376 7.83751 10.1581 13.6413 7.79249 7.06851 10.1226 6.64013 6.09566 6.07963 11.5048 7.61797 6.38355 5.78635 5.7051 5.92087 5.10513 4.92119 4.80682 7.29699 5.58353 4.75524 4.74635 4.59512 4.58083 4.39502 threshold=190.64557697566315 99.049717629584919 239.9446968344225 33.855555532826763 144.92211162539886 4357.5000000000009 1749.7500000000002 359.25000000000006 42.628910016240049 9.5000000000000018 1.0654078908878166 39.40340063283184 1420.5000000000002 824.25000000000011 2.5000000000000004 0.44101468017891438 24.072297885453391 1.2898138944907724 0.88434838923767789 581.50000000000011 0.26542931045555634 0.43271598476420287 2143.2500000000005 2679.5000000000005 2.5000000000000004 996.25000000000011 2.115258725395635 0.49340364800891118 24.956823438660049 0.85526889368145753 24.00000095367432 0.92188826400679125 1.5000000000000002 2377.2500000000005 15.500000000000002 0.67262437175227885 42.187211990356452 394.25000000000006 16.500000000000004 30.500000000000004 1.3833928954779076 1857.5000000000002 2475.5000000000005 68.21367890630772 0.20024959679185067 217.68591346435051 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 6 -4 -3 9 -6 20 14 13 -13 15 -12 -17 18 -18 -19 21 33 25 24 29 26 41 36 -28 44 31 -31 -32 -2 35 42 -25 -27 -16 40 -40 45 -30 -29 -24 -23 right_child=10 7 5 4 8 -7 -8 -9 -10 -11 11 12 -14 -15 38 16 17 19 -20 -21 -22 22 23 27 -26 37 28 43 34 30 32 -33 -34 -35 -36 -37 -38 -39 39 -41 -42 -43 -44 -45 -46 -47 leaf_value=0.00062147617573931019 -0.0030235123837670428 0.01138849797120983 0.00055775102207678039 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12417 1567 1271 6279 91803 8143 296 97 2708 112 143449 291 166 32 82 153 545299 1909 224 63 205 94 171 5288 22 255 23 154 169 1387 34 259 109 5354 508 375 141 162 70 34 248 3408 internal_value=0 -0.00694532 -0.00831862 -0.00732362 -0.0093263 -0.0481919 -0.0817263 0.023098 -0.00733706 0.00539224 0.00147045 -0.00309619 -0.0497136 -0.226836 -0.00216156 -0.0773813 -0.153771 -0.264338 -0.386492 -0.100586 0.00266929 -0.0127519 -0.0189153 -0.0496327 -0.14269 -0.000800016 -0.0243731 -0.027986 -0.152938 -0.176821 -0.243528 -0.148732 -0.445463 0.0507432 -0.083156 -0.0452692 -0.221369 0.025313 -0.0016305 -0.0699012 -0.134069 -0.0113266 -0.263188 -0.0217362 -0.0918822 -0.00618425 internal_count=859941 146205 139814 136410 123518 3404 1837 6391 112363 20560 713736 148410 2917 209 145493 1020 724 433 248 185 565326 20027 18255 6772 1278 11483 6035 5494 556 1073 601 409 192 1772 385 351 172 5448 144473 1024 649 5479 92 5322 472 5317 shrinkage=0.0523833 Tree=104 num_leaves=47 num_cat=0 split_feature=16 24 6 27 14 23 25 25 21 27 29 16 6 5 11 22 27 26 24 10 23 14 23 24 14 23 21 23 26 21 23 25 14 22 21 24 10 5 1 22 29 5 24 1 24 30 split_gain=8.63089 4.28832 11.0441 8.07823 13.3949 9.4307 7.61972 5.79735 5.27641 5.43449 7.82934 7.2933 5.25682 5.25068 7.13404 5.11283 5.04061 5.14897 8.00144 6.39572 6.55844 7.18699 6.30566 6.11215 7.16539 5.64467 5.33747 4.76004 4.61727 4.94779 5.91622 5.25075 5.14415 4.53247 4.28625 7.94429 18.9002 8.11868 10.5437 8.01671 5.88465 5.44439 7.91345 4.67286 4.53416 4.02144 threshold=212.41241127046214 22.500000000000004 0.70833333580274116 36.500000000000007 18.840691363017559 0.72633043648081252 572.25000000000011 648.25000000000011 9.5000000000000018 27.500000000000004 0.70126578899194547 226.48528138528141 0.43478261474238389 36.617422103881843 0.81361253779588882 566.25000000000011 32.500000000000007 0.96674680644894084 24.500000000000004 0.57759172916273149 1.1125840017474562 24.072297885453391 0.90200671140939603 30.500000000000004 19.025235767362329 1.0775009405568097 12.500000000000002 0.88924348378893847 0.9046168317412554 5.5000000000000009 0.87180967608219351 668.25000000000011 20.142062815694818 762.75000000000011 6.5000000000000009 8.5000000000000018 0.71996524026429409 42.999996185302741 1009.5000000000001 830.25000000000011 1.3939823785397776 48.00000190734864 14.500000000000002 747.50000000000011 11.500000000000002 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 3 4 5 -3 -7 12 9 13 27 28 -6 14 45 -14 -4 23 19 25 -21 -22 -20 24 -18 -19 -25 -11 29 30 -12 -31 -32 -33 -15 36 -36 40 39 41 -37 -39 44 -38 -43 -2 right_child=1 2 16 -5 7 6 -8 -9 -10 10 11 -13 15 34 -16 -17 17 18 22 20 21 -23 -24 26 -26 -27 -28 -29 -30 31 32 33 -34 -35 35 37 43 38 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=-0.00021832485131391397 0.00084980721481701775 0.0031090637747268348 0.0030294167120405572 0.00049040988093067967 -0.014009409396228308 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15876 491 193114 150120 1047 344 125 47 322 38 155 1805 59 1750 90 201 64 10373 1529 26 857 133 406 68 8982 29 2021 3802 862 2604 33 154 198 186 15122 internal_value=0 0.00238939 -0.0101506 0.000335371 -0.0430471 -0.180785 -0.247461 -0.0156761 0.00302187 0.00222908 -0.0104792 -0.0147763 -0.0552238 0.00311082 0.00629946 -0.0401838 -0.0507199 -0.0594287 -0.0902675 -0.178935 -0.239413 -0.0936508 -0.0553175 -0.0256029 -0.00764767 -0.0340687 -0.170212 0.047422 -0.0319405 -0.0661853 -0.200382 -0.054073 -0.0831986 -0.101788 -0.000520089 -0.0148765 -0.177696 -0.0123002 -0.0390364 -0.0808021 0.00398702 -0.0510274 -0.162032 -0.0391601 -0.284175 0.0132676 internal_count=859941 540683 25961 20629 3553 589 461 2964 514722 484986 31467 29293 1647 453519 241466 1538 5332 4936 2582 730 515 193 1852 2354 2094 215 260 2174 13417 3044 252 2792 159 1263 212053 18939 295 18644 7058 3256 11586 2394 373 227 219 91346 shrinkage=0.0523833 Tree=105 num_leaves=47 num_cat=0 split_feature=18 0 2 9 7 21 22 23 12 27 23 15 29 27 8 10 22 25 8 29 25 7 7 8 22 27 21 18 15 28 27 10 27 25 12 8 23 15 23 9 10 18 27 15 7 12 split_gain=4.70414 3.88235 6.03908 5.55862 7.87747 6.22775 9.73976 8.37574 6.66506 6.61513 6.44227 6.37937 10.3526 12.8025 7.70104 6.1765 7.4293 7.12358 7.36617 5.80208 8.07265 11.3316 13.3116 7.61578 5.69098 6.75579 5.36338 5.29725 5.47248 5.26524 7.30624 6.50455 5.1804 5.09278 8.40276 6.51397 5.03669 4.98374 5.96032 4.86105 4.84202 5.11231 7.5905 4.83703 10.9061 12.2635 threshold=6.5000000000000009 13.500000000000002 1.0000000180025095e-35 0.95657347785951752 -1.8402248024940489 1.5000000000000002 2143.2500000000005 1.469650419268296 163.12489168102789 15.500000000000002 1.6791091840756802 0.55536202731679218 2.2392328056844311 6.5000000000000009 2989.5000000000005 0.96982330544640993 4811.5000000000009 3746.5000000000005 4217.5000000000009 0.54109006354710554 923.25000000000011 -71.52144622802733 -0.98776036500930775 3356.5000000000005 2544.5000000000005 2.5000000000000004 2.5000000000000004 3.5000000000000004 0.52338519071454226 1749.7500000000002 4.5000000000000009 0.77020853776857967 5.5000000000000009 3230.5000000000005 331.46803743153555 11725.500000000002 0.79911861619830005 0.40231419771219962 1.0806628790323811 0.91614078536490251 0.96275489182684393 2.5000000000000004 39.500000000000007 0.26542931045555634 -7.0814788341522208 277.58378413094857 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 15 9 8 -8 27 26 12 33 32 -15 -3 17 19 -19 -17 -21 -22 -23 -24 29 -26 -11 36 -29 -13 -31 -32 -14 43 -35 37 -7 -36 -39 -9 -12 -42 -43 44 -10 -46 right_child=-2 3 -4 4 -6 6 7 39 11 10 40 24 13 14 -16 16 -18 18 -20 20 21 22 23 -25 25 -27 -28 28 -30 30 31 -33 -34 34 35 -37 -38 38 -40 -41 41 42 -44 -45 45 -47 leaf_value=0.00066550627400267836 0.0055279430841149151 0.00058225052598206452 4.8254490593245015e-06 0.00034650724564999641 -0.00010664276220363286 -0.00068090659690114473 0.00019300686772081519 -0.00081537922135395066 0.0038206007247207226 -0.0047976024183151384 -0.0018601089716489118 -0.0017854718798781233 -0.0089553817483743314 -0.013806848438618794 -0.0003223749288424783 0.0034184946722349524 0.000930649367951875 -0.0044579975622195053 -0.020539354652294693 0.0036993075528473432 -0.018077806920981824 0.0025067713311956708 -0.0059123751842151094 -0.021190797366183341 -0.011815129567479078 -0.0028011164364614353 -0.00047420599187314981 -0.008849278841298068 -0.0010867704503700862 -0.0012665552798903337 -0.022191985382627528 -0.0068622281784264322 -0.023865513013998696 -0.0057013401019019245 0.0046817383789375311 -0.012131996449231698 0.00028111662199710479 -0.012578132958809338 0.0030389335896555477 0.0032492837648325328 -0.0093109420038961707 0.0089677675876466099 -0.025736151640336838 0.0012258873564994172 -0.013362256535236717 0.00024052034720608326 leaf_count=55885 422 30632 118388 151718 343812 19710 2370 2387 424 800 5550 179 117 150 516 367 1671 196 130 295 180 465 322 124 255 2167 49835 363 795 118 204 121 141 1422 607 99 61621 120 152 1220 470 98 21 2574 374 354 internal_value=0 -7.77108e-05 0.00413661 -0.00114951 0.000612784 -0.00575253 -0.00844807 -0.0317578 -0.0440388 -0.00575812 -0.0140657 -0.0552439 -0.0387249 -0.137395 -0.0641315 0.00642562 -0.0318813 -0.0717856 -0.207524 -0.0465427 -0.0761468 -0.115832 -0.0705304 -0.193959 -0.0935026 -0.0715907 -0.0103566 -4.03265e-05 -0.0671988 -0.178825 -0.237309 -0.314692 -0.326515 -0.0238423 -0.0597679 0.0115807 0.000915884 0.0389697 -0.0735148 0.0106793 -0.0446586 -0.130868 0.0542835 -0.000701767 -0.0545592 -0.128814 internal_count=859941 859519 174273 685246 495530 189716 155334 16071 12464 139263 56774 10094 7050 924 666 34382 3750 2079 326 1753 1386 1091 911 446 3044 2422 50635 82489 1158 622 443 325 258 6126 2400 978 81331 879 272 3607 6139 589 119 3726 1152 728 shrinkage=0.0523833 Tree=106 num_leaves=47 num_cat=0 split_feature=18 22 21 28 19 28 21 8 20 8 4 14 24 22 21 14 19 7 22 12 7 22 28 28 4 24 14 19 22 6 21 28 14 28 7 12 22 24 28 20 6 14 14 7 7 6 split_gain=4.1484 3.81868 7.11138 5.25989 5.4153 4.75566 7.68642 6.73606 4.78989 4.40359 6.30047 5.63849 4.32862 4.24922 4.16841 13.1751 6.7311 13.4317 11.5458 10.0925 11.4867 21.313 8.54265 8.19837 7.47205 8.33671 6.67154 6.6822 7.6681 6.97427 6.98446 7.84239 8.0273 7.73058 6.58822 6.45655 6.30699 6.03757 5.97707 5.82099 5.72395 6.81008 10.0578 8.36114 6.61698 6.26659 threshold=6.5000000000000009 317.75000000000006 13.500000000000002 479.75000000000006 249.25000000000003 684.25000000000011 9.5000000000000018 409.50000000000006 0.51051177667926739 384.50000000000006 12.00056314468384 19.11041334874572 32.500000000000007 651.75000000000011 1.5000000000000002 36.929302456599693 1331.5000000000002 -79.196342468261705 2143.2500000000005 197.33147545195118 -26.648571014404293 2978.0000000000005 1983.5000000000002 1083.2500000000002 35.514474868774421 6.5000000000000009 27.631631690347849 675.25000000000011 3756.2500000000005 0.57142856872612224 3.5000000000000004 858.25000000000011 24.286313765565527 1146.2500000000002 -89.935768127441392 701.80613254815978 558.25000000000011 3.5000000000000004 8839.2500000000018 0.99999216791979961 0.24138175629733705 39.40340063283184 19.428951369883087 -70.541698455810533 -86.960361480712876 0.17550235425863134 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 13 9 14 8 -8 12 -11 -12 -5 -3 34 26 17 23 -18 20 21 22 39 -17 37 -26 27 28 29 -16 33 36 -33 -31 -7 -21 -32 -24 -30 -20 41 42 -36 44 -44 -45 right_child=-2 3 -4 5 -6 6 7 -9 -10 10 11 -13 -14 -15 15 16 18 -19 19 35 -22 -23 24 -25 25 -27 -28 -29 38 30 31 32 -34 -35 40 -37 -38 -39 -40 -41 -42 -43 43 45 -46 -47 leaf_value=-0.00065827831441948609 0.0052200748835260803 0.0023917479803279868 -0.010179984586661034 0.00022680720650983052 0.00035462219603359622 -0.0014661757483468494 0.00076135949442797347 0.0017410462493526256 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78820 121372 293 13620 3396 2495 561 2029 1462 605 19102 61 22 182 55564 962 48 318 96 891 internal_value=0 -0.000113352 -0.0148734 0.000187649 0.00828874 -0.000583152 0.00201133 0.0261907 -0.0491219 -0.00296625 -0.00435297 -0.0045671 0.00495452 0.0570026 0.00114808 -0.000455259 -0.0189859 -0.0669253 -0.0148449 -0.031408 -0.0965623 -0.178311 -0.280231 -0.272222 -0.196042 -0.125103 0.00198287 -0.00139453 0.00748416 0.00834106 0.00146108 0.0116497 -0.0358827 -0.0151764 0.00846011 -0.0227644 0.0181062 -0.446234 -0.148111 -0.437062 0.0112868 -0.026383 -0.0512058 -0.113341 -0.341121 -0.0862107 internal_count=859941 859524 17178 842346 73184 769162 368249 12694 1086 400913 341181 340336 59732 2213 355555 291612 33907 2696 31211 17921 2099 945 647 285 421 328 257705 178885 57513 57198 41203 25554 3056 15649 63943 15822 22498 93 315 226 59341 3777 2815 1353 144 1209 shrinkage=0.0523833 Tree=107 num_leaves=47 num_cat=0 split_feature=17 9 21 12 21 15 19 4 17 26 26 7 12 15 14 12 18 32 15 12 4 14 7 15 15 7 26 7 19 4 18 23 12 12 7 21 20 23 7 29 15 23 12 15 14 12 split_gain=3.91582 5.93955 8.60685 9.83199 6.95449 5.48168 5.04088 3.96954 7.48746 5.15309 4.74375 4.52267 4.99437 4.81572 6.1929 5.9373 6.30606 3.9099 3.86875 5.83665 4.58644 4.1365 3.8028 3.72692 4.09198 3.68598 5.6636 3.60083 4.39865 9.49215 3.40511 3.38817 3.3475 10.1487 6.06773 5.48039 5.17281 4.9756 4.37393 4.59562 4.04817 5.18047 4.07493 4.41748 3.77371 5.86067 threshold=76.819291928559366 0.94969182700526134 8.5000000000000018 93.165999231107222 1.5000000000000002 0.26542931045555634 416.25000000000006 33.671300888061531 109.62959911618917 3.5609805990841994 0.6900702496523291 -51.340192794799798 197.33147545195118 0.49397404130435396 26.621612943991405 315.52743494484452 2.5000000000000004 1.5000000000000002 0.88538385857952473 174.58073580374358 123.72002410888673 31.70222984819863 -23.962488174438473 0.88195033978186577 0.41241334133033142 -29.730789184570309 1.5178051820197389 -42.266448974609368 23128.000000000004 98.193344116210952 6.5000000000000009 1.1627269474540285 197.33147545195118 168.30508652763322 -27.738521575927731 2.5000000000000004 0.31104658647742384 0.43255229743308671 -51.340192794799798 1.6924487875299237 0.76271031740821815 0.31616468083051918 152.39696961967005 0.5614491089134418 25.599777644597456 156.3761543394987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=30 4 18 6 5 -2 -4 10 9 23 17 13 25 15 -15 16 -12 -6 32 21 -21 -20 -10 24 -9 26 -13 28 29 -7 -1 -18 33 34 36 -35 -3 -38 44 -40 42 -42 43 -36 -39 -46 right_child=1 2 3 -5 7 27 -8 8 22 -11 11 12 -14 14 -16 -17 31 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 40 -37 37 38 39 -41 41 -43 -44 -45 45 -47 leaf_value=-2.1791543792758726e-05 -0.01605125416565872 -0.0057974199714974049 0.0061586812064757298 0.0014446401738513203 -0.0055794812494241635 0.0014227536399627611 -0.0079391299724157795 0.00051385796942994826 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913 2174 57 91 476 126 922 541 24 internal_value=0 0.0150742 0.0301849 -0.0321159 -0.00840799 0.0538669 -0.122564 -0.0254471 -0.0708338 -0.113307 -0.00845127 0.0210411 0.0560199 -0.037201 0.049953 -0.103534 -0.15332 -0.0514125 0.043749 -0.0271385 -0.233232 0.0130322 0.0549058 -0.129166 -0.143509 0.0331435 0.0837206 0.0646729 0.00479849 -0.0575533 -0.000371733 0.0594216 0.0502741 0.0413387 0.0490204 -0.162668 0.0704644 0.0772044 0.0660924 0.0940433 0.00368199 0.0752333 -0.0245502 -0.041059 0.0239014 0.0881344 internal_count=859941 16739 10185 1821 6554 1408 724 5146 1402 1048 3744 2220 1387 833 360 473 395 1524 8364 705 115 590 354 997 945 1211 658 1367 579 383 843202 103 7659 6476 6241 235 4237 4085 3709 2231 2004 567 1437 1311 1478 565 shrinkage=0.0523833 Tree=108 num_leaves=47 num_cat=0 split_feature=16 27 24 13 7 26 26 15 18 20 9 1 0 27 26 27 28 19 23 26 26 27 18 15 28 28 19 18 19 12 20 24 13 11 1 0 27 16 24 19 15 27 28 15 15 18 split_gain=7.55617 4.35496 5.12207 6.29456 6.20012 4.58685 5.89697 5.48943 4.58412 4.48043 4.60554 4.47496 4.60576 4.44609 4.34066 4.85653 4.31551 4.27023 7.88607 5.95366 6.40511 7.00823 6.76282 5.21505 5.18484 4.19757 6.56624 6.32761 9.73737 7.81744 6.18217 5.16576 5.2233 5.01907 4.93747 4.59371 4.68469 4.38012 4.1613 9.81195 7.70761 8.12893 10.1906 8.35038 6.29999 6.28483 threshold=211.58872117128792 33.500000000000007 8.5000000000000018 51.877903315378852 -15.945396423339842 4.501764705882354 2.2938727011390192 0.48044476043866313 3.5000000000000004 1.1124349068069519 0.96657046156238213 1261.5000000000002 37.500000000000007 19.500000000000004 1.3992982110537917 2.5000000000000004 1297.2500000000002 291.25000000000006 0.73183335373112757 0.47640500176314948 0.79325056959439832 50.500000000000007 4.5000000000000009 0.42934650797629509 704.25000000000011 624.25000000000011 810.25000000000011 2.5000000000000004 416.25000000000006 58.988329701443519 1.3437524286180582 21.500000000000004 44.365808805435115 0.82737835762029321 312.50000000000006 31.000000000000004 27.500000000000004 204.72401866717573 22.500000000000004 330.75000000000006 0.63699329761069401 35.500000000000007 718.25000000000011 0.56355691625673288 0.55351958600728646 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 11 5 6 9 -7 13 -1 14 12 16 -6 -11 -16 25 18 -3 -19 -21 22 24 -23 -22 27 -27 28 29 -4 33 32 -29 34 -31 36 -30 -32 -2 44 41 42 43 45 -40 -41 right_child=38 17 3 -5 8 7 -8 -9 -10 10 -12 -13 -14 -15 15 -17 -18 19 -20 20 21 23 -24 -25 -26 26 -28 31 35 30 37 -33 -34 -35 -36 -37 -38 -39 39 40 -42 -43 -44 -45 -46 -47 leaf_value=0.00058131953833492271 0.00014447709228179994 0.0080284754028853312 -0.0022124251151932508 -0.0022052622807040294 -0.00028581354516649408 -0.0061804945559880108 -0.0039966635705252548 0.010475739041504914 -0.004524443814355671 -0.0036565947961402479 0.001147555349530441 -0.0060262128070604467 -6.5476642440167018e-05 0.0056127452314502901 0.014940552327960254 -0.00035345047689284607 -0.010347994433082009 -0.0025097258414101663 -0.014839523206775033 0.0026128741404822381 -0.00088835460252575818 0.0096965355154157457 0.0067703657339678106 -0.010075369311867952 0.0037563756197959886 0.0001897113295744945 -0.0021972489067410752 -0.00029697713769502978 -0.0025063278873114331 0.0021443312727973019 -0.0083856371131722767 -0.0067817444779524399 0.0063422953820950921 0.0033968361594054509 -0.0012200652015741723 -0.00064576873626626986 -0.0062644812649471672 0.0044144790101696835 0.0053451896852054169 -0.001982663683875536 -0.0016722776509449885 0.00066119236322569703 0.0053481979040078667 0.00093177629046604341 -0.012927825572224667 -0.0096139033768165693 leaf_count=49735 524747 412 3814 5509 91316 70 836 242 698 2086 1597 387 66218 352 61 863 126 1494 46 4132 4268 42 417 285 780 23840 3646 22143 11032 2089 322 332 330 1887 2803 3441 992 95 64 477 8844 15095 356 568 271 781 internal_value=0 -0.0040381 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9.23606 5.06836 4.10207 3.85748 7.13762 4.59663 4.47668 4.4703 4.36672 4.62559 3.79947 5.72357 3.76947 3.67318 4.49633 5.18135 6.90123 10.3142 8.45831 7.63795 6.98663 6.76969 4.43662 4.34907 6.07208 12.5792 10.3482 6.46378 8.67753 5.94217 19.4663 11.9098 7.84121 7.8402 5.82165 5.37277 7.05703 5.56348 3.9713 8.03605 6.58423 9.54074 threshold=178.63643839712921 0.28155907329782959 99.049717629584919 39.322319644174677 153.26695104552468 1416.2500000000002 21.56903171539307 1.0180564694444942 27.454049653262988 6.5000000000000009 580.25000000000011 0.93384999506647404 0.93422413234242319 -30.690896034240719 146.48181298758291 0.86733603712025842 32032.500000000004 237.61488077364871 1050.2500000000002 1381.2500000000002 4.5000000000000009 0.76862419928211545 41.694623670679704 0.95742264684930378 1.0744643835413614 11.500000000000002 0.98734977356014675 -61.665100097656243 0.95398063794068266 3.0391160988025692 2.2938727011390192 0.38448456305599171 -63.672157287597649 62.424316468579924 0.66401412810987293 0.93467635087551793 49.869276938364415 -86.16994476318358 0.93940311934859055 104.67877252094719 0.99999216791979961 30.7841037725495 -8.1301016807556135 0.95136047605528751 68.21367890630772 0.65719889052799818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 6 -5 -3 10 9 -9 -4 -10 13 14 15 -12 -8 42 -19 20 -20 22 -22 -24 -25 26 -23 28 31 38 -31 32 -21 34 35 -33 -36 -38 39 40 -30 -41 43 -2 -45 -46 right_child=17 2 7 5 -6 -7 16 8 11 -11 12 -13 -14 -15 -16 -17 -18 18 19 27 21 25 23 24 -26 -27 -28 -29 29 30 -32 33 -34 -35 36 -37 37 -39 -40 41 -42 -43 -44 44 45 -47 leaf_value=0.00053946324179447226 -0.00025096416472739492 -0.00040259346650259575 0.0070695823221121265 -0.00079650170045083559 0.0013382485980944069 -0.0027876269548165983 -0.0027635587633564156 -0.015906282114806776 -0.0078545388416567958 -0.0024032362038221523 0.0018558574554821473 0.0084962253344144211 0.002726231091029218 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-0.0129741 -0.000955091 -0.0176586 -0.0163448 0.0200445 -0.0636427 -0.170577 0.0289156 0.0703884 0.0199297 -0.011466 0.0227162 0.00702841 -0.0494119 0.000935351 0.00744665 0.000521547 -0.0271708 -0.106654 -0.298388 -0.426082 -0.548687 -0.0481821 -0.261339 0.00492244 -0.0169209 -0.0851374 -0.357552 -0.00472911 -0.300535 -0.00120128 -0.0915949 -0.459047 -0.0100925 -0.387034 -0.0434239 -0.113125 -0.375672 -0.0747308 0.000194657 0.00380384 0.00823799 0.0381346 internal_count=859941 98324 85942 80746 22645 58101 14326 5196 498 277 4698 221 4331 2190 1410 1292 2973 761617 77789 42515 5830 920 215 152 117 705 123 36685 7301 1107 147 6194 73 6121 650 118 532 50 960 533 68 465 683828 210862 139099 6996 shrinkage=0.0523833 Tree=110 num_leaves=47 num_cat=0 split_feature=16 23 17 19 25 17 10 27 27 0 27 33 17 16 20 17 4 16 7 13 27 16 28 17 16 20 14 6 4 4 23 16 17 28 29 0 4 6 7 13 19 20 27 33 4 17 split_gain=6.58356 4.48553 4.70736 4.35597 4.14746 5.70495 4.29815 4.22495 5.82134 3.76745 7.72769 4.55156 4.19163 9.48724 6.29378 5.77056 4.90785 4.50622 9.25084 8.53095 4.49053 4.24421 4.15068 3.84229 3.75711 3.61523 6.24968 3.61156 3.97073 4.11434 3.60591 3.59071 5.71055 4.32663 7.06924 3.80942 3.65608 3.53354 3.33012 3.30365 3.67265 3.29704 3.28351 3.27603 3.23822 4.53607 threshold=178.63643839712921 0.28155907329782959 99.049717629584919 359.25000000000006 2401.2500000000005 27.430900607296191 0.99518750915132892 2.5000000000000004 9.5000000000000018 33.000000000000007 52.500000000000007 1.0000000180025095e-35 53.521093486634228 217.44464421661681 1.0918225037249469 50.405530555488333 31.250638008117679 221.45023792067397 -4.7636413574218741 78.084677806229777 2.5000000000000004 222.35120304584373 375.25000000000006 47.802582370153438 227.29895118629867 1.0180564694444942 27.454049653262988 0.66666667363555865 48.525421142578132 108.03173065185548 1.3367037721651511 144.92211162539886 43.070505218552142 2250.2500000000005 0.093692477754006895 37.500000000000007 23.671639442443851 0.86956521968941591 -5.1944291591644278 41.52254014702185 459.75000000000006 0.52192944240445438 8.5000000000000018 2.5000000000000004 19.999999046325687 62.322740999754139 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 7 -6 -3 41 11 12 44 13 14 -11 21 -16 22 27 -20 -18 -15 -14 24 -23 -5 38 -19 -29 30 -30 -7 33 36 -35 -34 -33 43 -27 40 -38 -9 -28 -24 -2 -46 right_child=9 2 3 25 6 31 -8 8 -10 10 -12 -13 17 15 16 -17 20 18 19 -21 -22 23 37 -25 -26 26 42 28 29 -31 -32 32 35 34 -36 -37 39 -39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=0.00052344637051085626 0.00074941196617623143 -0.0030950076457304547 0.011397634786065288 0.0012260336870395709 -0.0025874377866637235 -0.0014336055027431265 0.016407645664366002 -0.0010776452196021018 -0.00095178437559519915 -0.00055711500752307869 -0.0063934828276919868 2.8378256990319211e-05 0.0045116930456231942 -0.0010048488487247177 -0.0016332219654683312 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6.83812 4.97752 5.42507 5.03212 5.48124 7.56005 5.64142 5.45657 5.23969 9.55783 5.46043 4.85014 5.11503 6.4582 6.24002 5.44185 6.29772 5.08519 4.63903 4.55048 11.5799 5.89017 5.57647 4.57795 5.7098 20.2861 7.38521 4.5448 5.58105 4.50135 14.0819 5.44218 11.2294 8.58444 7.45628 6.96964 8.37468 threshold=170.85515521064303 10.999999046325685 99.049717629584919 127.35838738653233 1.0180564694444942 30.7841037725495 2.5000000000000004 1.0654078908878166 39.40340063283184 44.144266490028649 0.96275489182684393 89.041953218455532 -1.0000000180025095e-35 227.33732604980472 0.94185707532958618 53424.000000000007 0.3157962917906581 134.50000000000003 13.919359871132972 76.819291928559366 300.25000000000006 0.37868244575936888 1.5000000000000002 43.331475451951142 11.500000000000002 19.11041334874572 11.500000000000002 1054.2500000000002 5.5000000000000009 24.956823438660049 118.50000000000001 6.5000000000000009 0.78758528127756222 1024.2500000000002 43.879561579036327 1.5000000000000002 0.88888888103971653 118.04467888754756 48.525421142578132 701.80613254815978 2240.2500000000005 155.61414205729719 243.35717856510919 0.42425869869478899 20.869978038130093 835.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -6 7 10 -9 27 12 38 13 17 15 -15 -16 -2 19 -19 -14 22 23 -22 28 -26 -25 -10 -23 30 31 -30 33 -31 35 -35 37 -36 39 40 43 42 -42 -12 -45 -46 right_child=6 2 4 -5 5 -7 -8 8 9 -11 11 -13 20 14 16 -17 -18 18 -20 -21 21 24 -24 26 25 -27 -28 -29 29 32 -32 -33 -34 34 36 -37 -38 -39 -40 -41 41 -43 -44 44 45 -47 leaf_value=0.00057175230718849255 -0.0020203467400438423 -0.00050648283429515439 0.0013982960963149207 -0.0018942502543634343 -0.0070300237092429906 0.0044373226653664733 -0.00053807327253679752 -0.00013535444468869851 -0.0048926235776090904 -0.0017744931048885558 -0.0033250488169778536 -0.014480708756049714 -0.0017047471891579184 -0.01138079659420802 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0.0164633 -0.0845636 0.000871917 0.00128981 -0.00339286 -0.0435246 0.00251137 -0.0132404 0.00303798 0.00661293 -0.0740698 -0.0354786 -0.307563 0.00690247 0.00739534 0.0459468 0.000613815 0.00103655 0.0258537 0.0406766 0.000433303 0.0161381 0.061966 -0.272641 -0.000605527 -0.00517934 2.61392e-05 0.16614 -0.0225166 -0.0274677 -0.122263 -0.432893 -0.0169299 -0.0824914 -0.0121786 -0.0181422 -0.0150654 -0.0409474 -0.0824707 -0.00238712 0.00857744 -0.014447 internal_count=859941 74961 66430 61634 4796 441 784980 756607 156539 3093 600068 19412 580656 234635 839 720 119 233796 231289 6257 346021 341665 8108 6355 333557 20695 4348 125 312862 128311 98682 213 29629 25572 620 157 463 322 19334 16772 16585 5453 2968 11132 9438 5494 shrinkage=0.0523833 Tree=112 num_leaves=47 num_cat=0 split_feature=17 8 21 8 24 24 8 23 10 7 23 26 5 7 12 4 22 23 4 7 10 11 11 20 7 10 24 12 20 24 17 10 17 26 5 11 32 11 20 17 20 17 5 11 8 24 split_gain=3.39799 4.61688 7.38615 6.38824 4.17179 6.63329 8.98229 5.40743 5.15688 4.60132 4.44451 6.73857 6.05669 6.0519 8.03163 9.377 6.28041 4.77322 5.22289 5.89279 4.53006 4.79613 4.51145 7.33104 4.41268 4.22572 4.61773 4.17944 3.97305 3.90455 3.81211 3.67191 4.5201 3.35875 3.25125 4.90073 4.7004 3.629 4.59634 3.31182 3.28558 3.16679 4.05425 6.51842 3.98332 5.41984 threshold=76.819291928559366 564.50000000000011 8.5000000000000018 481.50000000000006 10.500000000000002 7.5000000000000009 653.50000000000011 1.1756407109353753 0.91929225311019558 -23.198590278625485 0.34766145021750655 0.25622027818975796 85.983459472656264 -56.309932708740227 158.58326112068525 26.533843994140629 2343.2500000000005 0.92684258174459488 33.671300888061531 -1.0000000180025095e-35 0.82416587855881029 0.49340364800891118 0.80980626700440961 0.99653279370072434 -81.889556884765611 0.5039969522223916 1.5000000000000002 150.54467888754758 1.0160322892588429 5.5000000000000009 109.62959911618917 0.8747490077761696 89.041953218455532 0.76913422776518026 17.99769496917725 0.8088283764395674 1.5000000000000002 0.69970898412274973 0.45068417275166955 109.62959911618917 0.56442637429572118 36.469833250773569 83.249851226806655 0.47023435160227617 2137.5000000000005 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=41 2 34 33 5 10 -7 24 9 -6 12 -12 -3 14 15 29 -16 18 19 -15 21 -19 23 -20 -8 -18 30 -10 -11 -13 -27 32 -26 -4 35 40 -37 38 -36 -39 -2 -1 -43 -44 45 -45 right_child=1 4 3 -5 8 6 7 -9 27 28 11 13 -14 17 16 -17 25 20 22 -21 -22 -23 -24 -25 31 26 -28 -29 -30 -31 -32 -33 -34 -35 37 36 -38 39 -40 -41 -42 42 43 44 -46 -47 leaf_value=0.00033547556176686535 -0.0022025326526951996 0.0029774739559849371 -0.0035464904324747589 -0.012435584908612731 0.0036701171005739616 0.0064859884688865171 0.0067791366287866632 0.0010159543552296251 0.0062946225131748322 0.0013123209545145773 -0.009741441485566521 -0.010112461748685117 0.016092502554858536 0.006256777668962368 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5.17507 8.41132 6.40942 5.149 4.59687 4.36951 4.82867 8.56915 4.36469 4.28501 4.24711 4.23178 4.07722 4.44196 4.0722 4.05929 4.05383 4.02725 8.51713 4.38805 3.97107 4.93694 3.90362 3.88043 9.92584 3.85059 3.83762 threshold=215.40288241847469 54.746579860284633 432.50000000000006 9.5000000000000018 644.25000000000011 990.50000000000011 19.881652661064429 170.85515521064303 39.973354345160253 0.90909091496551209 204.35035971223024 3463.2500000000005 99.146648406982436 49.78239595128256 224.12919502576173 980.25000000000011 8269.0000000000018 523.25000000000011 0.68965517833030721 915.25000000000011 7.5000000000000009 31.000000000000004 109.62959911618917 924.25000000000011 0.53071402698235592 4.5000000000000009 422.25000000000006 51.000000000000007 1.5000000000000002 0.95088502506265671 1544.2500000000002 830.25000000000011 904.50000000000011 1158.5000000000002 394.50000000000006 28.998843193054203 47.583816405169863 228.57873348228898 45.088193638896691 39.848091125488288 197.33147545195118 180.58505570398754 27.500000000000004 484.50000000000006 277.25000000000006 850.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 44 7 6 -6 -5 -4 9 11 17 30 29 14 34 16 -15 18 35 28 22 -22 -21 -24 -16 36 -27 33 -19 -13 -9 -29 -33 -10 -2 -3 37 38 -26 -25 -41 -11 -28 -44 -1 -36 right_child=13 10 3 4 5 -7 -8 8 27 41 -12 12 -14 15 24 -17 -18 19 -20 20 21 -23 23 39 25 26 42 31 -30 -31 -32 32 -34 -35 45 -37 -38 -39 -40 40 -42 -43 43 -45 -46 -47 leaf_value=-0.0012633068147606091 0.00036842591863296979 0.001308480254364072 -0.0010997669899168059 -0.0012049994155441484 4.1184530464131399e-05 -0.0031129190791789685 -0.0029942105358579853 0.0038364309652303002 3.5291589315313418e-05 0.0020869926381712326 0.00059834179363117007 -0.0037761141485775874 0.0066139095312752706 0.0005635186871327893 -0.00015115438553427955 -0.00042769767620989265 -0.024137847187290298 -0.0048429686075489994 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0.00186392 0.0815948 -0.0223291 0.00219751 0.000531688 0.00787583 0.0106455 -0.00269934 -0.0153529 0.00125014 -0.0136981 -0.0680284 -0.00486299 0.0430273 0.00269524 0.00501806 -0.0353828 -0.000171095 0.00605865 -0.115586 0.107626 -0.0191552 0.00271605 0.00415773 -0.0141812 0.00323796 0.00552023 0.00385806 -0.0108644 0.0534975 0.0375677 -0.11936 -0.0291667 -0.106651 0.000769483 -0.0180415 internal_count=859941 359877 220308 130951 58329 23693 34636 72622 55234 2122 139569 1942 389 500064 386638 113426 96725 94469 22472 71997 17523 2451 15072 1954 337071 238008 2922 53112 54474 239 1553 9862 4572 43250 49567 9236 235086 202438 32907 1867 1668 180 2884 528 89357 41936 shrinkage=0.0523833 Tree=114 num_leaves=47 num_cat=0 split_feature=16 29 14 27 13 1 25 19 27 28 10 19 25 23 24 14 28 19 18 27 27 28 24 4 18 19 23 1 27 27 24 23 16 27 27 14 25 18 13 27 18 13 1 9 16 10 split_gain=5.6855 3.61392 6.66094 4.37541 6.63554 9.96505 10.7386 9.25743 6.44505 6.38113 10.5006 6.26569 8.18597 7.746 7.99825 6.07749 7.04918 5.91682 5.60969 9.73832 5.44027 5.26479 5.27976 8.98345 12.444 6.83452 5.92874 7.24957 6.05565 5.68339 13.1098 13.7227 9.13082 6.06508 5.63039 10.1014 4.94943 4.88632 13.0779 4.80449 4.68506 4.61963 5.29667 5.02619 4.6221 4.57041 threshold=212.41241127046214 0.7725188488382676 10.194035575124877 27.500000000000004 41.694623670679704 931.50000000000011 758.25000000000011 524.25000000000011 46.500000000000007 513.25000000000011 0.89485755669298961 675.25000000000011 570.25000000000011 1.0715712414476355 25.500000000000004 20.012990579976954 571.25000000000011 928.25000000000011 4.5000000000000009 32.500000000000007 39.500000000000007 638.25000000000011 22.500000000000004 20.32382965087891 2.5000000000000004 359.25000000000006 1.2376448221874303 693.50000000000011 35.500000000000007 45.500000000000007 27.500000000000004 1.0066342851304302 220.68264079013221 53.500000000000007 36.500000000000007 18.840691363017559 656.25000000000011 4.5000000000000009 34.017140873000372 28.500000000000004 4.5000000000000009 23.549571403954836 394.50000000000006 0.98925372751302398 223.43223790730625 0.96607243267113563 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 41 5 11 8 9 -7 -6 -11 21 -13 14 17 16 -12 18 20 -20 -14 22 -5 24 -24 -26 27 28 -25 34 31 32 -31 -34 35 -27 -22 -32 -39 -23 -28 43 -43 -4 -45 -9 right_child=1 2 3 4 7 6 -8 45 -10 10 15 12 13 -15 -16 -17 -18 -19 19 -21 36 39 23 26 25 29 40 -29 -30 30 37 -33 33 -35 -36 -37 -38 38 -40 -41 -42 42 -44 44 -46 -47 leaf_value=-0.00017454348945380711 0.00043109474575226748 -0.010199003539398101 -0.0022322156471140889 8.7007416307716072e-05 0.00070650957730119222 -0.0026060441866740105 -0.024181767258900453 0.00072041719605551156 -0.024081163674587035 -0.00073262424311032134 -0.0039657307149402049 0.0018807682457936247 -0.0034139985493790441 -0.00032720532553615219 0.002878871660288997 -0.028234734550899823 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7.26172 6.92449 8.39305 4.89128 4.82251 8.38931 9.24961 10.1351 6.61531 4.72548 4.07977 7.09599 5.39061 4.87141 4.49771 3.86109 6.49267 4.45352 3.84802 8.18736 3.81606 3.76198 12.0982 8.51528 3.81247 3.69686 3.70458 threshold=6.7287811638567812 0.96607243267113563 0.38448456305599171 2377.2500000000005 0.99907266971584596 0.48743470927827909 0.93537817018060199 1.5000000000000002 1847.5000000000002 337.25000000000006 83.249851226806655 1.0362317108728594 140.05061340332034 10746.000000000002 0.82642543560657711 1914.2500000000002 1857.5000000000002 128.01714324951175 1579.7500000000002 1.5000000000000002 1.0843664088246847 1.6670311661998691 7.5000000000000009 746.25000000000011 1403.2500000000002 40.411522140657254 1116.2500000000002 41.925526023462275 0.95240669240669251 0.60102171303303942 -1.0000000180025095e-35 133.20739912930989 0.99518750915132892 489.86547851562506 162.04907226562503 10043.000000000002 4051.5000000000005 2.4640495320013849 25.599777644597456 43.000000000000007 1.8568074211666403 35.115836804199709 331.46803743153555 1313.2500000000002 2.115258725395635 0.53276318403642875 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 8 5 7 9 -4 -3 -6 44 12 14 22 16 28 18 -18 -12 20 -17 -22 37 -14 25 26 -25 -28 -16 30 34 32 -31 -34 -26 36 -36 39 -39 40 41 43 -43 -13 45 -11 right_child=-2 2 4 -5 6 -7 -8 -9 -10 10 11 13 23 -15 15 19 17 -19 -20 -21 21 -23 -24 24 29 -27 27 -29 -30 31 -32 -33 33 -35 35 -37 -38 38 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=8.5587518829516244e-06 0.0017098865018847094 -0.00035078054844241488 -0.0045154052605726322 0.0039943332766203014 -0.010123416751041357 0.0018933689472858558 0.0033871387414963999 -0.00040475718896788062 -0.012199337925709266 -0.01594767997123531 -0.0044817658499414492 -0.0060481499237260957 0.0098159334804840872 -0.020256571084484799 -0.020777665548664278 -0.024889301824723646 0.005013670048640782 -0.014362856978079449 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7.80015 7.04068 6.40268 4.80566 6.64495 7.69484 9.7242 9.36646 6.80286 6.44458 5.27608 5.11373 4.62301 4.61752 threshold=76.819291928559366 0.97176160607129114 8.5000000000000018 15.500000000000002 564.50000000000011 869.25000000000011 5.5000000000000009 -22.619863510131832 434.25000000000006 0.33239100801109706 84.461360931396499 -56.966356277465813 0.92984639562775917 0.20000000880314964 0.51149702970573163 1050.2500000000002 -29.730789184570309 0.43329012116415827 91.00376129150392 1.5000000000000002 7.5000000000000009 1158.2500000000002 1574.5000000000002 0.86956521968941591 1.5759605492686857 0.23708051792831109 1.5000000000000002 18.500000000000004 460.50000000000006 74.003929138183608 9.5000000000000018 3.5000000000000004 728.25000000000011 406.25000000000006 20.500000000000004 20.500000000000004 546.25000000000011 601.25000000000011 10.500000000000002 489.50000000000006 343.50000000000006 31.500000000000004 0.89190748440748446 555.50000000000011 0.56278545326232399 26.998585700988773 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=30 4 -3 -4 27 7 9 8 -6 10 -7 13 18 -11 26 20 -17 -18 29 -20 -8 -16 -23 24 -24 -14 -15 -2 -29 -13 -1 45 33 34 -33 43 -37 38 39 -38 -39 -42 -43 44 -35 -32 right_child=1 2 3 -5 5 6 15 -9 -10 11 -12 12 25 14 21 16 17 -19 19 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31 31 32 -34 35 -36 36 37 40 -40 -41 41 42 -44 -45 -46 -47 leaf_value=-4.7416986720062653e-05 -0.000818179319931883 0.0035979037004851468 0.0044217202045461271 -0.0055888442978912749 -0.019382731448703502 0.002803454282755526 0.008421516311086695 -0.0014671645047319227 0.0033228843835565801 0.0087110278997985669 0.016665767396663544 -0.0017617981638875628 -0.017138993257197453 -0.01097464834912045 -0.013551938377426345 -0.010420369566533649 0.0069337197118366422 -0.0062679952584450936 -0.014994763078389298 0.0011093764364033742 -0.0028050785620196959 0.0098779045780096313 -0.0043975071145121551 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0.0577382 -0.145557 -0.0269873 -0.127188 0.00716755 -0.000295475 0.00605544 -0.00788149 -0.0122319 -0.118044 -0.00967433 -0.0194995 -0.0348029 -0.0686058 -0.265241 -0.0132462 -0.00605862 -0.237503 0.00957996 0.0363838 0.0144521 internal_count=859941 16711 3123 571 13588 10526 6131 4395 3577 4780 456 4324 3106 1218 1116 1351 848 365 989 266 503 655 598 447 341 2117 461 3062 312 723 843230 73863 27770 26017 614 25403 16820 10560 4112 237 6448 6147 118 8583 3891 46093 shrinkage=0.0523833 Tree=117 num_leaves=47 num_cat=0 split_feature=16 17 29 24 14 16 25 24 28 24 19 14 17 13 21 17 16 16 24 23 23 25 8 13 5 14 19 13 17 16 25 17 16 23 17 28 24 17 16 32 29 17 21 19 23 19 split_gain=4.87756 5.52467 7.23202 13.5282 7.04638 6.81282 6.57256 5.91205 5.42269 7.68888 6.14989 5.02623 4.82724 6.11743 4.78309 4.77908 7.39907 5.83422 5.6058 8.25711 6.48202 7.47393 6.06084 5.98656 6.16985 6.94463 4.73289 4.64665 4.56148 7.28359 4.50032 4.41393 4.39349 6.08703 6.8576 6.98653 4.46175 4.26272 9.76854 9.64206 5.88885 6.93403 4.83716 5.07821 4.58687 4.20135 threshold=215.64278285130374 55.010330876090997 0.72987525961405586 9.5000000000000018 31.460659018080165 151.38915487208908 792.75000000000011 12.500000000000002 388.25000000000006 3.5000000000000004 249.25000000000003 8.6281896640618019 49.78239595128256 18.160242292973063 2.5000000000000004 51.528307008844273 221.26102641320037 225.51559547707049 2.5000000000000004 1.1381887102226089 0.95792342676515185 634.25000000000011 721.50000000000011 40.275648221308479 155.02124786376956 39.40340063283184 468.25000000000006 60.135264119150868 49.072398631844564 225.67016933389559 308.25000000000006 56.789765555790993 203.15283570561627 0.84537241843866606 61.279299915280276 1496.2500000000002 3.5000000000000004 49.426611804135099 161.57205450022619 1.5000000000000002 0.05401758033336982 31.039433665281774 7.5000000000000009 786.75000000000011 0.91783627170951132 794.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 30 5 6 -4 7 14 9 11 -11 -7 13 -13 26 16 -2 31 -19 20 -20 -22 -23 -24 25 27 -5 -25 29 -18 -1 -17 -3 34 -34 -36 -37 38 -32 40 -40 -42 -43 -44 -39 -9 right_child=15 32 3 4 -6 8 -8 45 -10 10 -12 12 -14 -15 -16 17 28 18 19 -21 21 22 23 24 -26 -27 -28 -29 -30 -31 37 -33 33 -35 35 36 -38 44 39 -41 41 42 43 -45 -46 -47 leaf_value=-0.0022491350511970433 -0.00056188115675376185 -9.1531450597953943e-05 -0.0018726146192176909 0.0038440153548829864 -0.0042019532455253731 -0.0066780711108816639 0.0011467026637457267 -0.00051825147091189266 -1.3274404798357651e-06 -0.0096778131669219922 0.00085590795002848192 -0.0037747958356536141 0.001901740279066283 0.0099082192553903801 -0.001654617701853884 0.00088070471311303027 -0.00060544709147853542 0.0027685122661454367 -0.00074514689957132078 0.0011951702576833902 0.0012974302227269693 -0.019433611193349614 0.0019834899269731703 -0.0086041936230305139 0.0067780477195603086 -0.016993258360445119 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0.0024613 0.00124641 0.000752443 0.0136477 0.00251152 0.010377 -0.00915078 -0.0736545 0.0531898 0.00177272 0.00786062 0.0217671 0.0338141 0.0351844 0.0319777 -0.00434949 -0.00532447 -0.01348 internal_count=859941 363175 232018 131056 62552 68504 60596 56944 63346 3022 1546 1476 1381 843 23014 496766 439920 56846 4233 3473 2217 1301 1033 910 745 683 756 412 392199 348032 100962 52613 131157 46071 11855 1447 334 98658 53105 25888 18629 18519 18024 3046 45553 33930 shrinkage=0.0523833 Tree=118 num_leaves=47 num_cat=0 split_feature=16 23 21 18 16 25 28 28 18 14 20 23 32 29 4 17 12 18 23 4 22 14 22 24 21 29 22 19 24 22 25 7 7 25 21 28 22 18 19 25 24 14 21 28 28 17 split_gain=4.92511 4.11364 3.47072 3.36169 3.07965 3.85522 7.48436 8.1836 11.9345 14.9906 24.2365 3.5849 3.3787 5.38388 6.93468 5.13586 4.73069 8.7733 6.63961 6.56263 6.20399 10.9761 6.09493 5.44004 10.0383 6.26861 5.72827 6.66603 5.41593 10.4247 5.16444 5.43849 5.48845 8.51241 4.93736 8.60777 6.32373 4.77234 8.26562 9.96632 7.7004 9.89318 6.79059 6.7218 6.83982 5.36786 threshold=174.31141861275708 0.28155907329782959 9.5000000000000018 6.5000000000000009 237.61488077364871 1035.2500000000002 1369.7500000000002 1146.2500000000002 1.5000000000000002 29.860586068847784 1.1029946832361799 1.0463735108399159 1.5000000000000002 0.05401758033336982 10.999999046325685 27.430900607296191 62.05634918610405 4.5000000000000009 0.31616468083051918 25.634197235107425 596.25000000000011 7.5545178896942193 4811.5000000000009 22.500000000000004 10.500000000000002 0.16171892993728962 776.75000000000011 210.25000000000003 16.500000000000004 508.75000000000006 1020.2500000000001 -1.0000000180025095e-35 -81.889556884765611 308.25000000000006 3.5000000000000004 2339.7500000000005 3756.2500000000005 3.5000000000000004 483.25000000000006 337.25000000000006 16.500000000000004 12.141542396953572 10.500000000000002 571.25000000000011 509.75000000000006 50.06636591303441 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 12 -6 7 -7 11 -10 -11 -9 13 14 -2 -15 17 20 19 22 30 -22 34 25 -25 26 -23 -28 29 -19 31 32 -17 -34 36 -36 -18 40 39 -39 45 -42 -41 44 -43 -33 right_child=3 -3 -4 -5 5 6 -8 8 9 10 -12 -13 -14 15 -16 16 18 28 -20 -21 21 23 -24 24 -26 -27 27 -29 -30 -31 -32 37 33 -35 35 -37 -38 38 -40 42 41 43 -44 -45 -46 -47 leaf_value=0.00074966772064811961 0.0068685509940663979 -0.00052874242681953275 -0.0036083861431814362 0.0048476559778355731 0.00075274664187328021 -0.00020688490409185193 0.00037243610335433098 -0.0034593440609385221 -0.00019368915675359503 -0.034303942427358923 -0.0042356224575393281 0.00071863244989963694 -0.00043430180478919313 0.007201395203525562 -0.012428410964967721 0.00062480741531112632 -0.00056468008761416106 -0.011200313621086873 1.0606718609074845e-05 0.0031746030047869111 -0.0073262131675333889 -0.0083341337023764058 -0.015922799748370201 -0.021805502493197675 0.0042766731669608583 0.0036396575522733609 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0.00608404 0.0333778 0.0823761 -0.0620424 -0.142457 -0.0306204 -0.0047794 -0.0768346 -0.0254424 0.000268756 0.0697624 0.0440696 0.0262505 0.0759412 -0.00876862 internal_count=859941 84779 11266 775162 774764 77600 42620 9102 3048 505 295 2543 697164 650713 266 650447 650173 25168 625005 2496 24648 6170 2064 5862 167 5695 514 274 520 177 18478 18342 5222 1590 1954 549 1405 13120 859 674 12261 1411 508 1111 789 10850 shrinkage=0.0523833 Tree=119 num_leaves=47 num_cat=0 split_feature=16 24 20 11 30 27 27 24 27 5 19 22 23 16 28 11 22 11 11 23 14 27 16 5 9 29 9 11 11 27 20 23 11 32 14 30 14 23 27 30 16 29 1 28 27 5 split_gain=3.91123 3.74015 3.08607 4.46556 3.95457 3.4353 6.86037 4.86304 3.08497 4.4849 4.06609 4.45283 6.5236 4.87845 3.99993 4.12144 3.80856 3.53697 4.77258 6.32988 3.47843 4.90725 3.23229 4.13799 3.9305 3.1575 3.4562 3.09802 3.02667 3.01893 2.91054 6.42623 7.09 7.47334 5.39174 7.12082 6.70887 8.74082 6.68007 5.29776 4.77188 4.73407 6.31486 6.29478 5.36598 7.0556 threshold=195.77683794442535 32.500000000000007 0.99999216791979961 0.82289746644806006 2.5000000000000004 21.500000000000004 27.500000000000004 17.500000000000004 14.500000000000002 56.000600814819343 420.25000000000006 5898.0000000000009 0.64747573668813652 153.26695104552468 553.25000000000011 0.74291207704830498 461.25000000000006 0.43271598476420287 0.58557965472027984 0.33239100801109706 113.70081920726567 1.5000000000000002 170.85515521064303 14.012403011322023 0.95985935371942055 5.0045968056096619 0.96747305949457429 0.74800177462289275 0.53760041128462188 27.500000000000004 0.6303049084813438 0.66947379618466785 0.60555779389381337 1.5000000000000002 20.69772184805792 1.5000000000000002 17.333585406855736 0.88587263571604036 4.5000000000000009 1.0000000180025095e-35 225.17083593912864 0.72987525961405586 149.50000000000003 25340.000000000004 26.500000000000004 36.113159179687507 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 8 -6 7 -7 9 22 -11 12 -12 17 15 -10 29 -13 -19 -20 21 -15 -4 -24 -25 26 -18 -22 -26 -16 31 -2 33 -33 36 -36 38 39 -34 40 -38 43 -43 -32 -44 -46 right_child=30 -3 3 -5 5 6 -8 -9 14 10 11 13 -14 20 16 -17 25 18 19 -21 27 -23 23 24 28 -27 -28 -29 -30 -31 41 32 34 -35 35 -37 37 -39 -40 -41 -42 42 44 -45 45 -47 leaf_value=-3.9704700597204365e-06 -0.0001048207169957358 0.009430174058637282 -0.00077291650419081086 0.00025671343816767564 0.0021854503719511893 -0.017130597332997832 0.0048922848507067249 0.0060475131172867767 -0.0038503212145551001 0.010981859937428251 -0.0090174195016419524 -0.009008497304634806 -0.0019127246901896491 -0.021187178594587415 0.0010216905209675328 -0.0012358521167881453 -0.0016813383489971546 0.0074124303190504781 0.011605242197408702 -0.0046327546008344917 0.0038935983693155264 -0.0034639807634695204 -0.0087129571536379759 0.0012099207194144234 0.01830481478606721 0.011753539854818085 7.5183955839152052e-05 -0.010029098235812522 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9.0000000000000018 0.96275489182684393 0.43271598476420287 2186.5000000000005 0.99999216791979961 0.32169236375970184 1.1680552277788909 0.91878403601229708 0.95231869906758493 1.0411833616691062 1.0608559994573699 96.380067440952288 2682.5000000000005 1.379125677872578 44.468351364135749 2.5000000000000004 36.531307220458991 0.79293523469994065 26.500000000000004 0.24138175629733705 20.811622610521926 133.20739912930989 24.286313765565527 0.17879339671617814 303.91812133789068 1.1328565746107515 2.5000000000000004 3166.5000000000005 5052.5000000000009 362.50000000000006 1209.5000000000002 0.77780398322851163 24.000000000000004 23.444911716285702 0.38448456305599171 45.999996185302741 0.20000000880314964 0.65719889052799818 43.000000000000007 0.87500000471216133 4.5000000000000009 1.5000000000000002 39.40340063283184 30.200003623962406 41.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 40 4 34 6 30 8 9 -7 11 15 -13 23 -15 16 17 -11 24 21 -10 -20 -17 -14 25 39 -23 28 -28 -30 36 32 -32 -8 -4 -36 -5 38 -26 -9 -3 42 -42 44 -44 -46 right_child=-2 2 3 5 -6 7 33 18 20 10 -12 12 13 14 -16 22 -18 -19 19 -21 -22 26 -24 -25 37 -27 27 -29 29 -31 31 -33 -34 -35 35 -37 -38 -39 -40 -41 41 -43 43 -45 45 -47 leaf_value=0.00032742650537840917 0.0044037466913946352 4.1615141202228248e-05 -0.00084832235660265353 -0.0007313356215373388 0.0033790380294956928 0.0044416070228730266 0.0042688278527997997 0.0048734876562459622 0.0055280237701756914 -0.0074917975192968144 -7.7882502039371173e-05 0.0016879112082887678 -0.009238689204277695 0.0010332881861716747 -0.028240121518368733 0.001020775313072701 0.0006014493582528743 -0.020479623658539725 0.0052514550159752527 -0.013519079780504385 -0.0046051192296003669 0.0032669197193105509 -0.012086247689157611 -0.025741345600060563 -0.02235819637597717 -0.016149492870628526 0.0033404145836661179 -0.00046357337193011979 -0.030338571097791197 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2339.7500000000005 -85.883308410644517 5587.5000000000009 10.8011580071796 1857.5000000000002 0.7504899709438615 17050.000000000004 0.92000000603156695 8839.2500000000018 0.96033230386997714 2957.5000000000005 1.3228831184786711 -47.489553451538079 0.86583802552681532 4051.5000000000005 0.97764564545780896 3632.5000000000005 1.0000000180025095e-35 7467.2500000000009 1.0570507391338235 0.39676557820111047 -77.000072479248033 3936.5000000000005 8831.5000000000018 0.6336136313030295 4075.5000000000005 5488.5000000000009 0.45833333551712346 7893.0000000000009 4999.0000000000009 4384.7500000000009 10.8011580071796 0.29614856163910358 7984.0000000000009 11725.500000000002 10025.000000000002 0.62086519759569159 1.0608559994573699 1.5000000000000002 4217.5000000000009 0.63524398921125713 -39.093858718872063 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -4 -7 8 -8 10 11 14 13 -13 15 -5 17 23 19 -6 -21 -12 -23 -16 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internal_count=859941 848996 848879 30470 6802 836 483 377 333 23668 19627 18438 382 326 18056 2709 15347 1501 5966 545 88 1189 622 500 125 5421 1256 827 565 403 162 332 166 135 13846 2639 11207 2615 214 137 2401 381 200 124 9169 2266 shrinkage=0.0523833 Tree=122 num_leaves=47 num_cat=0 split_feature=16 17 4 17 13 8 23 11 16 23 17 28 28 8 25 16 17 23 21 23 8 4 13 4 25 12 12 13 21 9 29 21 11 23 4 17 16 16 4 13 10 17 21 13 1 4 split_gain=3.95545 3.0926 4.6583 4.04286 3.37688 6.29135 4.33843 4.08449 3.35072 3.29301 3.03337 3.01207 4.01857 3.70019 3.84614 3.863 8.35441 5.93297 3.69822 6.12354 4.4487 4.02858 4.00042 3.67871 5.3805 4.42342 3.64567 6.80704 5.03056 7.53176 4.20161 3.90109 3.63657 3.47813 4.69488 3.36236 4.69887 3.6971 5.80646 4.09969 3.25607 3.2455 4.20102 3.23273 3.24015 3.17544 threshold=164.38800672196024 68.21367890630772 22.718797683715824 38.368333025550733 80.400150473265668 1271.5000000000002 0.20397523368200268 0.78284271284271301 162.98754048609109 1.5142770405065489 36.469833250773569 493.75000000000006 579.25000000000011 355.50000000000006 767.25000000000011 230.42596482269232 44.995379212487059 0.57173235108017728 7.5000000000000009 0.77913694781119602 428.50000000000006 30.939136505126957 41.694623670679704 16.994116783142093 438.75000000000006 71.473611075682101 86.988329701443533 24.194708521220079 1.5000000000000002 0.98925372751302398 0.8095405414449689 13.500000000000002 0.57896232057416286 0.61525417395977955 29.999998092651371 51.945116206174582 223.24881916105053 206.96004934783807 17.40404033660889 25.350120302020724 0.80425788923535702 49.998033827839421 11.500000000000002 30.518310905382581 503.50000000000006 18.433200836181644 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 9 -6 -7 -8 -3 -2 26 13 41 15 16 -15 -17 19 -18 -20 32 -23 24 -19 -26 27 31 29 43 -31 45 -21 -16 -35 36 -34 39 -39 -37 -33 -13 -43 44 -29 -12 right_child=10 4 -4 -5 6 7 8 -9 -10 -11 11 12 -14 14 33 17 18 23 20 21 -22 22 -24 -25 25 -27 -28 28 -30 30 -32 40 35 34 -36 37 -38 38 -40 -41 -42 42 -44 -45 -46 -47 leaf_value=0.00025093665462391318 0.00043376475878736064 0.00086812067303127351 -0.0016625635887034757 -0.00078063575382930443 0.019273420104182041 -0.0052983039469285953 0.0023746360133527268 0.0041959439655385525 -0.012579930937646052 -0.013697175193425261 0.00010070341306469421 0.001274499123855724 4.2556127053080158e-05 -0.0024532072719516706 0.0028243916059309971 -0.018381599408590178 -0.0020317462363115772 -0.02125734625350461 0.0018867037994897977 0.0027597360315484137 -9.93645924683203e-05 0.00031208251396897527 -0.0048898485152357703 0.0003690480076887082 -0.022894905889327952 -0.0014375490998817925 -0.00017115613668485535 0.00065626016528286919 0.0010101597326975663 -0.029931006391000204 -0.0071954496480224998 -0.0076928103307897198 -0.0012953433941610068 -0.0068717950543229749 -0.0004835658159095992 -0.0038066599065666026 -8.993351931795044e-05 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5528 2029 984 1988 4544 801328 752064 658842 157526 137959 136439 107876 28563 102343 75524 26819 68566 1719 28516 1185 1144 93222 61792 42011 1521 92 19781 66847 1520 1281 65822 35627 30195 14846 15349 361 19567 12125 1429 1138 19420 shrinkage=0.0523833 Tree=123 num_leaves=47 num_cat=0 split_feature=0 33 9 1 6 18 8 15 24 5 26 29 23 4 23 24 9 29 4 5 26 6 4 8 1 5 29 23 30 4 8 32 29 24 8 4 24 23 30 5 18 24 5 1 26 29 split_gain=2.47925 5.36272 4.65069 4.37763 4.32856 3.64007 3.62671 4.98014 3.47904 6.66797 3.50491 4.70133 5.86988 5.24234 4.57666 4.45186 5.82991 5.94067 11.5501 5.72104 5.55338 6.68286 3.8642 4.18496 4.69455 3.48297 6.4058 6.62452 4.94099 3.42947 3.36221 5.1423 5.54123 7.09831 6.60777 6.10311 4.629 4.96211 3.27252 3.17645 3.10968 3.10096 4.3765 5.82435 3.3445 4.61019 threshold=17.500000000000004 1.0000000180025095e-35 0.95714735799801975 7984.0000000000009 0.87500000471216133 4.5000000000000009 5488.5000000000009 0.81189256315988823 9.5000000000000018 39.000003814697273 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111609 11047 3246 100562 7801 4562 4150 77 3239 412 167 2313 2188 121 18168 686 505 328 3448 32423 5143 2469 217 161 2252 1239 288 127 245 68139 368212 314436 265831 2434 572 shrinkage=0.0523833 Tree=124 num_leaves=47 num_cat=0 split_feature=17 9 21 8 19 27 21 10 27 28 13 11 8 13 15 19 27 13 28 23 19 6 6 7 23 10 7 23 23 17 20 13 10 20 21 17 19 11 23 11 0 23 7 21 27 6 split_gain=3.01782 4.41841 7.39642 9.35768 4.51781 4.2268 4.04807 4.55246 3.7747 4.71116 3.82909 3.71211 6.95566 7.09423 4.34213 4.99054 3.88179 6.03842 4.24753 7.45481 4.14947 3.24439 3.20553 3.06539 6.51075 5.68753 5.36795 4.82792 4.17452 4.02773 4.3512 5.23405 4.8037 3.18646 3.08902 3.05744 4.3079 3.74253 3.57773 3.46765 3.11489 3.01544 2.89057 2.8764 9.38742 13.1143 threshold=76.819291928559366 0.94969182700526134 8.5000000000000018 668.50000000000011 372.25000000000006 18.500000000000004 1.5000000000000002 0.96275489182684393 13.500000000000002 644.25000000000011 184.48006349568024 0.7178080407247075 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903 1003 2861 2122 1003 112 1119 422 155 57 843126 769303 330 shrinkage=0.0523833 Tree=125 num_leaves=47 num_cat=0 split_feature=16 17 8 27 4 25 22 16 22 21 17 20 16 6 17 6 17 4 20 25 6 22 18 17 16 27 16 4 22 17 16 16 19 6 21 22 19 8 4 15 16 21 20 27 20 6 split_gain=3.69092 5.01071 7.29061 10.2975 6.13581 7.28477 6.92378 5.88782 5.72241 7.36081 5.539 4.96144 4.81686 5.99304 7.92536 5.65225 4.42565 7.17242 4.73031 4.25467 5.05648 4.29244 4.2243 4.08473 12.0644 4.81755 5.57503 10.5887 6.74702 4.81068 7.50473 4.58924 5.19098 5.76142 4.2487 9.63739 9.322 15.3726 4.84768 4.82614 4.52232 4.33553 4.16207 4.05726 4.03791 3.94361 threshold=217.89032344795075 53.450173703499637 409.50000000000006 12.500000000000002 30.410521507263187 644.25000000000011 996.25000000000011 203.96373780454084 443.25000000000006 2.5000000000000004 56.655398743279768 0.82060434683370964 153.26695104552468 0.62162162223735351 44.738858234460764 0.40630671076688202 62.322740999754139 24.00000095367432 0.53258412080510331 495.25000000000006 0.52873925195681792 461.25000000000006 4.5000000000000009 48.327847679346554 227.95868850682658 6.5000000000000009 231.98862964787 21.110981941223148 634.25000000000011 45.443600285346669 231.04787966004028 234.39744532864231 4718.5000000000009 0.53071402698235592 1.5000000000000002 2816.7500000000005 4373.5000000000009 2846.5000000000005 15.00030040740967 0.32469145371392477 226.48528138528141 2.5000000000000004 0.95427410467267848 1.5000000000000002 1.1401885411568513 0.24138175629733705 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 12 5 8 -6 10 9 -5 -3 16 -4 14 -14 -16 -9 18 -18 20 21 -17 -10 24 44 34 -27 28 -28 30 -26 -31 33 -33 38 39 37 -37 -25 -36 41 -39 -29 -21 -2 -40 right_child=23 7 3 4 6 -7 -8 11 22 -11 -12 -13 13 -15 15 19 17 -19 -20 43 -22 -23 -24 25 29 26 27 42 -30 31 -32 32 -34 -35 35 36 -38 40 45 -41 -42 -43 -44 -45 -46 -47 leaf_value=0.00010926158462794558 -0.00046138581379585891 -0.00059822269374998989 -0.0012314637744239014 -0.0092855376188678024 -0.0050388401545925247 -0.00016767169470705635 0.00037665287900691814 -0.00025514487363352691 -0.0015842825417431599 0.00077802220173080357 0.00014627056804327146 0.00058999547571815286 0.0028063274189395432 -0.00033778075366785055 -0.0016546406774644027 -0.011911905736848786 -0.00039178563220610064 0.0044348623129709256 -0.0095211564307579842 -0.0046974391954602845 0.00020770184538074948 -0.0013795367679986532 0.0031003061696214551 -0.0046852942937002954 -0.0007696875263408314 0.00049983146075606487 -0.00076388363245031643 -0.015040217017704218 -0.025652444470821618 0.00072018729867001803 0.00016949646328675604 -0.015873778886100479 0.0028888073892141992 -0.002835462557699054 0.0036562511071517199 -0.0013803838465871944 -0.0013674049450234814 -0.0067267481773962499 -0.0077969768475477296 -0.00080886765089236486 -0.025835095578830871 -0.021367045300318532 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114001 829 134 266732 222518 44214 633 420 17024 10958 1519 660 6066 9439 341 226 695 12896 65511 5630 shrinkage=0.0523833 Tree=126 num_leaves=47 num_cat=0 split_feature=16 24 29 26 23 22 19 24 4 25 13 16 21 10 25 1 10 21 24 22 10 4 18 13 7 23 13 13 21 10 10 21 13 19 13 22 13 16 27 24 10 29 24 16 25 13 split_gain=3.3095 3.73891 3.66686 4.92857 7.69214 7.26641 9.71887 16.5064 7.26378 6.21259 5.21731 4.57569 4.5618 3.86824 3.81348 3.72689 3.94159 3.52545 8.46747 10.7325 9.46882 8.2311 6.41884 5.4106 5.07947 4.96194 7.55907 4.24526 8.1052 4.20325 3.77112 3.57646 4.70128 5.32679 6.21498 5.05619 5.88696 5.2236 4.49753 4.38328 4.35796 4.07991 3.86814 3.4227 3.41117 6.06142 threshold=219.10027422303475 36.500000000000007 0.8488038441555702 0.76913422776518026 0.92684258174459488 2441.2500000000005 2811.5000000000005 2.5000000000000004 21.999999046325687 678.25000000000011 23.078142512049979 237.61488077364871 5.5000000000000009 0.44563548151543825 2401.2500000000005 394.50000000000006 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1579 6717 5139 3823 3439 220 3219 2169 shrinkage=0.0523833 Tree=128 num_leaves=47 num_cat=0 split_feature=7 27 11 4 5 26 29 26 23 8 13 27 27 15 6 14 29 6 11 4 18 21 14 24 27 14 23 27 26 13 14 10 15 24 6 10 15 21 23 27 24 14 5 5 27 15 split_gain=2.38503 4.86127 6.02766 18.6783 9.9737 9.1513 13.1855 5.38809 4.51894 5.94761 6.49232 8.33311 4.36133 5.09639 4.35402 4.81161 4.15817 4.19336 3.9097 4.44881 3.9075 7.26798 6.59887 5.3482 5.30652 7.68247 8.16613 5.41219 9.43182 8.60505 8.01533 6.42836 5.15972 4.88294 4.47471 4.37305 4.30774 4.2766 5.04301 5.80834 4.20109 3.64825 11.2241 8.8848 12.6443 14.4919 threshold=-1.0000000180025095e-35 6.5000000000000009 0.70661212790399397 47.594949722290046 69.002944946289077 0.47640500176314948 1.2867363258343107 0.60766079532989914 0.552371174342427 316.50000000000006 32.05006411814572 1.5000000000000002 1.5000000000000002 0.39117352164497193 0.39393940139702904 28.460770763583216 0.34487899522309096 0.12962371657645202 0.93778441446508687 78.115657806396499 3.5000000000000004 11.500000000000002 30.582988185727405 6.5000000000000009 23.500000000000004 30.212427697292508 1.099253175146399 18.500000000000004 0.68402896770999944 24.982375484752975 16.752210631280757 0.84459388528384094 0.4169616054816685 24.500000000000004 0.51851852262977938 0.49417984539149301 0.42135224643270114 16.500000000000004 0.86076956386010506 56.500000000000007 25.500000000000004 81.336828300925347 100.98999023437501 149.00367736816409 1.5000000000000002 0.35758728295662173 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -6 12 -5 16 10 11 -10 -7 14 15 -14 -4 -18 19 20 21 33 -23 -22 27 32 -27 28 29 -25 34 -30 -26 -3 -29 -36 -32 -34 39 -39 -40 42 -11 44 45 -44 right_child=1 18 8 7 5 6 -8 -9 9 41 -12 -13 13 -15 -16 -17 17 -19 -20 -21 23 22 -24 24 25 26 -28 30 31 -31 36 -33 37 -35 35 -37 -38 38 40 -41 -42 -43 43 -45 -46 -47 leaf_value=0.00010407642992798527 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1021 41570 38252 2882 1914 364 shrinkage=0.0523833 Tree=129 num_leaves=47 num_cat=0 split_feature=17 12 21 14 27 27 22 8 12 11 12 14 17 27 0 29 27 18 14 19 19 27 17 22 0 13 13 11 21 22 27 18 13 21 29 15 29 11 14 19 0 14 14 27 11 8 split_gain=2.85412 4.1569 6.03074 6.09254 4.0459 3.81446 7.35237 5.87266 6.73012 4.96176 5.58569 5.1987 4.85727 3.56773 4.46802 3.72915 3.72221 3.21472 3.33258 3.2871 3.05192 4.40575 3.45079 4.04653 2.93595 2.85615 3.47657 2.81455 2.83338 2.74339 4.16859 4.63747 7.02839 5.75519 4.46917 4.32267 4.19907 9.56909 4.1155 4.06148 4.45733 4.08758 3.79247 3.68969 7.80745 7.62232 threshold=76.819291928559366 90.34366876077091 8.5000000000000018 20.520291164933553 20.500000000000004 14.500000000000002 717.25000000000011 643.50000000000011 111.80508652763324 0.7411663597125554 152.39696961967005 63.038525309422553 89.041953218455532 8.5000000000000018 28.000000000000004 0.70709771930832432 3.5000000000000004 3.5000000000000004 34.120980067661712 798.25000000000011 735.25000000000011 11.500000000000002 89.041953218455532 711.25000000000011 13.500000000000002 35.076441647951363 39.71938686241014 0.83794669099016938 3.5000000000000004 317.75000000000006 1.5000000000000002 1.5000000000000002 18.160242292973063 13.500000000000002 0.42326038442702002 0.32469145371392477 0.46918362256351787 0.95556703397612497 12.525575863131261 279.25000000000006 22.000000000000004 9.5371772617054837 12.898534001593093 2.5000000000000004 0.84391774455295343 169.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=29 2 13 -4 -5 6 7 -3 -9 10 17 -12 25 15 20 16 -2 18 -7 -19 22 -22 -15 -24 -14 -11 -27 -18 -29 30 35 36 34 -34 -33 -1 43 -38 -39 40 41 -31 -35 45 -45 -32 right_child=1 5 3 4 -6 9 -8 8 -10 12 11 -13 24 14 -16 -17 27 19 -20 -21 21 -23 23 -25 -26 26 -28 28 -30 39 31 32 33 42 -36 -37 37 38 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.0085037079523206122 0.0064205926652104095 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split_feature=20 12 24 29 13 19 29 25 16 13 20 9 24 28 25 21 12 24 9 20 13 13 29 24 14 17 16 24 19 12 19 12 12 11 9 29 24 13 16 6 9 11 25 25 13 19 split_gain=3.01348 3.99817 10.6705 6.27706 5.79843 5.37225 15.9968 5.59954 4.41932 5.07808 4.35575 4.31643 4.48916 4.21811 4.03039 3.63299 3.57504 4.85147 9.54579 4.44312 9.39517 6.62278 4.02164 5.65945 4.42705 3.92782 5.39102 7.60742 3.83794 6.91392 3.83262 4.85206 5.1403 4.50364 3.75081 3.70875 3.6579 3.50066 3.43422 3.36661 3.30083 3.27409 4.98712 3.26414 3.23071 3.13407 threshold=1.0654078908878166 290.26702730475887 9.5000000000000018 4.0016407348804508 75.93671678837741 1116.2500000000002 0.7821039747109787 1667.2500000000002 223.07398655363846 44.144266490028649 1.7895432308183989 0.97390334747410223 3.5000000000000004 1914.2500000000002 959.75000000000011 18.500000000000004 81.026911934581207 2.5000000000000004 0.9437518502072233 1.2983502113824026 41.357178464290946 29.361628657176713 0.9412456210147091 31.500000000000004 19.275736945246944 54.746579860284633 213.46162262245414 9.5000000000000018 900.75000000000011 134.3228534805996 389.25000000000006 96.044678887547562 132.34671708797586 0.84299624645007276 0.96054184500880668 1.1728644871596725 14.500000000000002 17.584248486529194 223.07398655363846 0.46511628252971454 0.92788837675918701 0.6538571276282209 516.25000000000011 752.25000000000011 31.223294404755457 921.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=15 4 3 -3 5 16 7 -7 11 14 -6 12 13 -8 -10 -1 37 18 35 20 -20 -21 23 28 -24 26 27 -26 -19 -30 44 -32 33 45 36 -18 39 -2 -22 -27 -39 42 -36 -4 -29 -33 right_child=1 2 43 -5 10 6 8 -9 9 -11 -12 -13 -14 -15 -16 -17 17 22 19 21 38 -23 24 -25 25 34 -28 30 29 -31 31 32 -34 -35 41 -37 -38 40 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=4.0435327817268422e-05 -0.007413347907259408 -0.0046006785494851071 -0.0095763826212152715 0.0047676823904429094 0.001197342543578683 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82 12056 265 46 73 271 3874 40 6016 635 92854 152 58 169 1654 3613 877 1405 80 101 2031 174 54 5258 9486 11233 914 67 223 52 internal_value=0 -0.00395554 -0.0668649 -0.021479 -0.00356369 -0.00447383 -0.0422909 -0.35459 -0.0283299 0.00338201 0.0359619 -0.0680105 -0.0881823 0.0643372 -0.285526 0.00082975 -0.00357219 -0.00482927 -0.0783493 -0.130906 -0.202094 -0.0428751 -0.00437129 -0.0216417 -0.00274509 -0.00172926 -0.00414443 -0.022443 -0.0204188 -0.149239 -0.0426937 -0.0475626 -0.0342383 -0.0220107 0.0110766 0.125271 -0.00587071 0.0149084 -0.425724 -0.0184841 0.0171917 0.0220598 0.0770696 -0.301034 0.0559967 -0.0404642 internal_count=859941 162188 1004 841 161184 157556 3669 157 3512 1952 3628 1560 1360 169 59 697753 153887 144086 892 709 392 317 143194 12323 130871 126997 106846 13992 12283 227 7976 7601 5947 5070 20151 183 7924 9801 127 5893 9660 12227 994 163 375 3665 shrinkage=0.0523833 Tree=131 num_leaves=47 num_cat=0 split_feature=16 17 29 16 9 22 6 9 17 18 10 22 23 21 21 17 16 17 16 17 28 19 16 4 22 10 23 12 16 17 10 17 16 18 21 4 11 22 19 10 19 28 21 18 28 28 split_gain=2.82714 4.45705 6.094 4.93791 4.23288 4.13046 4.52608 4.35249 5.2573 3.9784 3.9239 5.52863 5.30839 3.89519 4.58361 3.85993 6.98539 4.83334 7.30671 4.78912 4.56583 5.9512 4.47973 9.49772 4.01107 6.82118 6.14736 6.83523 3.82026 4.90427 4.9258 3.81203 10.2601 3.80938 7.15087 7.09614 6.13851 8.55582 6.39463 4.76383 4.32844 4.30156 4.00588 3.79286 4.04001 5.05406 threshold=217.89032344795075 54.663563744969508 0.72987525961405586 204.35035971223024 0.86583802552681532 523.25000000000011 0.7043039413131652 0.96640682193691396 57.082580912395059 3.5000000000000004 0.81089687626141482 277.25000000000006 0.18233621254005403 4.5000000000000009 17.500000000000004 49.78239595128256 225.83665213658284 46.873709252452919 228.89217801527707 47.730609000825581 1146.2500000000002 761.25000000000011 234.07064941997155 22.718797683715824 1304.5000000000002 0.47826123308835916 0.93547035124246281 125.13046532517448 139.11077645758499 38.573052587969379 0.93878562207331251 44.174417082611619 232.15678770220242 3.5000000000000004 8.5000000000000018 17.40404033660889 0.8088283764395674 614.25000000000011 492.25000000000006 0.60691248749198146 321.25000000000006 587.25000000000011 13.500000000000002 4.5000000000000009 471.25000000000006 684.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 5 -4 6 -3 -7 -9 -10 11 -1 -12 28 -15 16 19 18 -18 -2 -17 -22 -19 -24 25 -23 27 -27 -14 30 -30 32 -20 34 -13 40 -35 38 42 41 -36 -39 -38 44 -6 -46 right_child=15 3 4 -5 43 7 -8 8 9 -11 12 33 13 14 -16 20 17 22 31 -21 21 24 23 -25 -26 26 -28 -29 29 -31 -32 -33 -34 36 35 -37 37 39 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.0024387044316891734 -0.0010723539871682884 0.00013262340219318808 -0.0022049362989515378 0.00054711248113952513 0.00029275396865438059 -0.00026683491789453385 -0.001350886913463466 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42045 18165 47762 551 94 64 391 7957 173 983 97 1856 11341 570 54416 168106 1278 1074 2156 861 44 647 304 2863 284 228 1052 78630 44948 internal_value=0 -0.00189248 -0.00445934 0.00248035 -0.00860022 -0.00174112 -0.0134436 0.00193582 0.0104125 0.0219977 0.00142237 -0.00261086 0.0108336 0.0176043 0.00148109 0.00174452 0.000406321 0.00244868 0.000877019 -0.00856991 0.00797632 -0.0122103 0.012356 -0.0863363 -0.00623009 -0.0566946 -0.0372036 -0.170852 0.0274808 0.0325451 0.0733533 0.00263327 0.00048226 -0.000872287 0.000866899 0.0335045 -0.0323379 -0.0624817 -0.0987497 0.0371406 0.00825013 0.120724 -0.0519685 -0.0077395 -0.00818238 -0.0102468 internal_count=859941 397085 250211 146874 146835 95992 22950 73042 33113 17944 103376 72364 31012 24461 9292 462856 381034 310407 267907 70627 81822 9855 42500 455 9304 1347 1253 270 15169 13767 2426 240687 186271 69610 65964 6093 3646 2368 1736 632 3937 328 1089 143156 142104 123578 shrinkage=0.0523833 Tree=132 num_leaves=47 num_cat=0 split_feature=28 27 4 11 21 27 29 13 9 17 14 0 22 21 13 24 26 4 13 10 10 27 11 10 10 14 4 13 17 27 21 22 28 13 6 14 29 21 6 10 26 29 28 4 4 28 split_gain=2.6107 4.89416 7.14838 10.3609 6.53682 6.15624 5.66253 4.85132 5.55029 5.30413 4.64842 5.4825 4.61378 5.2448 4.7801 8.32631 7.19427 6.37527 4.55303 4.4383 4.28879 4.58012 9.42154 4.65767 4.2815 4.8881 3.91184 3.67649 3.54969 3.34815 12.1953 9.78139 11.2162 6.65392 8.56786 7.33495 6.21528 7.37257 5.67394 5.55413 7.2638 4.46929 4.19368 4.26367 3.61467 7.51068 threshold=491.75000000000006 1.5000000000000002 18.973662376403812 0.88236753758575392 1.5000000000000002 4.5000000000000009 1.3075547190208068 28.435508941079711 0.98040016006402564 39.658707364215765 12.141542396953572 43.000000000000007 332.25000000000006 13.500000000000002 34.971998228228315 12.500000000000002 2.7089168998240507 36.000020980834968 16.949986102587793 0.75778686488336466 0.55519679006126166 7.5000000000000009 0.78739159585933793 0.85727300642385151 0.70268646256121514 23.240555543096448 11.999999046325685 27.708938817726366 52.290847711429876 45.500000000000007 10.500000000000002 624.25000000000011 676.25000000000011 34.225546654988953 0.77500001348699166 14.910767088817703 1.3647634100563077 14.500000000000002 0.53715499503208319 0.86733603712025842 0.98760165289256208 1.1875226285300509 682.25000000000011 25.289224624633793 16.228940010070804 602.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 19 6 -6 7 8 -3 -9 -1 18 13 20 -14 -16 28 -18 -12 -4 -7 22 -22 24 25 -24 -15 -10 -17 -2 31 39 -33 35 -35 -32 37 38 -37 -31 -41 -39 43 44 45 -40 right_child=29 4 3 -5 5 12 -8 9 27 -11 11 -13 14 26 15 16 17 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 30 33 32 -34 34 -36 36 -38 41 42 40 -42 -43 -44 -45 -46 -47 leaf_value=0.00038139045552896742 -2.1146981339520445e-05 -0.00043217847286069013 0.0030682182983289424 -0.025556700908115858 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67144 54 9744 5598 90 39 568 24 687 6637 132 364 291 24 222 29 996 207 320 178 52 4451 135 26 30 1477 163 68 28 103 39 48 897 72 internal_value=0 0.00476057 0.0630588 -0.0804242 0.00393875 0.00556533 -0.0359571 -0.0606247 -0.0330042 -0.124011 0.0981435 0.14298 0.0040994 -0.0161883 0.0065285 -0.00873953 0.0183316 -0.215548 0.188127 0.010717 -0.0123343 -0.00302577 -0.0529705 -0.125962 -0.0575755 -0.191244 -0.152126 -0.14918 0.022907 -0.000624816 -0.0206064 -0.166928 -0.322415 -0.0105575 0.0138057 -0.045748 -0.0618396 -0.0570314 0.000518414 -0.0489018 -0.247711 -0.102379 0.0103776 0.0210408 0.0334187 -0.0769823 internal_count=859941 102151 1420 279 100731 96785 3946 2771 1930 841 1141 764 93622 10011 83611 16467 6723 129 595 228 9735 8135 1498 811 447 156 276 339 6594 757790 8294 533 230 7761 4586 3175 2855 2825 1245 303 96 1580 1219 1180 1132 235 shrinkage=0.0523833 Tree=133 num_leaves=47 num_cat=0 split_feature=18 17 27 7 7 28 6 8 17 12 28 23 21 23 12 28 6 1 28 6 10 1 7 7 7 7 12 17 23 23 28 10 27 12 21 23 28 21 18 6 27 28 27 28 0 23 split_gain=2.57711 2.44257 2.77352 5.28968 8.84863 6.50879 6.43243 5.69568 6.68887 5.40473 7.88534 5.88149 4.77923 5.95832 5.93777 5.58774 4.91241 4.8648 4.60443 5.34058 10.1194 5.39704 6.31272 5.88782 4.8041 4.67115 4.65068 4.53539 4.97456 4.93046 4.49614 4.44838 4.42818 4.1896 4.05667 4.01855 4.73553 9.01513 7.10118 8.35702 6.88921 6.43525 6.99778 5.0938 4.8269 5.26433 threshold=6.5000000000000009 33.855555532826763 6.5000000000000009 -71.565052032470689 -1.0000000180025095e-35 315.25000000000006 0.51234977957178185 892.50000000000011 51.037583553259601 76.645183950935902 674.25000000000011 0.68914165681056583 2.5000000000000004 1.2200757792189243 112.47665940288705 434.25000000000006 0.58064516884804085 1284.5000000000002 2339.7500000000005 0.63636364087303743 0.7160663782182618 4609.5000000000009 -28.300757408142086 -70.016895294189439 -65.509162902832017 -1.7843554019927976 93.955844122715732 68.21367890630772 0.82073250622533045 0.20397523368200268 535.25000000000011 0.96275489182684393 10.500000000000002 214.595454429505 5.5000000000000009 0.53276318403642875 519.25000000000011 1.5000000000000002 1.5000000000000002 0.8076923142041762 4.5000000000000009 5180.5000000000009 2.5000000000000004 632.25000000000011 26.000000000000004 1.1269440631272756 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 9 5 -5 27 8 -7 -3 11 30 13 17 15 -15 -14 -13 -4 -20 26 22 23 -22 -25 -23 32 -6 29 -29 -11 -30 -21 -33 -10 -8 38 -38 -37 -40 -41 42 43 -39 45 -42 right_child=-2 2 18 4 6 7 35 -9 34 10 -12 12 16 14 -16 -17 -18 -19 19 20 21 25 -24 24 -26 -27 -28 28 31 -31 -32 33 -34 -35 -36 36 37 41 39 40 44 -43 -44 -45 -46 -47 leaf_value=0.00039665321519621297 0.0040937847515213881 0.00075731640360672753 3.2047445993639837e-06 0.0080832126828306577 -0.0017123285411976361 0.00049669694724244131 0.0010926933414831998 0.00068807979932223977 -0.0016405886142561213 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172 1806 324 236 322 15938 554 399 63 internal_value=0 -0.000108002 -0.000478019 -0.00474293 -0.00184304 0.00743613 -0.0107759 0.00658978 -0.0101241 -0.0189303 -0.0263491 -0.0738466 -0.062086 -0.0913129 -0.20996 -0.317492 -0.00229759 -0.0639756 0.000315032 0.0265474 -0.0144455 -0.101023 -0.0598904 -0.183024 -0.289524 -0.259299 0.039969 -0.0286771 0.0484357 -0.0770641 -0.244938 0.103109 0.182961 -0.157444 -0.0334101 -0.00416947 -0.00821074 -0.0136408 0.0172848 0.0537359 -0.0185277 -0.0281684 -0.0254627 -0.121478 -0.0744653 -0.170529 internal_count=859941 859520 820013 128572 106752 52361 54391 52061 14651 21820 17853 2923 2735 1837 344 206 898 1493 691441 6627 2148 829 658 255 171 171 1319 14662 725 220 188 505 194 58 6697 39729 34206 28200 6006 2828 1022 16986 16664 726 698 299 shrinkage=0.0523833 Tree=134 num_leaves=47 num_cat=0 split_feature=20 27 10 24 15 7 11 6 1 9 26 27 13 20 24 9 11 18 10 13 24 7 7 26 6 24 26 25 20 27 24 13 20 23 27 20 24 11 26 11 23 10 27 26 7 13 split_gain=2.51445 3.68009 9.7643 10.8396 3.92719 3.40975 4.41465 10.0324 6.12425 11.4829 6.42326 8.36211 5.0154 4.86463 3.46712 3.42224 5.41262 5.04882 4.80286 5.40786 7.21952 8.12508 14.82 11.7962 7.55745 5.7012 7.51105 5.55406 5.33266 4.84182 4.69314 6.45766 5.34436 6.51567 6.60448 4.68832 4.22869 4.10483 5.87789 4.06685 4.02375 3.74631 4.06946 10.0991 5.87307 4.21591 threshold=1.0654078908878166 45.500000000000007 0.67078958452238646 28.500000000000004 0.80943046741803559 -1.0000000180025095e-35 0.65719889052799818 0.44736842377569264 3936.5000000000005 0.9115578029948006 0.44125968551556172 1.5000000000000002 104.67877252094719 0.60321882390668236 3.5000000000000004 0.9651014787714326 0.68116675467934062 1.5000000000000002 0.77020853776857967 57.45234538969342 1.5000000000000002 -63.371004104614251 -73.265724182128892 1.2260756254958272 0.81818182212869817 7.5000000000000009 1.749531264274427 4384.7500000000009 0.61154777959651507 3.5000000000000004 11.500000000000002 26.313804770428039 0.31104658647742384 0.61525417395977955 10.500000000000002 0.8531432241862964 3.5000000000000004 0.75111777444611039 0.61523311228025357 0.80665152647911287 0.34766145021750655 0.68397765539051991 3.5000000000000004 1.0584705353126409 -49.398702621459954 118.57609133394895 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 -3 -5 15 7 8 9 12 14 -12 -7 -13 -11 18 -17 -18 19 -1 -21 22 24 35 -22 27 -27 -26 -20 -29 31 -19 -33 34 -34 -24 -25 38 -32 -35 -39 42 43 44 -23 -46 right_child=1 2 -4 4 -6 6 -8 -9 -10 10 11 13 -14 -15 -16 16 17 30 28 20 21 41 23 36 25 26 -28 29 -30 -31 37 32 33 39 -36 -37 -38 40 -40 -41 -42 -43 -44 -45 45 -47 leaf_value=-0.00011050416925397837 -0.0001506697956778867 -0.017290314040051488 -0.00050243556502570913 -0.0090993266404948443 0.0027280996596639523 -0.00077765231544905922 -2.6672059326287848e-05 -0.00010776979842360503 0.00035676661160908001 -0.0093022675208563818 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6124 10876 2115 1921 524 185 24 internal_value=0 -0.00348606 -0.0406606 -0.160614 -0.0419387 0.00088342 -0.000999239 -0.0232766 -0.0775962 -0.107272 -0.211645 -0.286563 -0.0464553 -0.333479 -0.0829098 0.00347969 0.00831954 0.00479288 0.00106823 -0.00567036 -0.0277889 -0.0442742 -0.0953389 -0.253888 -0.0520045 -0.123539 -0.311477 -0.085091 0.00471004 -0.215467 0.0117858 0.0200764 0.0298502 0.0310051 0.096826 -0.382347 -0.0555542 -0.00080302 -0.0220466 0.0258648 0.010019 -0.0215729 0.00285351 -0.0563094 -0.205338 -0.115965 internal_count=859941 162350 2620 539 317 697591 404368 8704 2445 1809 666 421 1143 379 245 293223 97513 79663 195710 68662 9521 7009 2157 463 1694 789 134 655 127048 218 44967 27112 19351 19258 1395 281 182 17855 6026 17863 11829 4852 2737 816 292 209 shrinkage=0.0523833 Tree=135 num_leaves=47 num_cat=0 split_feature=16 23 18 18 27 23 26 24 1 22 4 26 4 1 27 18 6 26 10 23 22 12 1 22 27 10 23 26 22 1 15 6 24 18 23 16 24 16 16 27 22 27 23 12 26 22 split_gain=2.93166 2.76816 2.34636 2.59835 4.90122 7.51842 8.73992 4.2757 6.0265 4.22609 4.0797 3.91435 3.7188 3.52683 3.31066 14.7517 10.0213 3.83669 6.49135 8.28894 7.23936 3.81335 3.39207 3.2193 3.18923 5.20915 4.91971 4.66255 5.86676 5.21656 4.97608 4.74513 4.32047 3.43272 4.79539 3.22227 3.17418 3.67447 3.26027 3.16949 3.23211 3.4541 3.46272 3.16597 6.62445 8.12557 threshold=164.38800672196024 0.31616468083051918 6.5000000000000009 3.5000000000000004 45.500000000000007 0.8957487883019799 0.91150978814695638 27.500000000000004 379.50000000000006 195.25000000000003 23.334525108337406 0.47640500176314948 11.00072765350342 2458.5000000000005 46.500000000000007 2.5000000000000004 0.54838709748980696 0.85923665078686695 0.57759172916273149 1.0066342851304302 612.25000000000011 105.51219330881977 403.50000000000006 812.25000000000011 38.500000000000007 0.49913984409293172 0.39037451893381486 0.86325884733381086 677.75000000000011 184.50000000000003 0.29614856163910358 0.68354434562019717 18.500000000000004 2.5000000000000004 1.0151658904030822 188.34328579916817 23.500000000000004 208.60391725632692 191.37738999397229 53.500000000000007 602.25000000000011 41.500000000000007 1.4048828367117865 88.059397513309008 0.80213618538324438 598.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 9 6 12 14 -9 11 23 -5 -6 43 24 -16 21 -18 -19 20 -20 22 -17 -10 -2 26 -26 28 29 -27 -29 32 33 34 -32 -30 38 -38 -31 40 -12 -42 -43 44 45 -11 right_child=2 -3 -4 4 5 -7 -8 8 10 13 39 -13 -14 -15 15 16 17 18 19 -21 -22 -23 -24 -25 25 27 -28 30 35 36 31 -33 -34 -35 -36 -37 37 -39 -40 -41 41 42 -44 -45 -46 -47 leaf_value=0.00044686259871523518 3.469871787710921e-05 -0.00051453214298235583 0.0039731293287518545 0.011671200557333993 0.0042198837563727325 -0.00052852961862432594 -0.021856045751282537 0.0063783163955901858 0.0019717773378010567 -0.0014870284223969935 0.0012380527231966956 -0.011568159504828623 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0.000544859 -0.0064078 -0.0391602 -0.1009 0.00101155 0.0295621 -0.00343695 0.017014 -0.160815 -0.0802966 -0.00285549 0.000811981 -0.0461363 -0.109258 -0.0489295 -0.0848484 -0.0395242 -0.217636 -0.264939 -0.327618 0.0301633 0.000906609 0.0184665 -0.0514437 0.0257709 0.0648904 0.0911144 0.0128663 0.0144752 0.0293548 -0.157408 -0.280219 -0.0327601 0.103205 0.0608544 0.146806 -0.0506542 -0.0275916 -0.122757 -0.0794086 -0.00267292 0.00884501 -0.00830361 internal_count=859941 58738 801203 800789 50371 4189 1341 750418 5209 46182 4585 170 1259 46012 745209 1499 1067 769 611 512 173 298 228 3839 743710 10201 965 9236 2291 1806 6945 6920 5231 121 79 485 1719 872 847 746 663 232 206 45992 15712 9256 shrinkage=0.0523833 Tree=136 num_leaves=47 num_cat=0 split_feature=17 9 8 19 11 23 10 8 25 19 11 11 20 8 9 23 7 11 20 29 11 26 10 6 30 20 6 10 26 7 6 1 29 19 8 25 9 26 10 26 19 25 17 25 26 19 split_gain=2.55919 3.79412 3.37227 3.29741 4.08626 3.64412 3.36808 3.01254 4.77263 3.45265 6.48924 5.97208 4.6709 3.94789 3.78164 3.30945 3.87216 6.11661 5.44118 3.30138 3.28844 5.51719 3.88551 3.13725 3.09549 3.01321 2.94521 4.13129 2.85801 4.65304 2.57417 2.49953 2.4941 2.49375 3.22293 3.95796 2.81751 2.56234 3.61355 2.35263 2.33309 2.55542 2.3082 3.55631 3.93949 7.3036 threshold=76.819291928559366 0.97176160607129114 958.50000000000011 408.25000000000006 0.71569374701099964 0.41972553900627713 0.86008651793770474 564.50000000000011 863.25000000000011 3313.5000000000005 0.57896232057416286 0.70661212790399397 0.75506732976501389 2137.5000000000005 0.91385376999238399 0.33239100801109706 -33.600540161132805 0.52535724785703841 1.1001130006698692 1.3743893500605113 0.73026845495380976 1.1670096384964004 0.82284339959924047 0.35443035316967325 1.5000000000000002 1.4631271297310458 0.63043478854472246 0.66864253561981524 0.95512245085853709 -20.952666282653805 0.45833333551712346 524.50000000000011 2.7628584878209357 936.25000000000011 1228.5000000000002 1771.2500000000002 0.95742264684930378 0.71932644223333508 0.76710966717525964 0.51963397361205121 2579.5000000000005 429.25000000000006 36.469833250773569 3230.5000000000005 2.0063383470414498 10746.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=42 7 3 -3 -5 -6 -7 31 20 11 26 13 -13 24 -14 -15 18 -18 -17 -19 40 22 28 -16 33 -20 30 -28 -22 -30 -11 -2 -25 36 -35 -36 -10 38 -37 -12 41 -9 -1 -44 -45 -46 right_child=1 2 -4 4 5 6 -8 8 9 10 39 12 14 15 23 16 17 19 25 -21 21 -23 -24 32 -26 -27 27 -29 29 -31 -32 -33 -34 34 35 37 -38 -39 -40 -41 -42 -43 43 44 45 -47 leaf_value=0.00028275039332221168 -0.00083305572261379429 0.0094390408227874416 0.0054647787707496941 0.002777122894800383 0.0029126163624820641 -0.002916766092459902 -0.017772073743846421 -0.013875357200642601 -0.0019879137402280551 0.0019810992150765781 0.0043021130477666142 -0.0062060305795105502 -0.0086343227195683162 0.014380735578464275 0.010472920443002357 -0.014618656606114269 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0.0333303 -0.0535446 0.0593839 -0.116485 -0.128507 -0.0473633 -0.198375 -0.179616 0.0386058 -0.0213893 -0.0869477 0.0761163 -0.0273876 -0.0146473 0.0639722 -0.0170709 -0.0261014 -0.0944959 0.0873578 -0.0224017 0.0491027 -0.0482156 -0.0265254 -0.0667221 -0.132198 0.00451756 -0.0787005 -0.0379961 0.0513055 0.0474511 -0.000255818 -0.000740005 -0.0125918 -0.0792366 internal_count=859941 16723 3134 2426 2295 965 649 13589 10492 6176 2597 3579 1181 2398 1008 704 683 316 367 166 4316 754 475 938 1694 112 1554 348 327 213 1206 3097 770 1369 1088 704 281 370 185 1043 3562 3483 843218 776699 24519 856 shrinkage=0.0523833 Tree=137 num_leaves=47 num_cat=0 split_feature=17 9 21 28 27 19 19 7 10 30 14 23 7 14 26 23 26 7 25 7 23 27 28 27 28 27 26 1 26 15 32 26 7 1 27 26 19 1 21 27 10 14 28 27 23 27 split_gain=2.40312 3.82034 3.14461 2.69566 2.56529 2.48036 4.64392 2.6411 5.99274 7.26847 6.89211 4.88941 4.65269 4.62235 4.38923 4.06372 3.58425 4.24351 3.27297 4.32028 3.73083 3.72907 3.16383 2.86794 3.37737 3.87534 3.51002 2.78582 2.70911 3.05928 2.68515 3.51078 3.71705 2.4475 2.9116 2.43311 2.42518 3.04992 2.16558 7.60436 10.6072 6.49742 7.11239 5.06699 4.78734 3.58943 threshold=82.170983373605438 0.97470565205933124 8.5000000000000018 399.25000000000006 20.500000000000004 321.25000000000006 489.25000000000006 -56.309932708740227 0.84596988730459366 1.0000000180025095e-35 25.599777644597456 0.91191422789315812 -81.206012725830064 46.183825660874483 1.6670311661998691 0.33239100801109706 2.2938727011390192 -69.412883758544908 487.75000000000006 -25.157979965209957 0.29918377515706601 4.5000000000000009 1172.2500000000002 20.500000000000004 868.75000000000011 7.5000000000000009 0.677835346600834 639.50000000000011 0.25622027818975796 0.58043084678287227 1.5000000000000002 0.90799661917411267 -2.9971243143081661 4609.5000000000009 6.5000000000000009 0.13156864361373286 702.25000000000011 924.50000000000011 9.5000000000000018 45.500000000000007 0.79886187143596732 28.460770763583216 774.25000000000011 47.500000000000007 1.0047040383551542 23.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=38 3 36 -2 -4 -5 -7 8 10 12 22 14 33 35 18 -14 17 -15 -9 23 21 -21 27 24 26 -26 -20 -8 -13 -30 31 -22 -33 34 -10 -12 -3 -38 39 -1 -41 42 45 -43 -42 -40 right_child=1 2 4 5 -6 6 7 11 9 -11 13 28 15 16 -16 -17 -18 -19 19 20 30 -23 -24 -25 25 -27 -28 -29 29 -31 -32 32 -34 -35 -36 -37 37 -39 41 40 44 43 -44 -45 -46 -47 leaf_value=-3.7634216182943738e-05 -0.011008189235044563 0.007049757824482342 0.0054184142071938852 0.0083500376655620007 -0.0051579414661357863 -0.0041290720030205137 -0.0034022619324852606 0.010026946905886921 -0.010556231328003016 0.00085242068590842999 -0.010478811032602914 -0.0091841116935841224 0.0082311507254685078 -0.010692680879040087 -0.015728797200483941 -0.012086683593590514 0.0094362631071485403 0.0012605196613081457 0.00020721438412339978 0.012436271678403114 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4.29887 3.61176 5.78886 13.8041 4.6145 4.85889 4.47296 5.06588 3.76504 4.33264 8.17261 4.71639 threshold=212.67663544396575 51.73417501356419 221.62241851964669 0.96717360508341543 58.790313285297536 168.05921835931397 52.068756958781215 0.49138232026996298 2.5000000000000004 0.718715452214162 36.296243772934851 49.350282507874248 56.655398743279768 1.2044398244398247 1.1342349859337892 226.80688831549222 46.136337287487557 230.42596482269232 233.41302504514411 1.1923849793617236 0.98127373202258983 1.0386187212324056 168.05921835931397 234.56081527328311 47.657191959101191 1.0100622030444333 0.72185625179522261 26.78002923195449 7.5000000000000009 0.96879336393467874 1.7249978761034612 1187.2500000000002 0.76666666785137827 190.64557697566315 0.99999216791979961 33.500000000000007 22.500000000000004 0.73183335373112757 767.25000000000011 0.8402966738787635 1.1364594255411087 30.500000000000004 24.500000000000004 7.5000000000000009 29.79136464304683 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 -2 4 -3 6 8 -8 -6 -10 -11 15 13 35 -12 24 17 -17 -18 20 -20 22 23 -22 -4 -9 -27 28 -14 -29 31 32 -30 -33 -35 36 -1 40 -39 -40 42 -42 -38 45 -45 -44 right_child=1 3 11 -5 5 -7 7 25 9 10 14 -13 27 -15 -16 16 18 -19 19 -21 21 -23 -24 -25 -26 26 -28 29 30 -31 -32 33 -34 34 -36 -37 37 38 39 -41 41 -43 43 44 -46 -47 leaf_value=-8.5312409906271522e-05 -0.00050010204965030935 0.00020802300092058311 -0.00083312396330626837 0.00086796273239741952 0.0035932633501216588 0.0042263975122422267 0.0086982691077993092 -0.013825473947835223 -0.0080424253644344763 -0.00085162412150975619 -0.016188003584967147 0.00066798135727993849 -0.0012828010407017797 -0.00092605167555430488 -0.0016038199385081683 -0.00068006417417167011 0.00067354034535011551 0.00014142211106426113 -0.00027422471998964521 0.0013107702328119958 -0.01154434195096187 0.0008194736664762541 0.0016896826533547471 -0.030491225705236713 2.1381973574546591e-05 -0.011470696812676328 0.00072954983480418153 0.00025590717863272156 0.00066888181173705037 0.0020778489883565856 -0.0082665636582095782 -0.00032504996558742317 -0.00034869899211855825 -0.0012820669736859026 -0.012573258972597546 0.00086442438359592459 -0.00092711992074130721 -0.0020227280920104011 0.0050676780867417275 -0.00093986644114139796 -0.012199654974779312 0.013007044339676012 0.0030925852591239295 -0.00072848908322911872 0.0049851200566961244 -0.0010421515469983568 leaf_count=176391 68851 32582 26777 42656 461 425 59 232 413 2882 119 34928 8985 22780 103 33632 45781 210891 168 362 84 108 32 79 35384 171 180 17110 31387 6610 210 421 15933 163 214 9040 3736 17279 513 1320 138 26 3594 4975 797 959 internal_value=0 0.00132119 9.72009e-05 0.00828974 -0.0010966 -0.0338257 -0.0443594 -0.134537 -0.0298059 -0.0427041 -0.0279582 0.00180757 -0.00230874 -0.00444681 -0.179856 0.000725598 0.0022937 0.000542804 0.0114784 -0.0643408 -0.133024 -0.203877 -0.325457 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15.3185 13.0879 9.77326 4.85663 4.43626 3.58914 20.2578 6.39452 12.3331 9.32759 6.1943 threshold=211.58872117128792 0.51851852262977938 0.77507186925972615 2143.2500000000005 0.97223098492814597 0.68914165681056583 232.68986283848349 0.99999216791979961 55.003061294555671 0.54864175546632243 0.99971947559033614 0.71359721014805333 -53.690931320190423 -73.265724182128892 82.104503631591811 0.74439774334479203 2021.7500000000002 0.99081866333225632 0.67262437175227885 1.5000000000000002 0.25622027818975796 0.21362403398331545 149.50000000000003 0.48044476043866313 500.75000000000006 78.084677806229777 3168.5000000000005 1358.5000000000002 0.7275213710378724 40.503048327204944 941.25000000000011 1.2617204204831383 0.78017959618538113 569.25000000000011 0.6779660898342289 7423.7500000000009 3783.2500000000005 57.126901626586921 0.58796016186278777 0.67262437175227885 0.57231087094723476 85.983459472656264 611.30918087536486 0.68387333559594954 12036.750000000002 0.88888889394050219 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 16 5 -5 7 -7 -9 -10 11 -11 13 -8 15 -14 25 -15 -13 20 22 -22 -4 -21 28 26 27 -3 29 -23 -6 32 33 -32 35 36 37 -35 -33 -38 41 -40 45 -44 -45 -42 right_child=1 2 19 4 30 6 12 8 9 10 -12 18 14 17 -16 -17 -18 -19 -20 23 21 24 -24 -25 -26 -27 -28 -29 -30 -31 31 38 -34 34 -36 -37 39 -39 40 -41 42 -43 43 44 -46 -47 leaf_value=-0.00011879064102701369 -0.00014147007830692649 0.00058897456788524884 -0.0019039957747134162 0.00035748232969578939 0.0028834891477275198 0.0027446219575317193 -0.0011576393525898963 -0.031057311007350409 -0.028033127354636693 0.0034445536077449507 5.6549960836271119e-05 -0.029187091282121921 -0.001894038587858454 -0.0023312440626449779 0.0028365003374104377 -0.021637801874777103 0.003684629670475773 -0.02323362140548221 -0.0095500029453993059 -0.019480353622319396 0.010841907401573288 -0.019199654352599908 0.0045275425322510139 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0.0102136 0.00938901 0.00955271 0.00969588 0.0515105 -0.00307724 -0.00659637 0.00912042 -0.0214149 -0.0175017 -0.102095 -0.27447 -0.102517 -0.030143 -0.550243 -0.0405536 -0.0789612 -0.0230374 -0.12576 -0.32458 -0.0060477 internal_count=859941 551052 419181 125855 19267 3222 1841 573 500 427 363 189 1268 437 831 196 106588 154 142 293326 277661 276193 1468 15665 276095 105140 103124 103067 42394 1954 16045 15129 9073 4445 4408 594 276 170 6056 106 5335 1671 3664 520 195 3144 shrinkage=0.0523833 Tree=140 num_leaves=47 num_cat=0 split_feature=26 27 13 13 17 29 10 12 24 9 19 10 6 6 24 19 23 19 24 24 13 13 19 27 11 13 19 10 27 27 14 13 12 19 27 29 6 17 14 10 17 27 11 13 12 6 split_gain=2.19093 2.70805 2.9339 5.51285 2.24129 2.20364 6.4661 6.95952 6.91313 6.67664 5.13633 5.85194 8.56094 4.55597 6.97986 5.13266 4.07213 5.60842 8.99799 4.337 4.03059 3.93589 3.89911 3.72706 3.50302 5.66554 4.32957 5.26089 3.73245 3.4641 7.64314 2.96829 4.77981 11.2123 7.00119 7.94354 10.2808 9.60328 4.74891 4.41118 3.96142 3.56213 6.7954 10.0539 8.57513 16.4828 threshold=6.7287811638567812 6.5000000000000009 168.05921835931397 287.84271068442803 49.284973751005374 2.2392328056844311 0.8985290206431692 611.30918087536486 3.5000000000000004 0.92788837675918701 1331.5000000000002 0.95079130325108385 0.51590755140868938 0.62162162223735351 3.5000000000000004 18553.500000000004 1.5947908105357913 2132.5000000000005 2.5000000000000004 11.500000000000002 109.18312160163109 368.57771081874603 10746.000000000002 43.500000000000007 0.67262437175227885 96.380067440952288 2579.5000000000005 0.90609811558965514 9.5000000000000018 11.500000000000002 22.236088943654028 168.05921835931397 457.81832585697958 6994.0000000000009 2.5000000000000004 1.4648017736045909 0.95000000533120177 71.946403945925638 113.70081920726567 0.64761097927531164 59.948308992829901 2.5000000000000004 0.67262437175227885 51.877903315378852 257.61879502661805 0.30136986838247998 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -4 -3 31 7 8 -7 10 -8 12 16 14 -9 -16 17 -12 -19 -18 -21 22 -15 -11 -20 -26 28 -28 -27 -13 -31 32 41 39 -35 36 37 -36 -38 -34 -33 42 43 -1 -44 -46 right_child=1 4 3 -5 -6 6 9 13 -10 23 11 29 -14 21 15 -17 19 18 24 20 -22 -23 -24 -25 25 26 27 -29 -30 30 -32 40 33 34 35 -37 38 -39 -40 -41 -42 -43 44 -45 45 -47 leaf_value=-0.0023359285730114618 0.0038797202156960215 0.0018018385697202658 -0.0077040337797811788 0.0023557314220725148 0.0070847144422035184 0.0020539371357603106 0.00250663102736742 0.0020170726322116948 -0.00024499008277637413 1.7610145666226076e-05 4.198988775424557e-05 -0.00028297083595499361 0.0011186268329053308 -0.01813185186009093 -0.0060413972577669419 -0.035357595150855604 -0.0017641181940723761 -0.003160850908284185 -0.0102366423705066 -0.0043468432403003894 -0.018610915957157515 -0.021521713088394658 -0.0039438390866394927 -0.022640111481355706 -0.0023556679244981361 -0.011953909774696046 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4.88209e-06 -0.0496756 -0.0293834 -0.09824 -0.180079 -0.118379 -0.525772 -0.335669 0.0152674 0.000122984 -0.0112837 0.0156025 -0.0208267 -0.063702 internal_count=859941 2944 835 601 2109 856997 29407 18478 16922 10929 5841 5358 2663 1556 671 80 2138 1198 1014 940 226 885 844 5088 660 280 228 126 102 2695 716 827590 814645 1932 1804 812 482 409 73 128 12945 812713 26485 6938 19547 3766 shrinkage=0.0523833 Tree=141 num_leaves=47 num_cat=0 split_feature=21 21 19 0 26 1 1 27 27 19 21 19 27 18 24 12 1 26 11 19 21 4 10 24 18 27 27 21 27 27 27 19 24 10 17 26 20 21 21 24 26 19 1 5 20 18 split_gain=2.35307 4.51488 9.51429 5.39463 3.76969 3.49261 2.76287 2.63393 2.58402 2.59173 2.39726 8.40792 5.97003 12.3385 8.84269 7.65876 5.20073 5.46751 4.95911 6.59774 4.47553 4.26579 4.01844 3.90739 4.24623 5.00694 4.29388 3.71369 7.89304 5.97878 6.2607 5.95968 3.99464 3.90481 5.35917 4.64276 4.4969 4.5613 4.07024 4.69774 4.67061 3.80587 3.7796 3.57746 8.5571 4.46886 threshold=18.500000000000004 16.500000000000004 571.25000000000011 29.500000000000004 1.2741406166075844 693.50000000000011 344.50000000000006 35.500000000000007 56.500000000000007 535.25000000000011 11.500000000000002 705.25000000000011 45.500000000000007 2.5000000000000004 27.500000000000004 60.05634918610405 268.50000000000006 0.96397842498704767 0.87503017865765342 352.25000000000006 10.500000000000002 29.999998092651371 0.73267615082577564 31.500000000000004 2.5000000000000004 22.500000000000004 28.500000000000004 14.500000000000002 35.500000000000007 45.500000000000007 48.500000000000007 474.25000000000006 31.500000000000004 0.75613087539802371 71.946403945925638 0.5087837998243242 0.69614999823834178 13.500000000000002 12.500000000000002 30.500000000000004 0.47640500176314948 338.25000000000006 530.50000000000011 28.00000095367432 1.0200316508759888 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 3 5 8 7 -2 -3 9 -5 12 16 -1 -14 15 -15 23 27 43 -20 -17 -13 -22 24 26 -26 -12 33 31 41 32 -29 -31 34 38 -35 -37 -38 39 -18 -40 -30 -34 44 -19 -45 right_child=6 2 -4 4 -6 -7 -8 -9 -10 -11 11 21 13 14 -16 20 17 18 19 -21 22 -23 -24 -25 25 -27 -28 28 29 30 -32 -33 42 35 -36 36 37 -39 40 -41 -42 -43 -44 45 -46 -47 leaf_value=-1.1537051069149894e-05 0.0084891743927190469 -0.012986467519815751 0.0028777360945163918 -0.010091406858042636 0.00749203911907898 -0.018770072614419653 0.00103768380457515 -0.0011121662654264037 -0.018334005253744276 -0.00051611140192849209 -0.012809338821282146 0.0021912680334353007 0.0057973378826848432 0.016712926381286106 0.0019344585860209978 -0.015097905888547102 0.0013758138276531806 -1.0101115409529662e-05 -0.019100981201090727 0.00059704684670974578 -0.021198073679878405 -0.006352917551315315 -0.0030961875766704083 0.0093768642324262332 0.01807970375742015 -0.0051426605047904814 0.0046919100526852222 -0.019032835901227681 -0.014795789400438252 -0.0052886683779775788 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-0.350214 -0.0305973 -0.0926556 -0.0215745 internal_count=859941 859248 2379 1685 587 1098 693 1064 549 470 856869 34270 822599 1142 864 635 26920 25249 12866 6477 607 7350 252 1671 1602 1292 310 12383 2828 2616 1260 212 349 9555 5008 4547 4469 4219 4917 2205 2712 1356 85 6389 811 5578 shrinkage=0.0523833 Tree=142 num_leaves=47 num_cat=0 split_feature=28 27 4 5 4 0 28 5 25 27 12 28 27 23 4 27 29 14 10 27 20 0 23 26 27 28 29 10 20 20 10 23 5 23 0 23 20 14 1 14 29 28 28 23 27 28 split_gain=2.51946 3.97166 6.6407 4.92625 4.00055 5.30657 3.7335 3.88087 5.88004 10.2259 8.8839 8.50436 8.08565 6.84902 11.035 6.6607 6.07122 14.8388 10.4404 7.32132 6.90827 6.01579 7.13352 9.53313 5.86854 5.29022 5.44922 5.16888 4.93189 13.0364 7.07177 5.16292 6.24966 6.01748 6.10895 4.80333 4.91412 4.76272 5.54219 4.73163 4.7052 6.98128 5.41171 8.05477 5.11206 6.68122 threshold=491.75000000000006 1.5000000000000002 18.973662376403812 20.000123977661136 6.0103068351745614 37.500000000000007 684.25000000000011 25.824196815490726 1187.2500000000002 2.5000000000000004 139.81118318204312 1369.7500000000002 14.500000000000002 2.8424538208200087 29.00000095367432 13.500000000000002 1.1331914438051125 39.40340063283184 0.98741614017338175 7.5000000000000009 1.0001884658876745 45.000000000000007 0.76957553374583043 0.99237869416162428 34.500000000000007 17361.750000000004 0.41129596664993084 0.86295731418967536 0.96784497950784887 0.87310530484413174 0.7046139283128291 0.99971947559033614 51.001586914062507 0.85671254602095737 24.000000000000004 0.88587263571604036 1.0200316508759888 25.184526669432604 639.50000000000011 52.068756958781215 0.27245984401462769 799.25000000000011 989.25000000000011 0.43255229743308671 5.5000000000000009 1369.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 -6 -2 40 9 10 35 16 -11 24 -15 -13 17 19 27 -10 -19 22 -21 28 -14 26 -12 -18 29 -24 -30 32 -32 -34 -35 -9 -37 -26 -39 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internal_count=859941 102141 1421 279 1142 1046 757800 370135 332930 216748 3996 116182 212752 94826 981 94599 21583 9190 12393 9002 188 4287 3055 1941 93845 967 933 12302 1198 226 972 749 465 192 149 3029 2587 6869 1583 3761 37205 20372 7293 2009 793 596 shrinkage=0.0523833 Tree=143 num_leaves=47 num_cat=0 split_feature=18 18 21 14 27 29 22 28 27 12 12 14 14 13 27 22 28 28 22 27 12 27 12 12 28 23 21 22 11 21 23 14 28 27 23 13 11 27 22 5 22 8 1 29 27 21 split_gain=2.09441 2.22219 6.27054 5.2047 4.58903 10.3649 8.29958 6.06321 8.18357 7.07347 6.63498 7.50331 5.14713 5.05677 4.39188 4.20289 3.89838 3.86131 8.04608 8.53807 7.24413 5.9108 12.5377 6.3047 6.09774 5.83772 5.66956 4.8495 4.78326 4.63698 4.61675 4.5511 4.46879 8.71292 7.99953 7.25581 7.14762 10.0933 5.83187 4.93369 4.71291 4.25692 4.84576 4.15783 3.9315 7.29973 threshold=6.5000000000000009 3.5000000000000004 9.5000000000000018 27.539087567172615 26.500000000000004 0.70709771930832432 440.25000000000006 521.25000000000011 46.500000000000007 108.78731957466685 150.54467888754758 41.660730772390657 21.418315955511154 27.016096951332958 39.500000000000007 590.25000000000011 529.25000000000011 543.25000000000011 523.25000000000011 19.500000000000004 115.75483399593905 39.500000000000007 84.059397513309008 91.769552621700498 614.25000000000011 1.0066342851304302 10.500000000000002 195.25000000000003 0.84131290653885671 8.5000000000000018 0.99971947559033614 20.754867736915951 704.25000000000011 31.500000000000004 0.86827293779143522 43.292053667207519 0.75863039977264124 24.500000000000004 924.25000000000011 41.001558303833015 655.75000000000011 573.50000000000011 645.50000000000011 1.064156802951181 34.500000000000007 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 6 -6 10 9 -9 13 -12 -8 -7 -5 -16 -17 27 19 25 29 23 -23 44 26 28 30 -3 -19 -21 -24 -32 33 34 36 38 -25 41 -34 -35 -39 -38 -43 -40 45 -20 right_child=-2 17 3 14 5 7 12 8 -10 -11 11 -13 -14 -15 15 16 -18 18 21 20 -22 22 24 32 -26 -27 -28 -29 -30 -31 31 -33 35 39 -36 -37 37 40 43 -41 -42 42 -44 -45 -46 -47 leaf_value=2.1787601703801381e-05 0.0037324749998938179 -0.0083606468198706377 0.00076591516516834454 -0.00039225442923921001 -0.0033691439004097812 -0.0017314967379229154 0.0011895560928181931 -0.0015578759908231685 -0.016489859527609917 -8.340906954752254e-05 -0.022011999286160006 0.0058479653050577439 0.0052886960437838228 0.0019047064312954221 -0.00032945938147324686 -0.024411890846417449 -0.0068020456785148585 -0.0066716591668617023 0.0010122867981952855 0.0031369011094648101 -0.013758774579236464 -0.0071941686360440984 -0.021321775568835594 0.0051017301148475712 0.0010326287154151974 -0.0031889079524163103 -0.001882956614773853 0.00045855182908863338 -0.016837796733203139 -0.0019881527767948532 -0.023000947202676838 -0.00029954063271334016 -0.00076925997787448018 -0.0041805871681777178 0.00010579702854205197 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759538 53520 9256 44264 38468 38374 5796 114 8246 5682 3598 719 412 52719 37052 3824 2689 33228 5642 27586 4633 1135 2169 15667 530 2567 217 142 19537 13308 9520 6229 487 379 2762 3788 181 198 159 175 8049 6768 shrinkage=0.0523833 Tree=144 num_leaves=47 num_cat=0 split_feature=17 19 25 19 1 8 14 7 25 7 25 18 14 13 0 7 28 24 28 9 14 26 6 14 26 13 12 12 24 14 12 24 12 19 8 28 17 7 14 1 12 9 1 15 12 6 split_gain=2.1912 3.34068 4.75888 3.24419 2.76227 3.63307 3.08944 2.58734 2.51576 8.07082 8.29448 7.76675 16.0886 13.1056 13.0911 12.0025 7.01797 6.83872 9.21633 6.50548 6.24882 7.36326 6.13615 12.6261 6.04663 6.06578 5.61676 7.18515 4.9584 6.98582 5.39896 4.64434 5.67616 5.164 10.759 5.33603 6.72406 4.46356 4.29464 5.61854 4.26065 4.21724 5.56867 4.55358 5.4039 6.28196 threshold=31.039433665281774 408.25000000000006 789.25000000000011 352.25000000000006 428.50000000000006 473.50000000000006 22.33587066382044 -39.093858718872063 1187.2500000000002 -89.935768127441392 1381.2500000000002 1.5000000000000002 28.703660549840222 44.365808805435115 33.000000000000007 -2.8624051809310909 12983.750000000002 4.5000000000000009 1579.7500000000002 0.92788837675918701 27.721349650948284 2.4657552569366685 0.52631579123485595 27.021528224497398 1.6407070456446029 138.60967795412384 370.14570696119921 497.1665222413705 1.5000000000000002 89.162740990237253 701.80613254815978 8.5000000000000018 132.34671708797586 1235.2500000000002 1786.5000000000002 1369.7500000000002 52.290847711429876 -78.633731842041001 16.093347938364996 356.50000000000006 96.822853480599591 0.87860545527295253 7154.5000000000009 0.67040106331974159 497.1665222413705 0.8636364172735429 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 6 7 -3 -6 16 17 11 20 -13 14 -14 -15 -2 24 22 28 21 -11 23 -19 38 -26 -27 -28 -12 30 -30 32 -17 -34 35 36 -35 -16 39 40 -10 42 -31 44 45 -44 right_child=8 4 3 -5 5 -7 -8 -9 9 10 19 12 13 15 37 31 -18 18 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11770 4941 485 214 4193 303 187 152 31444 24416 20641 597 519 496 305 187 117 165 3890 1102 742 3775 2808 2697 1859 104 shrinkage=0.0523833 Tree=145 num_leaves=47 num_cat=0 split_feature=11 26 6 20 7 9 24 25 24 6 29 7 6 25 24 1 26 25 17 22 14 29 8 24 1 1 24 29 9 1 22 1 8 6 7 17 25 22 25 25 6 24 11 14 9 26 split_gain=2.04764 2.50043 3.81535 2.48561 2.38728 5.87994 5.36425 6.75535 6.60482 7.31252 5.23483 8.7759 15.2939 10.3691 8.68991 8.35011 5.62394 4.66933 4.31974 4.22556 6.38438 4.11707 4.11396 13.9286 6.84583 4.10901 6.77922 4.38988 5.86115 3.96958 5.2966 3.93513 3.91355 4.63757 3.85736 3.62618 3.59513 5.35235 8.44559 7.8615 4.79065 7.76521 4.95663 5.91637 13.2871 6.88766 threshold=0.92709665387894302 0.18271567405425676 0.22222222774117062 0.34567382072288161 -1.0000000180025095e-35 0.96593540279671675 1.5000000000000002 5208.7500000000009 4.5000000000000009 0.35443035316967325 0.718715452214162 -62.091485977172844 0.67500000591559217 32032.500000000004 2.5000000000000004 3632.5000000000005 0.41850663452078113 308.25000000000006 68.21367890630772 354.25000000000006 12.525575863131261 0.20392663919490933 573.50000000000011 12.500000000000002 420.50000000000006 5052.5000000000009 2.5000000000000004 10.8011580071796 0.90003616141937048 1761.5000000000002 4416.0000000000009 8831.5000000000018 8965.0000000000018 0.46153846838165685 -32.005384445190423 49.072398631844564 524.25000000000011 516.25000000000011 1137.7500000000002 3041.7500000000005 0.67500000591559217 22.500000000000004 0.62771150950498777 38.447887142426019 0.9316658646134105 0.51963397361205121 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 5 6 19 8 9 34 -9 12 13 25 -14 16 -13 21 -7 20 -1 -6 23 -20 -25 26 -12 28 32 -24 -31 35 33 -27 -8 -16 -19 38 -38 -40 42 -42 43 44 -39 -45 right_child=1 2 -4 -5 17 18 7 10 -10 -11 11 15 14 -15 31 -17 -18 36 22 -21 -22 -23 29 24 -26 27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 37 40 39 -41 41 -43 -44 45 -46 -47 leaf_value=-0.003612980737151994 -0.00076702677151123334 -0.007655851129889475 0.00040436920669989599 0.0046109066953692272 -0.0089686083967472647 0.00033111335315760674 0.00071162240861270061 0.0007440089696115538 -0.00020961362863962689 0.00018858185417607788 0.001660088548767705 -0.0042561327201184268 -0.0063935829851392697 -0.029444605310734881 -0.030516260209154582 -0.0005677948511619398 -0.025333348484758478 0.00017774651542944877 0.0043276308894951918 0.00079991333817663955 0.011683932262715151 -0.0015269689878546317 0.0032262994786409799 0.00091276071817303307 -0.01003925375437967 -0.0010878397157548028 -0.022173503729601227 -0.019561086170395158 0.0037161323017577291 -0.0062900890482677808 0.0044018983534424832 -0.0054997436484316544 -0.0013755501223146538 -0.021068630494425426 0.0029844554613588526 -0.016793826610642871 -0.00093594689859062368 -0.0018559785770066619 0.0071018226563778156 -0.0058118053099494218 0.00016089272138496673 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1241 1209 4259 518 284 600 128 8219 233 462183 352891 32846 804 320045 166387 153658 3519 1861 1658 shrinkage=0.0523833 Tree=146 num_leaves=47 num_cat=0 split_feature=16 23 12 25 5 28 11 9 11 9 13 26 6 28 28 22 7 16 25 26 7 28 7 25 28 26 13 22 15 11 5 28 25 26 16 28 6 22 22 25 22 26 23 15 25 26 split_gain=2.31286 2.47457 2.28866 2.15138 3.75133 3.25418 3.20026 2.41983 2.62872 2.38953 1.98583 3.10664 2.79182 1.92938 3.27039 3.79635 5.86679 5.66634 5.23144 10.884 4.47963 4.19856 4.17656 5.56897 5.75086 5.02352 7.86904 6.34177 5.31403 4.9143 9.32914 4.14545 4.86571 3.93553 4.74419 3.79519 3.72135 3.64925 3.63237 3.48539 4.57976 3.45497 5.72474 4.52451 3.94691 4.69377 threshold=164.38800672196024 1.2376448221874303 850.21172413918134 1887.2500000000002 120.07241439819337 783.75000000000011 0.85284416890991666 0.95940220794397202 0.74291207704830498 0.92502698127551886 184.48006349568024 1.1246023258246154 0.57627124313358213 491.75000000000006 579.25000000000011 523.25000000000011 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578 5844 13129 200 9791 531 164796 134997 128714 128523 1311 shrinkage=0.0523833 Tree=147 num_leaves=47 num_cat=0 split_feature=16 17 20 0 17 5 21 26 28 7 14 16 8 17 14 21 5 29 5 32 11 24 21 21 24 24 28 21 20 28 13 29 24 21 28 23 14 23 7 7 17 29 28 26 7 14 split_gain=2.51707 3.17191 3.15204 2.77517 4.51612 4.408 3.44655 5.65374 3.26742 3.15127 2.72145 2.70245 4.29008 3.51077 3.07562 2.81242 2.64882 4.29894 4.27933 4.58343 5.78505 3.98181 7.70236 5.2418 4.01748 5.17879 7.18472 5.96673 5.93477 4.06018 3.95127 3.46172 3.43324 4.44549 9.55832 4.59062 3.42767 4.16568 3.37211 4.08071 3.36794 3.29533 3.22517 3.62539 4.73267 3.21783 threshold=176.45253089503512 33.855555532826763 0.34567382072288161 35.000000000000007 99.049717629584919 176.46326446533206 11.500000000000002 0.49788582564542666 541.25000000000011 -71.565052032470689 11.72525321419341 151.38915487208908 10025.000000000002 41.412571971123079 22.935589586467753 9.5000000000000018 14.012403011322023 0.4351028129238993 17.99769496917725 1.5000000000000002 0.74985038708250407 19.500000000000004 8.5000000000000018 7.5000000000000009 15.500000000000002 11.500000000000002 733.75000000000011 5.5000000000000009 0.45068417275166955 708.75000000000011 16.216360345586754 0.37295305432897735 10.500000000000002 5.5000000000000009 493.75000000000006 0.362894911872298 16.258508048489784 0.43255229743308671 -83.281635284423814 -71.565052032470689 55.485488969230936 0.23924879373095756 656.25000000000011 0.57555446326168891 -81.889556884765611 13.603015133673692 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 6 10 -8 -6 -10 -4 12 14 15 -12 -13 17 45 19 20 30 23 -23 24 25 32 27 28 -27 -26 -18 -25 33 38 -35 -36 -24 -38 -22 -40 -34 -29 43 -32 -45 -2 right_child=16 2 3 -5 8 -7 7 -9 9 -11 11 13 -14 -15 -16 -17 18 -19 -20 -21 21 22 36 31 29 26 -28 41 -30 -31 42 -33 40 34 35 -37 37 -39 39 -41 -42 -43 -44 44 -46 -47 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131 11406 shrinkage=0.0523833 Tree=148 num_leaves=47 num_cat=0 split_feature=17 19 22 14 10 6 19 19 6 17 1 11 14 6 24 7 11 17 13 6 7 6 11 13 19 28 28 10 1 11 8 9 1 17 28 19 6 28 22 10 9 11 17 6 17 7 split_gain=1.96207 2.64676 7.20345 2.2881 5.49245 4.42517 5.18727 8.91055 3.89012 3.74759 3.33442 2.89084 2.63043 4.76942 3.48384 4.68969 4.0283 3.68554 8.29811 3.59146 4.42525 4.36199 4.2118 3.08411 8.57399 2.90898 3.77567 2.53679 3.54707 2.48713 2.47106 3.1858 2.42571 2.55982 2.2438 3.65072 2.98611 2.20028 2.16402 2.16673 2.14791 2.34363 2.94281 2.13913 2.2813 2.13043 threshold=33.855555532826763 456.75000000000006 868.25000000000011 167.62527456290113 0.94185707532958618 0.68571429517309845 33892.000000000007 54430.000000000007 0.76056338638634202 41.412571971123079 26850.500000000004 0.68928840767076072 100.16392862364285 0.51381214685488719 1.5000000000000002 -78.633731842041001 0.63593511906781797 71.946403945925638 168.05921835931397 0.69528852850907474 -1.0000000180025095e-35 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34756 287 25 47 291 99 33 220 167 144 69 119 1293 22 581 98 51 60 49 178 55 27 1107 155 26 480 89 61 27 362 802 116 83 31 20 357 59 24 96 942 37 39 328 403 3151 internal_value=0 0.00691529 0.0293726 -0.000310106 -0.0368623 -0.027329 -0.0744643 -0.135906 -0.0113917 -0.266973 -0.000233819 0.0187217 -0.00030989 -0.0229117 -0.0115237 -0.0303019 -0.122392 0.0297776 -0.145088 -0.0138107 -0.0676545 -0.17609 -0.366925 0.0116576 -0.0883027 -0.104759 -0.137844 -0.0349052 -0.110573 -0.237095 -0.000167559 0.0458744 -0.220568 -0.330686 0.0290104 -0.0343809 -0.00725594 -0.00190445 0.156429 0.0436618 0.0532963 -0.0356687 -0.177741 0.0291586 0.0389957 0.0171302 internal_count=859941 39387 4631 820554 1709 1662 906 546 280 266 818845 360 817683 5117 4492 3088 469 1404 111 2619 841 260 82 1778 263 625 506 248 159 60 812566 1164 221 105 1515 408 377 214 407 120 1162 220 76 756 731 4224 shrinkage=0.0523833 Tree=149 num_leaves=47 num_cat=0 split_feature=16 17 24 19 23 10 16 4 23 17 27 10 27 6 16 17 23 16 13 17 17 16 25 27 9 7 19 28 17 25 4 28 4 28 6 7 13 11 11 17 16 16 4 13 25 27 split_gain=2.01162 4.00196 6.40926 7.47096 7.78777 5.41462 4.92544 4.72985 4.69992 4.60789 10.7066 5.58451 6.39251 4.77293 4.45503 6.04415 8.05823 5.45117 5.26639 4.50071 3.93963 5.54278 4.26693 4.70039 5.42163 5.82827 5.20943 10.6458 4.91229 4.99839 4.92834 5.44189 4.49248 3.89392 3.82504 3.81917 6.06617 5.0271 4.9357 3.76678 5.8034 3.95452 5.64373 8.09097 3.71173 3.71088 threshold=218.50043936731109 53.450173703499637 8.5000000000000018 424.25000000000006 0.73723681529825857 0.79469119247694386 210.46286157618485 30.410521507263187 1.0108134683355925 48.998667922599289 38.500000000000007 0.5664616378692573 46.500000000000007 0.38236153798712297 139.11077645758499 47.503606615970305 0.15549281794772279 169.64799388424458 16.949986102587793 41.412571971123079 49.78239595128256 224.47457070669245 1187.2500000000002 3.5000000000000004 0.90625169929309413 -53.690931320190423 4373.5000000000009 4357.5000000000009 63.676037816430117 1345.5000000000002 47.594949722290046 1749.7500000000002 61.001928329467781 1198.2500000000002 0.40630671076688202 -79.676750183105455 48.552061850000108 0.87231753014011082 0.79293523469994065 47.583816405169863 228.2608859104283 232.61593052933162 21.00000095367432 36.532553265276363 664.25000000000011 24.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 45 -1 -3 9 -9 10 33 -12 13 -13 -7 16 -16 19 -19 -18 21 -2 -22 -24 25 32 27 28 29 -26 31 -30 -25 44 -17 36 37 -31 -38 40 -23 -41 43 -43 -6 -5 right_child=20 6 3 4 7 14 -8 8 -10 -11 11 12 -14 -15 15 34 17 18 -20 -21 22 39 23 24 26 -27 -28 -29 30 35 -32 -33 -34 -35 -36 -37 38 -39 -40 41 -42 42 -44 -45 -46 -47 leaf_value=-0.00026916473490740415 -0.00052310219160613548 -4.7421670777680822e-05 0.0002494939382688954 -0.00042832086700841997 -0.0026815738395720491 -0.0012686027066774071 0.00059916623929240288 0.003368223385745476 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730 171 99 80 46 166 232 33 17678 2978 140 30 227 38918 256563 33 422 59 3343 8216 internal_value=0 -0.00158476 -0.00459504 -0.00981915 -0.0144202 0.00119859 0.00168297 -0.0203091 -0.0621416 -0.0184698 -0.0350482 0.0907713 0.116942 0.177003 0.00970846 0.0127726 0.0275752 0.0388378 0.0611205 0.0198943 0.0014786 0.000177293 0.00816014 -0.011467 -0.0256875 -0.0835842 -0.0119367 -0.0239693 -0.0148656 -0.00606992 -0.136223 -0.0837758 -0.177002 -0.0415689 0.00238441 0.0107187 -0.0723551 -0.27834 -0.0106158 0.00161534 0.000379677 0.0107908 -0.076349 -0.30077 -0.040654 0.00120333 internal_count=859941 406836 211760 111353 84645 100407 195076 61474 2589 58885 13050 643 596 446 42856 39306 16209 12914 5934 6980 453105 379243 73862 9632 6810 1307 5503 4773 4602 4291 311 265 442 12407 23097 3455 477 110 367 332234 292802 39432 514 92 12374 23171 shrinkage=0.0523833 Tree=150 num_leaves=47 num_cat=0 split_feature=26 15 26 26 29 24 4 19 32 12 4 17 15 18 25 4 29 12 5 24 12 29 26 10 24 1 1 18 29 24 6 18 25 1 25 19 15 29 25 10 17 1 25 4 5 19 split_gain=1.94379 1.88866 3.51667 6.46364 4.81708 6.7868 4.86054 4.13847 7.76934 4.91263 4.06031 3.57881 3.54052 5.43345 5.69065 7.22866 7.49599 8.73277 5.2707 4.59641 4.54699 4.65388 4.10072 3.85274 3.18564 3.20433 3.10782 3.85713 3.69956 3.41312 7.14889 6.39726 6.01359 5.10485 6.73477 4.4713 4.07963 3.0792 3.10572 6.46528 2.87678 2.83801 8.7246 5.32162 3.9595 3.96811 threshold=6.7287811638567812 0.26542931045555634 0.99907266971584596 0.33580413409588511 1.4921860786474939 18.500000000000004 18.560553550720218 338.25000000000006 1.5000000000000002 83.026911934581207 7.0167665481567392 56.655398743279768 0.23708051792831109 1.5000000000000002 1496.7500000000002 25.999998092651371 1.2189836912174024 205.30508652763322 49.505649566650398 9.5000000000000018 177.8436687607709 0.4351028129238993 1.1852843132691462 0.96607243267113563 14.500000000000002 1158.5000000000002 3632.5000000000005 2.5000000000000004 3.0391160988025692 8.5000000000000018 0.24138175629733705 1.5000000000000002 749.25000000000011 3389.5000000000005 2105.5000000000005 3516.5000000000005 0.20024959679185067 2.3690173910475125 1006.2500000000001 0.98741614017338175 76.819291928559366 2682.5000000000005 2201.2500000000005 25.515589714050297 102.29339981079103 1150.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 7 12 6 -6 9 24 10 -1 -5 18 14 -14 16 17 -16 -4 23 -20 -22 -15 -19 25 -9 27 29 -28 33 31 32 -31 36 35 -35 37 -8 -39 -40 -38 42 44 -44 45 -23 right_child=-2 -3 4 11 5 -7 26 8 -10 -11 -12 -13 13 22 15 -17 -18 19 20 -21 21 41 -24 -25 -26 -27 28 -29 -30 30 -32 -33 -34 34 -36 -37 40 38 39 -41 -42 -43 43 -45 -46 -47 leaf_value=0.0016719090066604988 0.0013420479854164636 7.0075544190632958e-06 -0.0094291874406741936 0.0025268189360302703 0.0061935127212929013 -0.015523046959713491 0.005145627986070162 -0.0060694861147330839 -0.00024524257882044666 0.01112540906090523 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internal_value=0 -0.000128489 -0.0085315 0.00372176 -0.0195963 -0.00110606 0.0022121 -0.0122029 -0.0201734 0.0503543 0.0180311 0.0366994 -0.03871 -0.0729007 -0.0952638 -0.130724 -0.229639 -0.29972 -0.0232591 -0.3643 -0.0159744 -0.026266 0.0435737 -0.313228 -0.0882958 -0.0982019 -0.00390279 -0.0215961 0.0230869 -0.0298636 -0.0823341 -0.179029 -0.116695 -0.0121634 -0.159361 -0.314819 0.000456841 0.0510909 -0.0157679 -0.15392 -0.0313768 -0.031839 -0.061603 -0.25287 -0.035656 0.00725821 internal_count=859941 856999 25938 12308 13630 6928 6851 8300 7362 938 782 4008 6702 2086 1750 1262 466 357 4616 305 4411 4000 336 260 1364 1309 6508 3931 2577 3675 927 419 334 2748 217 122 2531 977 404 116 1554 3896 1758 210 1548 900 shrinkage=0.0523833 Tree=151 num_leaves=47 num_cat=0 split_feature=20 23 7 22 11 28 10 18 11 28 28 16 1 16 11 22 14 20 4 13 13 22 20 10 6 11 11 4 14 1 14 20 23 28 23 1 4 11 18 20 22 28 1 11 14 28 split_gain=2.22098 3.32167 3.10084 3.58097 4.50388 3.52542 3.37067 4.38564 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3.67881 4.13914 4.07553 3.46996 4.23293 3.21933 8.19664 6.8056 5.78803 4.55082 6.9836 4.40495 7.29477 5.87854 6.36631 5.70837 5.16879 6.73952 5.25034 4.83831 4.3122 3.71288 5.63864 5.55299 5.09309 4.85592 4.41439 6.01582 6.9867 4.3328 4.73193 4.29815 threshold=1.0654078908878166 16.500000000000004 36.500000000000007 24.394164870117802 448.50000000000006 0.79647591624834135 1.0051443955380355 0.60975610664693647 28.500000000000004 0.90543321202485794 42.500000000000007 18.929280872953395 2.5000000000000004 0.60006123698714031 47.730609000825581 1.0379580707764471 792.50000000000011 53.500000000000007 15.500000000000002 2.5000000000000004 63.676037816430117 8.5000000000000018 1.6429563492063493 0.87237753540235208 0.76694709555791218 5.5000000000000009 95.005302429199233 11.500000000000002 36.412107467651374 0.84473309341730396 46.136337287487557 40.934173583984382 1.3787948350071739 2.2938727011390192 1.0000783576241969 67.000907897949233 0.52631579123485595 11.500000000000002 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4.39235 5.03048 5.02415 2.55912 3.33942 3.14642 3.13047 3.07067 2.55204 3.45719 3.3002 2.44267 2.34397 2.27688 3.7196 2.25458 3.76965 2.13391 2.12649 4.76282 2.07832 5.66432 5.84898 3.32144 3.30919 4.77736 4.27323 5.17202 3.55893 3.96398 4.12443 3.90181 threshold=76.819291928559366 0.97094268780825455 8.5000000000000018 1.0510274454609432 0.77241901776384547 0.69207280175022123 0.83158201447675151 0.65035598459511512 33.666299752524694 109.62959911618917 584.25000000000011 907.75000000000011 452.25000000000006 764.25000000000011 2674.2500000000005 65.115631569570851 1.3551269116397624 0.58286171794578523 996.25000000000011 0.6900702496523291 0.95985935371942055 7423.7500000000009 25.070173814025789 634.25000000000011 89.041953218455532 634.25000000000011 49.500000000000007 22.731745183294247 0.97100342958291852 7.5000000000000009 3.5000000000000004 482.25000000000006 9.5000000000000018 23.035589991002109 9.5000000000000018 27.917613096051536 780.25000000000011 0.56616709019828926 47.108184871318464 840.25000000000011 14.500000000000002 1.235903650074742 1.051726522630801 579.25000000000011 0.83794669099016938 34.017140873000372 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=34 3 -3 5 7 -2 10 12 22 -10 -4 26 -5 32 15 29 -17 18 25 -19 -20 27 23 -9 -25 -7 -6 28 31 30 -15 -21 -14 -34 -1 36 38 -38 -36 40 -40 42 45 44 -44 -42 right_child=1 2 6 4 11 17 -8 8 9 -11 -12 -13 13 14 -16 16 -18 19 20 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 35 -37 37 -39 39 -41 41 -43 43 -45 -46 -47 leaf_value=-4.0544168900582305e-05 0.00040332581434596827 0.0027422966532185743 -0.0073911943872576255 -0.011246313044926621 -0.0034927512632952668 0.00028736901742761783 -0.012757112225129354 0.004220186419501463 -0.0090923808781712707 0.0061120920440920117 0.001356453165254801 0.0080697343891943316 0.0048165249437087249 0.0058417457107573035 0.0029745158605823901 -0.012522731898624805 2.4730456847513536e-05 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0.0327934 0.0096216 -0.040129 -0.133126 -0.0298514 0.00067335 -0.054885 0.0551934 -0.0356606 0.0143991 -0.114748 -0.259837 -0.0399173 -0.00735358 -0.0268286 -0.0830522 0.0192486 -0.0366548 -0.0155326 0.0749077 -0.046251 -0.00028778 0.0047816 0.00669782 0.0583641 0.00509036 0.0109302 0.0118606 -0.0123746 -0.0207151 -0.0659857 -0.100896 -0.00687696 internal_count=859941 16736 3479 13257 4371 8886 661 3871 926 324 607 500 2945 2902 1872 911 355 3349 1509 1840 644 1513 602 122 70 865 139 1457 482 556 314 303 1030 127 843205 73795 70426 2125 68301 40085 39796 6151 5681 1330 944 4351 shrinkage=0.0523833 Tree=154 num_leaves=47 num_cat=0 split_feature=0 33 27 0 22 24 10 14 18 26 9 22 27 27 11 27 14 11 17 14 26 27 13 18 11 20 14 31 27 10 26 17 15 13 11 22 24 15 22 26 18 20 13 26 14 23 split_gain=1.88036 2.49701 2.29018 3.64745 2.18651 2.16733 4.95426 4.41327 1.98895 1.85281 1.79314 4.3265 9.13114 6.83758 5.20467 7.41541 7.21149 4.94738 4.49136 4.69757 4.34433 8.51646 8.60239 18.7155 15.8104 21.9279 7.03569 5.61026 4.74839 4.60419 4.21444 4.16069 3.7694 4.41696 4.27326 6.27482 4.24349 3.6866 4.51186 4.61666 4.53739 5.4062 5.44479 4.32847 3.58815 3.55459 threshold=9.0000000000000018 1.0000000180025095e-35 55.500000000000007 29.500000000000004 518.25000000000011 31.500000000000004 0.86588418632995456 19.577840802719454 6.5000000000000009 0.95512245085853709 0.96076292625862514 1517.2500000000002 2.5000000000000004 1.5000000000000002 0.6865972121912467 20.500000000000004 25.782593525889222 0.69447315484432981 61.279299915280276 31.460659018080165 1.1286038861265186 23.500000000000004 40.72756686784242 1.5000000000000002 0.8919223288788507 1.1293135286571443 39.40340063283184 1.5000000000000002 14.500000000000002 0.85018214660227343 1.0436121833748853 45.796678271558733 0.57284432775064908 61.185191023092379 0.72650573664174478 578.25000000000011 19.500000000000004 0.75465746066658845 596.25000000000011 1.0978984173721018 4.5000000000000009 0.78299163787815207 27.954276932412821 0.23887240881914101 24.448166474572286 0.95792342676515185 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 8 5 -5 6 7 -4 10 -6 -2 12 13 17 15 -14 -17 -12 19 37 21 22 -21 -24 26 31 -25 -22 29 -29 -23 -26 33 34 -20 -36 45 -16 40 -40 -39 43 -43 -42 -44 -37 right_child=2 -3 3 4 9 -7 -8 -9 -10 -11 11 -13 14 -15 18 16 -18 -19 32 20 27 30 23 24 25 -27 -28 28 -30 -31 -32 -33 -34 -35 35 36 -38 38 39 -41 41 42 44 -45 -46 -47 leaf_value=0.00072035847359336487 -0.00012258330117850973 5.0491014985329663e-05 -0.029123789970003047 -0.011823975079244283 -0.011344547217159056 0.0024075145000300177 0.0022232665294219115 -0.0047216914468877994 0.0038402287922808267 0.0020528267594060456 -0.0067832715787539402 0.00062453696741957411 0.0012267578900406158 -0.0030037261981099858 0.00015872601895999391 -0.0021860600834983628 0.0020969501211665115 0.0010856049000624731 0.0044279803096844783 0.0011104955509039691 8.6943030466350242e-06 -0.019481463451587737 -0.00043509815620823767 -0.0024139774957167132 -0.029823525562229506 0.0010168504385052513 -0.018396005362533462 0.0014167780272231409 -0.0084845002764935631 -0.024490325355858548 -0.0035282691126922641 -0.0083205990675412882 -0.00077132262678383183 0.0061224536974316072 0.00035391803326716501 -0.0062880704091436901 0.0039726817655158118 -0.00037807487853816268 0.0003847898307840883 -0.00081686787028349282 0.0098678851848436645 0.0026245288726863157 -0.013899609260368937 -0.012172091925580455 0.00021643158783768592 -0.014234644575256522 leaf_count=22459 282895 47701 33 154 43 327 126 53 367 83 242 32732 19906 4774 271615 3815 1504 2332 118 1810 10644 113 1909 576 209 110 87 320 409 20 76 28 6242 108 288 314 64 83287 50266 10628 27 360 120 259 84 304 internal_value=0 0.0050574 -0.000344628 -0.0531974 -0.145788 -0.00509821 -0.0838525 -0.268889 -0.000289763 -0.0480935 -0.000324016 0.00080382 3.43495e-05 -0.0349423 0.000586319 0.014556 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3.80596 5.14797 7.61154 4.92369 4.02332 4.57117 6.02016 3.96752 3.80396 3.86924 3.79109 3.7252 7.64314 3.83293 3.68932 3.90958 3.57977 3.56378 3.82317 3.77149 threshold=223.24881916105053 52.924014847720365 8.5000000000000018 403.50000000000006 49.072398631844564 203.96373780454084 0.82060434683370964 31.223294404755457 62.322740999754139 23.808486120399778 0.53258412080510331 1035.2500000000002 34.601198833371591 0.27669371774166701 58.012688648127856 220.87253595424514 54.703772148680095 1215.5000000000002 888.25000000000011 0.59879214712754003 1.2044398244398247 624.25000000000011 880.75000000000011 30.99532169878319 8.5000000000000018 11.500000000000002 139.11077645758499 44.174417082611619 0.49943945554291752 172.00061766522546 -81.206012725830064 1246.2500000000002 1361.2500000000002 96.380067440952288 9.5000000000000018 482.75000000000006 2826.5000000000005 10.500000000000002 1.5000000000000002 3.5000000000000004 370.25000000000006 0.98634553336060959 1.5000000000000002 3.5000000000000004 709.50000000000011 666.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 19 -4 7 14 8 -5 -7 10 -10 12 15 -13 -3 16 25 18 -18 26 21 22 -21 24 -22 -6 33 28 -28 -30 31 -29 -33 36 35 40 -1 -23 39 -39 41 -8 -12 44 45 -27 right_child=-2 5 3 4 11 6 34 -9 9 -11 42 13 -14 -15 -16 -17 17 -19 -20 20 23 37 -24 -25 -26 43 27 30 29 -31 -32 32 -34 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00085971832071366861 8.8487478231832697e-05 -0.00041040897524560976 0.00012249311152969436 -0.00042751280873798436 0.0020404881183526831 -0.00030295735655117104 -0.00023849270520947592 -0.0019612865214332447 0.00015285526294939406 0.0017718847070223073 -0.012434362763100868 -0.010937018679363999 -0.0044752126686362541 0.0044046231008525493 0.00023537289103372309 0.00038011939174496296 -0.0096475778644429452 -0.00049252290049896013 -0.0025751450087853371 0.00037630649655167708 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5.50316 5.02667 4.89682 4.69123 8.69806 8.55444 4.19929 10.6999 6.4455 7.85584 7.15145 8.45081 6.2937 5.4165 8.74372 5.04448 4.85074 4.44984 6.04671 4.16495 4.13853 4.13618 4.08837 threshold=2.5000000000000004 94.003742218017592 0.93283720543848492 161.57205450022619 0.72987525961405586 32.500000000000007 24.500000000000004 0.83483894746092135 249.25000000000003 17.40404033660889 30.500000000000004 568.25000000000011 15.500000000000002 0.83758819193788836 17.240213394165043 796.25000000000011 2.5000000000000004 2.5000000000000004 959.75000000000011 0.82284339959924047 0.37996683059164016 510.25000000000006 462.75000000000006 10.999999046325685 2.5000000000000004 48.091883092036788 0.26247159691056832 52.813708498984774 14.012403011322023 9.5000000000000018 28.00000095367432 210.17345872518288 4.5000000000000009 74.298989873223334 62.988329701443519 16.228940010070804 384.25000000000006 0.68402896770999944 0.55773375070615139 183.25000000000003 518.25000000000011 0.362894911872298 0.29918377515706601 14.466820716857912 66.402543263816625 0.20392663919490933 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 5 6 12 8 -8 11 -11 -10 17 14 15 21 -17 25 26 20 45 22 23 -14 -23 -5 27 28 -19 30 31 35 -33 34 39 -28 -36 -38 -35 -34 -41 -42 -32 -25 -15 -20 right_child=1 -3 -4 4 -6 -7 7 -9 9 10 -12 -13 13 44 -16 16 -18 18 19 -21 -22 24 -24 43 -26 -27 29 -29 -30 -31 42 32 33 38 36 -37 37 -39 -40 40 41 -43 -44 -45 -46 -47 leaf_value=-0.00031439895388078341 9.2543265801675373e-05 0.0042400617635328271 -0.00088733000944091081 -0.00085786442108353551 -1.0934891023445096e-05 0.006681599607055666 0.012917633291842772 0.002995787064694516 -0.0035085014841723557 0.0012496254834039333 -0.014977207402269238 -0.010100547148313998 0.0047805673325334447 -0.0097777010261102543 0.0029405316896724803 -0.014747626191877167 -0.00097202804444525487 0.00027789078769997809 0.012292482240691086 0.0021345668227222064 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2.56122 5.46076 3.75627 4.0307 11.3953 3.75689 3.90998 3.74369 2.95306 3.24055 2.54878 2.54284 2.06894 1.94842 2.0856 threshold=31.039433665281774 184.14725494384768 0.94185707532958618 0.68571429517309845 32928.000000000007 48.55319041131677 0.70256934882432176 0.79748318754639647 26850.500000000004 611.30918087536486 7154.5000000000009 0.8095405414449689 0.68928840767076072 0.51051177667926739 21.213204383850101 0.98741614017338175 0.88000000120631328 1.5000000000000002 0.72368398505554976 1.0000000180025095e-35 0.76666666785137827 0.89320595805940506 0.62091753437579367 41.013811111450202 5566.0000000000009 0.94685514485514488 0.62344555708462257 0.40780786374573691 227.33732604980472 0.94185707532958618 6.5000000000000009 2.0060079770686259 10.8011580071796 0.64985993191186331 0.42189508796022829 0.45833333551712346 0.59109528569048819 21769.000000000004 54.464504241943366 47.657191959101191 0.43271598476420287 123.72002410888673 0.57894737666079221 0.43271598476420287 0.90791007238375665 0.90426030844150196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=13 8 3 -3 12 6 7 20 9 -2 -11 -12 -5 -1 16 21 18 -18 19 -15 -6 -16 -23 24 26 -26 -24 28 -25 -30 31 33 39 34 38 43 37 42 -13 40 -33 -34 -37 -36 45 -29 right_child=1 2 -4 4 5 -7 -8 -9 -10 10 11 30 -14 14 15 -17 17 -19 -20 -21 -22 22 23 27 25 -27 -28 44 29 -31 -32 32 41 -35 35 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 leaf_value=-0.00036764650538575398 -3.7418150674983375e-06 0.0014510136177440639 -0.017419386154885634 0.0035067194157847939 -0.021956503606594343 -0.015607593810052849 0.00087982560302185086 0.00061216140396101292 0.0023800917581870392 -0.011414704311733043 0.0053552292245754316 -0.016077050345065524 -0.014255796856059363 0.016132424377627796 0.0010626628422322809 -0.0085530874840413062 -0.017255833667701406 -0.00055962426518748123 0.002234842030412102 0.0048134258998020216 -0.0078329705065355547 0.016969460317346568 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3.32873 9.22925 5.0057 2.79496 2.77412 threshold=9.0000000000000018 459.75000000000006 277.25000000000006 6.5000000000000009 1.0310037717871821 36.296243772934851 1.0758673015540789 946.75000000000011 40.500000000000007 1800.5000000000002 80.400150473265668 1914.2500000000002 1132.2500000000002 1.0783918559808148 40.500000000000007 21.932294313181526 1786.5000000000002 682.25000000000011 7.5000000000000009 3.5000000000000004 20.500000000000004 14.500000000000002 0.52631579123485595 704.25000000000011 29.500000000000004 630.75000000000011 42.900464186391375 22.161314964294437 399.25000000000006 39.031440660892891 15.897411346435549 655.25000000000011 0.38852980881989324 485.50000000000006 24.897535356604671 32.26042453463738 634.25000000000011 1.0946528556172974 1.035302426055168 -77.884208679199205 508.50000000000006 2.5000000000000004 56.683030865228858 444.25000000000006 566.25000000000011 24.018940938133635 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 10 7 -7 9 -9 11 19 -13 -14 -8 16 -12 -18 -16 40 21 22 31 24 25 28 27 29 -22 -27 -24 32 -21 -30 35 36 37 -35 44 -20 -6 42 43 -42 -37 -45 right_child=3 -3 -4 -5 5 6 14 8 -10 -11 15 12 13 -15 18 -17 17 -19 39 20 23 -23 30 -25 -26 26 -28 -29 33 -31 -32 -33 -34 34 -36 38 -38 -39 -40 -41 41 -43 -44 45 -46 -47 leaf_value=-0.0015050945453951136 1.7169899368276312e-05 8.3653112517878715e-05 0.0011263446544025218 0.0034586354065264968 0.00063697857979983527 0.0024118689588338532 1.6972962809583904e-05 -0.024206005722954307 0.0016052317869662438 0.0012058449958614157 0.0013041504603038816 0.0019825788295070295 0.00070281312112735949 -0.025609287278176157 -0.00062827744915276587 0.0024505485509381652 -0.025094370786312208 -0.0035701066965656029 -0.011304681949850594 0.0019231175905683653 -0.0121872036933353 0.00081447420330898925 -0.013587252873043595 0.0020870413003738209 0.0012736911795041121 -0.026779856524308112 -0.0023580971740694498 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36.469833250773569 0.29367259393275097 0.70709771930832432 0.34092563431996015 0.05401758033336982 -89.935768127441392 3.5000000000000004 4384.7500000000009 3746.5000000000005 0.20000000880314964 155.02124786376956 68.21367890630772 1.3306329051616463 23.500000000000004 1.051726522630801 0.23924879373095756 1187.2500000000002 1.7249978761034612 287.84271068442803 489.86547851562506 49607.000000000007 1.5000000000000002 0.29168170878459693 0.33580413409588511 300.25000000000006 1.0961098809025078 1.5000000000000002 40.00000190734864 904.50000000000011 75.000194549560561 680.50000000000011 0.20397523368200268 0.54545454765752133 0.49397404130435396 1.0540633035499567 6.5000000000000009 1.4548594284987966 1.019721933660281 497.1665222413705 7442.2500000000009 2513.5000000000005 1.9015890214543711 0.51381214685488719 1187.2500000000002 12.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 -2 4 -4 -6 7 8 9 -5 -10 -9 16 15 -15 28 -1 -18 19 27 -12 22 25 -8 -25 -7 -27 -19 29 -14 31 -30 -32 34 -34 -35 37 38 -3 -40 -41 44 -43 -44 -38 -46 right_child=1 36 3 6 5 21 23 11 10 -11 20 -13 13 14 -16 -17 17 18 -20 -21 -22 -23 -24 24 -26 26 -28 -29 30 -31 32 -33 33 35 -36 -37 41 -39 39 40 -42 42 43 -45 45 -47 leaf_value=0.00064429372539038447 -0.00080807758179591747 -0.00014542466766750048 0.0065284500056920283 -0.0044851705680629119 -0.0082208975770090183 -0.0019884001657643462 0.016704932932646729 0.00094080215707813091 -0.011482140870019451 -0.029381925344997277 0.0028571784956750437 -0.0090678815202551357 0.00064659259532410889 0.0043250567641013168 -0.012689966585568231 -0.0052889980895909064 -0.00065629366962457472 -0.0041677904467481933 0.011625408797001399 0.012568396581038435 -0.0070657962916366567 0.020291871144302993 -0.00095921990248398704 -0.016037933021228093 0.0003471119476277085 0.0028516883309347898 -0.0059204759493769821 -6.7044344340646048e-05 0.0098878200670738867 0.011478396241145192 0.017077224107749055 -0.0044410140600015715 0.0014565814199418313 -0.0058146067797290096 0.011618324916284841 0.0045307123769222999 4.5641734166845413e-05 0.00094233559156825281 -0.0010340140032685226 -0.018227098535987991 -0.0047634469486718505 0.0018204383415520659 0.0013507709701463405 -0.0099512980244055669 -0.0012882590321701265 0.0010114420536593591 leaf_count=4600 5806 86510 711 311 109 346 26 1092 57 89 450 85 2295 901 41 320 18830 1906 44 36 87 21 767 28 39567 4398 109 507 66 197 39 911 581 230 80 90 625783 8306 18668 113 135 5660 260 239 21315 7219 internal_value=0 0.000227181 0.00703988 0.0097431 0.0432694 0.0332092 0.00455996 -0.0328582 -0.0766936 -0.191372 0.000531051 0.00416163 -0.00775066 0.0117782 0.0684281 0.000681522 -0.0120831 -0.0173432 -0.0537081 -0.0586603 0.0238539 0.0368834 0.0355737 0.00661026 0.00640519 0.0440901 0.0503889 -0.0631151 0.0079276 0.0286901 -0.0179813 -0.0663007 0.0283011 0.0164658 0.0512844 -0.0554564 -0.000248515 -0.00449159 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0.88055824199441235 0.54327442506559664 15.500000000000002 1.2315598350816765 2.5000000000000004 8.5000000000000018 0.63992508088966782 2.5000000000000004 19.798989295959476 4.5000000000000009 0.90246726653450871 0.88434838923767789 0.8940995494489129 36.918590545654304 63.999996185302741 48.178254638032492 14.849241733551027 32.75238227844239 0.20260029299075955 0.60244882669492028 0.60006123698714031 343.50000000000006 0.75445391788845606 0.82737835762029321 0.87310530484413174 72.059397513309008 0.96008459264493462 0.86957828177257535 0.68181157554857208 57.797690663330137 0.88277737656068045 302.50000000000006 344.25000000000006 0.99999216791979961 0.68397765539051991 0.42135224643270114 26.870056152343754 0.70268646256121514 0.92980484156682552 79.612698372208101 1.0120554594736002 19.11041334874572 22.485900606836868 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=17 2 3 4 5 35 9 40 32 10 11 13 -12 34 -15 -5 -17 -1 21 20 33 -11 -21 25 27 30 -27 -25 29 31 -24 -26 44 36 -4 -2 38 -38 -20 -23 -8 43 -43 -6 -9 -46 right_child=1 -3 6 15 41 -7 7 8 -10 18 12 -13 -14 14 -16 16 -18 -19 19 22 -22 39 23 24 28 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40 -41 -42 42 -44 -45 45 -47 leaf_value=-0.00059012195268238609 0.0053072324406289702 -1.0708525677139986e-05 0.011640661013137337 0.00040514868975518112 0.0025072885688549626 0.010026320934113878 -0.017890140231898732 -0.0057884091128853291 0.00040668307289295564 0.01115025341415106 -0.0038434174708426613 -0.0002409224275333478 -7.6718421099600007e-05 0.019659848809003559 0.0054548880754994302 -0.022525954777411022 0.0018670601405599142 0.0075058361125296333 0.0094976118080041284 0.0031852069512658334 -0.0086961596850411872 0.0021719826026189628 -0.0022980452139783562 0.008069025714232193 0.0019119771742346751 -0.0039714694917940118 -0.023741946787468587 0.0017715401616089932 0.0011733305650749744 -0.00097347381057414425 0.011429898910653455 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0.0670664 -0.0315545 -0.0225064 internal_count=859941 842779 38753 3364 2272 1093 35389 8729 8630 26660 10684 738 9946 254 170 1092 55 17162 15976 9542 2845 6434 6697 5361 4763 598 111 973 3790 1036 487 149 3105 2674 84 986 2325 846 1479 6351 99 1179 593 586 2937 2635 shrinkage=0.0523833 Tree=161 num_leaves=47 num_cat=0 split_feature=21 21 19 22 10 25 25 27 27 27 19 25 27 28 24 21 19 27 22 28 1 26 28 27 19 27 22 10 20 10 23 22 1 24 10 10 26 21 27 22 27 27 27 10 26 10 split_gain=1.84933 1.90353 6.76983 6.47889 4.70418 5.01758 4.55221 3.97435 4.92289 4.0988 4.73936 3.452 3.11441 2.31388 2.38673 2.09162 7.02198 5.23069 11.0618 5.89199 4.37915 4.37683 4.26683 4.11354 4.80763 5.11193 6.04135 4.62324 7.22821 5.21607 4.59741 4.03818 4.12917 3.97324 6.39701 3.49108 4.70276 3.07106 7.65532 4.69429 4.63241 4.98593 4.96463 5.624 4.55034 5.16272 threshold=19.500000000000004 16.500000000000004 571.25000000000011 501.25000000000006 0.78758528127756222 492.75000000000006 695.75000000000011 36.500000000000007 56.500000000000007 51.500000000000007 524.25000000000011 520.25000000000011 58.500000000000007 591.25000000000011 28.500000000000004 11.500000000000002 705.25000000000011 45.500000000000007 622.25000000000011 638.25000000000011 268.50000000000006 0.97223098492814597 571.25000000000011 41.500000000000007 604.75000000000011 35.500000000000007 404.75000000000006 0.68181157554857208 1.0974508582877569 0.53962076782928958 0.86457985879475219 544.25000000000011 518.50000000000011 20.500000000000004 0.80954410668249854 0.5810065423819798 1.3177997034683335 14.500000000000002 34.500000000000007 640.75000000000011 45.500000000000007 50.500000000000007 40.500000000000007 0.77861798116476499 0.73649721149721159 0.76258918970493239 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 15 3 7 -5 -6 -4 -3 9 10 11 -9 -10 14 -7 17 20 -1 31 22 -17 37 -20 24 25 -23 -27 28 -25 -30 -29 -19 -33 34 -28 36 -18 39 -39 -22 42 -42 43 -40 45 -41 right_child=-2 2 6 4 5 13 -8 8 12 -11 -12 -13 -14 -15 -16 16 35 18 19 -21 21 23 -24 27 -26 26 33 30 29 -31 -32 32 -34 -35 -36 -37 -38 38 40 44 41 -43 -44 -45 -46 -47 leaf_value=-7.8773998248908715e-06 0.0044350474709953722 -0.0091962192398841857 0.0037220452295819869 -0.01184585624404959 -0.017629130293331022 -0.011833578970636218 -0.015355497487912992 0.0012423397479807503 -0.019474412880488158 0.0063131463735078075 -0.023583141337218932 -0.013091081296325561 -0.0038963128816304846 0.0088283746174537617 0.00047261402994213601 -0.0025782594578344308 -0.00031419223449672426 0.0054556499507364044 -0.0093740599158623466 -0.0029276426766075394 0.0019293444406803604 0.0015173233043897457 -0.023969778581168073 0.0018121577784995426 -0.0028719770296015057 -0.023603442504776403 0.00177952069031244 -0.021032696743674782 -0.0014334521859494772 -0.013836538728337794 0.0014988624978070572 -0.014370449153932917 -0.00078383725789327294 -0.001319230492024333 -0.036500123707507028 0.002117965770709647 -0.015212878613543339 -0.011510944452579318 -0.0072411753024605703 -0.00078493587637598909 -0.0054027714098912345 0.0010952913952923067 0.0047992842963355906 0.0026545046622361316 0.00098650429380098422 -0.009516412580235863 leaf_count=821415 258 143 736 314 54 58 36 592 42 344 24 50 218 61 170 1678 343 251 113 147 7610 2331 107 407 3079 35 25 25 169 207 4125 71 453 2085 23 6940 70 167 264 511 666 631 810 391 1400 292 internal_value=0 -1.11318e-05 -0.0258486 -0.0556543 -0.1377 -0.0567384 0.0540711 -0.0175059 0.000290356 0.0318792 -0.0139043 0.00240591 -0.12242 -0.00445692 -0.0507396 7.45667e-05 0.0077275 -0.000244406 -0.0678752 -0.210896 0.000249426 0.00353649 -0.314468 -0.00974957 -0.0243794 -0.00354242 -0.0384947 0.0127246 -0.0577546 -0.157717 0.0260222 -0.00014809 -0.050107 -0.0317327 -0.316185 0.0351166 -0.0542042 0.0165817 -0.0118346 0.0250634 0.000736401 -0.0427888 0.0392703 -0.0254658 -0.0155874 -0.075597 internal_count=859941 859683 2842 2070 657 343 772 1413 1270 1010 666 642 260 289 228 856841 34284 822557 1142 367 26931 25253 220 12511 7578 4499 2168 4933 783 376 4150 775 524 2133 48 7353 413 12742 2929 9813 2762 1297 1465 655 2203 803 shrinkage=0.0523833 Tree=162 num_leaves=47 num_cat=0 split_feature=16 15 22 28 28 21 18 25 5 1 5 32 21 22 25 7 28 25 21 18 22 18 5 5 28 16 28 4 20 28 18 1 20 18 28 28 4 4 21 22 21 22 25 9 22 20 split_gain=1.83888 2.71153 4.54481 5.46663 8.1385 7.13018 7.35227 6.08614 4.60889 5.07644 4.59324 5.60166 4.94258 7.66289 4.4958 4.1586 4.17957 4.15003 4.13414 5.74389 5.34316 3.87367 3.70312 5.25273 3.66309 3.56984 3.53493 7.16946 3.52654 3.51906 4.36631 5.16522 3.42172 3.37629 3.19532 3.14901 3.11174 3.90249 5.18815 4.08465 4.98679 3.08575 3.34203 3.0666 3.12409 3.06594 threshold=212.41241127046214 0.62460777785328092 612.25000000000011 976.75000000000011 640.25000000000011 3.5000000000000004 3.5000000000000004 880.75000000000011 11.019545555114748 332.50000000000006 19.798989295959476 1.5000000000000002 10.500000000000002 702.25000000000011 308.25000000000006 -83.708950042724595 1048.2500000000002 505.25000000000006 9.5000000000000018 2.5000000000000004 933.25000000000011 4.5000000000000009 26.998585700988773 29.34692478179932 698.25000000000011 165.77808705304588 408.25000000000006 6.0103068351745614 0.9829221366090739 715.75000000000011 2.5000000000000004 618.50000000000011 1.0485060736500091 3.5000000000000004 549.25000000000011 563.25000000000011 21.00000095367432 15.00030040740967 12.500000000000002 449.75000000000006 15.500000000000002 578.25000000000011 487.75000000000006 0.98357576078140985 534.75000000000011 0.46386818385635659 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 21 3 4 7 43 8 36 24 -10 11 12 15 45 -5 16 -4 -16 35 -20 34 26 -23 -24 -7 -17 27 32 -29 41 31 -31 -1 -27 -21 -12 37 -3 -39 -40 -41 42 -11 -6 -45 -14 right_child=-2 2 10 14 5 6 -8 -9 9 29 18 -13 13 -15 17 25 -18 -19 19 20 -22 22 23 -25 -26 33 -28 28 -30 30 -32 -33 -34 -35 -36 -37 -38 38 39 40 -42 -43 -44 44 -46 -47 leaf_value=-0.0044481492873614283 5.1950446817153049e-05 -0.0008085762704729705 -0.0066501904388216694 -0.0095645148155644993 -0.003297642206612255 -0.00096401200353398982 -0.0057902020865990807 0.010688264726977885 -0.0027040337498230376 0.0058424623992781744 -0.0014702994965150261 -0.00053778573956479497 -0.0038139223550326395 -0.011662677930580245 0.010153411492692211 0.001108536538517097 0.012591378141648247 0.0021229071067335918 -0.0026214256438459927 0.01318366074859309 -0.014896461553240018 -0.0022255743542900666 0.012186687849817905 0.0025869681909009702 0.01654960245769772 0.003449131055707687 2.8749107068886993e-07 0.0048272807552003933 0.0013048539808425479 0.0058619679502755024 -0.00075321140688184782 -0.0028365525822899216 0.0075241521809046611 0.010120695089056681 0.0024545592169188603 -8.0496276690295414e-05 -0.00080909832334012048 2.8075993594307743e-05 0.013013574356535676 0.0042094072059807915 -0.0047323812578713743 0.0012229878603965858 -0.001821896056429738 -0.0017763178518805489 0.0068505502963426574 0.0063961540653743416 leaf_count=638 540755 16953 222 80 5810 56 727 138 2143 164 4790 3507 145 177 203 2028 36 1357 747 78 48 319 187 956 79 3125 118975 1215 2178 939 881 234 73 223 3243 67716 25627 46151 112 906 211 1809 3247 387 164 182 internal_value=0 -0.0020351 -0.00436651 -0.00867761 -0.00955795 -0.0298766 -0.0135926 -0.00580536 -0.00621427 -0.00884431 0.00104956 0.0216162 0.0398325 -0.0550435 0.0486187 0.0483198 -0.0756982 0.0604755 -0.00153932 0.0292901 0.0468805 0.00160867 0.0527796 0.0793674 0.177245 0.0542716 0.00100084 0.029856 0.0489889 0.00375793 0.0388219 0.0787792 -0.0614495 0.0743272 0.0516683 -0.00328944 -0.00612726 -0.00241526 0.0022436 0.066368 0.0481129 -0.0100393 -0.0277454 -0.0561905 0.0151077 0.0356746 internal_count=859941 319186 194645 108378 106738 16640 10279 90098 9552 9417 86267 9645 6138 504 1640 5634 258 1560 76622 4116 3369 124541 1462 1143 135 5376 123079 4104 3393 7274 2054 1173 711 3348 3321 72506 89960 64333 47380 1229 1117 5220 3411 6361 551 327 shrinkage=0.0523833 Tree=163 num_leaves=47 num_cat=0 split_feature=26 27 17 13 19 15 15 15 29 4 15 0 24 25 19 24 17 26 4 29 17 20 29 26 23 17 19 23 29 15 19 13 27 23 4 19 0 15 15 26 27 19 30 13 15 0 split_gain=1.64875 2.31993 2.39695 2.35656 4.86748 2.9957 2.07745 1.9268 1.72123 5.85854 5.68546 5.5248 4.49261 5.41883 8.51197 7.01435 4.08374 3.6621 3.51156 4.52759 3.38095 3.26298 3.79067 3.68907 3.67439 3.14181 2.82033 5.73387 3.35566 3.32787 3.25876 2.78615 5.91869 5.36964 6.32739 4.28229 3.00398 2.76771 3.91053 2.72884 7.43294 6.44053 5.22944 3.55526 3.56869 3.07998 threshold=6.7287811638567812 6.5000000000000009 47.657191959101191 168.05921835931397 9407.5000000000018 0.38517514064543251 0.46508131927030377 0.45169738290850392 1.3228831184786711 227.33732604980472 0.37247506816114456 52.500000000000007 1.5000000000000002 3746.5000000000005 2679.5000000000005 3.5000000000000004 52.711638651141264 1.1578631540294271 25.515589714050297 1.7501608186257755 48.844776716065056 0.72123065534429787 10.8011580071796 1.0191647451182198 0.90892362592344322 39.322319644174677 3516.5000000000005 0.51201750547045966 5.0045968056096619 0.5841969031980373 1745.5000000000002 31.523138613214808 8.5000000000000018 1.4548594284987966 21.999999046325687 726.25000000000011 26.000000000000004 0.54959418236986635 0.70256934882432176 2.0063383470414498 6.5000000000000009 10746.000000000002 1.0000000180025095e-35 205.28604706489293 0.44466860823174942 33.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 3 -3 6 5 -5 -2 -6 -1 11 -11 12 18 15 -15 17 -13 -14 19 -10 -20 23 31 24 -17 -24 27 -25 -28 -30 -29 32 33 -23 -35 -34 -36 -12 -39 -16 43 42 45 44 -41 -42 right_child=1 2 -4 4 7 -7 -8 -9 9 10 37 16 13 14 39 21 -18 -19 20 -21 -22 22 25 26 -26 -27 28 30 29 -31 -32 -33 35 34 36 -37 -38 38 -40 40 41 -43 -44 -45 -46 -47 leaf_value=2.7094439220581253e-05 -0.01196196833461869 0.0014449980984900539 0.0065045060520349807 -0.0060221575369284368 0.0013851726407241196 -0.025924386804247544 0.0049497165667757503 -0.0053830293831323333 -0.0010480804083882929 -0.024377533817320531 0.0046711351044504803 -0.002672882479514734 -0.001131935693510237 -0.023718169982085077 -0.00099651661550277768 -0.0046945235815665501 -0.0004105095505845675 0.0016219571126174399 0.0011256254610479658 -0.018232686290716952 0.0048484479367751545 -0.0028620531193049815 -0.00087393310492829806 0.019303491648290816 -0.02282678951181635 -0.028279872459363409 -0.0066405870438276766 -0.0054073561991154467 -0.0045315430199751264 0.022360127814647676 0.0012849684393855918 -9.6469460476746212e-05 -0.00064634296903636845 0.0063201827054016517 -0.035363434138008569 -0.018192896423357658 -0.015430832595593734 -0.013069605236880898 -0.0002642316395062982 -0.018398406352489953 -0.018268948512164054 -0.0010295782533774945 0.0020112892722994775 -0.0062655740389031076 0.003330944734979573 -0.03763667720470304 leaf_count=710224 22 1790 300 49 339 36 212 175 204 44 73 3957 1547 47 6646 92 4901 9234 4512 53 786 135 22 40 46 24 416 301 28 23 593 110018 1785 22 41 39 42 135 127 22 101 98 29 220 362 29 internal_value=0 0.0236634 0.0414492 -0.0209611 -0.0542049 -0.275877 0.0641374 -0.0175471 -0.000127055 -0.00324428 -0.127413 -0.00292286 -0.00136406 -0.00253641 -0.0285421 -0.00095787 -0.0271297 0.0234195 0.0264943 -0.0876613 0.0320319 -0.00327 -0.0026423 -0.0490028 -0.205001 -0.289647 -0.0336368 -0.00191081 -0.0970889 0.14501 -0.0184842 -0.00252451 -0.0389254 -0.186552 -0.356157 -0.0195008 -0.482541 -0.0830253 -0.131004 -0.025886 -0.0788565 -0.221296 -0.345578 -0.018249 0.0398225 -0.431234 internal_count=859941 2923 2090 833 599 85 234 514 857018 146794 379 146415 137557 132002 7554 124448 8858 10781 5555 257 5298 113667 112128 1539 138 46 1401 934 467 51 894 112082 2064 240 105 1824 83 335 262 7507 861 257 159 604 384 130 shrinkage=0.0523833 Tree=164 num_leaves=47 num_cat=0 split_feature=16 22 5 1 9 20 14 13 14 17 17 20 14 6 5 5 1 26 13 24 15 14 22 22 30 26 23 10 1 1 22 13 24 18 5 9 24 10 1 5 24 10 9 26 26 1 split_gain=1.81981 2.78189 3.32892 8.25627 3.28826 2.87635 2.28307 2.06577 2.51238 3.06835 2.00279 2.33851 5.75969 3.65332 7.40346 4.13413 5.39464 4.49308 3.59909 3.85685 3.37884 2.79914 2.59021 3.91481 2.4134 2.1836 2.28207 2.17451 2.62221 2.11127 2.06465 3.67647 5.65733 6.30373 5.33223 6.33118 4.07865 3.97926 3.77394 4.93533 4.29302 3.77533 3.65691 4.40989 3.69743 5.7915 threshold=144.92211162539886 5292.2500000000009 40.934173583984382 837.50000000000011 0.95625192544670379 0.97877671287723345 133.20739912930989 52.394244933170974 19.428951369883087 68.21367890630772 36.469833250773569 0.21362403398331545 21.095889818252214 0.17550235425863134 149.00367736816409 189.16403961181643 19378.500000000004 2.4657552569366685 24.596138482608037 1.5000000000000002 0.34092563431996015 22.535169632893592 816.75000000000011 2441.2500000000005 1.0000000180025095e-35 0.70753194142283238 0.33239100801109706 0.57400091998675451 612.50000000000011 5052.5000000000009 2240.2500000000005 78.084677806229777 6.5000000000000009 2.5000000000000004 74.003929138183608 0.96200897251709383 17.500000000000004 0.88275495791494196 2826.5000000000005 62.00000190734864 8.5000000000000018 0.91929225311019558 0.92000575456768818 2.4657552569366685 0.22192953315563821 487.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -5 -3 8 9 -4 11 -2 20 14 21 -16 17 29 19 -15 25 -14 27 24 -24 26 -13 -22 -29 -17 31 34 -33 -34 38 -36 37 -35 41 -40 -41 42 -12 44 45 -44 right_child=10 6 7 4 -6 -7 -8 -9 -10 -11 30 12 13 18 15 16 -18 -19 -20 -21 22 -23 23 -25 -26 -27 -28 28 -30 -31 -32 32 33 36 35 -37 -38 -39 39 40 -42 -43 43 -45 -46 -47 leaf_value=-0.00049821142479831851 -0.00068643191431993155 0.0013210071882742182 -0.0021099265536419724 0.0087661798614695908 0.012224940978968566 -0.0049953663603429128 -0.010712313922481353 -0.0012379880712569886 -0.0052574875591621783 0.011145637169297567 0.00054170069805745504 0.00079945348356467256 -0.0033336494652346778 -0.022876505689874514 0.0064266445949433676 -0.029031092200776938 0.00373018168968347 0.0020894269806448116 0.00025970005266399656 -0.00349086031639131 0.0029371825531832626 -0.024145915813957364 0.0068754735883601063 -0.0081299820165473338 -0.00014317182089981385 0.001644213493263606 0.0084973640975364705 0.00017270410303161295 0.0036303905978066799 -0.011332223954993132 -0.00035736987193247789 0.0014581664294238117 -0.00068632675977278637 -0.017885374481596314 -0.003707352576639053 -0.024468425886856226 -0.016434957427782476 0.0052073583476457061 -0.016377663948260669 0.0023380599338349373 -0.015271999995887733 -0.00057364072873956938 0.00073968423399607902 -0.002094286253735967 -9.7649242571108805e-06 0.0063521055714388366 leaf_count=13675 5764 2589 332 87 192 80 44 3487 879 56 35474 140 25 34 134 21 147 72 41227 164 1264 61 559 66 177 423 431 5486 676 155 43724 11788 8643 21 283 47 26 820 87 169 49 30308 7678 2759 639078 540 internal_value=0 -0.00906211 -0.0133283 -0.00558096 0.144118 0.0414984 0.0213793 -0.0361986 -0.0707805 -0.00375602 0.000271946 0.00599314 0.00814047 0.00317588 -0.073332 -0.0290935 -0.0805829 -0.170557 0.00431173 -0.130189 0.0307723 -0.345451 0.0241193 0.078109 0.099031 0.0858436 0.126185 0.0182885 0.0105383 -0.256647 -0.000145532 0.000250162 0.0131976 -0.00494774 -0.000134718 -0.127221 0.0763411 0.0884009 -7.61563e-05 -0.111289 -0.030929 -2.87713e-05 0.000454105 -8.54355e-05 8.46092e-05 0.0211608 internal_count=859941 21421 18788 14034 359 167 2633 4754 1267 388 838520 57026 51262 42040 615 529 395 248 41425 198 9222 86 8228 802 736 994 571 7426 6162 176 781494 737770 21298 9510 716472 330 867 841 716142 305 218 715837 685529 650055 647296 8218 shrinkage=0.0523833 Tree=165 num_leaves=47 num_cat=0 split_feature=17 4 15 5 19 17 1 12 5 5 6 17 26 6 6 26 27 4 4 27 27 23 19 5 0 15 19 9 28 7 6 17 5 9 28 28 26 19 26 15 9 4 15 5 0 19 split_gain=1.53264 2.24957 3.51807 3.8448 3.55558 3.72969 2.91189 3.2532 4.29667 5.10783 4.67322 5.04965 3.4434 3.43422 4.64558 8.24002 4.40032 6.28164 3.61659 3.57046 3.03979 4.3085 5.77247 2.91051 2.88244 3.65034 2.80817 2.68106 3.16634 2.64981 2.50971 3.6546 2.34663 4.90587 5.80399 6.44133 3.28696 3.50604 5.0843 2.33972 3.55826 2.45764 2.2736 4.63184 2.09182 2.07084 threshold=31.039433665281774 184.14725494384768 0.34092563431996015 355.00173950195318 33892.000000000007 52.430268520460444 26850.500000000004 611.30918087536486 168.27288818359378 155.02124786376956 0.86206898155409284 41.53237936938617 0.99907266971584596 0.54545454765752133 0.42189508796022829 1.0027637039488762 5.5000000000000009 108.03173065185548 48.525421142578132 8.5000000000000018 3.5000000000000004 1.9305336812868177 18553.500000000004 229.96604156494143 48.000000000000007 0.4169616054816685 8393.0000000000018 0.73448424207269924 2250.2500000000005 -71.52144622802733 0.68571429517309845 45.53541333527216 202.18898010253909 0.79653367452319135 4736.5000000000009 2583.5000000000005 1.6938363592648258 10746.000000000002 1.8568074211666403 0.54114431795099804 0.82865954930357222 123.72002410888673 0.70256934882432176 303.91812133789068 45.000000000000007 10746.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 44 4 -4 30 7 23 9 26 11 -11 -10 14 18 16 17 -16 19 -14 -15 39 -23 32 -5 -26 -9 28 -13 -12 -6 42 -2 34 35 -34 -35 -38 -39 -22 41 -41 43 -32 -3 -20 right_child=1 2 3 24 5 -7 -8 8 12 10 29 27 13 20 15 -17 -18 -19 45 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31 31 -33 33 36 -36 -37 37 38 -40 40 -42 -43 -44 -45 -46 -47 leaf_value=0.00042772803836083707 -3.4744086998353643e-06 -0.024060529765501045 0.0016129622172873477 0.0044149751641788752 0.0018190635589962437 -0.013938686015698375 0.0021790793469511479 -0.014534326282508243 0.0036122259884548038 -0.031650910641576942 -0.016395561155307856 -0.0066253891410985042 -0.014004611503042162 0.0022736870860553681 -0.023933930323385758 -0.0029764951910565217 -0.037020212622659754 -0.0034330119418191198 0.0058478718745994468 0.0027557136842910881 0.0023670311942480446 0.0017390414650874987 -0.029574743120682843 0.0039912136516633513 -0.019115859907806065 4.6315512660705547e-05 0.0029303416477345369 0.0045834137173943416 -0.028382004456460573 0.0021502242738583167 -0.0034917089722149987 -0.017363383079098283 -0.0040624917542077107 0.0020894114210054317 0.0015760591784139994 -0.028933623599337585 -0.0016519053302136628 -0.033548506872563812 -0.0057511965604061235 -0.024170875847456232 0.0015762932745829808 -0.0066436335211545123 -0.0003300425869884959 -0.026504202441349045 -0.0023312903570914156 -0.00068972621807010471 leaf_count=22424 828295 31 259 385 157 121 1668 30 419 46 29 45 102 955 74 589 23 92 157 53 302 30 35 500 34 138 160 24 31 78 96 65 53 476 71 62 293 25 65 26 159 141 203 32 20 868 internal_value=0 -0.0002119 -0.0383842 -0.0295444 -0.0687935 -0.107061 -0.000141535 -0.000224985 -0.0271362 -0.12061 -0.213664 -0.330013 -0.0168482 -0.0268185 -0.0551306 -0.115119 -0.296796 -0.24 -0.0155792 -0.157945 0.00681943 -0.0435977 -0.288684 -8.00905e-05 0.0361998 -0.0714265 0.00329805 -0.203879 -0.295892 -0.0549069 -0.0722648 -0.114683 -0.000126074 -0.0474838 -0.194729 -0.333528 -0.0156007 -0.0845619 -0.257194 -0.0182304 -0.0769789 -0.17892 -0.0721118 -0.176484 -0.296645 0.00594927 internal_count=859941 837517 1541 1490 933 674 835976 834308 4468 443 253 146 4025 3606 1958 778 189 166 1180 155 1648 693 65 829840 557 172 190 100 76 107 553 396 829340 1045 186 115 859 383 90 628 326 167 331 128 51 1025 shrinkage=0.0523833 Tree=166 num_leaves=47 num_cat=0 split_feature=16 17 16 19 24 22 6 8 23 23 13 9 28 22 24 26 17 19 24 8 26 22 5 24 32 22 19 28 21 31 19 19 13 19 8 15 22 16 7 7 17 28 6 9 28 19 split_gain=1.83106 2.38499 3.00618 3.41385 4.22264 3.08502 2.77333 2.85531 2.76834 2.74698 2.68743 3.14686 3.25174 2.77827 3.10657 2.74399 2.41531 2.46542 2.3341 2.30479 4.13664 2.69911 2.46854 3.34086 4.36089 6.00576 4.78532 4.73082 4.11367 3.06765 2.90376 3.38493 3.97926 3.26142 2.73513 2.70845 4.7184 4.29881 3.79591 4.21063 4.10425 4.03205 3.61685 4.31511 3.10395 9.51331 threshold=189.10878586065579 36.991362736363747 155.17073927971367 492.25000000000006 11.500000000000002 697.25000000000011 0.44312561968657799 252.50000000000003 0.18233621254005403 1.2149337673678333 31.024939859520611 0.96953034557385076 783.75000000000011 428.25000000000006 14.500000000000002 0.62239213069088606 99.049717629584919 352.25000000000006 14.500000000000002 141.50000000000003 0.2751481595486443 277.25000000000006 17.99769496917725 19.500000000000004 1.5000000000000002 604.25000000000011 210.25000000000003 946.75000000000011 7.5000000000000009 1.5000000000000002 302.25000000000006 820.25000000000011 19.564113123075021 384.25000000000006 169.50000000000003 0.67219069426512157 432.25000000000006 221.45023792067397 -83.281635284423814 -11.674330711364744 56.155059247763411 704.25000000000011 0.89556605822858948 0.98231452016103249 618.25000000000011 486.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 6 8 9 7 -4 -5 -6 13 12 -12 18 -15 -16 -3 -18 -8 20 21 -2 23 24 25 27 34 29 -25 35 -28 32 -32 -34 -27 36 -21 38 40 41 -37 -40 -41 -44 -39 -46 right_child=19 16 3 4 5 -7 10 -9 -10 -11 11 -13 -14 14 15 -17 17 -19 -20 22 -22 -23 -24 28 -26 26 30 -29 -30 -31 31 -33 33 -35 -36 37 -38 44 39 42 -42 -43 43 -45 45 -47 leaf_value=-0.00012710390579424204 0.0042868536625097677 -0.00032922424393562309 0.0025875140216812158 -0.00080470532795769167 -0.0041650065720258899 0.0027964214530000519 -0.00031754048483832834 0.010531362506735633 0.0019117905812039593 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1306 26 20 901 254 117 42 internal_value=0 -0.00333371 0.00590069 0.0214027 0.00546595 -0.0673051 0.0477252 0.115461 0.0169133 -0.104405 0.0343842 -0.0634632 0.0201243 0.0450961 0.076515 -0.0355544 -0.00518968 0.0138427 0.00683268 0.000628422 -0.013485 -0.00713451 0.000854987 0.0161221 0.0213543 0.0354814 0.0818387 0.0160755 -0.0450674 0.0118272 0.100758 0.0793902 0.0621818 -0.126818 -0.046556 0.00951339 0.0686803 -0.000468392 -0.0187984 -0.00817824 -0.137821 0.104506 -0.0217315 0.0190337 0.0592981 -0.0677905 internal_count=859941 139158 23288 8138 5069 689 3069 505 4380 527 2564 253 162 2311 1269 207 115870 6305 1042 720783 11388 10250 709395 10435 9613 6676 1970 4706 822 4623 1717 1352 1209 102 253 4586 662 3924 3003 2757 246 296 2461 1155 921 159 shrinkage=0.0523833 Tree=167 num_leaves=47 num_cat=0 split_feature=16 25 28 29 6 14 17 28 7 6 17 23 16 4 14 19 7 17 19 23 23 15 15 29 15 23 4 23 23 1 19 28 25 28 14 4 25 6 30 16 19 0 15 15 28 28 split_gain=1.54821 3.15699 7.6745 7.75342 13.6449 5.46605 4.78426 3.44576 4.35319 3.01373 3.81607 8.54676 5.29331 2.91864 3.63666 4.5096 3.5208 4.07204 3.61215 2.76286 2.74762 2.64788 6.37073 2.6454 2.54328 3.66899 3.29553 3.14857 4.09926 4.57265 5.89825 3.26979 3.19627 3.13128 3.80708 3.94779 10.0475 4.13768 4.86744 3.39052 2.32564 2.25531 2.25094 4.87034 3.68835 2.22575 threshold=233.25921567281964 1187.2500000000002 1369.7500000000002 1.1544242003292142 0.17550235425863134 39.40340063283184 47.108184871318464 1146.2500000000002 -9.6197276115417463 0.57142857399301306 45.53541333527216 1.0312299494106638 234.56081527328311 33.671300888061531 28.965013990532846 1235.2500000000002 -1.0990710854530332 38.159012341222109 1361.2500000000002 1.0290883908335433 0.90200671140939603 0.65336949711086489 0.50917541488892559 0.7725188488382676 0.56355691625673288 0.43255229743308671 28.991379737854007 0.7141880870991667 0.86076956386010506 1489.5000000000002 2214.5000000000005 1172.2500000000002 1585.7500000000002 838.25000000000011 37.629239469439504 86.485603332519545 3746.5000000000005 0.64516129304256242 1.0000000180025095e-35 239.61837778054911 183.25000000000003 24.000000000000004 0.35758728295662173 0.32469145371392477 1264.5000000000002 2745.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 9 3 5 -5 6 7 -3 -9 10 40 12 -12 14 16 -16 17 18 -10 -7 -14 22 -17 -11 25 26 -6 31 29 -29 -31 -27 -30 -34 -35 36 37 -36 -39 -38 -2 -41 43 -18 -45 -42 right_child=1 2 -4 4 24 19 -8 8 13 23 11 -13 20 -15 15 21 42 -19 -20 -21 -22 -23 -24 -25 -26 27 -28 28 32 30 -32 -33 33 34 35 -37 39 38 -40 41 45 -43 -44 44 -46 -47 leaf_value=-4.0593983437221993e-05 -0.011072259300097873 0.0010482412144307211 0.00010362574490592446 -0.025146980183539842 -0.03149961785917163 -0.0065929690958883959 -0.020108721169293249 -0.00030798934090930436 -0.026341013519388189 0.001868351738308612 -0.0055680376569889082 0.0019764745111764022 -0.0070118039761212832 0.00064985870018647782 -0.0046521275266242085 -0.029362702804042823 -0.00021170037124850722 -0.0025610606628503414 -0.0077726622891820451 -0.023089927861554758 -0.02947870993303759 -0.022067806765566553 -0.0015682052171490483 0.00044743814397661035 0.00085939103914799912 0.0032299581709535757 -0.0052294723336317678 0.0010684373387287525 0.00047682406696917466 -0.035955252766215785 -0.0073831996794119885 0.025290627735133447 -6.0471796537848054e-05 0.0001847427468671784 -0.002103922560427005 -0.00074654251295002533 -0.0054055875602018934 -0.029308336135648087 0.0025918440553476733 -0.016719169460397105 2.2968574934300158e-05 -0.030242509974571979 -9.6091418791852839e-05 -0.036677479236735963 -0.0066761872723133716 -0.016643575864660878 leaf_count=701035 52 420 46345 62 20 52 47 540 57 3822 98 207 20 160 167 33 75 101 58 60 59 105 72 60629 2560 151 38 61 2068 31 55 21 927 402 384 276 40 35 21 76 38013 61 358 23 22 22 internal_value=0 0.00268213 -0.00336136 -0.0290345 -0.0129306 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3.29537 2.75091 2.64752 2.6462 2.92401 2.50919 3.22326 4.83387 5.96986 4.87468 5.86134 4.28254 3.91054 6.96571 9.15761 4.22384 9.72626 5.50021 15.5425 10.7063 4.04857 3.78296 8.86547 7.82625 5.07751 4.48448 3.77235 4.39017 3.76547 threshold=491.75000000000006 527.25000000000011 317.75000000000006 145.25000000000003 0.33580413409588511 2.5000000000000004 651.75000000000011 1050.5000000000002 0.79168132770349531 0.48622140143662168 20.142062815694818 0.61905458252627688 0.87503017865765342 3936.5000000000005 615.50000000000011 24.448166474572286 229.20976247126131 -3.1798299551010127 452.25000000000006 200.92437350201885 375.25000000000006 49.574079859609775 684.25000000000011 0.66469573678981708 0.78408758444598126 1039.2500000000002 1279.7500000000002 1011.2500000000001 0.62499999602138834 -46.527797698974602 63.038525309422553 81.336828300925347 223.24881916105053 50.822620453081903 53.756797016813771 0.82193618252954337 1.1806006784663792 16.093347938364996 46.629655387764984 233.75160315840481 230.57704749793635 0.80247680392607934 537.25000000000011 0.44822918233974202 556.25000000000011 -76.188728332519517 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 6 19 -5 14 -10 11 -11 -13 20 15 -3 18 -16 -17 -4 21 -12 23 -2 25 28 27 -27 -25 30 45 -32 33 37 38 -36 -37 -31 40 -40 -34 -41 -43 44 -35 -26 right_child=22 8 3 7 -6 -7 -8 -9 9 10 13 12 -14 -15 17 16 -18 -19 -20 -21 -22 -23 -24 24 29 26 -28 -29 -30 32 31 -33 34 43 35 36 -38 -39 39 41 -42 42 -44 -45 -46 -47 leaf_value=-0.00052423649504733838 0.00022522132427957135 -0.0016347237555726071 0.0012094456539235754 0.00048301109528896296 0.013572956950260288 0.011910880186473348 0.018410597920681025 -0.010298281545975714 0.0022867066973873604 -0.00475183509405474 -0.0067654742081166251 -0.0026450719572394944 0.0029736488767577386 0.016936156232577253 -0.001219495918334256 0.002020597701690783 -0.033343951713478634 0.0013204408158738181 -0.0097097717135863158 -0.013050467092101304 0.00032707350717114036 0.0040244408428425395 7.0023066836650055e-05 -0.0017915308505004925 -0.00017080984059852027 -0.012255132718561742 -0.0014899231934777542 -0.00034765369395698401 -0.000282598511554097 0.0021086835673355194 -0.019724468252884181 9.1697214172621993e-05 -0.0010365775740243507 0.00074967330125280034 0.0010852108927472668 -0.021574871874932823 0.0015647816079763248 -0.0011948768537022557 0.00055218661306769088 0.00087360705767890547 0.00015286978009813499 0.00016639987209075981 -0.026542383638388546 -4.5214289662404168e-05 -0.0026141288481212133 0.00076259230098654925 leaf_count=10428 62091 3348 190 65785 111 93 24 71 1574 893 284 847 543 27 4195 89 36 2105 143 44 11082 91 370375 7077 21178 345 640 169 19065 1046 110 153 20346 1565 488 185 78 37948 35445 50 59773 23 69 89436 3330 26953 internal_value=0 0.00361714 0.00703663 0.00971672 0.11205 0.0655447 0.00720898 0.00899882 -0.00677333 0.00156411 -0.00324801 -0.0407144 -0.00859306 0.00420024 -0.0196722 -0.0416122 -0.1716 -0.00707925 -0.0994546 -0.0280988 0.0034482 -0.0791688 -0.000524487 -0.00230317 -0.00356278 -0.0163001 -0.0866882 -0.159212 -0.0131929 -0.00239677 0.00583072 -0.15647 -0.0039908 -0.00783406 0.000409137 -0.084894 -0.280856 -0.0211186 0.000962805 0.00954226 -0.00284799 -0.239825 -0.379228 -0.00234259 -0.0293734 0.00671757 internal_count=859941 102003 76746 66318 462 351 258 65856 25257 15341 13767 2283 1390 11484 9916 3616 268 6300 232 234 11457 375 757938 387563 325472 27296 1154 514 26142 298176 48394 263 249782 133325 116457 751 263 38994 115706 35587 80119 142 92 94331 4895 48131 shrinkage=0.0523833 Tree=169 num_leaves=47 num_cat=0 split_feature=16 24 29 14 23 10 24 20 0 5 5 19 25 25 25 5 5 5 24 24 5 16 10 23 29 23 20 20 14 24 24 5 19 14 29 19 16 10 7 24 14 0 29 24 27 10 split_gain=1.59418 3.75653 3.15875 3.83497 3.70919 7.04453 7.5164 3.65665 3.2431 3.19064 3.06012 3.0167 3.41137 3.45041 4.21464 6.03958 3.21512 2.83389 2.83214 4.16328 3.84046 5.2631 3.26222 2.99482 2.8532 3.08248 5.43144 4.32207 7.39771 3.88114 3.62549 7.12368 4.60493 3.5254 2.92507 4.3972 4.27604 2.87504 3.78517 2.80386 6.61666 6.1358 7.82788 6.1588 8.20486 6.78523 threshold=216.79990982867452 36.500000000000007 0.8527776156753436 10.194035575124877 0.45781358056708166 0.80161955809549112 7.5000000000000009 0.13014785823005004 35.000000000000007 25.001529693603519 303.91812133789068 602.25000000000011 3746.5000000000005 2201.2500000000005 1544.2500000000002 33.999921798706062 35.998847961425788 30.803074836730961 21.500000000000004 14.500000000000002 26.870056152343754 229.05020036472874 0.55913634318928074 0.57173235108017728 0.48048647118888005 0.64747573668813652 0.6303049084813438 0.84248435929851873 15.731470007555654 12.500000000000002 7.5000000000000009 59.999996185302741 1531.5000000000002 35.115836804199709 0.718715452214162 839.25000000000011 237.16988102983552 0.86295731418967536 -19.399514198303219 8.5000000000000018 32.261387023377274 43.000000000000007 0.7243613053613055 12.500000000000002 20.500000000000004 0.90236817835527028 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 39 8 -4 5 6 -5 -7 10 -10 11 12 13 14 16 -16 -2 -8 19 24 -21 23 -20 -22 -13 -26 29 28 -28 34 -29 33 -33 -32 37 36 -36 -27 -39 -1 41 42 -41 45 -45 -44 right_child=2 -3 3 4 -6 7 17 -9 9 -11 -12 18 -14 -15 15 -17 -18 -19 22 20 21 -23 -24 -25 25 26 27 30 -30 -31 31 32 -34 -35 35 -37 -38 38 -40 40 -42 -43 43 44 -46 -47 leaf_value=7.4414725708031181e-05 0.00075721221932319323 -0.013769951945084322 -0.010207754566524795 0.0043399795398265462 8.3480002995576864e-06 0.011835480576066728 -0.030741962768227458 -0.0091943927909762212 -0.0012336677428683015 0.00020672663513861055 0.018475996672545937 -0.00054193706590888006 -0.013004981489317658 0.0074899629910738941 -0.0031015877286029981 -0.029510968552349959 0.0036975275223014871 -0.0043922770836606687 -0.0043429535172679924 3.9409278700615478e-05 -0.018730386115472356 0.0010496817020806716 0.0046242685777296818 -0.0049411375925701466 0.0018834962482155752 -0.0001457269157372298 -0.024751119716433772 0.00047519547294035992 0.0022799731540191059 0.0064281183413538246 -0.0012267950846766627 -0.0086440551338632376 -0.039842756180658183 -0.021015053147097715 -0.012520181043632931 -0.0032165194345575516 -0.039121651611687631 -0.02212338788765077 -0.003683340960149569 0.00010424613565927311 -0.0022075488240174031 0.0002136926584514543 -0.0010618344231347857 0.0011500407064811537 -0.00068360643868213913 -0.0042395421839143228 leaf_count=175862 37502 55 101 339 389156 24 24 415 6232 13070 26 8560 49 212 276 26 1049 21 133 1666 45 481 683 1092 4092 356 28 7822 3560 91 2091 34 21 25 97 136 20 42 112 52074 4455 73616 32987 8567 30663 1953 internal_value=0 -0.0015444 0.00119711 -3.29222e-05 1.75374e-05 -0.0670452 0.0318768 -0.153574 0.0065504 -0.00493155 0.00970175 0.00957489 0.0154242 0.015755 0.0150608 -0.102614 0.0159826 -0.352125 0.00223881 0.000676789 -0.0329486 -0.0676493 0.0603761 -0.104745 0.0047535 0.0117297 0.00486208 0.00972629 0.0394979 -0.0724925 -0.000963236 -0.0371179 -0.392421 -0.0278827 -0.0957739 -0.183682 -0.325819 -0.0521644 -0.166321 -0.0015066 -0.00402614 -0.00317651 -0.00740761 -0.0140056 -0.00540586 -0.0236613 internal_count=859941 380232 479709 390080 389979 823 384 439 89629 19302 70327 70301 39114 39065 38853 302 38551 45 31187 30371 3284 1618 816 1137 27087 18527 14435 13581 3588 854 9993 2171 55 2116 763 253 117 510 154 380177 204315 199860 126244 74170 39230 34940 shrinkage=0.0523833 Tree=170 num_leaves=47 num_cat=0 split_feature=16 23 14 7 7 5 9 16 10 21 27 14 5 4 10 14 26 31 11 28 22 11 7 28 10 9 5 27 4 14 22 5 16 1 5 17 1 14 16 22 27 7 22 1 27 1 split_gain=1.83036 2.19756 2.38217 2.55411 2.49154 4.24201 3.34368 2.3453 2.01828 1.94764 9.11189 5.96396 5.47399 6.25324 6.89745 5.16517 9.97489 6.85777 5.51418 5.33472 5.91516 6.97729 4.46722 4.25866 5.76204 8.45151 6.70626 5.31415 4.06106 4.97729 3.98877 3.82249 3.80102 3.73879 4.30211 3.54895 3.35364 3.33792 4.55599 3.30642 3.53317 3.27303 4.55887 4.04223 8.18454 4.694 threshold=165.77808705304588 0.98734977356014675 67.96315496751167 -75.892848968505845 -3.3664606809616084 168.27288818359378 0.81447395488738539 162.98754048609109 0.90236817835527028 5.5000000000000009 9.5000000000000018 27.364917934508089 32.186315536499031 21.965293884277347 0.89677107197472061 34.601198833371591 1.0217575680580506 1.5000000000000002 0.86543261792771198 843.25000000000011 816.75000000000011 0.83077542924440595 -77.884208679199205 803.25000000000011 0.90803549356249191 0.96527244412509672 42.489948272705085 17.500000000000004 20.801802635192875 22.236088943654028 622.25000000000011 114.0016441345215 183.44371638932961 817.50000000000011 42.00000190734864 76.819291928559366 557.50000000000011 32.261387023377274 213.72417537159762 862.25000000000011 26.500000000000004 -76.188728332519517 488.25000000000006 484.50000000000006 5.5000000000000009 739.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 -4 6 -6 -5 -8 -1 41 11 12 -11 14 30 19 18 -18 -17 20 31 35 -21 -23 25 26 -25 -28 29 -27 -14 -12 -19 34 39 36 -22 -35 -39 40 -24 42 43 -2 45 -45 right_child=9 2 3 4 5 -7 7 -9 -10 10 15 -13 13 -15 -16 16 17 32 -20 22 21 23 33 24 -26 28 27 -29 -30 -31 -32 -33 -34 37 -36 -37 -38 38 -40 -41 -42 -43 -44 44 -46 -47 leaf_value=-0.00021105268069135353 0.0012204541381373832 -0.00091979769019651721 -0.0070867548448426566 -0.005901771401143778 0.0013502149516031062 -0.014501981356512116 0.006403607916107547 -0.0077724089242397071 0.00085200816172342547 -0.0025628970275520455 -1.6852310105618014e-05 0.0021081500019412237 -0.008722208626296326 -0.0031850814275633512 -0.0029823292277514181 -0.00082895840714633582 -0.0001082500234432213 0.0093472173295594679 -0.023165958098942244 0.0047522594148308129 0.0029188524111406163 -0.0013043045541228154 -7.605605372652401e-06 -0.0045875701756692509 0.002298875900458595 -0.0038774008500921885 -0.034710225864516442 -0.013768110879643962 -0.0018806305851814312 -0.017726052968522889 -0.023520223471566092 -0.013240112143042031 -0.0064768369892363809 0.0019376141744556069 -0.010297155900352017 0.0050333229057637459 -0.00057434732875849309 -0.0093773726739052529 0.00041523940571978348 -0.0025368014232043409 0.0061630659832544619 0.00013630069274427544 -0.00047185621067681924 -0.017254260593155945 -0.00033869032552100978 0.0026736595006498706 leaf_count=38565 8282 16685 85 79 268 56 551 34 5614 1151 271192 433 74 311 115 45 2440 44 93 860 888 6811 1365 219 359 217 40 197 1344 106 154 60 781 5740 124 403 5003 168 582 1115 313 434204 51203 132 1393 43 internal_value=0 -0.00522664 -0.0146218 0.0310504 0.0453608 -0.0265289 0.0804395 0.106517 -0.00145018 0.000416562 -0.00158158 -0.0651532 -0.090437 -0.163494 -0.256604 -0.00110814 -0.0398462 -0.0287156 -0.303191 -0.000664442 -0.00146613 -0.02041 0.021733 -0.037822 -0.0732839 -0.0930974 -0.213734 -0.330309 -0.0600979 -0.16078 -0.357316 -0.000377549 -0.107532 0.015426 -0.0143108 0.00529848 -0.000912275 0.0287915 -0.033948 -0.00621897 0.021828 0.00163801 -0.00521771 0.014484 -0.0320731 -0.235909 internal_count=859941 61937 17758 1073 988 324 664 585 44179 798004 302747 2238 1805 654 343 300509 3403 3265 138 297106 286839 15587 10267 9293 2482 2123 456 237 1667 323 228 271252 825 9407 2917 6294 5891 6490 750 2793 1678 495257 61053 9850 1568 175 shrinkage=0.0523833 Tree=171 num_leaves=47 num_cat=0 split_feature=17 25 7 24 25 0 17 14 22 22 14 7 22 9 30 24 25 5 23 24 22 17 16 4 4 24 24 16 5 5 23 22 15 4 15 4 5 23 16 7 22 22 23 7 24 29 split_gain=1.4058 1.99364 5.80077 6.47075 5.72301 5.86263 5.33531 4.54362 4.50444 4.76457 5.97969 4.47892 4.34948 4.2928 4.09944 4.19985 4.636 4.82586 5.42641 4.03413 5.42264 4.22539 3.90993 3.88746 4.15847 6.17403 6.20038 7.69323 6.40825 3.77245 5.4552 3.63883 4.89597 3.38061 4.16795 3.3346 3.13905 3.08491 3.06884 3.04984 5.18801 5.17732 4.48061 5.07298 5.45864 4.53149 threshold=29.078555979246964 1187.2500000000002 -89.935768127441392 1.5000000000000002 1381.2500000000002 45.000000000000007 50.265406969159649 113.70081920726567 2544.5000000000005 4811.5000000000009 59.445165224951559 -5.7105934619903556 467.25000000000006 0.92788837675918701 1.0000000180025095e-35 4.5000000000000009 1717.2500000000002 52.467948913574226 0.99971947559033614 1.5000000000000002 5898.0000000000009 68.21367890630772 235.97337196971517 59.000661849975593 86.485603332519545 2.5000000000000004 3.5000000000000004 237.38430767176075 202.18898010253909 63.000247955322273 0.58092651081436286 6683.0000000000009 0.88876825810901472 227.33732604980472 0.37247506816114456 59.000661849975593 31.999035835266117 1.0744548261282463 144.92211162539886 -63.371004104614251 1792.5000000000002 2544.5000000000005 1.1802279218129894 -74.002796173095689 10.500000000000002 1.0814651613598021 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 22 3 8 5 6 11 14 -3 10 -10 -4 -8 19 15 -5 17 36 -19 -6 38 23 35 -22 25 -25 27 37 -28 -13 -31 32 -26 -33 -35 39 -17 -27 -21 40 42 -42 -2 -44 45 -45 right_child=1 2 4 7 13 -7 12 -9 9 -11 -12 29 -14 -15 -16 16 -18 18 -20 20 21 -23 -24 24 31 26 28 -29 -30 30 -32 33 -34 34 -36 -37 -38 -39 -40 -41 41 -43 43 44 -46 -47 leaf_value=0.00048642810569440208 0.00047245837354533576 0.0055967056639624471 0.00053146920484268038 -0.0029440513909616394 0.00058622281830521651 0.00059977204737723055 0.013120298038167472 -0.01451349658359383 -0.0032877396699941604 0.00158702153257158 -0.024210969697166192 -0.0028361052232178533 -0.0038588256149186032 0.00027560253445124987 -0.00030049265636233327 -0.014331632498610811 0.00019983348029548048 -0.03327771539572761 -0.011630175604521748 -0.0027518496204234711 0.0002881543014371046 0.0012864352520028271 0.00043822839213171922 -0.0022120863442761135 -0.004095713638653329 -0.012026515429200345 -0.001587720910915834 -0.025885896367961615 -0.021371217772116775 0.027569757427582782 2.8434641144598551e-06 -0.0015928709224223025 -0.022770911956148162 -0.024761608768560889 -0.0019144837780315205 0.0027092806592282398 -0.0013858037843170004 0.0043247310524722358 -9.7713548053659019e-05 -6.4860169648130964e-05 -0.008094486716441928 0.00045414602015507612 -0.00098310018606352352 -0.0020367461218570759 -0.0017574910104047503 0.002731193353402897 leaf_count=15860 75059 421 3163 1950 7667 4186 42 93 292 721 43 3725 2894 61954 1213 85 127 48 94 1289 1157 947 56741 709 141 139 295 110 53 20 1304 3642 53 39 50 1231 130 41 16462 576179 406 373 13328 656 1518 3291 internal_value=0 -0.000216891 -0.00408072 -0.0366627 -0.00253659 -0.0204596 -0.0324414 -0.0587948 0.0193791 -0.0154899 -0.114033 -0.0193605 -0.0690284 0.000364068 -0.0532288 -0.076897 -0.160275 -0.218649 -0.361712 -0.00888766 -0.0150143 -0.0378038 0.000394397 -0.0469898 -0.0585095 -0.106451 -0.177821 -0.285812 -0.0878281 -0.0378451 0.00800374 -0.0420566 -0.175585 -0.0351136 -0.227671 -0.000278636 -0.12416 -0.158487 -0.00554462 -0.000374059 0.00488733 -0.0763839 0.00556191 -0.00824671 0.0174112 0.0370109 internal_count=859941 844081 115299 5217 110082 15334 11148 3740 1477 1056 335 8212 2936 94748 3647 2434 484 357 142 32794 25127 7376 728782 6429 5272 1347 638 290 348 5049 1324 3925 194 3731 89 672041 215 180 17751 670810 94631 779 93852 18793 5465 3947 shrinkage=0.0523833 end of trees feature importances: Column_16=596 Column_17=533 Column_27=386 Column_14=341 Column_11=314 Column_28=310 Column_23=300 Column_26=288 Column_1=280 Column_29=264 Column_24=261 Column_20=260 Column_22=253 Column_4=248 Column_12=245 Column_25=243 Column_13=241 Column_10=228 Column_21=228 Column_19=227 Column_9=224 Column_0=204 Column_7=203 Column_5=199 Column_6=198 Column_8=158 Column_15=158 Column_18=149 Column_30=118 Column_32=97 Column_2=69 Column_31=47 Column_33=42 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0523833] [num_leaves: 47] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 17422] [feature_fraction: 0.575425] [feature_fraction_seed: 7040] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 15215] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 61] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_8.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:192974] [0:18266.900000000001] [0:1] [0:367] [0:900.29925537109375] [0:1] [-90:90] [1:236286] [0.234375:1] [0:1] [0.125:1] [0:3129.7981233214459] [0:1051.0701942889702] [0:389.36819431187206] [0:1] [0:255] [0:125.86273702501694] [1:8] [50:198302] [1.7727353306151392e-05:26.420168067226889] [1:22] [50:198302] [1.7727353306151392e-05:33.644680851063832] [1:40] [50:198302] [1.7727353306151392e-05:188.28971962616822] [1:67] [50:198302] [1.9887041603691034e-05:188.28971962616822] [0:3] [1:18] [1:18] [0:3] tree_sizes=1229 1270 1270 1273 1271 1270 1273 1278 1274 1279 1276 1278 1274 1273 1283 1275 1286 1282 1278 1276 1270 1287 1277 1288 1288 1277 1283 1285 1286 1279 1287 1283 1296 1282 1287 1284 1293 1273 1287 1287 1281 1294 1285 1292 1287 1287 1292 1290 1300 1284 1299 1289 1287 1298 1291 1289 1296 1283 1278 1296 1288 1289 1291 1295 1285 1278 1279 1297 1292 1297 1279 1289 1289 1282 1293 1280 1273 1289 1269 1281 1282 1295 1280 1284 1283 1294 1276 1298 1299 1289 1288 1263 1292 1288 1267 1289 1293 1279 1276 1295 1270 1291 1293 1284 1285 1281 1247 1287 1282 1299 1281 1298 1292 1299 1287 1292 1280 1291 1277 1247 1261 1263 1288 1284 1259 1290 1263 1276 1281 1240 1256 1251 1280 1286 1280 1258 1280 1243 1278 1259 1299 1270 1245 1280 1275 1271 1272 1256 1247 1277 1255 1281 1255 1286 1257 1259 1276 1241 1248 1228 1265 1278 1245 1255 1270 1239 1262 1284 1274 1290 1265 1242 1231 1254 1270 1255 1273 1264 1258 1258 1251 1257 1276 1255 1283 1264 1238 1259 1243 1292 1279 1242 1238 1252 1234 1230 1278 1273 1244 1259 1269 1228 1264 1226 1265 1266 1238 1256 1275 1253 1245 1236 Tree=0 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 split_gain=21620.9 5918.73 2906.13 2749.04 1586.5 1341.1 765.33 594.586 426.867 393.338 323.579 282.823 180.263 threshold=215.00340259950511 1.5000000000000002 195.51934401370386 228.53829551743226 1.5000000000000002 0.59914628147356408 1.5000000000000002 86.355533035298023 173.94860790139765 235.022911699731 223.14604152367883 208.66070562957725 0.67428069735356833 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 -3 7 8 -1 -5 -2 -4 -6 right_child=1 5 4 9 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.52330452076939804 0.53952412771381997 0.5176444373032032 0.53287942429449009 0.54583333046165583 0.51769119965906152 0.53599606382356313 0.51713613311040285 0.53657439942977159 0.52794701176560499 0.54923067710420814 0.54271325619389787 0.53639633801621289 0.52849206052920805 leaf_count=67828 128149 18413 96855 134185 12034 11960 17861 9914 77000 115426 105717 73024 3672 internal_value=0 0.131563 -0.188496 0.158463 -0.101629 -0.29663 -0.281896 -0.259273 -0.275492 0.231452 0.0805611 -0.0735156 -0.405707 internal_count=872038 513850 358188 483477 185585 30373 172603 154742 144828 249611 233866 169879 15706 shrinkage=1 Tree=1 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 split_gain=19828.4 5412.47 2669.36 2525.38 1464.93 1232.15 699.557 549.14 395.73 362.858 299.464 261.583 165.379 threshold=215.00340259950511 1.5000000000000002 195.51934401370386 228.53829551743226 1.5000000000000002 0.63475563207562502 1.5000000000000002 86.355533035298023 166.04808582551564 235.91523630564197 222.2488171355499 207.0226592665214 0.67428069735356833 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 11 -3 7 8 -1 -5 -2 -4 -6 right_child=1 5 4 9 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.014343099678599527 0.0016975264043689654 -0.018561446643360895 -0.0047447195218184848 0.0081407856046428976 -0.018992987447107278 -0.0006771782983884426 -0.019500463454847274 -0.00088468946396155952 -0.0096479313576245517 0.01146867344459444 0.0047539710315612225 -0.0013939652570308693 -0.0086649271275551082 leaf_count=49830 112250 19398 81401 150531 12110 10987 17935 9918 94999 98819 121592 88587 3681 internal_value=0 0.125937 -0.180533 0.15168 -0.0973362 -0.283442 -0.27004 -0.248372 -0.263961 0.22169 0.0770273 -0.0702713 -0.388686 internal_count=872038 513577 358461 483192 185779 30385 172682 154747 144829 249350 233842 169988 15791 shrinkage=0.0426706 Tree=2 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 split_gain=18191.8 4728.52 2744.38 2091.23 1514.97 1119.36 644.684 506.089 364 306.118 297.349 258.123 166.592 threshold=216.17240432824909 1.5000000000000002 195.51934401370386 229.6365437732677 1.5000000000000002 0.59914628147356408 1.5000000000000002 86.355533035298023 173.94860790139765 208.66070562957725 223.65750557209435 236.11215472886644 0.65804500956795431 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 9 -3 7 8 -1 -4 -2 -5 -6 right_child=1 5 4 11 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.013070881495797935 0.0021472836359877796 -0.018191679509988557 -0.0042572973443773029 0.0081144408801789754 -0.019058579294093204 -0.0010590457331134922 -0.018693417630913992 -0.000841312053780818 -0.0087822956148846942 -0.00079161967784219071 0.0051479953099437693 0.01102972345554539 -0.010329729925164054 leaf_count=67658 121533 17421 96924 131202 10851 11545 17932 9957 77100 89033 119005 95589 6288 internal_value=0 0.125768 -0.165901 0.150069 -0.0871051 -0.266298 -0.258594 -0.237791 -0.252791 -0.0608848 0.0851142 0.218961 -0.371594 internal_count=872038 496295 375743 467329 203096 28966 172647 154715 144758 185957 240538 226791 17139 shrinkage=0.0426706 Tree=3 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 split_gain=16639.3 4270.98 2612.97 1845.98 1491.96 1018.4 540.818 468.036 358.571 300.357 278.698 213.311 171.687 threshold=216.62585847396886 1.5000000000000002 193.68937071399759 230.08455729278836 1.5000000000000002 0.589913323985511 1.5000000000000002 92.364897328868452 208.66070562957725 166.04808582551564 224.33145959074753 237.99625430958923 0.67428069735356833 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 8 -3 7 9 -4 -1 -2 -5 -6 right_child=1 5 4 11 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.01313683006514069 0.0022808328273610057 -0.017552236749858202 -0.0042733377721355702 0.0081800139624711183 -0.017458083076386958 -0.0011233998027541392 -0.017967242755918805 0.00014770706455105465 -0.0006662883659469287 -0.0089963392582171776 0.0051676329036142443 0.011090035142255586 -0.0078063746792894082 leaf_count=50327 128007 16817 106146 151263 14254 11615 17033 7932 95171 87124 116137 65823 4389 internal_value=0 0.122101 -0.156281 0.145289 -0.0852476 -0.254057 -0.252482 -0.232731 -0.0601851 -0.246361 0.0856341 0.21238 -0.355886 internal_count=872038 489662 382376 461230 219960 28432 162416 145383 201317 137451 244144 217086 18643 shrinkage=0.0426706 Tree=4 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 17 split_gain=15276.5 4408.15 2247.2 1738.71 1021.46 980.206 437.638 444.9 343.348 261.161 250.504 214.666 151.495 threshold=213.28055239279638 1.5000000000000002 227.77799853314153 191.10059916571865 1.5000000000000002 0.65119774599075775 1.5000000000000002 92.364897328868452 234.01750243335252 220.95376155070434 203.25978191816208 164.62355750487333 43.717890376924913 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 10 -3 7 11 -4 -2 -5 -1 -13 right_child=1 5 8 4 -6 -7 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.012684977779085694 0.00092770471916048616 -0.016178515247307367 0.0065704338576732862 -0.0053498126886660372 -0.014697065061879129 -0.0004850588561191882 -0.017345623474953636 0.000127749886063631 0.0096414483834654958 0.0037481473264537471 -0.002031064161356737 -0.0037696169876437918 -0.009715942585239017 leaf_count=47459 111652 21294 130156 71898 16062 10985 15691 7725 135083 128658 97664 8797 68914 internal_value=0 0.104297 0.127173 -0.167941 -0.103409 -0.253988 -0.248559 -0.229911 0.190634 0.0571289 -0.0805774 -0.244284 -0.211921 internal_count=872038 537828 505549 334210 185624 32279 148586 132895 265239 240310 169562 125170 77711 shrinkage=0.0426706 Tree=5 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 split_gain=14005.7 3796.94 1937.06 1743.64 1089.4 883.809 453.104 395.732 271.575 251.475 249.245 205.657 144.029 threshold=215.24698920726141 1.5000000000000002 193.68937071399759 229.6365437732677 1.5000000000000002 0.63475563207562502 1.5000000000000002 92.364897328868452 223.65750557209435 203.66345223015833 176.18130994152048 237.52933431770643 0.54700983762156352 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 9 -3 7 10 -2 -4 -1 -5 -6 right_child=1 5 4 11 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.011322415626256877 0.0017285332883225108 -0.015654732334611787 -0.0048397958072519155 0.0073148977048614365 -0.017631294521409557 -0.00043577599416908387 -0.016469626372647535 0.0001549435351226092 0.0045270063522009378 -0.0015012436437061515 -0.0076778914266812598 0.010071249056445073 -0.0097410930701671752 leaf_count=74170 134231 19205 62431 154083 9048 10886 17007 7938 119218 120124 63348 72467 7882 internal_value=0 0.106739 -0.150463 0.128341 -0.0844436 -0.237845 -0.231526 -0.213468 0.071358 -0.0619391 -0.226 0.19209 -0.327108 internal_count=872038 510090 361948 479999 199485 30091 162463 145456 253449 182555 137518 226550 16930 shrinkage=0.0426706 Tree=6 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 29 split_gain=12844.5 3271.93 2021.41 1420.7 1083.66 803.43 503.634 385.767 318.802 258.339 187.722 144.032 135.678 threshold=216.62585847396886 1.5000000000000002 197.70810847829065 230.85132232989307 1.5000000000000002 0.57147227867741879 1.5000000000000002 81.35853954168401 177.21473375806201 224.83779513059406 208.66070562957725 237.99625430958923 0.65804500956795431 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 -3 7 8 -1 -2 -4 -5 -6 right_child=1 5 4 11 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.010840317644672118 0.002093827804391676 -0.015673284843954624 -0.0033385700734927031 0.0073426282297165213 -0.016243418247340397 -0.0011581351318702561 -0.015603170533147475 -0.00086506045821704955 -0.0069746294637772575 0.004785935193948306 -0.00057495711704117576 0.0097776778730216205 -0.0082009469206107688 leaf_count=75676 137569 16281 84457 134831 10463 12106 19108 11837 79810 122871 95195 65819 6015 internal_value=0 0.10727 -0.137304 0.127556 -0.0664337 -0.22224 -0.211861 -0.194297 -0.207545 0.0788346 -0.0439219 0.190796 -0.31187 internal_count=872038 489477 382561 461090 196130 28387 186431 167323 155486 260440 179652 200650 16478 shrinkage=0.0426706 Tree=7 num_leaves=14 num_cat=0 split_feature=16 32 16 29 20 16 32 17 16 16 16 0 29 split_gain=11792.1 3365.87 1732.49 1416.22 771.904 692.599 506.408 338.564 276.164 225.384 204.998 158.064 143.703 threshold=213.28055239279638 1.5000000000000002 227.77799853314153 0.64396138371301648 0.68874550398826029 197.70810847829065 1.5000000000000002 81.35853954168401 233.22141942245364 181.27869931542918 220.95376155070434 40.500000000000007 0.53833599574014923 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 6 12 7 9 11 -4 -1 -2 -5 -3 right_child=1 4 8 5 -6 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.010933461297832086 0.00080601379487930946 -0.016497157941944431 0.0055568445744946836 -0.0058198317780425715 0.00046212066774723365 -0.0021907103139243533 -0.016129207739920746 0.00058456545240500755 0.0083396137870981185 -0.0064356703675193553 0.0033048398830752431 -0.0092217800037585652 -0.0094163984358559497 leaf_count=44203 111663 13995 113684 46837 9894 120538 22262 10066 151423 37490 128645 53016 8322 internal_value=0 0.0917586 0.111734 -0.147398 -0.221664 -0.103691 -0.244292 -0.161098 0.167476 -0.207857 0.0502388 -0.178719 -0.324738 internal_count=872038 537626 505415 334412 32211 230457 103955 109919 265107 81693 240308 99853 22317 shrinkage=0.0426706 Tree=8 num_leaves=14 num_cat=0 split_feature=16 32 16 29 20 16 32 17 16 16 16 0 17 split_gain=10811.7 3094.05 1587.72 1306.51 712.189 629.283 464.737 309.592 225.926 217.694 208.52 143.41 141.188 threshold=213.28055239279638 1.5000000000000002 228.53829551743226 0.64396138371301648 0.68874550398826029 197.70810847829065 1.5000000000000002 81.35853954168401 221.69133359456637 234.69041235797272 189.59249264833076 35.000000000000007 70.594498462837009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 -3 7 10 11 -2 -4 -1 -5 -7 right_child=1 4 9 5 -6 12 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.010085507420049768 0.00090219661849326243 -0.013284863141696355 0.0057563632000192603 -0.0053188283751436291 0.0004935061559172445 -0.0024435199998030501 -0.015446462672826063 0.00056239362531815111 0.0034382307193066394 0.0082780283840293636 -0.0055686244964642494 -0.008617190000443321 0.0041290822114733268 leaf_count=53047 124531 22365 127631 40223 9834 114196 22336 10073 131502 121842 28665 59515 6278 internal_value=0 0.0878447 0.106989 -0.141165 -0.212717 -0.0991456 -0.234165 -0.153899 0.0516688 0.163765 -0.199223 -0.170773 -0.049238 internal_count=872038 537705 505506 334333 32199 230285 104048 109811 256033 249473 81712 99738 120474 shrinkage=0.0426706 Tree=9 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 29 17 32 16 16 13 16 split_gain=9930.62 2488.1 1597.96 1083.79 855.487 647.515 444.967 293.008 227.774 192.451 153.847 144.154 126.596 threshold=216.8545385256451 1.5000000000000002 199.25942867113693 230.85132232989307 1.5000000000000002 0.56161037307169115 0.63721872567007687 77.299733560088455 1.5000000000000002 224.83779513059406 178.26646351257298 31.080777142290597 234.17803366544288 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 11 -3 8 10 -1 -2 -8 -4 -7 right_child=1 5 4 -5 -6 12 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0091875481219974315 0.0018648330708048179 -0.013936972238005914 -0.0031499641774747249 0.0071640553416338236 -0.011795263737769849 -0.0038774518363813514 -0.0089047436937001873 0.00030005700145140167 -0.01505278253295474 0.0042010066577561067 -0.0055889121806846952 -0.00055198775233547266 0.0053993427427647409 leaf_count=62673 134468 15899 59018 200632 15851 8307 41244 11530 14927 122874 66649 114013 3953 internal_value=0 0.095058 -0.119793 0.112798 -0.0540721 -0.193457 -0.182799 -0.144491 -0.241754 0.0698442 -0.160683 -0.0337027 -0.0207714 internal_count=872038 486133 385905 457974 188882 28159 197023 119423 77600 257342 107893 173031 12260 shrinkage=0.0426706 Tree=10 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 26 17 16 32 16 16 0 split_gain=9104.73 2287.93 1450.33 1012.9 885.441 586.842 273.085 284.745 257.227 164.966 156.568 141.792 130.563 threshold=216.62585847396886 1.5000000000000002 191.10059916571865 230.08455729278836 1.5000000000000002 0.57147227867741879 0.70948969256854932 92.364897328868452 204.86900423520146 1.5000000000000002 223.65750557209435 237.99625430958923 40.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 10 8 -3 9 12 -4 -1 -2 -5 -8 right_child=1 5 4 11 -6 -7 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0091503885625128338 0.001545753146427365 -0.01320278564185587 -0.0038661196975420895 0.0059754127475270657 -0.011442152070713205 -0.00079247234945162466 -0.0052770792475949433 0.0022272372554945205 -0.00084051548021451216 -0.014461187998091301 0.003710886918983124 0.0083481296985135553 -0.0089783646279450024 leaf_count=59950 115274 16272 84697 151175 19930 12094 32965 6330 129218 12950 128716 65826 36641 internal_value=0 0.090238 -0.115668 0.107199 -0.0665545 -0.185411 -0.192834 -0.150865 -0.0477722 -0.236552 0.0629933 0.156903 -0.169331 internal_count=872038 489357 382681 460991 233845 28366 148836 75936 213915 72900 243990 217001 69606 shrinkage=0.0426706 Tree=11 num_leaves=14 num_cat=0 split_feature=16 32 16 29 20 16 32 16 17 17 16 16 29 split_gain=8365.9 2507.21 1377.44 908.624 590.96 418.011 331.665 249.561 238.986 165.015 155.769 141.155 127.038 threshold=211.63991468690338 1.5000000000000002 226.80574931946339 0.64396138371301648 0.70258543441657462 188.82892684464031 1.5000000000000002 233.22141942245364 92.364897328868452 73.839915033040697 161.71592173987503 219.99088833540893 0.53833599574014923 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 12 8 10 -4 -5 -7 -1 -2 -3 right_child=1 4 7 5 -6 9 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.010492079845865188 0.00039541902231725941 -0.014119303964710639 0.0045150548158320262 -0.0073301095205767237 0.00068050959809639504 -0.0029659595143033527 -0.013669067536772753 0.0070475108666091619 0.0013130067394992715 0.0036247726522015663 -0.0064015750806644504 0.0024651447004815285 -0.0077365216059598453 leaf_count=24500 115141 14991 133313 67844 9896 130839 21197 151221 6372 7303 55009 125273 9139 internal_value=0 0.0732173 0.0902682 -0.130962 -0.189841 -0.0938624 -0.209194 0.137354 -0.154393 -0.0613428 -0.179562 0.0345412 -0.274238 internal_count=872038 558974 524948 313064 34026 212358 100706 284534 74216 138142 79509 240414 24130 shrinkage=0.0426706 Tree=12 num_leaves=14 num_cat=0 split_feature=16 32 16 26 29 32 16 17 16 16 17 16 0 split_gain=7692.96 2293.49 1262.92 834.771 515.492 342.66 341.946 239.045 202.756 171.288 153.564 151.097 113.918 threshold=211.63991468690338 1.5000000000000002 227.4399990782089 0.70948969256854932 0.66490671513502575 1.5000000000000002 188.82892684464031 92.364897328868452 234.69041235797272 190.37259526452092 73.839915033040697 220.95376155070434 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 5 -3 9 7 12 -4 -1 -8 -2 -5 right_child=1 4 8 6 -6 -7 10 -9 -10 -11 -12 -13 -14 leaf_value=-0.0084678290394667489 0.00051880470370740505 -0.01256570462744978 0.0046615606050328271 -0.005138328796311333 -0.0020115763288882423 -0.012954153016408749 -0.00275905931680402 0.0019360038037364829 0.0070053782678539843 -0.0045923781820908652 0.0037263174506815765 0.0026044389225632807 -0.0087776136309024224 leaf_count=58936 131164 18465 149840 32125 15499 22781 123487 6100 121852 32062 7026 122143 30558 internal_value=0 0.0702296 0.0865221 -0.125564 -0.181612 -0.193904 -0.0865482 -0.143606 0.13388 -0.166446 -0.0564775 0.0357268 -0.161996 internal_count=872038 558963 524999 313075 33964 113779 199296 68783 271692 90998 130513 253307 62683 shrinkage=0.0426706 Tree=13 num_leaves=14 num_cat=0 split_feature=16 20 16 29 32 16 32 17 16 16 16 17 0 split_gain=7016.4 2066.48 1157.22 826.029 406.526 385.32 287.365 201.364 161.651 160.686 144.308 129.888 117.378 threshold=212.46258775437664 0.59914628147356408 228.53829551743226 0.64396138371301648 1.5000000000000002 193.08389639639643 1.5000000000000002 92.364897328868452 236.89260221953722 221.69133359456637 161.71592173987503 70.594498462837009 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 9 6 -2 7 10 12 -4 -3 -1 -7 -5 right_child=1 2 8 5 -6 11 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.009710784906151175 7.1861851261321926e-05 0.00054978758761449909 0.0048508206607500992 -0.0043369686052506153 -0.011531037792195758 -0.0023787598432022791 -0.012504171957889642 0.00137696909380006 0.007136522567950057 0.0026425688703843615 -0.0057835222442055014 0.0033948614883475194 -0.0076079055191736683 leaf_count=24473 7542 134633 169076 33950 20288 124326 21753 6802 84490 132590 56061 7524 48530 internal_value=0 0.0689503 0.0831378 -0.116747 -0.196543 -0.0823758 -0.191055 -0.133103 0.131529 0.0372195 -0.163507 -0.0480258 -0.146741 internal_count=872038 548619 520789 323419 27830 221132 102287 89282 253566 267223 80534 131850 82480 shrinkage=0.0426706 Tree=14 num_leaves=14 num_cat=0 split_feature=16 20 16 16 32 32 20 17 16 16 13 17 32 split_gain=6454.14 1638.32 1070.53 763.78 579.719 323.324 298.066 249.247 193.432 144.951 121.308 119.826 99.8524 threshold=216.8545385256451 0.59914628147356408 199.25942867113693 231.32740101235106 1.5000000000000002 1.5000000000000002 0.61705497938303844 81.35853954168401 176.18130994152048 224.83779513059406 31.080777142290597 46.524098780363225 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 9 10 -2 12 8 -8 -3 -4 -10 -1 right_child=1 3 4 -5 -6 -7 7 -9 11 -11 -12 -13 -14 leaf_value=-0.0078365108925966525 0.00067867955732543229 0.0013620831208222073 -0.0026835388012149781 0.0058588384693305786 -0.0096477565668927588 -0.010917941247116763 -0.0078150372617153963 0.00051941961002848727 0.00075406925906438453 0.0033430736354838034 -0.00030153278035169621 -0.0051412844750576983 -0.012238003261783216 leaf_count=22288 5914 135173 59049 194263 15814 16850 61052 11594 6820 133846 114240 78925 16210 internal_value=0 0.0766531 -0.0965514 0.0895226 -0.0428146 -0.185261 -0.148163 -0.128981 -0.140129 0.055019 -0.0260885 -0.109499 -0.227084 internal_count=872038 486046 385992 463282 189103 22764 196889 158391 146797 269019 173289 85745 38498 shrinkage=0.0426706 Tree=15 num_leaves=14 num_cat=0 split_feature=16 32 16 26 29 32 16 17 16 16 17 14 0 split_gain=5938.21 1837.68 993.364 648.258 406.108 261.799 259.934 187.98 182.796 137.477 130.501 110.349 97.142 threshold=211.37022952716384 1.5000000000000002 226.80574931946339 0.70948969256854932 0.6785320000891647 1.5000000000000002 189.59249264833076 92.364897328868452 233.22141942245364 161.71592173987503 77.299733560088455 19.214119034210501 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 5 -3 9 7 12 -4 -1 -8 -2 -5 right_child=1 4 8 6 -6 -7 10 -9 -10 -11 -12 -13 -14 leaf_value=-0.0089268880035254169 -0.0010693195898366407 -0.011135569455876826 0.0037936392559608676 -0.0040165338713951896 -0.0017846245793864547 -0.011426665058533377 -0.002392183982872359 0.0017778260446616671 0.0059607228338006135 -0.0052411529391044043 0.0043017825597321761 0.0015921460756572229 -0.0073718460462019733 leaf_count=25782 32778 18972 133232 26568 15257 22610 119965 6196 151416 64585 5548 210684 38445 internal_value=0 0.0612569 0.0758105 -0.111179 -0.163287 -0.171551 -0.076507 -0.124766 0.115921 -0.147472 -0.0491274 0.0289151 -0.140628 internal_count=872038 562339 528110 309699 34229 112977 196722 71209 284648 90367 125513 243462 65013 shrinkage=0.0426706 Tree=16 num_leaves=14 num_cat=0 split_feature=16 33 16 16 32 29 0 20 32 17 30 9 13 split_gain=5475.39 1352.41 1021.32 553.083 522.395 298.668 191.545 158.728 133.288 122.082 116.38 116.141 100.773 threshold=218.14471878954183 2.5000000000000004 202.03077952836992 231.32740101235106 1.5000000000000002 0.62169381337667395 37.500000000000007 0.54158738800004358 1.5000000000000002 77.299733560088455 1.0000000180025095e-35 0.93417607378068979 31.080777142290597 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 10 12 8 9 -3 -1 -7 -2 -8 -4 right_child=1 7 4 -5 -6 6 11 -9 -10 -11 -12 -13 -14 leaf_value=-0.0068371070832688808 0.0025729691367804867 -0.011763559699597748 -0.0021330576074043424 0.0053035839328452556 -0.0088330972557448938 -0.0033879224730220679 -0.0097992687831558647 -0.0030722569891706488 -0.011216322481896444 0.0023148292728611365 -0.00059643990220902248 -0.0051575029116575103 5.8479960319393342e-05 leaf_count=62948 230217 10942 56820 195423 15511 54554 11570 5883 15839 7814 23223 64693 116601 internal_value=0 0.073883 -0.0849635 0.0843164 -0.0311829 -0.131698 -0.103757 -0.204463 -0.180862 -0.0626528 0.0534924 -0.137371 -0.015457 internal_count=872038 465688 406350 448863 188932 217418 138631 16825 78787 62368 253440 76263 173421 shrinkage=0.0426706 Tree=17 num_leaves=14 num_cat=0 split_feature=16 20 20 16 16 30 17 32 16 16 30 17 17 split_gain=5006.26 1394.88 761.986 654.306 581.073 284.141 200.704 170.492 149.483 112.824 111.98 101.21 99.9958 threshold=215.4926631881514 0.61705497938303844 0.6959249224314995 230.08455729278836 198.77037112671175 1.5000000000000002 81.35853954168401 1.5000000000000002 173.94860790139765 239.23773493665891 1.0000000180025095e-35 46.441349308631793 70.594498462837009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 7 10 6 -2 8 -1 -4 -5 -3 -10 -6 right_child=1 3 4 9 12 -7 -8 -9 11 -11 -12 -13 -14 leaf_value=-0.0060780780566185933 -0.0010623075518159952 0.0021053055885805524 -0.0070282584365655735 0.0044350948175342613 -0.0012450439462910739 -0.010363324701215556 0.00078374340551334864 -0.010385456466690981 0.00070068804098293383 0.0067138769714415484 -0.00084443737514198309 -0.0045728390468871959 0.0040612055526378331 leaf_count=40785 9461 234465 52049 168786 143301 16256 10902 28370 7260 51670 26035 75926 6772 internal_value=0 0.0642278 -0.0893389 0.0763606 -0.067273 -0.162678 -0.112156 -0.183853 -0.122679 0.116455 0.0424297 -0.0963801 -0.0235666 internal_count=872038 506673 365365 480956 296210 25717 146137 69155 135235 220456 260500 83186 150073 shrinkage=0.0426706 Tree=18 num_leaves=14 num_cat=0 split_feature=16 20 16 16 32 29 32 0 17 32 32 9 13 split_gain=4594.71 1131.3 900.703 467.488 465.492 265.091 210.509 167.196 112.518 111.8 106.114 100.265 93.8201 threshold=218.56138668128258 0.58174242292762235 202.03077952836992 232.12354809437389 1.5000000000000002 0.64396138371301648 1.5000000000000002 40.500000000000007 81.35853954168401 1.5000000000000002 1.5000000000000002 0.93417607378068979 30.969601336355876 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 5 10 12 9 -2 8 -7 -1 -3 -9 -4 right_child=1 3 4 -5 -6 7 -8 11 -10 -11 -12 -13 -14 leaf_value=-0.0062716573286114513 0.00086123863569643653 0.0023795571583099251 -0.0019581981023015565 0.0050801888267572037 -0.0081183372009348033 -0.0030614924681914837 -0.0094921751225725895 -0.0092125454556814691 0.0024724637903656703 -0.010226273137228134 -0.0032117223846000174 -0.0047332347381507925 0.00013149828227055119 leaf_count=67396 4686 254596 57537 177970 16066 57184 15091 10775 7576 16132 6334 58490 122205 internal_value=0 0.0689961 -0.0763752 0.0795384 -0.027172 -0.12066 -0.164962 -0.093103 -0.0565752 -0.164878 0.0525849 -0.127255 -0.0125949 internal_count=872038 458677 413361 438900 195808 217553 19777 134025 64760 83528 260930 69265 179742 shrinkage=0.0426706 Tree=19 num_leaves=14 num_cat=0 split_feature=16 20 16 26 30 16 32 16 17 17 16 8 9 split_gain=4246.61 1332.9 737.778 482.191 306.161 198.681 183.205 158.656 138.215 122.394 117.727 87.8985 77.0878 threshold=211.37022952716384 0.65119774599075775 225.99652139906144 0.71492852082403713 1.5000000000000002 184.8549123716808 1.5000000000000002 235.022911699731 100.95286870959625 73.839915033040697 161.71592173987503 332.50000000000006 0.93417607378068979 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 11 6 -2 8 10 -4 12 -7 -1 -3 -5 right_child=1 2 7 5 -6 9 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0077878951481895236 -0.0011476099905044443 -0.004117325576645724 0.0033289057077722328 -0.0085049648775248725 -0.0094334494598441315 -0.0021597030814599545 -0.0096372932955014999 0.0053312487807032696 0.002446790519837361 0.0033004634662060607 -0.0044000115426568714 0.0010231578063617992 -0.0045737314872153429 leaf_count=26066 13761 6229 185966 11654 19806 129989 22751 117622 4380 7931 65869 218861 41153 internal_value=0 0.0517598 0.0640285 -0.0940511 -0.14147 -0.0638034 -0.145509 0.0961949 -0.113361 -0.0432551 -0.125627 0.0206443 -0.127519 internal_count=872038 562245 528678 309793 33567 195107 114686 303588 57187 137920 91935 225090 52807 shrinkage=0.0426706 Tree=20 num_leaves=14 num_cat=0 split_feature=16 32 16 20 16 20 17 16 17 32 0 16 14 split_gain=3888.19 1227.19 653.305 461 326.004 305.857 139.827 139.402 122.6 112.6 86.4586 83.0172 81.4183 threshold=211.63991468690338 1.5000000000000002 225.84606451473516 0.6959249224314995 184.8549123716808 0.7450369552959154 92.364897328868452 235.91523630564197 77.299733560088455 1.5000000000000002 35.000000000000007 203.25978191816208 19.30070109914136 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 9 6 -3 10 -4 11 -1 -5 -6 -2 right_child=1 5 7 4 8 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0056023365384990156 -0.0011325858099611801 -0.0080853244786056669 0.0032945870560301556 -0.0040872559680633792 -0.0030211391628986797 0.0012098875705374762 0.00099997167650568469 0.0052464196692814857 0.0036335513723415899 -0.0092834143331486721 -0.0068919239031028411 -0.0010459248261487756 0.0012139568701790668 leaf_count=38261 31363 25351 204909 37703 83531 8643 6353 98726 7087 25027 42652 72258 190174 internal_value=0 0.0500369 0.0619557 -0.0891787 -0.0698493 -0.134097 -0.119383 0.0920826 -0.0434797 -0.165407 -0.130675 -0.0493313 0.0206643 internal_count=872038 559166 525172 312872 249584 33994 86708 303635 162876 63288 80355 155789 221537 shrinkage=0.0426706 Tree=21 num_leaves=14 num_cat=0 split_feature=16 33 16 32 16 20 0 17 14 20 2 16 30 split_gain=3574.59 883.498 726.413 408.736 333.782 178.347 157.124 112.368 103.856 101.774 93.2606 74.732 69.5661 threshold=218.9760883770318 2.5000000000000004 199.25942867113693 1.5000000000000002 232.58531048052819 0.71521597783682933 37.500000000000007 81.35853954168401 19.384634184196514 0.53069512986678491 16.144957983193283 171.4328158448742 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 10 8 -1 7 -7 -2 -3 -4 -8 -10 right_child=1 9 3 -5 -6 6 11 -9 12 -11 -12 -13 -14 leaf_value=-0.0069154048990658018 -0.00034651532413021571 -0.0097414049549957218 -0.0013634681345174925 -0.0072771222955038172 0.0044869588521033767 -0.0030918501801490725 -0.0072865076133467963 0.0026366016354476877 0.0025796802316894645 -0.0027023063705929047 0.00049292265315874575 -0.0044039970716861386 -3.1099009989874442e-05 leaf_count=50138 29035 10233 122640 18277 168799 64943 24192 6897 217613 5894 82367 50692 20318 internal_value=0 0.0618417 -0.0662921 -0.027249 0.0703479 -0.110575 -0.0929805 -0.0595701 0.0483408 -0.168003 -0.014474 -0.125033 0.0552309 internal_count=872038 451892 420146 223284 435765 196862 146724 71840 266966 16127 205007 74884 237931 shrinkage=0.0426706 Tree=22 num_leaves=14 num_cat=0 split_feature=16 33 16 26 16 32 0 16 16 20 1 17 9 split_gain=3292.66 1009.12 526.873 453.703 190.793 159.301 149.973 106.875 102.499 100.06 97.2593 96.9822 89.6825 threshold=213.28055239279638 2.5000000000000004 227.27189747287082 0.70948969256854932 203.25978191816208 1.5000000000000002 40.500000000000007 239.23773493665891 155.48759765171192 0.54158738800004358 316.50000000000006 81.35853954168401 0.93417607378068979 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 5 6 8 11 -4 -1 -3 -2 -5 -8 right_child=1 9 7 4 -6 -7 12 -9 -10 -11 -12 -13 -14 leaf_value=-0.0074251178950971398 -0.0031719679543058868 -0.009409809439041265 0.0032855265017678213 -0.0022767965845932755 -0.00057736852212423716 -0.0085583033949551326 -0.0081411988819475589 0.0054276947365889299 -0.0039411708464942513 -0.0030913206625611017 0.0011299372188232895 0.002942729310673897 -0.0038903074190293659 leaf_count=19391 9992 13404 229447 55715 84163 24013 10682 52020 74251 6919 226040 7335 58666 internal_value=0 0.0484724 0.0570564 -0.0779163 -0.050759 -0.127903 -0.0744243 0.0862757 -0.10927 -0.170109 0.0222126 -0.0391271 -0.106516 internal_count=872038 537822 517499 334216 216561 117655 132398 281467 93642 20323 236032 63050 69348 shrinkage=0.0426706 Tree=23 num_leaves=14 num_cat=0 split_feature=16 20 16 32 16 32 16 0 30 26 14 17 17 split_gain=3030.01 759.33 609.19 391.55 322.909 136.522 121.684 117.315 93.4471 90.0703 81.0253 72.1525 69.8214 threshold=218.56138668128258 0.55164694235701761 189.59249264833076 1.5000000000000002 231.80438166311305 1.5000000000000002 207.0226592665214 31.000000000000004 1.0000000180025095e-35 0.79545594819943677 20.215268089409758 92.364897328868452 77.299733560088455 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 7 6 8 -2 12 9 10 -1 -3 -11 -4 right_child=1 4 3 -5 -6 -7 -8 -9 -10 11 -12 -13 -14 leaf_value=-0.0046812625969518172 0.00099563153466854432 5.6574098259144471e-05 -0.0022731189024487349 -0.0068134041011757322 0.0040976651995927142 -0.0080752437682731163 -0.00013888450229212497 -0.0059866645648792571 -0.00075092490741660088 -0.0022886747739412953 0.002347407607198215 0.0047077018087149439 0.0029079895928139426 leaf_count=40218 3828 32756 104807 22848 185058 14332 139171 80675 24460 17471 198283 3171 4960 internal_value=0 0.0559587 -0.0620934 -0.0343888 0.064219 -0.144436 -0.0228899 -0.115294 0.0411782 -0.0821463 0.0474008 -0.0284482 -0.0477847 internal_count=872038 458717 413321 271786 440557 18160 248938 141535 255499 60860 231039 20642 109767 shrinkage=0.0426706 Tree=24 num_leaves=14 num_cat=0 split_feature=16 20 26 16 16 32 0 16 32 9 30 17 14 split_gain=2773.28 690.692 582.433 298.352 275.986 195.78 129.546 129.298 128.28 86.8056 82.2343 79.356 76.2967 threshold=218.9760883770318 0.58174242292762235 0.71492852082403713 203.66345223015833 232.90419328739227 1.5000000000000002 37.500000000000007 190.37259526452092 1.5000000000000002 0.93417607378068979 1.0000000180025095e-35 81.35853954168401 20.215268089409758 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 8 5 6 10 7 11 -1 -2 -8 12 -4 -3 right_child=1 4 3 -5 -6 -7 9 -9 -10 -11 -12 -13 -14 leaf_value=-0.0052742112343669547 0.00068130883601929702 0.00017496872635304307 -0.0019545815656247371 -0.00012091086994464224 0.0040708336866834734 -0.0079496853752616496 -0.0074916751319146473 -0.0022560135327526283 -0.0074868581572859793 -0.003442408739159698 -0.00049398263466382346 0.0028963323407438769 0.002374795284328267 leaf_count=59736 4584 33178 51528 152702 161340 28599 11357 45550 14815 63739 24919 6971 213020 internal_value=0 0.0543732 -0.0584884 -0.0330282 0.0626538 -0.112932 -0.0675412 -0.0930019 -0.130224 -0.0950255 0.0431659 -0.0322593 0.0487067 internal_count=872038 451856 420182 286297 432457 133885 133595 105286 19399 75096 271117 58499 246198 shrinkage=0.0426706 Tree=25 num_leaves=14 num_cat=0 split_feature=16 20 16 20 16 30 17 16 17 17 32 1 11 split_gain=2546.89 871.366 482.519 295.926 212.069 194.733 115.53 111.385 97.8918 86.8122 80.1163 72.2728 68.6862 threshold=210.49608334143505 0.65119774599075775 225.99652139906144 0.71521597783682933 178.26646351257298 1.5000000000000002 77.299733560088455 240.49109065449773 46.441349308631793 100.95286870959625 1.5000000000000002 329.50000000000006 0.86420074253927892 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 11 10 9 -2 8 -4 -6 12 -1 -3 -5 right_child=1 2 7 4 6 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0045716222988522988 -0.001066198669951803 -0.0035356100418857468 0.0029043511090314908 -0.005299403324378252 0.0029140158638306999 -0.0075625335938634781 0.0032720402237928943 0.0053662015590270227 -0.0021568988905991374 0.0013137637693152154 -0.0076647239040533279 0.00077237912304164362 0.00040226338528728909 leaf_count=40473 14286 7319 265081 58259 7262 20397 8184 38297 152333 4347 24463 227218 4119 internal_value=0 0.0391082 0.0490137 -0.074705 -0.0581623 -0.114521 -0.0391979 0.0753475 -0.0451402 -0.105848 -0.134446 0.0149504 -0.11537 internal_count=872038 572598 537915 299440 234504 34683 167779 303378 159595 66725 64936 234537 62378 shrinkage=0.0426706 Tree=26 num_leaves=14 num_cat=0 split_feature=16 33 1 16 16 32 0 0 9 12 20 2 20 split_gain=2346.34 623.456 481.857 251.29 246.286 149.934 135.421 122.2 92.9411 73.5073 70.7749 66.7227 65.2918 threshold=218.14471878954183 2.5000000000000004 421.50000000000006 203.25978191816208 231.32740101235106 1.5000000000000002 37.500000000000007 29.500000000000004 0.93417607378068979 73.47056274847715 0.64274923264756578 35.265686274509811 0.77027799227799243 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 5 6 9 7 10 -1 -8 -2 -4 -3 -5 right_child=1 11 3 12 -6 -7 8 -9 -10 -11 -12 -13 -14 leaf_value=-0.002568215675789058 -0.0017028981244096913 -0.007741955464050764 -0.0071497470737931605 -0.0034572805774370548 0.0035061773369797736 -0.007790248485643721 -0.0070852568583711327 -0.0055270901498355408 -0.0031877638246958525 0.0016556214443208498 -0.00074114593923580916 -0.0018731451282774339 9.0856577750778207e-05 leaf_count=56517 12480 11828 3333 10154 195397 21865 13386 46180 66402 241043 53545 5026 134882 internal_value=0 0.0483996 -0.0555856 -0.0326846 0.0554885 -0.107377 -0.0634527 -0.0913683 -0.0900303 0.0349256 -0.0261699 -0.140421 -0.00369222 internal_count=872038 465774 406264 281702 448920 124562 136666 102697 79788 253523 56878 16854 145036 shrinkage=0.0426706 Tree=27 num_leaves=14 num_cat=0 split_feature=16 20 16 32 16 2 0 32 30 8 26 1 9 split_gain=2150.25 547.484 472.117 300.323 225.96 109.459 99.1388 91.9729 82.7418 70.4489 64.8652 57.9022 60.1378 threshold=218.9760883770318 0.53069512986678491 189.59249264833076 1.5000000000000002 232.74993319080707 14.780625000000002 29.500000000000004 1.5000000000000002 1.0000000180025095e-35 610.50000000000011 0.80035651331880708 342.50000000000006 0.9387918940185328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 7 6 5 8 -4 10 -2 9 -3 -1 -8 -13 right_child=1 4 3 -5 -6 -7 11 -9 -10 -11 -12 12 -14 leaf_value=-0.00384399623655059 0.0009322645320972066 0.00074253467514740217 -0.001527092819933945 -0.0058137095905708494 0.0035750187178721317 0.00025580459767787149 -0.0069750348549120359 -0.0070830066735778682 -0.00073944183170617558 0.0023044840524757081 -0.00077896640550889542 -0.0069300269852309616 -0.0037449589156149533 leaf_count=37647 3231 76647 144815 23321 165560 110571 22636 13489 25523 167425 18875 13891 48407 internal_value=0 0.0478804 -0.0514984 -0.0276174 0.0547033 -0.0176978 -0.0985505 -0.129694 0.036846 0.0425112 -0.0660984 -0.120147 -0.104408 internal_count=872038 451875 420163 278707 435155 255386 141456 16720 269595 244072 56522 84934 62298 shrinkage=0.0426706 Tree=28 num_leaves=14 num_cat=0 split_feature=16 20 16 16 30 32 16 17 17 17 12 0 30 split_gain=1979.97 712.385 409.676 214.224 160.688 131.014 97.6192 95.912 105.4 69.1036 66.0128 71.4178 71.2741 threshold=208.98275936701896 0.65119774599075775 225.84606451473516 177.21473375806201 1.5000000000000002 1.5000000000000002 238.69941616303421 77.299733560088455 47.328986223189013 100.95286870959625 72.884776310850256 33.000000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 10 9 -2 7 -4 8 -5 -1 -3 -12 -13 right_child=1 2 6 5 -6 -7 -8 -9 -10 -11 11 12 -14 leaf_value=-0.0049060290078725231 -0.001020511522444153 -0.0025355041772634032 0.0024590861347302804 0.0021644897652888491 -0.0067679733961271554 -0.0056853462965848192 0.0044022697025281384 0.0026314021982418011 -0.0022744738778002305 -1.4545585249647329e-05 0.0013746115282964127 0.00024058438663554423 -0.0033178897717934604 leaf_count=87728 15183 12461 248788 10402 21258 17018 58057 8601 152905 5594 120628 102022 11393 internal_value=0 0.0329392 0.041858 -0.0689043 -0.10249 -0.0495416 0.0662458 -0.0412561 -0.0466769 -0.108103 0.0115003 0.0152763 -0.0027391 internal_count=872038 589790 553349 282248 36441 188926 306845 171908 163307 93322 246504 234043 113415 shrinkage=0.0426706 Tree=29 num_leaves=14 num_cat=0 split_feature=16 32 16 13 12 9 0 16 13 20 25 32 11 split_gain=1813.22 656.697 369.189 202.812 186.149 148.897 110.119 80.7528 71.794 71.0042 70.0778 58.7879 67.4666 threshold=208.98275936701896 1.5000000000000002 225.84606451473516 26.405741065773427 94.23401871576776 0.94110573970098355 37.500000000000007 240.49109065449773 67.539324928559964 0.80193705736128706 255.25000000000003 1.5000000000000002 0.84654951935796818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 10 11 -3 -5 8 -4 -7 -6 -2 12 -1 right_child=1 4 7 5 9 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0047943330138212588 -0.011130690694386085 -0.0070902661293191166 0.0024542435903862222 -0.0043493963290264313 -0.0031468604221762376 -0.0004176247008414321 -0.0024526236139528943 0.0045814523267693405 0.0076893822024683926 0.0024436949680587258 0.00054209096886474566 -0.0070919175862385973 -0.0016497949668964054 leaf_count=53548 940 19155 266618 41262 10780 65746 89424 37003 2051 6712 248591 14032 16176 internal_value=0 0.0315823 0.040171 -0.0658791 -0.0980561 -0.0484657 -0.0344343 0.0635916 -0.00403957 -0.0234743 0.0116736 -0.107145 -0.09526 internal_count=872038 589799 553152 282239 36647 198483 157221 303621 67797 17492 249531 83756 69724 shrinkage=0.0426706 Tree=30 num_leaves=14 num_cat=0 split_feature=16 26 33 16 16 32 0 16 14 0 9 0 2 split_gain=1684.02 418.081 415.744 188.454 146.167 132.034 98.3876 93.6711 66.0523 61.7319 55.2848 50.902 49.9857 threshold=219.99088833540893 0.73202026614002924 2.5000000000000004 203.66345223015833 233.06260469332844 1.5000000000000002 43.000000000000007 163.23733787749697 20.215268089409758 29.500000000000004 0.93417607378068979 33.000000000000007 55.716117216117219 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 6 8 7 -3 -1 -2 -9 -8 -5 -4 right_child=2 3 12 11 -6 -7 10 9 -10 -11 -12 -13 -14 leaf_value=-0.0052164907727665962 -0.00014019738719494578 -0.0010176280445199884 -0.006246659213240224 0.00084245592542149463 0.0031531157774608498 -0.0062991904835031486 -0.0062659582154223218 -0.0012814533818026235 0.0017897508598064939 -0.0035895590262246132 -0.0028214930580445908 -0.00066619297919549598 -0.00021796381937044156 leaf_count=28521 37765 66228 12228 73230 158578 29694 10079 43989 222678 40546 53626 91727 3149 internal_value=0 -0.0438575 0.0440325 -0.022353 0.0499589 -0.088281 -0.0508368 -0.0726948 0.0353851 -0.0559754 -0.078894 8.31339e-05 -0.117459 internal_count=872038 437640 434398 294890 419021 142750 129933 113056 260443 84535 63705 164957 15377 shrinkage=0.0426706 Tree=31 num_leaves=14 num_cat=0 split_feature=16 20 16 1 0 30 9 16 20 0 25 0 30 split_gain=1547.75 565.853 325.427 183.882 122.16 116.542 79.1804 72.0487 70.9513 68.7804 67.9125 71.0137 70.5414 threshold=208.66070562957725 0.62623602646416587 227.27189747287082 433.50000000000006 45.000000000000007 1.5000000000000002 0.93417607378068979 240.49109065449773 0.6959249224314995 29.500000000000004 255.25000000000003 33.000000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 10 9 8 -2 -6 -4 -5 -1 -3 -12 -13 right_child=1 2 7 4 6 -7 -8 -9 -10 -11 11 12 -14 leaf_value=-0.0029535168804233911 -0.0010210790838299764 -0.01052276879513583 0.0023184506518130889 -0.0051586042997252834 -0.0061092003971134016 -0.0061111583782480954 -0.0024001447851124793 0.0043097718187650163 -0.00038379477031221171 -0.0051143130879153752 0.0012011225021541783 0.000167969238384646 -0.0031731588989134538 leaf_count=55132 13575 1008 240395 6065 12425 20647 66935 38362 86213 52235 150709 115559 12778 internal_value=0 0.0289236 0.0365678 -0.061394 -0.0410896 -0.0958987 -0.0698573 0.060756 -0.016349 -0.093853 0.0124917 0.0134276 -0.00385965 internal_count=872038 593033 558811 279005 171638 34222 79360 278757 92278 107367 280054 279046 128337 shrinkage=0.0426706 Tree=32 num_leaves=14 num_cat=0 split_feature=16 1 20 16 16 32 0 0 30 17 9 30 30 split_gain=1422.24 387.189 341.25 186.688 123.776 121.071 99.1664 95.8053 63.2197 63.8283 61.586 61.1382 60.5727 threshold=220.95376155070434 437.50000000000006 0.50889684723033313 202.03077952836992 233.54290828503244 1.5000000000000002 29.500000000000004 37.500000000000007 1.0000000180025095e-35 70.594498462837009 0.93417607378068979 1.0000000180025095e-35 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 12 7 11 6 -1 -3 9 -5 -9 -4 -2 right_child=2 3 4 8 -6 -7 -8 10 -10 -11 -12 -13 -14 leaf_value=-0.0018149549140721929 0.0014628458575440886 -0.0006774027730615807 0.0016671602695862771 0.00019284675197128945 0.003005467064533801 -0.0062471544638849699 -0.004307785610842072 -0.0057775252239177909 -0.0018236144140552149 0.0047477049019000938 -0.0025204579787194616 -0.00062455479592510852 -0.0060309749691985779 leaf_count=64828 2365 50571 231008 155537 149051 24192 52657 12841 28484 5811 59775 23337 11581 internal_value=0 -0.0386088 0.0422352 -0.0189767 0.047552 -0.0819835 -0.0687182 -0.049293 0.000696261 0.00836387 -0.0725657 0.0341427 -0.111556 internal_count=872038 454696 417342 313019 403396 141677 117485 123187 189832 161348 72616 254345 13946 shrinkage=0.0426706 Tree=33 num_leaves=14 num_cat=0 split_feature=16 32 16 16 12 20 17 17 16 17 9 12 25 split_gain=1304.59 458.373 226.561 193.374 137.558 119.734 92.6715 81.2518 61.9391 60.8518 57.6444 58.1032 48.7819 threshold=211.37022952716384 1.5000000000000002 225.84606451473516 178.26646351257298 108.98832970144353 0.6959249224314995 73.839915033040697 46.441349308631793 240.49109065449773 100.95286870959625 0.95211107006921814 176.61879502661802 255.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 9 -3 -5 7 -7 -4 10 -1 -12 -2 right_child=1 4 8 5 -6 6 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0056769231927089646 -0.0098000205945000338 -0.0057221340587838027 0.0020741586882637108 -0.0038118294764603847 -0.00017452953241990863 0.0030541465850632216 0.0029553773931922773 -0.001493272308559638 0.0039375158698323172 0.00047530770999616923 -0.0034988174479526225 0.0080250090814340935 0.00055147834810168538 leaf_count=28055 832 20844 266881 34210 13351 7486 9903 161406 36982 5703 62075 807 223503 internal_value=0 0.0288642 0.0361281 -0.0519623 -0.0833394 -0.0351297 -0.0247589 -0.0302717 0.0539233 -0.0890631 -0.0953472 -0.0785301 0.0120244 internal_count=872038 562393 528198 309645 34195 213005 178795 168892 303863 96640 90937 62882 224335 shrinkage=0.0426706 Tree=34 num_leaves=14 num_cat=0 split_feature=16 33 20 16 16 17 17 32 11 0 14 26 19 split_gain=1195.49 320.877 295.446 205.926 121.188 80.8694 80.6879 71.1827 66.1967 61.6988 58.0504 50.9315 54.8398 threshold=218.9760883770318 2.5000000000000004 0.7450369552959154 189.59249264833076 232.58531048052819 70.594498462837009 92.364897328868452 1.5000000000000002 0.82581613871936466 33.000000000000007 19.30070109914136 2.0896391331016155 609.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 7 6 10 9 8 -1 -4 -5 -2 12 -11 right_child=1 -3 3 5 -6 -7 -8 -9 -10 11 -12 -13 -14 leaf_value=-0.0029062174628171379 -0.00066215924941173622 -0.0043794578440060957 -0.0036119176304044787 0.00026004439890113713 0.0026394833735754273 0.0033048732849629346 0.0018262412429749192 -0.00543712619075566 -0.00076560019371201069 -0.0021131759611002668 0.0013936491037164454 -0.006386156954679271 -0.00029053203395679948 leaf_count=53123 27933 16157 73084 97478 168734 10369 6676 32682 18680 50380 238917 3313 74512 internal_value=0 0.0357481 -0.038352 -0.0249236 0.0408811 -0.00890053 -0.0633456 -0.0906997 -0.0710678 -0.0128679 0.0276175 -0.0272854 -0.0240392 internal_count=872038 451741 420297 334492 435584 236052 98440 85805 91764 225683 266850 128205 124892 shrinkage=0.0426706 Tree=35 num_leaves=14 num_cat=0 split_feature=16 20 16 16 13 30 0 12 30 16 25 10 1 split_gain=1113.3 418.509 239.718 143.943 87.46 86.2651 74.8921 65.9703 67.5428 54.6175 53.5708 52.6148 47.7024 threshold=208.66070562957725 0.62623602646416587 228.53829551743226 172.6593666243476 26.257343492183818 1.5000000000000002 37.500000000000007 95.47056274847715 1.0000000180025095e-35 244.79049871750803 255.25000000000003 0.98756596388109963 2435.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 7 12 -5 -2 -6 10 -9 -4 -3 -11 -1 right_child=1 2 9 4 6 -7 -8 8 -10 11 -12 -13 -14 leaf_value=-0.0039836099168279191 -0.0008973325819215804 -0.0099773227066413291 0.002153887702191912 -0.0032159230973515256 -4.7203176056372106e-05 -0.0052703272712194141 -0.0019552416758356886 0.0013528724781043087 -0.0010192969546843377 0.0054618690371672374 -0.00017128720983531728 -0.016289018660774226 0.0011069203172803927 leaf_count=76184 13627 1023 240818 47323 66913 20676 85082 159132 25334 11896 120318 206 3506 internal_value=0 0.0244128 0.0309951 -0.0521869 -0.0378249 -0.0828003 -0.0261366 0.0121578 0.0240701 0.0537714 -0.00595164 0.119324 -0.0881087 internal_count=872038 593030 558727 279008 199318 34303 151995 305807 184466 252920 121341 12102 79690 shrinkage=0.0426706 Tree=36 num_leaves=14 num_cat=0 split_feature=16 1 20 0 32 0 9 20 16 14 16 11 30 split_gain=1016.36 308.602 252.297 156.224 97.5514 93.5616 93.1683 90.117 88.9047 53.6521 50.0986 47.691 45.7704 threshold=221.69133359456637 441.50000000000006 0.51972257353026219 46.500000000000007 1.5000000000000002 29.500000000000004 0.94382698984100111 0.64274923264756578 235.36879224765281 21.015486627456937 193.08389639639643 0.84740500240500249 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -2 7 5 11 -5 -3 9 -4 -8 -1 -11 right_child=2 3 8 6 -6 -7 10 -9 -10 12 -12 -13 -14 leaf_value=-0.0021270742397540405 -0.0040950155424764618 -0.0046763293863702681 7.1675616964255611e-05 -0.0046638640459968706 -0.0054144442241052743 -0.0037935630664018378 -0.0030104222476454354 0.00022041915397785344 0.0027846030091567102 0.001816996165169075 -0.00074756521107061124 0.00039915474995151515 -0.00035529292066506746 leaf_count=48093 13825 7078 48498 18760 24826 54424 24413 206130 112149 209675 65907 18975 19285 internal_value=0 -0.0316831 0.0367872 -0.014392 -0.0697694 -0.0580973 -0.0451728 0.00135594 0.0414979 0.031894 -0.0318534 -0.0330989 0.038294 internal_count=872038 468606 403432 322288 146318 121492 109080 213208 389607 277458 90320 67068 228960 shrinkage=0.0426706 Tree=37 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 2 14 32 17 17 17 1 25 split_gain=946.89 358.257 191.409 128.219 110.666 85.0087 55.6242 51.4585 49.9111 49.249 46.8506 45.6124 45.4525 threshold=208.66070562957725 1.5000000000000002 224.6533524904215 164.62355750487333 0.78013303378705789 13.409673659673661 20.602425495870325 1.5000000000000002 46.524098780363225 77.299733560088455 43.717890376924913 2435.5000000000005 255.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 12 11 -3 7 -4 8 -5 10 -7 -1 -2 right_child=1 4 6 5 -6 9 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0040930405680843955 -0.009377528794037214 -0.00434194545268928 0.00032293782633915669 0.00089810106146552635 0.0013006998992274987 0.0028280159034592737 0.0020953440334813751 -0.0049835521525837829 -0.0022777047519203864 0.0025744590819541517 -0.0011673512628315986 0.0013662607781468302 0.00032779919335747146 leaf_count=55804 882 28836 36263 9833 8108 5742 290604 11664 107713 8210 77080 2933 228366 internal_value=0 0.0226251 0.02896 -0.0480201 -0.0727332 -0.0369489 0.044497 -0.0534393 -0.0471529 -0.0135426 -0.0208658 -0.0895332 0.00680701 internal_count=872038 593059 556115 278979 36944 220242 326867 129210 117546 91032 82822 58737 229248 shrinkage=0.0426706 Tree=38 num_leaves=14 num_cat=0 split_feature=16 20 16 32 2 9 16 16 11 8 0 32 0 split_gain=867.957 338.454 181.485 120.872 107.426 63.5341 60.6458 59.0293 55.2372 45.402 53.6226 44.8911 46.7228 threshold=207.0226592665214 0.7450369552959154 224.83779513059406 1.5000000000000002 13.409673659673661 0.94249013784517555 155.48759765171192 240.8602989856542 0.64623449923783638 332.50000000000006 33.000000000000007 1.5000000000000002 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 9 -2 6 -6 -1 -4 -7 -3 -11 12 -8 right_child=1 2 7 -5 5 8 11 -9 -10 10 -12 -13 -14 leaf_value=-0.0045817416927905127 -0.00014061817854095325 -0.0032087872275752796 0.0016517639828966236 -0.0042366485182922823 -0.0028798447383171178 0.003311546580173518 -0.00075771837445926741 0.0035175252295787931 -0.00071922120622308291 0.0010458544902127761 -0.0002571816510735842 -0.0048282762881567149 -0.0026311757144513131 leaf_count=27023 24004 6547 285929 28924 23954 6791 33360 34613 69985 115095 114918 12253 88642 internal_value=0 0.0206656 0.0279258 -0.0557529 -0.0481495 -0.0225279 -0.0641521 0.0434312 -0.0084998 0.00691587 0.00925316 -0.0554522 -0.0496572 internal_count=872038 610030 557102 52928 262008 100730 161278 320542 76776 236560 230013 134255 122002 shrinkage=0.0426706 Tree=39 num_leaves=14 num_cat=0 split_feature=16 12 16 16 32 30 13 17 17 30 12 16 0 split_gain=791.508 313.816 170.191 102.357 93.1254 67.8822 62.6659 57.519 61.6007 54.1445 51.1431 46.1602 39.8161 threshold=207.0226592665214 73.47056274847715 225.99652139906144 172.6593666243476 1.5000000000000002 1.0000000180025095e-35 27.562758135771595 77.299733560088455 46.524098780363225 1.0000000180025095e-35 95.47056274847715 243.96136158258579 45.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 5 12 -2 10 -5 8 -8 11 -3 -4 -1 right_child=1 2 9 6 -6 -7 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0025654934773290776 -0.0012439283488800189 -0.00019765398885806772 0.001845382540530696 -0.0026174235016759887 -0.0054660156790898402 -0.0014169854797830919 0.0025254439303861844 0.0024522148743075945 -0.0013902268332643812 2.348156649484201e-05 0.0011096706104898797 0.0043900131447824854 -0.0045920402977215969 leaf_count=53266 27043 91528 264076 54333 14673 35891 7830 8747 111279 28694 134625 13651 26402 internal_value=0 0.0197614 0.0259047 -0.0459641 -0.0639547 0.00719411 -0.0328902 -0.0208002 -0.026548 0.0419056 0.013606 0.0461784 -0.0758624 internal_count=872038 610181 568465 261857 41716 262044 182189 127856 119109 306421 226153 277727 79668 shrinkage=0.0426706 Tree=40 num_leaves=14 num_cat=0 split_feature=16 33 29 16 0 9 1 13 9 17 14 0 29 split_gain=736.07 242.283 161.021 110.085 90.5167 70.7945 62.7347 49.1751 48.4851 44.6165 43.7557 43.2705 41.0524 threshold=215.00340259950511 2.5000000000000004 0.58973456756707998 229.6365437732677 40.500000000000007 0.93525391576085815 571.50000000000011 31.803936108521246 0.94313258299908798 65.462685217773057 12.161887625464638 33.000000000000007 0.15918280514046301 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 10 6 -6 -4 -7 -8 -10 -2 -12 -5 right_child=1 -3 4 12 5 7 8 -9 9 -11 11 -13 -14 leaf_value=-0.0030235514359335624 -0.0038196274127989017 -0.003679805950754554 -0.0010350676885100736 -0.0080513869001410544 -0.0044500421675630264 -0.0026190155301250881 -0.0011060621785003524 -0.0007533404268580846 0.00089737680592849307 0.0043322887246826855 0.0011462708583811598 2.3479453848975627e-05 0.0019280643159316833 leaf_count=91950 3981 19101 73158 753 15645 39041 17546 75410 37202 8449 153179 105566 231057 internal_value=0 0.0242732 -0.0347761 0.0285415 -0.0223246 -0.041194 -0.00432128 -0.0325693 0.0187569 0.0359288 0.014527 0.0161277 0.0444252 internal_count=872038 513637 358401 494536 266451 130096 136355 114451 63197 45651 262726 258745 231810 shrinkage=0.0426706 Tree=41 num_leaves=14 num_cat=0 split_feature=16 13 0 32 2 30 1 1 9 30 17 16 20 split_gain=686.064 291.891 165.671 92.9687 78.8754 78.477 77.3401 71.497 55.1377 50.5369 46.3063 45.2655 40.3351 threshold=204.0639829823356 26.257343492183818 33.000000000000007 1.5000000000000002 13.409673659673661 1.0000000180025095e-35 640.50000000000011 661.50000000000011 0.95588705330843193 1.0000000180025095e-35 65.462685217773057 153.65357145376441 0.47464602951980234 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 7 -2 11 6 -4 12 -6 -9 -10 -1 -3 right_child=1 2 5 -5 8 -7 -8 9 10 -11 -12 -13 -14 leaf_value=-0.0042538064917868306 -0.0010951707816757332 -0.0053260199424786363 -0.0010070131913895684 -0.0049397771487668732 -0.0023276968120623629 -0.0021786150741618872 0.00090911275738105187 0.0022710279825853118 -0.00063801391945935587 0.00036113271811395953 0.002901323902098284 -0.0022444628935739852 0.00089878555800626265 leaf_count=24521 36593 1920 54157 16669 33462 25407 131443 194914 46629 28976 7866 121862 147619 internal_value=0 0.0170065 0.0234651 -0.0538635 -0.0462666 0.00106706 0.00820233 0.0361212 -0.0225989 0.0474296 -0.00297942 -0.0604879 0.0191903 internal_count=872038 637698 584436 53262 234340 211007 185600 373429 87957 223890 54495 146383 149539 shrinkage=0.0426706 Tree=42 num_leaves=14 num_cat=0 split_feature=1 0 32 0 20 9 1 1 11 2 30 14 26 split_gain=618.839 319.042 133.975 118.137 97.1663 76.8461 72.2229 72.066 54.9506 48.3907 40.4079 45.7502 39.4191 threshold=465.50000000000006 40.500000000000007 1.5000000000000002 29.500000000000004 0.7450369552959154 0.9573731951561032 676.50000000000011 661.50000000000011 0.84740500240500249 58.219387755102048 1.0000000180025095e-35 67.725427974892497 1.5929545937100276 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 -2 9 -7 -6 -1 12 11 -9 -3 right_child=1 5 -4 -5 7 6 -8 10 -10 -11 -12 -13 -14 leaf_value=-0.0013804601871977484 -0.0018182923275980453 -0.0020665821260684955 -0.0044665235366157978 -0.0029207750838821166 0.00065122577161267736 -0.0013982996594981143 0.00049273737149768194 0.0018359968280271882 0.00071322005566333514 0.00070170745545254307 0.00039665650979593404 0.0044771684475200394 -0.0051592290317851982 leaf_count=62494 18069 35677 35009 68762 160658 61977 90427 238089 35958 9048 33795 12572 9503 internal_value=0 0.0146976 -0.0484219 -0.0366445 0.0292746 -0.017978 -0.00647464 0.0321928 -0.014431 -0.0503075 0.0417554 0.0461317 -0.0636757 internal_count=872038 669815 202223 167214 463183 206632 152404 445114 98452 54228 284456 250661 45180 shrinkage=0.0426706 Tree=43 num_leaves=14 num_cat=0 split_feature=16 20 16 16 30 17 32 13 17 0 30 29 16 split_gain=591.075 248.915 147.358 73.0597 67.9149 53.5255 73.5203 53.3148 49.7608 43.1857 47.3962 47.1211 43.1357 threshold=204.0639829823356 0.66667723190702599 228.53829551743226 164.62355750487333 1.5000000000000002 46.016366675093884 1.5000000000000002 30.969601336355876 81.35853954168401 33.000000000000007 1.0000000180025095e-35 1.4808806989635743 183.99451223215164 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 7 -1 -2 6 -5 -3 12 -9 -11 -12 -7 right_child=1 2 -4 5 -6 8 -8 9 -10 10 11 -13 -14 leaf_value=-0.0031403775458318504 -0.00057532600272942078 -0.00061345156324927198 0.0016834846898666656 0.0020969305640788686 -0.0039444876129422577 -0.0030246142986478128 -0.0042862693156357828 0.0011754941130450462 0.0013936486433458208 0.00036230078015134953 -0.00042661545689473015 -0.0055402184764357749 -0.0013970111922565552 leaf_count=58606 19832 83586 251800 15178 24171 41169 4193 129782 9132 114310 9249 5085 105945 internal_value=0 0.0157161 0.0210938 -0.043023 -0.0568546 -0.0328203 0.0167619 0.00757708 -0.0389674 0.0146778 0.00169362 -0.0525109 -0.0434137 internal_count=872038 637815 593812 234223 44003 175617 19371 342012 156246 258426 128644 14334 147114 shrinkage=0.0426706 Tree=44 num_leaves=14 num_cat=0 split_feature=16 13 20 9 0 1 16 17 0 14 0 32 11 split_gain=549.269 190.689 130.946 120.642 78.5093 61.0442 59.7851 48.8142 47.1452 40.8943 40.8332 46.1543 37.648 threshold=222.07459768323204 26.257343492183818 0.49879662013083992 0.93960078661952606 33.000000000000007 664.50000000000011 237.52933431770643 67.838207905884445 24.000000000000004 20.075342536511311 35.000000000000007 1.5000000000000002 0.73461920024420035 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 -2 8 7 -6 9 -5 -3 -4 11 -1 -9 right_child=2 3 6 4 5 -7 -8 12 -10 -11 -12 -13 -14 leaf_value=-0.0014204155227684084 -0.0031253412012854156 -0.00067946093189410453 -0.00036116680630684432 0.00037694356291102045 -0.001530580420651094 3.9043880834054925e-05 0.0023899843381359935 0.0046658548393468079 -0.0031637381531794896 0.0012202305979281383 -0.0037121443881087991 -0.0042109539436668668 -0.0016814755804033211 leaf_count=55981 12502 21777 33388 117920 91099 89373 75323 8504 38497 275072 37106 13369 2127 internal_value=0 -0.0229323 0.0274718 -0.0121832 -0.00420089 -0.0176532 0.0307527 0.0146848 -0.0531084 0.0245851 -0.0602208 -0.0458949 0.0795844 internal_count=872038 475753 396285 369297 309023 180472 383783 128551 60274 308460 106456 69350 10631 shrinkage=0.0426706 Tree=45 num_leaves=14 num_cat=0 split_feature=16 29 12 16 0 0 29 1 30 19 32 32 11 split_gain=503.827 169.627 126.226 97.5135 54.8258 52.506 49.4718 58.4539 47.0411 45.7477 40.2772 39.2805 39.8264 threshold=221.33420657656674 0.51848337089607244 74.056349186104057 184.8549123716808 33.000000000000007 29.500000000000004 1.5298249289149168 676.50000000000011 1.0000000180025095e-35 211.25000000000003 1.5000000000000002 1.5000000000000002 0.83038356092645815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 10 -3 9 -4 7 -6 -8 -5 -2 12 -1 right_child=2 3 5 4 6 -7 8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0029534354148273768 -0.00066211916841370417 -0.0019236618204173314 0.0016107700195488277 -0.01031927263271201 -0.0012831722461462964 0.00056752188490218243 -0.0012696320925202288 0.00039790144083842483 -0.00617222263008807 0.00046567207528573271 -0.0046384461505188717 -0.0041843254271474875 -0.00063012729219635453 leaf_count=37808 11324 78600 257399 720 82683 133345 9775 69166 5608 133149 7856 23766 20839 internal_value=0 -0.0226417 0.0255178 -0.0137159 -0.0055281 0.0294055 -0.0176011 -0.0121268 -0.0716398 0.0095538 -0.0536856 -0.0637658 -0.049868 internal_count=872038 462114 409924 379701 301101 390744 167232 151849 15383 133869 19180 82413 58647 shrinkage=0.0426706 Tree=46 num_leaves=14 num_cat=0 split_feature=16 20 0 32 19 19 9 13 13 30 0 23 25 split_gain=469.806 203.859 107.514 81.4568 69.0165 61.8242 59.8507 80.4477 55.5926 54.7687 40.6416 38.9003 38.0347 threshold=204.0639829823356 0.77027799227799243 33.000000000000007 1.5000000000000002 576.25000000000011 617.75000000000011 0.93960078661952606 69.337630576909064 26.257343492183818 1.0000000180025095e-35 40.500000000000007 1.2731327254104474 255.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 4 -2 12 -4 -1 8 -8 -7 -10 -11 -3 right_child=1 2 5 -5 -6 9 7 -9 10 11 -12 -13 -14 leaf_value=-0.0031114371295792955 -0.00015739556133942493 -0.0076165197911748743 -0.0011111764494271857 -0.0032207098511382775 0.001676369697920347 0.00081867346218351207 -0.0024206968924637986 0.0049710206849937722 -6.7103097403971171e-05 -0.00036177545810447807 -0.0016273735136121295 -0.0049242959838059486 0.00048918017427367468 leaf_count=41075 31434 1064 57890 31789 256644 131006 67529 3634 57300 10255 64741 5092 112585 internal_value=0 0.014111 0.0200418 -0.0397851 0.0302014 0.00162253 -0.0382529 -0.0308832 -0.0337085 0.0125648 -0.02097 -0.0439549 0.00968567 internal_count=872038 637759 574536 63223 370293 204243 234279 193204 189570 146353 122041 15347 113649 shrinkage=0.0426706 Tree=47 num_leaves=14 num_cat=0 split_feature=14 16 0 0 32 20 29 17 16 10 30 16 11 split_gain=438.389 233.471 100.407 98.0631 85.4257 67.569 64.7093 46.9493 42.6555 52.763 43.1412 36.1018 35.8718 threshold=19.781103955889904 223.14604152367883 29.500000000000004 48.000000000000007 1.5000000000000002 0.7450369552959154 1.5298249289149168 77.299733560088455 244.79049871750803 0.98756596388109963 1.0000000180025095e-35 185.72343233389654 0.84654951935796818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 5 12 -2 11 -7 10 -10 -3 -5 -1 right_child=1 8 -4 6 -6 7 -8 -9 9 -11 -12 -13 -14 leaf_value=-0.0011111901473349318 -0.0023651174197431989 0.0013766428152955084 -0.0029266497862711714 -0.0027069443707047288 -0.0036709402278112657 0.00022178622303096983 -0.0044931639129423577 0.0028962856225504463 0.004150562979913586 -0.018225510555367461 -0.00030535702802247347 -0.00055219511278402377 0.00056296337601916165 leaf_count=61312 17713 296463 80304 18300 17998 213091 11256 12661 11974 195 30634 62546 37591 internal_value=0 0.0122346 -0.0413624 -0.00646788 -0.0226606 0.0040464 -0.0342616 0.00871284 0.0307332 0.0888669 0.0285704 -0.0243713 -0.0111289 internal_count=872038 674833 197205 335567 116901 243465 92102 225752 339266 12169 327097 80846 98903 shrinkage=0.0426706 Tree=48 num_leaves=14 num_cat=0 split_feature=14 0 0 13 32 30 16 30 26 14 13 22 11 split_gain=402.81 211.683 92.665 85.1986 79.561 67.8082 54.4885 43.7428 49.9062 43.7104 37.7115 34.9308 29.7033 threshold=20.004960194116411 45.000000000000007 29.500000000000004 31.803936108521246 1.5000000000000002 1.0000000180025095e-35 192.4266702801682 1.0000000180025095e-35 1.4404978171293237 73.661613717268139 31.907261617703316 244.25000000000003 0.84654951935796818 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 11 9 -3 10 -9 -5 -8 -1 -13 right_child=1 6 -4 5 -6 -7 7 8 -10 -11 -12 12 -14 leaf_value=-0.0041604278296018303 -0.00011567663850408358 -0.0023418220633863547 -0.0027268213715582312 0.0013442363218664286 -0.0035011078129490976 -0.00024436204449496959 -0.0017858183381168401 -0.00091484203891863862 -0.0058902829137728483 0.0039537591880604321 0.00029245328016286895 -0.00085230195846584898 0.00066262225045549117 leaf_count=4399 110477 35161 84915 335731 18136 50075 19607 12224 5246 12109 84026 61867 38065 internal_value=0 0.0119634 -0.0385183 0.0218574 -0.0209166 0.0286786 -0.0202261 -0.0101643 -0.0564534 0.0336316 -0.00236107 -0.0102897 -0.00645067 internal_count=872038 664656 207382 508392 122467 397915 156264 121103 17470 347840 103633 104331 99932 shrinkage=0.0426706 Tree=49 num_leaves=14 num_cat=0 split_feature=16 14 0 32 31 16 17 32 19 1 28 16 25 split_gain=376.26 164.424 87.9039 77.0139 56.9257 56.5423 47.741 57.8361 47.1709 44.0609 42.6049 38.6027 36.6985 threshold=204.0639829823356 20.145405274949379 29.500000000000004 1.5000000000000002 1.5000000000000002 153.65357145376441 40.802624256334774 1.5000000000000002 625.75000000000011 2435.5000000000005 306.25000000000006 181.27869931542918 3728.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 -3 10 8 9 7 -7 -4 -1 -2 -8 -12 right_child=1 2 4 -5 -6 6 11 -9 -10 -11 12 -13 -14 leaf_value=-0.0034525982338620273 -0.0079081416164251527 0.0013383765404915756 -0.00058043760039697427 -0.0034890914824129739 -0.0015395205429913775 0.0025099805529312145 -0.0022761769898425486 -0.0035854808680374621 0.00086224757506477403 0.0025661304693901325 -0.00030410381589581511 -0.00095119183323877149 -0.018836757598123172 leaf_count=32608 1379 292552 56152 18719 28886 12018 59009 3709 155655 2376 84260 124520 195 internal_value=0 0.0126099 0.0197195 -0.0236509 0.00556446 -0.0342542 -0.0277441 0.0251332 0.0112438 -0.0713331 -0.0109765 -0.0322753 -0.00812959 internal_count=872038 637798 533245 104553 240693 234240 199256 15727 211807 34984 85834 183529 84455 shrinkage=0.0426706 Tree=50 num_leaves=14 num_cat=0 split_feature=26 0 32 1 11 25 30 22 26 0 21 0 30 split_gain=347.093 175.105 80.2365 71.2759 65.5678 61.856 56.4674 48.3919 45.561 40.9217 31.5135 31.0283 29.9531 threshold=0.76606183154451124 35.000000000000007 1.5000000000000002 655.50000000000011 0.85716059896387775 641.25000000000011 1.0000000180025095e-35 193.50000000000003 1.4404978171293237 33.000000000000007 1.5000000000000002 49.500000000000007 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 9 -3 11 -2 -8 -1 -5 -7 -12 right_child=1 5 -4 10 -6 6 8 -9 -10 -11 12 -13 -14 leaf_value=-0.00095900501576726268 -0.0082392231051692313 -0.0012765560178197369 -0.0031138779535594841 0.0027582960602556719 0.0003286725242311553 0.00090146819963076309 -0.00055769605819338327 0.00039243895496550446 -0.0047896872197882223 -0.0025876766117548483 0.0014694972244651944 -0.00049432934699613392 -8.6137831186738149e-05 leaf_count=70607 1191 95290 45292 30221 43756 87655 14167 167871 6882 46647 193620 43334 25505 internal_value=0 0.0111535 -0.0357913 0.0236226 -0.0253317 -0.00994062 0.00257931 0.00777189 -0.0454962 -0.0376591 0.0343698 0.0103047 0.0301948 internal_count=872038 665736 206302 418408 161010 247328 152038 169062 21049 117254 249346 130989 219125 shrinkage=0.0426706 Tree=51 num_leaves=14 num_cat=0 split_feature=16 13 0 9 12 30 8 32 13 20 21 26 17 split_gain=327.456 143.586 83.7266 53.5159 66.9617 48.1769 52.5863 44.1988 41.9429 37.9999 32.8918 31.9327 28.724 threshold=203.25978191816208 26.257343492183818 29.500000000000004 0.95526123865771451 191.36753236814715 1.0000000180025095e-35 707.50000000000011 1.5000000000000002 26.257343492183818 0.47464602951980234 14.500000000000002 1.4278110280837202 73.839915033040697 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 7 9 -1 8 6 -4 10 -5 -3 -2 -7 -10 right_child=1 2 5 4 -6 11 -8 -9 12 -11 -12 -13 -14 leaf_value=-0.0023984889676951422 -0.00057550622941964055 -0.0035534853479232947 -0.00049234325182790273 -0.0019559178860460379 0.0073057603017634646 -0.00061862755635332513 0.00083980805210863245 -0.0034079966725227111 -0.00073751346155880536 0.0011848914678484427 -0.0084269669785964185 -0.0036721237001055003 0.0019108137229501565 leaf_count=67231 36590 3111 87209 59184 1763 22982 141490 16962 91442 326399 998 8558 8119 internal_value=0 0.0115908 0.0161311 -0.0325237 -0.0226026 0.0027236 0.0077764 -0.0374941 -0.0247551 0.0267199 -0.0183726 -0.0339146 -0.0122227 internal_count=872038 644299 589749 227739 160508 260239 228699 54550 158745 329510 37588 31540 99561 shrinkage=0.0426706 Tree=52 num_leaves=14 num_cat=0 split_feature=1 0 0 32 20 16 26 16 11 30 16 10 29 split_gain=306.313 160.865 78.3748 67.3645 64.2986 47.9245 43.3432 35.998 33.0443 31.8042 29.0338 31.983 28.7225 threshold=494.50000000000006 46.500000000000007 29.500000000000004 1.5000000000000002 0.7503556907483977 223.81504479501012 1.4974402059483907 181.27869931542918 0.84740500240500249 1.0000000180025095e-35 245.85629154181942 0.98756596388109963 0.51848337089607244 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 8 -2 -6 7 -3 -1 -8 -7 -12 -4 right_child=1 6 12 -5 5 10 9 -9 -10 -11 11 -13 -14 leaf_value=-0.00081775683906829889 -0.0015737489981875793 -0.0024706965366903485 -0.0031880941197471196 -0.0029619474695888413 0.00040752379189522883 0.0011916946342668256 -0.0016341184559928094 -0.0002486523960542284 0.00067534509239120064 -0.005585738653377032 0.004061974301146032 -0.018036341900257241 -0.0016792843400335691 leaf_count=71939 19629 15472 36310 19631 199973 284198 11926 93480 43192 5382 8244 121 62541 internal_value=0 0.0113635 -0.0309567 -0.0152695 0.0192449 0.0214816 -0.0206069 -0.0132222 -0.00603722 -0.0670929 0.0296369 0.0877026 -0.0523429 internal_count=872038 638425 233613 134762 512165 492536 126260 108952 115131 17308 292563 8365 98851 shrinkage=0.0426706 Tree=53 num_leaves=14 num_cat=0 split_feature=14 0 0 23 32 25 16 30 26 22 13 30 21 split_gain=284.533 152.889 75.5227 67.574 61.0657 44.4016 40.6915 33.6044 38.5032 31.2083 29.4151 28.229 26.4569 threshold=20.145405274949379 45.000000000000007 33.000000000000007 0.8221788847947421 1.5000000000000002 661.25000000000011 193.08389639639643 1.0000000180025095e-35 1.4039607190900634 302.25000000000006 35.317677975046927 1.0000000180025095e-35 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 11 9 -5 -3 10 -9 -1 -8 -2 -7 right_child=1 6 -4 5 -6 12 7 8 -10 -11 -12 -13 -14 leaf_value=-0.0028113132408545262 -4.8614004366609612e-05 -0.0019981451052020235 -0.0024734011465473633 0.00050938495901625344 -0.0028937966622399609 0.0023734289995864495 -0.0010931112991907201 -0.00073077292352537605 -0.005077440638917287 -0.00021396038095873764 0.0004472374082322668 -0.0022666905101974685 0.0011688287271802472 leaf_count=9110 44084 35711 72458 201977 21180 39678 33721 11765 5420 111690 68280 13692 203272 internal_value=0 0.010252 -0.0316951 0.0187159 -0.0182886 0.0228939 -0.017217 -0.00834505 -0.0492535 -0.00960467 -0.00145285 -0.0134581 0.0320024 internal_count=872038 657600 214438 502703 141980 444927 154897 119186 17185 120800 102001 57776 242950 shrinkage=0.0426706 Tree=54 num_leaves=14 num_cat=0 split_feature=16 13 0 9 13 20 1 30 1 2 16 21 26 split_gain=263.165 115.759 70.7871 49.5361 62.7494 38.031 34.6005 33.4879 36.5584 32.4404 29.7441 27.8827 26.1048 threshold=203.25978191816208 26.257343492183818 33.000000000000007 0.95211107006921814 67.539324928559964 0.47464602951980234 134.50000000000003 1.0000000180025095e-35 691.50000000000011 13.530931122448981 237.99625430958923 14.500000000000002 1.7260260379455428 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 5 -1 9 -3 -2 8 -4 -5 -7 -8 -9 right_child=1 2 7 4 -6 10 11 12 -10 -11 -12 -13 -14 leaf_value=-0.0023043751606702241 -0.0039611049113277737 -0.0033283125928438169 -0.00056620301091819 -0.0013895802679633773 0.0057964788031179904 0.00084777591689050075 -0.00081414210955113001 -0.00077528440298593152 0.00065833047754754528 -0.00011403937057402241 0.0019080706471883209 -0.0075117343100621946 -0.0041895539478375562 leaf_count=59633 8396 3716 71568 111635 2530 314890 44938 20928 116905 53800 56874 1161 5064 internal_value=0 0.0103111 0.0143846 -0.0292443 -0.0204538 0.0226631 -0.0337863 -0.000109377 0.00453108 -0.0228441 0.0236693 -0.0230327 -0.0337582 internal_count=872038 644440 589945 227598 167965 375480 54495 214465 188473 165435 371764 46099 25992 shrinkage=0.0426706 Tree=55 num_leaves=14 num_cat=0 split_feature=16 20 29 16 17 17 11 17 16 30 11 9 23 split_gain=247.988 95.0387 61.5993 61.5203 51.3208 49.7352 41.478 38.055 37.5968 34.2481 29.8525 29.7907 27.4748 threshold=222.2488171355499 0.7450369552959154 0.15918280514046301 180.2948092024964 70.594498462837009 44.020367315145087 0.86250142987874645 100.95286870959625 239.23773493665891 1.0000000180025095e-35 0.71345345830639961 0.96330421596810367 1.7898499845467444 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 -2 6 5 -5 7 -3 9 -4 -6 -1 -7 right_child=2 3 8 4 10 12 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0027142521465979858 -0.0040035136685909025 -0.0020654697455230646 0.00082662069335239668 0.0042244453166619201 0.0037667605093176693 -0.00022477086051357769 0.0022473084104982807 0.002192563895221827 0.0019074634707146668 -0.00061174452274140214 -0.00073825748591173519 -0.0011740312730877513 -0.0028072007182729387 leaf_count=42706 4821 60793 301640 4508 9472 292067 4969 4078 52849 33487 3734 49215 7699 internal_value=0 -0.0153768 0.0185171 -0.00851645 -0.00260535 -0.00525411 -0.0353872 -0.042132 0.0199131 0.0160039 0.0584235 -0.0442837 -0.00682194 internal_count=872038 479241 392797 387320 317480 304274 69840 64871 387976 335127 13206 91921 299766 shrinkage=0.0426706 Tree=56 num_leaves=14 num_cat=0 split_feature=14 0 13 0 30 32 29 14 14 13 22 30 9 split_gain=230.814 126.574 66.1457 65.0753 48.8555 48.2507 37.1541 37.8134 36.6317 32.1186 27.917 25.5341 25.4852 threshold=20.004960194116411 48.000000000000007 30.969601336355876 33.000000000000007 1.0000000180025095e-35 1.5000000000000002 1.5298249289149168 49.824998216597564 73.661613717268139 35.100963875530589 193.50000000000003 1.0000000180025095e-35 0.97347687010928718 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 8 10 9 11 -4 -3 -1 -8 -12 right_child=1 6 4 -5 -6 -7 7 -9 -10 -11 12 -13 -14 leaf_value=-0.0049080123159531801 -0.00033297267406082485 -0.001652970570966694 0.00095695636529612236 -0.0023039230971340446 -0.00030684183101879065 -0.0025945379605235254 -0.0027503092060722949 0.0007035928803892171 0.0032260298035286994 -2.5113189757451729e-06 -0.0007138463724571121 -0.007049979849708116 0.00064499438241489269 leaf_count=2413 102509 34544 385375 69752 56561 20851 7966 3995 13405 56718 76957 3675 37317 internal_value=0 0.00910604 0.0151465 -0.0291131 0.0203131 -0.0164953 -0.0224162 -0.0674565 0.0242141 -0.0146995 -0.0085777 -0.0962652 -0.00633005 internal_count=872038 664748 557850 207290 455341 137538 106898 15636 398780 91262 116687 11641 114274 shrinkage=0.0426706 Tree=57 num_leaves=14 num_cat=0 split_feature=16 33 1 16 17 32 8 30 0 14 10 17 11 split_gain=213.583 94.9628 58.9147 43.9834 47.9778 45.2811 41.3483 41.2604 40.0288 34.7257 32.0701 31.181 30.519 threshold=203.66345223015833 2.5000000000000004 655.50000000000011 153.65357145376441 40.802624256334774 1.5000000000000002 123.50000000000001 1.0000000180025095e-35 29.500000000000004 67.725427974892497 0.93503887752503234 77.299733560088455 0.70002413127413143 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 9 5 -5 -2 -4 -8 -1 11 -6 -13 right_child=1 -3 7 4 10 -7 8 -9 -10 -11 -12 12 -14 leaf_value=-0.0027189920698277846 -0.0054737939442020579 -0.0021660553757489394 0.0010126155174227942 0.0026690545320147601 -0.0010869328924575259 -0.002733092709934013 0.00047361225386677059 -0.00039275641989677297 -0.00065687439904406559 0.0058707303090292 -0.003630470032171713 0.0027305467983613921 -0.0019642522001020123 leaf_count=34143 2490 25172 326316 12022 160266 3693 153226 43056 90839 879 8417 7792 3727 internal_value=0 0.00944099 0.0119014 -0.0260273 -0.0201924 0.0327991 -6.9373e-05 0.0198919 0.00123866 -0.0586681 -0.0248137 -0.0218607 0.0283927 internal_count=872038 641099 615927 230939 195917 15715 246555 369372 244065 35022 180202 171785 11519 shrinkage=0.0426706 Tree=58 num_leaves=14 num_cat=0 split_feature=26 0 25 32 11 25 9 19 16 21 25 16 23 split_gain=200.14 109.177 53.3553 45.1785 52.1154 40.1869 35.4789 33.9676 29.0717 22.592 28.2813 23.4742 22.6457 threshold=0.76606183154451124 40.500000000000007 661.25000000000011 1.5000000000000002 0.83038356092645815 641.25000000000011 0.9573731951561032 183.25000000000003 158.70087199542681 1.5000000000000002 6439.7500000000009 213.53400464856443 1.5558173950586609 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 4 8 -3 -7 -2 -1 11 -11 -4 -12 right_child=1 5 9 -5 -6 6 -8 -9 -10 10 12 -13 -14 leaf_value=-0.002896583079535651 -0.0072910436879560928 -0.0012872454167191197 0.0052717281829238703 -0.0023533093302170985 0.00010481668078487508 -0.0010898185110019688 0.00046731520822879081 0.00031064179227926889 -0.0010755373906507369 0.0010493808262254406 -0.011413539289607165 0.0017961578463445459 0.0015783316674708346 leaf_count=20232 1075 72153 4042 45255 65065 38793 85062 244378 75629 190949 598 28394 413 internal_value=0 0.00841827 0.0166888 -0.0272367 -0.0193868 -0.011407 -0.000478066 0.00649977 -0.0342128 0.027834 0.0237094 0.0522436 -0.143103 internal_count=872038 665857 469849 206181 160926 196008 123855 245453 95861 224396 191960 32436 1011 shrinkage=0.0426706 Tree=59 num_leaves=14 num_cat=0 split_feature=14 0 0 20 16 32 30 26 22 21 11 16 9 split_gain=188.998 108.277 53.745 51.3188 44.6173 33.1141 31.0441 32.2507 31.8921 30.8606 26.4658 25.2135 25.4037 threshold=19.781103955889904 35.000000000000007 26.000000000000004 0.56161037307169115 193.08389639639643 1.5000000000000002 1.0000000180025095e-35 1.7572534934620352 544.25000000000011 1.5000000000000002 0.80303163890714602 224.6533524904215 0.9387918940185328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 -2 -3 -1 8 -8 -6 -5 -4 12 -11 right_child=1 4 10 9 6 -7 7 -9 -10 11 -12 -13 -14 leaf_value=-0.00015656244777455315 -0.0027907275436280772 -0.0015109412939335503 -0.0027038203812512268 0.0020188216201349929 -0.0012670137208710354 -0.0022893277079405689 -0.00070454346675779048 -0.0044342397458283838 0.00034677701454636643 -0.0010466918140559142 -0.0012662457965105119 0.0010058532897893504 0.0005202236588022944 leaf_count=86467 7242 48276 41416 36390 25900 15655 21976 5225 160280 22125 53359 220871 126856 internal_value=0 0.00796376 -0.0272473 0.0180379 -0.00795593 -0.0113312 -0.00174476 -0.0333011 0.00286563 0.0195254 -0.0443972 0.0167914 0.0067382 internal_count=872038 675141 196897 413484 261657 102122 213381 27201 186180 406242 94775 369852 148981 shrinkage=0.0426706 Tree=60 num_leaves=14 num_cat=0 split_feature=13 16 9 11 17 0 11 32 16 10 21 20 1 split_gain=175.157 111.513 76.4874 67.594 39.1264 32.7427 30.0301 31.7181 28.7549 32.3355 27.7753 25.9637 23.837 threshold=26.257343492183818 223.14604152367883 0.95462878940646645 0.69005474997016358 65.462685217773057 24.000000000000004 0.82221024904214568 1.5000000000000002 245.85629154181942 0.98756596388109963 14.500000000000002 0.58174242292762235 697.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 5 4 -4 11 -1 10 -3 -10 -8 -2 -5 right_child=1 8 3 12 -6 -7 7 -9 9 -11 -12 -13 -14 leaf_value=-0.0020847282756294161 -0.0043628847207379607 0.00072826007497485867 0.0009246278119407976 -0.00040999179284349313 0.0042504552940279333 -0.0018191655332757313 -0.00011280247836295706 -0.0027144227132345632 0.0034900571923302615 -0.018195942473252524 -0.0070164550586668591 4.0932003944817211e-05 0.00045868799020303344 leaf_count=67509 2614 348250 18449 167074 9895 65960 46286 12156 8796 127 1086 36125 87711 internal_value=0 0.00575458 -0.00598642 0.00255351 0.0488788 -0.0290803 -0.0344188 -0.0180456 0.0185033 0.0745573 -0.00635258 -0.00600473 -0.00260002 internal_count=872038 745001 387828 283129 28344 104699 127037 59528 357173 8923 47372 38739 254785 shrinkage=0.0426706 Tree=61 num_leaves=14 num_cat=0 split_feature=16 30 8 9 13 25 21 2 0 16 17 29 23 split_gain=163.461 76.1714 61.6727 40.1657 49.7701 37.028 37.7467 33.8608 31.2189 28.1077 29.9721 26.8337 33.6532 threshold=202.03077952836992 1.0000000180025095e-35 692.50000000000011 0.9387918940185328 69.337630576909064 255.25000000000003 3.5000000000000004 47.693979933110377 29.500000000000004 149.72507309941523 45.137074463774489 1.8646468766432538 0.86260205774975118 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 9 6 -2 11 -7 -5 -11 12 -3 right_child=1 7 -4 4 -6 8 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.0022723313589761455 0.00012006577910641783 -0.0020165358070319442 0.00091230472697253671 -0.0024216009767552941 0.0043005019345278049 0.00043566223573180204 -0.013649364204234312 0.00060504962728008592 -0.00054774573879910586 0.00060272181324906463 -0.00093613084393683401 -0.0039860501439741907 1.400696412178216e-05 leaf_count=38098 723 30907 317207 18472 3488 151889 727 22311 95880 28036 129456 6218 28626 internal_value=0 0.00787748 0.0121312 -0.0237631 -0.0175024 0.000359041 -0.158977 -0.0194829 0.00129151 -0.0198471 -0.0155187 -0.0309054 -0.0243766 internal_count=872038 654488 566426 217550 179452 249219 1450 88062 247769 175964 157492 65751 59533 shrinkage=0.0426706 Tree=62 num_leaves=14 num_cat=0 split_feature=14 0 13 0 30 29 14 14 32 13 22 22 30 split_gain=152.508 92.9179 48.6222 47.9227 34.7667 31.8092 34.1512 28.745 27.778 24.7336 24.4909 22.4783 21.2811 threshold=20.004960194116411 48.000000000000007 30.565184818635249 29.500000000000004 1.0000000180025095e-35 1.5298249289149168 49.824998216597564 73.661613717268139 1.5000000000000002 35.100963875530589 322.75000000000006 3797.7500000000005 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 8 7 9 12 -4 10 -3 -1 -12 -7 right_child=1 5 4 -5 -6 6 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0021890511525145232 -0.00035443506130246392 -0.0014313673911372198 0.00078558657377013666 -0.0017902219395075217 -0.00027203754214974403 -0.0025482520599463174 0.00078276871617963088 0.002794366873457404 -0.0020100336959272759 1.5642384896543769e-05 4.6680926161091477e-05 -0.012842725688599163 -0.0064770740998396515 leaf_count=10195 93212 34665 393946 84942 57161 7963 4003 13412 18183 56668 93775 247 3666 internal_value=0 0.00735939 0.0125372 -0.0237047 0.0167197 -0.0196385 -0.0613218 0.0199605 -0.01104 -0.0125042 -0.00474748 0.000300438 -0.0887449 internal_count=872038 664696 557731 207342 464519 106965 15632 407358 122400 91333 104217 94022 11629 shrinkage=0.0426706 Tree=63 num_leaves=14 num_cat=0 split_feature=16 13 0 9 13 20 30 28 26 27 8 21 16 split_gain=143.262 65.7019 48.2624 37.1654 46.9245 23.6814 22.2075 26.8762 23.2074 21.89 20.5671 23.7879 19.4461 threshold=202.03077952836992 26.257343492183818 29.500000000000004 0.95526123865771451 67.539324928559964 0.49879662013083992 1.0000000180025095e-35 684.25000000000011 1.4278110280837202 36.500000000000007 140.50000000000003 14.500000000000002 153.65357145376441 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 10 5 -1 9 -3 7 -4 -8 12 -2 -12 -5 right_child=1 2 6 4 -6 -7 8 -9 -10 -11 11 -13 -14 leaf_value=-0.0018068715507933537 -0.0030052469272535171 -0.0025727061166368618 -0.00033097172652615575 -0.0020514948729238001 0.0057434010709668821 0.00082498923076996925 -0.00033558621987803908 0.00058751044531426514 -0.0028997175871670342 0.0022191686149510676 -0.00058399419146117212 -0.0067286711686795836 -0.00057880236955414359 leaf_count=64936 8563 3778 108349 18731 2102 328494 23789 124848 8806 4608 46736 1176 127122 internal_value=0 0.00731536 0.0103941 -0.0223081 -0.0137799 0.0184285 0.000350119 0.0037675 -0.0240991 -0.0158528 -0.0252883 -0.0172207 -0.0179967 internal_count=872038 654539 598064 217499 152563 332272 265792 233197 32595 150461 56475 47912 145853 shrinkage=0.0426706 Tree=64 num_leaves=14 num_cat=0 split_feature=14 0 23 0 22 29 14 13 29 31 9 17 7 split_gain=133.748 85.8392 45.3483 42.0112 31.3962 27.0463 29.0841 29.0528 25.895 22.5919 21.9505 21.6563 25.2924 threshold=19.704490273367014 46.500000000000007 0.8221788847947421 33.000000000000007 554.75000000000011 1.4660877709853601 49.824998216597564 31.803936108521246 0.1831701599050449 1.5000000000000002 0.96196401099416529 77.299733560088455 -56.967945098876946 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 8 -4 7 9 -3 -1 -7 -10 -6 -13 right_child=1 5 4 -5 11 6 -8 -9 10 -11 -12 12 -14 leaf_value=-0.0023712443266970004 -0.00052386707728546288 -0.0016380007727542021 1.6306266104268625e-05 -0.0018815458335229209 0.00079533877634488457 -0.0019596535835568968 0.00077348338843256253 -3.7399053714386955e-05 -0.001059535302456352 -0.0054927748854932817 0.00013534071265813738 -0.001828950439369395 0.0038846050025752228 leaf_count=12769 66742 27259 106187 64398 362551 11599 4951 85138 46938 4603 69358 1721 7824 internal_value=0 0.00657381 0.0121413 -0.0232329 0.0155487 -0.0161473 -0.048951 -0.0099737 -0.0128237 -0.0694487 -0.00813021 0.0198769 0.0668945 internal_count=872038 678575 545025 193463 478283 133550 21153 112397 129065 16202 116296 372096 9545 shrinkage=0.0426706 Tree=65 num_leaves=14 num_cat=0 split_feature=23 0 22 9 1 29 9 29 25 19 29 18 0 split_gain=125.359 83.5034 40.5363 39.7624 38.9841 32.8926 28.1809 26.9092 25.9107 23.4278 28.7647 21.4215 20.761 threshold=0.80500115794349247 35.000000000000007 537.25000000000011 0.96196401099416529 309.50000000000006 1.0146271477241087 0.9573731951561032 0.054889041222998834 623.25000000000011 3526.5000000000005 1.5122325303007633 5.5000000000000009 51.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 -1 5 11 9 -6 -9 10 -4 -2 -12 right_child=1 2 6 -5 7 -7 -8 8 -10 -11 12 -13 -14 leaf_value=-0.0016805641546158237 -0.0014349309653899748 -0.0014709737858960602 -0.00069877018869169078 -0.00045422283525048011 -0.016370332516385137 -0.014735736087298714 0.00023553107593066573 0.00031980528657674009 0.0010024652355832948 0.00064804281735979133 -0.0020117382415183386 -0.021216410266471194 -0.0059329461780265541 leaf_count=78610 7602 46858 30170 124198 168 369 145121 176825 236811 13524 8163 101 3518 internal_value=0 0.00659562 -0.00799243 -0.0217846 0.0151489 -0.053678 -0.0018037 0.0164915 0.016654 -0.0209962 -0.0326888 -0.0397065 -0.074822 internal_count=872038 669230 247354 202808 421876 8072 200496 413804 413636 55375 41851 7703 11681 shrinkage=0.0426706 Tree=66 num_leaves=14 num_cat=0 split_feature=16 9 11 13 17 29 16 0 16 6 17 8 0 split_gain=116.551 56.7092 67.3453 39.5512 33.809 32.5533 29.4264 29.342 26.9608 32.5101 19.7035 19.5853 19.5763 threshold=223.14604152367883 0.95557007827751894 0.69005474997016358 31.803936108521246 65.462685217773057 0.15918280514046301 177.21473375806201 43.000000000000007 243.27639604868969 0.12994275515243339 110.47614441227775 2640.5000000000005 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 7 -3 -2 10 -4 12 -10 -1 -12 -7 right_child=5 2 3 -5 -6 8 -8 -9 9 -11 11 -13 -14 leaf_value=-0.0025339050046613489 -0.0029885110395428292 0.00075548735838078295 -0.00040994148334899308 0.00014745077045129413 0.0037812726324162596 0.00074637037010023561 -0.00081661701475744359 -0.0016133597211327184 -0.0141734441804412 0.002362168046547927 -0.0028297279733251017 0.0059834354651736501 6.6377015324983719e-05 leaf_count=31689 4632 19915 120353 162555 10151 238129 96484 53196 219 18876 839 1014 113986 internal_value=0 -0.0100675 -0.00369696 -0.0077531 0.0416461 0.0132777 -0.0280076 -0.0182517 0.0143173 0.0509138 -0.0535221 0.0467071 0.0123327 internal_count=872038 496196 366170 336104 30066 375842 130026 173549 371210 19095 33542 1853 352115 shrinkage=0.0426706 Tree=67 num_leaves=14 num_cat=0 split_feature=13 0 20 16 11 32 18 30 28 26 17 30 21 split_gain=112.123 75.6638 40.0399 39.8566 24.1561 24.9408 24.6825 22.6482 28.0666 23.5803 20.2523 19.3427 18.3298 threshold=26.257343492183818 29.500000000000004 0.51972257353026219 196.62172668018727 0.83335960842604695 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 684.25000000000011 1.4155124684705473 34.031405552848206 2.5000000000000004 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -3 -1 6 -6 8 -5 -9 -4 -11 -10 right_child=1 3 10 7 5 -7 -8 9 12 11 -12 -13 -14 leaf_value=-0.0016507100908357546 -0.0025602397157466093 -0.0010927179170330465 0.0019928888751373688 -0.0003392625272987774 0.00023140528812467693 -0.0022476523781437682 -0.0057767021556783416 -0.00033905338768774418 0.00043555806313483233 -0.0045143871934705737 0.00061035923476656653 -0.00068560651862425092 0.0025020020886715958 leaf_count=75757 7049 77570 20408 117751 39054 11057 1286 26208 124991 5366 352854 4350 8337 internal_value=0 0.00479755 0.0146654 -0.00549628 -0.0273321 -0.0105984 0.00093443 -6.05045e-05 0.00329966 -0.0235453 0.0160754 -0.0656233 0.0132356 internal_count=872038 744884 380311 364573 127154 51397 40340 287003 251079 35924 373262 9716 133328 shrinkage=0.0426706 Tree=68 num_leaves=14 num_cat=0 split_feature=13 0 20 17 26 1 25 9 17 14 0 11 32 split_gain=102.721 70.5503 53.6242 33.2874 25.4019 25.2255 30.5151 26.9891 32.0617 31.1343 22.3389 21.9901 23.3532 threshold=26.257343492183818 48.000000000000007 0.51972257353026219 34.031405552848206 1.5145356507772616 718.50000000000011 944.25000000000011 0.96217185027311258 67.838207905884445 22.822455207128598 29.500000000000004 0.83335960842604695 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 -2 -4 -3 6 10 9 -9 -7 -5 -1 -13 right_child=1 4 3 5 -6 7 -8 8 -10 -11 -12 12 -14 leaf_value=-0.0015888607325844292 -0.00238559279280305 -0.0005516672019815652 0.00188730884333732 0.00044668768534788042 -0.0024950669064668887 -0.0017610315497548271 -0.0023770600494188786 0.00095581310489082684 0.0043454877529614175 0.00044259647437220549 -0.00030683131871348489 3.0157933986061478e-05 -0.002188081328488997 leaf_count=75751 12666 100679 26895 189627 13942 12798 8869 126127 5294 132922 115128 40343 10997 internal_value=0 0.00435283 0.00850272 0.00982353 -0.0184683 0.00825717 0.00211448 0.0152085 0.0255998 0.00583682 0.00379721 -0.0264065 -0.0104284 internal_count=872038 744947 630326 617660 114621 590765 313624 277141 131421 145720 304755 127091 51340 shrinkage=0.0426706 Tree=69 num_leaves=14 num_cat=0 split_feature=14 0 0 16 20 30 22 23 21 9 30 25 22 split_gain=96.6239 58.9407 37.2698 31.1323 28.7529 23.9735 27.9916 23.7993 20.8029 20.2777 20.1108 19.1223 20.0876 threshold=20.004960194116411 29.500000000000004 26.000000000000004 188.82892684464031 0.55164694235701761 1.0000000180025095e-35 537.25000000000011 1.3915904239645249 1.5000000000000002 0.95429719693815573 2.5000000000000004 863.25000000000011 193.50000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 11 -3 -2 6 -5 -7 -6 -4 -9 12 -1 right_child=1 3 9 5 8 7 -8 10 -10 -11 -12 -13 -14 leaf_value=-0.0043384970043244186 -0.0025024605260628081 -0.0011991912851040366 -0.0025439527016048683 -0.00096903163359962543 0.0017940412120753201 -0.00046111730244335181 0.00034069193662164283 -0.0051134960650339846 0.0006020506190600952 -0.0010717829939079862 -0.00058586603847491498 -0.0020682877667133359 1.9937398579571379e-05 leaf_count=1965 5155 44209 21750 34365 29300 29165 219419 4193 295691 78596 3112 9553 95565 internal_value=0 0.00597378 -0.0187487 -0.0033825 0.0154524 0.000382786 0.00382797 -0.0235912 0.0166278 -0.0325957 -0.0746341 -0.00577292 -0.00159067 internal_count=872038 664609 207429 334463 330146 290254 253784 36470 324991 100346 7305 107083 97530 shrinkage=0.0426706 Tree=70 num_leaves=14 num_cat=0 split_feature=16 9 11 13 12 29 0 21 17 27 16 10 13 split_gain=89.6208 49.2086 58.5526 33.3952 29.693 26.2397 25.5496 22.2267 21.5588 25.5045 21.3173 24.8398 19.6505 threshold=223.65750557209435 0.94110573970098355 0.66383579757182365 31.803936108521246 187.2253967444162 0.15918280514046301 43.000000000000007 1.5000000000000002 65.462685217773057 16.500000000000004 247.23929127352594 0.98756596388109963 52.016727823290459 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 4 6 8 -2 -4 -1 -3 -10 -7 -12 -9 right_child=5 2 3 -5 -6 10 -8 12 9 -11 11 -13 -14 leaf_value=0.0003386147659959985 -0.0027202639314427954 0.00038227415127910778 -0.00040872570739733941 6.1955099994745217e-05 0.0062397421787650231 0.00050537524355951616 -0.001476802388258691 -0.0011760466523547837 -0.00045181204639978051 0.0045129968932128379 0.0034089778484810616 -0.025669387842655884 -0.0027781478279505886 leaf_count=11850 4532 17153 141118 202027 2384 355723 57352 45218 2727 6094 5654 54 20152 internal_value=0 -0.00867386 -0.00448956 -0.00759882 0.0394221 0.0118683 -0.0168118 -0.0319121 0.0296188 0.0697936 0.0128165 0.0734437 -0.0391355 internal_count=872038 506075 428855 400497 28358 365963 198470 77220 25974 8821 361431 5708 65370 shrinkage=0.0426706 Tree=71 num_leaves=14 num_cat=0 split_feature=16 13 0 11 32 17 0 22 14 23 30 28 30 split_gain=84.362 50.5055 30.6322 28.9745 28.665 26.8748 25.7643 26.1296 25.3933 24.5381 24.0188 22.6549 21.0032 threshold=181.27869931542918 30.141764928847937 29.500000000000004 0.82581613871936466 1.5000000000000002 100.95286870959625 40.500000000000007 193.50000000000003 18.55134488676401 1.4030605631034672 1.0000000180025095e-35 411.25000000000006 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 4 -3 5 6 -1 7 11 -4 -10 -11 -2 -12 right_child=1 2 8 -5 -6 -7 -8 -9 9 10 12 -13 -14 leaf_value=-0.0016874060668255388 -0.010425706289196928 0.00063696009087615925 -0.0018831621332877197 0.00022010906467758112 -0.0017585286668008817 0.0014259672780287697 -0.0013153537888564047 0.00013530386691937686 0.00026484654096332481 -0.00035913464547424843 -0.0049326231434065537 -0.00011263681740022312 -0.0003535174896208208 leaf_count=78756 802 309753 12173 23036 27227 5394 32022 110035 236973 27553 4493 751 3070 internal_value=0 0.00369025 0.00804811 -0.0262657 -0.0114624 -0.034868 -0.00582222 0.00135296 0.000551949 0.00255109 -0.0221185 -0.127453 -0.0720369 internal_count=872038 764852 594015 107186 170837 84150 143610 111588 284262 272089 35116 1553 7563 shrinkage=0.0426706 Tree=72 num_leaves=14 num_cat=0 split_feature=13 0 20 29 17 26 4 15 2 18 11 32 9 split_gain=79.7362 57.4791 43.4162 28.3139 30.4068 21.7206 21.461 20.8613 20.2341 20.1724 22.0336 22.4346 19.932 threshold=26.257343492183818 48.000000000000007 0.51972257353026219 0.093727122986822856 34.031405552848206 1.5929545937100276 47.171993255615241 0.2603012211615427 25.505319148936174 4.5000000000000009 0.82221024904214568 1.5000000000000002 0.95620699954412325 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 -2 -4 7 -3 -7 -5 12 10 -1 -12 -6 right_child=1 5 3 4 8 6 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0014502543425477367 -0.0021487909163233954 -0.00051605909761907084 -0.0075420168918667978 -0.0016495764492732655 -0.00045383217479193796 -0.003484879647936276 0.0006424369404925001 0.002208625787750074 0.00062458310486809962 -0.0050639558850990316 0.00011402298529185174 -0.0019609544056613734 0.00029522374151938572 leaf_count=67053 12695 102554 822 2859 85216 8979 3081 23740 236503 2180 45980 11954 268422 internal_value=0 0.00378458 0.00753064 0.00872063 0.00896783 -0.0168148 -0.0569587 0.0420413 0.00747713 -0.0233091 -0.0216457 -0.00736161 0.0026886 internal_count=872038 744871 630257 617562 616740 114614 12060 26599 590141 127167 124987 57934 353638 shrinkage=0.0426706 Tree=73 num_leaves=14 num_cat=0 split_feature=14 0 0 20 29 14 13 25 25 21 21 25 17 split_gain=75.8754 46.2353 35.5176 31.0364 24.3322 24.3737 23.6837 22.1847 20.9181 40.0067 18.0082 31.9375 23.5292 threshold=20.538064546478626 49.500000000000007 40.500000000000007 0.80193705736128706 1.5298249289149168 49.824998216597564 31.803936108521246 869.25000000000011 255.25000000000003 3.5000000000000004 1.5000000000000002 5768.7500000000009 60.074342653946708 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 7 -2 -3 -6 -5 8 9 -1 12 -12 -8 right_child=1 4 -4 6 5 -7 10 -9 -10 -11 11 -13 -14 leaf_value=-8.6752915480468369e-05 -0.00081074688878456612 -0.00039508625237254729 -0.0016240460506031491 -0.0001326092746128772 -0.0035667770505922935 0.00076282060797975421 0.0011290765403155012 -0.0018843030963379163 -0.0001602167338095459 -0.010851607982576093 0.0005350005670799984 -0.00483438759013114 0.0048931008579184932 leaf_count=1766 37043 68206 53086 97285 9190 3189 44937 16044 162790 976 372256 2028 3242 internal_value=0 0.00572585 -0.015307 0.00896603 -0.0166618 -0.0574497 0.0109592 -0.00865491 -0.00521368 -0.0918301 0.0141986 0.0118561 0.0323961 internal_count=872038 637376 234662 556791 80585 12379 519748 181576 165532 2742 422463 374284 48179 shrinkage=0.0426706 Tree=74 num_leaves=14 num_cat=0 split_feature=16 30 8 11 25 21 2 29 0 17 21 20 15 split_gain=72.1373 44.5841 42.0187 27.0029 24.6034 38.6843 23.2666 29.8545 22.4736 21.8671 21.3935 19.7206 19.4527 threshold=181.27869931542918 1.0000000180025095e-35 689.50000000000011 0.82581613871936466 255.25000000000003 3.5000000000000004 44.057565789473692 1.8646468766432538 29.500000000000004 100.95286870959625 15.500000000000002 0.83336539694754408 0.2603012211615427 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 9 5 -2 7 11 -6 -1 -10 -3 -4 right_child=1 6 12 -5 8 -7 -8 -9 10 -11 -12 -13 -14 leaf_value=-0.0015713324218310032 0.00043345343289662744 -0.0014266932479704839 -0.0011842384448336101 0.00025847531946107915 0.00026274643859995085 -0.011374926434437502 0.00045030841955365268 -0.0036625426279312512 -0.00040880124533362438 0.0012315680892690931 -0.0050799348160383995 -2.6750575976183391e-05 0.00065693783737870882 leaf_count=78654 1153 38808 10783 23028 176741 899 25841 7104 130443 5417 1810 34706 336651 internal_value=0 0.00342836 0.00649807 -0.024282 -0.00194448 -0.111081 -0.0155587 -0.0239284 -0.00121971 -0.0325923 -0.0110786 -0.0179463 0.0140564 internal_count=872038 764939 658480 107099 311046 2052 106459 80618 308994 84071 132253 73514 347434 shrinkage=0.0426706 Tree=75 num_leaves=14 num_cat=0 split_feature=16 29 0 22 11 30 23 17 25 21 12 9 26 split_gain=65.8091 40.6572 37.6754 26.4042 24.5136 24.363 20.7146 20.5714 19.4888 30.2733 19.4638 15.7619 15.7424 threshold=181.27869931542918 0.1831701599050449 29.500000000000004 537.25000000000011 0.82581613871936466 1.0000000180025095e-35 1.3915904239645249 100.95286870959625 255.25000000000003 3.5000000000000004 173.62184335382292 0.88719841872297367 0.93145937457682504 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 8 -4 7 -5 -7 11 9 -3 -6 -1 -9 right_child=1 2 3 5 10 6 -8 12 -10 -11 -12 -13 -14 leaf_value=-0.0032851382189855081 -0.0022095065834407267 0.0012488364672936538 -0.00094237726792061212 0.00019023409595813272 7.5241604989581539e-06 -0.0005128771710863156 -0.0031197266598631023 -0.0012821592462280967 0.00048154537795566047 -0.010614618776425278 0.0067900078830535979 -0.001298817696938226 0.0033309523477011967 leaf_count=8111 13187 841 61897 246835 22260 35258 6587 2490 399626 733 798 70481 2934 internal_value=0 0.0032647 0.00423025 -0.00334283 -0.023205 0.000675732 -0.0216363 -0.0311316 0.0108478 -0.100207 0.00567733 -0.0352424 0.0284319 internal_count=872038 764964 751777 350577 107074 288680 41845 84016 401200 1574 23058 78592 5424 shrinkage=0.0426706 Tree=76 num_leaves=14 num_cat=0 split_feature=23 0 9 22 1 29 29 17 7 11 27 16 18 split_gain=61.5502 43.5878 28.4869 24.3203 23.4208 24.632 22.5508 21.3705 27.1195 23.2149 22.0958 24.8394 19.4357 threshold=0.80500115794349247 35.000000000000007 0.96196401099416529 537.25000000000011 309.50000000000006 1.0146271477241087 0.054889041222998834 77.299733560088455 -56.967945098876946 0.53488932528100219 14.500000000000002 216.62585847396886 5.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 -3 5 12 -6 10 9 -9 -8 -12 -2 right_child=1 3 -4 -5 6 -7 7 8 -10 -11 11 -13 -14 leaf_value=-0.001287969253507002 -0.0010552035269566907 -0.0011283366258292599 -0.00025007543104069819 -4.896130356185467e-05 -0.015033674889922176 -0.012627844680093009 0.00080264043242016215 -0.018756262774305223 0.0037457938191512597 -0.00086110335665602394 -0.00070748630710836154 0.00040990218372696297 -0.019989509798401067 leaf_count=78634 7647 46898 124204 200523 170 366 189562 147 6953 1293 46071 169470 100 internal_value=0 0.00459515 -0.01529 -0.00594213 0.0107765 -0.0424334 0.01182 0.0119697 0.0619151 -0.0629919 0.010935 0.00400897 -0.0304569 internal_count=872038 669200 202838 247421 421779 8113 413666 413496 8393 1440 405103 215541 7747 shrinkage=0.0426706 Tree=77 num_leaves=14 num_cat=0 split_feature=16 2 30 22 29 11 30 14 25 21 11 20 13 split_gain=57.5462 38.1603 37.7448 29.1336 20.1664 19.2893 17.4242 16.5574 16.5195 31.3025 16.6963 15.3529 14.3105 threshold=173.94860790139765 23.522233201581031 1.0000000180025095e-35 554.75000000000011 1.8646468766432538 0.80068089101107975 2.5000000000000004 80.29087325318298 255.25000000000003 3.5000000000000004 0.87031367128935544 0.80193705736128706 20.805476082312776 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 8 -4 -1 -6 11 9 -2 -10 -3 -5 right_child=1 7 4 12 6 -7 -8 -9 10 -11 -12 -13 -14 leaf_value=-0.001512176944250473 0.00021306523470318727 -0.0005760941767281205 -0.00082196188096018041 0.0023624130605272124 -0.0049554983581453441 -0.00012207417933949446 4.4631333000465608e-05 0.0020041232807249138 -0.00073445931708303878 -0.010390927158102067 0.000323906739389685 0.0005313316161299639 0.00022941233894595902 leaf_count=56459 1201 25029 61441 5843 4134 26804 1831 12760 93676 877 38210 255241 288532 internal_value=0 0.00269121 -0.00265635 0.000805073 -0.0246524 -0.024951 -0.0801646 0.0117382 -0.0114202 -0.0998873 -0.0100263 0.0101343 0.00636855 internal_count=872038 788775 495745 428339 67406 83263 5965 293030 133964 2078 131886 280270 294375 shrinkage=0.0426706 Tree=78 num_leaves=14 num_cat=0 split_feature=26 0 25 1 27 21 25 15 6 27 9 26 17 split_gain=55.9947 40.5739 36.5419 23.8409 21.9457 20.544 27.9017 27.3242 20.561 20.1719 25.0613 18.1101 17.7409 threshold=0.53614650540742637 48.000000000000007 653.25000000000011 237.50000000000003 35.500000000000007 1.5000000000000002 5768.7500000000009 0.17807288168595878 0.17573108330661222 1.5000000000000002 0.92702436163974633 1.3924690507013684 59.586341227854895 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 7 -7 9 -8 10 -4 -3 -9 right_child=1 11 4 -5 -6 6 8 12 -10 -11 -12 -13 -14 leaf_value=-0.00093620181983798613 -0.0032182011773892725 -0.00038269175213764513 -0.0035146193942473987 -2.2995678502576466e-05 0.0023380416990385938 0.0004011940746417142 -0.029968899645270164 0.0013027078509653999 -0.0041343424013295027 -0.00093602705320527404 -0.025649289015725791 -0.0018557550095432919 0.0048823107753588292 leaf_count=102445 4309 96947 209 320860 12336 271758 58 39891 1705 640 168 18021 2691 internal_value=0 0.00294636 0.00598924 -0.0015312 0.0134118 0.0118021 0.00858863 0.031962 -0.116808 -0.130028 -0.313526 -0.0143797 0.0358309 internal_count=872038 769593 654625 325169 329456 317120 273521 43599 1763 1017 377 114968 42582 shrinkage=0.0426706 Tree=79 num_leaves=14 num_cat=0 split_feature=16 2 30 22 29 17 6 30 21 11 25 1 10 split_gain=52.0787 36.0952 34.9523 26.5052 18.9535 17.1188 18.2654 15.8039 15.4818 17.5909 15.5247 15.1299 17.5313 threshold=168.88560842086136 24.790963257199607 1.0000000180025095e-35 544.25000000000011 1.8646468766432538 30.332803707937654 0.12994275515243339 2.5000000000000004 14.500000000000002 0.87482880662604179 425.25000000000006 2435.5000000000005 0.53135861454651201 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 3 8 -4 6 -3 -6 9 -2 -10 -1 -13 right_child=1 5 4 -5 7 -7 -8 -9 10 -11 -12 12 -14 leaf_value=-0.0012635666254993388 -0.00069414577575208113 -0.017117379871764978 -0.00078481505930813849 0.00023202102444494735 -0.0047376758736197766 0.00042976801567323481 0.0027815999589544029 -2.1485455303467673e-05 -0.011290318959706834 0.00046396209985728938 -0.0022030225971787698 -0.011189121379957727 0.0024761991629881778 leaf_count=66165 94704 85 64486 319239 4188 274635 7063 1872 374 31933 4039 181 3074 internal_value=0 0.00221199 -0.00272063 0.000521851 -0.0234171 0.0113292 0.0596423 -0.0768865 -0.0114527 -0.00942371 -0.0696772 -0.0263377 0.0402224 internal_count=872038 802618 520835 450289 70546 281783 7148 6060 131050 126637 4413 69420 3255 shrinkage=0.0426706 Tree=80 num_leaves=14 num_cat=0 split_feature=23 0 22 9 29 17 7 11 26 32 21 7 17 split_gain=49.0491 36.1022 29.1683 25.8858 21.3104 22.3082 20.4779 27.9363 19.2288 17.7773 17.4564 21.2064 17.3556 threshold=0.80500115794349247 49.500000000000007 519.75000000000011 0.96196401099416529 0.093727122986822856 77.299733560088455 -56.967945098876946 0.53488932528100219 1.4155124684705473 1.5000000000000002 1.5000000000000002 -17.102727890014645 30.332803707937654 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 -1 -4 12 7 -7 -3 -5 -8 -12 -6 right_child=1 8 4 9 5 6 10 -9 -10 -11 11 -13 -14 leaf_value=-0.0011853353593554476 -0.00028518652879403036 -0.00038698956148020393 -0.0097909942370232126 -2.9702899713173747e-06 0.0021280768066650729 -0.016456885427775812 0.0074083501129118563 0.00010684073002120396 -0.0021789965836435631 -0.0015430424264219001 0.0034526151577946918 -0.002049807508597846 0.00036622117556183483 leaf_count=78708 126430 62892 370 108676 10419 206 1476 1854 13189 15607 6411 1592 444208 internal_value=0 0.00415813 0.00678937 -0.0135885 0.0104405 0.0106309 0.0540524 -0.0363138 -0.0163495 -0.00460193 0.073691 0.0552616 0.00952878 internal_count=872038 669047 592966 202991 466536 466166 11539 2060 76081 124283 9479 8003 454627 shrinkage=0.0426706 Tree=81 num_leaves=14 num_cat=0 split_feature=16 29 11 11 7 28 10 9 17 21 17 13 12 split_gain=47.7952 28.212 27.0178 22.6592 29.701 30.3905 22.3764 22.0529 22.2989 18.5774 18.4897 18.4054 18.2835 threshold=199.25942867113693 0.28514914882018944 0.84314198652433958 0.91093433704453453 -1.0000000180025095e-35 306.25000000000006 0.97100069309089865 0.96114986389266976 67.838207905884445 8.5000000000000018 47.253126580384027 63.13391761227863 191.36753236814715 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 9 4 7 -6 -7 10 -9 -1 -3 -4 -8 right_child=1 3 11 -5 5 6 12 8 -10 -11 -12 -13 -14 leaf_value=-0.00095448761024426751 -0.0014696868181650646 0.00055348558033208755 0.00033962447942514147 0.00094847472528244796 -0.0069558021072711959 -9.5314269607568369e-05 0.0019291661709895738 0.00077519885791787926 0.0036217958164937105 0.00062298382283191211 -0.00037218112391773325 0.0059828094671762044 -0.0065673949561843234 leaf_count=148868 18583 85633 32104 68882 1191 310658 631 109879 5250 14959 72599 1088 1713 internal_value=0 0.0039809 -0.0137221 0.00506863 0.00305697 -0.00357484 -0.00296817 0.0106794 0.0212091 -0.0189932 0.00301794 0.0122942 -0.100307 internal_count=872038 675019 197019 656436 587554 314193 313002 273361 115129 163827 158232 33192 2344 shrinkage=0.0426706 Tree=82 num_leaves=14 num_cat=0 split_feature=16 29 0 28 11 8 21 27 11 7 6 9 22 split_gain=44.918 31.0149 30.4434 19.5387 18.4858 18.5636 16.8395 16.1889 15.8365 17.757 21.6717 18.8924 18.1551 threshold=176.18130994152048 0.1831701599050449 33.000000000000007 696.25000000000011 0.87031367128935544 854.50000000000011 9.5000000000000018 52.500000000000007 0.92292861600641929 -18.434947013854977 0.12994275515243339 0.95526123865771451 279.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 8 7 -1 -6 -5 -4 9 10 -3 -12 -11 right_child=1 2 3 6 5 -7 -8 -9 -10 12 11 -13 -14 leaf_value=-0.0010776900914929582 -0.0018731384555818538 -0.016510916682609175 -0.00050678680733950694 4.8488418935308997e-05 0.0004974721156113265 0.0080266999901822296 0.0020935364601411275 -0.0079704798308709406 0.0012462066615665731 -0.0030276943400508473 0.00015069764288004218 0.0011830699644188008 0.00014434524588975164 leaf_count=82995 14147 133 150803 143157 6352 658 7727 531 34001 3322 58278 72337 297597 internal_value=0 0.00249923 0.00335401 -0.00446184 -0.021091 0.0282211 0.00359073 -0.0124905 0.00842649 0.00678981 0.0165199 0.0169307 0.00256213 internal_count=872038 782033 767886 302218 90005 7010 150884 151334 465668 431667 130748 130615 300919 shrinkage=0.0426706 Tree=83 num_leaves=14 num_cat=0 split_feature=2 16 30 11 7 29 25 18 21 25 14 5 13 split_gain=42.9316 35.0199 29.3168 26.3943 28.4391 18.1485 17.4779 19.1086 15.0379 18.6912 16.5803 29.8898 17.5169 threshold=25.505319148936174 147.52311705839756 1.0000000180025095e-35 0.87031367128935544 -4.7636413574218741 1.8646468766432538 255.25000000000003 2.5000000000000004 1.5000000000000002 5768.7500000000009 40.215235175358472 159.00800323486331 182.71461765528565 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 -4 7 -6 10 -10 11 -2 -13 right_child=8 2 5 -5 6 -7 -8 -9 9 -11 -12 12 -14 leaf_value=-0.0019612081308455773 0.00034735201418013405 0.0002594122177486552 -0.00072973525223795862 0.00049970994489846273 -0.0016038270030207652 -0.0031418721083969433 -0.00048549920907943543 -0.012063622567131954 0.00033851813343605252 -0.0039034822077169467 0.001868197378343659 -0.03079048221923792 -0.0073475421544975262 leaf_count=20059 13740 141544 70096 128395 906 6180 218727 490 244713 1906 24939 74 269 internal_value=0 -0.00489914 -0.00344475 -0.000606254 -0.00497895 -0.0216817 -0.0120897 -0.123627 0.0100512 0.00716498 0.0282919 0.000861385 -0.29072 internal_count=872038 586397 566338 490062 361667 76276 220123 1396 285641 246619 39022 14083 343 shrinkage=0.0426706 Tree=84 num_leaves=14 num_cat=0 split_feature=23 0 25 29 9 27 21 26 25 21 1 18 32 split_gain=41.6542 30.5238 23.671 22.9018 21.0668 20.9794 20.2152 18.5661 16.8469 33.085 16.7307 16.2071 15.5633 threshold=0.80500115794349247 49.500000000000007 661.25000000000011 0.054889041222998834 0.96510127309804516 25.500000000000004 9.5000000000000018 1.4155124684705473 255.25000000000003 3.5000000000000004 287.50000000000006 6.5000000000000009 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 5 -4 -1 8 -5 -3 9 -2 -7 -12 -6 right_child=1 7 3 6 12 10 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0010112326463829755 5.8116264853819971e-05 -0.00033416117431696855 -0.012269098932349677 0.00045757660760446583 5.2451038277547862e-05 -0.013202899618982978 0.0019063875485152827 -0.0020941895556390983 0.00022413067219629362 -0.01017802226245392 -0.00070370001905805377 0.0085304405516289164 -0.0014819639873442487 leaf_count=91811 1808 62869 254 277066 97236 194 18720 13205 231369 843 62579 348 13736 internal_value=0 0.00386729 0.00628581 0.0126146 -0.0124928 -1.95377e-05 0.0128723 -0.0149909 0.00434437 -0.0749206 -0.0161987 -0.0152947 -0.00322183 internal_count=872038 669255 593181 296040 202783 297141 295786 76074 234020 2651 63121 62927 110972 shrinkage=0.0426706 Tree=85 num_leaves=14 num_cat=0 split_feature=0 29 9 25 14 20 21 6 32 9 17 9 17 split_gain=39.4508 32.1612 21.65 25.3238 23.136 20.6188 19.6261 15.4459 14.8828 16.6966 14.5137 24.7778 16.6054 threshold=29.500000000000004 0.58165023418050898 0.93417607378068979 705.25000000000011 25.662259363149154 0.83637697592209703 9.5000000000000018 0.76715101474096292 1.5000000000000002 0.98129374051779006 70.594498462837009 0.9623725468517691 51.990097019394504 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 4 7 -3 8 -5 -4 9 -1 12 -12 -7 right_child=1 2 3 6 -6 10 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.00025416871750476761 -0.0012491379568180584 -0.0026901659678692938 -4.6974711321437585e-05 0.00027602576768729796 -0.00045154959778860544 0.00050074527290270231 0.0023907347019259959 -0.00085067628862725249 -0.001158594736443195 0.0017293908386500554 -4.5917051099130264e-06 0.004314684338298169 -0.00027626044689786709 leaf_count=48921 56108 11495 112047 128647 31280 298082 8520 71210 26661 9176 5101 4598 60192 internal_value=0 -0.00699168 -0.00354945 -0.00072854 -0.0246806 0.00647031 0.00954707 -0.00841978 -0.00759112 0.0013855 0.00970919 0.0478795 0.00867586 internal_count=872038 419307 363199 320424 42775 452731 137167 183257 84758 58097 367973 9699 358274 shrinkage=0.0426706 Tree=86 num_leaves=14 num_cat=0 split_feature=16 0 13 21 14 23 29 17 16 14 9 5 25 split_gain=36.7304 27.7655 21.5723 18.0932 17.8239 18.0436 16.1185 15.7551 41.1437 15.627 15.3306 25.0619 15.5025 threshold=166.04808582551564 29.500000000000004 30.141764928847937 15.500000000000002 18.55134488676401 1.4030605631034672 0.1831701599050449 41.618960193189757 219.38553344544098 67.725427974892497 0.92702436163974633 75.001453399658217 8387.7500000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 6 3 -3 -4 -6 -2 8 -8 10 -1 -12 -13 right_child=1 2 4 -5 5 -7 7 -9 -10 -11 11 12 -14 leaf_value=-0.0025318410023036607 -0.0014520454690000078 -0.00072763612541969528 -0.0014939668898831396 -0.0072734281550939396 0.00018852900407533975 -0.00082684675464195386 0.0045815942514995725 0.00020838559777556457 0.00062328322100454992 0.0038839066387140082 -0.00089949616520887355 0.0037316049737464471 0.018525288884111844 leaf_count=11034 9195 83582 14139 776 248278 36558 5039 318933 93468 1171 49023 683 159 internal_value=0 0.00183579 -0.00434094 -0.0184635 -0.000356142 0.00136413 0.0073856 0.00829785 0.0193521 -0.0234052 -0.0256054 -0.0181419 0.15292 internal_count=872038 809968 383333 84358 298975 284836 426635 417440 98507 62070 60899 49865 842 shrinkage=0.0426706 Tree=87 num_leaves=14 num_cat=0 split_feature=16 17 33 16 32 10 7 17 11 11 14 13 15 split_gain=34.3183 26.2335 22.7587 22.7579 33.2783 19.6385 21.449 29.2178 24.1008 18.017 23.0107 17.2465 16.9797 threshold=164.62355750487333 40.802624256334774 2.5000000000000004 197.70810847829065 1.5000000000000002 0.91913269263567188 -18.434947013854977 70.594498462837009 0.86945047593981684 0.81667100920618385 27.020037381431997 32.616477883561636 0.2603012211615427 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 5 4 -2 6 7 -3 11 10 -7 -8 -5 right_child=1 2 -4 12 -6 9 8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0009954516641445595 0.0046835634176184537 0.00033153314397905336 -0.0013052602463785067 -0.0012209417840802332 -0.0013017326060321022 -0.0027187596606874998 -0.00065472957728837178 0.0024427813340195518 0.00039431893767362413 7.9388596401562908e-05 -8.9135650710910657e-05 -1.2993902086906166e-05 0.0006738232409424325 leaf_count=58658 5570 158955 24401 9446 2429 14359 129515 12904 141006 21433 10482 185410 97470 internal_value=0 0.00171618 -0.000587365 0.0157174 0.0671669 0.000498697 0.00196413 0.0114846 -0.00162454 -0.0193825 -0.0377111 -0.00648953 0.0118682 internal_count=872038 813380 698465 114915 7999 674064 627790 171859 455931 46274 24841 314925 106916 shrinkage=0.0426706 Tree=88 num_leaves=14 num_cat=0 split_feature=2 9 8 0 21 7 11 25 21 25 20 17 14 split_gain=33.1178 30.7276 22.8438 20.3227 18.7582 17.5118 18.5351 20.1696 15.3081 17.6406 17.0268 14.7533 12.9991 threshold=35.683014354066991 0.95588705330843193 721.50000000000011 22.000000000000004 1.5000000000000002 -4.7636413574218741 0.82221024904214568 255.25000000000003 1.5000000000000002 5768.7500000000009 0.57147227867741879 65.462685217773057 23.128416397864083 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 -3 -6 -7 -8 11 10 -10 -2 -5 right_child=8 2 -4 12 5 6 7 -9 9 -11 -12 -13 -14 leaf_value=-1.7613603419022024e-05 0.0010408774416315416 -0.0017510891607874614 0.00042936020179694932 -0.0015655548401554771 0.00041561498991927532 -0.0008782615968273964 -0.0066177063313710878 -2.822763455041008e-05 -0.0023623522572093648 -0.0038821398782854072 0.00041376132898143173 0.0045041994015073443 -0.00060060739623329083 leaf_count=57402 33113 13363 163948 44849 82876 71768 850 169916 4122 1815 166940 2402 58674 internal_value=0 -0.00347761 0.000372237 -0.0155043 -0.00431719 -0.00280927 -0.00709749 -0.00143019 0.0109731 0.00708842 0.00812894 0.0298827 -0.0238724 internal_count=872038 663646 502721 160925 338773 325410 242534 170766 208392 172877 171062 35515 103523 shrinkage=0.0426706 Tree=89 num_leaves=14 num_cat=0 split_feature=0 14 25 17 6 13 29 4 21 9 7 16 0 split_gain=34.0277 24.5402 34.4427 28.1186 18.6513 16.586 18.1679 20.7108 16.5837 14.5732 16.5692 14.0932 13.9756 threshold=46.500000000000007 25.841864576567659 926.25000000000011 57.018791389733714 0.77493905965523735 30.254361206679267 1.4545780735231759 47.171993255615241 14.500000000000002 0.94382698984100111 -14.912445068359373 210.49608334143505 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 9 -2 -7 -8 -6 12 -11 -5 -1 right_child=5 -3 3 11 8 6 7 -9 -10 10 -12 -13 -14 leaf_value=2.2052024152658452e-05 -0.0013673008691922294 0.00048304644871622189 -0.0008896002295121191 -0.0037643985234876989 -0.0003495312518030723 -8.5255515051775965e-05 -0.0021876502420238031 0.00086846033542050695 -0.0049387952391235623 0.00090254809573315912 0.00014598998400996635 -0.0115299189422404 -0.0016744245270916788 leaf_count=26811 36187 235182 35672 3234 113614 100632 16544 5341 1452 69961 213726 490 13192 internal_value=0 0.00295715 -0.00115635 -0.0294801 0.00138684 -0.0132327 -0.00767683 -0.0337893 -0.00954856 0.00527418 0.00779383 -0.112166 -0.0125942 internal_count=872038 713334 478152 39396 438756 158704 122517 21885 115066 323690 283687 3724 40003 shrinkage=0.0426706 Tree=90 num_leaves=14 num_cat=0 split_feature=0 23 13 29 9 9 17 7 11 1 26 27 13 split_gain=30.6069 20.0723 20.0583 19.2874 18.2309 17.2719 17.1082 21.9738 21.5782 16.4335 17.9103 14.1972 17.2835 threshold=40.500000000000007 0.8221788847947421 30.141764928847937 0.054889041222998834 0.96474467622772719 0.96114986389266976 77.299733560088455 -56.967945098876946 0.53488932528100219 3611.5000000000005 1.6418850501244704 14.500000000000002 18.152044145914861 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 -2 -3 9 -1 11 8 -8 10 -4 12 -5 right_child=2 3 4 6 -6 -7 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.00082919320444276891 -0.0010815898587963944 -0.0096690249654296408 -0.00067345373702449077 -0.0048885144415668873 0.00015229273191859498 9.9517538870830285e-05 -0.017099277464795278 0.0030674912428601759 -0.00074290325725309637 0.00072212873605084467 -0.0026858442914291765 4.4327530613873502e-05 0.00054805444344151947 leaf_count=59637 59334 353 55544 1070 116513 93827 163 7725 1483 12538 9418 238237 216196 internal_value=0 0.00379161 -0.00925756 0.007063 -0.00433687 -0.00612564 0.00724043 0.0495352 -0.0553693 -0.0162226 -0.0226199 0.0063703 0.0122164 internal_count=872038 618691 253347 465227 194013 153464 464874 9371 1646 77500 64962 455503 217266 shrinkage=0.0426706 Tree=91 num_leaves=14 num_cat=0 split_feature=16 17 16 33 14 17 29 16 26 10 4 1 22 split_gain=28.5105 29.4289 19.6815 19.5617 19.4609 19.4301 17.5516 28.838 15.9624 15.1868 15.6044 37.9863 20.4216 threshold=153.65357145376441 38.45525635297399 189.59249264833076 2.5000000000000004 67.725427974892497 49.913407153788896 0.093727122986822856 222.61551621280182 0.82239174435084028 0.96437783568874547 52.108043670654304 9977.5000000000018 2166.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 6 5 -4 -1 -3 -2 -8 -6 -9 11 12 -11 right_child=1 2 3 -5 8 -7 7 9 -10 10 -12 -13 -14 leaf_value=-0.0013551196373638656 -0.0015381361504460812 0.00020971118595850666 9.4912608965044137e-05 -0.0011381539742527326 -0.00822715537214176 -0.0010557541463276784 0.0032048841429879382 0.00089493693867394352 0.0075208773414744664 0.0013334572219232815 0.0025782165611363257 -0.01873967717911907 -0.0046033830058638224 leaf_count=34221 5265 34381 639009 24317 139 61806 9498 56804 747 2097 1380 251 2123 internal_value=0 0.00111969 -0.000773503 0.00116496 -0.0279693 -0.0141415 0.019693 0.0237603 0.118354 0.0159765 -0.0325333 -0.0612243 -0.0387445 internal_count=872038 836931 759513 663326 35107 96187 77418 72153 886 62655 5851 4471 4220 shrinkage=0.0426706 Tree=92 num_leaves=14 num_cat=0 split_feature=0 14 9 30 19 26 30 32 6 10 29 5 22 split_gain=27.9467 27.2973 16.6335 15.7078 19.0876 17.9859 16.4185 17.0711 13.4351 12.4925 12.3413 12.0451 31.2462 threshold=22.000000000000004 20.902583430706393 0.95324355520246862 1.0000000180025095e-35 625.75000000000011 1.4404978171293237 2.5000000000000004 1.5000000000000002 0.77493905965523735 0.96745060605209821 0.1831701599050449 113.58890914916994 2087.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 -2 4 -3 -5 7 -7 -4 -6 -1 12 -11 right_child=1 3 8 5 9 6 -8 -9 -10 11 -12 -13 -14 leaf_value=-0.001230059532873188 -0.0016121212198727524 -0.00039727352682957868 -0.00020245872019343593 -0.00021812710759566323 0.00033793183207000792 -0.004561224770903074 -0.00029782843918914922 -0.00020928245523748739 -0.0012604267024256804 -0.0010810812781222104 0.00036506396956708048 -0.00014769309124141797 -0.012873309623031716 leaf_count=9092 28247 101674 89782 37443 249724 5603 5794 2321 28887 1497 308102 3309 563 internal_value=0 -0.00428364 -0.0159714 -7.42656e-05 0.0022756 -0.0164609 -0.0474377 -0.0770204 -0.0107801 0.00689344 0.00748388 -0.040833 -0.100864 internal_count=872038 554844 146916 407928 356767 51161 13718 7924 118669 255093 317194 5369 2060 shrinkage=0.0426706 Tree=93 num_leaves=14 num_cat=0 split_feature=11 7 9 10 17 16 30 5 22 4 1 20 1 split_gain=27.1658 30.5777 27.6994 27.1648 26.4788 24.2723 19.868 16.8554 14.8123 14.0194 21.8753 13.7865 13.3195 threshold=0.87031367128935544 -1.0000000180025095e-35 0.96591370152703682 0.96745060605209821 65.462685217773057 224.16164620279235 1.0000000180025095e-35 75.001453399658217 322.75000000000006 44.476072311401374 9977.5000000000018 1.1454664671219585 871.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 8 -4 11 12 -5 -3 10 -9 -1 -2 right_child=6 3 4 7 -6 -7 -8 9 -10 -11 -12 -13 -14 leaf_value=-0.00032771694980031444 0.00033128517579977297 -0.0021889338817791862 0.00051550258212768746 -0.0013334981142699264 0.0028658809716356998 0.00036369616132249686 -0.00098675001303395954 -0.0072152603446711157 -0.00034762714485697129 0.0012553970419089712 -0.028758365750712719 -0.001647574103155194 0.0011383304836774372 leaf_count=116335 148422 8169 87762 2209 9691 111038 16989 1508 303346 327 91 16447 49704 internal_value=0 -0.00325312 0.00330828 -0.0103472 0.0175585 -0.00238741 0.0096944 -0.0908668 -0.00927835 -0.159242 -0.197825 -0.0115115 0.0125086 internal_count=872038 656923 341273 315650 97453 243820 215115 4135 311515 1926 1599 132782 198126 shrinkage=0.0426706 Tree=94 num_leaves=14 num_cat=0 split_feature=0 16 22 30 26 21 21 14 5 9 14 26 24 split_gain=25.6473 23.8506 16.62 18.22 14.8995 15.2602 13.6568 12.3011 12.2882 12.0205 20.3345 12.7022 12.4639 threshold=22.000000000000004 181.27869931542918 537.25000000000011 1.0000000180025095e-35 1.4404978171293237 6.5000000000000009 14.500000000000002 34.056121995229297 467.50000000000006 0.9573731951561032 31.767658686424664 4.6232955801783655 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 9 6 -4 -5 8 -3 -7 -6 11 -11 -2 -12 right_child=1 2 3 4 5 7 -8 -9 -10 10 12 -13 -14 leaf_value=0.00030757109205371624 -0.0016376882088247769 -0.00048623623745247589 0.00018449064532678069 -0.000289213792527472 -0.0013360457019715682 -0.003493784996707436 -0.0034221613768745684 -0.012256416539339239 -0.023681820107966316 -0.00062939360020464793 0.0062370281419734637 0.013024724719464535 -0.0027673573477282995 leaf_count=317089 27566 86780 328555 47081 10491 930 2984 425 45 48366 1258 108 360 internal_value=0 -0.00406579 -0.00142141 0.00141863 -0.014766 -0.0463944 -0.0136824 -0.146288 -0.0335474 -0.0203183 -0.011061 -0.0370388 0.0992154 internal_count=872038 554949 477291 387527 58972 11891 89764 1355 10536 77658 49984 27674 1618 shrinkage=0.0426706 Tree=95 num_leaves=14 num_cat=0 split_feature=16 17 15 18 29 22 28 0 29 28 21 27 28 split_gain=24.2485 20.5277 16.7259 16.2482 15.473 21.8237 15.0988 14.6373 16.3442 14.5192 15.8693 15.3127 25.8855 threshold=161.71592173987503 37.585033556855443 0.2603012211615427 6.5000000000000009 0.49822379546200252 193.50000000000003 803.75000000000011 49.500000000000007 1.4163917403108743 658.25000000000011 9.5000000000000018 26.500000000000004 461.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 6 -6 -3 9 -9 11 -11 -7 -13 right_child=1 3 -4 -5 5 7 -8 8 -10 10 -12 12 -14 leaf_value=-0.0008949913170986757 -0.0010632423124078466 -0.0001225954512058758 0.0010705480725120638 0.0086046908505933196 -0.0061102255293650487 8.4618875455767377e-05 -0.001441285576106283 -0.0001975908634055554 -0.00178763457893539 0.00026533348459269944 0.0014874677672074906 -0.0037950265717894773 -0.0004173366360797894 leaf_count=51796 7635 41236 53967 399 1045 258911 25639 66941 14282 264015 20875 4432 60865 internal_value=0 0.00133511 0.0188909 -9.04309e-05 -0.000196592 0.00120836 -0.0147212 0.00142696 -0.0111829 0.00310847 0.00831683 -0.00146825 -0.0151532 internal_count=872038 820242 61602 758640 758241 691366 66875 690321 81223 609098 284890 324208 65297 shrinkage=0.0426706 Tree=96 num_leaves=14 num_cat=0 split_feature=11 7 9 17 30 16 10 1 21 1 16 17 16 split_gain=23.7295 26.2071 25.2444 24.015 18.7969 16.4626 15.4704 16.1274 14.606 11.6965 15.2202 11.7379 11.6006 threshold=0.87031367128935544 -4.7636413574218741 0.95462878940646645 65.462685217773057 1.0000000180025095e-35 229.00362641484213 0.96745060605209821 710.50000000000011 1.5000000000000002 871.50000000000011 195.51934401370386 59.586341227854895 221.33420657656674 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 9 -1 7 8 -3 11 -11 -2 -13 right_child=4 6 3 -5 -6 -7 -8 -9 -10 10 -12 12 -14 leaf_value=-0.00060969033694427063 0.00035357040323416838 -0.0023167832857835689 0.00035274231693154667 0.0021130999828724469 -0.00097199635076553688 0.00039809587691282849 -0.0022470182219331601 4.9911503443967698e-05 -0.00048352373470590324 0.0070185489327662248 0.00098007059720911526 -0.0024904033618252772 -0.017025916926368592 leaf_count=88095 147027 8219 152120 15553 16975 44382 7843 128220 212550 772 48966 1207 109 internal_value=0 -0.00294489 0.00394156 0.0120933 0.00915718 -0.00637594 -0.00873744 -0.00775036 -0.012931 0.011894 0.0251648 0.00744448 -0.086578 internal_count=872038 656982 300150 167673 215056 132477 356832 348989 220769 198081 49738 148343 1316 shrinkage=0.0426706 Tree=97 num_leaves=14 num_cat=0 split_feature=0 13 20 29 17 9 17 16 4 18 4 1 29 split_gain=22.9747 16.1877 14.0059 12.94 13.2277 13.4768 13.2331 15.9455 13.1354 12.7326 15.318 23.4688 18.0899 threshold=35.000000000000007 28.496184677568284 0.83637697592209703 0.054889041222998834 77.299733560088455 0.96311691340323735 35.116631469537857 153.65357145376441 10.014169216156008 2.5000000000000004 45.000905990600593 9977.5000000000018 1.5298249289149168 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 8 6 -6 -5 -8 -4 10 11 12 -3 right_child=1 9 3 4 5 -7 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.00028401502956167026 -0.00092364879862272178 -0.00031508085912133665 0.0068546191753181777 0.0011162236272797296 0.00035358040550684667 0.0036504506496731243 -0.0022345766738659898 0.00020833797165417876 -0.010600801489888172 0.00027648877236103627 0.0007163611684870005 -0.028632303620076554 -0.0016934258495995441 leaf_count=103040 59675 131499 100 29397 4852 4222 4924 405629 365 87055 21256 54 19970 internal_value=0 -0.0067934 0.00385963 0.00627021 0.00644288 0.0442358 0.0056634 0.00419583 -0.160461 -0.00338226 -0.00835117 -0.0118778 -0.0116428 internal_count=872038 319509 552529 449489 449024 9074 439950 410553 465 259834 172779 151523 151469 shrinkage=0.0426706 Tree=98 num_leaves=14 num_cat=0 split_feature=0 14 25 17 6 22 21 16 21 25 17 6 7 split_gain=21.6561 17.5786 31.7434 27.5385 17.6081 16.1403 15.275 14.0783 12.7985 19.5935 18.2467 17.3899 15.1551 threshold=48.000000000000007 26.942106760427272 934.25000000000011 55.647643020077091 0.77777777485256439 563.25000000000011 14.500000000000002 219.17602814576702 1.5000000000000002 5768.7500000000009 59.586341227854895 0.17573108330661222 -42.259128570556634 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 6 -6 -5 10 -10 -3 -11 -12 right_child=-2 8 3 7 5 -7 -8 -9 9 11 12 -13 -14 leaf_value=0.0002191075415367062 -0.00051035034131853769 0.00084320218320758358 -0.00070989210785317892 -0.0033686544824951602 -0.0006930348997104494 0.00016456964959718652 -0.0054296880749095727 -0.012999596138577516 0.00031206688148723548 -0.027222893226326417 0.00060644407618330785 -0.0031347541968003113 0.0066854425970975717 leaf_count=359689 128959 38181 41425 5492 73175 60625 1261 291 157641 56 1248 2136 1859 internal_value=0 0.00207807 -0.000884855 -0.0256607 0.00147921 -0.00825638 -0.018122 -0.090303 0.0100622 0.0060078 0.0257576 -0.0878859 0.0994519 internal_count=872038 743079 541958 47208 494750 135061 74436 5783 201121 159833 41288 2192 3107 shrinkage=0.0426706 Tree=99 num_leaves=14 num_cat=0 split_feature=11 7 9 17 10 13 29 13 16 16 17 4 15 split_gain=21.1425 23.5312 21.6957 25.4465 15.6462 15.0514 14.8953 11.0805 13.8703 10.9354 11.626 11.999 10.1734 threshold=0.87644947719574595 -18.434947013854977 0.95526123865771451 65.462685217773057 0.96745060605209821 32.616477883561636 0.1831701599050449 50.979888443050008 188.82892684464031 166.04808582551564 30.332803707937654 169.9711837768555 0.77488712943851334 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 12 -2 -8 -9 -7 -11 -12 -3 right_child=6 4 3 -5 -6 9 7 8 -10 10 11 -13 -14 leaf_value=-0.00023095244863318028 -0.0014965954853494608 -0.00023817992520997402 0.00038940332874354326 0.0022827066162818032 -0.0019756456706635389 -0.0014676397983475267 0.00031582163465777917 0.0071501386740685322 0.0010428764197372323 0.0024274924068448805 -1.0177958198017431e-05 -0.0053486579576089667 -0.00088674662066749949 leaf_count=102209 7256 89601 118826 14503 9812 9489 149597 691 33646 3565 245477 769 86597 internal_value=0 -0.00253433 0.00554914 0.0139522 -0.00680993 -0.0059202 0.00936679 0.0111199 0.0273204 -0.00107407 0.000191606 -0.000629226 -0.013052 internal_count=872038 680848 235538 133329 445310 435498 191190 183934 34337 259300 249811 246246 176198 shrinkage=0.0426706 Tree=100 num_leaves=14 num_cat=0 split_feature=16 17 14 16 32 16 16 17 18 10 33 7 25 split_gain=20.6874 21.0717 16.9632 15.313 20.9598 20.7339 15.1284 17.364 15.0486 14.0003 13.8466 13.6152 20.9809 threshold=151.7134353741497 38.45525635297399 67.725427974892497 202.4663327577411 1.5000000000000002 170.17206548241035 181.27869931542918 50.135461041704765 6.5000000000000009 0.53535430875364065 2.5000000000000004 -18.434947013854977 255.25000000000003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 -1 4 5 -2 7 -3 10 -4 11 -8 -13 right_child=1 6 9 -5 -6 -7 8 -9 -10 -11 -12 12 -14 leaf_value=-0.0012339515148990213 0.0019283967946436349 8.5874145325134574e-05 -0.011297144715992859 0.00045129116609093282 -0.0008587963523794378 0.0065779927509418846 0.00037530634976076516 -0.0013111338350100159 0.0082744015120857616 0.0066630056957841678 -0.0009572463127567565 -0.004834010096904263 -3.8694502475934924e-05 leaf_count=30835 6643 30771 88 66203 3223 2369 184530 34210 403 775 25118 1667 485203 internal_value=0 0.000976185 -0.025048 0.0165828 0.0490844 0.0738364 -0.000630519 -0.0152235 0.000730135 0.11323 0.00061836 0.00148076 -0.0012916 internal_count=872038 840340 31698 78438 12235 9012 761902 64981 696921 863 696518 671400 486870 shrinkage=0.0426706 Tree=101 num_leaves=14 num_cat=0 split_feature=0 9 1 14 6 23 21 29 21 25 22 5 25 split_gain=19.7545 19.3735 20.9493 17.2639 14.2703 11.8012 11.4207 13.1873 10.8384 13.552 10.7509 10.6536 10.3207 threshold=22.000000000000004 0.9573731951561032 718.50000000000011 23.128416397864083 0.78898719901790282 1.6013223465640849 2.5000000000000004 1.4292123345064525 2.5000000000000004 255.25000000000003 7415.5000000000009 46.886640548706062 3218.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 4 5 8 -2 -5 12 11 -10 -4 -3 -8 right_child=1 2 10 6 -6 -7 7 -9 9 -11 -12 -13 -14 leaf_value=0.00026866799905650776 -0.0011152980735044029 -0.00080442911319677515 0.00033927233175437294 0.00029689588778740125 -0.00065544554353373066 -0.0054902529967676564 -3.0020343904956312e-05 -0.001492561917384072 -0.0069329254492395661 0.00016872720812038469 0.0027258367562444617 -0.010774516574474875 -0.0046849403953492016 leaf_count=317298 48907 20722 148948 41415 94063 1149 35443 20736 491 138262 3518 197 889 internal_value=0 -0.00359655 -2.29166e-05 -0.0133691 -0.00558978 -0.0284909 -0.00568322 -0.014857 0.000166224 0.00336524 0.00924149 -0.0210524 -0.00337283 internal_count=872038 554740 406201 148539 253735 50056 98483 57068 159672 138753 152466 20919 36332 shrinkage=0.0426706 Tree=102 num_leaves=14 num_cat=0 split_feature=0 29 28 21 27 6 11 18 9 14 27 22 21 split_gain=18.6633 16.3018 16.6101 18.5724 14.606 15.9515 14.1182 12.8251 11.7669 11.7757 11.463 10.7498 13.4087 threshold=29.500000000000004 0.58165023418050898 694.25000000000011 9.5000000000000018 25.500000000000004 0.4708752006027403 0.70899735449735457 2.5000000000000004 0.93417607378068979 25.662259363149154 58.500000000000007 322.75000000000006 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 -2 4 8 5 -3 -6 -7 9 -4 -8 12 -1 right_child=1 2 3 -5 6 7 10 -9 -10 -11 -12 -13 -14 leaf_value=-0.00089477795716258013 -0.00088188565152680148 -0.0018212129887352241 -0.0025059495181388443 0.0020409004307815571 -0.0046235053394188619 -0.00040832481156963848 -0.00088960436828341624 0.00041873550819006809 0.00027142528676803873 -0.00027986732768646379 -0.014876864710513988 0.00022464016010857033 -0.011958004337339789 leaf_count=11473 56011 10167 5179 9451 1990 83781 35838 57615 132862 26293 107 441068 203 internal_value=0 -0.00478754 -0.0023392 0.0047217 -0.00881462 -0.00442237 -0.0263631 -0.00167142 0.00224255 -0.0151437 -0.021824 0.00447171 -0.0254771 internal_count=872038 419294 363283 173785 189498 151563 37935 141396 164334 31472 35945 452744 11676 shrinkage=0.0426706 Tree=103 num_leaves=14 num_cat=0 split_feature=0 14 25 17 6 22 21 16 7 9 7 17 16 split_gain=18.379 14.436 28.2607 24.1809 13.3328 14.2147 14.6756 12.6007 12.7661 11.4863 13.3688 13.5856 19.7995 threshold=48.000000000000007 27.095621009757981 944.25000000000011 55.984699452781832 0.77777777485256439 563.25000000000011 14.500000000000002 219.17602814576702 -52.294889450073235 0.94382698984100111 -14.912445068359373 59.207892675755808 209.58916713096121 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 9 6 -6 -5 -9 -1 -11 -12 -13 right_child=-2 -3 3 7 5 -7 -8 8 -10 10 11 12 -14 leaf_value=-0.00043989520338626463 -0.00047178035949071735 0.00039422425306210479 -0.00068992307797817497 -0.0032804992722568504 -0.00061404452707622967 0.00017753983528073298 -0.0051790248083860378 0.00025227716246929244 -0.019635697496684576 0.0007706880242240833 0.00017520778453150189 -0.0007245465504049515 -0.0074570242911289469 leaf_count=45202 129199 195644 41532 5011 73581 62628 1305 89 173 78398 234361 3917 998 internal_value=0 0.0018663 -0.000769651 -0.0242675 0.00142827 -0.00695689 -0.0162547 -0.0880575 -0.301844 0.00460587 0.00672813 0.00301485 -0.0490171 internal_count=872038 742839 547195 46805 500390 137514 74886 5273 262 362876 317674 239276 4915 shrinkage=0.0426706 Tree=104 num_leaves=14 num_cat=0 split_feature=11 7 9 17 31 22 16 10 20 27 22 14 10 split_gain=18.4226 19.9011 18.8021 18.9941 14.5661 13.249 13.2086 11.8589 10.8547 10.7407 15.0193 17.6783 17.7985 threshold=0.87031367128935544 -4.7636413574218741 0.95462878940646645 65.462685217773057 1.5000000000000002 279.25000000000006 229.00362641484213 0.96745060605209821 1.1454664671219585 16.500000000000004 4471.5000000000009 43.042066332568702 0.70697046808364561 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 -4 -2 -3 8 -7 -1 10 11 -5 -13 right_child=4 5 3 9 -6 7 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.00036093925829396706 0.00044207215609515807 -0.0024718405260712355 0.00029597432693209377 0.00020118839679102689 -0.00085978218769005329 -0.00026264737479415645 0.00036053220565416367 -0.0019689176470123206 -0.0017826094501137463 0.0027130465777692957 0.0061910695038089976 -0.017842042256261823 0.0037009261854021184 leaf_count=76911 198198 5187 151995 4606 16990 344040 44449 7580 11203 9864 707 201 107 internal_value=0 -0.00270981 0.00329267 0.0103354 0.00795127 -0.00775736 -0.0056051 -0.00701725 -0.0126948 0.0437001 0.00881174 -0.0107952 -0.242742 internal_count=872038 656850 300043 167480 215188 356807 132563 351620 88114 15485 5621 4914 308 shrinkage=0.0426706 Tree=105 num_leaves=14 num_cat=0 split_feature=0 9 1 21 14 21 25 16 6 13 6 14 27 split_gain=17.2012 17.5334 16.7169 13.8179 12.4184 12.6009 14.049 13.154 12.0949 11.9427 10.4685 20.359 22.1649 threshold=22.000000000000004 0.9623725468517691 710.50000000000011 2.5000000000000004 23.128416397864083 1.5000000000000002 5768.7500000000009 205.6204026845638 0.84000000366389693 53.209863773027173 0.23838894633322544 40.215235175358472 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 9 10 7 -7 -5 -2 11 12 -6 right_child=1 2 -4 8 5 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.00024690493235502586 -0.00075151004323890144 -0.0010763145495537333 0.00040009846265779499 0.0001351696601930326 -0.024710396272160907 -0.0012157468869492937 -0.0044614319314436263 -7.4002602036636893e-05 -0.00060956276499158659 -0.00266718686820785 0.00081133406668994787 0.0032811968240419485 -0.0045284482056123726 leaf_count=317078 63331 28484 136574 143276 121 24949 1557 69704 54929 6537 24463 488 547 internal_value=0 -0.00344649 0.000636696 -0.00462877 -0.0111841 -0.00508886 -0.0103369 -0.00878703 -0.00166906 -0.0218123 0.0146196 -0.0783705 -0.191799 internal_count=872038 554960 363263 226689 191697 121829 96210 94653 198205 69868 25619 1156 668 shrinkage=0.0426706 Tree=106 num_leaves=14 num_cat=0 split_feature=16 17 5 9 11 17 20 16 16 10 4 22 27 split_gain=17.1948 19.9729 17.8457 21.5862 14.3048 13.8149 13.3752 23.9312 14.5297 13.7205 15.5322 31.6576 29.1651 threshold=147.52311705839756 36.608686077807825 78.344078063964858 0.94313258299908798 0.59424018890385033 73.839915033040697 0.24965748218438158 222.61551621280182 170.17206548241035 0.96437783568874547 52.108043670654304 2166.5000000000005 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 6 -1 4 5 -4 -2 8 -8 -9 11 -11 -13 right_child=1 -3 3 -5 -6 -7 7 9 -10 10 -12 12 -14 leaf_value=-0.0014741995420204841 -0.0011120323115688081 -2.5659165521899372e-05 -0.0028072132646363361 0.0090755736502138654 -0.004991398048272238 0.0076233740342301999 0.0020386066818281565 0.0008723243121613385 0.0060166322658237788 0.0014614102118808334 0.0023725251405485094 -0.025329247988401214 -0.005410269474163701 leaf_count=22490 5924 790965 401 649 656 546 6556 37145 2244 1445 1264 146 1607 internal_value=0 0.00069435 -0.02605 0.0588211 -0.00347491 0.0751483 0.0188875 0.02417 0.0715482 0.0141494 -0.0382453 -0.0753378 -0.16567 internal_count=872038 847296 24742 2252 1603 947 56331 50407 8800 41607 4462 3198 1753 shrinkage=0.0426706 Tree=107 num_leaves=14 num_cat=0 split_feature=0 1 28 9 14 29 25 0 26 19 21 23 14 split_gain=16.4145 13.3547 21.4332 14.1794 16.3802 15.8656 16.125 12.5032 11.1547 13.5241 11.07 10.7115 12.8377 threshold=49.500000000000007 718.50000000000011 851.25000000000011 0.95588705330843193 22.822455207128598 0.093727122986822856 7377.5000000000009 17.500000000000004 1.9516064512779903 3319.5000000000005 16.500000000000004 1.3915904239645249 15.384986096517801 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 4 11 -5 -7 -1 -2 -10 -9 12 -3 right_child=8 3 -4 5 -6 6 -8 10 9 -11 -12 -13 -14 leaf_value=0.00031617153846499744 -0.00041459765283734544 -0.0090483581156032798 -0.0011723870388590768 -0.011836804210101585 8.2239580604080638e-05 0.00047056837370017355 0.0031286077463776817 -0.00015126050035936284 -0.0040970826831282052 0.00048240549017258269 -0.0033899638286300805 -0.0044418812034915829 -0.00067527103703266455 leaf_count=143627 94758 347 30851 189 124982 177888 4255 277556 3286 1827 1935 2027 8510 internal_value=0 0.00145288 -0.00202886 0.00642023 -0.00131291 0.0121826 0.0124831 -0.000173477 -0.0121712 -0.0576678 -0.00407032 -0.0385207 -0.023513 internal_count=872038 772167 453969 318198 135866 182332 182143 423118 99871 5113 279491 10884 8857 shrinkage=0.0426706 Tree=108 num_leaves=14 num_cat=0 split_feature=11 7 9 17 30 25 18 17 15 27 14 21 18 split_gain=15.6092 18.1026 17.198 17.728 12.8706 12.0646 13.234 11.4753 10.1563 9.48257 20.6087 15.2498 13.035 threshold=0.87031367128935544 -4.7636413574218741 0.95526123865771451 65.462685217773057 1.0000000180025095e-35 311.25000000000006 2.5000000000000004 47.253126580384027 0.43054764610316792 45.500000000000007 27.413499568377684 10.500000000000002 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 7 -4 9 6 -3 -1 -9 -2 11 12 -11 right_child=4 5 3 -5 -6 -7 -8 8 -10 10 -12 -13 -14 leaf_value=0.00021667276770432234 0.00046209506449471999 -0.0013339799078204669 0.00029453524220261486 0.0018228872564208225 -0.0008103202666984216 -0.00028311685244486131 -0.0076129663029257206 -0.0015284040674752317 -0.0003101410714446166 0.0062746704624921084 -0.017843882051806672 -0.00033128525508878355 -0.014406735474231148 leaf_count=61768 192931 2490 149132 15230 16979 353499 810 15855 58184 71 135 4700 254 internal_value=0 -0.00238207 0.00334098 0.0102214 0.00743304 -0.00719678 -0.067381 -0.00498617 -0.0133822 0.00969786 -0.0326086 -0.0222501 -0.231744 internal_count=872038 656968 300169 164362 215070 356799 3300 135807 74039 198091 5160 5025 325 shrinkage=0.0426706 Tree=109 num_leaves=14 num_cat=0 split_feature=0 11 7 9 17 22 24 17 14 18 28 11 6 split_gain=14.9801 12.1149 13.1292 18.1777 18.0291 15.7015 15.3138 14.3368 11.7773 10.9547 19.1162 12.0237 12.8265 threshold=49.500000000000007 0.92292861600641929 -1.0000000180025095e-35 0.96591370152703682 51.350539284126199 279.25000000000006 14.500000000000002 65.462685217773057 129.50187577368652 3.5000000000000004 461.25000000000006 0.83796675153058142 0.42712099075946169 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 -4 8 -5 -6 11 -11 12 -7 right_child=-2 -3 5 7 6 9 -8 -9 -10 10 -12 -13 -14 leaf_value=0.00026217749450215455 -0.00049304491599815069 0.00070594088102935489 -0.0022958110786744528 0.00054397175265656823 -0.00093784159959348231 -0.0018388898784710407 0.00073177958613420476 0.0023482862270401777 0.0045063279575407204 -0.004082541807851346 -0.0005309932027216859 0.00019188056840552012 -0.00021468583819220092 leaf_count=159325 99824 49831 6097 88218 55839 9365 13508 8820 733 3046 29333 186207 161892 internal_value=0 0.00146317 0.00042288 0.005118 0.000264721 -0.00344814 -0.0131022 0.0165915 -0.0203255 -0.0026606 -0.0202739 -0.00106519 -0.00711271 internal_count=872038 772214 722383 326443 229405 395940 70080 97038 56572 389843 32379 357464 171257 shrinkage=0.0426706 Tree=110 num_leaves=14 num_cat=0 split_feature=0 14 5 17 24 9 11 18 28 27 28 16 28 split_gain=15.2835 11.9936 10.1991 9.28463 21.0075 13.9951 19.2504 12.436 13.9728 15.6736 12.609 11.9267 11.8952 threshold=35.000000000000007 21.581301450024817 48.480968475341804 52.486457500254048 15.500000000000002 0.96403925664657064 0.70002413127413143 3.5000000000000004 461.25000000000006 34.500000000000007 941.25000000000011 145.1671685832068 23018.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 7 5 12 -7 11 9 -9 -10 -1 -5 right_child=1 -3 -4 4 -6 6 -8 8 10 -11 -12 -13 -14 leaf_value=-0.0014283781655033813 -0.00055448879515414761 -7.0432309504655987e-05 -0.0028171936789418905 -0.0010709581929285389 0.00092995399689382277 0.0020528756537947536 -0.00034585763871801888 -0.001636720254340959 -0.00020475463144434427 -0.0086990430965172925 -0.010088834547525167 0.00031811200022881448 0.006176410815623588 leaf_count=7249 88585 227090 3782 47041 23589 7277 37396 2523 27832 740 237 398281 416 internal_value=0 -0.00555837 -0.0151659 0.00313073 -0.00483369 -0.0116514 0.00105186 0.0052404 -0.0139545 -0.0758919 -0.00675432 0.00672343 -0.0236094 internal_count=872038 319457 92367 552581 115719 92130 44673 436862 31332 3263 28069 405530 47457 shrinkage=0.0426706 Tree=111 num_leaves=14 num_cat=0 split_feature=2 16 18 21 25 20 17 30 26 17 30 22 5 split_gain=14.5656 15.8652 12.4979 11.9999 13.5323 12.4331 11.9904 11.7971 21.4611 16.5812 13.9808 13.1757 17.1912 threshold=45.715633423180599 147.52311705839756 6.5000000000000009 1.5000000000000002 5768.7500000000009 0.55164694235701761 59.586341227854895 1.0000000180025095e-35 1.4039607190900634 34.031405552848206 2.5000000000000004 546.25000000000011 17.992518424987797 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 6 5 -5 -2 9 -9 -3 -10 -11 -13 right_child=3 2 -4 4 -6 -7 -8 8 10 11 -12 12 -14 leaf_value=-0.0012104977058493757 0.00084356249249848434 0.0016381285407863768 0.0078368720998126997 -0.0028334072039240235 -0.003527699938138968 0.00029023406138426307 0.0037465330150364511 -0.00023578583430951833 -0.0032443119599928879 -0.00032415564667745672 -0.00038299320576395707 0.0021666291914735217 8.2179369780728445e-05 leaf_count=21988 30054 11299 366 2364 1767 125080 2835 78882 7828 173395 5158 7335 403687 internal_value=0 -0.00192616 -0.00108102 0.00857967 0.00423884 0.00544386 0.0256335 -0.00117936 -0.0117272 0.000447263 -0.0493971 -0.000286317 0.00279766 internal_count=872038 709938 687950 162100 129211 127444 32889 687584 91868 595716 12986 584417 411022 shrinkage=0.0426706 Tree=112 num_leaves=14 num_cat=0 split_feature=0 9 15 14 19 25 18 26 28 20 14 22 16 split_gain=13.7858 13.8599 15.7762 12.2414 11.5954 9.28519 18.7061 20.1918 14.9658 12.0797 11.1693 10.0891 21.2371 threshold=22.000000000000004 0.9573731951561032 0.75430318927992113 23.128416397864083 612.25000000000011 863.25000000000011 1.5000000000000002 0.879866038071767 654.25000000000011 0.86381582706903648 29.059431237258291 2355.2500000000005 243.96136158258579 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 -3 -2 -4 8 10 9 -1 -8 11 -7 -13 right_child=1 2 4 -5 -6 6 7 -9 -10 -11 -12 12 -14 leaf_value=0.00011332507429879485 -0.0010227420371785572 0.00019608521519660818 -0.00072970211781655039 -0.00020338757893982674 4.4568838813081004e-05 -0.00023924062271880737 -0.0021598722059474455 -0.00025445392433227817 0.00081451475904311147 -0.0063058281753877177 0.00066956631678295948 -0.0021741926089260391 -0.020096841752484794 leaf_count=168077 50081 265144 74205 98498 67029 18877 3793 8181 82689 1931 30709 2698 126 internal_value=0 -0.00297388 4.79042e-05 -0.0112388 -0.00848914 0.0052916 -0.00523138 -0.0378381 0.0080744 -0.0833951 0.00341956 -0.0139464 -0.0696934 internal_count=872038 554957 406378 148579 141234 317081 66315 13905 250766 5724 52410 21701 2824 shrinkage=0.0426706 Tree=113 num_leaves=14 num_cat=0 split_feature=0 27 29 28 21 23 10 27 11 18 25 29 11 split_gain=13.0621 11.9918 10.3074 11.2043 12.7869 10.6114 9.62236 9.83182 13.0327 10.4934 9.80646 8.79961 11.7271 threshold=35.000000000000007 52.500000000000007 0.58165023418050898 696.25000000000011 9.5000000000000018 1.4854320144411379 0.89603421476013934 25.500000000000004 0.74461765412650538 2.5000000000000004 490.25000000000006 0.1831701599050449 0.92292861600641929 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 -2 6 -5 -6 7 9 -9 -4 -10 -1 -13 right_child=1 -3 3 4 5 -7 -8 8 10 -11 -12 12 -14 leaf_value=-0.00089467094348087944 -0.00082948412018493721 -0.0071980639774224071 -0.00045995304524138527 6.7690132515288128e-05 0.0022142736271939666 -0.0068741802254858632 -0.0017943604683017167 -0.0043458044667583837 -0.0035821749538098493 0.00039803971560243851 -0.0004862967690332101 0.00010329813782838374 0.00089400461833187453 leaf_count=14882 41714 447 64200 129242 6998 242 8214 2014 2047 43567 20720 501101 36650 internal_value=0 -0.00501321 -0.00478382 -0.00257878 0.00387727 0.044773 -0.00883853 -0.00678032 -0.0247406 -0.00265035 -0.0179198 0.00301993 0.00368376 internal_count=872038 319405 318958 277244 136482 7240 140762 132548 24781 107767 22767 552633 537751 shrinkage=0.0426706 Tree=114 num_leaves=14 num_cat=0 split_feature=11 7 21 17 21 16 1 25 7 23 26 22 10 split_gain=12.5947 13.5807 16.1705 12.0006 31.1821 19.8669 17.0895 15.6607 11.8091 17.5953 11.7659 11.6013 10.7204 threshold=0.89027346445824718 -18.434947013854977 9.5000000000000018 60.627019019416906 1.5000000000000002 216.4002012072435 1805.5000000000002 1635.2500000000002 -76.033290863037095 0.78118458291868709 0.80035651331880708 279.25000000000006 0.96745060605209821 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 11 6 7 -5 -6 -1 -10 -7 -3 -13 right_child=-2 3 -4 4 5 10 -8 -9 9 -11 -12 12 -14 leaf_value=-0.00034457368009834318 0.0003637680383861533 -0.0020543781886978494 0.0016877251359399966 -0.0023378763804458975 -0.00098675358163569094 -0.015124834662735219 0.0068090560505546151 -0.0053917448279469874 -0.00066402445711350182 0.0005289888298377212 -0.004960813846937244 -0.00011213203382212089 -0.0015299806345942587 leaf_count=72203 141354 5848 12409 535 11586 276 1220 1683 27378 126576 834 460217 9919 internal_value=0 -0.00178699 0.00440496 -0.00478868 -0.0316107 -0.0469695 0.0942259 -0.0362186 0.00247645 0.00742508 -0.175486 -0.00387951 -0.0033289 internal_count=872038 730684 238566 492118 16134 14379 1755 13269 226157 153954 1110 475984 470136 shrinkage=0.0426706 Tree=115 num_leaves=14 num_cat=0 split_feature=2 16 18 30 29 17 16 29 22 5 19 6 21 split_gain=12.1816 13.866 11.396 10.4532 19.5108 15.5681 12.9662 12.1688 11.5789 17.943 14.7275 13.1095 13.3506 threshold=45.715633423180599 147.52311705839756 6.5000000000000009 1.0000000180025095e-35 1.8646468766432538 34.031405552848206 205.22997775439509 0.054889041222998834 544.25000000000011 17.992518424987797 798.25000000000011 0.77777777485256439 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 5 -5 6 -3 -7 11 10 -10 -9 -13 right_child=-2 2 -4 4 -6 7 -8 8 9 -11 -12 12 -14 leaf_value=-0.0011289999807827179 0.00033400221680227499 0.0037335654685741021 0.007444439570120363 -0.00028435506375970956 -0.0025539165357996696 -0.0072979032993181411 0.00061348526108275468 -3.274363200668947e-08 0.001619173851300782 7.8294564759347679e-05 0.0084141477174775135 -0.00068736591203019074 -0.0053936812994290371 leaf_count=22061 162084 3528 370 84344 7511 417 7758 103348 6689 406039 636 66137 1116 internal_value=0 -0.00178056 -0.000989133 -0.00108355 -0.0110131 0.000447639 0.0372346 -0.000262817 -0.000140875 0.00271977 0.0517723 -0.00707219 -0.0179389 internal_count=872038 709954 687893 687523 91855 595668 11286 584382 583965 413364 7325 170601 67253 shrinkage=0.0426706 Tree=116 num_leaves=14 num_cat=0 split_feature=11 7 9 10 17 17 5 16 21 17 16 20 4 split_gain=11.2042 12.233 15.8181 15.4111 15.15 14.3529 13.5679 12.5154 11.7804 9.95759 11.3399 11.0784 9.91277 threshold=0.89027346445824718 -1.0000000180025095e-35 0.96591370152703682 0.96437783568874547 49.702320455740768 58.86869958985023 74.003772735595717 145.1671685832068 7.5000000000000009 110.47614441227775 202.03077952836992 1.0768115050930722 49.000072479248054 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -3 7 -4 -5 -1 9 10 -6 -11 -8 right_child=-2 3 5 6 8 -7 12 -9 -10 11 -12 -13 -14 leaf_value=-0.0018136732811659248 0.00034637620661172845 -0.0002050994062579287 0.00035640874635025569 -0.0004541973340023028 -0.001325116048266844 0.0018223032301343607 -0.0058812336855625967 0.00028687551277085829 0.00060872972067318282 0.0033922738369583823 -0.00032843169403140316 -0.012979739145847272 0.0014285020558767762 leaf_count=5361 141392 371036 88623 2807 33909 14096 2172 140975 15897 1587 53704 79 400 internal_value=0 -0.00160762 0.00261035 -0.00557699 -0.00166017 0.0130669 -0.0587194 0.0049196 -0.0108149 -0.0152807 -0.0167371 0.0613052 -0.111187 internal_count=872038 730646 354231 376415 251512 102719 5379 146336 105176 89279 87613 1666 2572 shrinkage=0.0426706 Tree=117 num_leaves=14 num_cat=0 split_feature=2 9 15 33 29 17 18 21 25 5 17 7 6 split_gain=10.986 12.2436 11.9538 11.4281 10.6897 11.0382 10.8521 10.4834 11.5069 10.3289 9.96263 9.93708 9.55524 threshold=45.715633423180599 0.93960078661952606 0.44974019212963395 2.5000000000000004 0.093727122986822856 33.580388079750271 6.5000000000000009 1.5000000000000002 5768.7500000000009 30.998927116394047 59.586341227854895 -42.259128570556634 0.77493905965523735 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 9 -6 12 10 -9 -3 -2 -12 -7 right_child=7 3 -4 -5 5 6 -8 8 -10 -11 11 -13 -14 leaf_value=-0.0012539740878215338 0.00077044843274252852 -0.0012841221673773663 -0.00020091229761890015 -0.0011937798533196854 0.0013462471886738314 0.00013399757213851678 0.0074640307467938299 0.0001927044156275524 -0.003264852324213877 -0.0078163711631848466 0.00037365075336151169 0.0055156942789604535 -0.00023044442960218928 leaf_count=28702 30041 4830 62076 14340 11585 390304 356 127548 1777 485 1156 1677 197161 internal_value=0 -0.00166583 -0.0125114 -7.54646e-05 0.000586168 0.000982078 0.000379638 0.00745604 0.00340271 -0.0440631 0.0234017 0.0800902 0.000273866 internal_count=872038 709839 90778 619061 604721 599406 587821 162199 129325 5315 32874 2833 587465 shrinkage=0.0426706 Tree=118 num_leaves=14 num_cat=0 split_feature=0 29 17 11 7 6 17 16 21 4 22 25 28 split_gain=11.6617 8.64375 12.4286 10.7439 9.22768 16.7524 13.9405 24.9138 16.1012 12.619 12.0963 11.8727 11.6522 threshold=46.500000000000007 0.1831701599050449 30.332803707937654 0.92648315736551046 -18.434947013854977 0.12994275515243339 58.86869958985023 216.8545385256451 1.5000000000000002 25.695742607116703 1335.2500000000002 619.25000000000011 306.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -4 12 8 -8 11 -10 -9 -6 right_child=-2 2 3 -5 6 -7 7 9 10 -11 -12 -13 -14 leaf_value=-0.00084283392869517846 -0.0003283591431757407 0.0014375675163213371 -0.011054060292202295 0.00079565331905443034 -0.003312667205393585 0.00029762107332574644 0.0039575886152640001 -0.0021458741634995432 -0.00069130355244617647 -0.0027605476040077968 -0.0045543319003170223 -0.013986623239209477 -9.355809467961379e-06 leaf_count=18169 158826 12422 237 35756 1953 192038 1208 219 11417 804 1695 521 436773 internal_value=0 0.00177978 0.00234264 0.0017722 0.000839459 0.00664694 -0.00161689 -0.0307388 -0.0177262 -0.151426 -0.027904 -0.245659 -0.000563868 internal_count=872038 713212 695043 682621 646865 192275 454590 15864 14320 1544 13112 740 438726 shrinkage=0.0426706 Tree=119 num_leaves=14 num_cat=0 split_feature=16 17 16 20 5 9 15 17 14 7 26 27 6 split_gain=10.5509 13.2651 15.6879 17.2362 13.2099 18.1468 12.7702 12.0147 13.711 11.1799 16.5231 19.0325 11.429 threshold=151.7134353741497 37.585033556855443 204.0639829823356 0.30823919094217961 78.344078063964858 0.94313258299908798 0.3095378661376581 110.47614441227775 80.29087325318298 -89.940933227539048 1.3812758455936869 2.5000000000000004 0.57650184330030541 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 3 -2 -1 7 -5 8 -6 10 -4 12 -12 right_child=1 -3 9 6 5 -7 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0010158105988136664 -0.00072616664942623033 -2.1098164493333773e-05 -0.00073692538092925573 0.010033771149411549 -0.0044274101293529031 0.0080956682075511068 0.0026944349537230236 0.0058995640364304588 0.0064342771298445782 0.00048000010167807071 -0.030468943319361442 -0.0046197957845286177 0.0024873569747756595 leaf_count=29265 2899 774245 3142 458 1020 693 7506 454 267 51523 95 447 24 internal_value=0 0.000666392 0.0142648 0.0490038 -0.0179186 0.0528662 0.0730365 -0.00160998 -0.0509497 0.00743219 -0.0456024 -0.202881 -0.558284 internal_count=872038 840339 66094 10863 31699 2434 7964 1741 1287 55231 3708 566 119 shrinkage=0.0426706 Tree=120 num_leaves=14 num_cat=0 split_feature=18 16 6 4 5 28 17 22 19 16 26 17 30 split_gain=10.0256 9.69224 9.61825 15.4523 31.4909 26.661 14.4074 10.9907 26.6458 29.3912 12.5193 11.7085 10.1022 threshold=6.5000000000000009 164.62355750487333 0.26538033108053766 52.108043670654304 297.84509277343756 23018.500000000004 33.089799486899516 2166.5000000000005 2716.5000000000005 243.27639604868969 0.99578609406814644 49.128905727266265 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 7 -6 -4 11 9 12 -11 -3 -9 right_child=-2 2 6 -5 5 -7 -8 8 -10 10 -12 -13 -14 leaf_value=-0.00053383189479805804 0.0065355066440203483 0.00051523338278587779 0.0011706026920490289 0.0035859610064340091 -0.023446266576415156 0.0052386728199867467 2.8830912515553385e-05 -0.0082408676537722454 -0.00095291058340858908 0.0018397820719059941 -0.031260434292117362 -0.0019985925936649401 0.00039638846104255994 leaf_count=58731 427 10199 20663 1356 204 83 769469 797 4562 25 124 5041 357 internal_value=0 -0.000104578 0.000791759 -0.019481 -0.0260429 -0.35506 0.00137541 -0.0215687 -0.0583544 -0.184475 -0.602446 -0.00741203 -0.130508 internal_count=872038 871611 812880 22748 21392 287 790132 21105 5865 1303 149 15240 1154 shrinkage=0.0426706 Tree=121 num_leaves=14 num_cat=0 split_feature=0 22 21 27 25 21 29 18 24 13 31 17 17 split_gain=9.56303 8.6498 17.8711 12.7011 10.9691 17.3364 12.0916 9.6396 9.82877 9.48112 8.20399 8.85928 8.01208 threshold=46.500000000000007 322.75000000000006 13.500000000000002 1.5000000000000002 255.25000000000003 3.5000000000000004 0.77394142468626914 1.5000000000000002 2.5000000000000004 19.146988076934935 2.5000000000000004 30.332803707937654 56.724332457628627 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 7 9 -5 -9 -7 11 -3 -2 right_child=12 10 -4 4 -6 6 -8 8 -10 -11 -12 -13 -14 leaf_value=0.0060643925997656833 -0.00045215722010172316 0.0012118460654384647 -0.011949143678097459 -0.0036752546857966107 -0.00043195178157293303 -0.008151107381492894 -0.011476603879209832 0.010879999296101187 -0.00022988024943768222 0.0052345924694364747 -0.00067713308604682658 9.4513760895952739e-05 0.00030451693225721198 leaf_count=485 126869 13179 263 857 12576 206 629 207 484 181 24589 659631 31882 internal_value=0 0.00154658 -0.021525 -0.0171738 -0.0222767 -0.0818889 -0.183387 -0.0152723 0.0726088 -0.0443072 0.00207219 0.00272788 -0.00703515 internal_count=872038 713287 15888 15625 15140 2564 1016 1548 691 387 697399 672810 158751 shrinkage=0.0426706 Tree=122 num_leaves=14 num_cat=0 split_feature=11 7 21 30 7 26 20 5 11 25 25 18 9 split_gain=9.46133 12.5859 12.6765 9.69121 9.09541 16.4752 10.9878 10.2277 13.7365 13.8071 9.00441 9.95951 8.81788 threshold=0.86945047593981684 -4.7636413574218741 9.5000000000000018 1.0000000180025095e-35 -79.179641723632798 0.77133465440539184 1.1134827706653303 211.99998474121097 0.56946218805824722 17756.500000000004 311.25000000000006 2.5000000000000004 0.87071714615318174 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -2 7 -6 12 -1 -9 -10 11 -3 -7 right_child=3 10 -4 -5 5 6 -8 8 9 -11 -12 -13 -14 leaf_value=-0.00032913274102084494 0.00032573235543201863 -0.0011291835146589907 0.0012755333367088374 -0.00072999869823457632 -0.00056792677273738402 -0.00069388947823759747 -0.00035797147793964804 0.0045453281464690257 -0.012225493316309297 -0.002490481802541058 -0.00023329025822046016 -0.0065846202182333856 0.000600978100336671 leaf_count=57340 201321 2450 16390 17183 43424 10285 32157 276 419 723 350408 811 138851 internal_value=0 -0.00191316 0.00285272 0.005688 0.00128933 0.0041858 0.00837636 -0.00978808 -0.093685 -0.142071 -0.005954 -0.0582587 0.0119914 internal_count=872038 653534 299865 218504 283475 224717 181293 58758 1418 1142 353669 3261 149136 shrinkage=0.0426706 Tree=123 num_leaves=14 num_cat=0 split_feature=0 26 19 10 18 18 28 24 21 4 25 17 16 split_gain=9.57412 9.49948 10.8382 8.80558 8.58979 9.62577 22.2763 13.8515 13.7734 12.4338 16.2445 17.718 11.3177 threshold=49.500000000000007 1.9516064512779903 3319.5000000000005 0.75664392265920111 6.5000000000000009 3.5000000000000004 471.75000000000006 17.500000000000004 8.5000000000000018 28.00000095367432 944.25000000000011 56.094934044792772 216.62585847396886 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 5 8 7 -7 9 10 -1 -12 -13 right_child=1 2 -4 -5 -6 6 -8 -9 -10 -11 11 12 -14 leaf_value=1.3266497553793113e-05 -0.00069406083282566697 -0.0036584679890801059 0.00043839065528959042 0.00013003120203291862 0.0062060789129336534 -0.00081152766823319419 -0.0002107240522088174 -0.0050613211407647728 0.00063226350608253275 0.00038440759334364138 -0.00047965952214019345 -0.0023008624190639622 -0.0086885389891244395 leaf_count=448078 49498 3279 1833 45136 412 2642 46734 2962 74710 134979 55398 5824 553 internal_value=0 -0.00932237 -0.0513109 -0.00705421 0.0010883 0.00101125 -0.0120825 -0.0716597 0.00196365 0.000474434 -0.00178494 -0.0169869 -0.066903 internal_count=872038 99746 5112 94634 772292 771880 52338 5604 719542 644832 509853 61775 6377 shrinkage=0.0426706 Tree=124 num_leaves=14 num_cat=0 split_feature=2 16 21 25 13 17 25 24 17 17 7 16 5 split_gain=9.35908 10.4994 8.93035 9.91713 12.3323 13.2985 11.4628 11.1879 10.1861 9.30144 9.52317 9.6509 12.6332 threshold=50.377155172413801 145.1671685832068 1.5000000000000002 1127.2500000000002 72.982698170454952 50.706715994393996 5768.7500000000009 5.5000000000000009 73.839915033040697 59.586341227854895 -55.304843902587884 177.21473375806201 184.67829895019534 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 9 -4 5 -5 -6 -7 -9 -2 11 12 -11 right_child=2 -3 3 4 6 7 -8 8 -10 10 -12 -13 -14 leaf_value=-0.0010532257044400845 0.00072011897042678933 -3.4758896414234096e-05 0.00038114541471434045 -0.00093523036622410963 0.00039208420528831235 -0.0023323200467707242 -0.0033048325374368621 -0.0061057456843513188 -0.017648832169073377 0.0004195338889239223 0.0047810258077129707 0.0027579125530252826 -0.018745737376047109 leaf_count=18923 28916 707459 82853 8362 18943 1342 1661 614 180 151 2061 466 107 internal_value=0 -0.00143638 0.00734652 0.00321662 -0.0120094 -0.0399059 0.00220423 -0.110327 -0.204416 0.0221922 0.0773866 -0.0212749 -0.176441 internal_count=872038 726382 145656 113955 31102 10498 20604 2136 794 31701 2785 724 258 shrinkage=0.0426706 Tree=125 num_leaves=14 num_cat=0 split_feature=11 7 21 7 23 20 28 20 30 16 1 1 27 split_gain=9.00825 11.5292 12.0276 10.2013 15.3539 9.2431 9.20805 9.15946 8.85138 8.81204 11.6589 10.357 12.3405 threshold=0.86945047593981684 -18.434947013854977 9.5000000000000018 -76.033290863037095 0.78118458291868709 0.70258543441657462 514.75000000000011 1.0232833407057111 1.0000000180025095e-35 196.06321395995312 817.50000000000011 134.50000000000003 18.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 -6 -4 -7 9 10 -2 12 -11 right_child=8 -3 6 4 5 7 -8 -9 -10 11 -12 -13 -14 leaf_value=-0.00034826876127094233 0.0010721230167985247 -0.00021244575095527023 -0.0031259778471649439 -0.00063448435855050736 -0.0025910787049593679 0.00074385349677692965 0.0017706767133105871 -8.1831271168624091e-05 -0.00069025192386204331 -0.0061084168717766615 0.0060927698293983916 0.00027284703939771778 0.0058952020721504484 leaf_count=67324 10072 420141 745 27396 1760 91431 11384 33398 17241 870 919 189167 190 internal_value=0 -0.00184806 0.00378652 0.00210611 0.00659535 0.0112407 0.0344478 0.0122553 0.00556938 0.00743261 0.0349636 0.00584192 -0.0927296 internal_count=872038 653579 233438 221309 153985 126589 12129 124829 218459 201218 10991 190227 1060 shrinkage=0.0426706 Tree=126 num_leaves=14 num_cat=0 split_feature=11 7 17 15 29 13 4 10 27 17 21 16 29 split_gain=8.50757 9.46973 11.2971 16.1122 12.7451 11.9082 22.7254 17.0997 10.5854 10.5295 24.5943 17.5814 13.8791 threshold=0.89027346445824718 -18.434947013854977 70.594498462837009 0.45665311240214868 1.5907142375974477 88.883925111510734 37.000892639160163 0.69520081220224406 16.500000000000004 60.627019019416906 1.5000000000000002 216.4002012072435 1.6135279508846281 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -4 6 8 -8 -5 -3 -11 -12 -13 right_child=-2 9 3 5 -6 -7 7 -9 -10 10 11 12 -14 leaf_value=7.6317436737448636e-05 0.0003043341829396063 -0.00012795023498333844 -0.00068854169318483612 4.2861724381094139e-05 -0.0088988615706441405 0.0051207334648413292 -0.010692467587305021 0.00182358474100878 0.0024611944384379083 0.0035260174315092786 -0.0013878725423432888 -0.0091314367458841337 0.003706388221143378 leaf_count=219326 141293 476029 1794 5026 426 1587 493 333 9572 1760 13295 920 184 internal_value=0 -0.00134453 0.00382624 0.027066 -0.0530585 0.0375225 0.0290356 -0.132331 0.0381663 -0.00385073 -0.0289551 -0.0425946 -0.163855 internal_count=872038 730745 238557 19231 2220 17011 15424 826 14598 492188 16159 14399 1104 shrinkage=0.0426706 Tree=127 num_leaves=14 num_cat=0 split_feature=0 9 6 19 25 21 17 16 28 7 25 8 7 split_gain=8.37965 10.0483 10.7719 11.0767 9.03996 15.4995 18.3176 25.9804 12.1781 10.2098 9.77675 11.4245 8.80524 threshold=22.000000000000004 0.96543051801267776 0.77272727484539083 604.75000000000011 863.25000000000011 2.5000000000000004 47.554252805453167 229.93381420961586 654.25000000000011 -89.940933227539048 3047.7500000000005 1445.5000000000002 -61.163242340087884 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 8 9 -7 -8 -1 -6 11 12 -9 right_child=1 2 3 -5 5 6 7 10 -10 -11 -12 -13 -14 leaf_value=8.5011105313846338e-05 -0.00031626192536261534 0.00023854862811232836 -0.00067221987500344909 0.00014973648591029416 -0.0024698974685065213 -0.00035874662936402336 -0.0020492426517166561 -0.00037126207208561306 0.00071798200054388073 0.00056228787779984515 -0.026177031809971815 -0.0021910362191188927 -0.019433566527506062 leaf_count=168067 228036 207567 61011 58451 2159 24499 7334 56 82516 31843 73 218 208 internal_value=0 -0.00231644 0.00123646 -0.00632869 0.00412818 -0.00624702 -0.0219025 -0.0638113 0.00687701 0.00866535 -0.272422 -0.22077 -0.360671 internal_count=872038 555065 327029 119462 316973 66390 32388 7889 250583 34002 555 482 264 shrinkage=0.0426706 Tree=128 num_leaves=14 num_cat=0 split_feature=0 17 18 28 27 27 21 17 16 16 7 21 25 split_gain=8.32525 9.45851 7.77579 22.0118 16.7257 14.8989 11.2337 11.7862 15.0945 14.6944 17.6544 12.3972 16.5989 threshold=49.500000000000007 52.41447453192081 3.5000000000000004 461.25000000000006 30.500000000000004 41.500000000000007 8.5000000000000018 49.410144367447074 198.77037112671175 228.37448517268444 -17.102727890014645 3.5000000000000004 645.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 6 4 -4 -5 7 -1 -9 -10 -11 -12 -13 right_child=1 -3 3 5 -6 -7 -8 8 9 10 11 12 -14 leaf_value=0.00018444453193393508 -0.00083451621584723873 1.8835769115827409e-06 -0.0015103220601678184 0.00013232563878872982 -0.0070302856951764761 -0.0019657888445162005 0.00057887016556921079 -0.00070329829049597524 5.4526638881860995e-05 -0.00024232184419651118 -0.0022916086212394285 0.00042730808489257452 -0.014323501991032961 leaf_count=367833 44058 55793 3127 40889 1469 7256 74712 74523 198986 2021 658 189 524 internal_value=0 -0.00860469 0.00109882 -0.0106214 -0.0767424 -0.00430939 0.001958 0.000612862 -0.00431502 0.000165324 -0.0650992 -0.152691 -0.244042 internal_count=872038 99851 772187 52741 4596 48145 719446 644734 276901 202378 3392 1371 713 shrinkage=0.0426706 Tree=129 num_leaves=14 num_cat=0 split_feature=18 29 17 15 22 14 29 29 7 22 1 19 10 split_gain=8.37297 7.76566 11.1962 9.73452 14.2983 34.6581 17.9543 41.4434 16.5319 11.133 9.51009 13.8353 10.9955 threshold=6.5000000000000009 0.15918280514046301 33.580388079750271 0.2603012211615427 2166.5000000000005 48.15203256717826 0.97828354719780664 1.1648548584032457 -51.84277153015136 3259.0000000000005 445.50000000000006 1538.2500000000002 0.87896879560788987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 3 4 -3 6 -6 -8 9 -9 -1 12 -12 right_child=-2 2 -4 -5 5 -7 7 8 -10 -11 11 -13 -14 leaf_value=-0.00051595503266506912 0.0059744867158589487 0.0028182482521939421 -1.2667472485583067e-05 0.001076998476300349 0.0034926786905740089 0.0017092989713317747 -0.026267943351144456 0.0046115721608673494 -0.00057799772037621811 -0.025556961318481019 -0.0029693448519535993 0.00049355363612815599 -0.01110705349184911 leaf_count=16954 427 928 822554 27107 155 1035 259 29 365 96 702 896 531 internal_value=0 -5.16604e-05 0.000394917 0.019379 -0.036034 -0.0848895 -0.227943 -0.292053 -0.121036 -0.43491 -0.0200024 -0.082999 -0.151718 internal_count=872038 871611 852528 29974 2867 1939 904 749 490 125 19083 2129 1233 shrinkage=0.0426706 Tree=130 num_leaves=14 num_cat=0 split_feature=15 17 11 22 19 26 29 11 17 16 5 9 29 split_gain=7.73806 11.8401 9.34537 12.212 26.8484 20.6871 26.4795 20.9161 11.9716 8.92217 14.0863 11.0702 11.3698 threshold=0.2603012211615427 33.580388079750271 0.4302079893313519 2166.5000000000005 2716.5000000000005 0.99578609406814644 1.1696075542194146 0.85001209482341566 49.267942537655678 164.62355750487333 78.344078063964858 0.94313258299908798 0.36998012686895881 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 8 5 -5 7 -7 -4 10 -3 -12 -13 right_child=1 9 3 4 -6 6 -8 -9 -10 -11 11 12 -14 leaf_value=0.0017609769360182087 0.00083557813929091627 -0.00074130613579176526 0.00048995778605639333 -0.0017883570494785978 -0.0011585575487402821 -0.007773069319707622 -0.0050574261342342507 -0.02821918240621319 -0.002085777162797663 2.2096682028315622e-05 0.00072109301626091581 0.018119415168585513 0.0044572533934459603 leaf_count=2494 31060 45769 10939 661 6723 150 469 232 4696 766532 1610 138 565 internal_value=0 0.000419611 -0.0169775 -0.0230632 -0.0542295 -0.174631 -0.27772 -0.473174 -0.00664788 -0.000311025 -0.013525 0.0626137 0.167309 internal_count=872038 845674 26364 23870 8235 1512 851 382 15635 814614 48082 2313 703 shrinkage=0.0426706 Tree=131 num_leaves=14 num_cat=0 split_feature=16 5 9 11 17 16 20 16 1 7 4 8 12 split_gain=7.47193 12.0024 14.918 11.6718 11.2812 13.9075 14.4153 14.1435 10.8552 12.5133 10.531 35.4066 11.3932 threshold=147.52311705839756 78.344078063964858 0.94313258299908798 0.59424018890385033 36.608686077807825 204.0639829823356 0.43454921408371211 170.17206548241035 4894.5000000000009 -49.763641357421868 45.000905990600593 11686.500000000002 363.3005589040132 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 8 5 6 -2 -8 -3 -10 11 12 -7 right_child=4 2 -4 -5 -6 10 7 -9 9 -11 -12 -13 -14 leaf_value=-0.0010286926045653762 -0.00033133423308990791 -0.0014580131528938339 0.0076406755430857886 -0.0043897127373383246 -2.1130939853081767e-05 -4.0450084743749704e-05 0.0019492316474311053 0.0062172242273798757 -0.0066065958389394603 0.011000716389288717 0.0010532496237089205 -0.022842135399447593 -0.0062801319453407896 leaf_count=22542 3526 488 658 652 790917 25920 6016 1848 91 382 18328 126 544 internal_value=0 -0.0171269 0.0521649 0.000399117 0.000478427 0.0141544 0.045364 0.0691856 0.0704661 0.178419 0.00624048 -0.00647179 -0.00395388 internal_count=872038 24813 2271 1613 847225 56308 11390 7864 961 473 44918 26590 26464 shrinkage=0.0426706 Tree=132 num_leaves=14 num_cat=0 split_feature=11 7 9 17 20 23 6 25 18 27 14 21 16 split_gain=7.65078 10.0958 10.5047 13.0046 8.78944 9.22048 13.8865 8.42778 9.70412 8.33663 22.8233 13.1643 11.9678 threshold=0.87031367128935544 -4.3858180046081534 0.96591370152703682 57.883487956364405 1.1454664671219585 0.72128705318221453 0.12994275515243339 311.25000000000006 2.5000000000000004 45.500000000000007 27.413499568377684 10.500000000000002 220.56417979610754 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 -1 -7 8 -3 -2 11 12 -11 right_child=9 7 3 -5 -6 6 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.00057224339495884856 0.00026299704022167197 -0.0010468981715688623 0.00025759686095531043 0.0016034564293021579 -0.00077578774273199462 -0.010470170678508729 0.00020988626919128453 -0.00020792911913178805 -0.0064086620157342063 0.0037613123107450284 -0.017906996103448432 -0.00040852580762185472 -0.014189580128872167 leaf_count=35429 209793 2481 77887 15709 27185 222 148180 348968 817 94 149 4883 241 internal_value=0 -0.00170282 0.00251308 0.0113306 -0.00139793 0.00108393 0.00454434 -0.00534839 -0.0556624 0.00516783 -0.0337496 -0.02273 -0.214495 internal_count=872038 656878 304612 93596 211016 183831 148402 352266 3298 215160 5367 5218 335 shrinkage=0.0426706 Tree=133 num_leaves=14 num_cat=0 split_feature=0 28 21 27 28 18 25 18 26 25 29 10 27 split_gain=7.9885 9.86017 15.1267 10.6716 12.814 10.3786 9.76284 14.2651 13.6569 9.73221 9.31331 9.676 10.0421 threshold=17.500000000000004 684.25000000000011 9.5000000000000018 25.500000000000004 464.75000000000006 3.5000000000000004 863.25000000000011 1.5000000000000002 0.89477019545060388 623.25000000000011 0.77394142468626914 0.664253814028129 45.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 3 -3 -2 5 -5 9 -8 -9 -1 -6 12 -12 right_child=1 2 -4 4 10 -7 7 8 -10 -11 11 -13 -14 leaf_value=8.941925119850753e-05 -0.00012414675669965937 1.9941262819751657e-05 0.0013794814590491092 -0.0015470238885777359 0.0004013629509237866 -0.006780507452634795 4.6574630051678647e-05 -0.0034568011076771977 -0.00039417345602772523 0.0007006594923483232 -0.0015960022778230419 -0.00052205741028113646 -0.0067946255403978448 leaf_count=115442 253905 289405 15710 1871 13192 1093 40889 4605 6248 80504 11994 36463 717 internal_value=0 -0.00195709 0.00210783 -0.00584221 -0.0172405 -0.0814827 0.00475463 -0.00746287 -0.0396917 0.00798081 -0.0141873 -0.0205168 -0.0442751 internal_count=872038 624350 305115 319235 65330 2964 247688 51742 10853 195946 62366 49174 12711 shrinkage=0.0426706 Tree=134 num_leaves=14 num_cat=0 split_feature=18 18 28 27 21 4 22 21 25 17 15 14 16 split_gain=7.67099 7.14169 17.7289 14.7588 13.4879 15.6416 13.2981 11.7633 10.7721 10.2253 14.955 16.8799 12.8349 threshold=6.5000000000000009 3.5000000000000004 471.75000000000006 41.500000000000007 8.5000000000000018 32.89717102050782 1229.7500000000002 8.5000000000000018 255.25000000000003 49.410144367447074 0.36595702417822595 25.721212477655907 184.8549123716808 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 7 -4 9 6 -6 8 -3 -1 11 -11 -12 right_child=-2 2 3 -5 5 -7 -8 -9 -10 10 12 -13 -14 leaf_value=0.00011630374113628812 0.0057613940939891918 -0.010843235820030588 8.3053068732077314e-05 -0.0019978911533059013 0.00062213102432478334 -0.0053662352675690325 -0.015789176331181452 -0.0042152476423690365 0.00058879689248879353 -0.0023517309610586947 -0.00080790147081098024 0.00038878809931132527 -2.9011382826724986e-05 leaf_count=391528 420 162 43294 7244 80925 807 90 3587 2039 11768 44686 6274 279214 internal_value=0 -0.00015758 -0.0110479 -0.00504386 0.000594796 0.0127727 0.0141526 -0.063472 -0.00592056 -0.000763701 -0.00475902 -0.0327798 -0.0031982 internal_count=872038 871618 56326 50538 815292 81822 81015 5788 2201 733470 341942 18042 323900 shrinkage=0.0426706 Tree=135 num_leaves=14 num_cat=0 split_feature=29 23 28 17 11 6 22 6 8 14 16 27 8 split_gain=6.9412 11.6413 12.5191 10.531 8.17732 8.11344 10.148 7.39922 8.93187 19.4171 18.9384 13.9989 15.3981 threshold=0.093727122986822856 0.94253709508881933 4375.2500000000009 30.332803707937654 0.92648315736551046 0.12994275515243339 5989.0000000000009 0.26538033108053766 5417.5000000000009 35.538278496031133 231.16374111230832 2.5000000000000004 2640.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 5 7 6 -2 8 9 11 -11 12 -5 right_child=3 2 -4 4 -6 -7 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.00063204706763208423 0.006783020522954015 0.0053075520322034258 -0.0079431348153028679 -0.0024759299809882875 0.00059843083891123069 0.0012864500028433009 -0.016121172509632686 -1.4986345095838755e-05 0.0017031577034040493 0.0035690366866340619 -0.021027717449659259 -0.00067520394960966475 -0.013034165680800147 leaf_count=11744 53 157 750 907 39109 13824 105 790309 2029 85 173 12445 348 internal_value=0 -0.0232424 -0.132397 0.000353081 -9.71062e-05 0.0275731 -0.19775 -0.000782065 -0.0220811 -0.0310931 -0.302882 -0.0259747 -0.126636 internal_count=872038 12651 907 859387 845405 13982 158 806296 15987 13958 258 13700 1255 shrinkage=0.0426706 Tree=136 num_leaves=14 num_cat=0 split_feature=0 25 18 26 12 21 16 19 25 23 28 27 28 split_gain=7.78092 9.26746 13.6284 12.8528 9.34569 9.91584 8.92473 8.65713 9.48409 10.2597 8.56997 11.3642 12.3512 threshold=17.500000000000004 863.25000000000011 1.5000000000000002 0.88750963020030826 94.683766184073576 9.5000000000000018 168.88560842086136 1366.7500000000002 1074.7500000000002 0.49861282130213952 696.25000000000011 25.500000000000004 474.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 5 -4 -2 8 -6 -10 11 -8 -13 right_child=6 2 3 -5 7 -7 10 -9 9 -11 -12 12 -14 leaf_value=0.00033883964613768401 -0.0006015080521826748 5.1664234577034865e-05 -0.00077376547506290345 -0.00040768327683430558 -0.0034791426179685333 -0.014150298310896587 -4.5951098569580796e-05 4.6977099485251545e-06 -0.0004933257005254035 -0.011804847711505279 0.00014917902126367131 -0.0030428869767102924 -0.00053454641009615181 leaf_count=195870 54149 40955 2098 6273 898 106 239378 448 181 755 265138 3793 61996 internal_value=0 0.00479714 -0.00710977 -0.0387826 -0.0796541 -0.0332103 -0.00182765 -0.12451 -0.154952 -0.225389 -0.000662745 -0.00427604 -0.0159164 internal_count=872038 247584 51714 10759 4486 2204 624454 2282 1834 936 570305 305167 65789 shrinkage=0.0426706 Tree=137 num_leaves=14 num_cat=0 split_feature=22 21 27 25 21 29 18 18 7 21 13 6 0 split_gain=7.24675 13.5807 12.2346 8.26826 15.1875 10.7702 9.32933 8.0999 7.82961 7.73481 7.63474 7.44576 7.16091 threshold=322.75000000000006 13.500000000000002 1.5000000000000002 255.25000000000003 3.5000000000000004 0.77394142468626914 1.5000000000000002 1.5000000000000002 -72.033962249755845 2.5000000000000004 19.146988076934935 0.5238095315282606 22.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 6 10 -4 -5 11 -8 -6 -1 -2 right_child=12 -3 3 7 5 -7 9 -9 -10 -11 -12 -13 -14 leaf_value=0.0047631331551525125 0.0001788985054676452 -0.010598862076582973 -0.0033477538965346067 -0.0017576848612159113 -0.0072774429547636486 -0.01039557963117981 0.0073115054494173187 0.00034338969545896769 0.0088320627005049786 -0.0012871373157662199 0.0043433317374952868 -0.013636087065112866 -7.8347941166372702e-05 leaf_count=107 308154 257 966 5577 211 662 377 8332 389 385 201 64 546356 internal_value=0 -0.0202027 -0.0168072 -0.0216795 -0.0712381 -0.164624 -0.0131965 -0.0116957 0.128585 0.0695338 -0.037686 -0.0497562 0.000337948 internal_count=872038 17528 17271 16711 2802 1074 1728 13909 560 762 412 171 854510 shrinkage=0.0426706 Tree=138 num_leaves=14 num_cat=0 split_feature=18 18 28 27 21 4 25 21 12 25 17 10 14 split_gain=7.00552 6.78655 15.1877 14.8599 13.5044 14.4469 11.3675 11.3654 9.77053 9.00804 8.92434 13.5762 14.7041 threshold=6.5000000000000009 3.5000000000000004 471.75000000000006 40.500000000000007 8.5000000000000018 30.854607582092289 1058.2500000000002 8.5000000000000018 96.630465325174484 255.25000000000003 49.410144367447074 0.91913269263567188 27.020037381431997 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 7 -4 10 6 -6 9 -9 -3 -1 -12 -13 right_child=-2 2 3 -5 5 -7 -8 8 -10 -11 11 12 -14 leaf_value=0.00010842616285241208 0.0054758343532775641 -0.0099474294785328928 0.00010175109094076319 -0.001884592006865552 0.00064938774990451714 -0.0034396773779090469 -0.011392098772666207 -0.0047923511303153594 0.002274036825568506 0.00066221961091310301 -0.00011763037939875285 -0.001899502075082036 0.00044687431965178415 leaf_count=391652 425 157 42335 8183 80068 1622 143 3194 401 2026 318780 16081 6971 internal_value=0 -9.15681e-05 -0.0107107 -0.00515579 0.000641658 0.0128261 0.0147155 -0.0592778 -0.0938384 -0.00236275 -0.000717729 -0.0044514 -0.0278869 internal_count=872038 871613 56296 50518 815317 81833 80211 5778 3595 2183 733484 341832 23052 shrinkage=0.0426706 Tree=139 num_leaves=14 num_cat=0 split_feature=9 14 6 29 26 5 28 4 33 29 1 1 5 split_gain=6.9326 16.4411 14.1125 13.8173 14.4013 12.1489 21.34 9.35573 8.78111 8.68351 9.55878 8.58733 16.1005 threshold=0.895546781276361 80.29087325318298 0.51363600154628919 1.9054625785619561 7.3750774595372386 297.84509277343756 12216.750000000002 211.73365783691409 2.5000000000000004 0.093727122986822856 316.50000000000006 13954.000000000002 173.79988098144534 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 3 -1 7 8 -7 -5 9 10 -2 -4 -13 right_child=1 -3 11 4 -6 6 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.00066427871297059155 -0.00077212954933320846 0.001667652433845744 0.00031468969910061913 -0.0037988627891068082 0.0022766165194674556 -0.019885500116686466 0.0028380040506110855 -0.02505342702220726 -0.00082008385534117266 4.9603727088282376e-05 -0.0051047885935016322 -0.01248210552225722 -0.0011404857536365001 leaf_count=15799 5479 11037 29617 4903 780 151 150 38 22412 777496 1116 248 2812 internal_value=0 0.000747567 -0.0109311 -0.0308156 -0.072924 0.000223155 -0.200642 -0.0928585 0.000298121 0.000855986 -0.0352772 0.00216414 -0.0482692 internal_count=872038 817841 54197 21520 5721 806804 301 4941 806503 784091 6595 32677 3060 shrinkage=0.0426706 Tree=140 num_leaves=14 num_cat=0 split_feature=0 29 13 19 1 32 11 7 9 17 24 25 21 split_gain=6.7152 8.94454 10.2448 9.82439 6.67508 6.58804 6.78378 8.17531 10.1616 11.2937 10.8843 9.84611 19.3227 threshold=49.500000000000007 1.3276231001552892 35.317677975046927 3319.5000000000005 882.50000000000011 2.5000000000000004 0.92648315736551046 -1.0000000180025095e-35 0.96591370152703682 51.350539284126199 14.500000000000002 255.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 4 -3 6 7 8 9 -1 -11 12 -9 right_child=1 3 -4 -5 -6 -7 -8 11 -10 10 -12 -13 -14 leaf_value=0.00023484442255144216 -0.00062671303692883563 0.00031216718132228821 0.00033280726160284487 0.00061143718606430887 -0.0021275491783988702 -0.00081179666590956896 0.00059277782648585638 0.00034880261293193448 0.00055619831523998423 -0.00069450856486676115 0.00067105904061579686 -8.2582151617366221e-05 -0.0081006830030299556 leaf_count=153577 39468 2466 41632 4329 11873 16038 41464 1226 97152 54311 13213 394465 824 internal_value=0 -0.00768666 -0.00314388 -0.027422 -0.0400269 0.00103134 0.00145669 0.00073531 0.00451028 0.000764634 -0.0100138 -0.00229457 -0.0714187 internal_count=872038 99768 81100 18668 14339 772270 756232 714768 318253 221101 67524 396515 2050 shrinkage=0.0426706 Tree=141 num_leaves=14 num_cat=0 split_feature=20 4 27 15 27 24 22 29 13 24 18 14 25 split_gain=6.55448 10.8072 10.95 18.895 18.4464 13.8918 12.8074 11.3179 10.0893 9.44064 8.56175 8.21713 15.5063 threshold=1.1134827706653303 48.007762908935554 32.500000000000007 0.72566596178330789 44.500000000000007 29.500000000000004 407.25000000000006 0.8369249019874726 49.616951337863362 14.500000000000002 3.5000000000000004 29.059431237258291 954.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 2 9 6 7 -6 -4 -5 10 -2 -9 12 -1 right_child=1 -3 3 4 5 -7 -8 8 -10 -11 -12 -13 -14 leaf_value=5.6829509340239304e-05 -0.00032056364372548579 -0.0045960784430082134 -0.010908734274620703 0.0079865450071369901 -0.017128291627623384 -0.0029388462704939651 -0.00033225214629929327 -0.0019424822919433624 -0.021079261347589858 0.00061147672002866637 -0.0092563391218587424 0.00034038782866903405 -0.00063754526017161688 leaf_count=535174 88388 1048 213 163 327 204 9793 1717 59 25495 351 143355 65751 internal_value=0 -0.0065789 -0.00574246 -0.0334418 -0.105725 -0.273654 -0.0130628 -0.0667865 -0.086248 -0.00262259 -0.0746148 0.00117418 -0.000448703 internal_count=872038 127758 126710 12827 2821 531 10006 2290 2127 113883 2068 744280 600925 shrinkage=0.0426706 Tree=142 num_leaves=14 num_cat=0 split_feature=16 5 9 13 29 16 17 16 32 10 7 26 27 split_gain=6.56347 10.7864 14.3204 12.4511 11.3689 8.84095 8.76023 13.6332 12.303 12.6355 10.168 12.8299 14.0439 threshold=147.52311705839756 78.344078063964858 0.92702436163974633 155.54937522295788 0.34317515119016556 109.22406745017886 36.608686077807825 204.0639829823356 1.5000000000000002 0.94979021922106088 -89.940933227539048 1.257501631143976 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -4 -5 7 8 9 -2 11 -9 -13 right_child=6 2 4 5 -6 -7 -8 10 -10 -11 -12 12 -14 leaf_value=-0.00097025103207626395 0.0023212137148662768 -0.0033225439382026968 0.015800922433706146 0.0094326888740097949 0.0038728387245758316 -0.0022120885844409059 -1.8396927726037947e-05 -0.00087802081514358216 -0.00040190309911410142 0.0096308841562635378 0.00037410357174940268 -0.021239527230162529 -0.0045456153604499696 leaf_count=22463 7724 945 189 311 632 192 791117 2559 3172 456 41723 116 439 internal_value=0 -0.0161009 0.0496083 -0.0102118 0.155113 0.11689 0.000425787 0.0124909 0.0434477 0.063948 0.00465318 -0.0504693 -0.188298 internal_count=872038 24732 2269 1448 821 503 847306 56189 11352 8180 44837 3114 555 shrinkage=0.0426706 Tree=143 num_leaves=14 num_cat=0 split_feature=11 22 15 10 28 22 11 17 22 27 24 4 23 split_gain=6.33227 8.94994 11.1615 9.64565 12.213 11.6085 9.50601 17.9474 11.2435 22.1479 15.2285 20.4397 8.04756 threshold=0.86668353576248325 525.25000000000011 0.739826541176835 0.89421955428764111 1321.2500000000002 1160.2500000000002 0.67762257655633351 67.838207905884445 4471.5000000000009 16.500000000000004 3.5000000000000004 35.455829620361335 1.4558007851736339 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 6 -5 12 7 -3 9 10 -9 -12 -6 right_child=-2 3 -4 4 5 -7 -8 8 -10 -11 11 -13 -14 leaf_value=-4.9812090021991099e-05 0.00019285263935008592 0.00022648113891375447 -0.00083090903394105039 -0.00090461776170181439 -0.0051988755195267007 0.00038349612226907669 -1.016375743050888e-05 0.0036472458271022794 0.0049604230378683181 0.0028668405520813614 -0.00095088740960413509 -0.010295255277014441 0.0029218550115882314 leaf_count=80234 229094 75039 56955 42724 1123 29849 343088 1015 1893 7292 2957 498 277 internal_value=0 -0.00160329 -0.00876693 0.000339893 -0.0102111 0.00481321 0.00214748 0.0113758 0.0447223 0.0332107 -0.022213 -0.0538491 -0.0841828 internal_count=872038 642944 137189 505755 73973 31249 431782 88694 13655 11762 4470 3455 1400 shrinkage=0.0426706 Tree=144 num_leaves=14 num_cat=0 split_feature=18 26 9 6 29 13 1 7 11 28 17 17 33 split_gain=6.16073 5.91406 7.216 13.0987 21.2171 12.3715 14.0682 22.3182 13.7446 10.8099 13.3568 12.7745 10.2006 threshold=6.5000000000000009 7.3750774595372386 0.895546781276361 0.51363600154628919 1.9054625785619561 72.982698170454952 2994.5000000000005 -48.366460800170891 0.61273618538324437 1417.7500000000002 54.260541781571142 67.838207905884445 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 -1 6 12 -8 9 11 -11 -7 -4 right_child=-2 -3 5 -5 -6 8 7 -9 -10 10 -12 -13 -14 leaf_value=-0.00056311227859138103 0.0051434277823084115 0.0018734023277491804 7.4570164956339035e-06 5.1296778654139604e-05 -0.0037682358908032463 0.00038516901271657019 -0.017191344145515972 -0.00071966047487926255 0.00029049160283306903 0.0016134435895281672 0.0052743981497243133 -0.011484796342265282 -0.00094174642418502741 leaf_count=15741 424 3053 731262 31733 4941 2913 224 452 50906 6482 2520 175 21212 internal_value=0 -3.18668e-05 -0.000186301 -0.0115601 -0.0311415 0.000544151 -0.00058186 -0.144777 0.0140062 0.0443158 0.0618291 -0.00673798 -0.000452319 internal_count=872038 871614 868561 52415 20682 816146 753150 676 62996 12090 9002 3088 752474 shrinkage=0.0426706 Tree=145 num_leaves=14 num_cat=0 split_feature=20 27 10 22 4 23 29 7 27 13 26 15 15 split_gain=5.99481 10.2393 23.9952 13.783 9.75591 6.82477 13.3139 10.6621 29.1178 16.4647 14.5678 11.3286 12.5994 threshold=1.1134827706653303 46.500000000000007 0.71086629109230215 519.75000000000011 49.000072479248054 0.80500115794349247 0.054889041222998834 -89.940933227539048 2.5000000000000004 182.71461765528565 1.6689569496043344 0.58382475446944637 0.17807288168595878 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 -2 -1 -7 8 10 -10 11 12 -8 right_child=1 2 -4 -5 -6 6 7 -9 9 -11 -12 -13 -14 leaf_value=-0.00016564705976862424 -0.00019281145640688839 -0.00068092927240823002 -0.0004219171580134218 -0.017008450613491235 -0.0044777540613713676 -0.007219044636583326 -0.010654816468234348 0.00016081175235805852 0.00018877763677394585 -0.012627158010326767 -0.024482498777682837 -0.0089455735068727851 -0.0010584133969827102 leaf_count=200228 125177 135 1161 311 975 449 301 531084 9754 186 69 763 1445 internal_value=0 -0.00630514 -0.0856243 -0.282777 -0.00529472 0.00110953 0.00294657 0.00308875 -0.0257579 -0.00119609 -0.120461 -0.107995 -0.0635749 internal_count=872038 127759 1607 446 126152 744279 544051 543602 12518 9940 2578 2509 1746 shrinkage=0.0426706 Tree=146 num_leaves=14 num_cat=0 split_feature=0 29 13 24 24 4 25 18 19 13 6 0 13 split_gain=5.87434 13.1605 6.72912 6.15332 6.09533 6.02004 14.341 13.6664 20.2407 16.6902 10.3379 9.54181 9.22498 threshold=51.000000000000007 1.2037713625352804 35.317677975046927 13.500000000000002 6.5000000000000009 28.00000095367432 954.25000000000011 2.5000000000000004 849.25000000000011 25.945070422729401 0.88358118659749041 31.000000000000004 76.426349437104406 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 4 -4 -2 6 10 -8 9 -9 -1 -11 -10 right_child=1 -3 3 -5 -6 -7 7 8 12 11 -12 -13 -14 leaf_value=0.00011355742997664562 -0.001443620400733172 -0.0013533619136994301 0.00016112880319251881 0.0019026114899695424 -6.2700733063465974e-05 0.00028003420083755364 -0.00048766853478345322 0.0020919002541006974 -0.002256982349369086 -0.014457681819866534 -0.00040901743486819063 -0.0057766502233733853 0.0047609111640949785 leaf_count=511012 8567 18416 21753 4450 18150 146913 59866 245 1634 497 79674 430 431 internal_value=0 -0.00869179 -0.000679261 0.0107072 -0.0118466 0.000778372 -0.000521425 -0.0148507 -0.0781386 -0.183102 0.00100937 -0.244451 -0.0185662 internal_count=872038 71336 52920 26203 26717 800702 653789 63103 3237 1172 590686 927 2065 shrinkage=0.0426706 Tree=147 num_leaves=14 num_cat=0 split_feature=18 18 28 27 21 4 21 22 12 29 25 19 13 split_gain=6.00344 5.92251 14.1146 13.5624 12.1737 12.0956 10.5016 9.61739 9.10354 8.64122 8.04542 8.26178 7.93366 threshold=6.5000000000000009 3.5000000000000004 471.75000000000006 45.500000000000007 8.5000000000000018 30.854607582092289 8.5000000000000018 1229.7500000000002 92.5802127934803 1.4292123345064525 255.25000000000003 474.25000000000006 41.864326516583397 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 -4 -1 7 10 -6 9 -8 -3 -12 -5 right_child=-2 2 3 12 5 -7 8 -9 -10 -11 11 -13 -14 leaf_value=-2.4584013256404763e-05 0.0050919255114815721 -0.0093871361344270259 1.3640892820683162e-05 -0.003346041315806608 0.00061318341184440016 -0.0031190538910480423 -0.0045279729924879589 -0.014189114149758533 0.0013029445586628199 -0.030232870935650392 0.0019506680371546529 -0.0050304981232890192 0.0019280531630392328 leaf_count=733600 422 157 46432 3461 80022 1626 3044 80 535 24 1644 380 611 internal_value=0 2.86954e-05 -0.00989215 -0.00453321 0.000713603 0.0122904 -0.0566846 0.0140237 -0.0898366 -0.110827 -0.00191772 0.014998 -0.0598695 internal_count=872038 871616 56288 50504 815328 81728 5784 80102 3603 3068 2181 2024 4072 shrinkage=0.0426706 Tree=148 num_leaves=14 num_cat=0 split_feature=16 14 26 7 11 17 16 20 10 7 26 27 4 split_gain=5.69432 7.5306 10.0132 10.3027 7.83753 6.59749 16.6803 14.4037 10.8294 7.89794 11.8004 11.9231 8.56114 threshold=155.48759765171192 67.725427974892497 0.82239174435084028 -49.763641357421868 0.84314198652433958 37.585033556855443 204.0639829823356 0.30823919094217961 0.94979021922106088 -89.940933227539048 1.3812758455936869 2.5000000000000004 64.616806030273452 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 -1 6 7 -2 -9 10 -8 12 -12 right_child=5 2 3 -5 -6 -7 9 8 -10 -11 11 -13 -14 leaf_value=-0.0008346299233316977 -0.0005521785198936061 -0.0073190597057444708 -0.0043437247943297922 0.0077243027496655351 0.0010354617296390867 -1.3460791110135078e-05 -0.00071942363463815536 0.0027509223628562288 0.0098522169802322535 0.00029500657399200313 -0.025491155081504496 -0.0042882584348814439 0.0036150429029227081 leaf_count=32911 2597 137 163 614 4658 769273 3146 6055 418 51497 92 454 23 internal_value=0 -0.0119441 0.0777413 0.121692 -0.014126 0.000497797 0.0102301 0.049974 0.0752156 0.00370119 -0.0408287 -0.173352 -0.460971 internal_count=872038 38483 914 777 37569 833555 64282 9070 6473 55212 3715 569 115 shrinkage=0.0426706 Tree=149 num_leaves=14 num_cat=0 split_feature=18 26 9 13 1 7 28 11 5 13 9 5 33 split_gain=5.50348 5.43235 6.54734 11.7879 12.2531 20.1144 12.0546 10.7524 11.0339 10.5415 10.5575 9.54581 9.5766 threshold=6.5000000000000009 7.3750774595372386 0.895546781276361 72.982698170454952 2994.5000000000005 -48.366460800170891 23018.500000000004 0.61273618538324437 83.983276367187514 88.883925111510734 0.97786118700881675 50.001914978027351 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 11 -6 7 -5 -9 10 -10 12 -4 right_child=-2 -3 3 6 5 -7 -8 8 9 -11 -12 -13 -14 leaf_value=-0.00046881646138662611 0.0048343328827219782 0.0017980937175774586 4.7318955013196139e-05 0.0016387655878851235 -0.016185412912978172 -0.00058277182533436156 0.0032757907022047815 0.00092269095870600715 -0.0062458858948212584 -0.00030919137889627319 -0.034931473941444351 -0.00061403731142757405 -0.00089949684496049345 leaf_count=52344 429 3049 686464 11332 225 454 2890 20862 141 27824 28 45978 20018 internal_value=0 2.84469e-06 -0.00014507 0.000550216 -0.000549583 -0.134824 0.0136818 0.0106525 0.00421529 -0.00875838 -0.257754 -0.000428417 0.000480217 internal_count=872038 871609 868560 816216 753139 679 63077 60187 48855 27993 169 752460 706482 shrinkage=0.0426706 Tree=150 num_leaves=14 num_cat=0 split_feature=22 27 28 27 28 7 7 19 11 6 0 25 21 split_gain=5.49529 7.67541 9.44468 8.52402 7.14033 8.66839 6.40354 6.13219 6.19705 6.10643 5.76169 8.75207 13.1341 threshold=279.25000000000006 1.5000000000000002 391.25000000000006 3.5000000000000004 600.25000000000011 -84.317489624023423 -72.033962249755845 233.25000000000003 0.82493823938233324 0.5238095315282606 17.500000000000004 863.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 -3 -4 -6 9 8 -5 -1 11 -2 -13 right_child=10 2 4 7 5 -7 -8 -9 -10 -11 -12 12 -14 leaf_value=0.0042633577261359445 0.00032193870444381949 0.0011494865211621572 0.0007488737954725594 -0.0028656783180840686 0.0018299595715969778 -0.0040317411079647788 0.0083686728580390727 -0.001564895212223126 -0.0080479645419200239 -0.013378947413197119 -5.6075689712391747e-05 0.0003600420058349337 -0.0010028939184210178 leaf_count=93 191522 715 4329 774 660 1511 283 1081 919 58 618566 26402 25125 internal_value=0 -0.0227931 -0.0284495 -0.0704194 -0.00592126 -0.0527235 0.107395 -0.0955135 -0.133083 -0.0588967 0.000306807 0.00443219 -0.00713693 internal_count=872038 10423 9989 3489 6500 2171 434 2774 1693 151 861615 243049 51527 shrinkage=0.0426706 Tree=151 num_leaves=14 num_cat=0 split_feature=11 7 9 17 20 23 6 29 29 26 27 6 27 split_gain=5.31564 7.96396 8.77849 11.0943 7.16648 7.20201 9.8202 8.12323 7.36776 6.99819 6.92999 6.74438 6.60711 threshold=0.86945047593981684 -4.3858180046081534 0.96591370152703682 57.883487956364405 1.1104356074605171 0.72128705318221453 0.12994275515243339 2.157484400656815 5.1384717317930617 0.92497846171473408 54.500000000000007 0.73584903759139586 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 8 -7 -8 -1 11 12 -5 -6 right_child=-2 -3 3 9 10 6 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.00053917836114897181 0.00018360009898766587 -0.00019851554030812788 0.00023521540829487183 0.0018612425216104143 0.0034522859087773453 -0.0089064923952382521 0.00029914633925742394 -0.0008246235318052406 0.0080920549054269517 0.0021422196336849855 -0.020193103591048988 -0.001123049559700268 -0.0007231723732145708 leaf_count=35134 218624 349195 77889 2567 706 216 130991 12862 181 10179 33 2979 30482 internal_value=0 -0.00139369 0.00234665 0.0104038 -0.00123475 0.00119885 0.00433596 0.00465588 -0.0115991 0.034632 -0.0152173 0.00605214 -0.0147327 internal_count=872038 653414 304219 93614 210605 179384 144069 143853 35315 15725 31221 5546 31188 shrinkage=0.0426706 Tree=152 num_leaves=14 num_cat=0 split_feature=20 27 15 27 24 22 29 24 11 19 4 13 20 split_gain=5.2754 8.78481 16.4772 14.4537 11.8718 11.0548 9.9019 9.62556 8.62407 8.56879 8.06174 7.99054 7.14125 threshold=1.1134827706653303 32.500000000000007 0.72566596178330789 44.500000000000007 29.500000000000004 407.25000000000006 0.8369249019874726 14.500000000000002 0.81667100920618385 358.25000000000006 48.007762908935554 49.616951337863362 1.609176557760758 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 7 5 6 8 -3 -4 10 -5 -8 12 -11 -2 right_child=1 2 3 4 -6 -7 9 -9 -10 11 -12 -13 -14 leaf_value=4.2388922953101412e-05 -0.00044035781458006665 -0.01026390317426234 0.0074084257443988869 -0.0024961429648574056 -0.0024464650924490151 -0.00029916927114081662 -0.017975291321900171 0.00059659139028168137 -0.019205118359046702 -0.0025230078729468232 -0.0041201628425389502 -0.018204718679117157 0.000754813290868302 leaf_count=744393 78136 207 163 72 204 9784 72 25404 257 1964 1018 61 10303 internal_value=0 -0.00596473 -0.0308314 -0.0987325 -0.246863 -0.0118495 -0.0637973 -0.00319708 -0.364383 -0.0822517 -0.0080754 -0.0701981 -0.00705691 internal_count=872038 127645 12784 2793 533 9991 2260 114861 329 2097 89457 2025 88439 shrinkage=0.0426706 Tree=153 num_leaves=14 num_cat=0 split_feature=11 30 7 9 12 4 5 17 17 21 25 18 5 split_gain=5.44368 5.80469 5.7734 10.5347 10.0508 11.8657 12.3914 9.81403 9.42335 8.07046 8.05746 10.6744 8.59557 threshold=0.91093433704453453 1.0000000180025095e-35 -1.0000000180025095e-35 0.96591370152703682 826.75692603699224 70.507984161376967 297.84509277343756 49.702320455740768 57.883487956364405 7.5000000000000009 311.25000000000006 2.5000000000000004 56.815629959106452 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 7 10 -6 -7 -1 -5 -9 11 12 -4 right_child=1 -3 4 8 5 6 -8 9 -10 -11 -12 -13 -14 leaf_value=0.00015941166417253873 0.00045839175295882349 -0.00073428799419818604 -0.00049503925213329196 0.00027334743683341862 -0.019597042800359069 -0.007258412042854121 0.0016882972600914578 -0.00053556323653782564 0.001392081739253115 0.00050716715975006419 -0.00011488566488535585 -0.0057537717210321008 -0.020655511902602244 leaf_count=149820 70738 8302 3041 91922 83 576 552 89457 16112 15920 424438 1038 39 internal_value=0 0.00780674 -0.00089597 0.00203901 -0.00337656 -0.0943502 -0.0674993 -0.00146498 0.0103161 -0.00885929 -0.00311949 -0.0471404 -0.017584 internal_count=872038 79040 792998 363231 429767 1211 1128 255197 108034 105377 428556 4118 3080 shrinkage=0.0426706 Tree=154 num_leaves=14 num_cat=0 split_feature=26 10 11 22 19 26 26 11 22 29 24 11 25 split_gain=5.22973 5.98901 9.39006 13.2979 22.6701 18.4403 24.8446 23.3632 10.5165 9.88437 8.76435 8.64831 8.24885 threshold=7.3750774595372386 0.96437783568874547 0.4302079893313519 2166.5000000000005 2716.5000000000005 0.99578609406814644 1.1404123728113797 0.85001209482341566 998.75000000000011 2.5711099017309946 15.500000000000002 0.50830296727079649 1730.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 8 5 -5 7 -7 9 12 -11 -6 -4 right_child=-2 2 3 4 11 6 -8 -9 -10 10 -12 -13 -14 leaf_value=1.3785267525345382e-05 0.0017573916342003837 0.0017687005969418599 -0.00066360716923781699 -0.0015878873747286124 -0.0084024863286253151 -0.0056107639979434123 -0.0045761059072927501 -0.027021528843038968 0.00098575569176822739 -0.0055676172663955041 -0.025329063412191665 -0.00087742948148186251 -0.0085263745984259457 leaf_count=842628 3073 2651 7566 668 291 149 492 246 7400 313 47 6263 251 internal_value=0 -0.000141069 -0.0149905 -0.0213075 -0.0541476 -0.162698 -0.257201 -0.443984 -0.00421182 -0.0289298 -0.190941 -0.028393 -0.0214686 internal_count=872038 868965 26337 23686 8109 1555 887 395 15577 8177 360 6554 7817 shrinkage=0.0426706 Tree=155 num_leaves=14 num_cat=0 split_feature=25 21 25 11 24 25 16 21 20 6 18 12 24 split_gain=5.37639 11.0682 19.669 15.5145 9.1215 23.5713 13.8666 9.19657 9.16528 8.85732 10.1707 10.1517 11.5928 threshold=661.25000000000011 9.5000000000000018 1013.2500000000001 0.8857233044733045 20.500000000000004 425.25000000000006 209.9044133701336 9.5000000000000018 0.4479709837578903 0.72000000341196901 3.5000000000000004 81.816756826189717 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 -1 -6 7 -7 -9 10 -8 12 -11 right_child=1 2 3 -5 5 6 9 8 -10 11 -12 -13 -14 leaf_value=-4.5336139133064337e-05 4.8320485671387362e-05 0.001053218911435236 -0.0030360361941461286 -0.025443311360871072 -0.0059153383953910099 -0.0028174128157220299 0.00030294290068679446 -0.0034315873790558048 0.0018778910367802121 0.0010594401967771478 -0.0015022322621121621 -0.0034371453350394913 -0.0058969019480273428 leaf_count=380005 424230 26558 156 88 1528 1040 12321 644 7327 2362 10548 4696 535 internal_value=0 0.00237754 0.022086 -0.260539 -0.00259141 -0.016762 -0.0120445 0.0224165 0.033956 -0.0222385 -0.012413 -0.0518315 -0.00527797 internal_count=872038 451032 26802 244 421006 41001 39473 9011 7971 30462 22869 7593 2897 shrinkage=0.0426706 Tree=156 num_leaves=14 num_cat=0 split_feature=0 27 28 18 17 28 21 26 21 16 20 24 26 split_gain=5.62338 9.80223 6.70643 14.58 20.4269 10.6629 10.0526 9.60078 9.75811 12.363 12.1763 6.98417 7.87471 threshold=33.000000000000007 52.500000000000007 874.25000000000011 1.5000000000000002 54.862801568166596 658.25000000000011 3.5000000000000004 0.89477019545060388 6.5000000000000009 229.47391282150772 0.88854163614640624 10.500000000000002 0.64346242758372341 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 5 -4 7 11 -6 8 -5 -10 -11 -1 -13 right_child=1 -3 3 4 6 -7 -8 -9 9 10 -12 12 -14 leaf_value=0.00024789021189344025 -0.0001191429125514794 -0.0058672570546992953 3.0901972668309077e-05 -0.0012709260105054207 -0.001532284215124635 0.00046188650477124054 -0.0060384520308021982 0.00030137666015962283 -0.0021512986365090476 -0.0057494894556048082 -0.024141992389272816 0.00058905490601637812 -0.0003118414658367478 leaf_count=122826 352545 541 82036 5979 1566 146393 2124 9108 433 149 117 20502 127719 internal_value=0 -0.00299856 0.00217468 -0.0051152 -0.0297117 0.00394742 -0.0966961 -0.014054 -0.0428548 -0.154653 -0.324332 0.00023311 -0.00438778 internal_count=872038 353086 518952 101512 19476 417440 3690 15786 6678 699 266 271047 148221 shrinkage=0.0426706 Tree=157 num_leaves=14 num_cat=0 split_feature=16 5 17 21 1 7 12 24 5 17 16 20 10 split_gain=5.21385 7.60728 12.2173 9.93606 10.1613 9.43934 7.2141 7.25046 6.95635 6.51599 14.0501 13.9425 10.9426 threshold=153.65357145376441 78.344078063964858 59.586341227854895 1.5000000000000002 6820.5000000000009 -45.083036422729485 158.44722215136417 5.5000000000000009 173.79988098144534 36.608686077807825 204.0639829823356 0.30823919094217961 0.96129683959036938 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 5 -5 8 -1 -8 -4 10 11 -2 -13 right_child=9 2 3 4 -6 -7 7 -9 -10 -11 -12 12 -14 leaf_value=-0.00052172035386046387 -0.00056525933452751336 -0.0020261607842798055 0.0033179781698607518 0.0031196217556410731 -0.0089537741422342117 0.010325226295427835 -0.0018018845895991778 -0.0080894520504636337 -0.017728509717300639 -4.6661190637018171e-06 0.00017999606770624879 0.0027807174018772808 0.011277276631700072 leaf_count=30677 2569 971 139 681 156 567 1471 432 36 783429 44908 5712 290 internal_value=0 -0.011816 0.0407835 0.0950631 0.0203743 0.179314 -0.0159329 -0.075678 -0.0237068 0.000619674 0.0112994 0.0484011 0.074788 internal_count=872038 35130 2550 1579 837 742 32580 1903 175 836908 53479 8571 6002 shrinkage=0.0426706 Tree=158 num_leaves=14 num_cat=0 split_feature=16 17 16 16 26 9 7 23 19 27 12 18 18 split_gain=5.11097 7.18227 8.85654 6.66895 12.1295 7.88911 8.81865 7.04658 6.1269 6.23371 6.14859 5.62698 5.68972 threshold=170.17206548241035 39.385484628821352 145.1671685832068 109.22406745017886 0.96678644233994804 0.95211107006921814 -68.715793609619126 1.1714501095806982 1983.5000000000002 16.500000000000004 158.44722215136417 6.5000000000000009 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -3 -7 8 10 -10 -6 12 -2 right_child=11 3 -4 -5 7 6 -8 -9 9 -11 -12 -13 -14 leaf_value=-0.00063526750756468301 6.3076497368441141e-05 -0.0032059671569756088 0.00095619035417634807 -0.00078714762773597472 0.0038007528357407584 0.010303490173386363 -0.00025420735993637671 -0.002819987409823606 0.0086667977815679791 -0.010571046993620024 -0.011299101012795926 0.0050267313267453205 -0.00039335289007902657 leaf_count=11635 745533 1121 14062 43963 236 193 568 203 737 32 62 411 53282 internal_value=0 -0.00792658 0.00552173 -0.0152614 0.029171 -0.021788 0.0567925 0.104686 0.137177 0.184349 0.0154479 0.00082493 0.000764744 internal_count=872038 72812 25697 47115 3152 1882 761 1270 1067 769 298 799226 798815 shrinkage=0.0426706 Tree=159 num_leaves=14 num_cat=0 split_feature=22 27 28 27 28 7 19 18 7 6 24 11 6 split_gain=4.81871 6.95643 8.04825 8.22045 6.71025 7.23139 6.3302 5.73671 5.7292 5.83177 5.59023 5.42044 5.39704 threshold=279.25000000000006 1.5000000000000002 391.25000000000006 3.5000000000000004 600.25000000000011 -86.16994476318358 233.25000000000003 1.5000000000000002 -72.033962249755845 0.5238095315282606 2.5000000000000004 0.82493823938233324 0.82142857314885098 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 7 -4 12 11 -3 9 -1 -9 -5 -6 right_child=-2 2 4 6 5 -7 -8 10 -10 -11 -12 -13 -14 leaf_value=0.0043325020262472693 8.9238447990839041e-06 -0.0026969738807128916 0.0007212854382131254 -0.0028544905182870711 0.0031570501735464704 -0.0038095667316238192 -0.0012857393606655007 0.0080389537181077015 0.0079398030320590972 -0.012818243110644615 -0.0036515853967293366 -0.0076932179658389874 -0.0076478673674405719 leaf_count=93 861624 350 4305 778 562 1516 1070 276 284 59 102 920 99 internal_value=0 -0.0214313 -0.0268339 -0.065506 -0.00597651 -0.0512217 -0.0903742 0.0290479 0.10221 -0.05448 0.114467 -0.128336 0.0360615 internal_count=872038 10414 9978 3496 6482 2177 2768 728 436 152 378 1698 661 shrinkage=0.0426706 Tree=160 num_leaves=14 num_cat=0 split_feature=11 30 22 27 28 27 28 7 18 24 7 10 28 split_gain=4.84311 6.65106 5.42193 5.09879 5.74589 8.43677 7.37234 5.81288 5.223 7.54047 5.12553 4.78366 8.36224 threshold=0.92648315736551046 1.0000000180025095e-35 279.25000000000006 1.5000000000000002 391.25000000000006 5.5000000000000009 596.25000000000011 -84.317489624023423 1.5000000000000002 2.5000000000000004 -72.033962249755845 0.96745060605209821 306.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 10 5 8 -6 -8 -5 -10 -1 -4 -13 right_child=1 -3 11 4 6 -7 7 -9 9 -11 -12 12 -14 leaf_value=-0.0031030690637295776 0.00063173765754655383 -0.00084614950591797725 3.0037421056638759e-06 -0.0031625744511928028 0.00060542308622961471 -0.0044150778226030134 0.0010979011024425508 -0.0040064779495635377 0.0077966520203823541 -0.0011429452621540919 0.0072281008375377218 -0.017003609817193874 -0.00063507524120966577 leaf_count=132 39609 6447 797509 524 3995 1982 566 1439 287 428 259 57 18804 internal_value=0 0.00995675 -0.000579877 -0.0241916 -0.0289343 -0.0630042 -0.0106445 -0.0601243 0.00172634 0.0573087 0.0876562 -0.00030187 -0.0160425 internal_count=872038 46056 825982 9612 9221 3221 6000 2005 1239 715 391 816370 18861 shrinkage=0.0426706 Tree=161 num_leaves=14 num_cat=0 split_feature=0 27 25 13 24 17 24 24 28 9 16 23 19 split_gain=5.08229 8.66687 6.50925 11.0025 15.1986 11.4452 18.6339 9.86368 10.3363 9.31254 10.2415 8.33438 8.02331 threshold=35.000000000000007 52.500000000000007 1149.2500000000002 72.982698170454952 14.500000000000002 54.771312882235456 6.5000000000000009 8.5000000000000018 519.75000000000011 0.94613641741122956 219.38553344544098 0.5969858709744581 480.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 7 4 5 12 -7 -1 -9 -5 -11 -8 -4 right_child=1 -3 3 9 -6 6 11 8 -10 10 -12 -13 -14 leaf_value=0.00040147441984731287 -0.00013122888183896163 -0.006031071647617332 0.0020680228727339637 -0.00034734265779492779 -0.015311168191793543 -0.0013789070550627289 -0.0025469106649873134 -0.00048264417518690557 0.00011996304084961247 0.0040582530377653294 0.0005822611652129742 -0.010968551820868443 -0.00069315887368091747 leaf_count=163892 319090 454 2059 26395 132 3490 324 65763 244567 1709 15922 630 27611 internal_value=0 -0.00327184 0.00173852 -0.00671017 -0.0201531 -0.0188426 -0.0661704 0.003133 -0.000181327 0.00374649 0.0215416 -0.190023 -0.0117538 internal_count=872038 319544 552494 78272 34246 34114 4444 474222 310330 44026 17631 954 29670 shrinkage=0.0426706 Tree=162 num_leaves=14 num_cat=0 split_feature=0 16 11 4 17 4 25 28 15 5 16 4 12 split_gain=4.9041 5.45874 6.61725 5.48434 6.42418 6.17733 13.7069 10.929 8.97169 11.0214 5.94745 8.70066 21.844 threshold=9.0000000000000018 170.17206548241035 0.7986159003831419 6.0041637420654306 29.165323342330939 211.73365783691409 46253.500000000007 10097.750000000002 0.33528080544709854 297.84509277343756 196.06321395995312 43.999996185302741 363.3005589040132 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -3 10 -6 8 -8 -7 -10 -5 12 -12 right_child=1 3 -4 4 5 6 7 -9 9 -11 11 -13 -14 leaf_value=0.00033860824608556952 -0.00068898492837596336 -0.0010069830258525277 0.00020714242741607343 0.0055935552116679445 8.5461297218185167e-06 -0.03096888061986084 -0.013073627154461087 0.0027315479981497972 -0.016129063002510016 0.0034155595943697577 -0.00051353548641597138 0.0015295749600741306 -0.021214559624139803 leaf_count=71408 45847 9650 22302 540 714829 38 96 468 135 86 746 5787 106 internal_value=0 -0.000713438 -0.00927393 8.30179e-05 0.00039918 0.000100592 -0.086486 0.000968007 -0.276926 -0.19975 0.0301644 0.0219556 -0.0723921 internal_count=872038 800630 68149 732481 722831 715652 823 564 259 221 7179 6639 852 shrinkage=0.0426706 Tree=163 num_leaves=14 num_cat=0 split_feature=26 9 14 5 28 6 29 29 28 7 17 1 10 split_gain=4.83303 5.31619 10.0623 11.0926 23.2085 9.34419 11.468 8.23691 9.16444 7.30814 7.20765 6.8209 13.7227 threshold=7.3750774595372386 0.87681363498171594 80.29087325318298 297.84509277343756 12216.750000000002 0.5238095315282606 1.9054625785619561 10.779526603890888 740.75000000000011 -80.572612762451158 100.95286870959625 13954.000000000002 0.57840069818002993 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 7 -5 6 -1 -3 -9 10 -4 -7 -13 right_child=-2 2 9 4 -6 11 -8 8 -10 -11 -12 12 -14 leaf_value=-0.00060565861838744229 0.0016932010561551154 9.0891073378565737e-06 -0.0010103689178623772 -0.018422376729689605 0.0037537914172852149 0.00033281004706182195 -0.0031958409926543196 -0.0018230708397245642 -0.025578927783455434 0.0016949214283241657 -0.018741744138033225 -0.017949123842031622 -0.0014085866878063077 leaf_count=12314 3076 817922 1426 177 167 20221 4165 77 48 9945 43 95 2362 internal_value=0 -2.77731e-05 0.000509527 9.82823e-05 -0.179436 -0.0114141 -0.029536 0.000173779 -0.256507 0.029996 -0.0358419 0.00175419 -0.0479986 internal_count=872038 868962 829805 818391 344 39157 16479 818047 125 11414 1469 22678 2457 shrinkage=0.0426706 Tree=164 num_leaves=14 num_cat=0 split_feature=18 28 26 21 28 11 13 7 29 14 0 27 29 split_gain=4.57389 4.48612 10.8302 11.7012 9.15324 12.3729 8.17201 10.495 7.8795 10.2495 7.63363 10.8514 7.98746 threshold=6.5000000000000009 684.25000000000011 0.53614650540742637 9.5000000000000018 973.25000000000011 0.89414655619245087 182.71461765528565 -3.5579466819763179 0.093727122986822856 26.797721466585696 17.500000000000004 25.500000000000004 0.77883706558092203 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 6 8 -5 -6 -3 -8 9 -4 -1 -12 -13 right_child=-2 2 3 4 5 -7 7 -9 -10 -11 11 12 -14 leaf_value=0.00015943810670452331 0.0044155325756326759 -0.00048100369170710113 -0.0012845072237520688 0.0013149747407367024 -0.0016124152980651616 -0.025745995582201524 -0.0036632379438106418 0.017154454071210214 0.00013926080104640054 -0.01517727743117595 -8.3537411759788195e-05 0.00020155893038623034 -0.00094841490823260031 leaf_count=150165 427 55221 323 18889 151 52 75 107 327277 138 254097 14013 51103 internal_value=0 -4.31251e-05 0.00240761 0.00448151 0.028547 -0.182665 -0.0105753 0.200975 0.0030796 -0.127566 -0.00214328 -0.00490926 -0.0164268 internal_count=872038 871611 402233 346830 19092 203 55403 182 327738 461 469378 319213 65116 shrinkage=0.0426706 Tree=165 num_leaves=14 num_cat=0 split_feature=28 9 25 4 17 26 6 6 22 19 16 27 16 split_gain=4.56039 16.4183 11.287 8.72031 8.29207 8.10922 7.19608 5.34489 8.75247 18.9638 22.1139 11.4987 16.3273 threshold=23018.500000000004 0.66780136907311693 1847.0000000000002 211.73365783691409 58.585075878654401 1.8639336623225828 0.68421052756112577 0.26538033108053766 2166.5000000000005 2716.5000000000005 243.27639604868969 1.5000000000000002 210.78734485008178 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 5 -3 7 -4 -2 -5 8 -1 10 -10 12 -11 right_child=1 2 4 6 -6 -7 -8 -9 9 11 -12 -13 -14 leaf_value=-8.5336371724989952e-05 -0.0060806978219998401 -0.014968898238684485 0.0011441537880385471 0.0027772923914065727 0.0061385678224581712 -0.030174248644253138 -0.012960916503237401 1.8232948727216645e-05 -0.0044111486182995359 0.005386674353016924 -0.021776490836941421 -0.00016387782040691118 -0.011522913368040582 leaf_count=16671 67 74 4514 77 699 41 169 842347 1365 144 148 5348 374 internal_value=0 0.0291186 0.0370031 -4.58398e-05 0.0425081 -0.356858 -0.188297 7.61114e-06 -0.0146918 -0.0433659 -0.143185 -0.0176197 -0.15988 internal_count=872038 5395 5287 866643 5213 108 246 866397 24050 7379 1513 5866 518 shrinkage=0.0426706 Tree=166 num_leaves=14 num_cat=0 split_feature=18 18 28 27 27 21 4 25 21 24 13 16 6 split_gain=4.53435 4.67606 12.1941 11.0429 10.2411 9.89154 10.9891 8.82317 8.45616 10.9656 9.39643 7.81185 11.7505 threshold=6.5000000000000009 3.5000000000000004 471.75000000000006 45.500000000000007 23.500000000000004 8.5000000000000018 30.854607582092289 1058.2500000000002 10.500000000000002 26.500000000000004 34.007208658068485 202.84014873675633 0.5750000012041957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 4 -4 -3 -1 7 -7 9 -5 11 -10 -13 right_child=-2 2 3 8 -6 6 -8 -9 10 -11 -12 12 -14 leaf_value=-2.765748721236757e-05 0.0043788715514136477 -0.00029102546710076241 1.8443445458858795e-05 -0.018867150547394962 -0.0039102345320110232 0.00055659418965004468 -0.0029959680627637442 -0.010126909864781281 0.0007586467881240315 -0.00031483110260794418 -7.4749053291228972e-05 -0.017544659723006759 -0.0045242439474851475 leaf_count=733559 430 2636 46461 124 3095 79990 1635 141 403 109 2290 144 1021 internal_value=0 -9.38405e-05 -0.00890953 -0.00395352 -0.0526255 0.000514719 0.0109474 0.0126034 -0.0537619 -0.238763 -0.0425889 -0.10223 -0.143744 internal_count=872038 871608 56283 50552 5731 815325 81766 80131 4091 233 3858 1568 1165 shrinkage=0.0426706 Tree=167 num_leaves=14 num_cat=0 split_feature=11 22 6 10 28 22 25 25 21 26 25 28 12 split_gain=4.52822 6.7312 12.143 9.35127 11.0649 9.97257 9.9692 8.94768 11.8986 9.81202 11.9191 7.81528 7.59562 threshold=0.87031367128935544 554.75000000000011 0.71382364045148183 0.89603421476013934 1321.2500000000002 1160.2500000000002 1285.2500000000002 3218.2500000000005 2.5000000000000004 1.8240024226807181 27678.500000000004 5273.2500000000009 71.130465325174484 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 11 -3 6 -6 -5 -7 9 -9 -11 -1 -4 right_child=-2 3 12 4 5 7 -8 8 -10 10 -12 -13 -14 leaf_value=0.00012154272749837468 0.00017239561762854883 0.00010819303109197868 -0.0012139737947202923 -0.00065005888742443322 -0.0033562123388107758 0.00093933937077007672 -0.0027700064070045006 7.4044618340740709e-05 -0.0058850547298077227 -0.0037817713914591192 -0.026166162106684321 -0.0083237801282269215 -0.00036648936799554968 leaf_count=81778 215095 409227 26987 35467 1390 18114 4558 10691 719 552 47 200 67213 internal_value=0 -0.00124616 -0.00653393 0.000691566 -0.00985674 0.00415934 -0.0208921 0.00798069 -0.0131863 -0.00524283 -0.129788 0.00236554 -0.0142787 internal_count=872038 656943 176178 480765 71538 31513 40025 30123 12009 11290 599 81978 94200 shrinkage=0.0426706 Tree=168 num_leaves=14 num_cat=0 split_feature=0 26 14 10 17 19 17 4 25 17 16 27 23 split_gain=4.57036 8.0684 8.35533 7.57361 6.1144 5.54716 5.33497 4.9497 10.9425 12.2183 11.8553 8.99208 8.32159 threshold=49.500000000000007 1.9516064512779903 49.824998216597564 0.75664392265920111 56.873274467157337 2053.5000000000005 52.782915000473608 28.00000095367432 934.25000000000011 56.094934044792772 216.62585847396886 10.500000000000002 1.084047482877843 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 -3 4 5 -2 -5 8 -1 12 -11 -12 -10 right_child=1 2 -4 6 -6 -7 -8 -9 9 10 11 -13 -14 leaf_value=4.3280687784933674e-05 -0.00094738425647352103 -0.003008182321891659 0.00079819445183377732 -0.00023061941853792629 0.0003361253190846619 0.0010220170190141952 0.00069663414797348309 0.00026386042538843258 -0.00055558512255861586 -0.001711800398577708 -0.0034405920903763641 -0.014062685212121201 0.00090182464042051628 leaf_count=567904 35541 3669 1471 23464 11050 2810 21789 140211 49100 6092 335 256 8346 internal_value=0 -0.0063829 -0.0449689 -0.00428756 -0.0128488 -0.0188206 0.00505844 0.000808503 -0.000383929 -0.0127661 -0.0532351 -0.18846 -0.00805816 internal_count=872038 99794 5140 94654 49401 38351 45253 772244 632033 64129 6683 591 57446 shrinkage=0.0426706 Tree=169 num_leaves=14 num_cat=0 split_feature=11 22 15 21 15 9 28 22 25 21 26 16 17 split_gain=4.3716 8.63456 8.63351 7.80963 7.80055 10.0955 9.6299 9.06575 8.89083 15.2905 8.29961 7.76717 31.6603 threshold=0.84654951935796818 525.25000000000011 0.739826541176835 1.5000000000000002 0.44974019212963395 0.97333656487316222 1348.2500000000002 1181.7500000000002 3218.2500000000005 2.5000000000000004 1.9067288748835782 214.04060235507248 57.170086946600684 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 6 -3 -8 -9 10 -10 -2 -13 right_child=11 4 -4 -5 -6 -7 7 8 9 -11 -12 12 -14 leaf_value=-0.0018238357374878928 0.00051680831876946428 -0.00092848736332720695 -0.00083636349816148376 2.3658722341732926e-05 8.6521888900587774e-05 0.0029971719922088514 -0.0034830875681923709 0.00095327528882183544 3.2317621894488789e-05 -0.0068272638054153534 -0.0057227728585368858 4.4026664735422158e-05 -0.00670603295107596 leaf_count=4451 70891 38376 48511 65067 377784 1546 1218 15226 10031 681 478 236506 1272 internal_value=0 -0.00175759 -0.00936217 -0.00221769 0.000257859 -0.00963921 -0.01151 0.00272355 0.00661283 -0.0147873 -0.00537728 0.00292455 0.000185538 internal_count=872038 563369 118029 69518 445340 67556 66010 27634 26416 11190 10509 308669 237778 shrinkage=0.0426706 Tree=170 num_leaves=14 num_cat=0 split_feature=26 9 6 29 13 1 7 11 11 28 17 17 5 split_gain=4.36429 4.80047 10.2332 16.4096 9.17025 12.0165 18.4616 10.0313 11.903 10.3876 12.6604 10.2856 12.4977 threshold=7.3750774595372386 0.895546781276361 0.51363600154628919 1.9054625785619561 72.982698170454952 2994.5000000000005 -48.366460800170891 0.64623449923783638 0.81763605376798787 2097.2500000000005 53.608245787905652 63.749502243265233 100.99999237060548 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -3 -7 9 -9 11 -11 -6 -13 right_child=-2 4 -4 -5 7 6 -8 8 -10 10 -12 12 -14 leaf_value=-0.00046663920205320032 0.0016062531010453099 -1.7127999625717319e-05 8.0431115192669832e-05 -0.003280886433852975 0.00055126312698083012 -0.016012091797980237 -0.00077421430223405816 -0.0006679434279121089 0.00072155034830328037 0.0013528216534232532 0.0048904616774997764 -0.011191356432087338 0.0076615690429373317 leaf_count=15808 3067 752846 31699 4955 5143 216 439 17502 31301 6051 2648 280 83 internal_value=0 -0.000145871 -0.00941838 -0.0266752 0.000449902 -0.000519192 -0.135907 0.0120391 0.00523176 0.0354266 0.0569406 0.00143641 -0.16125 internal_count=872038 868971 52462 20763 816509 753501 655 63008 48803 14205 8699 5506 363 shrinkage=0.0426706 Tree=171 num_leaves=14 num_cat=0 split_feature=17 16 11 17 13 5 14 28 6 17 16 26 29 split_gain=4.4769 6.22565 6.45442 6.2208 8.86572 19.0075 10.0926 9.36953 7.2784 5.50068 10.0301 6.02504 5.62812 threshold=34.031405552848206 172.6593666243476 0.79979827388363989 110.47614441227775 71.245045569659595 57.052686691284187 99.981811983200885 23018.500000000004 0.6363636418263372 45.137074463774489 157.0569382760074 4.6232955801783655 6.9629111117166342 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 9 5 -5 -6 8 -8 10 -2 12 -11 right_child=1 -3 -4 4 6 -7 7 -9 -10 11 -12 -13 -14 leaf_value=0.00044039051158143339 -0.00091522080401670457 1.3451425491944721e-05 0.00021311593603380707 0.00091997079084088918 0.0061154529710079706 -0.01501819383551036 -0.023374967361596919 0.0094850078734300038 0.0019750894797320772 -0.001262301727945092 0.0012037354992608408 0.011769063888433632 0.01539175372212457 leaf_count=40062 12926 763809 20861 1314 882 152 58 45 32 25860 5935 65 37 internal_value=0 -0.000501967 -0.00965874 -0.0161205 0.0326017 -0.0171677 0.104344 -0.150285 -0.336569 -0.0188195 -0.00582246 -0.0282616 -0.0290249 internal_count=872038 831976 68167 47306 2483 1466 1017 135 90 44823 18861 25962 25897 shrinkage=0.0426706 Tree=172 num_leaves=14 num_cat=0 split_feature=22 27 7 13 13 26 18 21 7 28 29 4 24 split_gain=4.16997 6.91179 5.45307 5.45017 5.22676 8.74708 6.032 14.261 9.07079 7.92494 7.0665 8.66568 6.89665 threshold=302.25000000000006 1.5000000000000002 -72.033962249755845 21.81960756233396 18.152044145914861 0.62871541000253883 1.5000000000000002 2.5000000000000004 -86.16994476318358 306.25000000000006 0.58165023418050898 11.00072765350342 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 -3 -6 8 -8 10 -9 -12 -10 right_child=-2 4 -4 -5 6 -7 7 9 12 -11 11 -13 -14 leaf_value=-0.010442054738158143 1.1818483148615169e-05 -0.0011764474649106386 0.0074901258390175319 0.0051166654846522179 -0.0017108675622689634 -0.0067077665545594006 -0.0014394101749225538 0.013070867577614578 0.0081062692256596864 0.00025638923594072468 -0.0079187701475489734 2.366205168496471e-05 -0.0061656614475964809 leaf_count=76 858213 2065 322 89 4326 696 324 43 772 4018 596 431 67 internal_value=0 -0.0172297 0.0997859 -0.0480372 -0.0215022 -0.0602475 -0.0113882 0.00847812 0.108382 -0.0143577 -0.0908359 -0.107465 0.163264 internal_count=872038 13825 487 165 13338 2761 10577 6251 1163 5088 1070 1027 839 shrinkage=0.0426706 Tree=173 num_leaves=14 num_cat=0 split_feature=20 27 10 24 4 11 16 24 30 21 14 11 27 split_gain=4.45485 8.15522 19.3429 12.588 8.30809 7.47115 6.59826 6.21221 5.72658 7.44076 10.4844 7.58267 7.73442 threshold=1.1104356074605171 45.500000000000007 0.71086629109230215 29.500000000000004 49.000072479248054 0.81667100920618385 225.5173189383716 12.500000000000002 1.0000000180025095e-35 3.5000000000000004 34.9977981626079 0.59424018890385033 34.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 5 8 -3 -5 -6 -2 -10 11 12 -11 right_child=1 2 -4 6 7 -7 -8 -9 9 10 -12 -13 -14 leaf_value=3.8860283700663755e-05 -6.7629930823245846e-05 -0.0023478225631951687 -0.00040635319469098548 -0.0096066757017832412 -0.0029631915470106204 -0.019078710609197507 0.0047548137420534596 -0.014281296705786015 0.0010401634758312336 -0.0039662420961268496 -0.0057987419135067135 -0.00065030725631986294 -0.025627580670048666 leaf_count=742211 115055 61 1467 117 892 239 116 98 2445 943 972 7391 31 internal_value=0 -0.00543877 -0.0688012 -0.231955 -0.0044474 -0.36739 -0.0575748 -0.0956999 -0.00373514 -0.0247327 -0.0375925 -0.0261698 -0.109107 internal_count=872038 129827 2000 533 127827 300 233 990 126837 11782 9337 8365 974 shrinkage=0.0426706 Tree=174 num_leaves=14 num_cat=0 split_feature=0 15 22 21 9 28 19 0 12 32 24 28 9 split_gain=4.38559 4.80047 9.99593 9.90651 7.06017 10.4016 11.9068 7.40147 6.79859 10.1388 12.5175 13.6604 6.3019 threshold=9.0000000000000018 0.721576981923023 611.25000000000011 14.500000000000002 0.7285694093606877 3305.5000000000005 8346.0000000000018 45.000000000000007 62.645183950935895 1.5000000000000002 22.500000000000004 794.25000000000011 0.94313258299908798 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 12 3 -3 5 -4 -7 8 9 10 11 -6 -2 right_child=1 2 4 -5 7 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.00032112289807710646 -0.00022945976203126318 -0.00039144516765847351 0.0010507908443854912 -0.0033573963081463131 0.0041453960016441969 -0.022236519424134571 -0.0034700797911557443 -0.00038002851396440985 0.00018740237664247806 -0.00060024961668444696 -0.0086933601014921053 -0.0019603053531349617 0.000128555951978078 leaf_count=71436 115019 131234 264 2083 3874 103 153 43359 97066 2653 170 806 403818 internal_value=0 -0.000651762 -0.00397457 -0.0102597 0.00166991 -0.114647 -0.258273 0.00207879 0.00663361 0.0356354 0.0628231 0.0725056 0.00115276 internal_count=872038 800602 281765 133317 148448 520 256 147928 104569 7503 4850 4680 518837 shrinkage=0.0426706 Tree=175 num_leaves=14 num_cat=0 split_feature=18 9 17 27 7 26 15 12 22 10 4 23 28 split_gain=3.98816 3.8868 9.3013 8.23567 9.13602 15.7465 11.2536 11.6135 9.66092 6.85174 11.3867 9.14119 9.28807 threshold=6.5000000000000009 0.9724001273494709 67.838207905884445 2.5000000000000004 -89.940933227539048 1.7572534934620352 0.4665949611443852 85.376154339498697 5989.0000000000009 0.86808180154123049 6.0041637420654306 0.72128705318221453 306.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 5 6 -3 -8 -9 -5 -11 -12 -13 right_child=-2 2 -4 9 -6 -7 7 8 -10 10 11 12 -14 leaf_value=-6.8132914688687224e-05 0.0041303647151691341 0.00092317643440088532 0.0017457421013430017 5.0143760607576296e-05 -0.00054393325996069189 -0.032859716352586818 -0.0020855006555740882 -0.014608529906872388 0.0018100667535834824 -0.0012298871209423434 0.0026829139079207111 -0.0080894593774775789 0.00076187996484038817 leaf_count=579554 425 627 6291 245578 6666 34 510 354 80 4679 5072 218 21950 internal_value=0 -9.76454e-05 0.00287707 0.00203976 -0.0290554 -0.0967875 -0.082216 -0.151193 -0.27143 0.00296657 0.0167495 0.0245774 0.015815 internal_count=872038 871613 292059 285768 8271 1605 1571 944 434 277497 31919 27240 22168 shrinkage=0.0426706 Tree=176 num_leaves=14 num_cat=0 split_feature=20 14 21 29 13 27 10 24 16 17 7 11 22 split_gain=4.11283 7.54935 10.2263 8.85785 8.33876 7.8942 17.1334 12.5503 6.81907 5.85764 5.58053 7.71724 8.6654 threshold=1.1134827706653303 36.832511215949943 4.5000000000000009 0.97548067767243352 110.19601975744807 46.500000000000007 0.71086629109230215 29.500000000000004 225.5173189383716 110.47614441227775 -1.0000000180025095e-35 0.84654951935796818 477.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 5 -3 -4 -5 9 7 -7 -9 -2 -1 12 -12 right_child=1 2 3 4 -6 6 -8 8 -10 -11 11 -13 -14 leaf_value=0.00017446174728201 -0.00010614802446312029 -0.00034275058535384776 -0.021833664453641741 -0.0031615198645345167 -0.016336208902175957 -0.016984432822775904 -0.00034302475607398981 -0.010552569188118883 0.0047592691798977937 -0.0093851569880726553 -0.00083960345495186976 0.00011741877369763343 -0.00011871143499016953 leaf_count=321916 121026 3170 51 1778 92 236 1121 103 109 124 36962 215368 169982 internal_value=0 -0.0051883 -0.0429218 -0.100495 -0.0892813 -0.00362293 -0.0741001 -0.2394 -0.0628061 -0.00271019 0.00095218 -0.0014386 -0.00579952 internal_count=872038 127810 5091 1921 1870 122719 1569 448 212 121150 744228 422312 206944 shrinkage=0.0426706 Tree=177 num_leaves=14 num_cat=0 split_feature=0 27 25 21 17 8 28 27 12 16 29 22 13 split_gain=4.00176 7.62401 6.47986 10.2175 8.45975 11.3877 7.80214 7.76144 6.64092 9.99138 6.11233 9.90468 6.50034 threshold=22.000000000000004 58.500000000000007 863.25000000000011 4.5000000000000009 52.41447453192081 293.50000000000006 654.25000000000011 21.500000000000004 165.16904755831214 220.3723928466911 0.44433047800249775 937.75000000000011 27.136052843657588 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 6 7 -5 -6 -1 10 9 -7 11 -4 -12 right_child=1 -3 3 4 5 8 -8 -9 -10 -11 12 -13 -14 leaf_value=5.5662760765841142e-05 -6.3877668115280289e-05 -0.0085243637078298781 -0.0035112688456550314 -0.0010324020117504177 0.007558089030868357 -0.0050723223859891744 0.00056234506187975784 -0.0084683734688486886 0.001586469143758699 -0.015266752157943278 0.006294716427095436 -0.00021284604824205351 0.00014471252729167193 leaf_count=167969 554905 194 2208 8205 125 801 82520 198 180 224 315 6650 47544 internal_value=0 -0.00156629 0.0028874 -0.00589153 -0.0361871 -0.11017 0.00521629 -0.000816108 -0.139973 -0.171082 -0.000126133 -0.0242563 0.00434001 internal_count=872038 555099 316939 66450 9535 1330 250489 56915 1205 1025 56717 8858 47859 shrinkage=0.0426706 Tree=178 num_leaves=14 num_cat=0 split_feature=31 17 15 22 22 6 6 26 27 16 11 17 4 split_gain=4.31689 5.87193 5.46717 7.65663 16.1544 27.8366 16.0546 14.6595 6.25026 5.31817 7.09883 7.78422 7.03022 threshold=2.5000000000000004 34.031405552848206 0.2603012211615427 2166.5000000000005 4864.5000000000009 0.22223948747321057 0.276901996710263 0.99578609406814644 1.5000000000000002 177.21473375806201 0.78266856060606071 100.95286870959625 6.0041637420654306 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 8 7 -7 -5 10 11 -3 -11 right_child=-2 9 -4 4 -6 6 -8 -9 -10 12 -12 -13 -14 leaf_value=0.0014099636177406 -0.00047871773682628106 -0.00084735832353207178 0.00075448588911335244 -0.019501011548522622 -0.00010202854889365356 0.0023952676193429012 0.0010440258746377191 -0.026733725086787667 0.0010565143799427413 -0.0017540994928632577 0.00015351347942932586 0.0010533645538253237 4.3988311599109768e-05 leaf_count=1509 32645 42319 30801 29 1597 37 68 210 377 3981 32076 4324 722065 internal_value=0 0.000502012 0.0132525 -0.0223943 -0.0584835 -0.182727 -0.405801 -0.524255 -0.00965256 -4.6627e-05 -0.00785371 -0.0157287 0.000799829 internal_count=872038 839393 34628 3827 2318 721 315 247 406 804765 78719 46643 726046 shrinkage=0.0426706 Tree=179 num_leaves=14 num_cat=0 split_feature=26 4 11 28 9 11 17 17 16 11 1 25 16 split_gain=3.93222 4.17803 4.90183 3.91683 3.79966 9.95013 12.0213 7.45344 7.93396 20.0525 11.7785 8.24826 7.79673 threshold=7.3750774595372386 150.03058624267581 0.54502252252252259 827.25000000000011 0.96255353858749793 0.67514073249482986 60.627019019416906 51.211220517558694 225.5173189383716 0.78152822910887443 1567.5000000000002 639.25000000000011 145.1671685832068 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 -3 -4 7 6 -6 12 -9 -10 11 -11 -1 right_child=1 2 3 -5 5 -7 -8 8 9 10 -12 -13 -14 leaf_value=-0.001244006501250074 0.0018748271294865653 0.0026497238799278186 -0.0025723791859389379 -0.022271292367788062 0.00030088954444547366 2.122410305310464e-05 0.002229184262873087 -0.00033264496423149618 -0.00071395305627014894 -0.0024090004745320509 -0.0013430276540743347 -0.016099824401068295 7.0990806921332253e-05 leaf_count=8515 2915 68 34 40 21634 484302 8087 114338 2539 104 245 349 228868 internal_value=0 0.0357777 -0.131722 -0.309826 -0.000150339 0.00158732 0.0193476 -0.00266668 -0.00917783 -0.0579994 -0.208112 -0.303644 0.000558264 internal_count=872038 3057 142 74 868981 514023 29721 354958 117575 3237 698 453 237383 shrinkage=0.0426706 Tree=180 num_leaves=14 num_cat=0 split_feature=15 22 9 28 19 21 13 32 24 28 22 21 27 split_gain=3.70051 9.00303 9.35743 12.6275 13.5174 8.36047 8.00869 11.4983 12.9901 12.5379 6.6539 7.3144 9.82628 threshold=0.721576981923023 611.25000000000011 0.7285694093606877 3779.2500000000005 8346.0000000000018 14.500000000000002 20.805476082312776 1.5000000000000002 21.500000000000004 794.25000000000011 701.25000000000011 9.5000000000000018 28.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 5 3 -3 -5 -2 7 8 9 10 -4 -12 -13 right_child=1 2 6 4 -6 -7 -8 -9 -10 -11 11 12 -14 leaf_value=6.7055642835834464e-05 -0.00031879807543060709 0.00091257231683923004 0.0023253567585234595 -0.022500632383181948 -0.0037947999476668935 -0.0029214735265556246 4.6631990282316579e-05 -0.00048190640662501409 -0.0072464782554357782 -0.0013199159543336239 0.0063829310439119883 -0.012450968577142438 0.006051362748091948 leaf_count=567330 143439 296 2424 121 168 2283 148578 3933 239 1041 1973 92 121 internal_value=0 -0.00274907 0.00245491 -0.123786 -0.272475 -0.00842673 0.00292113 0.0305751 0.0585326 0.0681905 0.0905739 0.13058 -0.0454705 internal_count=872038 304708 158986 585 289 145722 158401 9823 5890 5651 4610 2186 213 shrinkage=0.0426706 Tree=181 num_leaves=14 num_cat=0 split_feature=18 28 27 27 22 21 14 27 22 27 14 27 11 split_gain=3.71508 11.312 10.0961 9.04333 8.88312 8.48562 10.3441 10.1497 15.8018 8.96285 7.42597 7.31441 9.41138 threshold=3.5000000000000004 464.75000000000006 30.500000000000004 41.500000000000007 401.25000000000006 9.5000000000000018 32.33026183888331 46.500000000000007 631.25000000000011 47.500000000000007 12.922684092774611 16.500000000000004 0.75870855387995617 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 11 10 7 -7 -1 -9 -8 -4 -3 -13 right_child=1 3 4 -5 -6 6 9 8 -10 -11 -12 12 -14 leaf_value=-1.2031853703338931e-05 -0.00092782653673310477 -0.0013793538030490674 0.0062996212459931668 -0.0015135477042808509 -0.0029751562937301228 0.00061073521924181085 -0.0032028764513434963 -0.00056003108801022607 -0.026965663877846456 -0.025551385899613296 -0.011544470245234395 0.0019945286287508068 3.3170376272231589e-05 leaf_count=760353 3438 5430 47 7516 1183 53792 838 113 65 34 440 5134 33655 internal_value=0 -0.00783436 -0.0527294 -0.0034017 -0.116519 0.000527109 0.0125613 -0.000337865 -0.2391 -0.0954818 -0.23019 0.00204911 0.00686117 internal_count=872038 56843 5108 51735 1670 815195 54664 760531 178 872 487 44219 38789 shrinkage=0.0426706 Tree=182 num_leaves=14 num_cat=0 split_feature=0 28 21 27 26 26 20 23 18 27 16 10 18 split_gain=4.06795 6.46722 9.16877 8.91636 8.55889 7.52967 7.62528 7.41845 7.50802 7.60026 7.95706 7.47092 7.16909 threshold=17.500000000000004 684.25000000000011 9.5000000000000018 25.500000000000004 1.6689569496043344 0.47323599212780737 0.24965748218438158 0.72128705318221453 3.5000000000000004 43.500000000000007 214.04060235507248 0.64531773363986822 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 -3 12 5 6 -4 8 -5 -10 -11 -9 -2 right_child=1 2 4 7 -6 -7 -8 11 9 10 -12 -13 -14 leaf_value=0.00014523170549115704 -0.00025878952740154501 2.6646267126073023e-05 0.0038155121729699878 0.0011640296017086322 -0.0081941950725154377 0.0014100024253440959 -0.0053816182898197258 -0.001685027272964454 -0.0003929130526756677 -0.0023605858855342706 -0.013673115999019205 -0.00054316012226473739 0.00020685158726907368 leaf_count=247367 156001 289510 228 7167 179 14773 586 13935 2238 335 171 41511 98037 internal_value=0 -0.00138781 0.00190337 -0.00453349 0.0253878 0.0278847 -0.0657483 -0.0149503 0.0102489 -0.0342327 -0.144915 -0.0194546 -0.00185354 internal_count=872038 624671 305276 319395 15766 15587 814 65357 9911 2744 506 55446 254038 shrinkage=0.0426706 Tree=183 num_leaves=14 num_cat=0 split_feature=2 26 7 25 17 11 28 19 26 10 12 28 17 split_gain=3.72121 6.33989 5.54438 4.34152 12.1574 12.5872 12.8363 12.2805 13.3775 8.92526 8.71765 8.67348 8.56632 threshold=716.2380952380953 0.99998934026926489 -83.624485015869126 3218.2500000000005 86.355533035298023 0.67246308706548985 7443.7500000000009 3761.5000000000005 2.0896391331016155 0.89793343138609527 600.16147160748721 23018.500000000004 50.277545566256372 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 11 7 -6 -7 12 -9 10 -10 -1 -5 right_child=1 2 -4 4 5 6 -8 8 9 -11 -12 -13 -14 leaf_value=1.2365771398902223e-05 0.0042620109605294417 -0.0032367610790402794 0.00094618389555074323 -0.0011718712986866621 0.0046763761889538529 0.0020864611501868304 -0.0090095984905989163 -6.8172811972380253e-05 0.00029615426614368817 -0.011640424261169338 -0.010421347758273995 -0.014309518441787092 -0.0041712662850184202 leaf_count=824182 934 651 5073 5621 1615 546 291 29562 514 276 189 77 2507 internal_value=0 0.0234902 0.0110252 -0.000241843 -0.0102699 0.0580126 -0.0415112 -0.0145997 -0.00540629 -0.120412 -0.0605856 0.000258442 -0.049144 internal_count=872038 6658 5724 865380 41121 2452 837 38669 30541 979 703 824259 8128 shrinkage=0.0426706 Tree=184 num_leaves=14 num_cat=0 split_feature=18 0 25 21 5 28 21 27 23 10 18 26 23 split_gain=3.49495 3.48773 5.57849 8.72644 6.84942 4.84057 8.79786 8.33684 8.71884 9.0839 7.38802 7.13539 7.35839 threshold=6.5000000000000009 13.500000000000002 255.25000000000003 3.5000000000000004 16.000240325927738 684.25000000000011 9.5000000000000018 25.500000000000004 0.70394218814753429 0.64531773363986822 3.5000000000000004 1.6689569496043344 0.58868992565752298 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -3 7 -7 -4 10 -10 -9 12 -8 right_child=-2 2 5 -5 -6 6 11 8 9 -11 -12 -13 -14 leaf_value=0.00016678885283917907 0.0038819691389040813 -0.0051525539049607823 -4.1624509436756926e-05 -0.0059844980903290806 0.0013576229526420349 2.7783288332785648e-05 -0.0021545653393117018 0.0012708361080500789 -0.0016168597445100695 -0.00044309655722646145 -0.0012435077890615345 -0.0072902310934578373 0.0013557432773014849 leaf_count=177171 422 397 284379 734 1137 315924 1168 7751 15998 48101 2933 186 15737 internal_value=0 -5.15751e-05 -0.00106196 -0.0505758 -0.00766838 -0.00089972 0.00184661 -0.00344612 -0.0128412 -0.0172495 0.0136064 0.0239452 0.0260884 internal_count=872038 871616 694445 2268 1534 692177 333015 359162 74783 64099 10684 17091 16905 shrinkage=0.0426706 Tree=185 num_leaves=14 num_cat=0 split_feature=20 4 21 14 13 22 17 24 15 25 5 10 25 split_gain=3.68456 7.35825 5.63818 9.77728 9.58606 5.50221 5.47163 5.13459 6.32904 5.02847 4.87212 8.42502 7.4459 threshold=1.0958246256131501 49.000072479248054 13.500000000000002 33.629315974848758 41.864326516583397 401.25000000000006 110.47614441227775 11.500000000000002 0.40752260406569668 549.25000000000011 67.973751068115249 0.90375940908938068 1058.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 4 5 -4 10 -3 -9 -6 11 12 -2 right_child=1 7 3 -5 9 -7 -8 8 -10 -11 -12 -13 -14 leaf_value=3.6408107440970991e-05 -2.3534448235689585e-05 -0.0026202513864351292 -0.0092289842073986182 -0.021419981499168472 0.0043841089529231712 -0.0022405156414883978 -0.0083254859678402095 -0.022225554778823035 -0.0038076354481650174 -0.00073023191992567656 0.0013509859310371335 -0.0015992684371720172 -0.002056777452944315 leaf_count=732349 119434 852 220 45 617 3035 148 58 82 809 3997 7020 3372 internal_value=0 -0.00475105 -0.00413725 -0.0380837 -0.0336241 -0.0635767 -0.00293975 -0.0905701 -0.268052 0.0347461 -0.00272722 -0.00378593 -0.0018599 internal_count=872038 139689 138697 4726 4681 3255 133971 992 140 1426 133823 129826 122806 shrinkage=0.0426706 Tree=186 num_leaves=14 num_cat=0 split_feature=9 17 27 26 4 5 14 5 12 11 14 6 23 split_gain=3.70816 7.3573 8.17465 9.4369 12.5777 10.668 7.23429 17.9621 20.2215 10.3192 10.6963 10.4275 6.55387 threshold=0.9724001273494709 67.838207905884445 2.5000000000000004 1.7260260379455428 64.616806030273452 116.99399948120119 62.542555903320427 143.70161437988284 392.317279836453 0.86593624845859218 58.504235013334842 0.68421052756112577 0.79579263474000328 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 3 6 5 -5 7 9 -9 10 -2 -12 -1 right_child=1 -3 -4 4 -6 -7 -8 8 -10 -11 11 -13 -14 leaf_value=-0.00033365205046785801 -0.0026003848612476477 0.0015635883002666606 0.00013230773906898995 0.0012791483509279283 0.0022148806013987704 -0.026863731931494304 0.0016962513392301765 -0.035196488511390345 -0.00045201136889974673 0.00032509705463251427 -0.025551361160340767 0.0017783486990851308 1.4081379595610349e-05 leaf_count=126136 2954 6331 277796 34 87 88 1482 61 61 3390 73 39 453506 internal_value=0 0.00292463 0.00217839 -0.0288057 -0.238595 -0.445755 -0.0233658 -0.037586 -0.417717 -0.0304026 -0.0724419 -0.37578 -0.00144336 internal_count=872038 292396 286065 8269 209 122 8060 6578 122 6456 3066 112 579642 shrinkage=0.0426706 Tree=187 num_leaves=14 num_cat=0 split_feature=11 30 7 20 12 28 28 11 6 14 17 25 21 split_gain=3.93411 4.89372 4.25532 7.77629 6.69956 9.86769 8.43753 8.88779 9.36665 9.70865 5.96028 5.897 13.0377 threshold=0.92648315736551046 1.0000000180025095e-35 -1.0000000180025095e-35 1.12010888845047 826.75692603699224 40325.500000000007 1348.2500000000002 0.490912619988707 0.69555743868702258 89.307744558352525 46.847701665523765 255.25000000000003 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 11 6 -6 -8 9 -9 -7 12 -4 right_child=1 -3 4 -5 5 10 7 8 -10 -11 -12 -13 -14 leaf_value=0.00017023732815977011 0.0005660579764666646 -0.00070281852741393687 0.00039635814741705835 -0.00039466282968275316 0.0026025901201882596 0.0029853803422412446 0.0051989419596185785 -0.017919785580347066 -0.017641124728025648 -0.0019972278749373342 -0.01312561388473237 -8.4565722786888867e-05 -0.0063388110693216679 leaf_count=316197 39536 6435 1302 51612 162 459 78 94 198 270 46 454774 875 internal_value=0 0.00910325 -0.000401504 0.00213189 -0.00243487 -0.0739281 -0.142877 -0.194482 -0.238384 -0.143169 0.0355712 -0.00223038 -0.0541521 internal_count=872038 45971 826067 367809 458258 1307 802 640 562 364 505 456951 2177 shrinkage=0.0426706 Tree=188 num_leaves=14 num_cat=0 split_feature=28 9 25 4 17 6 26 11 6 22 19 16 27 split_gain=3.70282 14.2449 10.381 8.05439 6.98498 6.32924 6.18578 4.49489 4.25138 8.15882 16.9551 20.0495 9.59595 threshold=23018.500000000004 0.66780136907311693 1847.0000000000002 211.73365783691409 56.208475429412708 0.70833333580274116 1.8240024226807181 0.52316497766154535 0.26538033108053766 2166.5000000000005 2716.5000000000005 243.27639604868969 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 6 -3 8 -4 -5 -2 -7 9 -1 11 -11 -12 right_child=1 2 4 5 -6 7 -8 -9 -10 10 12 -13 -14 leaf_value=-3.9784540149551962e-05 -0.0064505017795800949 -0.014118262323581883 0.0010117817349869242 0.0014199040895772623 0.0054076683939276952 0.00036119852847924915 -0.027431591957721137 -0.016813688591078704 1.3045508832344218e-05 -0.0041453209662029701 -0.0062876760256625882 -0.020585314556353103 -0.00017280523232234783 leaf_count=16667 71 77 4430 88 773 36 40 121 842367 1357 512 150 5349 internal_value=0 0.0261695 0.0336227 -0.000119715 0.0390168 -0.181409 -0.328359 -0.301742 -6.84505e-05 -0.0131824 -0.040893 -0.135496 -0.0165684 internal_count=872038 5391 5280 866647 5203 245 111 157 866402 24035 7368 1507 5861 shrinkage=0.0426706 Tree=189 num_leaves=14 num_cat=0 split_feature=0 6 22 20 5 26 9 17 21 17 21 29 4 split_gain=3.4846 4.15974 8.73593 9.00489 7.18498 12.9081 5.86048 7.20418 11.3227 9.90133 6.80832 8.55962 13.2357 threshold=9.0000000000000018 0.88067757835607352 563.25000000000011 1.5226154835776575 159.00800323486331 1.9067288748835782 0.96880466948138533 51.350539284126199 3.5000000000000004 81.35853954168401 2.5000000000000004 1.3931551900613079 42.000013351440437 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 3 -3 -4 -6 10 -8 9 -9 -2 12 -12 right_child=1 2 4 -5 5 -7 7 8 -10 -11 11 -13 -14 leaf_value=0.00028560881763708458 0.00021225512924392134 -0.0008637335899196395 5.1525165091541653e-05 0.0024921575512849123 -0.00087486568729886252 -0.014825678733915961 -1.0262505812330454e-05 -0.00039920994337061088 0.00067676315086600343 0.0040766407983126533 -6.9351566401921466e-05 -0.00072267637980485966 -0.0039431665391694085 leaf_count=71446 97450 41342 76480 1509 458 164 182859 30795 84680 927 234639 47672 1617 internal_value=0 -0.000595345 -0.0060251 -0.0174724 0.000336945 -0.106706 0.000361572 0.00367411 0.00982369 -0.00629037 -0.00223772 -0.00471303 -0.00224663 internal_count=872038 800592 119953 42851 77102 622 680639 299261 116402 31722 381378 283928 236256 shrinkage=0.0426706 Tree=190 num_leaves=14 num_cat=0 split_feature=26 0 27 26 24 5 1 5 25 27 26 17 11 split_gain=3.7285 3.47332 6.96358 6.03356 7.14032 6.31958 8.30069 5.34945 5.11698 9.21514 13.5911 13.7158 12.5975 threshold=7.3750774595372386 35.000000000000007 55.500000000000007 2.2966000282026506 11.500000000000002 152.37191009521487 2547.0000000000005 126.78030014038087 1149.2500000000002 14.500000000000002 0.6362529500738624 67.838207905884445 0.74133766233766241 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 3 -3 5 6 7 -5 9 -1 -11 -12 -13 right_child=-2 2 -4 4 -6 -7 -8 -9 -10 10 11 12 -14 leaf_value=0.00034011264471198801 0.0014902071198608488 -8.3530496903226961e-05 -0.0083942052283747497 -0.0018248644718090339 -0.0040066814841345369 -0.0043993484034069571 0.0012364557779104659 -0.020258527595304679 -0.00026094620723294946 0.00071016989856126519 -0.00022212107890185538 0.0021224420820290133 -0.0028016413335232842 leaf_count=191615 3044 310352 185 2477 1430 735 3221 29 78070 37700 234524 7575 1081 internal_value=0 -0.000135832 -0.00276466 -0.00265191 -0.0299568 -0.015807 -0.00460385 -0.0477655 0.0013846 0.00262381 -0.00102379 -0.00376267 0.0353288 internal_count=872038 868994 318429 318244 7892 6462 5727 2506 550565 472495 280880 243180 8656 shrinkage=0.0426706 Tree=191 num_leaves=14 num_cat=0 split_feature=17 20 16 16 14 12 26 13 7 1 20 25 16 split_gain=3.70167 4.93798 5.86487 17.2925 8.48371 21.2521 11.6721 18.9238 9.70343 8.15169 7.58773 4.79104 4.59276 threshold=34.031405552848206 0.51972257353026219 235.72840932550113 170.17206548241035 48.15203256717826 363.3005589040132 1.0210649574756567 182.71461765528565 -30.92772006988525 9977.5000000000018 0.99998934026926489 2481.2500000000005 166.04808582551564 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 5 -4 7 -7 -8 -9 -6 -10 -2 right_child=12 2 4 -5 10 6 8 9 11 -11 -12 -13 -14 leaf_value=-0.00052628833647049738 -0.00040851103537346801 0.00078583836812435009 -0.00021527692892925438 0.0060918713735095414 0.0049898199805736001 -0.030411745701613504 -0.018490017113660447 0.0039084917387571007 -0.016983197468572103 -0.016398384492859908 0.00070770958797003426 0.0032210488783077505 6.9470129434530989e-06 leaf_count=8286 51655 7446 8703 1316 800 98 59 73 24 71 12948 195 780364 internal_value=0 0.00940449 0.0150807 0.0370928 0.00668445 -0.0167787 -0.213159 -0.373737 -0.0733748 -0.143048 0.022425 0.0235967 -0.000441668 internal_count=872038 40019 31733 8762 22971 9223 520 242 278 144 13748 219 832019 shrinkage=0.0426706 Tree=192 num_leaves=14 num_cat=0 split_feature=11 30 16 17 15 14 14 23 29 29 7 28 4 split_gain=3.44167 5.00318 5.23778 3.7241 4.86918 10.0594 16.0348 19.411 12.11 14.9534 11.9191 9.08226 6.17128 threshold=0.93751456876456885 1.0000000180025095e-35 199.75582346953036 33.580388079750271 0.2603012211615427 22.615237926409691 48.15203256717826 1.0427533561463544 0.99998934026926489 1.1648548584032457 -51.84277153015136 3133.2500000000005 150.03058624267581 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 4 5 -1 7 8 -7 -10 -11 -9 -8 right_child=1 -3 -4 -5 -6 6 12 11 9 10 -12 -13 -14 leaf_value=0.0019600631937646711 0.0040164793687660263 -0.00071418824460312968 0.00059962409627457934 -3.3681711416550945e-05 0.00062982377226369728 0.0026680651200611358 0.0022556585384083975 0.0015995648986229329 -0.022218918981233491 -0.02747810294880355 -0.0026817337494695159 -0.016489023131543108 -0.010690832602268819 leaf_count=1186 847 5430 22961 812323 27329 87 821 446 238 43 197 57 73 internal_value=0 0.0106539 0.0169012 -0.000382178 0.0104702 -0.0267721 -0.0707222 -0.153434 -0.280637 -0.343096 -0.166963 -0.0105514 0.0280874 internal_count=872038 29238 23808 842800 30477 3148 1962 1068 565 478 240 503 894 shrinkage=0.0426706 Tree=193 num_leaves=14 num_cat=0 split_feature=4 17 4 25 28 6 5 4 29 29 32 19 32 split_gain=3.33602 4.93952 4.74793 10.4185 7.99928 5.99513 10.335 4.64312 13.9495 7.70818 7.94267 6.98643 11.8183 threshold=5.0399255752563485 30.332803707937654 211.73365783691409 46253.500000000007 10097.750000000002 0.52113575009933 297.84509277343756 11.999999046325685 1.0050813060609036 0.054889041222998834 1.5000000000000002 211.25000000000003 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 7 5 -5 -4 -7 8 11 10 -9 -3 -13 right_child=1 2 3 4 -6 6 -8 9 -10 -11 -12 12 -14 leaf_value=-0.00073956728994622383 0.00077432078828129202 -0.00067427814405381743 -0.024725970341686328 -0.01153409385472311 0.0022689715218981777 -0.014661299295815612 0.0039880204978173101 -0.0085781583575574687 -0.00770826563669187 -1.734523790683561e-05 -8.1481730089154648e-05 0.0016044929170192371 -0.00049620518590083259 leaf_count=11009 15046 5947 43 91 478 138 89 389 370 814974 413 16046 7005 internal_value=0 0.000186583 -0.000132838 -0.0753221 0.00144013 -0.237091 -0.172237 -5.81954e-05 0.0122952 -0.00050292 -0.0984914 0.0147571 0.0226411 internal_count=872038 861029 845983 839 569 270 227 845144 29368 815776 802 28998 23051 shrinkage=0.0426706 Tree=194 num_leaves=14 num_cat=0 split_feature=16 22 9 23 17 10 14 7 7 19 26 28 7 split_gain=3.33418 7.29689 10.0576 9.36037 7.8445 8.43996 7.34704 7.97048 8.42428 7.2027 6.57256 6.29111 5.82873 threshold=147.52311705839756 1539.2500000000002 0.94667290302463369 0.99912912947075505 110.47614441227775 0.62745553263271814 80.29087325318298 -45.083036422729485 -11.684814929962156 2861.5000000000005 0.45070422010093131 2204.2500000000005 -53.067413330078118 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 4 12 6 -6 10 -8 -9 -5 -3 -1 -4 right_child=-2 2 3 9 5 -7 7 8 -10 -11 -12 -13 -14 leaf_value=-0.00072958452386713644 1.8195576913011905e-05 -0.00025756858374461001 0.0050673247051380476 0.012274922645939733 -0.0097854472321182683 0.0059060322807377094 -0.0087021280303077146 0.016012695834818513 -0.0028257209658707422 0.0030757937394703715 -0.0044796071009650827 -0.004814518521996383 -0.00060660026442129096 leaf_count=18441 847209 1611 504 306 71 516 55 129 65 314 1151 713 953 internal_value=0 -0.0113303 0.0201643 0.0755727 -0.0118211 0.0939309 -0.0324376 0.13208 0.227343 0.178484 -0.0472692 -0.0206616 0.0317807 internal_count=872038 24829 5675 2077 3598 587 3011 249 194 620 2762 19154 1457 shrinkage=0.0426706 Tree=195 num_leaves=14 num_cat=0 split_feature=21 21 19 14 12 22 18 10 1 0 22 27 1 split_gain=3.58296 5.93324 11.4931 6.71127 7.23296 4.77022 6.46755 8.68799 5.09594 6.39061 4.41864 4.36021 4.05024 threshold=18.500000000000004 16.500000000000004 571.25000000000011 15.17890621661787 67.674621202458766 506.75000000000006 4.5000000000000009 0.7808830274895654 598.50000000000011 29.500000000000004 525.25000000000011 34.500000000000007 397.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 8 7 10 9 11 -7 -6 -2 right_child=12 2 -4 4 5 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=1.1504829476555549e-06 0.0070330475813158095 0.0020622256853298549 0.0021626545316933247 -0.014876348857512949 -0.017108369132477597 0.0028908838411284858 -0.016125921031493559 0.0013555126227889564 0.0048495640693534438 -0.0085349264886287381 -0.014002545890454668 -0.00047685638937421419 0.00043135021937923916 leaf_count=868309 279 323 895 117 30 34 117 208 154 314 165 663 430 internal_value=0 -0.000126932 -0.0443744 -0.0844102 -0.108203 -0.0915085 -0.170708 -0.111141 -0.0557632 -0.0816717 -0.260513 -0.0280483 0.0709903 internal_count=872038 871329 3020 2125 1802 1685 524 407 1161 1007 199 693 709 shrinkage=0.0426706 Tree=196 num_leaves=14 num_cat=0 split_feature=18 18 28 27 21 4 22 22 27 18 17 24 4 split_gain=3.38877 3.41696 9.42096 10.2149 8.22612 8.16042 7.42933 7.2011 7.07901 11.3128 10.2708 11.1106 8.40953 threshold=6.5000000000000009 3.5000000000000004 461.25000000000006 30.500000000000004 8.5000000000000018 30.854607582092289 1229.7500000000002 401.25000000000006 20.500000000000004 2.5000000000000004 58.087145288630218 16.500000000000004 18.482335090637211 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 8 6 -6 -5 -1 -10 12 -12 -11 right_child=-2 2 -4 7 5 -7 -8 -9 9 10 11 -13 -14 leaf_value=3.7208324077859526e-05 0.0038019274991002235 -0.00080419877181665811 -0.00015525584189732822 -0.0094848508729086026 0.00050174261687249558 -0.0025629885484616207 -0.012348722134405507 -0.0030697801521022035 -0.0007676350394227201 0.00099276116603454309 0.00024420343280787615 0.0039901073665645293 -0.00032552076484630661 leaf_count=606766 427 3223 51554 465 80053 1628 82 1012 55850 10512 3636 2389 54441 internal_value=0 -7.88757e-06 -0.00754588 -0.050406 0.000512182 0.0100264 0.0114503 -0.119272 -0.000548229 -0.00734279 0.00103495 0.0405316 -0.00262874 internal_count=872038 871611 56254 4700 815357 81763 80135 1477 733594 126828 70978 6025 64953 shrinkage=0.0426706 Tree=197 num_leaves=14 num_cat=0 split_feature=0 29 13 2 24 24 4 25 17 16 27 23 12 split_gain=3.34511 10.8344 5.44061 5.409 5.04911 4.9032 4.89271 10.3027 12.4469 10.2241 9.22504 8.40867 11.6862 threshold=51.000000000000007 1.2037713625352804 35.317677975046927 62.802777777777784 6.5000000000000009 13.500000000000002 28.00000095367432 926.25000000000011 55.647643020077091 216.62585847396886 10.500000000000002 1.0870726671052313 241.51881297349294 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 4 -3 -2 -4 7 -1 11 -10 -11 12 -9 right_child=1 3 5 -5 -6 -7 -8 8 9 10 -12 -13 -14 leaf_value=3.2992935602855835e-05 -0.001252280699718556 -0.0014285775615531587 0.00020363188348410401 0.00091110717400788848 3.8925323002308278e-06 0.001760557967393219 0.00024748542188282341 -0.00038997852265509555 -0.0016324746357706651 -0.0027461868772177466 -0.012708366220569922 0.00090864763653535291 -0.0037317535123670897 leaf_count=585044 8566 16387 21793 2021 18214 4432 146883 49899 7325 390 299 8804 1981 internal_value=0 -0.00655819 0.00070052 -0.0274593 -0.00932525 0.0109385 0.000584625 -0.000587147 -0.0121721 -0.0492122 -0.165674 -0.00728055 -0.0121297 internal_count=872038 71413 53005 18408 26780 26225 800625 653742 68698 8014 689 60684 51880 shrinkage=0.0426706 Tree=198 num_leaves=14 num_cat=0 split_feature=16 22 9 16 22 11 1 7 28 26 29 15 17 split_gain=3.19935 7.01483 9.27783 7.98551 6.61637 6.59555 7.69403 8.97586 5.94406 4.85164 5.55605 4.7092 4.61077 threshold=145.1671685832068 1539.2500000000002 0.95211107006921814 109.22406745017886 2734.7500000000005 0.58300969775579159 4894.5000000000009 -49.763641357421868 2204.2500000000005 0.45070422010093131 2.5711099017309946 0.42184352401117187 37.585033556855443 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 5 4 11 6 -3 -8 -1 -7 -11 -4 -2 right_child=12 2 3 -5 -6 9 7 -9 -10 10 -12 -13 -14 leaf_value=-0.00078741110300560178 0.00034968060223206001 -0.00043272277202560791 -0.0032000111708294057 0.00016693620343220971 0.0032368662236913976 8.4416214528997553e-05 -0.0060109295756058207 0.0090586192446890298 -0.0048535694690279583 -0.0048035566201233585 0.0054298532557808194 0.012329165062361893 -1.2219564704859826e-05 leaf_count=15226 69831 849 40 755 579 1238 88 395 684 994 107 320 780932 internal_value=0 -0.0120056 0.0192641 0.0804814 0.142047 -0.00898486 0.0471841 0.147948 -0.02255 -0.0409716 -0.0892659 0.248501 0.000409775 internal_count=872038 21275 5365 1694 939 3671 1332 483 15910 2339 1101 360 850763 shrinkage=0.0426706 Tree=199 num_leaves=14 num_cat=0 split_feature=15 9 28 19 22 25 28 27 28 0 27 27 19 split_gain=3.15277 7.67379 11.6875 10.9132 7.57799 7.90402 8.86736 9.90899 9.36899 12.0247 8.16382 7.64385 9.70574 threshold=0.721576981923023 0.7285694093606877 3305.5000000000005 8346.0000000000018 565.25000000000011 1196.7500000000002 624.25000000000011 27.500000000000004 461.25000000000006 40.500000000000007 32.500000000000007 38.500000000000007 384.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 -4 5 6 7 -3 10 -10 -9 12 -12 right_child=1 4 3 -5 -6 -7 -8 8 9 -11 11 -13 -14 leaf_value=6.8506598419610751e-05 0.0007956083846757606 -8.6657043126257835e-05 -0.020376306479538454 -0.0037731149552947024 7.109047298680551e-05 0.0044227849289704855 -0.0013564253229768322 -0.001529881035530401 -9.8267897051637155e-05 -0.0039853604277399523 -0.016747579666630819 -0.0018526398640248561 -0.00570717710717044 leaf_count=567331 317 85041 128 165 191649 623 15158 1177 7662 1787 224 365 411 internal_value=0 -0.00238252 -0.114431 -0.258407 -0.00215776 -0.00867477 -0.00930055 -0.00577433 -0.0331569 -0.0195309 -0.0922988 -0.158735 -0.22502 internal_count=872038 304707 610 293 304097 112448 111825 96667 11626 9449 2177 1000 635 shrinkage=0.0426706 Tree=200 num_leaves=14 num_cat=0 split_feature=31 29 21 28 4 17 4 20 32 25 24 29 4 split_gain=3.14499 5.18806 8.50939 6.25735 9.77347 4.61798 4.22036 6.52918 10.388 6.45944 6.18378 5.84593 5.18573 threshold=2.5000000000000004 2.0105882499491354 6.5000000000000009 1654.2500000000002 52.108043670654304 30.332803707937654 5.0399255752563485 0.34066108608447931 1.5000000000000002 340.25000000000006 14.500000000000002 0.054889041222998834 11.999999046325685 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 4 -3 -1 7 8 10 -9 -7 -8 -13 right_child=1 2 -4 -5 -6 6 11 9 -10 -11 -12 12 -14 leaf_value=0.00076277135295885494 -0.00022790442384520347 -0.0023551945263830688 -0.010022803565817797 -0.0048169799781670394 0.0032907997740613533 -0.0072705664300656888 -0.0032475614588091729 -0.0035112558209247397 -0.0005235009974351117 0.0029923219428974468 0.0022336296354783162 0.00059762545878848698 -7.5911603440727106e-06 leaf_count=14760 29197 1591 224 755 860 888 1003 394 1721 945 145 26644 792911 internal_value=0 -0.00966309 -0.0464536 -0.0332879 -0.00876819 0.000343853 3.0058e-05 -0.0320011 -0.0598506 0.0252785 -0.139124 0.000189832 0.000283207 internal_count=872038 32627 3430 3206 2451 839411 824651 4093 2754 1339 1033 820558 819555 shrinkage=0.0426706 Tree=201 num_leaves=14 num_cat=0 split_feature=17 19 19 13 5 15 7 29 7 28 22 26 11 split_gain=3.23517 10.3607 10.3149 6.0221 14.0523 9.74392 9.68259 6.68733 5.45694 22.9224 6.40907 5.96425 9.45678 threshold=100.95286870959625 336.75000000000006 489.25000000000006 69.337630576909064 57.052686691284187 0.85305006333686728 -19.412276268005368 0.94516782897983953 -57.501955032348626 15022.250000000002 2468.7500000000005 0.93444926014170171 0.67246308706548985 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 6 8 -4 -8 9 10 -5 12 -10 right_child=1 2 3 5 -6 -7 7 -9 11 -11 -12 -13 -14 leaf_value=-7.7931089271049693e-06 0.015650571724459505 -0.0077400929994090916 0.001849789475205159 -0.0063509453034545299 -0.0095005407650668727 -0.012130973867310421 -0.00089983698650633777 -0.0095610882168148531 0.0038769711806870377 -0.019396870907690291 0.0079980270319010473 0.0055222516984401717 -0.010687178791879779 leaf_count=865371 86 251 2958 75 261 77 535 233 276 96 232 1472 115 internal_value=0 0.0219305 0.017424 0.0253076 0.00166281 0.0655431 0.0173754 -0.082669 0.0774307 -0.0280804 0.105285 0.100255 -0.00952887 internal_count=872038 6667 6581 6330 3987 2343 3726 768 2266 403 307 1863 391 shrinkage=0.0426706 Tree=202 num_leaves=14 num_cat=0 split_feature=0 6 1 13 11 12 24 17 7 9 17 21 17 split_gain=3.18384 3.57027 7.7969 7.30374 11.1101 16.4573 8.55016 5.66161 7.27552 5.3036 6.44612 10.3483 8.96405 threshold=9.0000000000000018 0.88067757835607352 655.50000000000011 155.54937522295788 0.53488932528100219 490.98632739476517 1.5000000000000002 50.063805431020853 -2.4895528554916377 0.96880466948138533 51.350539284126199 3.5000000000000004 81.35853954168401 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 9 -3 -4 -5 -6 -7 8 -8 -2 -11 12 -12 right_child=1 2 3 4 5 6 7 -9 -10 10 11 -13 -14 leaf_value=0.00027526110126237962 -8.9708827796411241e-05 -0.00051552258472611359 0.0002704732424410396 0.0022324214510983341 -0.032625762797675741 -0.00026277687978092399 -0.021888298953110567 0.00028061540815386358 -0.0070427016951319791 -7.8543899887209396e-06 -0.00038352787374557452 0.00064509460300304238 0.0038596988806581492 leaf_count=71379 381599 72454 46573 438 41 361 99 78 153 182553 30791 84585 934 internal_value=0 -0.000519186 -0.00554356 0.00437824 -0.0736572 -0.149036 -0.112512 -0.228856 -0.301728 0.00036832 0.00352297 0.00934131 -0.0060605 internal_count=872038 800659 120197 47743 1170 732 691 330 252 680462 298863 116310 31725 shrinkage=0.0426706 Tree=203 num_leaves=14 num_cat=0 split_feature=21 21 19 14 12 0 23 17 20 24 27 13 24 split_gain=3.17774 5.72397 10.026 5.39623 6.07873 3.99498 6.1476 4.7954 4.58674 6.15595 4.85317 4.52925 5.59525 threshold=18.500000000000004 16.500000000000004 571.25000000000011 15.17890621661787 67.674621202458766 29.500000000000004 1.3182186702588938 51.495888464957083 0.99998934026926489 30.500000000000004 53.500000000000007 34.700363969393997 27.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -3 -5 8 7 -7 -6 10 11 -10 -13 right_child=-2 2 -4 4 5 6 -8 -9 9 -11 -12 12 -14 leaf_value=4.0217923781032239e-06 0.0028554342829133321 0.0016668202349017758 0.0019010658259212285 -0.013649218628108301 0.0022908868153939648 -0.011654662616560153 0.0069266830689507708 -0.0037774551629612589 -0.00027104481106660804 0.00072630719457611557 -0.016789563057760561 -0.00017172091795708552 -0.015541720303696388 leaf_count=868310 709 317 905 120 306 286 57 277 181 308 78 69 115 internal_value=0 -5.68783e-05 -0.0435243 -0.0812296 -0.10245 -0.0868917 -0.15062 -0.182304 -0.0495108 -0.0915598 -0.167052 -0.118667 -0.22915 internal_count=872038 871329 3019 2114 1797 1677 620 563 1057 751 443 365 184 shrinkage=0.0426706 Tree=204 num_leaves=14 num_cat=0 split_feature=18 18 28 27 21 12 27 11 4 22 16 21 4 split_gain=3.04803 3.13988 8.76116 8.32143 7.31818 7.46396 7.21828 8.16294 9.46305 17.7341 8.31211 7.15224 7.29767 threshold=6.5000000000000009 3.5000000000000004 471.75000000000006 41.500000000000007 8.5000000000000018 96.630465325174484 16.500000000000004 0.75870855387995617 27.999998092651371 890.25000000000011 155.48759765171192 8.5000000000000018 30.854607582092289 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 4 6 -3 -6 -4 10 -9 -10 -8 -1 -13 right_child=-2 2 3 -5 5 -7 7 8 9 -11 -12 12 -14 leaf_value=-2.3064874550182996e-05 0.0035706061521194083 6.2543456916654524e-05 -0.001377854810620514 -0.0014668337268430344 -0.0037429069553476823 0.0025085258593194864 -0.0028415043930186002 0.00016450259240252931 -0.0021548128053239597 -0.021710089550910951 0.002517124417099466 0.00045507486654543868 -0.0024237441182570628 leaf_count=733418 435 2190 5321 7262 3210 390 597 32134 652 97 4499 80197 1636 internal_value=0 -5.01582e-05 -0.00726935 -0.00304992 -0.0441161 -0.071845 0.00220385 0.00703664 0.00126524 -0.109849 0.0442777 0.000448849 0.00931606 internal_count=872038 871603 56352 50562 5790 3600 43300 37979 32883 749 5096 815251 81833 shrinkage=0.0426706 Tree=205 num_leaves=14 num_cat=0 split_feature=21 21 15 4 16 14 20 32 18 29 4 29 17 split_gain=3.1325 4.80402 4.89403 5.77393 4.1318 3.43139 3.19264 12.2865 17.8925 8.34344 8.00345 7.68763 6.40424 threshold=18.500000000000004 16.500000000000004 0.48439181427639388 24.140397071838382 204.0639829823356 16.789793956201347 0.83637697592209703 1.5000000000000002 1.5000000000000002 0.054889041222998834 10.014169216156008 0.83249605033648766 60.627019019416906 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 4 -4 -3 -2 11 9 -9 10 -8 12 -1 right_child=5 2 3 -5 -6 -7 7 8 -10 -11 -12 -13 -14 leaf_value=5.7318639269097492e-05 0.0061458959868201891 0.0089585993437700916 -0.0035988028769965794 0.0022007768506111251 -7.9115376212755089e-06 0.00013175103942847664 0.0048981394343856829 0.0035501112874420141 -0.0002461694867290211 2.56676401573619e-05 -0.0071137110085005908 -0.00076940626055260872 -0.0011467833107776273 leaf_count=119688 316 111 1929 373 596 381 125 4409 4639 699019 526 31304 8622 internal_value=0 -7.8566e-05 -0.0399664 -0.0623165 0.0328058 0.0669874 5.96557e-05 0.000969633 0.0375837 0.000496147 -0.11266 -0.00398083 -0.000552909 internal_count=872038 871341 3009 2302 707 697 868332 708718 9048 699670 651 159614 128310 shrinkage=0.0426706 Tree=206 num_leaves=14 num_cat=0 split_feature=22 27 7 6 21 18 21 28 7 24 25 4 15 split_gain=2.99812 6.98799 4.8235 5.15275 4.2687 4.5328 14.5476 10.6596 8.75485 6.60574 6.52536 6.04637 5.57451 threshold=302.25000000000006 1.5000000000000002 -72.033962249755845 0.5238095315282606 13.500000000000002 1.5000000000000002 2.5000000000000004 306.25000000000006 -36.869897842407219 6.5000000000000009 375.25000000000006 11.00072765350342 0.81873433212509916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 5 10 8 11 -7 -10 -3 -8 -13 right_child=-2 4 -4 -5 -6 6 7 -9 9 -11 -12 12 -14 leaf_value=0.0043228003328754337 1.0119181365584947e-05 -0.0032706312136619696 0.0073743339949169677 -0.011169401332807331 -0.0096334823414768248 -0.00062599926698901653 -0.0063368449986006227 -4.8903697117160319e-05 0.0073559904646769538 -0.0053251541822611388 -0.00030522137544581435 0.0019682066671732456 -0.0093610133076902323 leaf_count=103 858158 2532 327 63 99 530 903 5015 851 82 2897 378 100 internal_value=0 -0.0145783 0.102345 -0.0364834 -0.0188842 -0.0173428 -0.00199207 -0.022569 0.0879667 0.146271 -0.0395645 -0.100365 -0.00941921 internal_count=872038 13880 493 166 13387 13288 7859 6396 1463 933 5429 1381 478 shrinkage=0.0426706 Tree=207 num_leaves=14 num_cat=0 split_feature=20 14 21 29 27 15 24 13 28 17 11 26 16 split_gain=2.89776 6.72678 8.17875 9.08711 6.81298 14.6901 11.3526 6.15486 5.92354 5.75172 5.56614 5.15821 4.77795 threshold=1.0958246256131501 36.832511215949943 4.5000000000000009 0.97269869757953809 45.500000000000007 0.70410928265616646 28.500000000000004 110.19601975744807 426.75000000000006 110.47614441227775 0.83703998115762834 0.84758603377998787 225.5173189383716 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 11 -4 9 -6 10 8 -5 -2 -7 -3 -8 right_child=1 2 3 7 5 6 12 -9 -10 -11 -12 -13 -14 leaf_value=3.2993662341239906e-05 -7.2560551919238891e-05 -0.010224271813723337 -0.020211661952486516 -0.022646303040816371 -0.00043337291630397536 -0.0071503559417323021 -0.0080570743251030773 -0.01436534486896872 -0.0025090142199428469 -0.0087260921965439057 -0.020481700556766569 -8.1382593139202075e-05 0.0024578810920607365 leaf_count=732385 132110 94 60 27 1624 92 168 88 1783 140 150 3169 148 internal_value=0 -0.00419733 -0.0394144 -0.0905082 -0.00282959 -0.0582523 -0.198231 -0.0783957 -0.0658394 -0.00191516 -0.361223 -0.00875492 -0.0734077 internal_count=872038 139653 5221 1958 134432 2182 558 1898 1810 132250 242 3263 316 shrinkage=0.0426706 Tree=208 num_leaves=14 num_cat=0 split_feature=0 17 22 14 21 11 28 18 27 25 21 5 19 split_gain=2.87279 6.58803 5.87305 10.8574 5.36737 4.82631 5.42759 4.45659 3.69495 3.55588 11.1505 12.8107 8.1727 threshold=49.500000000000007 52.41447453192081 1661.2500000000002 30.03649655638144 8.5000000000000018 0.84654951935796818 785.25000000000011 2.5000000000000004 45.500000000000007 3218.2500000000005 1.5000000000000002 269.88285827636724 1245.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 3 8 -5 6 -3 -8 -2 -1 12 -12 -11 right_child=1 5 -4 4 -6 -7 7 -9 -10 10 11 -13 -14 leaf_value=4.9140352904997536e-05 -0.00053078878283532253 -0.00048871710419623655 0.00026229519693100564 -0.0024439690572923968 -0.0090184154387606668 0.0009167178907567952 0.00015763310061423619 0.0019000754720100766 -0.0064550126763100483 -0.0037885296225265317 -0.0013762255851491355 -0.012708187535712047 0.00018882817693059286 leaf_count=732881 28272 26674 10719 4522 238 10499 15330 3237 193 973 10012 185 28303 internal_value=0 -0.0050506 -0.0142065 -0.0207728 -0.064979 0.00216764 -0.00231498 0.0108134 -0.0133806 0.000653656 -0.00859188 -0.0370704 0.00132736 internal_count=872038 99684 43944 33225 4760 55740 45241 18567 28465 772354 39473 10197 29276 shrinkage=0.0426706 Tree=209 num_leaves=14 num_cat=0 split_feature=11 30 16 17 6 4 5 28 22 19 16 29 26 split_gain=2.84116 4.10365 4.80303 3.39771 3.18427 7.78097 13.0641 16.5444 7.51596 16.636 17.2461 10.3918 12.1921 threshold=0.93751456876456885 1.0000000180025095e-35 201.14136628267065 43.209233426909293 0.26538033108053766 53.725538253784187 297.84509277343756 23018.500000000004 2166.5000000000005 2716.5000000000005 240.8602989856542 1.2203001191882923 0.99578609406814644 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 -4 5 6 8 -8 -1 10 -10 12 -12 right_child=1 -3 3 -5 -6 -7 7 -9 9 -11 11 -13 -14 leaf_value=-4.8733519874786912e-05 0.0037547980139081422 -0.00064711213939356552 0.0001111858069070679 0.0011717709296334819 -9.4679142461845518e-07 0.0029123525212358895 -0.015860086607644458 0.0052334108755981382 -0.0037156654489029031 -0.000593054064437626 0.0040709343394138391 -0.00084771834354162073 -0.025529036976591018 leaf_count=13127 877 5402 13697 9190 822818 1119 219 98 1087 4149 30 62 163 internal_value=0 0.0097135 0.0153689 0.012586 -0.000325628 -0.0127758 -0.0175643 -0.218864 -0.0141369 -0.0452027 -0.141985 -0.376037 -0.490455 internal_count=872038 29166 23764 22887 842872 20054 18935 317 18618 5491 1342 255 193 shrinkage=0.0426706 Tree=210 num_leaves=14 num_cat=0 split_feature=11 1 16 17 16 17 16 28 21 27 10 12 22 split_gain=2.93182 5.94959 9.04463 6.63979 11.0657 6.6617 29.1792 6.52859 6.41972 6.15029 5.83111 5.39574 5.34261 threshold=0.87299872883498641 871.50000000000011 194.31460653094891 59.207892675755808 219.59832001990961 51.06480244339177 227.92186364343482 524.25000000000011 3.5000000000000004 47.500000000000007 0.63776279816154291 99.169047558312158 8362.7500000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 12 5 -5 -2 8 -8 -7 -4 -11 -6 -3 right_child=1 2 9 4 11 6 7 -9 -10 10 -12 -13 -14 leaf_value=-4.316036205162574e-05 -0.00011190901088115633 0.0057365767347260337 0.0004813375957392943 -0.0016016442215859216 -0.0053113436005605141 -0.00054498456099687307 0.0013932861864376161 -0.023585158820555549 0.00095125428253542085 -0.02411163667173688 -0.00070841472295573346 -0.021793225928472069 -0.006539477203842757 leaf_count=667296 118625 829 50519 1489 69 6512 23 111 26341 36 42 76 70 internal_value=0 0.0033144 0.0126136 0.000189525 -0.0632154 0.000872872 0.0134431 -0.452251 0.0153425 0.0108471 -0.269739 -0.326926 0.112038 internal_count=872038 204742 51496 153246 1634 151612 32987 134 32853 50597 78 145 899 shrinkage=0.0426706 Tree=211 num_leaves=14 num_cat=0 split_feature=17 19 19 13 5 15 11 29 24 16 14 9 9 split_gain=2.93134 9.47588 8.91237 5.49216 12.5981 9.10779 8.24948 9.53301 6.89566 4.58313 5.80949 6.36121 4.72283 threshold=100.95286870959625 351.25000000000006 489.25000000000006 69.337630576909064 57.052686691284187 0.85305006333686728 0.74303131650957754 0.94516782897983953 7.5000000000000009 145.1671685832068 80.29087325318298 0.82489724874905546 0.94613641741122956 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 -2 -3 4 6 -5 -4 -8 -9 10 12 -12 -1 right_child=1 2 3 5 -6 -7 7 8 -10 -11 11 -13 -14 leaf_value=-0.0016361545873448341 0.014878170127644811 -0.0072656844298658717 0.0015834954058153536 0.0031430736635353162 -0.008975537702505882 -0.011874651343492115 -0.0004360681800402831 0.0037559284212551535 -0.016532427201035749 4.0429383536946132e-06 -0.011190870530318949 0.0080655506739772398 -0.00022605125725413765 leaf_count=7003 87 246 3109 2262 263 76 441 39 140 846792 36 236 11308 internal_value=0 0.0208092 0.0164716 0.023729 0.00118677 0.0622185 0.0161057 -0.0892193 -0.28385 -0.000246169 -0.0157811 0.129291 -0.0179361 internal_count=872038 6663 6576 6330 3992 2338 3729 620 179 865375 18583 272 18311 shrinkage=0.0426706 end of trees feature importances: Column_16=354 Column_17=216 Column_0=146 Column_21=122 Column_32=114 Column_29=113 Column_11=112 Column_9=105 Column_20=103 Column_25=102 Column_27=93 Column_14=90 Column_22=89 Column_28=89 Column_26=88 Column_13=84 Column_30=78 Column_7=77 Column_18=68 Column_1=61 Column_4=56 Column_6=52 Column_10=46 Column_19=44 Column_5=43 Column_24=43 Column_23=38 Column_12=36 Column_15=35 Column_2=22 Column_8=16 Column_33=15 Column_31=6 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0426706] [num_leaves: 14] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 28170] [feature_fraction: 0.981148] [feature_fraction_seed: 31103] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 311] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 64] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/lgbm_models/gbm_model_0_9.txt ================================================ tree version=v2 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 feature_infos=[7:53] [1:331713] [0:24451.846153846152] [0:1] [0:548.9998779296875] [0:900.36224365234375] [0:1] [-90:90] [1:402150] [0.22962962962962963:1] [0:1] [0.12301587301587301:1] [0:3899.3515139147194] [0:1059.5611181807872] [0:577.65013996003825] [0:1] [0:255] [0:127.5] [1:8] [50:331713] [6.2249252230857579e-06:8.5049504950495045] [1:19] [50:331713] [6.2249252230857579e-06:39.357798165137616] [1:35] [54.5:331713] [6.2249252230857579e-06:80.667857142857144] [1:57] [82:331713] [6.2249252230857579e-06:156.7767441860465] [0:3] [1:15] [1:15] [0:3] tree_sizes=1236 1271 1267 1276 1266 1264 1278 1274 1279 1278 1270 1279 1273 1275 1279 1274 1285 1285 1277 1283 1285 1289 1277 1282 1279 1298 1285 1269 1278 1283 1289 1280 1286 1287 1284 1288 1267 1287 1281 1282 1282 1271 1279 1275 1279 1272 1283 1277 1271 1297 1272 1273 1285 1268 1274 1284 1298 1289 1266 1284 1288 1280 1274 1291 1288 1288 1282 1281 1274 1291 1289 1269 1254 1250 1274 1258 1276 1273 1287 1282 1277 1266 1273 1249 1299 1268 1288 1278 1249 1259 1251 1283 1276 1266 1254 1291 1265 1272 1281 1289 1278 1262 1266 1238 1250 1271 1269 1264 1245 1239 1271 1275 1219 1265 1265 1288 1256 1265 1238 1234 1237 1263 1253 1292 1235 1234 1245 1285 1247 1279 1228 1264 1271 1244 1254 1239 1255 1277 1260 1270 1248 1213 1248 1233 1245 1272 1239 1244 1253 1251 1244 1288 1257 1244 1247 1239 1265 1261 1276 1264 1248 1271 1254 1283 1255 1240 1281 1206 1240 1270 1242 1241 1213 1230 1264 1236 1266 1235 1238 1290 1265 1285 1243 1238 1232 1236 1247 1236 1271 1249 1250 1274 1256 1231 1268 1239 1258 1274 1255 1250 1264 1240 1255 1222 1216 1242 1245 1281 1303 1258 1226 1215 Tree=0 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 32 17 16 16 16 16 20 split_gain=22619.7 6633.61 2956.81 2777.32 1502.36 1437.07 768.769 571.352 448.174 422.985 368.383 276.169 175.354 threshold=213.98605413694295 1.5000000000000002 228.67776172125886 195.16590214067281 1.5000000000000002 0.60164459514960889 1.5000000000000002 85.147289861966001 173.64915156744323 222.13906205163221 235.02939984848624 203.71171784065828 0.67190819000692448 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 11 -3 7 8 -1 -2 -4 -5 -6 right_child=1 5 10 4 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.5130614907572818 0.53789879362516113 0.50408792997076546 0.54828099628862037 0.52622966204502952 0.50432163801882424 0.53248707521307148 0.50368446976905368 0.53303035954694833 0.5202912416212464 0.54322248954641761 0.55335625040895031 0.53188554891607931 0.52084708886343567 leaf_count=70503 129960 20512 135665 58199 11720 12671 18487 10346 80986 132483 117157 109074 3718 internal_value=0 0.128132 0.156041 -0.193661 -0.106769 -0.305244 -0.281705 -0.259636 -0.275164 0.0816904 0.233221 -0.0792207 -0.405253 internal_count=911481 548448 515265 363033 182711 33183 180322 161835 151489 262443 252822 167273 15438 shrinkage=1 Tree=1 num_leaves=14 num_cat=0 split_feature=26 0 32 1 1 30 1 0 0 1 20 1 0 split_gain=11662.8 3880.18 3127.53 1506.98 652.079 520.492 514.11 517.221 421.173 346.793 345.621 327.436 309.347 threshold=0.73354488886204605 40.500000000000007 1.5000000000000002 584.50000000000011 434.50000000000006 1.0000000180025095e-35 602.50000000000011 51.000000000000007 31.000000000000004 463.50000000000006 0.68567557104142474 1548.5000000000002 24.000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 9 8 11 -3 -8 -1 -2 -7 12 -5 right_child=1 6 -4 5 -6 10 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0093836085076180031 -0.0026161808819888392 -0.0091507754174911266 -0.029335139739346493 0.011590867577242503 -0.0032578313011396619 -0.019411805153861515 0.00080856534776643405 -0.0075389613775215377 -0.018161198856065968 0.0039722408401248301 0.0042196181039533803 0.015426149600409118 0.0069860740140525891 leaf_count=65480 54484 54482 46267 142278 48050 2926 109834 46418 37960 98810 38747 48988 116757 internal_value=0 0.0595401 -0.214898 0.107265 -0.145399 0.143506 -0.0543729 -0.0252071 -0.190115 0.0245936 0.0386176 0.157696 0.143517 internal_count=911481 713724 197757 502990 151490 349696 210734 156252 103440 153294 41673 308023 259035 shrinkage=0.0663007 Tree=2 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 29 32 17 16 16 16 16 29 split_gain=18546.1 5164.24 2390.15 2295.62 1190.68 883.167 491.96 469.024 390.459 326.82 303.739 263.637 137.129 threshold=213.98605413694295 1.5000000000000002 227.39201664919952 192.73587492574842 1.5000000000000002 0.6460918860057987 1.5000000000000002 91.130719030689633 234.0236453431487 165.97648033285822 203.71171784065828 220.8479824726659 0.59177231926074447 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 6 10 -3 7 9 -4 -1 -5 -2 -6 right_child=1 5 8 4 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.021177082856910483 0.0019593240065362643 -0.027891892184267447 0.011038685671385422 -0.0085813508479688477 -0.028917110901033102 -0.0062173614987218453 -0.02795390229963729 -0.00087896231991076482 0.015991003408941305 -0.014567436111707705 -0.0030186655434774894 0.0064202636906942594 -0.016780269996241208 leaf_count=52576 106444 17512 142692 71340 9549 15648 17278 8361 137344 87800 109191 128585 7161 internal_value=0 0.116095 0.140721 -0.175255 -0.102323 -0.26642 -0.261905 -0.243351 0.203128 -0.257056 -0.0786848 0.066363 -0.357702 internal_count=911481 548225 515065 363256 197241 33160 166015 148737 280036 140376 180531 235029 16710 shrinkage=0.0663007 Tree=3 num_leaves=14 num_cat=0 split_feature=26 17 30 14 20 0 12 17 20 17 0 0 9 split_gain=9041.94 4699.21 2063.78 713.679 643.445 629.179 621.591 502.961 332.356 319.119 274.077 241.855 240.827 threshold=0.76648241461800792 48.920989993165236 1.0000000180025095e-35 20.177187831208364 0.58316947663473206 45.000000000000007 75.716251762801377 44.311513126085259 0.65012327910267398 50.912902388534285 31.000000000000004 43.000000000000007 0.93466066394845482 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 11 -4 -3 10 8 -5 -8 -1 -2 -7 right_child=1 5 4 7 -6 12 9 -9 -10 -11 -12 -13 -14 leaf_value=-0.0089591203684854393 0.001723425583082687 0.00018689069526373446 -0.027206397418055146 -0.014612108042947259 -0.010223812115795494 -0.014112601873382353 0.00080190295787943046 0.0069638699012254564 0.012517534795732988 -0.0080054632962714249 -0.016481217364289164 -0.016657637212099435 -0.0047436196672870677 leaf_count=57415 30549 215449 40615 2007 12929 13608 36847 142404 180755 35514 33844 3508 106037 internal_value=0 0.055707 -0.178086 0.135164 -0.348498 -0.029472 -0.122319 0.14959 0.184306 -0.0531013 -0.177204 -0.00256247 -0.0876192 internal_count=911481 694317 217164 359223 53544 335094 163620 325166 182762 72361 91259 34057 119645 shrinkage=0.0663007 Tree=4 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 32 17 16 16 32 16 16 26 split_gain=15033.4 4332.96 2174.73 1548.67 919.259 772.564 383.345 307.116 291.679 247.952 220.239 211.186 191.652 threshold=211.689122684647 1.5000000000000002 227.39201664919952 189.25959077942784 0.65012327910267398 1.5000000000000002 91.130719030689633 235.93471596445701 219.87285911523409 1.5000000000000002 202.52355233578473 163.11231231231235 0.79656568790295801 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 6 -3 10 9 -4 -2 11 -5 -1 -8 right_child=1 4 7 5 -6 -7 12 -9 -10 -11 -12 -13 -14 leaf_value=-0.019802981047947966 0.001156532089202291 -0.023359413897321126 0.010341400390291893 -0.0084461298805123368 -0.00079183025675937731 -0.021251471769597685 -0.015069650261369475 0.014923528186135637 0.0055843857916563489 -0.025529095221359824 -0.0036326888957101018 -0.014147140578241653 0.00431907695983667 leaf_count=46275 118936 23982 180339 78517 11857 15729 3707 99928 145277 14117 89318 77832 5667 internal_value=0 0.097087 0.119256 -0.169936 -0.239713 -0.108615 -0.246199 0.180618 0.054165 -0.25947 -0.0887551 -0.245186 -0.0505017 internal_count=911481 580319 544480 331162 35839 183564 147598 280267 264213 138224 167835 124107 9374 shrinkage=0.0663007 Tree=5 num_leaves=14 num_cat=0 split_feature=16 20 16 16 20 31 17 16 16 31 16 29 16 split_gain=13143.1 3187.8 1957.37 1472.4 764.483 750.688 342.272 308.739 258.315 257.455 201.232 183.059 173.148 threshold=215.40766283709237 0.59263843346694467 195.16590214067281 230.0762123999545 0.65736379524358701 1.5000000000000002 85.147289861966001 169.96105827298729 223.72552699835833 1.5000000000000002 208.67836617405587 0.74937337060652709 237.38137496945851 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 5 6 8 9 -2 7 -1 -3 -4 -6 -8 -5 right_child=1 3 4 12 10 -7 11 -9 -10 -11 -12 -13 -14 leaf_value=-0.018527955556155828 0.0034010857733915161 0.0027306011337711465 -0.008433694183160435 0.0106134735834119 -0.0053881097950561341 -0.022539604569336485 -0.014694658885637927 -0.012753862927687912 0.0067987945876279154 -0.022300320834500804 -0.00093571393551953263 0.0023741609223386436 0.01447743058975234 leaf_count=68938 6584 140680 10725 148838 99638 19216 4247 99399 133924 13044 80813 7899 77536 internal_value=0 0.102679 -0.140456 0.120333 -0.0733988 -0.240113 -0.216331 -0.228029 0.0711101 -0.24198 -0.0511933 -0.05421 0.180042 internal_count=911481 526778 384703 500978 204220 25800 180483 168337 274604 23769 180451 12146 226374 shrinkage=0.0663007 Tree=6 num_leaves=14 num_cat=0 split_feature=16 20 16 16 30 20 17 16 16 16 30 16 23 split_gain=11448 2901.72 1499.83 1442.14 674.799 630.297 293.508 246.941 216.011 195.512 194.052 170.917 133.685 threshold=213.98605413694295 0.59263843346694467 190.76766789914305 229.46279809044896 1.0000000180025095e-35 0.61836229842719415 91.130719030689633 223.37148311717155 203.32012533809896 161.66618635926997 1.0000000180025095e-35 237.8214157718638 0.90485721985708778 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 6 7 -2 10 9 -3 -7 -1 -4 -5 -8 right_child=1 3 5 11 -6 8 12 -9 -10 -11 -12 -13 -14 leaf_value=-0.018209502617248626 0.0026787007853580494 0.0021493146146280622 -0.0089298156379976207 0.0097894698396114536 -0.021056734312441521 -0.0069248831309461703 -0.011499444562146835 0.0060979661740847187 -0.0023104142384823066 -0.013068408402424814 -0.021308786299607266 0.013670066737016606 0.0042732618632202552 leaf_count=49013 7095 153909 9894 169059 20416 74729 4283 127123 110580 96607 12727 70779 5267 internal_value=0 0.0912495 -0.137671 0.107967 -0.225268 -0.0821508 -0.21207 0.0593577 -0.0629145 -0.223207 -0.239733 0.164925 -0.0422395 internal_count=911481 548381 363100 520870 27511 207930 155170 281032 185309 145620 22621 239838 9550 shrinkage=0.0663007 Tree=7 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 32 16 17 32 17 16 16 16 split_gain=10021.9 3012.83 1445.14 1035.32 560.932 547.578 284.84 253.223 211.851 193.358 156.854 148.578 143.339 threshold=211.689122684647 1.5000000000000002 225.92437664171396 189.25959077942784 0.69203818141690587 1.5000000000000002 233.21352977744627 91.130719030689633 1.5000000000000002 73.167300006017697 202.52355233578473 218.65981051805815 164.61965405575737 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 -3 9 -4 8 12 10 -5 -2 -1 right_child=1 4 6 5 -6 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.015937625899757168 0.00057662777486627164 -0.018739375035445285 0.007439175022958368 -0.0075278964021501301 -0.00051171435177246177 -0.01769175586797625 0.011452277219119766 -0.0027698345272530213 -0.021751207547254459 0.0050480505117671253 -0.0033576170186747404 0.0039629589252394605 -0.011338789957298055 leaf_count=49620 98590 25271 156337 73749 10507 15771 154656 9337 14104 8377 85737 134867 74558 internal_value=0 0.0791942 0.0976663 -0.138812 -0.201905 -0.0886875 0.142304 -0.201166 -0.211928 -0.0719496 -0.079728 0.0382031 -0.198737 internal_count=911481 580228 544450 331253 35778 183634 310993 147619 138282 167863 159486 233457 124178 shrinkage=0.0663007 Tree=8 num_leaves=14 num_cat=0 split_feature=29 0 32 1 11 11 30 14 1 2 11 20 14 split_gain=4924.19 1778.04 1224.86 797.728 515.586 334.113 313.754 222.718 215.49 197.39 194.682 185.05 132.474 threshold=0.67973301989757373 43.000000000000007 1.5000000000000002 560.50000000000011 0.8571718342509419 0.84664791813343121 1.0000000180025095e-35 47.092664054731173 732.50000000000011 15.168238993710693 0.86945047593981684 0.73002351591902437 21.643918022796946 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 10 9 7 8 12 -5 -1 -2 -8 -3 right_child=1 5 -4 6 -6 -7 11 -9 -10 -11 -12 -13 -14 leaf_value=-0.011084968711179208 -0.0012516415498300974 -0.010440042327185678 -0.019667686785184935 0.0045908112512674584 -1.4269212003072766e-05 0.0010709002199858705 -0.011244409118200193 0.0039563665711502228 0.0079392994755071323 -0.0043670220158765309 0.0041549684202924911 0.0022284022405795966 -0.0047664061731099942 leaf_count=71851 109326 22181 42888 143228 36039 57737 5021 11215 205977 26250 39983 41695 98090 internal_value=0 0.0362603 -0.149536 0.0652461 -0.102503 -0.04726 0.0887358 -0.075105 0.0990321 -0.140079 0.00295891 0.0117699 -0.0876727 internal_count=911481 734453 177028 545230 134140 189223 395921 131486 349205 98101 149309 46716 120271 shrinkage=0.0663007 Tree=9 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 23 32 17 16 16 17 16 17 split_gain=8155.53 2106.64 1228.96 881.421 525.158 350.487 276.393 261.269 226.681 175.101 123.033 116.526 103.13 threshold=215.40766283709237 1.5000000000000002 197.8635825339627 230.68958892361505 1.5000000000000002 0.67528165212433089 1.5000000000000002 80.548526377255442 175.86560853358412 223.72552699835833 69.967759919524084 208.67836617405587 46.516827188415249 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 9 10 -3 7 8 -1 -2 11 -4 -10 right_child=1 5 4 -5 -6 -7 -8 -9 12 -11 -12 -13 -14 leaf_value=-0.013509065345091848 0.0023493079512912083 -0.016956896275192375 -0.0045508265960244399 0.0096879056177323862 -0.015135167831336704 -0.0026911369574438852 -0.018352015962498559 -0.00089345270615036093 -0.0011475356781061254 0.0056279192964879222 0.0056541601189480243 -0.001005230317619553 -0.009266654067669652 leaf_count=76037 140188 18947 83147 208767 15584 12608 20102 12464 7507 146367 7909 79900 81954 internal_value=0 0.0807386 -0.110792 0.0966986 -0.0525442 -0.169786 -0.165651 -0.153096 -0.163611 0.0606926 -0.0365245 -0.0424329 -0.129491 internal_count=911481 526877 384604 495322 186540 31555 198064 177962 165498 286555 170956 163047 89461 shrinkage=0.0663007 Tree=10 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 32 16 32 0 16 16 16 14 split_gain=7141.36 2051.54 1034.83 750.604 399.063 357.904 176.137 158.194 142.795 136.701 124.879 107.476 80.6491 threshold=211.689122684647 1.5000000000000002 227.07608324170994 189.25959077942784 0.57291529722916079 1.5000000000000002 236.5371033192942 1.5000000000000002 35.000000000000007 219.06757237558961 233.21352977744627 203.71171784065828 19.50860782847575 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 7 -3 11 -4 8 12 -2 -6 -5 -1 right_child=1 4 6 5 10 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.01021314545378919 0.00055117126690571502 -0.016726424920891273 0.0070731861646420712 -0.0056410026718361397 -0.0064538537940371284 -0.014508820076306161 0.010619840036996786 -0.017591549933285301 -0.012727139366604752 0.003658690079688011 0.0070146850134267776 -0.0022797299651183428 -0.0054650905291116136 leaf_count=40451 105243 21277 197663 87955 10243 15709 89389 15655 65913 152247 4295 79714 25727 internal_value=0 0.066806 0.0820539 -0.117238 -0.165027 -0.0745018 0.123341 -0.170281 -0.159016 0.0360262 -0.037327 -0.0609793 -0.126202 internal_count=911481 580357 544542 331124 35815 183378 287052 147746 132091 257490 14538 167669 66178 shrinkage=0.0663007 Tree=11 num_leaves=14 num_cat=0 split_feature=29 17 32 11 20 8 2 17 17 17 9 20 12 split_gain=3431.02 1645.61 948.905 411.536 228.632 204.752 199.544 171.469 156.593 140.109 106.04 96.6081 83.615 threshold=0.74370942726425626 48.703316557882239 1.5000000000000002 0.86945047593981684 0.7044112026130166 683.50000000000011 15.168238993710693 52.032994726436542 73.167300006017697 43.727285035305734 0.9289141216512754 0.53219290544934339 85.574116139070426 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 6 -2 -6 -1 -3 10 -7 -9 -4 -5 right_child=1 7 11 12 5 9 -8 8 -10 -11 -12 -13 -14 leaf_value=-0.0083968279675623175 -0.0061808909456444617 0.00094217197049819678 -0.017347756701465159 -0.00076248280160392818 0.0033862938998403349 0.0082412940923172699 -0.0027005050739649008 -0.006990722446666541 0.003799863433206891 0.0049374457020711022 -0.0021089640975503966 -0.0096769060501164204 0.0063538778248510529 leaf_count=94417 7258 128457 36481 26802 112172 132929 37877 21973 18068 98037 178060 8997 9953 internal_value=0 0.0340868 -0.110538 -0.0760422 0.0824116 0.0861266 -0.102049 -0.0147732 -0.0318441 0.10315 -0.0398971 -0.238764 0.0175651 internal_count=911481 696954 214527 169049 350396 343138 132294 346558 218101 230966 200033 45478 36755 shrinkage=0.0663007 Tree=12 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 32 17 16 17 16 9 16 26 split_gain=5800.75 1603.89 794.568 642.195 309.071 289.946 171.853 148.074 146.557 123.986 110.455 110.231 91.6024 threshold=211.689122684647 1.5000000000000002 228.67776172125886 186.20259207234099 0.7044112026130166 1.5000000000000002 99.244899935187902 220.8479824726659 76.673568575397852 199.37786631324903 0.93466066394845482 238.2981253838349 0.89894432906134447 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 7 6 -3 8 10 -2 9 -5 -1 -4 -8 right_child=1 4 11 5 -6 -7 12 -9 -10 -11 -12 -13 -14 leaf_value=-0.015295372986397099 0.00093228300440986809 -0.013462462555160603 0.0068221855191660311 -0.0065148031668253491 0.000217077287437219 -0.012842164125901714 -0.0087664700852103858 0.0039272245277089399 0.00508427877464578 -0.0028494382866819652 -0.010195943954883364 0.010040683857724627 0.0065440602322393467 leaf_count=22777 135824 25686 190726 64895 10121 17157 3141 155813 7770 108215 103587 61978 3791 internal_value=0 0.0602744 0.0737599 -0.105575 -0.144733 -0.0694561 -0.159237 0.0381955 -0.0576716 -0.0637022 -0.167647 0.114803 -0.00593335 internal_count=911481 580148 544341 331333 35807 198037 133296 291637 180880 173110 126364 252704 6932 shrinkage=0.0663007 Tree=13 num_leaves=14 num_cat=0 split_feature=16 32 16 16 32 20 16 32 16 16 1 12 0 split_gain=5055.85 1253.25 804.14 527.558 310.662 272.478 169.427 108.195 98.6708 95.0568 84.5401 77.318 72.7454 threshold=215.40766283709237 1.5000000000000002 197.8635825339627 230.68958892361505 1.5000000000000002 0.5521268347095073 173.64915156744323 1.5000000000000002 223.72552699835833 235.21152408876625 2526.5000000000005 77.130465325174484 35.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 8 11 -3 10 12 -2 -7 -1 -4 -8 right_child=1 5 4 -5 -6 9 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.011382902115636251 0.0019295665778069114 -0.013996260048122509 -0.0049220771314584131 0.0075671901001988159 -0.01162041761448626 -0.0047915435401356191 -0.0044406737361138557 -0.013507898025191794 0.0043909352061474007 0.0078829788468256397 -0.0015739441294611311 -0.0011948636966730461 -0.0080074799894780928 leaf_count=82531 140190 17838 29586 209003 15577 10221 46817 10239 146314 3489 4052 141350 54274 internal_value=0 0.063627 -0.0871853 0.0759312 -0.0400721 -0.129627 -0.131585 -0.105782 0.0480622 -0.0236205 -0.164762 -0.027752 -0.0958606 internal_count=911481 527055 384426 495507 186513 31548 197913 111330 286504 13710 86583 170936 101091 shrinkage=0.0663007 Tree=14 num_leaves=14 num_cat=0 split_feature=16 32 16 16 20 20 17 17 16 16 32 16 26 split_gain=4427.73 1248.84 658.776 450.005 252.75 223.146 156.966 143.007 142.616 90.4798 79.7691 73.4105 70.6108 threshold=210.51437237962142 1.5000000000000002 225.76555171200752 181.0222025961223 0.75600520051590336 0.69825224197155189 76.673568575397852 99.244899935187902 233.21352977744627 201.21978043912176 1.5000000000000002 217.83609730301433 0.93274595042177733 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 11 7 -3 10 9 -1 -4 -7 -5 -2 -9 right_child=1 4 8 5 -6 6 -8 12 -10 -11 -12 -13 -14 leaf_value=-0.010305911459935185 0.00017187465954954451 -0.011480762372597181 0.004768099078220114 -0.0066355408116250351 0.0013928859230308243 -0.0054833671212087248 0.0052838066941001335 -0.0072369179596398154 0.0075926606248448445 -0.0023586058180273856 -0.013220887908085828 0.002515450283045765 0.0066366050725535346 leaf_count=105368 98890 28226 159767 18669 8792 84981 8446 3152 154630 78233 14263 144762 3302 internal_value=0 0.0508237 0.0626226 -0.0955805 -0.127045 -0.0677001 -0.0532349 -0.146591 0.0928693 -0.0601137 -0.143101 0.0235936 -0.00209555 internal_count=911481 595067 558049 316414 37018 204592 171660 111822 314397 163214 32932 243652 6454 shrinkage=0.0663007 Tree=15 num_leaves=14 num_cat=0 split_feature=16 32 16 16 12 32 17 17 16 16 16 9 17 split_gain=3859.26 1064.13 538.688 421.047 229.925 206.94 127.635 126.958 116.832 101.114 81.3114 78.3882 70.3179 threshold=211.40871212121215 1.5000000000000002 229.62509968102077 181.0222025961223 96.5802127934803 1.5000000000000002 76.673568575397852 99.244899935187902 220.8479824726659 198.89895491554262 240.656911654244 0.93654395523865619 47.403914498601047 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 7 -3 6 9 11 -2 12 -4 -1 -5 right_child=1 4 10 5 -6 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.01325726023649979 0.00073917175359625999 -0.012608636136924015 0.0058605025260648697 0.0012465515619172957 -0.0019730107788313799 -0.010683636294627916 0.0042957514077224803 -1.2574004632746332e-05 0.0033095731388312396 -0.002455703083863519 0.0093305143410640275 -0.0087112805077315912 -0.0061384175801672746 leaf_count=20753 139104 19747 197659 6141 16319 18825 9022 6435 176181 108005 34930 84826 73534 internal_value=0 0.0487922 0.0597449 -0.0868232 -0.11759 -0.0609757 -0.0513898 -0.136556 0.0328128 -0.0569748 0.0962527 -0.144868 -0.0839993 internal_count=911481 583940 547874 327541 36066 215527 196702 112014 315285 187680 232589 105579 79675 shrinkage=0.0663007 Tree=16 num_leaves=14 num_cat=0 split_feature=8 17 32 20 0 0 0 20 17 9 22 12 14 split_gain=1923.64 886.886 450.013 294.7 229.098 196.679 180.066 143.901 120.935 98.3048 83.9336 70.1575 62.6755 threshold=443.50000000000006 49.437712434349002 1.5000000000000002 0.65012327910267398 46.500000000000007 48.000000000000007 29.500000000000004 0.69825224197155189 43.918197388602458 0.94354139231614209 1657.2500000000002 69.227922061357859 42.500248183085738 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 8 7 11 -3 12 -7 -6 -1 -5 right_child=1 5 -4 4 10 9 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0043788743567136895 -0.0066423660441812821 -0.0076387470386090131 -0.012989066171042061 0.0050797796679625589 -0.0038898443805304209 -0.0086617765497488033 -0.0073737008375877842 0.00029731408837957066 0.0031845103203938557 -0.0026986497887308788 0.0034011233028755387 -0.00058844586366265284 0.0083738048388532459 leaf_count=46135 11899 10487 34288 148639 20984 14532 58771 237577 172819 74215 10371 40142 30622 internal_value=0 0.0226775 -0.0928814 0.0548027 0.0596124 -0.0150297 -0.068526 -0.00057595 0.066907 -0.0554306 -0.0222966 -0.0394461 0.0851043 internal_count=911481 732145 179336 395334 383435 336811 145048 248064 352080 88747 31355 86277 179261 shrinkage=0.0663007 Tree=17 num_leaves=14 num_cat=0 split_feature=1 0 32 17 11 11 20 0 0 20 12 1 0 split_gain=1745.1 731.058 447.107 302.256 213.188 174.206 155.139 136.646 112.365 102.449 73.3172 66.8545 57.22 threshold=463.50000000000006 37.500000000000007 1.5000000000000002 46.516827188415249 0.84664791813343121 0.85009153004092919 0.53219290544934339 35.000000000000007 49.500000000000007 0.64187181446383468 67.127416997969533 674.50000000000011 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 6 7 8 -2 10 11 -5 -1 -3 -6 right_child=1 5 -4 9 12 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0064944400783267771 -0.0088397983763217006 -0.0033804364047913217 -0.011820111799868341 -0.0081847682443455007 0.00096730337083766372 0.0013649513551328399 0.0050657416657614767 -0.0087597035216083023 -0.0046430638444258862 0.0016410677121034909 -0.0023779824365938967 0.00014429586484498985 -0.0032809633158057271 leaf_count=30482 3582 37102 37233 4767 37672 73287 228904 37648 65912 216931 50577 65264 22120 internal_value=0 0.0243424 -0.0786016 0.0479826 -0.0578096 -0.0201052 0.0731741 -0.0823368 -0.0378273 0.0215652 -0.0592145 -0.0170922 -0.00911512 internal_count=911481 695749 215732 454184 178499 241565 232486 118707 168278 221698 81059 102366 59792 shrinkage=0.0663007 Tree=18 num_leaves=14 num_cat=0 split_feature=16 33 16 16 17 16 17 23 9 1 2 30 8 split_gain=2935.62 815.001 484.626 260.728 108.822 102.414 93.4827 72.2862 67.6216 66.2905 54.6903 54.4229 53.946 threshold=208.67836617405587 2.5000000000000004 224.91351945854487 179.03034188034192 76.673568575397852 236.12405929949645 99.244899935187902 0.18482827913774208 0.95154302308670313 133.50000000000003 28.430952380952384 1.0000000180025095e-35 689.50000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 9 6 7 -4 8 -5 -1 -2 -3 12 -11 right_child=1 10 5 4 -6 -7 -8 -9 -10 11 -12 -13 -14 leaf_value=-0.01125930988541334 -0.011623760287911842 -0.011134634706797398 0.0039910077607376833 -0.012192633986861231 0.0028649761395635209 0.0065233640409376173 -0.00017105849540641031 -0.0041265672637803251 -0.0074651778572506489 0.00043567305686080532 -0.0042710466247235417 -0.0016803407424991041 0.002517429828212374 leaf_count=29483 1844 17710 239204 5024 9679 99363 6142 175160 68914 124801 7169 29546 97442 internal_value=0 0.0391962 0.0466451 -0.0821658 -0.0600836 0.071405 -0.122271 -0.0656323 -0.129743 0.0135938 -0.138111 0.0149773 0.0203379 internal_count=911481 617079 592200 294402 189863 338567 104539 180184 98397 253633 24879 251789 222243 shrinkage=0.0663007 Tree=19 num_leaves=14 num_cat=0 split_feature=20 0 14 1 31 0 1 11 9 14 11 1 29 split_gain=1355.56 592.437 389.226 258.859 172.274 125.804 93.4688 81.6622 74.5007 73.4247 69.3102 62.0358 57.8365 threshold=0.71749771026870157 35.000000000000007 20.030013738756615 554.50000000000011 1.5000000000000002 49.500000000000007 712.50000000000011 0.85451865610468969 0.95194656601979266 45.36915989283299 0.8407557659078958 339.50000000000006 0.45845073776282064 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 10 7 -5 -4 -1 9 -7 -3 -2 -6 right_child=1 3 6 5 12 8 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.005891151984213994 -0.003903524086299045 -0.006325612672062505 0.0021755012992492094 0.00084737002868585053 -0.011285975264395287 -0.0087028193399429077 0.0041906416817551993 -0.00065757839571930544 -0.0012740201238442693 0.00076636817046258927 -0.0020999184690529116 -0.00028554699720627054 -0.0068926344450838299 leaf_count=43397 30742 46925 189013 148625 31179 13495 217733 18776 52438 4909 26811 64631 22807 internal_value=0 0.0147448 0.0356008 -0.0209716 -0.100902 -0.00374887 0.0490826 -0.0650164 -0.0384276 -0.0931672 -0.0722332 -0.0218964 -0.14223 internal_count=911481 795322 502119 293203 116159 219467 406746 62173 70842 18404 73736 95373 53986 shrinkage=0.0663007 Tree=20 num_leaves=14 num_cat=0 split_feature=26 0 32 8 11 11 25 0 31 31 15 4 12 split_gain=1188.7 471.705 267.208 167.15 166.727 132.702 102.487 86.8849 82.2243 71.8545 69.9249 59.5275 51.7124 threshold=0.71597245887419081 35.000000000000007 1.5000000000000002 517.50000000000011 0.86765289449112992 0.86577130304081407 763.25000000000011 40.500000000000007 1.5000000000000002 1.5000000000000002 0.39238679182367536 63.187629699707038 74.784271247461916 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 -2 7 6 10 12 11 -8 -3 -5 -1 right_child=1 5 -4 8 -6 -7 9 -9 -10 -11 -12 -13 -14 leaf_value=-0.0046551618355191692 -0.00031851904934791249 -0.011501462768627067 -0.009120448663188797 0.0032712750692514211 0.00099167069189916475 0.0016680303026433882 0.0011998776609191718 -0.0074505808864162981 0.00036079510753597499 -0.0038953746459454543 -0.0026421509349724846 0.0080036657900325707 -0.0011808141007164233 leaf_count=49291 75790 4041 45529 323394 31267 63629 59598 31282 42936 15287 126841 12122 30474 internal_value=0 0.0183995 -0.07088 0.0380615 -0.0495473 -0.0147535 -0.0270954 -0.0677095 0.0466459 0.00240924 -0.0439766 0.0519188 -0.0501925 internal_count=911481 723638 187843 454242 142314 269396 205767 111047 378452 74885 130882 335516 79765 shrinkage=0.0663007 Tree=21 num_leaves=14 num_cat=0 split_feature=1 17 29 20 9 0 30 0 0 17 0 14 0 split_gain=1072.67 492.095 208.698 154.028 145.423 132.934 110.742 102.071 81.3932 77.0283 56.1316 55.2249 54.5556 threshold=463.50000000000006 49.437712434349002 0.51124078210139212 0.54206940685536031 0.94210696534350113 48.000000000000007 1.0000000180025095e-35 26.000000000000004 33.000000000000007 43.918197388602458 24.000000000000004 43.960744534218229 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 6 -2 12 9 10 -4 -6 -5 -1 -7 -3 right_child=1 4 7 5 8 11 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.002727303519093833 -0.006829185453979203 -0.0014104177294637608 -0.00051303490448055978 0.0043471884644325602 0.0014613837839086916 -0.0034490129827852195 -0.0097937334786034509 -0.0042562745458039073 -0.00094516967060277561 0.0023781027797325316 -0.0068965888127431527 0.0039487753914748845 -0.0057516210971145744 leaf_count=27894 7063 22373 64176 178530 99098 18548 30655 63911 164043 170950 28902 5830 29508 internal_value=0 0.0191141 -0.0616203 0.043296 -0.0101264 0.0460599 -0.0992792 -0.0359088 -0.000586266 0.0510402 -0.0731356 -0.0253365 -0.0585142 internal_count=911481 695943 215538 380921 315022 373858 87451 128087 263141 349480 56796 24378 51881 shrinkage=0.0663007 Tree=22 num_leaves=14 num_cat=0 split_feature=16 32 16 16 14 17 16 17 9 32 17 16 26 split_gain=2111.69 503.373 291.33 196.043 115.508 84.216 72.5853 70.2305 58.7719 53.3625 48.9543 53.4067 46.6893 threshold=208.67836617405587 1.5000000000000002 224.91351945854487 179.03034188034192 48.773806066188662 76.673568575397852 239.08418331623039 99.244899935187902 0.95154302308670313 1.5000000000000002 46.272554731729166 198.89895491554262 0.93274595042177733 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 7 -3 9 -4 8 -1 10 -5 -12 -9 right_child=1 4 6 5 -6 -7 -8 12 -10 -11 11 -13 -14 leaf_value=-0.0098339267267965862 0.00097476289413432116 -0.0062677987689135585 0.0035601210046249457 0.0019786036002407605 0.0059876069470298429 0.0026753318195782104 0.0062570945362771619 -0.005860356451395916 -0.0062943868883859923 -0.0073483761924410165 -0.0047598105202738342 -0.0023128980196830701 0.0056775241683184761 leaf_count=29437 246786 35180 279521 7331 3740 9685 52032 3067 68856 15824 80261 76661 3100 internal_value=0 0.0333087 0.0407168 -0.0696392 -0.0767732 -0.0504875 0.0600803 -0.10443 -0.110925 -0.055373 -0.05003 -0.0537614 -0.000913205 internal_count=911481 617259 578339 294222 38920 189762 331553 104460 98293 180077 164253 156922 6167 shrinkage=0.0663007 Tree=23 num_leaves=14 num_cat=0 split_feature=16 33 16 16 17 17 16 9 1 20 20 16 17 split_gain=1837.28 464.116 280.14 170.764 69.8069 65.8599 62.3469 53.4077 49.2561 47.4474 46.0544 45.6742 44.8084 threshold=208.67836617405587 2.5000000000000004 225.76555171200752 181.0222025961223 99.244899935187902 76.673568575397852 238.05779014886966 0.93367184194492492 133.50000000000003 0.67190819000692448 0.54206940685536031 217.83609730301433 49.067575404928398 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 7 9 -4 -1 -2 -5 -3 -10 -13 right_child=1 10 6 5 -6 -7 -8 -9 11 -11 -12 12 -14 leaf_value=-0.0099020106401331177 -0.009805147354463993 -0.0088481707190365064 0.0032669823999000309 -0.0059315622010887156 0.00033622589392308323 0.0024169524288538652 0.0055327257931980355 -0.0060562795997575513 -2.537273961327996e-05 -0.0028892601696048677 -0.0028056361474944761 9.1797878114355578e-05 0.0025366255266653652 leaf_count=19461 1894 16546 253539 26625 6457 9143 67626 86119 121808 146669 8339 49785 97470 internal_value=0 0.0308697 0.0364922 -0.0651351 -0.0958643 -0.0462639 0.056471 -0.102037 0.0128115 -0.0506281 -0.102915 0.0139427 0.0257925 internal_count=911481 617007 592122 294474 112037 182437 321165 105580 270957 173294 24885 269063 147255 shrinkage=0.0663007 Tree=24 num_leaves=14 num_cat=0 split_feature=16 33 16 16 16 17 1 23 32 17 16 20 16 split_gain=1606.25 416.628 274.108 129.326 72.9264 70.7861 57.6746 49.7395 49.481 93.5506 63.1531 41.0715 40.7009 threshold=207.0721841329424 2.5000000000000004 223.37148311717155 164.61965405575737 232.10974400531157 76.673568575397852 2650.5000000000005 0.73686941796629624 1.5000000000000002 40.13904922085927 190.76766789914305 0.56255217028380644 245.59565876017538 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 6 -4 8 -1 -7 9 -5 -11 -3 -6 right_child=1 11 4 5 12 7 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.0073836820650543282 0.00043510638858810315 -0.0082152904280070223 0.0023951021780226271 0.0050592388341795984 0.0040293774477032206 -0.0067287359174187751 0.0016720911171236869 0.0036630269569636769 -0.0070560377567617178 -0.005168048423064996 -0.0026421504299280851 -0.0024918192685749779 0.0085508559481778414 leaf_count=58180 239458 17707 187169 5543 173259 2568 3265 9570 18102 74161 105280 8002 9217 internal_value=0 0.0276562 0.0329194 -0.0636451 0.0499935 -0.0520931 -0.104109 0.0220883 -0.0565267 -0.0516438 -0.0555963 -0.0970403 0.0642189 internal_count=911481 634812 609103 276669 369645 215224 61445 12138 203086 184984 179441 25709 182476 shrinkage=0.0663007 Tree=25 num_leaves=14 num_cat=0 split_feature=14 17 32 30 11 9 11 14 2 20 2 11 12 split_gain=678.181 296.624 176.643 119.301 91.7397 80.8216 100.802 71.2173 51.3228 46.4155 43.5255 43.2306 40.5793 threshold=19.885727330108587 50.161748631726802 1.5000000000000002 1.0000000180025095e-35 0.84752916836250181 0.93913334923960357 0.68019532515071301 42.500248183085738 25.202040816326534 0.5521268347095073 36.673333333333339 0.87028243021346485 89.559397513309008 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 4 7 -1 -3 -7 8 -2 -5 -11 12 -8 right_child=1 5 -4 9 -6 6 11 -9 -10 10 -12 -13 -14 leaf_value=-0.0035229939318319517 0.0014949619884004838 -0.003305841743452304 -0.0076145589552867573 -0.0058830273435452173 -0.00030838333172112612 0.003370547732317734 -0.0025483016702522866 0.0054251519583913494 0.0031648429726984198 -0.0021780989980690951 0.0022820115667017697 0.001408713914531484 -0.00041946390165449159 leaf_count=116643 178415 42022 34869 7293 58645 31076 56924 34369 148033 20811 17883 36933 127565 internal_value=0 0.0149154 -0.0498458 0.0324142 -0.0369152 -0.00925469 -0.00249673 0.0385279 0.0339694 -0.0155541 -0.00176157 -0.00998202 -0.0162338 internal_count=911481 701324 210157 406804 175288 294520 252498 360817 326448 45987 38694 221422 184489 shrinkage=0.0663007 Tree=26 num_leaves=14 num_cat=0 split_feature=16 33 16 16 16 17 17 16 17 17 30 29 7 split_gain=1320.66 318.032 186.807 131.843 63.9323 58.4118 49.5651 48.96 65.5876 44.1921 40.1808 36.632 34.1534 threshold=209.02411745585923 2.5000000000000004 231.32437982129977 184.54804544139373 217.63647129413252 99.244899935187902 76.673568575397852 151.56522686744603 43.727285035305734 51.544241821081265 1.0000000180025095e-35 0.70483793432261843 -15.945394992828367 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 4 5 9 7 -5 -1 -9 -2 12 -7 -6 right_child=1 -3 -4 6 10 11 -8 8 -10 -11 -12 -13 -14 leaf_value=-0.0079190234080552049 -0.0022725053285633495 -0.0056212212648072794 0.0037170653543937221 -0.0026778948884345162 0.003310984214938569 -0.0062444206063431533 0.0025994995492431006 -0.0017930144236690307 -0.0058788734934665573 0.0006822564733079742 -0.00072622188774836027 0.0041412771396662877 0.0015594433778273683 leaf_count=29731 29982 24633 199616 163947 67222 2220 8215 23356 66276 86283 25544 4558 179898 internal_value=0 0.0265363 0.0311955 -0.0545873 0.0184321 -0.0791479 -0.036592 -0.0842758 -0.0726115 -0.0012022 0.0268042 0.0111559 0.0307071 internal_count=911481 613178 588545 298303 388929 126141 172162 119363 89632 116265 272664 6778 247120 shrinkage=0.0663007 Tree=27 num_leaves=14 num_cat=0 split_feature=16 32 16 16 2 16 17 17 9 12 26 32 17 split_gain=1148 287.312 173.406 103.44 80.7765 49.0589 48.6747 39.3763 38.1396 41.0997 34.776 34.4109 50.8481 threshold=207.0721841329424 1.5000000000000002 223.19547660090663 173.64915156744323 81.805660377358507 234.5104601104151 80.548526377255442 109.36020199621227 0.95073047522005272 192.9446968344225 1.98988084270008 1.5000000000000002 41.183010078791604 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 7 -3 -4 10 8 -1 -10 11 12 -5 right_child=1 4 5 6 -6 -7 -8 -9 9 -11 -12 -13 -14 leaf_value=-0.0078962180960305377 0.00049501187426960653 -0.0051507641454309194 0.002258476256260836 0.0058022190911758585 0.002943863596175933 0.0038706160387673538 0.0021307355772865943 0.0014926397221787099 -0.0050219788346137634 0.0098919837385067228 -0.0096464081097044959 -0.0057584100297885582 -0.0026819794211438179 leaf_count=25296 229296 33906 237645 3167 6450 127489 8760 3437 56961 824 3326 15792 159132 internal_value=0 0.0234759 0.0290192 -0.0537085 -0.0581746 0.0425541 -0.0406673 -0.0823747 -0.0867139 -0.0725378 -0.0441828 -0.0422907 -0.0379547 internal_count=911481 634786 594430 276695 40356 365134 190177 86518 83081 57785 181417 178091 162299 shrinkage=0.0663007 Tree=28 num_leaves=14 num_cat=0 split_feature=16 32 16 16 14 0 17 28 20 20 17 26 16 split_gain=1007.74 224.146 155.543 105.514 71.9152 63.1744 53.5312 39.8348 37.3313 36.5111 36.4739 39.7226 39.6023 threshold=212.74629828844948 1.5000000000000002 195.16590214067281 231.32437982129977 48.773806066188662 40.500000000000007 69.967759919524084 299.75000000000006 0.67190819000692448 0.53219290544934339 91.130719030689633 0.77153228938343776 153.53854590400809 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 3 5 7 9 10 8 -2 -4 -3 12 -12 -1 right_child=1 4 6 -5 -6 -7 -8 -9 -10 -11 11 -13 -14 leaf_value=-0.0061458584078174297 -0.011605136902072351 -0.0063627914755139672 -0.0042897099177425201 0.0032885424385125581 0.0054332081332292914 -0.0055730809835638911 0.0037022211555120944 0.0013907527370588329 -0.0012361405284658459 -0.0017484377854276494 -0.0048203224429416974 0.005247827259429445 -0.0027431929813139001 leaf_count=18781 1040 18302 20211 195233 3602 78832 8736 335020 136193 12816 2772 4550 75393 internal_value=0 0.026024 -0.042514 0.0311111 -0.0518207 -0.0628197 -0.0203409 0.0203698 -0.024596 -0.0673049 -0.0463242 0.0216615 -0.05161 internal_count=911481 566013 345468 531293 34720 180328 165140 336060 156404 31118 101496 7322 94174 shrinkage=0.0663007 Tree=29 num_leaves=14 num_cat=0 split_feature=20 0 1 30 13 32 30 17 23 19 19 9 0 split_gain=449.08 227.122 125.119 90.0588 86.8349 68.7894 59.5849 55.829 43.9748 43.0919 35.8917 61.3337 32.248 threshold=0.74034545405244179 29.500000000000004 665.50000000000011 1.0000000180025095e-35 24.977840441708086 1.5000000000000002 2.5000000000000004 46.017695412266931 1.3506778973657265 477.25000000000006 4441.5000000000009 0.93466066394845482 43.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 9 10 -2 12 8 -6 -5 -3 11 -4 -1 right_child=1 2 3 6 7 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0016227311612256568 -0.001949911430144598 -0.0034530598858866024 -0.0030497910945233939 -0.0033487070578838759 0.0027296665497593023 -0.0054910169619780107 0.00010296246808937163 0.0011214084766881988 -0.011077605696069729 -0.001187508352928867 0.0042826385451132489 0.0011368865656619428 -0.00510534675916504 leaf_count=56295 27147 56115 17039 9206 191216 53649 13364 188335 4990 107804 13458 158113 14750 internal_value=0 0.00880163 -0.00877332 0.00702594 0.0252267 -0.0557912 -0.04637 0.0291345 -0.0914842 -0.0296088 0.0148282 0.0110044 -0.0353808 internal_count=911481 786787 380089 216170 406698 124694 27560 379551 14196 163919 188610 175152 71045 shrinkage=0.0663007 Tree=30 num_leaves=14 num_cat=0 split_feature=20 0 13 13 0 17 26 32 8 11 7 11 11 split_gain=397.182 212.91 117.106 77.4523 62.5221 52.7332 48.5684 40.7297 34.7173 30.0288 28.8891 28.2518 28.0258 threshold=0.65736379524358701 29.500000000000004 30.248014144454732 24.977840441708086 49.500000000000007 45.58317272509381 1.6080591037021004 1.5000000000000002 738.50000000000011 0.85009153004092919 -17.650122642517086 0.79832371820201453 0.90714038214038217 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 9 -2 8 -5 11 12 -4 -3 -7 -6 -1 right_child=1 2 4 5 6 10 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.00316939268676223 -0.0016478968623364677 -0.0036171265202351813 -0.00048399627372049895 0.0025804221333831073 -0.0024406999872625952 0.0020941093952934198 -0.0061907351690786627 -0.0053506572736822331 0.0011688697096432978 -0.00090978528171465223 0.0004509387661675366 0.00030900043319360743 0.0021781838375070327 leaf_count=42658 31531 59792 93112 184869 32727 73063 9255 49290 139628 25771 132018 32975 4792 internal_value=0 0.00720226 -0.00953319 0.0228172 -0.000433404 0.0266719 -0.0255514 -0.0605706 0.00765617 -0.0422574 0.0156309 -0.0159977 -0.0396578 internal_count=911481 814741 393260 421481 307697 389950 74957 96740 232740 85563 205081 65702 47450 shrinkage=0.0663007 Tree=31 num_leaves=14 num_cat=0 split_feature=16 30 16 20 16 17 17 17 32 16 6 28 17 split_gain=779.183 189.418 122.995 80.589 65.0117 42.7217 36.2714 38.4988 40.894 38.2403 36.271 35.1367 33.8584 threshold=204.10406463195696 1.0000000180025095e-35 220.8479824726659 0.53219290544934339 160.28351209999116 31.333521287401641 80.548526377255442 45.14234720272821 1.5000000000000002 185.39050941409059 0.12601527459692957 299.75000000000006 69.967759919524084 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 -3 -1 10 7 8 -6 -9 -4 -2 -13 right_child=1 3 5 -5 6 -7 -8 9 -10 -11 -12 12 -14 leaf_value=-0.0052911169265186572 -0.012470743585440234 -0.0049341250831873278 -0.035982597060114301 -0.00044436647529402475 0.001198689323271291 0.0021953229223990694 0.0011985224722143566 -0.0045872582716722935 -0.0058017549540266685 -0.002457433141329725 0.0067560401168546931 0.00016093506734698608 0.0052899812855700702 leaf_count=50548 949 24005 88 65596 17686 372549 10330 56408 4628 108021 10791 184045 5837 internal_value=0 0.0179185 0.0245908 -0.0248446 -0.0478112 0.0349154 -0.039605 -0.0427958 -0.00381937 -0.0480851 0.0966856 0.00384613 0.00480542 internal_count=911481 663860 574259 89601 247621 383428 197073 186743 22314 164429 10879 190831 189882 shrinkage=0.0663007 Tree=32 num_leaves=14 num_cat=0 split_feature=16 16 31 20 9 12 16 17 16 29 29 17 27 split_gain=685.355 137.873 132.266 58.9737 57.6243 47.6726 46.5398 39.5486 37.0607 31.1464 27.8344 27.2146 29.9448 threshold=215.63439791461818 198.89895491554262 1.5000000000000002 0.52156708950478958 0.93829257506489938 197.44722215136417 240.656911654244 69.967759919524084 153.53854590400809 0.16224587634869206 0.53048454415025448 41.183010078791604 36.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 -4 -1 8 9 10 -6 -2 -3 -10 -13 right_child=2 7 3 -5 5 -7 -8 -9 11 -11 -12 12 -14 leaf_value=-0.0056901473877398996 -0.012467046407035809 -0.0032871858524677906 -0.0046507754963151966 -6.695156634279596e-05 -0.0052970249557916429 0.005546045295624317 0.004372712444300441 0.0037258330944098892 0.00022731404919578503 0.0017967653320413706 -0.00069375650414605749 -0.0029760093658434401 0.0039213952667181175 leaf_count=36296 674 20628 16607 47994 24692 2971 32616 8147 14317 425687 154018 124004 2830 internal_value=0 -0.0318776 0.0235824 -0.0187828 -0.0496753 -0.0419033 0.0295453 -0.011907 -0.0441525 0.0267601 -0.0150839 -0.0379001 -0.0425653 internal_count=911481 387903 523578 64601 205110 168814 458977 182793 165843 426361 174646 141151 126834 shrinkage=0.0663007 Tree=33 num_leaves=14 num_cat=0 split_feature=14 0 29 30 1 0 29 2 30 17 17 9 14 split_gain=288.542 142.244 73.1968 65.6006 75.9807 62.06 38.0172 37.2453 29.4747 28.7507 28.54 27.6131 27.1795 threshold=19.736054980580118 29.500000000000004 0.16224587634869206 1.0000000180025095e-35 674.50000000000011 26.000000000000004 1.4387851185672009 60.464102564102568 2.5000000000000004 53.785653845626875 41.821937861630097 0.9523095026908609 48.773806066188662 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 10 -1 4 -3 9 -5 8 -8 -4 -2 -7 -6 right_child=1 3 5 6 12 11 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0061883480461765129 0.0025220154067114972 -0.0012037892486331258 -6.3124017058194173e-05 -0.0013701082631621321 0.00064991063512410301 -0.0056451842524130524 -0.010181430966976289 0.00041582260513574511 -0.0029666615263422846 -0.0028902819971540878 0.0011996566137156695 -0.0025423540078263894 0.0034517495173144717 leaf_count=18428 100249 127054 76672 31576 166529 15257 6617 3505 3990 19920 252328 72606 16750 internal_value=0 0.00952784 -0.0332438 -0.00457172 0.000636663 -0.0272401 -0.0399494 -0.0830986 -0.11263 -0.00974595 0.0237651 -0.0464723 0.0136646 internal_count=911481 708598 202883 356021 310333 184455 45688 14112 10607 96592 352577 87863 183279 shrinkage=0.0663007 Tree=34 num_leaves=14 num_cat=0 split_feature=16 30 16 20 9 17 26 16 26 16 17 12 28 split_gain=563.227 133.087 88.909 56.681 52.3306 49.8887 35.0636 33.3607 33.2035 32.5324 34.2778 31.8257 28.0925 threshold=204.10406463195696 1.0000000180025095e-35 220.8479824726659 0.76537401124945637 0.93654395523865619 69.967759919524084 0.78171170809656176 245.59565876017538 1.4000402900886384 161.66618635926997 46.272554731729166 95.509144981614824 299.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 11 -3 -1 9 -7 -4 -5 -6 -11 12 -2 right_child=1 3 7 8 5 6 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.0049023256294132627 -0.012093441763792685 -0.00347294952196098 0.0018644436080985812 0.0010350477520020829 -0.0043682051493800318 -0.0030683411765229226 0.0035245920560583385 0.0061279262340307485 -0.0025005251034795777 0.00029751282440985667 -0.0025528733758614177 0.0010805965949437235 -0.00052117320128016473 leaf_count=39860 931 34667 374898 38083 36105 5357 10489 8245 16839 21514 134416 93338 96739 internal_value=0 0.015125 0.0207185 -0.0207221 -0.04075 -0.0343858 0.0195434 0.0295048 -0.000738354 -0.0388358 -0.0325728 0.00309413 -0.0095245 internal_count=911481 663740 574151 89589 247741 207881 15846 383143 54922 192035 155930 191008 97670 shrinkage=0.0663007 Tree=35 num_leaves=14 num_cat=0 split_feature=13 0 9 1 1 32 11 23 0 29 11 29 14 split_gain=224.678 118.714 64.243 58.6719 51.9854 41.5752 44.6503 37.7374 32.6264 38.7086 30.0064 27.8787 26.5708 threshold=26.269852599328001 29.500000000000004 0.95605667257702998 705.50000000000011 3524.5000000000005 1.5000000000000002 0.835485096578096 0.38902747134700089 46.500000000000007 1.6826799378725414 0.90460841037726358 0.097662619970567646 22.512557275693563 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 7 4 -4 8 6 -1 -2 12 -10 11 -9 -3 right_child=1 2 3 -5 -6 -7 -8 10 9 -11 -12 -13 -14 leaf_value=-0.0029321840769473292 -0.0039583880075505905 -0.0040307305949745936 -0.00077660390964537005 0.0011422440343600493 0.0012978915919203229 -0.0045902402587849498 -0.00020803391369050302 -0.017590080433776641 -0.0031628025202908457 -0.0091466719852267286 0.0028828024477451052 0.0011316085183705146 -0.00051908992898667071 leaf_count=65585 6019 13231 151671 130157 18341 30787 44322 350 25189 5857 48041 338597 33334 internal_value=0 0.00670173 -0.00595624 0.00165277 -0.0283053 -0.0367542 -0.0276561 0.0188693 -0.0396205 -0.0647307 0.0200913 0.0167762 -0.0228789 internal_count=911481 770787 377780 281828 95952 140694 109907 393007 77611 31046 386988 338947 46565 shrinkage=0.0663007 Tree=36 num_leaves=14 num_cat=0 split_feature=16 33 16 16 1 12 16 10 7 25 15 16 14 split_gain=469.994 108.604 71.6394 52.7611 31.0438 32.4213 29.19 34.2243 26.4256 39.4247 25.0946 24.2331 21.8525 threshold=207.0721841329424 2.5000000000000004 223.19547660090663 168.71951032008576 2526.5000000000005 121.16904755831216 245.59565876017538 0.98758733552390221 -12.528806686401365 244.75000000000003 0.39238679182367536 107.97436475087395 61.132293202055401 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 8 4 5 -1 -4 -8 -2 -10 -5 -6 -3 right_child=1 12 6 10 11 -7 7 -9 9 -11 -12 -13 -14 leaf_value=-0.0036111022520480549 0.0013263931024159029 -0.0035530685647085511 0.0016434342459368115 -0.0044620204736761241 0.0088606009580660793 -0.0080307447307876 0.0059727639499503604 -0.024053374975198247 -0.016942733633907262 -0.00013820504371196593 -0.0015447935450055162 -0.0021617692367228744 0.0083569984155699648 leaf_count=60324 71367 25054 363659 13908 1427 8300 9057 170 616 164035 190594 2274 696 internal_value=0 0.0148773 0.0175674 -0.0345023 -0.0577167 -0.062528 0.0261969 0.081742 0.00393359 -0.00303277 -0.0262922 0.031495 -0.0487348 internal_count=911481 634654 608904 276827 72325 68624 372886 9227 236018 164651 204502 3701 25750 shrinkage=0.0663007 Tree=37 num_leaves=14 num_cat=0 split_feature=20 0 13 14 9 14 11 11 13 30 27 17 9 split_gain=184.266 108.112 60.6948 47.6836 45.2496 45.5405 28.0021 27.8433 26.6946 22.9039 22.8533 22.4339 36.6503 threshold=0.64187181446383468 33.000000000000007 30.248014144454732 19.586378034920106 0.93466066394845482 25.654889565726172 0.89998960643015535 0.73956270067381191 76.973384086844248 1.5000000000000002 14.500000000000002 65.333986813920276 0.95693724216585152 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 3 -3 -2 5 -4 7 11 -6 -1 -9 -5 -13 right_child=1 2 4 6 8 -7 -8 10 -10 -11 -12 12 -14 leaf_value=-0.0019711977365745228 -0.00046709704898088009 -0.002299547729492184 -0.0063134489052718143 0.0015236360727083661 7.8494980834733854e-06 -0.00092421271969496898 0.0026425875064785853 0.001389440396669747 0.0026693513327855087 -0.0041111148289344444 2.2347038513578335e-05 0.00054036255599792323 0.0075884771702873135 leaf_count=56754 85844 72327 9270 109971 206814 26875 55125 91793 18008 35890 129700 5884 7226 internal_value=0 0.0048185 -0.0090503 0.0143385 -0.00194603 -0.0347866 0.0189311 0.0155833 0.00333379 -0.0422348 0.0088824 0.0276421 0.0667437 internal_count=911481 818837 333294 485543 260967 36145 399699 344574 224822 92644 221493 123081 13110 shrinkage=0.0663007 Tree=38 num_leaves=14 num_cat=0 split_feature=13 0 17 9 7 17 0 32 9 15 2 13 2 split_gain=164.353 91.0418 42.2884 43.5481 55.1296 37.778 31.689 31.7099 31.224 27.4142 24.7773 24.6568 23.6317 threshold=26.269852599328001 48.000000000000007 46.272554731729166 0.9545138870468427 -16.699242591857907 65.333986813920276 35.000000000000007 1.5000000000000002 0.95966430574325079 0.42954230791694964 61.40312500000001 35.904971324691267 46.610470275066554 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 12 9 5 -5 7 -1 10 -4 -3 -10 -2 right_child=1 8 3 4 -6 -7 -8 -9 11 -11 -12 -13 -14 leaf_value=-0.00078182866548550159 0.00084708952336244538 -0.0035340544790092034 -0.0031175082569262439 0.0014999601515358328 6.4815534884308349e-05 0.0054487812404410392 -0.0035567628881677609 -0.0036986820297289884 -0.0017966920256720633 -0.00039643459373278872 0.0015122304853050885 0.00051748518303001967 0.0021294382068210382 leaf_count=75758 171967 32954 20559 68392 200103 12614 44134 20904 38299 78113 4915 42918 99851 internal_value=0 0.00571254 0.010359 0.00354358 0.00988779 0.031898 -0.0314435 -0.0213063 -0.0197113 -0.0145306 -0.0434248 -0.00865446 0.0198814 internal_count=911481 770685 651599 379781 281109 81006 140796 96662 119086 98672 37869 81217 271818 shrinkage=0.0663007 Tree=39 num_leaves=14 num_cat=0 split_feature=16 30 16 9 17 17 20 14 16 12 5 11 11 split_gain=369.98 88.198 58.3226 37.4752 43.942 31.5846 30.6735 27.4533 25.1027 23.4483 21.038 20.7571 19.1561 threshold=203.32012533809896 1.0000000180025095e-35 216.76841400690483 0.95194656601979266 69.967759919524084 54.356491094101933 0.51052675376549905 86.993666914684084 233.21352977744627 40.571067811865483 71.000865936279311 0.92181268570157471 0.74776984657499368 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 5 -1 -5 -2 -3 9 -8 -4 -6 12 -11 right_child=1 6 7 4 10 -7 8 -9 -10 11 -12 -13 -14 leaf_value=-0.0036317038882834134 -0.00096589924175887278 -0.0032022169932469486 -0.019157539135648292 -0.0020256306133542823 0.0012597827373361319 0.0010761656351257988 -0.0010322647068256427 0.0048414634598226659 0.0022025737035871072 0.0020519196809377269 0.011384388438719747 0.0028171476045253233 0.00098371282992415184 leaf_count=62081 78321 23169 244 166284 11495 57914 54552 10372 13072 98619 979 41194 293185 internal_value=0 0.0120844 0.0166223 -0.0336091 -0.0262579 -0.00147525 -0.0168967 0.0221801 -0.00613805 0.0209629 0.030986 0.0211375 0.0188925 internal_count=911481 670642 579849 240839 178758 136235 90793 443614 67624 433242 12474 432998 391804 shrinkage=0.0663007 Tree=40 num_leaves=14 num_cat=0 split_feature=16 31 16 9 12 16 1 14 14 26 0 17 21 split_gain=329.362 79.0746 54.8388 33.5476 33.6318 26.664 26.2749 23.4523 23.0612 22.6438 31.6511 21.4591 24.5516 threshold=202.1141770728259 1.5000000000000002 217.83609730301433 0.93654395523865619 197.44722215136417 151.56522686744603 699.50000000000011 86.993666914684084 15.256956197967112 1.4000402900886384 46.500000000000007 40.453121257882749 11.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 6 -1 5 -5 -2 -4 -3 -10 -11 -7 -13 right_child=1 8 7 4 -6 11 -8 -9 9 10 -12 12 -14 leaf_value=-0.0039837996521142754 -0.0006469064840824326 -0.0035632897163253466 0.0013197136279134488 -0.0040977488418022442 0.0047801044925501008 0.00079414922490492624 0.001155708988481543 0.0045244876409767428 -9.3284968099188182e-07 -0.0012223550970090558 -0.0078234752305603658 -0.002019846789885804 0.0032966316223671955 leaf_count=37786 106116 13942 418826 22205 3332 14402 53447 10284 59569 15019 4055 148579 3919 internal_value=0 0.0109052 0.0151778 -0.032845 -0.027496 -0.0292508 -0.000650142 0.0210634 -0.016261 -0.00961593 -0.039603 -0.0249196 -0.0284042 internal_count=911481 681258 588673 230223 192437 189105 159563 429110 92585 78643 19074 166900 152498 shrinkage=0.0663007 Tree=41 num_leaves=14 num_cat=0 split_feature=16 31 16 16 2 1 29 8 27 12 29 32 0 split_gain=280.675 67.4002 43.261 31.062 26.4345 24.9353 24.8113 24.3346 23.2295 22.8057 22.7244 25.4183 22.8673 threshold=203.32012533809896 1.5000000000000002 216.76841400690483 165.97648033285822 40.377976190476197 2650.5000000000005 1.5462324290977281 626.50000000000011 37.500000000000007 40.571067811865483 1.8902347331743996 1.5000000000000002 48.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 5 10 7 8 -1 -5 -4 11 -3 -12 right_child=1 4 9 6 -6 -7 -8 -9 -10 -11 12 -13 -14 leaf_value=-0.0027797090910683222 -6.5481382991466441e-05 0.00014940575789727865 -0.018978875708307991 -0.0014041752737981356 0.00080782727737257337 0.0023895982823865509 -0.0048826613462887736 -0.0059680969604040089 0.0042745581456610495 0.0012963019813544687 -0.0032816388328319635 -0.002606953000798403 -0.012967419102007056 leaf_count=48151 136256 27920 244 163487 26091 3359 8923 13465 3229 443487 4375 31075 1419 internal_value=0 0.0106302 0.0145979 -0.0291803 -0.0146912 -0.0478609 -0.0222696 -0.0524349 -0.01952 0.0193837 -0.0255142 -0.019645 -0.0852746 internal_count=911481 670867 579987 240614 90880 64975 175639 61616 166716 443731 64789 58995 5794 shrinkage=0.0663007 Tree=42 num_leaves=14 num_cat=0 split_feature=16 30 16 0 7 28 11 6 27 17 26 2 17 split_gain=244.843 53.0759 45.5051 34.833 29.1883 39.7006 33.71 27.4804 24.3869 23.1711 23.7152 20.0954 19.9705 threshold=211.40871212121215 1.0000000180025095e-35 190.76766789914305 45.000000000000007 -1.0000000180025095e-35 299.75000000000006 0.89998960643015535 0.12601527459692957 6.5000000000000009 99.244899935187902 0.87249029356228036 44.155048076923087 69.967759919524084 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 9 -2 8 7 -7 -6 -1 -11 -3 -4 right_child=1 11 12 -5 5 6 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.0017926774633808707 0.0016484026758814699 -0.0015408463687744697 -0.00088800048393821449 -0.0036157400524522631 -0.0005591789805483989 -0.021011744742135966 0.0018484110472030382 0.00027164119410396737 -0.023305172558813623 -0.0023545019349527859 0.0061352179218967058 0.00082801965034570095 0.0021845371012451367 leaf_count=94216 211878 52720 162584 55109 359 267 78496 217153 490 2535 3368 22443 9863 internal_value=0 0.012232 -0.0219236 -0.0343445 0.0158973 0.00949648 0.010116 0.00370289 -0.206438 -0.0232306 0.0375466 -0.0125719 -0.010743 internal_count=911481 583806 327675 155228 508643 296765 295916 217420 849 100119 5903 75163 172447 shrinkage=0.0663007 Tree=43 num_leaves=14 num_cat=0 split_feature=16 16 31 0 17 11 26 14 16 10 17 29 26 split_gain=215.905 57.4765 36.6502 29.0434 25.6537 28.7866 25.1855 21.6422 21.6241 25.1386 20.0836 19.8554 19.7126 threshold=216.76841400690483 190.76766789914305 1.5000000000000002 43.000000000000007 69.967759919524084 0.71552259584493483 2.2707016275523535 8.5658967557632391 240.656911654244 0.96603881855397133 99.244899935187902 0.16224587634869206 0.86115573548561786 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 8 10 6 -6 7 -3 11 -10 -1 -2 -12 right_child=2 4 -4 -5 5 -7 -8 -9 9 -11 12 -13 -14 leaf_value=-0.0016553392647710762 -0.010947937127609468 -0.0052848976320064205 -0.00060015695845719904 -0.0032689675737207864 0.0045329522690616634 -0.0026679072032182107 -0.0066791300332221387 -0.00050495467790448011 0.0033771601938621604 -0.0028056650787293622 -0.0021616995526557766 0.0010128716110206603 0.005789814767377238 leaf_count=88582 611 4240 61619 60947 8551 3415 3025 231768 29393 3206 2372 410506 3246 internal_value=0 -0.0171643 0.013801 -0.0322953 -0.00781149 0.0373734 -0.0100734 -0.00891134 0.0169746 0.0417658 -0.02129 0.0150088 0.03669 internal_count=911481 406146 505335 155147 250999 11966 239033 236008 443716 32599 94200 411117 5618 shrinkage=0.0663007 Tree=44 num_leaves=14 num_cat=0 split_feature=20 0 22 9 21 6 21 28 25 27 14 18 10 split_gain=94.986 56.1047 38.3994 26.4504 27.0523 28.1302 23.2979 36.9218 24.5449 29.0599 23.8449 23.7279 52.5608 threshold=0.65736379524358701 29.500000000000004 523.25000000000011 0.9545138870468427 1.5000000000000002 0.2407539035376797 1.5000000000000002 299.75000000000006 1164.2500000000002 14.500000000000002 12.982467343444041 1.5000000000000002 0.90431103614938424 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 -3 4 5 -4 -2 10 9 -9 -8 -10 -13 right_child=1 2 3 -5 -6 -7 7 8 11 -11 -12 12 -14 leaf_value=-0.0019612147316225284 0.002421305930679323 -0.0017009632608704034 -0.0084093594083629146 0.00031438314919738714 -0.0018018801579905536 0.001917004512218305 -0.015926525680055009 0.0016031450796258066 -0.00020001510719940745 0.00035906404222444213 0.00075991707418836642 -0.0099970529336507533 0.0021966642920401829 leaf_count=96677 34424 73338 1249 245095 57552 16204 973 131920 26641 220465 614 3588 2741 internal_value=0 0.00357185 -0.00501561 -0.000286871 -0.0167191 0.0177677 0.0115901 0.00937226 0.00999913 0.0124403 -0.142844 -0.0160924 -0.0711324 internal_count=911481 814804 393438 320100 75005 17453 421366 386942 385355 352385 1587 32970 6329 shrinkage=0.0663007 Tree=45 num_leaves=14 num_cat=0 split_feature=16 16 33 21 28 29 16 6 9 5 29 5 0 split_gain=183.507 48.5083 32.2897 27.97 42.6676 23.5581 23.6207 32.4063 22.4775 29.9122 22.397 22.843 20.8156 threshold=216.76841400690483 175.86560853358412 2.5000000000000004 9.5000000000000018 514.25000000000011 0.16224587634869206 242.40459412131378 0.17449561389008286 0.96078988413547251 71.000865936279311 1.9882360187238237 29.00000095367432 51.000000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 5 10 -5 -2 -7 -8 -1 -10 11 -3 -12 right_child=2 3 -4 4 -6 6 7 -9 9 -11 12 -13 -14 leaf_value=-0.0035351642882218534 -0.0069976403075189559 -0.0013750293189701889 -0.0018263867817655383 -0.0054012951287932586 0.0027592840231488317 0.00086870301665864633 -0.013976295575327992 0.0034166890423527325 -0.0016524144273631894 0.012011156211935008 -0.0019584083409947216 -0.00018029282031112025 -0.0094906647720241263 leaf_count=41203 1636 132098 19211 3292 19494 461370 481 22401 51836 714 4839 150487 2419 internal_value=0 -0.0158827 0.0126633 -0.00989971 0.0238351 0.0142531 0.0146578 0.0460187 -0.0358336 -0.0221229 -0.0125518 -0.011143 -0.0674022 internal_count=911481 406382 505099 312629 22786 485888 484252 22882 93753 52550 289843 282585 7258 shrinkage=0.0663007 Tree=46 num_leaves=14 num_cat=0 split_feature=16 1 16 31 11 9 17 4 17 11 26 1 22 split_gain=161.052 46.0935 43.2235 26.9197 26.8792 24.7443 22.6687 31.4266 22.0924 21.1691 20.6784 18.9219 18.791 threshold=202.52355233578473 148.50000000000003 231.32437982129977 1.5000000000000002 0.73277607147843093 0.91593949085002169 60.733535297524384 23.853441238403324 60.116089526142154 0.64216359620771402 1.8487701896655722 2412.5000000000005 546.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 3 4 8 -1 12 -8 -3 11 -5 -7 -6 right_child=1 2 -4 10 6 9 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.0035049029062978491 -0.0036970248922798166 0.0010913902164623453 0.0013989157023530706 -0.00062129225821724279 -0.00052573078070011596 0.00027463597505398548 -0.010900767921572843 0.00016450332659364233 0.0042955973656446274 -0.0014392191589385807 -0.004587285992031221 0.0074386892864317933 0.0005833772557540714 leaf_count=24140 11189 68822 203636 58285 97391 11786 1928 2720 10966 196079 6415 1879 216245 internal_value=0 0.00789008 0.00895879 0.00361642 0.00669126 -0.0225448 0.00257703 -0.0667473 0.0231034 -0.0190553 -0.0153018 0.0190002 0.0036044 internal_count=911481 677597 666408 462772 398072 233884 318284 4648 79788 209744 64700 13665 313636 shrinkage=0.0663007 Tree=47 num_leaves=14 num_cat=0 split_feature=16 33 16 28 18 0 11 6 17 23 26 16 17 split_gain=140.918 41.9857 35.7937 29.4837 27.3763 24.7022 19.5328 28.9711 19.8571 29.3746 19.345 17.3375 17.327 threshold=198.89895491554262 2.5000000000000004 231.32437982129977 299.75000000000006 2.5000000000000004 40.500000000000007 0.73277607147843093 0.50000001605594357 62.473707367993619 0.75926550285956906 1.3324357041375514 158.78557310228999 91.130719030689633 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 3 4 -2 12 7 -5 -8 -10 11 -7 -1 right_child=1 -3 -4 6 -6 10 8 -9 9 -11 -12 -13 -14 leaf_value=-0.0010994895151123314 -0.0018492680371693295 -0.0020374201637481824 0.0012936254284622813 -0.0012568936517907074 -0.018845677230654702 -0.0038436324285240904 9.2099427246689295e-05 0.0015467116845705741 -0.014550059823943287 -0.0016136426111931375 -0.005248803903442594 -0.001513097481489517 0.0021661357192661731 leaf_count=106601 1096 28779 199685 19749 672 17961 360999 90209 962 3898 9075 64140 7655 internal_value=0 0.00667906 0.00826867 0.00356789 -0.12533 -0.023079 0.00404684 0.0157339 0.000534312 -0.0629602 -0.0353544 -0.0305116 -0.0132834 internal_count=911481 706049 677270 477585 1768 205432 475817 109958 365859 4860 91176 82101 114256 shrinkage=0.0663007 Tree=48 num_leaves=14 num_cat=0 split_feature=16 16 11 29 16 10 29 13 17 11 17 1 27 split_gain=125.222 34.5515 24.7549 22.9157 22.66 30.8266 22.4391 26.0488 28.613 18.9403 18.2117 19.9043 20.663 threshold=216.76841400690483 179.03034188034192 0.80373319396622411 0.18557555155066241 245.59565876017538 0.98758733552390221 1.9882360187238237 31.742163976436036 73.167300006017697 0.7308964385051343 109.36020199621227 2526.5000000000005 13.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 10 -2 -5 -6 7 -3 -9 -10 -1 12 -12 right_child=3 6 -4 4 5 -7 -8 8 9 -11 11 -13 -14 leaf_value=-0.0028218819927968504 -0.0030240927243019122 -0.0010903051585762927 -0.00040355400317093707 0.00068907597254601804 0.0044569491102030663 -0.027457760718696881 -0.0041723000087198663 -6.9638293407618798e-05 0.0050496798830654936 -0.0022226926393070813 -0.0095327870589998493 0.008757196380897234 0.0046649010872686887 leaf_count=68483 7171 135998 33038 488716 9161 135 7165 148626 7949 1963 858 1269 949 internal_value=0 -0.013066 -0.0287277 0.0105153 0.0113235 0.0602327 -0.00763621 -0.00629112 0.00241901 0.0544404 -0.0391809 0.0360925 -0.0313186 internal_count=911481 406298 104597 505183 498012 9296 301701 294536 158538 9912 71559 3076 1807 shrinkage=0.0663007 Tree=49 num_leaves=14 num_cat=0 split_feature=16 1 9 11 16 30 17 16 21 25 17 11 17 split_gain=111.922 27.7821 26.809 45.0586 24.3085 21.0208 19.4603 17.0005 16.9157 16.5799 20.5432 16.1057 38.308 threshold=210.51437237962142 148.50000000000003 0.96078988413547251 0.68499471458773797 231.93869019782707 1.0000000180025095e-35 44.957123489369891 175.86560853358412 1.5000000000000002 1164.2500000000002 47.083683216488673 0.74776984657499368 58.337500628965252 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 7 -4 5 6 -3 -1 -6 -10 -11 -8 -13 right_child=1 4 3 -5 8 -7 11 -9 9 10 -12 12 -14 leaf_value=-0.0029017987423431927 -0.0030898930826435134 -0.0010582123028595423 0.0030605422084171159 -0.00082299117665250601 0.0025839123366522528 -0.00094081002043266884 0.0015112635075323986 -0.0012064685592283045 0.0012653878329704354 -0.0001649456772764154 -0.010967096472488216 0.00048331859735304609 -0.0067424500607569677 leaf_count=41230 9140 32467 14105 190551 32650 52249 72732 70393 125844 30569 794 235487 3270 internal_value=0 0.00810357 -0.0151754 -0.00837602 0.00895677 0.00449856 0.00733747 -0.0276418 0.0182604 0.0139588 -0.00661256 0.00976589 0.00579714 internal_count=911481 595202 316279 204656 586062 396205 343956 111623 189857 157207 31363 311489 238757 shrinkage=0.0663007 Tree=50 num_leaves=14 num_cat=0 split_feature=16 1 16 33 9 17 26 16 10 17 1 18 28 split_gain=98.6099 32.1284 28.9781 25.9582 21.8292 27.0294 16.2929 14.3975 31.5653 14.3581 18.8284 13.6658 13.6063 threshold=198.89895491554262 148.50000000000003 231.32437982129977 2.5000000000000004 0.96587140599829913 65.333986813920276 0.7280065146579805 247.03487044596474 0.98758733552390221 76.673568575397852 545.50000000000011 6.5000000000000009 299.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 6 3 9 -1 -6 -2 -4 -9 11 -11 12 -3 right_child=1 2 7 -5 5 -7 -8 8 -10 10 -12 -13 -14 leaf_value=-0.0019768945143320486 -0.0026839637767826986 -0.0063581554432356503 0.0010028759460884115 -0.0023647437391170587 -0.00089299207175095013 0.0033795074205722584 -0.020501500754375786 0.0048807310408645072 -0.04428109806701503 -0.0074683435861773693 0.0051653579674423664 0.014332829636394373 0.0002207052316859563 leaf_count=100330 11793 1386 197602 17319 97999 6972 230 5648 58 585 4565 301 466693 internal_value=0 0.00562919 0.00651689 0.00235866 -0.0192697 -0.00918873 -0.0456226 0.0165562 0.0660779 0.00374941 0.0562628 0.00317201 0.00303503 internal_count=911481 706180 694157 490849 205301 104971 12023 203308 5706 473530 5150 468380 468079 shrinkage=0.0663007 Tree=51 num_leaves=14 num_cat=0 split_feature=16 9 11 17 21 25 5 22 20 5 25 21 5 split_gain=89.6782 30.4989 47.9177 17.695 17.1289 20.8219 33.5936 20.2749 17.8393 17.0566 16.8026 16.6678 28.103 threshold=217.83609730301433 0.95544049238569462 0.68254773173637284 65.333986813920276 5.5000000000000009 982.25000000000011 40.713411331176765 1379.7500000000002 0.82505001809799972 34.00000190734864 244.75000000000003 1.5000000000000002 49.49809646606446 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 3 -3 -2 10 7 8 -7 -4 -6 -1 -13 right_child=4 2 9 -5 5 6 -8 -9 -10 -11 -12 12 -14 leaf_value=0.00048119298876438387 0.00091435565673843343 0.0010016734907920479 -0.00087776043064428466 0.0047124063090509781 -0.019238664775968167 -0.0068428632073970486 -0.00088851504933124925 0.0018910067389231011 -0.026242148872805231 0.00036209802344993713 0.00023382493514979285 -0.0013665641788443348 -0.0040902127666382687 leaf_count=14036 301264 13933 226813 9501 195 334 3112 267 554 62135 181923 76096 21318 internal_value=0 -0.0107575 -0.00569063 0.0377996 0.00912934 0.0015944 -0.0674566 -0.213102 -0.285752 -0.00921774 0.00321226 -0.0249595 -0.0296016 internal_count=911481 423832 312382 23434 487649 186385 4267 1155 888 288948 182118 111450 97414 shrinkage=0.0663007 Tree=52 num_leaves=14 num_cat=0 split_feature=2 30 26 30 22 6 32 4 1 1 6 22 27 split_gain=41.7185 32.6785 22.1052 24.3358 18.6824 20.7986 17.7647 16.7149 14.6772 14.323 12.8651 17.2085 22.3619 threshold=25.430952380952384 1.0000000180025095e-35 1.4000402900886384 2.5000000000000004 578.25000000000011 0.77777777485256439 1.5000000000000002 5.0399255752563485 78.500000000000014 4475.5000000000009 0.27028144245380786 2178.7500000000005 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 6 -4 5 8 -3 -6 -1 10 11 -2 -13 right_child=9 2 3 -5 7 -7 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.0093850495934528714 0.00016343652941593675 0.00018191567027353551 -0.0066530997994573337 -0.00012983056004665466 -0.010073998725988952 -0.0013641975236372364 -0.0019351648558233333 0.00023411051031628345 1.1244572995996104e-05 0.0021711398828387642 0.00059102229928308233 -0.033659027748393494 -0.005141094121793254 leaf_count=735 4763 28682 6980 3929 693 89138 44384 316214 126318 25062 261953 127 2503 internal_value=0 -0.00458671 -0.0229221 -0.0649114 -0.00169846 -0.00886583 -0.016653 0.00319105 -0.000650262 0.00988084 0.00775322 -0.0333858 -0.0983126 internal_count=911481 617073 83975 10909 533098 216191 73066 316907 127053 294408 269346 7393 2630 shrinkage=0.0663007 Tree=53 num_leaves=14 num_cat=0 split_feature=16 33 28 11 7 0 18 25 15 14 27 14 14 split_gain=76.4778 24.2396 23.7028 20.9263 28.2843 20.5206 19.058 19.2726 17.4071 13.1448 13.0803 21.3499 24.2185 threshold=198.89895491554262 2.5000000000000004 299.75000000000006 0.92740606305034634 -1.0000000180025095e-35 40.500000000000007 2.5000000000000004 244.75000000000003 0.22111567764858628 61.132293202055401 1.5000000000000002 35.832423936570798 17.051286616493488 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 6 4 -4 -1 -2 -8 10 -3 11 12 -6 right_child=1 9 3 -5 8 -7 7 -9 -10 -11 -12 -13 -14 leaf_value=-0.00053774256302075991 -0.0020527531950958349 -0.001787957710061214 0.00082740795325282179 0.001941940297464557 0.0029046461238813053 -0.0018715571598393842 -0.021639505646618571 0.0043781879541091948 -2.3902702066439627e-05 0.0072601656323817102 -0.0036982995625325678 0.0036403146985633725 -0.044555005430105578 leaf_count=114354 1306 28053 284771 37777 68 91093 539 163 350488 724 1859 131 155 internal_value=0 0.00489133 0.00609913 0.00642174 0.00506656 -0.0170306 -0.102387 -0.235267 -0.000918751 -0.0235339 -0.0893297 -0.265509 -0.453736 internal_count=911481 706034 677257 675249 637472 205447 2008 702 352701 28777 2213 354 223 shrinkage=0.0663007 Tree=54 num_leaves=14 num_cat=0 split_feature=16 21 30 29 22 16 17 1 32 15 17 15 16 split_gain=67.0663 24.2069 19.1991 20.1602 18.635 17.5828 33.5262 27.6857 26.5007 21.212 19.4199 17.7107 17.0791 threshold=210.21672865745663 9.5000000000000018 1.0000000180025095e-35 0.055699812599661815 518.25000000000011 151.56522686744603 39.982660943100271 2650.5000000000005 1.5000000000000002 0.3722553774560024 65.333986813920276 0.8472227708765564 168.71951032008576 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 5 3 -2 -3 7 8 -1 12 -8 -9 -12 -7 right_child=2 4 -4 -5 -6 6 9 10 -10 -11 11 -13 -14 leaf_value=-0.0029895798705115088 -0.028638391376184642 -0.0021768064977673945 -0.00056640890324707557 0.00055553253525819494 0.0026430377688120223 0.0020082630943885618 -0.0035243663005675987 -0.0038397495896300457 -0.0024577085708263331 -0.00080693516421773701 0.010030363022502001 -0.018206165339064342 0.0073648234657550079 leaf_count=29369 104 4645 77879 520746 14639 7997 13353 877 4035 232246 1598 104 3889 internal_value=0 -0.0119666 0.00610138 0.00829106 0.0223537 -0.0142219 -0.0115164 -0.0363678 0.0329537 -0.0143992 0.0629724 0.125262 0.0567246 internal_count=911481 312752 598729 520850 19284 293468 261520 31948 15921 245599 2579 1702 11886 shrinkage=0.0663007 Tree=55 num_leaves=14 num_cat=0 split_feature=16 21 22 29 16 16 26 26 0 6 21 6 27 split_gain=61.7873 24.9779 30.3653 20.2241 16.8328 24.0355 20.9831 17.1349 20.1522 16.8557 15.1319 16.1204 20.4263 threshold=219.06757237558961 9.5000000000000018 505.75000000000006 0.13399317310651634 160.28351209999116 107.97436475087395 0.87249029356228036 1.5862686486132602 52.500000000000007 0.88263827751056445 5.5000000000000009 0.17449561389008286 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 -1 5 6 -5 9 -9 -6 11 12 -2 right_child=10 2 -4 4 7 -7 -8 8 -10 -11 -12 -13 -14 leaf_value=-0.0034184668558334542 -0.01359825083998766 -0.0030054158779998824 0.0022845244871997554 -0.0015523085192255123 -0.00013544753373761798 -0.0022924204518343975 0.0083715926874363238 -0.0013590785928458008 -0.0069293623361790374 -0.0013456189601279509 5.3654216811442435e-05 0.0008898578180088014 -0.0011495154904346428 leaf_count=11621 706 5905 24815 1934 278194 40910 1816 14685 3544 61839 177414 284867 3231 internal_value=0 -0.00839303 0.0191203 -0.0104319 -0.00924572 -0.0275524 0.0490719 -0.00696366 -0.0368326 -0.00536241 0.008078 0.0125432 -0.0510081 internal_count=911481 445263 30720 414543 402922 44660 3750 358262 18229 340033 466218 288804 3937 shrinkage=0.0663007 Tree=56 num_leaves=14 num_cat=0 split_feature=20 11 7 25 24 9 17 10 20 10 17 30 4 split_gain=34.112 26.5788 31.1449 25.4378 28.4839 24.6027 27.1948 21.0204 14.8462 12.2595 12.0258 13.6104 12.1424 threshold=0.61836229842719415 0.9083860949709478 -1.0000000180025095e-35 244.75000000000003 5.5000000000000009 0.95544049238569462 65.333986813920276 0.96975441977964982 1.0835995848857587 0.64467142054860382 56.226537914176859 1.5000000000000002 5.0399255752563485 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 5 4 -4 8 -7 9 -2 -5 11 12 -1 right_child=1 -3 3 7 -6 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0038595012863042355 0.0001425217028804014 0.0013267927044358955 -0.0024881220615749684 -0.00083145872646092948 -0.020756734190645523 0.00073261144274735666 0.0036398633184754245 -0.0056009265034048569 -0.0015631363490745567 -4.9397088466126726e-05 -0.0031610481040099106 -0.0020271057919718487 0.00013794789111642761 leaf_count=3642 126160 74015 1145 132055 558 180495 15346 3328 27283 264778 12476 29887 40313 internal_value=0 0.00193163 0.000150094 -0.00585307 -0.127811 0.00705696 0.0144858 -0.00533405 -0.00242461 -0.00467032 -0.0189617 -0.01411 -0.00291506 internal_count=911481 825163 751148 401864 1703 349284 195841 400161 153443 396833 86318 73842 43955 shrinkage=0.0663007 Tree=57 num_leaves=14 num_cat=0 split_feature=20 17 17 15 23 7 22 25 27 11 7 15 26 split_gain=30.4345 23.6181 19.8357 19.7189 17.7252 16.9803 18.2804 20.2943 29.3031 16.8875 20.6821 22.0552 20.525 threshold=0.78398489784690628 33.721742917508188 76.673568575397852 0.25317249370297762 0.83912941787636364 -71.565052032470689 3298.7500000000005 1042.2500000000002 8.5000000000000018 0.87028243021346485 -1.0000000180025095e-35 0.23807604574512012 1.4000402900886384 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 3 9 -2 -4 -6 7 -7 -9 10 12 -12 -3 right_child=1 2 4 -5 5 6 -8 8 -10 -11 11 -13 -14 leaf_value=-0.00088856322311002913 -0.0036613891348189508 0.00051180492339482396 -0.0024982062813907482 0.0026196039231261049 -0.0052817043202640721 0.0041704571860955407 0.009199250327713196 0.0011632910491192736 -0.018118730095413111 0.00060740020435261298 -0.0075231025135686514 -0.00051315619712207535 -0.00094773056276304377 leaf_count=144000 2408 234674 2741 25094 935 8441 2392 1473 453 174488 1988 260713 51681 internal_value=0 0.00244114 0.00137169 0.0312162 0.0357244 0.0504171 0.0599495 0.0417677 -0.0508575 0.000591378 -0.00213211 -0.00853994 0.00374641 internal_count=911481 767481 739979 27502 16435 13694 12759 10367 1926 723544 549056 262701 286355 shrinkage=0.0663007 Tree=58 num_leaves=14 num_cat=0 split_feature=16 1 16 7 28 14 0 7 9 24 26 12 6 split_gain=52.8215 19.4492 17.2727 18.1397 19.2709 21.6229 17.0334 15.0423 13.9557 13.753 14.6601 13.3555 12.5681 threshold=198.89895491554262 148.50000000000003 237.38137496945851 -16.699242591857907 299.75000000000006 16.588187202291589 43.000000000000007 -76.386230468749986 0.96587140599829913 4.5000000000000009 1.2077715327435061 197.44722215136417 0.17449561389008286 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 -2 3 7 5 9 8 -3 -1 10 -5 -10 -4 right_child=1 2 12 4 -6 -7 -8 -9 11 -11 -12 -13 -14 leaf_value=-0.0011342502822429669 -0.0023695307197391297 -0.00013952017836018293 -0.006107131846144905 0.006932794249934213 -1.2270878053664746e-05 0.0090000027017157012 -0.0016704276278205678 0.0011755550648142323 0.00018593136911177315 -0.020117447072619286 -0.029678061832808852 0.010270287263262236 0.0013289725874393076 leaf_count=62333 12075 55812 1012 203 436410 228 83321 121398 59049 547 63 583 78447 internal_value=0 0.00404976 0.00474193 0.00294837 -0.000509243 -0.136406 -0.014174 0.0114836 -0.00664508 -0.212729 -0.0262169 0.00429139 0.0186162 internal_count=911481 706195 694120 614661 437451 1041 205286 177210 121965 813 266 59632 79459 shrinkage=0.0663007 Tree=59 num_leaves=14 num_cat=0 split_feature=16 10 1 16 21 28 10 1 18 24 20 23 5 split_gain=44.3186 21.4358 22.8199 18.2573 16.1906 37.368 13.8046 13.4329 12.6779 21.9544 12.5575 11.6044 11.4803 threshold=221.78567379332688 0.9240836184785296 17511.500000000004 158.78557310228999 9.5000000000000018 514.25000000000011 0.69737555179192545 2412.5000000000005 3.5000000000000004 20.500000000000004 0.81709333442560295 1.0424050156251721 39.999425888061531 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 11 7 6 -6 -5 12 -2 -10 -7 -3 -1 right_child=8 2 -4 4 5 10 -8 -9 9 -11 -12 -13 -14 leaf_value=-0.0015320994049589393 0.00059575511119569805 -0.0015352909223982016 0.013482495872661669 -0.00073687938981794384 -0.0042853597325497785 -0.00047167499413063897 5.6106735121472255e-05 0.0031119523057785451 0.00041937747313763722 -0.0037407821582172347 0.0028867354469093434 -0.0044372450988891289 -0.0051231211495007265 leaf_count=34690 390143 22999 408 175547 4636 6300 214309 2462 17162 8260 21931 8223 4411 internal_value=0 -0.00642478 -0.0316137 -0.00470875 -0.00274245 0.0185721 -0.00453938 -0.0247073 0.00757572 -0.014062 0.0322361 -0.0346841 -0.0292184 internal_count=911481 495916 31630 464286 422723 32867 389856 41563 415565 25422 28231 31222 39101 shrinkage=0.0663007 Tree=60 num_leaves=14 num_cat=0 split_feature=16 28 30 27 26 7 9 7 27 22 27 20 12 split_gain=40.2394 16.8472 15.8112 15.8072 22.6357 15.3848 14.9819 14.2716 19.3665 14.6015 13.2638 13.0452 12.7318 threshold=199.37786631324903 299.75000000000006 1.0000000180025095e-35 14.500000000000002 1.98988084270008 -1.0000000180025095e-35 0.89239818381948277 -1.0000000180025095e-35 4.5000000000000009 192.50000000000003 36.500000000000007 0.51052675376549905 305.43555185280769 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 7 5 11 -5 -3 -1 -2 -9 -10 12 -4 -8 right_child=1 2 3 4 -6 -7 10 8 9 -11 -12 -13 -14 leaf_value=-0.0028307710309688301 0.0018627944224718625 0.00078583843886199933 -0.0015143755458574366 -0.0011062329145318666 -0.0069798174448304903 0.00010526113206351011 -0.00079038396939667933 0.0052537056069509661 -0.024024381953375092 -0.007854386618713842 0.0032675042852082429 0.00072896529183039084 0.0041068272242886263 leaf_count=14954 701 246453 15436 33945 3152 358239 187668 292 399 638 3721 43520 2363 internal_value=0 0.00361461 0.00387814 -0.00804015 -0.0242123 0.00577132 -0.0121987 -0.0873533 -0.148249 -0.212306 -0.00984493 0.00213585 -0.0110027 internal_count=911481 702775 700745 96053 37097 604692 208706 2030 1329 1037 193752 58956 190031 shrinkage=0.0663007 Tree=61 num_leaves=14 num_cat=0 split_feature=16 1 0 21 14 8 31 7 14 23 10 17 16 split_gain=35.6237 17.5909 16.1903 14.9305 22.9595 27.1852 16.7815 15.3622 20.4304 26.2445 21.3615 18.3014 22.7915 threshold=195.16590214067281 148.50000000000003 45.000000000000007 1.5000000000000002 34.636937614689607 8613.0000000000018 1.5000000000000002 -15.945394992828367 36.494153517171419 1.2288324038324041 0.39980357915932491 60.733535297524384 216.76841400690483 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 -3 7 8 -5 10 -10 -9 -13 right_child=1 3 -4 6 -6 -7 -8 11 9 -11 -12 12 -14 leaf_value=-0.00036429390005228999 -0.0022237705942160426 -0.00033479186915081032 -0.0016723705220373427 0.0010558756165981182 0.0022046338694654798 -0.039297905577573469 -0.00076366288551887873 0.00012437953497273187 -0.026591702970633499 0.00063516496137986614 -0.0051314099930792828 -0.001681921974546171 -0.012635505931033157 leaf_count=115404 12883 21881 65032 141749 39052 79 77010 422835 216 6191 3637 4486 1026 internal_value=0 0.00308414 -0.0126054 0.00374114 0.0187052 -0.00716372 0.00235183 0.00419299 0.0128373 -0.0307459 -0.0955416 0.00112969 -0.0561203 internal_count=911481 731045 180436 718162 61012 21960 657150 580140 151793 10044 3853 428347 5512 shrinkage=0.0663007 Tree=62 num_leaves=14 num_cat=0 split_feature=16 9 17 5 7 4 8 10 29 16 29 0 27 split_gain=31.5948 19.2192 24.3964 16.5556 17.3158 21.3434 15.4269 12.2242 13.7823 11.965 12.7707 12.784 11.14 threshold=219.06757237558961 0.96078988413547251 69.967759919524084 71.000865936279311 -18.434947013854977 36.584022521972663 2561.5000000000005 0.69135769082557308 0.16224587634869206 175.86560853358412 2.0546120156307004 40.500000000000007 22.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 7 4 5 -4 -7 -3 -9 -1 -11 -12 -2 right_child=12 2 3 -5 -6 6 -8 8 -10 10 11 -13 -14 leaf_value=-0.0019782653678682709 0.00055637784066948285 -0.00067679614719552434 0.0038270160023818663 0.011838355545952877 -0.0025815691101276927 -0.029247399500100177 0.0036158024506705109 -0.0030403136288636172 0.00032518962654352657 -0.00047380846026610701 0.00040043779293782734 -0.0058498642019512038 -0.00020649715436606175 leaf_count=41263 355819 137126 9847 809 2772 150 108 5562 139564 102049 2264 3945 110203 internal_value=0 -0.0061073 -0.0014384 0.0397944 0.0310767 0.050283 -0.233643 -0.00343772 0.00295933 -0.0153482 -0.00982542 -0.0538577 0.00567077 internal_count=911481 445459 295938 13686 12877 10105 258 282252 145126 149521 108258 6209 466022 shrinkage=0.0663007 Tree=63 num_leaves=14 num_cat=0 split_feature=16 11 1 11 7 9 6 0 16 20 29 25 24 split_gain=27.7611 15.7626 15.0019 17.3883 14.4461 18.4106 14.946 11.0996 10.8886 12.52 10.7111 10.6283 20.6529 threshold=195.16590214067281 0.8225130177462836 133.50000000000003 0.92740606305034634 -1.0000000180025095e-35 0.96122329072639634 0.17449561389008286 22.000000000000004 228.52693347900848 1.1435484752218679 2.3463342851362285 244.75000000000003 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 -2 4 5 8 -6 -1 9 10 -4 12 -8 right_child=2 -3 3 -5 6 -7 11 -9 -10 -11 -12 -13 -14 leaf_value=-6.6629180935250508e-05 -0.0022358155311446391 0.00033391071773760853 4.9781157833947019e-05 0.0016074168013162752 -0.0081134886370842502 0.0010674785714232659 0.0056063939456851087 -0.0014469076813281184 0.00057987976306820145 -0.0023340477075889862 -0.0032551287289370964 -9.5418637043814103e-05 -0.015873096077188554 leaf_count=34329 11123 45198 72813 37521 1029 132666 320 100836 82889 13499 4582 374165 511 internal_value=0 -0.0111301 0.00272232 0.00328534 0.00213306 0.00722943 -0.00202033 -0.016536 0.00045722 -0.00710176 -0.00220026 -0.00169007 -0.114657 internal_count=911481 180363 731118 719995 682474 306449 376025 135165 173783 90894 77395 374996 831 shrinkage=0.0663007 Tree=64 num_leaves=14 num_cat=0 split_feature=16 23 29 6 1 9 17 16 18 24 11 10 5 split_gain=25.7809 13.2662 13.4922 12.1096 13.776 15.3174 15.3474 15.6298 11.8915 16.2966 11.319 11.0564 16.4961 threshold=215.63439791461818 1.3329679302463635 0.13399317310651634 0.87954576059416467 4837.0000000000009 0.91593949085002169 33.225587244018421 151.56522686744603 2.5000000000000004 5.5000000000000009 0.64862486518286111 0.86557842671156104 77.250068664550795 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -4 7 -7 9 -3 11 12 -8 right_child=-2 8 3 -5 -6 6 10 -9 -10 -11 -12 -13 -14 leaf_value=-0.0025609247121904464 0.00030227055750366128 8.9946130422119931e-05 -0.0018706295023053242 -0.0010346299465987085 0.0037295068453214644 0.00051087615181144097 0.0022802433977921048 0.0075080397505398527 0.00029910290050258888 -0.0040289284602212832 -0.00016207001186439087 -0.00093103444824217457 0.018786390346824316 leaf_count=11275 523284 6216 19896 66646 4196 3379 12375 2400 8237 13167 234662 5476 272 internal_value=0 -0.00619635 -0.00457841 -0.00347941 -0.000620353 -0.00147733 0.00058003 0.0515345 -0.0273184 -0.0408447 -0.000584857 0.0234939 0.0397468 internal_count=911481 388197 360577 349302 282656 278460 258564 5779 27620 19383 252785 18123 12647 shrinkage=0.0663007 Tree=65 num_leaves=14 num_cat=0 split_feature=16 29 17 11 18 27 17 11 30 26 22 27 25 split_gain=24.2928 17.3012 17.0919 14.9434 13.9296 13.472 16.736 16.6562 15.4657 22.2289 16.8867 24.4913 17.5804 threshold=175.86560853358412 0.18557555155066241 29.274100961127566 0.80159344439530211 6.5000000000000009 14.500000000000002 76.673568575397852 0.73613818032756351 1.0000000180025095e-35 1.9370656624157059 515.75000000000011 31.500000000000004 461.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 -3 -1 5 -4 8 -8 10 -10 11 -7 -13 right_child=1 2 4 -5 -6 6 7 -9 9 -11 -12 12 -14 leaf_value=-0.0015865066574521974 -0.002089721798459363 0.0031647452690012883 0.00040687259551101904 0.00020452809722980476 0.012639413333071829 -0.00052723626244509836 0.0044681503820099078 -0.0040320562507656574 -0.00093112087231748768 -0.006271303347583088 0.00017496291229182764 -0.0096396818653950774 -0.0025542017470134757 leaf_count=63541 15319 8234 380572 30215 391 71865 5982 1220 35367 3794 286965 2078 5938 internal_value=0 0.0017714 0.00240695 -0.0152231 0.00193701 0.00184406 -0.0021096 0.0456743 -0.00295722 -0.0218473 -0.000940694 -0.0138002 -0.0662282 internal_count=911481 817725 802406 93756 794172 793781 413209 7202 406007 39161 366846 79881 8016 shrinkage=0.0663007 Tree=66 num_leaves=14 num_cat=0 split_feature=0 14 28 27 5 24 18 28 18 27 17 24 17 split_gain=18.4967 17.0324 16.1315 15.1908 13.8423 13.5004 12.4244 11.7777 39.9454 19.9302 16.9286 16.667 15.542 threshold=22.000000000000004 19.955944918247564 729.25000000000011 2.5000000000000004 45.000003814697273 19.500000000000004 2.5000000000000004 971.75000000000011 1.5000000000000002 14.500000000000002 69.967759919524084 6.5000000000000009 61.513697398448251 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 4 3 -3 -2 -4 -5 9 -9 -1 -11 -10 -13 right_child=1 2 5 6 -6 -7 -8 8 11 10 -12 12 -14 leaf_value=0.0012650861498057651 -0.00077721370115094027 -0.0070890720096256294 0.0003119240338232685 -0.00078543352495591 -0.0044096189524325128 0.0033516005645258338 0.00013259997271934402 0.00026992493379017447 -0.0023210502969590509 9.5351916395580512e-06 0.0039707699281272494 -0.006830619111722505 -0.020824025208330866 leaf_count=109225 116345 1475 191306 134032 4802 6646 125463 41387 4529 168165 4880 2828 398 internal_value=0 -0.0033476 -0.0005635 -0.0057271 -0.0138942 0.00624394 -0.00515189 0.00601716 -0.00827021 0.00850453 0.00182871 -0.0741342 -0.129064 internal_count=911481 580069 458922 260970 121147 197952 259495 331412 49142 282270 173045 7755 3226 shrinkage=0.0663007 Tree=67 num_leaves=14 num_cat=0 split_feature=16 9 11 21 13 12 21 7 25 14 17 17 7 split_gain=20.8167 18.368 25.9081 13.7699 23.9854 11.8692 12.5404 13.863 16.6339 11.7593 11.661 11.2465 15.9045 threshold=224.91351945854487 0.9624438332426607 0.67507255154313983 1.5000000000000002 52.744825267280028 102.23401871576776 1.5000000000000002 -58.257785797119134 244.75000000000003 34.636937614689607 62.473707367993619 85.147289861966001 -45.058826446533196 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 10 9 -5 6 -4 -8 -9 -1 -3 -11 -13 right_child=-2 2 5 4 -6 -7 7 8 -10 11 -12 12 -14 leaf_value=-0.00045596334754854434 0.00040376471487455303 0.0010869323645707626 -0.0025346485194114397 -0.00057897568098298606 -0.0025604035182692697 0.00061040842095857854 0.0011954332722381063 -0.009550428730902118 -0.00035931802071496806 0.0017039704911886945 0.0043560909612054832 -0.00039140397094383636 0.014167539868161209 leaf_count=12163 351024 12506 10748 150497 32688 79221 27037 869 218369 7211 7780 555 813 internal_value=0 -0.00373076 0.000598862 -0.0113003 -0.0140654 -0.00149496 -0.00479347 -0.00333425 -0.005969 0.0131198 0.0353044 0.0414707 0.124598 internal_count=911481 560457 356530 203927 183185 336244 257023 246275 219238 20742 20286 8579 1368 shrinkage=0.0663007 Tree=68 num_leaves=14 num_cat=0 split_feature=0 2 24 25 17 25 21 25 21 25 7 17 17 split_gain=16.1944 13.6152 11.5094 29.0414 30.8684 14.5841 13.9744 12.0093 13.3023 16.1982 12.4822 15.1771 11.7522 threshold=29.500000000000004 12.404508611955423 7.5000000000000009 1025.2500000000002 57.157921711247802 244.75000000000003 10.500000000000002 849.25000000000011 1.5000000000000002 6288.5000000000009 -69.417133331298814 59.62530583022383 50.499153854634812 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 7 5 6 -4 -5 -1 10 12 -9 -12 -10 right_child=1 -3 3 4 -6 -7 -8 8 9 -11 11 -13 -14 leaf_value=0.0012629209315747686 -0.00063462370978508678 0.00010547895967087423 -0.012504297699098138 -0.0022355344661883479 -0.017092743973452115 0.00016399795765184637 -0.026024282057112911 -0.0017053430620476862 0.00022119676192729028 -0.0079279033399478564 0.001426619722980505 0.0076338706786762871 -0.0022585345074075517 leaf_count=86015 231690 206782 400 8229 695 299695 110 5048 37716 1266 21140 1886 10809 internal_value=0 -0.00430755 0.00412873 0.000537158 -0.0553264 0.00221886 -0.038451 0.0109036 0.00190626 -0.00790825 0.0193129 0.0291858 -0.00499491 internal_count=911481 438472 473009 309129 9034 300095 8339 163880 77865 49791 28074 23026 48525 shrinkage=0.0663007 Tree=69 num_leaves=14 num_cat=0 split_feature=29 11 15 7 9 24 5 4 1 27 11 20 20 split_gain=17.3101 20.7611 14.9448 14.139 17.8255 14.5795 16.6411 13.3389 49.9557 12.8528 23.5334 11.3604 12.7497 threshold=0.16224587634869206 0.90460841037726358 0.25317249370297762 -1.0000000180025095e-35 0.96602164629525633 1.5000000000000002 436.47608947753912 48.464258193969734 9678.0000000000018 1.5000000000000002 0.42462197634928961 0.69825224197155189 1.0808335063861745 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 4 5 -4 11 8 9 10 -2 -7 -13 right_child=1 -3 3 -5 -6 6 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.0019009271082271594 0.02724918094804989 0.00099834785661334353 0.0022849925724828038 -0.00028423044710175813 0.00098210793879080949 -0.0014735265755809965 -0.035958357431521079 0.0033117946734203658 -0.036960857914009444 -0.0019504252129925791 -0.018033493547837971 0.00028679268430175612 -0.00097020100374482126 leaf_count=20603 57 89892 11429 424158 110427 24813 57 1752 186 12698 439 170158 44812 internal_value=0 0.000647752 -0.000969448 -0.000370058 0.00422329 -0.000430608 -0.00209343 -0.0320977 -0.0428413 -0.0355864 -0.193507 -0.001965 0.000373504 internal_count=911481 890878 800986 785854 361696 251269 239840 15132 13380 13194 496 239783 214970 shrinkage=0.0663007 Tree=70 num_leaves=14 num_cat=0 split_feature=29 2 21 25 9 15 27 15 14 27 1 30 29 split_gain=14.8054 11.2069 19.7246 14.9746 13.6425 13.4063 12.2563 10.1483 13.8903 12.4933 15.7793 9.29251 10.1397 threshold=0.16224587634869206 25.430952380952384 1.5000000000000002 1164.2500000000002 0.95415584097532535 0.71151571326154672 14.500000000000002 0.25317249370297762 39.951901204308093 1.5000000000000002 2059.5000000000005 1.0000000180025095e-35 0.097662619970567646 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=11 4 7 6 -2 -6 -4 8 9 10 -3 12 -1 right_child=1 2 3 -5 5 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=-0.007963446925156643 -0.00074706782449580986 0.001983904328707731 0.0010285482637280069 -0.00096030572991612142 0.00036514466976904369 -0.00034184797135593047 -1.0939005229939792e-05 0.0020904264938161016 0.0031984903742036863 -0.0029771601538731776 -0.028367912624273278 -0.00090395457586231606 -0.0020198419447536118 leaf_count=1928 124399 119 81125 43601 251085 222272 129379 35620 1469 1646 205 14982 3651 internal_value=0 0.000534969 0.00559939 0.00238349 -0.00194883 0.000500228 0.00587721 0.026521 -0.0253551 -0.0802354 -0.259728 -0.0266071 -0.0614449 internal_count=911481 890920 293164 254105 597756 473357 210504 39059 3439 1970 324 20561 5579 shrinkage=0.0663007 Tree=71 num_leaves=14 num_cat=0 split_feature=16 17 18 10 22 19 29 6 33 29 11 11 7 split_gain=17.0834 14.2874 12.7318 12.6207 13.0483 32.6189 18.5217 17.3302 11.4314 13.9559 11.1449 11.0462 10.1375 threshold=168.71951032008576 36.447797876496843 6.5000000000000009 0.96603881855397133 2178.7500000000005 2600.7500000000005 0.99999213537226439 0.22367165254580121 2.5000000000000004 0.16224587634869206 0.835485096578096 0.92740606305034634 -16.699242591857907 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 3 8 -2 -5 6 -6 -8 9 -3 -1 12 -11 right_child=1 2 -4 4 5 -7 7 -9 -10 11 -12 -13 -14 leaf_value=-0.0013405282340197072 0.0016023481872150737 -0.0033408504341152978 0.01205843981076957 0.0018791595406152293 0.0013320996892412875 -0.0023934358647679783 -0.012423809616899846 -0.050923558133205996 -0.00128643523044719 0.00041503954797701996 0.00087686138187444542 0.0013272670568773373 -0.00012620318251971356 leaf_count=60408 41758 5258 386 2456 82 2862 85 130 28626 216684 11932 30291 510523 internal_value=0 0.00131353 0.000304219 0.0181826 -0.0263288 -0.068834 -0.384274 -0.538497 0.000215657 0.000951941 -0.0147025 0.00130831 0.000528946 internal_count=911481 839141 791768 47373 5615 3159 297 215 791382 762756 72340 757498 727207 shrinkage=0.0663007 Tree=72 num_leaves=14 num_cat=0 split_feature=16 11 17 18 6 22 19 6 4 8 11 4 29 split_gain=14.6638 11.2666 11.2631 10.9249 9.99697 11.5699 31.9356 17.7312 16.4361 33.4601 10.934 21.9107 9.95143 threshold=171.23964192928955 0.82532692307692324 36.447797876496843 6.5000000000000009 0.27028144245380786 2178.7500000000005 2600.7500000000005 0.22367165254580121 54.000650405883796 11176.500000000002 0.59567789933643611 35.510051727294929 2.2283259587020656 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 12 5 -2 7 -7 9 10 11 -8 -4 right_child=2 -3 3 -5 -6 6 8 -9 -10 -11 -12 -13 -14 leaf_value=-0.0012626129425092744 0.0013593121467230828 0.00068302277719673192 6.2873079766757211e-05 0.011134269422441416 0.0014613210099627834 -0.0079336481394365888 0.0031007409117990163 -0.041492493396727483 0.0062738198829022538 -0.034430983494564756 -0.00089217877749451493 -0.040896787283842946 -0.0012955325987198305 leaf_count=62853 3169 16522 760522 389 40627 130 107 148 732 160 1560 93 24469 internal_value=0 -0.0129354 0.00129006 0.000392677 0.0163735 -0.0213779 -0.0666742 -0.389129 -0.0328724 -0.0814815 -0.0416784 -0.261809 0.000309652 internal_count=911481 79375 832106 785380 46726 6099 2930 278 2652 1920 1760 200 784991 shrinkage=0.0663007 Tree=73 num_leaves=14 num_cat=0 split_feature=16 1 29 17 20 17 16 16 29 9 5 16 6 split_gain=14.5356 10.9517 12.489 12.6242 12.2949 10.4057 24.6926 15.1324 16.0775 11.5887 10.7544 10.3771 10.8425 threshold=175.86560853358412 133.50000000000003 0.055699812599661815 29.274100961127566 0.96900939836729105 39.318576046282807 147.42361472042924 107.97436475087395 0.87490571689547558 0.9523095026908609 77.250068664550795 186.98152479118536 0.12601527459692957 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 -2 4 11 -3 6 -1 8 9 -7 -11 -4 -13 right_child=1 2 3 -5 -6 7 -8 -9 -10 10 -12 12 -14 leaf_value=-0.0017059630460022064 -0.0016861172526330796 -0.0010327336798060679 0.014706592471344846 0.00010358854089523434 -0.020030406267904619 -0.0049683942881770752 0.0021962965487013213 -0.0014734342077583058 0.008711452827966662 0.0016298340161576624 0.021393444767693417 -0.022513197279569318 0.0024868384841964693 leaf_count=14040 14979 341 305 793811 267 1142 14479 62038 1347 594 152 77 7909 internal_value=0 0.00135932 0.00185925 0.00196785 -0.141408 -0.0117843 0.0041508 -0.0187466 0.0479308 -0.0116155 0.0853194 0.0407867 0.0338728 internal_count=911481 817689 802710 802102 608 93792 28519 65273 3235 1888 746 8291 7986 shrinkage=0.0663007 Tree=74 num_leaves=14 num_cat=0 split_feature=11 16 7 21 1 17 11 30 16 17 21 28 21 split_gain=13.6027 13.9845 13.7506 12.6521 12.5254 13.8898 13.1746 11.7729 11.9675 10.3923 24.5192 9.9183 22.4774 threshold=0.8763909996622764 147.42361472042924 -7.5946431159973136 9.5000000000000018 2650.5000000000005 65.333986813920276 0.65452531208310971 1.0000000180025095e-35 129.94937843535141 63.71669582136397 1.5000000000000002 299.75000000000006 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 3 -3 -1 -6 -7 8 -2 11 -11 12 -4 right_child=7 2 9 -5 5 6 -8 -9 -10 10 -12 -13 -14 leaf_value=-0.0021707241996577371 0.0121912993989066 0.00017989162544145465 0.0013951337679381009 0.0023121493571856234 -0.0042761631713693479 0.0097873383373053291 -0.0057388834076903513 -0.0012540345956530874 0.00062334629113510267 0.0081722416208780384 -0.0042480300947605526 -0.00025926145073170239 -0.014604334370988984 leaf_count=22191 394 272325 891 12808 765 1206 300 15545 176226 787 6226 401136 681 internal_value=0 -0.00200195 -0.00117465 0.00415789 -0.0255017 0.0452324 0.100971 0.00746893 0.00979102 -0.00488567 -0.0430497 -0.00422106 -0.0834973 internal_count=911481 719316 694854 285133 24462 2271 1506 192165 176620 409721 7013 402708 1572 shrinkage=0.0663007 Tree=75 num_leaves=14 num_cat=0 split_feature=16 15 11 1 1 6 18 24 14 29 13 25 22 split_gain=12.133 11.4653 16.4279 20.2408 11.3451 11.3342 10.7114 18.0202 22.9871 10.3036 16.5803 11.535 12.9331 threshold=223.54398421031746 0.39238679182367536 0.79045302424155051 1164.5000000000002 17511.500000000004 0.86956521876204507 3.5000000000000004 20.500000000000004 19.004937666915442 0.95189179302655236 47.687243292687896 596.25000000000011 515.75000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 -1 -3 -2 -8 9 11 -11 -9 -13 right_child=6 5 3 -5 -6 -7 7 8 -10 10 -12 12 -14 leaf_value=-0.0027978310966798366 0.0003814071632152156 4.6434521090732402e-05 -0.0010439111676172593 0.0044974131529017213 0.009398556817138316 -0.00073774020161482962 0.00019775247533410843 -0.0038478470742195053 -0.0022082267827495876 -0.034216993834102483 0.0072710760820566276 -0.04621838866731446 -0.012614955610473967 leaf_count=19923 356726 392853 12577 3765 341 102073 15641 597 6446 184 55 64 236 internal_value=0 -0.00300202 -0.0200794 0.00351042 -0.0391035 -0.00173894 0.00439795 -0.0164119 -0.0564212 -0.187583 -0.372085 -0.138423 -0.298393 internal_count=911481 531532 36606 16342 20264 494926 379949 23223 7582 1136 239 897 300 shrinkage=0.0663007 Tree=76 num_leaves=14 num_cat=0 split_feature=0 16 28 21 12 23 29 29 28 18 21 12 27 split_gain=11.9343 13.9329 11.8648 19.5329 13.81 10.5474 10.0529 10.0094 9.72574 27.0816 14.8995 15.2307 13.0718 threshold=17.500000000000004 158.78557310228999 696.25000000000011 9.5000000000000018 78.059397513309008 0.60615278411811224 1.607314584198146 1.9882360187238237 960.25000000000011 1.5000000000000002 6.5000000000000009 155.99747468305836 14.500000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 -3 4 -4 -5 -7 -6 12 -10 -11 -12 -1 right_child=1 2 3 5 7 6 -8 -9 9 10 11 -13 -14 leaf_value=0.0012063689405567455 -0.0013952805858286181 -0.00032749586442518374 -0.0016065394843916513 -0.0047772518462871659 0.0003970643743287874 0.0035523576214739542 -0.010882993298108753 -0.0011739388128263932 0.00018323921082592527 -0.0035493584157022797 -0.020283019062455547 0.0058280250972598639 0.00015454596296606772 leaf_count=84235 36981 345811 18590 758 219559 11650 216 19403 32612 5621 458 125 135462 internal_value=0 -0.00219212 -0.0010603 0.00390494 0.00202247 0.0423105 0.0496161 0.00406487 0.00583545 -0.00875695 -0.0693168 -0.221485 0.00841363 internal_count=911481 652968 615987 270176 257552 12624 11866 238962 258513 38816 6204 583 219697 shrinkage=0.0663007 Tree=77 num_leaves=14 num_cat=0 split_feature=11 7 9 17 29 21 25 21 6 19 4 15 12 split_gain=10.8041 10.6408 16.3683 13.8898 12.5036 12.3403 11.9021 24.9274 11.4516 10.914 20.1882 10.3991 11.1052 threshold=0.90460841037726358 -1.0000000180025095e-35 0.95576637566247913 67.434843666611485 10.12391871991681 1.5000000000000002 244.75000000000003 3.5000000000000004 0.2407539035376797 5177.5000000000009 35.510051727294929 0.25317249370297762 188.74873734152922 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 5 -4 -5 8 7 -3 9 10 -1 12 -8 right_child=-2 6 3 4 -6 -7 11 -9 -10 -11 -12 -13 -14 leaf_value=-0.0059317671525260787 0.00065646227946456956 0.00055361156042099072 0.0004170916368404001 0.0025903336804459641 -0.045303441837876504 -0.0005521472483022568 -0.00017731239978727905 -0.015493600407211802 0.0012540573505016477 0.0027243723432758566 -0.045398055738712098 -0.00025535451915137842 -0.006444765432819184 leaf_count=1130 95607 1090 189720 14964 24 146338 2490 698 28206 657 60 428016 2481 internal_value=0 -0.0013347 0.00252265 0.00860614 0.0379127 -0.00453747 -0.00471582 -0.0861364 0.0139195 -0.0623634 -0.119481 -0.0043796 -0.0498541 internal_count=911481 815874 381099 204708 14988 176391 434775 1788 30053 1847 1190 432987 4971 shrinkage=0.0663007 Tree=78 num_leaves=14 num_cat=0 split_feature=11 16 26 30 16 26 16 19 14 27 28 6 28 split_gain=9.69738 11.1415 11.8954 9.86699 9.86049 8.88512 14.4366 14.0856 12.1242 13.2457 26.2282 15.7153 11.8378 threshold=0.8763909996622764 147.42361472042924 3.4789650309705293 1.0000000180025095e-35 129.94937843535141 1.4111905126503668 202.52355233578473 53484.000000000007 27.6107413910802 2.5000000000000004 479.25000000000006 0.774193550023767 299.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 -2 8 -7 -8 9 10 -3 12 -11 right_child=3 5 -4 -5 -6 6 7 -9 -10 11 -12 -13 -14 leaf_value=-0.001624170085434262 0.011042577554839421 0.0055804398381362266 0.015029933342066388 -0.0011744642215566147 0.00054220873502331063 -0.0028302457354096853 -0.00031382543379604119 -0.027161209956857734 0.00062514167101276798 -0.0061168334962450454 -0.0048111362392781404 -0.00062370199996686251 0.00021539890142869807 leaf_count=24319 394 1303 190 15589 176151 11865 76157 86 121745 1303 5912 153986 322481 internal_value=0 -0.00159505 -0.0225497 0.006402 0.00853147 -0.000855915 -0.0102397 -0.00519012 0.000506783 -0.00173292 -0.0442598 -0.0010907 0.00286447 internal_count=911481 719347 24509 192134 176545 694838 88108 76243 606730 484985 7215 477770 323784 shrinkage=0.0663007 Tree=79 num_leaves=14 num_cat=0 split_feature=0 28 5 13 24 16 24 28 17 28 24 11 17 split_gain=10.4932 10.3998 14.657 13.6468 12.1767 11.1114 9.81137 19.7839 19.5411 13.3807 12.3092 15.9233 11.0485 threshold=29.500000000000004 742.25000000000011 48.000003814697273 29.517767796442083 18.500000000000004 216.98652539295537 7.5000000000000009 971.75000000000011 61.513697398448251 847.25000000000011 14.500000000000002 0.8809639953542393 47.794808058461868 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 -3 -5 -4 9 -8 10 -1 -9 -12 -11 right_child=1 3 5 4 -6 -7 7 8 -10 12 11 -13 -14 leaf_value=0.0011836057824322116 -0.00037359191726547619 -0.0016011082358803319 -0.0045870754439111773 0.00026569803141151432 0.0034269135490406668 -0.00078820873812605625 8.8411448879183868e-05 -0.0018765663158002409 -0.01620648994989651 0.00048127312579760481 -0.0006574661480051962 -0.032068206884814772 -0.0013109403818916826 leaf_count=88700 258977 16960 6502 143421 5564 7059 300305 8068 473 54197 146 138 20971 internal_value=0 -0.00351274 -0.00731293 0.00272846 0.00578812 -0.0393604 0.00327808 -3.79014e-05 -0.0467049 0.00953353 -0.0355066 -0.240125 -0.000282556 internal_count=911481 438483 272538 165945 148985 13561 472998 309130 8825 163868 8352 284 75168 shrinkage=0.0663007 Tree=80 num_leaves=14 num_cat=0 split_feature=0 16 28 29 21 1 21 6 4 16 28 18 13 split_gain=9.85463 10.5644 9.33139 14.3946 13.6146 10.6532 10.0038 10.1367 9.77637 17.3365 8.34103 22.175 12.3911 threshold=17.500000000000004 168.71951032008576 723.25000000000011 0.51124078210139212 9.5000000000000018 1294.5000000000002 5.5000000000000009 0.27028144245380786 52.563776016235359 243.66729091076809 971.75000000000011 1.5000000000000002 69.578366415068345 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 -2 -3 -4 6 -6 7 8 9 -5 -1 -12 -13 right_child=1 2 3 4 5 -7 -8 -9 -10 -11 11 12 -14 leaf_value=0.00050295118201630986 -0.0010047358291412393 -0.00026514669374897272 -0.0011952748571321765 -0.0018460034790064774 0.0033693569377663568 -0.012586570593276237 -0.00066380572343814202 0.00068524904062947231 0.0050695092437081464 -0.018285126325077714 0.00013689010166166287 -0.0061206688879517713 0.00049080063300846672 leaf_count=220279 56429 364072 26073 6906 8514 188 35455 154154 833 294 32191 4346 1747 internal_value=0 -0.00207618 -0.000838968 0.00411133 0.0069088 0.04562 0.00520438 0.00853078 -0.0261014 -0.0379674 0.00521809 -0.00840591 -0.063725 internal_count=911481 652918 596489 232417 206344 8702 197642 162187 8033 7200 258563 38284 6093 shrinkage=0.0663007 Tree=81 num_leaves=14 num_cat=0 split_feature=17 15 18 0 28 18 6 21 1 5 27 17 11 split_gain=10.3421 9.72373 9.32679 7.58883 9.84857 15.5842 11.7018 10.6934 12.3547 12.0707 9.23201 11.1056 10.5995 threshold=33.721742917508188 0.26522665026719078 6.5000000000000009 17.500000000000004 984.25000000000011 1.5000000000000002 0.34375504714514249 6.5000000000000009 1342.5000000000002 36.962350845336921 14.500000000000002 69.967759919524084 0.74120588282867506 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 10 -6 -7 -8 9 -9 -2 -12 -13 right_child=2 -3 -4 -5 5 6 7 8 -10 -11 11 12 -14 leaf_value=-0.0014484411576785529 0.00097191720292549193 0.0015091757331069926 0.010061554785126568 -0.00017319221168297775 -0.00014945544766482966 0.0021752298241879426 -0.0045409504289776947 -0.0095542434741218447 0.0021231283335502033 -0.035470933242094438 -2.9411424287464947e-05 0.0048234611839687476 -0.0067761078138603168 leaf_count=5749 81592 32565 401 631037 22910 1040 3838 159 126 157 128155 3366 386 internal_value=0 0.016069 -0.000717114 -0.000787169 0.00397716 -0.0135764 -0.0623341 -0.0854529 -0.232744 -0.338316 0.00629818 0.0011264 0.0547523 internal_count=911481 38314 873167 872766 241729 28230 5320 4280 442 316 213499 131907 3752 shrinkage=0.0663007 Tree=82 num_leaves=14 num_cat=0 split_feature=11 7 9 15 5 13 24 26 21 7 4 7 13 split_gain=8.93908 8.15074 13.9372 9.29954 9.51151 10.5762 15.7271 9.30365 8.80965 12.3816 12.314 16.4445 9.27284 threshold=0.89998960643015535 -1.0000000180025095e-35 0.96602164629525633 0.25317249370297762 80.390075683593764 179.40396742920873 3.5000000000000004 0.58511913873156807 1.5000000000000002 -68.198589324951158 227.94919586181643 -60.867895126342766 49.046617995595156 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 8 4 -3 6 -6 -7 9 -1 -11 -12 -10 right_child=-2 3 -4 -5 5 7 -8 -9 12 10 11 -13 -14 leaf_value=-0.0010250447517301958 0.00056202335645693161 -0.00029401637821583834 0.00077104151768919325 -0.00024189322697822278 -0.015965269183896489 0.029920752978489777 -0.0030069587215352128 -0.001476790246075134 1.6896881945177613e-05 0.001865329078026709 -0.045547648124621087 -0.0047278870593437557 -0.00089322457946888528 leaf_count=10805 109942 2540 111351 417410 776 44 877 726 160890 24728 48 451 70893 internal_value=0 -0.00113871 0.00222694 -0.00416007 -0.0471921 -0.0920143 -0.137106 0.0047866 -0.00168239 0.0128641 0.0249959 -0.130533 -0.00394373 internal_count=911481 801539 379166 422373 4963 2423 1653 770 267815 36032 25227 499 231783 shrinkage=0.0663007 Tree=83 num_leaves=14 num_cat=0 split_feature=17 10 22 22 26 29 11 22 29 26 22 1 6 split_gain=9.0697 8.00811 7.92939 14.418 11.3472 11.0907 7.67571 7.7027 7.52617 9.25767 7.03661 13.7773 10.7465 threshold=33.721742917508188 0.96603881855397133 2178.7500000000005 2496.2500000000005 0.99602937490047827 1.1861910064157257 0.92740606305034634 280.25000000000006 0.097662619970567646 0.7280065146579805 12658.250000000002 9678.0000000000018 0.17449561389008286 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 8 -3 4 -4 -6 7 -2 9 -1 11 -5 -13 right_child=6 2 3 10 5 -7 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.00061177143422139332 -0.0019578862421438317 0.0015788112815428386 0.0014210203201513762 -0.0025868394294001128 -0.040951953426255502 0.00049974075934599194 0.00088953315620652978 -6.6637615546191105e-05 0.00174450838364431 -0.017156993088492532 0.0015200517776258508 -0.03323673520595747 -0.0051295985749865809 leaf_count=4287 9576 2063 73 1188 112 38 36843 826658 29137 154 1112 127 113 internal_value=0 0.0149927 -0.0230973 -0.0581229 -0.301919 -0.459284 -0.000709367 -0.00133173 0.0204671 -0.0178808 -0.0367187 -0.0831653 -0.3017 internal_count=911481 38404 4826 2763 223 150 873077 836234 33578 4441 2540 1428 240 shrinkage=0.0663007 Tree=84 num_leaves=14 num_cat=0 split_feature=18 11 30 15 11 23 20 5 1 5 21 19 28 split_gain=8.01801 7.42177 9.69483 8.44317 16.0204 9.7938 10.3169 8.59294 10.3634 9.26909 8.41401 8.29648 10.1591 threshold=6.5000000000000009 0.87028243021346485 1.0000000180025095e-35 0.47672770573560663 0.72549847641759413 0.78464605585274649 1.1549514729569501 43.565807342529304 869.50000000000011 61.003850936889656 10.500000000000002 427.25000000000006 668.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 11 5 7 10 8 -5 -9 -7 -1 -13 right_child=-2 2 -4 4 -6 6 -8 9 -10 -11 -12 12 -14 leaf_value=0.0012137682687548611 0.0093470163546739166 0.00047395358161012117 -0.0011635869521709166 -0.00032075747978813481 -0.00022361692255845513 0.00093774984669911239 -0.0005759796957156651 -0.0061921211565283373 0.0064028077640344632 0.00054698543586264507 0.0042746889470436445 -0.0019913475069714259 -0.00043560311804980068 leaf_count=9753 404 199384 17269 29795 413349 112093 20540 2217 1043 1507 3423 24328 76376 internal_value=0 7.00283e-05 0.00517986 -0.00152418 -7.68301e-06 0.00814476 0.0119634 -0.00688744 -0.00140803 -0.0522617 0.0156353 -0.00954167 -0.0122388 internal_count=911481 911077 216653 694424 583967 170618 136056 34562 30838 3724 115516 110457 100704 shrinkage=0.0663007 Tree=85 num_leaves=14 num_cat=0 split_feature=17 16 16 26 16 17 17 8 22 33 8 12 22 split_gain=8.30358 10.3131 10.8939 13.5844 10.5453 15.2171 10.254 9.95419 9.03563 7.78427 12.3398 8.6117 7.99924 threshold=33.721742917508188 181.96241368487134 107.97436475087395 0.96192639085277165 145.0579801048969 45.05004738333195 109.36020199621227 638.50000000000011 2390.2500000000005 2.5000000000000004 122.50000000000001 62.26040764008566 699.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 6 -6 7 -4 -5 10 -3 12 -12 right_child=1 9 4 8 5 -7 -8 -9 -10 -11 11 -13 -14 leaf_value=0.00095662602655160361 -0.0004470163334853723 -0.0035999094449179108 -0.002135698480030695 0.00034747618185841005 0.00073981800244308322 -0.0011332898673852593 0.00313196988292916 -0.0068031234642244405 0.011949261006484928 -0.0010286349949371572 0.00086550378802641354 6.3758558950342508e-05 0.0044112151121683029 leaf_count=38273 1958 3976 8830 436 28171 58983 1248 2600 913 28724 18857 715228 3284 internal_value=0 -0.000620195 -0.0100107 0.0464566 -0.0118812 -0.00796131 -0.0388284 -0.0482258 0.123672 0.000637522 0.00126335 0.00156294 0.0209864 internal_count=911481 873208 103139 3307 99832 87154 12678 11430 1349 770069 741345 737369 22141 shrinkage=0.0663007 Tree=86 num_leaves=14 num_cat=0 split_feature=29 11 30 11 20 28 27 22 21 26 22 20 27 split_gain=7.26018 9.15713 7.87337 12.8783 7.45714 8.83385 8.7686 30.9636 18.8296 16.513 14.6382 13.921 13.6195 threshold=0.16224587634869206 0.93944226448851798 1.0000000180025095e-35 0.64216359620771402 1.103241852077437 1930.2500000000002 22.500000000000004 477.25000000000006 11.500000000000002 0.74479340639398728 2910.5000000000005 0.63490899781222365 31.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 3 -1 6 -6 -2 12 9 -9 -11 -12 -8 right_child=1 -3 -4 -5 5 -7 7 8 -10 10 11 -13 -14 leaf_value=-0.013756900724742369 0.00020043222068388076 0.0013584294730431754 -0.00044178327555390999 -0.0023823116485680311 -0.00039888111233356006 -0.0063557832397564441 -0.0020944669957028675 0.0011326001003398914 0.0017664328255335838 -0.00076750481426089354 0.010530524922189246 -0.042139999527439888 -0.0067649787991185097 leaf_count=479 576315 22275 15034 5056 139116 1103 12876 24958 21430 89248 32 71 3488 internal_value=0 0.000468513 -0.0185345 -0.0507788 -4.48822e-05 -0.006723 0.00124064 -0.00551297 -0.000559041 -0.00565867 -0.0120109 -0.388779 -0.0466057 internal_count=911481 890912 20569 5535 868637 140219 728418 152103 135739 114309 89351 103 16364 shrinkage=0.0663007 Tree=87 num_leaves=14 num_cat=0 split_feature=0 28 29 27 28 13 16 25 18 19 14 13 16 split_gain=7.50625 8.51454 11.3103 9.91183 10.2823 9.64504 12.8841 7.86259 22.4867 24.4541 28.0743 32.3813 32.1539 threshold=33.000000000000007 742.25000000000011 0.62416982249639263 2.5000000000000004 570.25000000000011 49.808728821306723 207.74196418321665 1139.2500000000002 1.5000000000000002 1366.2500000000002 28.198606193141675 45.075378325495613 227.39201664919952 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 3 -3 4 -2 -5 -7 -1 -9 10 -10 12 -12 right_child=1 2 -4 5 -6 6 -8 8 9 -11 11 -13 -14 leaf_value=0.00026240860751780261 -0.0012664625812115889 -0.0010247477764829143 0.00046688598460860081 -0.00032371738116758204 -0.010845739848210726 -0.0048095073918867828 -0.00062855623776255254 -2.4782899811623616e-05 -0.0025343203008259428 0.00013645820792472998 -0.0081000240784920227 -0.0062923083608363503 -0.035625366120718878 leaf_count=467673 1245 27760 114561 210610 815 5021 9134 64929 3119 4507 335 1351 421 internal_value=0 -0.0034094 0.00265366 -0.00721367 -0.0762634 -0.00658082 -0.0318489 0.00243651 -0.00709299 -0.0519169 -0.098466 -0.187641 -0.353364 internal_count=911481 369146 142321 226825 2060 224765 14155 542335 74662 9733 5226 2107 756 shrinkage=0.0663007 Tree=88 num_leaves=14 num_cat=0 split_feature=17 16 17 26 19 21 19 16 16 32 16 28 27 split_gain=6.94004 8.79357 9.71171 9.06825 9.67792 12.3955 8.70529 8.36376 8.40246 13.181 12.0634 7.55735 15.6528 threshold=35.882684967949395 185.39050941409059 109.36020199621227 0.93274595042177733 760.25000000000011 1.5000000000000002 1212.7500000000002 145.0579801048969 204.10406463195696 1.5000000000000002 168.71951032008576 299.75000000000006 4.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 -2 4 -4 6 -6 -1 9 10 -9 12 -3 right_child=1 11 3 -5 5 -7 -8 8 -10 -11 -12 -13 -14 leaf_value=-0.001175268793948477 -0.00071806425327843504 0.0050462309039493352 0.006582743311726133 0.0057727296774608711 -0.025139472906258953 -0.0081614968217228398 0.012862231076980687 0.002586433971953669 0.0005523238981743633 -0.00089988375315137338 0.0085058252061683912 4.414743691633814e-05 -0.0069228134749363089 leaf_count=8937 106434 660 521 1993 30 863 227 6329 38408 3396 1989 739930 1764 internal_value=0 -0.0007535 -0.00909473 0.0417405 -0.0133109 -0.0656886 0.127091 0.010456 0.015481 0.0389258 0.0603595 0.000483246 -0.0552621 internal_count=911481 852422 110068 3634 1641 1120 257 59059 50122 11714 8318 742354 2424 shrinkage=0.0663007 Tree=89 num_leaves=14 num_cat=0 split_feature=29 17 30 11 28 33 20 4 28 12 5 22 17 split_gain=6.31419 10.1291 7.51991 12.226 8.70768 7.109 9.48122 7.19503 11.9106 11.904 7.88387 9.16242 9.16977 threshold=0.16224587634869206 31.333521287401641 1.0000000180025095e-35 0.68254773173637284 5857.2500000000009 2.5000000000000004 0.82505001809799972 182.99998474121097 23005.500000000004 590.23201640908951 289.53628540039068 30276.500000000004 44.957123489369891 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 -1 7 -7 8 -3 -10 11 -9 -13 right_child=1 5 -4 -5 -6 6 -8 10 9 -11 -12 12 -14 leaf_value=-0.003758395237086569 0.0016120318941134555 2.4265930244481484e-05 -0.0003781793642810511 -0.0019968459244603604 -0.01795691653456959 -0.0015474316172110925 0.0024419026590316714 0.0014922704245935307 -0.017947917822730104 0.0083641873376749006 -0.00074535643363623464 -0.0072257074086831859 -0.026401467203604839 leaf_count=370 17299 844795 15001 4822 390 22896 2957 210 81 1130 1080 261 189 internal_value=0 0.000352266 -0.0173637 -0.0486978 -0.166582 -0.000122223 -0.0164575 0.000375939 0.00050806 0.0996106 -0.0638626 -0.149969 -0.230458 internal_count=911481 890898 20583 5582 760 873599 25853 847746 846006 1211 1740 660 450 shrinkage=0.0663007 Tree=90 num_leaves=14 num_cat=0 split_feature=18 15 17 11 1 22 8 14 17 30 5 27 1 split_gain=7.26107 6.52699 9.19743 7.70112 11.6793 7.88687 12.7928 25.472 13.3933 10.6254 24.5801 30.2872 17.8905 threshold=6.5000000000000009 0.25317249370297762 33.721742917508188 0.37597655708911193 2142.5000000000005 2178.7500000000005 5256.5000000000009 36.494153517171419 46.516827188415249 1.0000000180025095e-35 115.64911270141603 1.5000000000000002 2412.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 4 -1 -5 7 9 -9 10 12 -12 -7 right_child=-2 2 -4 5 -6 6 -8 8 -10 -11 11 -13 -14 leaf_value=-0.0065090917768955859 0.0088543223256609023 0.001113781944961291 -1.567941355523235e-05 -0.00050966723086238661 0.005363401500764549 -0.010204700593251325 0.0005775095122327119 -0.038696895030371575 0.0087838431849794636 -0.0012473577897895148 -0.033927748030415462 0.00019964533798357719 -0.031351591881015398 leaf_count=467 407 32915 853519 14554 1655 593 2727 142 32 2633 124 1463 250 internal_value=0 -5.01798e-05 0.000396069 -0.0161042 0.0414861 -0.0215312 -0.0468308 -0.0757521 -0.451953 -0.0628232 -0.110509 -0.0372076 -0.248504 internal_count=911481 911074 886434 24640 2122 22518 7964 5237 174 5063 2430 1587 843 shrinkage=0.0663007 Tree=91 num_leaves=14 num_cat=0 split_feature=18 20 20 29 12 32 29 17 18 10 17 21 26 split_gain=6.10994 5.97998 8.23054 13.1079 15.5559 12.602 11.816 11.2167 10.3782 9.11421 9.83277 12.6941 15.2169 threshold=6.5000000000000009 1.103241852077437 0.88567271637034217 0.097662619970567646 62.26040764008566 1.5000000000000002 0.85143047492148105 58.580595918817501 1.5000000000000002 0.96603881855397133 80.548526377255442 1.5000000000000002 0.78666889930788131 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 -4 9 7 -1 -7 10 -5 -12 -13 right_child=-2 -3 3 5 -6 8 -8 -9 -10 -11 11 12 -14 leaf_value=0.00016491199486206779 0.0081441860894873389 -0.00039486579631557001 0.0033485759056659978 0.0001925268572323038 -0.010345439306824628 0.0054518339623987767 -0.0011937388855533537 -0.001839151752250377 -0.00012419059930355146 -0.0014023569248272914 0.0070963952911685824 -0.0052453807245185086 0.0023560221454813363 leaf_count=142608 405 142932 550 529986 1082 3658 48360 13433 2450 15417 1929 1376 7295 internal_value=0 -1.64613e-05 0.00108868 0.00305971 -0.0864307 0.00331953 -0.00434748 -0.000114788 0.0484944 0.00282326 0.00350699 0.0336638 0.0173415 internal_count=911481 911076 768144 563743 1632 562111 204401 156041 6108 556003 540586 10600 8671 shrinkage=0.0663007 Tree=92 num_leaves=14 num_cat=0 split_feature=0 16 22 24 29 31 2 20 6 19 0 14 28 split_gain=6.39025 8.10099 9.01962 13.283 10.2046 14.6011 15.47 12.1455 8.83714 7.96325 7.82936 7.7318 7.2074 threshold=22.000000000000004 158.78557310228999 523.25000000000011 15.500000000000002 1.9882360187238237 1.5000000000000002 68.911538461538484 0.97115775827363027 0.40677966497572865 537.75000000000011 51.000000000000007 18.214281920804623 660.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 9 11 7 10 8 -6 12 -7 -4 -3 right_child=1 2 4 -5 5 6 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.00023337612455883952 -0.0011274930194775006 0.00020598232323559203 -0.00080911340970284433 -0.0024105711568506902 0.0072943241850737016 -0.0038560709034780893 0.00041999204694223027 2.0587078591185014e-05 -0.032092536372128971 -0.001582370060686351 -0.009231022590104011 0.00022586681612199883 -0.0022665214358575099 leaf_count=331287 33812 64022 34599 15617 35 3970 2997 17910 88 17330 1702 382473 5639 internal_value=0 -0.00198487 -0.00105532 -0.00950493 0.000898367 -0.0180535 -0.0517799 -0.00184018 -0.315002 -0.00468412 -0.0824868 0.00211171 8.80111e-05 internal_count=911481 580194 546382 102608 443774 26702 8669 18033 123 86991 5672 417072 69661 shrinkage=0.0663007 Tree=93 num_leaves=14 num_cat=0 split_feature=11 7 25 27 28 28 17 4 1 1 5 17 10 split_gain=5.7014 8.09128 9.92082 17.4592 17.2609 10.5966 10.5102 12.0316 14.6884 10.9622 9.77036 22.1758 21.7524 threshold=0.8763909996622764 -16.699242591857907 1191.2500000000002 5.5000000000000009 9960.2500000000018 2902.2500000000005 73.167300006017697 54.000650405883796 1131.5000000000002 542.50000000000011 67.977588653564467 65.333986813920276 0.45186935830177039 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 6 -1 8 9 -8 11 -5 -12 right_child=-2 -3 3 10 -6 -7 7 -9 -10 -11 12 -13 -14 leaf_value=0.00027952208982230084 0.00031949950025467134 -0.00025339385789456564 0.0004646550958522026 -0.0023905645707003324 -0.022543748479824311 0.012997022059117824 -0.00090976482146205807 0.020626129282635679 -0.0083768711802043039 0.0035918804726667065 -0.032018652103516843 -0.01167550698837987 -0.00030243882852699412 leaf_count=197749 192063 461366 26198 9260 144 294 3178 154 575 9445 96 1288 9671 internal_value=0 -0.00131376 0.00317046 -0.0100525 0.00607791 0.00631367 0.00604945 0.0332041 0.0299614 0.0370816 -0.0320539 -0.0531568 -0.00926352 internal_count=911481 719418 258052 46513 211539 211395 211101 13352 13198 12623 20315 10548 9767 shrinkage=0.0663007 Tree=94 num_leaves=14 num_cat=0 split_feature=6 12 17 1 5 29 22 18 21 25 29 26 11 split_gain=5.72366 11.1697 8.55262 7.29977 12.8986 12.1253 18.027 8.26109 6.6935 7.25642 6.49747 9.97702 7.43356 threshold=0.86956521876204507 99.169047558312158 109.36020199621227 1204.5000000000002 39.402975082397468 1.2229912335446482 1294.7500000000002 1.5000000000000002 16.500000000000004 525.25000000000011 0.16224587634869206 0.91312757893164564 0.71140089225195624 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 8 3 -3 5 6 7 -5 -2 -10 11 -1 -13 right_child=1 2 -4 4 -6 -7 -8 -9 9 -11 -12 12 -14 leaf_value=-0.00088045541168207161 -0.0007623729138862993 0.00091688814841295449 -0.011904235297373923 -0.011654567954803264 -0.00033986761868721739 0.00050734127917959266 -0.00096543729470066966 -0.035368473868121496 -0.035101837913503062 -0.0015176777198231853 9.7292090024750231e-05 -0.019911558414783686 -0.0043472533571431238 leaf_count=17690 102163 39452 247 102 12633 356 211 176 52 62 737729 202 406 internal_value=0 -0.00565682 0.00609882 0.00696516 -0.0131269 -0.132741 -0.23495 -0.402223 -0.0117689 -0.253945 0.00100574 -0.0176087 -0.143562 internal_count=911481 155454 53177 52930 13478 845 489 278 102277 114 756027 18298 608 shrinkage=0.0663007 Tree=95 num_leaves=14 num_cat=0 split_feature=0 28 5 21 16 14 24 25 21 14 24 6 23 split_gain=5.93613 7.17667 11.6351 9.19373 8.99758 8.92988 7.05574 14.0669 17.4251 12.9475 15.5554 13.0256 14.6147 threshold=33.000000000000007 772.25000000000011 47.00000190734864 2.5000000000000004 207.74196418321665 22.007873747745332 10.500000000000002 1164.2500000000002 1.5000000000000002 36.494153517171419 6.5000000000000009 0.17449561389008286 1.1593660384730782 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 -2 -4 -3 7 -1 -9 10 -10 -11 -13 right_child=1 5 4 -5 -6 -7 -8 8 9 11 -12 12 -14 leaf_value=0.00061406705429670671 -0.001563207209321939 -0.0010591498864023624 -0.0042946313074695621 -0.00015312497252741955 -0.00092114954150236596 0.00045997583981879876 -0.00012015986431887674 0.00079026789492695013 0.00053879372509260746 -0.031873336421496111 -0.0029143792415961939 -0.004873901332734549 -0.00064668911782802456 leaf_count=229096 22534 20334 5639 207378 9058 104042 242022 29280 19529 68 8118 7283 7100 internal_value=0 -0.00299302 -0.00613779 -0.00439406 -0.0334159 0.00319177 0.00220601 0.00544267 -0.0068154 -0.0198459 -0.00716678 -0.0441029 -0.0420386 internal_count=911481 368985 244609 229912 14697 124376 542496 300474 71378 42098 27647 14451 14383 shrinkage=0.0663007 Tree=96 num_leaves=14 num_cat=0 split_feature=18 17 16 16 5 29 16 16 20 16 5 27 28 split_gain=5.38479 5.43805 8.08766 9.19893 10.0968 9.85406 7.81399 8.25559 10.2058 14.7778 7.7132 8.41274 7.46923 threshold=6.5000000000000009 38.349072068251594 190.76766789914305 107.97436475087395 43.880241394042976 3.016876064387588 145.0579801048969 220.66069957340855 0.2985866538744531 168.71951032008576 238.22664642333987 3.5000000000000004 23005.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 3 5 -5 10 -1 8 -8 -10 11 -3 -6 right_child=-2 2 -4 4 12 -7 7 -9 9 -11 -12 -13 -14 leaf_value=-0.0011480267980461039 0.0076614483912156965 -0.0046757560027262807 3.0511671533495955e-05 -0.00040221524709111741 -0.0023673633877962868 0.018281306699849863 -0.00085351488951275023 0.00034765684135040472 0.0015981581571823369 0.0066556227879650542 0.019726933231905611 0.0034683346009746503 0.0077541027749587323 leaf_count=11469 403 742 689833 107570 16119 174 4335 64424 10374 3363 105 2243 327 internal_value=0 -6.26941e-05 -0.000891182 -0.00821541 -0.00959461 0.0441871 0.00714177 0.0105419 0.0294296 0.0427792 0.0311486 0.0217782 -0.0326711 internal_count=911481 911078 817113 127280 124016 3264 93965 82496 18072 13737 3090 2985 16446 shrinkage=0.0663007 Tree=97 num_leaves=14 num_cat=0 split_feature=21 22 24 17 27 27 27 18 22 22 8 26 17 split_gain=5.71728 19.8238 14.7356 12.8604 11.5504 10.3118 9.3557 14.0123 12.1284 10.3163 15.1368 8.55376 11.1187 threshold=9.5000000000000018 505.75000000000006 21.500000000000004 47.95388895079244 52.500000000000007 46.500000000000007 22.500000000000004 1.5000000000000002 471.25000000000006 1146.2500000000002 3297.5000000000005 0.67234768716868787 58.10174925903091 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -3 -5 6 -1 9 -9 -8 -11 -10 -13 right_child=1 3 -4 4 -6 -7 7 8 11 10 -12 12 -14 leaf_value=5.5260112720272064e-05 0.0001064041363487713 -1.5693384379739809e-06 -0.004311042825239789 0.0020167777767334414 -0.01437590285410344 -0.026448688185443613 -0.0024499547624094184 -0.0023103249890490387 0.0013444953657843254 -0.0053481060222182264 -0.029069850999754222 -0.00058107281172263471 0.0021426425052297493 leaf_count=705760 8021 27426 5663 34007 190 65 8508 12648 14729 479 157 86698 7130 internal_value=0 0.00846203 -0.0259683 0.0161076 0.0290449 -0.000635067 -0.000604104 -0.00838772 -0.00553992 -0.0461357 -0.168987 -0.00212545 -0.00564243 internal_count=911481 75307 13684 61623 34197 836174 836109 130349 121205 9144 636 108557 93828 shrinkage=0.0663007 Tree=98 num_leaves=14 num_cat=0 split_feature=0 29 14 30 13 27 25 27 19 5 17 4 27 split_gain=5.28716 14.92 16.7083 13.5727 10.8209 6.87745 10.8282 18.2871 21.5903 14.1676 19.0927 13.9042 13.6863 threshold=48.000000000000007 1.528209289921485 48.773806066188662 1.0000000180025095e-35 29.934401578085698 14.500000000000002 1191.2500000000002 9.5000000000000018 1366.2500000000002 24.999810218811039 53.472310571029524 28.345160484313968 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 -2 6 11 -8 9 -9 -11 12 -1 right_child=1 2 -4 -5 -6 -7 7 8 -10 10 -12 -13 -14 leaf_value=-0.0028121512493320048 -0.0012097717696271995 -0.0019900593537996686 0.001377209617221872 -0.0067288838043189532 0.00024568584854763216 -0.00012764927554529426 5.0571699768043499e-05 0.0048546659778012083 -0.00079244227598852682 -0.0050972256704203247 -0.016014500956512464 0.0017509726257039211 0.00038572525239065331 leaf_count=6032 30138 8437 4161 3878 88073 399491 84880 453 10332 3198 903 33298 238207 internal_value=0 -0.00582048 -0.0340124 -0.0525231 -0.00189115 0.000966387 0.00402813 -0.00490703 -0.0372362 -0.0945998 -0.113138 0.00724005 0.0046266 internal_count=911481 134687 16476 12315 118211 776794 377303 99766 14886 4554 4101 277537 244239 shrinkage=0.0663007 Tree=99 num_leaves=14 num_cat=0 split_feature=0 9 8 21 24 0 21 25 10 16 13 24 19 split_gain=5.42381 6.3625 10.7633 8.98285 10.1063 9.2022 8.58397 19.0778 9.97296 9.37453 9.6706 11.7982 8.92692 threshold=9.0000000000000018 0.9624438332426607 831.50000000000011 2.5000000000000004 6.5000000000000009 40.500000000000007 1.5000000000000002 6288.5000000000009 0.98758733552390221 222.85389706525618 48.697826714328379 8.5000000000000018 8858.0000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 6 3 4 5 -3 -2 9 12 10 -8 -12 -9 right_child=1 2 -4 -5 -6 -7 7 8 -10 -11 11 -13 -14 leaf_value=0.00054550321466627491 0.00057090581880933394 0.00033163195976122322 0.00066924784285861177 5.0602724128452731e-05 -0.0032192904352520545 -0.0018062592757615837 -0.00042513853018695422 -0.010265460817902349 -0.027353485101616223 6.1188179774332544e-05 -0.00085832041472026386 -0.0034919444121347849 -0.0014105135354379268 leaf_count=74614 45634 22504 114128 351261 7227 14587 118467 969 98 126184 23889 10884 1035 internal_value=0 -0.000670195 0.00153886 -0.000929414 -0.0143452 -0.00767939 -0.00411184 -0.00617413 -0.101086 -0.00546014 -0.0107162 -0.025379 -0.0858538 internal_count=911481 836867 509707 395579 44318 37091 327160 281526 2102 279424 153240 34773 2004 shrinkage=0.0663007 Tree=100 num_leaves=14 num_cat=0 split_feature=20 27 22 4 22 21 26 13 27 29 25 20 29 split_gain=5.26626 6.65381 24.5776 22.9384 15.9307 15.4976 14.059 14.4139 12.1598 11.5439 9.51759 9.10182 10.8223 threshold=1.103241852077437 22.500000000000004 477.25000000000006 57.247821807861335 1146.2500000000002 11.500000000000002 0.74479340639398728 40.087671410814217 31.500000000000004 1.7107187388671181 1042.2500000000002 0.78398489784690628 0.055699812599661815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 11 8 5 -5 6 -4 9 -3 -8 -7 -1 -13 right_child=-2 2 3 4 -6 10 7 -9 -10 -11 -12 12 -14 leaf_value=-0.00036882998629364169 -0.00036988944232747964 -0.0017740492480977925 0.0010377065517236518 0.0026502064694467462 -0.039374863739215442 0.0016676633840959937 -0.0011987161834980187 0.00061780434257166983 -0.0061031641736361674 -0.034068867258452658 -0.023358284285482877 -0.007948459049958511 0.00030117160731030847 leaf_count=113319 142975 13269 26608 62 110 22485 65108 26247 3633 47 67 700 496851 internal_value=0 0.00103058 -0.00476182 -0.000434579 -0.3654 1.2014e-05 -0.00457819 -0.0104672 -0.0407925 -0.0184376 0.0240316 0.00252531 0.00436745 internal_count=911481 768506 157636 140734 172 140562 118010 91402 16902 65155 22552 610870 497551 shrinkage=0.0663007 Tree=101 num_leaves=14 num_cat=0 split_feature=26 9 7 25 27 19 10 28 4 25 8 14 7 split_gain=5.41706 5.53104 10.0267 8.85302 12.3639 8.99278 8.58987 10.0437 9.61408 11.4145 7.71119 11.439 11.8313 threshold=6.7052527499691026 0.9624438332426607 -0.9240453541278838 244.75000000000003 1.5000000000000002 183.75000000000003 0.88339858081759448 299.75000000000006 227.94919586181643 52007.500000000007 27785.000000000004 97.342382069868577 -53.067413330078118 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 6 -3 4 -4 -6 -1 -8 10 -10 11 -9 -13 right_child=-2 2 3 -5 5 -7 7 8 9 -11 -12 12 -14 leaf_value=-2.2487783700998536e-05 0.0026291290464325883 0.00056074782030304847 0.013217395445531776 -4.3198437860305395e-05 -0.013314932881796122 -0.0021866028124426611 -0.0097081365041505868 -0.00068074266636031786 -0.038044764440619355 -0.0062181430619419227 0.0040825206427815459 -0.024337818520930851 -0.0039501463513969418 leaf_count=273152 3428 161543 143 378399 594 690 548 90546 60 284 1480 175 439 internal_value=0 -0.000172578 0.0018586 -0.00094803 -0.079565 -0.110629 -0.00317139 -0.0114426 -0.0106471 -0.177514 -0.0100275 -0.0111899 -0.147223 internal_count=911481 908053 541369 379826 1427 1284 366684 93532 92984 344 92640 91160 614 shrinkage=0.0663007 Tree=102 num_leaves=14 num_cat=0 split_feature=6 8 16 29 21 25 9 16 4 27 21 25 6 split_gain=5.64066 6.42086 5.87885 7.27031 5.62585 6.05309 5.51297 14.5918 15.3755 10.3998 8.88719 17.6485 9.46579 threshold=0.86956521876204507 692.50000000000011 168.71951032008576 1.8478937501788801 16.500000000000004 525.25000000000011 0.95194656601979266 107.97436475087395 39.65831375122071 3.5000000000000004 1.5000000000000002 6288.5000000000009 0.2407539035376797 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 4 3 -3 -2 -6 10 8 9 -8 12 -12 -1 right_child=1 2 -4 -5 5 -7 7 -9 -10 -11 11 -13 -14 leaf_value=-0.0027928243918651429 -0.00066522125445424556 -0.0049622591183549466 0.00033234454221419199 0.0095038457827913668 -0.032397820056535603 -0.0010850912877035106 -0.0065157629686813491 0.00016145759284137627 0.018536051616979316 0.0065370629407778486 -0.00036261577019686532 -0.0068791014223880363 0.0010358945618350651 leaf_count=3103 100010 1585 53528 169 51 58 365 555992 356 1013 160105 1848 33298 internal_value=0 -0.00550443 0.00314596 -0.0538219 -0.0102809 -0.237343 0.00111054 0.00272088 0.094312 0.0464501 -0.00341739 -0.00659078 0.0107015 internal_count=911481 155401 55282 1754 100119 109 756080 557726 1734 1378 198354 161953 36401 shrinkage=0.0663007 Tree=103 num_leaves=14 num_cat=0 split_feature=18 10 18 21 12 5 9 11 25 10 12 7 8 split_gain=4.81481 4.65685 6.94695 12.4097 9.92474 10.4302 6.94095 8.84854 12.8739 11.5875 6.86293 6.64478 6.50616 threshold=6.5000000000000009 0.70331243831765911 4.5000000000000009 14.500000000000002 66.402543263816625 26.999344825744632 0.72959113197633629 0.46124845321191305 3079.7500000000005 0.57881407795373796 79.630465325174484 -32.522624969482415 369.50000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 6 4 -4 -6 7 -1 -9 -10 12 -7 -5 right_child=-2 -3 3 10 5 11 -8 8 9 -11 -12 -13 -14 leaf_value=0.0023857206568215824 0.0072122449824746221 0.00011768641695738901 -0.0097290619980220511 -0.021014545283123007 0.0044245940047388556 0.004804113415921402 -0.00015251599657066121 0.0011535289257930575 -0.038555296735568151 -0.0099863592746726477 -0.035644457452269233 -0.011890963277995211 0.0019643908049694759 leaf_count=284 407 561394 542 126 1061 147 346565 175 109 146 65 365 95 internal_value=0 -9.27311e-06 -0.0028739 -0.0564789 -0.0300419 0.0101686 -0.00250329 -0.100998 -0.19147 -0.33481 -0.251983 -0.107052 -0.167973 internal_count=911481 911074 349680 2401 2115 1573 347279 714 430 255 286 512 221 shrinkage=0.0663007 Tree=104 num_leaves=14 num_cat=0 split_feature=17 16 16 8 9 12 14 21 0 9 17 16 30 split_gain=5.13172 8.0514 9.7225 11.5058 10.9201 13.989 11.4522 9.38792 11.1958 8.80709 8.06554 8.99271 7.94675 threshold=109.36020199621227 147.42361472042924 107.97436475087395 653.50000000000011 0.95308987628876407 442.17871555019025 38.955214671610499 1.5000000000000002 28.000000000000004 0.82608068622164266 36.447797876496843 191.41879257234589 1.0000000180025095e-35 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 -1 7 -6 -9 -7 11 12 -3 right_child=-2 10 3 -5 6 9 -8 8 -10 -11 -12 -13 -14 leaf_value=-0.0031570851618861143 0.0024709914437236165 0.00365078313638087 -0.00099618992524540349 -0.0049423470902348844 -0.0071813305630262668 -0.0094538544593236531 0.015302929487632979 0.013752592470570237 -0.00053672829042897101 0.017648906220278832 -2.2749075902442431e-05 0.00037864148978102312 -0.00019742685324465468 leaf_count=2060 3699 7787 15701 4095 319 67 419 440 533 247 828727 44003 3384 internal_value=0 -5.32099e-05 -0.0181716 -0.0273374 0.026246 -0.0176478 0.0871483 0.040558 0.0893661 0.17897 0.000436309 0.0121435 0.0374816 internal_count=911481 907782 23881 19796 4085 2374 1711 1292 973 314 883901 55174 11171 shrinkage=0.0663007 Tree=105 num_leaves=14 num_cat=0 split_feature=20 27 22 4 22 27 18 25 26 14 27 17 17 split_gain=4.94339 5.88372 20.7126 19.8196 13.4427 9.53205 8.92726 9.95604 7.91892 9.0991 8.39031 8.04561 7.3235 threshold=1.103241852077437 22.500000000000004 477.25000000000006 57.247821807861335 1146.2500000000002 31.500000000000004 1.5000000000000002 772.25000000000011 0.7392027633851469 19.004937666915442 33.500000000000007 73.167300006017697 58.10174925903091 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 5 6 -5 -3 -4 8 9 -8 11 -11 -10 right_child=-2 2 3 4 -6 -7 7 -9 12 10 -12 -13 -14 leaf_value=0.00015917435811130102 -0.0003588509752517424 -0.0016623458387646803 -0.0020207400292986386 0.0019506863826937477 -0.036782134299139103 -0.005490895792190119 4.7480324431785323e-05 0.0016502358720000567 -0.00054972442133197617 0.0020165007057816675 0.0066471168323589541 -0.011827883413815094 0.0016357886204608825 leaf_count=610847 142799 13303 9031 62 108 3641 16197 16634 83062 6400 1872 190 7335 internal_value=0 0.000994461 -0.00444827 -0.00047561 -0.341716 -0.0374814 -6.33695e-05 0.00202242 -0.00128364 0.0146007 0.0411768 0.0243941 -0.00561664 internal_count=911481 768682 157835 140891 170 16944 140721 131690 115056 24659 8462 6590 90397 shrinkage=0.0663007 Tree=106 num_leaves=14 num_cat=0 split_feature=0 9 4 27 26 19 22 28 7 7 11 17 13 split_gain=4.87903 5.90389 7.10698 12.8141 10.784 16.8638 12.5538 14.5721 8.974 7.70049 7.12673 6.82127 7.63056 threshold=13.500000000000002 0.96602164629525633 73.015773773193374 2.5000000000000004 1.7427649814992001 6331.0000000000009 1412.2500000000002 391.25000000000006 -28.300757408142086 -0.46393090486526484 0.83041205163446252 47.253100992205333 39.52566505147 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 6 -6 7 -3 -9 -5 -11 -12 -13 right_child=1 2 -4 9 5 -7 -8 8 -10 10 11 12 -14 leaf_value=0.00030320997172087231 -0.00028683249698810068 0.0050822250522455778 0.0035022234913245471 0.00062173403011646941 0.0015162582562416157 -0.053035581004775491 0.00071166816631416864 -0.010585277228666451 -0.0038521694262195262 -0.0005682779886758009 -0.00034145475484577973 0.0001922467294974594 0.0014505900626211924 leaf_count=185083 327296 612 2670 101599 53 47 3634 1245 2890 82900 74988 101708 26756 internal_value=0 -0.0011781 0.00140363 0.00105731 -0.0373953 -0.363844 -0.0335002 -0.067363 -0.0886782 0.00189792 -0.000755858 0.00242864 0.00685256 internal_count=911481 726398 399102 396432 8481 100 8381 4747 4135 387951 286352 203452 128464 shrinkage=0.0663007 Tree=107 num_leaves=14 num_cat=0 split_feature=11 7 9 17 22 17 16 11 26 0 13 29 13 split_gain=4.55845 4.4808 9.06332 8.80583 6.94967 7.08626 14.2656 9.469 8.78604 6.32999 7.29506 6.42863 6.16525 threshold=0.92740606305034634 -1.0000000180025095e-35 0.96602164629525633 65.333986813920276 280.25000000000006 60.733535297524384 216.30718863310571 0.79168132770349531 1.6317317474244575 29.500000000000004 27.104300052828346 2.0546120156307004 75.125021234012777 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 -3 -6 -7 -8 -9 -5 -11 -12 -13 right_child=-2 4 3 9 5 6 7 8 -10 10 11 12 -14 leaf_value=-7.7446711124830181e-05 0.00065627054741803281 -0.0023239357392710758 0.00044361002672173988 0.0042133389805739706 -9.9191902006144357e-05 -0.0011171993522885054 -0.00094449118700586446 -0.018813580114713558 0.0075976301386067729 -0.0080147949895045499 0.0019252392219301362 -0.028500534210467398 0.0051032537074240519 leaf_count=269967 44278 6489 107537 4862 461757 10479 308 457 63 375 4809 60 40 internal_value=0 -0.000503878 0.00202435 0.00934791 -0.00254759 -0.00210173 -0.026835 -0.153197 -0.235499 0.0375097 0.01355 0.0238196 -0.227132 internal_count=911481 867203 387650 117683 479553 473064 11307 828 520 10146 5284 4909 100 shrinkage=0.0663007 Tree=108 num_leaves=14 num_cat=0 split_feature=17 16 16 8 9 26 4 13 21 0 20 17 16 split_gain=4.94629 7.39984 8.44247 10.1171 9.37514 13.4708 11.0675 8.609 8.00262 8.73296 8.9075 6.71311 8.56892 threshold=109.36020199621227 147.42361472042924 107.97436475087395 653.50000000000011 0.95308987628876407 3.4789650309705293 39.65831375122071 233.68735296574809 1.5000000000000002 28.000000000000004 0.2616864352461285 36.447797876496843 191.41879257234589 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 5 7 8 -1 -6 10 -10 12 -3 right_child=-2 11 3 -5 6 -7 -8 -9 9 -11 -12 -13 -14 leaf_value=-0.0032227841952138111 0.0024208428420267828 0.0023712021843725283 -0.00095977171605537829 -0.0046595758297022505 -0.0064850507072333839 0.019214898313553497 0.015631498810649559 0.017175361535123147 -0.0055432236889946763 -0.0002739006678497745 0.016608946609052638 -2.3606171135581178e-05 0.00031534916021439669 leaf_count=2134 3702 11174 15724 4095 326 135 361 95 101 550 380 828678 44026 internal_value=0 -0.000114261 -0.0174766 -0.0260061 0.0239358 -0.0169187 0.0801524 -0.0354961 0.0387547 0.081937 0.180352 0.000355236 0.0110332 internal_count=911481 907779 23901 19819 4082 2364 1718 2229 1357 1031 481 883878 55200 shrinkage=0.0663007 Tree=109 num_leaves=14 num_cat=0 split_feature=21 25 27 25 25 11 8 16 8 27 20 13 22 split_gain=4.81108 19.2508 22.1085 11.7875 12.0628 11.9633 9.8246 8.99145 9.59557 8.96485 10.4352 8.91186 8.73991 threshold=9.5000000000000018 461.75000000000006 32.500000000000007 662.25000000000011 1010.2500000000001 0.8857233044733045 1662.5000000000002 234.85355002983565 287.50000000000006 45.500000000000007 0.99999213537226439 31.742163976436036 614.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 2 11 -3 6 -6 -5 8 -4 -1 -11 -2 -12 right_child=1 3 7 4 5 -7 -8 -9 -10 10 12 -13 -14 leaf_value=-4.2866283791948585e-05 -0.0023450430317870537 0.00016750556266199605 0.0014970378207259441 0.0021942885978578869 -0.0019452548890316755 -0.032361101232781263 -0.022680371110863351 0.00021345949932753802 -0.014052827860881301 0.0041541051052736049 0.0054676673957946226 0.0052938577984972517 -0.042695837703204155 leaf_count=836004 2506 45749 204 24082 164 87 70 340 1204 65 22 917 67 internal_value=0 0.00765326 -0.0512303 0.0119936 0.0297421 -0.188351 0.0320086 -0.142731 -0.177975 -0.000690984 -0.241943 -0.00450417 -0.464403 internal_count=911481 75323 5171 70152 24403 251 24152 1748 1408 836158 154 3423 89 shrinkage=0.0663007 Tree=110 num_leaves=14 num_cat=0 split_feature=15 15 28 27 7 9 4 4 24 18 4 25 27 split_gain=4.68347 7.02136 10.1777 9.49983 11.0045 8.20906 7.46991 11.0359 7.35591 8.27468 7.83774 9.51429 6.98395 threshold=0.71151571326154672 0.50998902972029347 299.75000000000006 4.5000000000000009 -1.0000000180025095e-35 0.97238700671482847 6.0041637420654306 12.00056314468384 8.5000000000000018 3.5000000000000004 227.94919586181643 52007.500000000007 34.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -5 8 -7 -8 9 10 -4 -12 -10 right_child=-2 -3 5 4 -6 6 7 -9 12 -11 11 -13 -14 leaf_value=0.0022806063278393062 -0.00019697803902172771 0.00028247524837644704 2.5410560703503056e-05 -0.0012077290974268401 -0.01440466296869841 -0.0013916677876053413 0.0038610220810018181 0.00056211248575937557 -0.001213935857079981 -0.012111727287396698 -0.033365208764698978 -0.0048671973010355257 0.0015360946891006511 leaf_count=490 347632 368956 99241 485 650 6248 5355 26601 50796 249 62 304 4412 internal_value=0 0.00169579 -0.00315953 -0.0819695 -0.132207 -0.0024969 0.0106332 0.0168162 -0.00573183 -0.000610574 -0.000155436 -0.146224 -0.0149948 internal_count=911481 563849 194893 1625 1135 193268 38204 31956 155064 99856 99607 366 55208 shrinkage=0.0663007 Tree=111 num_leaves=14 num_cat=0 split_feature=0 25 21 11 27 16 29 27 23 25 14 28 11 split_gain=4.71249 6.84912 9.64715 9.20323 8.76303 10.6177 16.4464 7.99237 7.43261 7.28274 6.43253 5.98793 6.20355 threshold=22.000000000000004 849.25000000000011 6.5000000000000009 0.68254773173637284 15.500000000000002 231.16192630898516 0.69854301377802208 24.500000000000004 0.70184151843059894 660.25000000000011 23.479669387522822 971.75000000000011 0.8809639953542393 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 10 9 -5 6 -6 -4 -8 -1 -3 -9 -13 right_child=-2 2 7 4 5 -7 8 11 -10 -11 -12 12 -14 leaf_value=0.00055040398478583587 -0.00011504918894751809 -0.001507746529814844 -0.0066184348637867568 0.00069100751908307513 0.000857594098966409 0.00060678832303349929 -0.0053568848385200365 0.0017360212127303857 -0.001081429067757464 0.0023023188250235185 0.00011689642080537117 0.0052918792743981199 -0.027741375977424924 leaf_count=27014 580227 13523 1937 87354 23537 49092 1845 1089 57216 16991 51551 41 64 internal_value=0 0.0029921 -0.0059378 0.00530751 0.00265634 -0.00249507 -0.00941753 -0.0601571 -0.0183254 0.0185042 -0.00332907 0.00419446 -0.223869 internal_count=911481 331254 68205 263049 219044 131690 82598 3131 59061 44005 65074 1194 105 shrinkage=0.0663007 Tree=112 num_leaves=14 num_cat=0 split_feature=13 14 17 12 16 6 9 6 29 4 5 4 9 split_gain=4.62381 12.2606 7.64497 5.10428 7.02031 6.61924 5.19358 4.76435 4.73984 6.42852 32.977 6.13753 6.12965 threshold=277.46623706217423 15.474379422590198 57.007651229211689 590.23201640908951 172.44513859735849 0.65384615612093744 0.9198637867590217 0.78571429022523553 0.72212009493332263 50.281049728393562 289.53628540039068 110.01601409912111 0.89991582129580228 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 8 -1 5 6 -5 -4 -3 10 -10 -11 -13 right_child=1 2 7 4 -6 -7 -8 -9 9 11 -12 12 -14 leaf_value=5.1728992308951859e-06 -0.027707889194645518 0.013865740647691109 0.0087668741859371398 -0.01154062774690758 -0.0014369361132900529 0.0025653181890234961 -0.034159077710483397 -0.018579214933612271 0.0060628475251623829 0.0050404858735537267 -0.029837307950394385 -0.0018026005633390372 0.0032994950746486535 leaf_count=898541 62 126 817 153 5185 99 63 29 325 1571 172 2632 1706 internal_value=0 0.024924 0.0286453 -0.000107881 -0.030479 -0.175428 -0.273567 0.11809 0.0170607 0.0132828 -0.0959469 0.02247 0.0030753 internal_count=911481 7440 7378 904041 5500 315 216 846 6532 6406 497 5909 4338 shrinkage=0.0663007 Tree=113 num_leaves=14 num_cat=0 split_feature=18 26 29 0 30 5 22 25 27 22 29 28 29 split_gain=4.33289 4.09548 5.43988 8.20357 8.88314 7.90168 8.32878 8.00836 7.86658 7.12652 19.2889 6.89008 25.9848 threshold=6.5000000000000009 6.7052527499691026 2.2283259587020656 51.000000000000007 1.0000000180025095e-35 144.13790130615237 12658.250000000002 708.25000000000011 5.5000000000000009 7211.0000000000009 10.12391871991681 1370.7500000000002 3.8995066134789003 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 5 -5 8 7 -7 -4 10 -10 12 -9 right_child=-2 -3 3 4 -6 6 -8 11 9 -11 -12 -13 -14 leaf_value=2.6902274618018363e-05 0.0068730476724680788 0.0022936733557275984 0.0028452394842152311 -0.00067170633182439565 -0.0072439037613446795 0.012828565002505447 -6.0596630721476722e-05 -0.041480031041081666 -0.00062653961974737501 0.0059516000420846262 -0.03681397700730854 -0.0031375567833275002 -0.0066748841719892135 leaf_count=877252 404 3425 3783 1877 1744 104 2667 104 16717 724 65 1605 1010 internal_value=0 8.02697e-05 -4.99707e-05 -0.013201 -0.0578743 -0.00716039 -0.0409867 -0.0788449 0.00156271 -0.00737323 -0.011564 -0.0892616 -0.149685 internal_count=911481 911077 907652 30400 3621 26779 5490 2823 21289 17506 16782 2719 1114 shrinkage=0.0663007 Tree=114 num_leaves=14 num_cat=0 split_feature=20 28 29 1 5 15 7 25 18 4 28 24 12 split_gain=3.94255 7.05752 6.40901 7.81734 5.93439 9.33296 7.63568 7.03492 5.86115 8.86807 7.76003 7.31474 10.9772 threshold=1.103241852077437 1930.2500000000002 0.81319566102174801 1226.5000000000002 67.002494812011733 0.39830972122514879 -88.255447387695298 720.75000000000011 2.5000000000000004 19.999998092651371 971.75000000000011 23.500000000000004 112.68376618407359 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 6 -2 -8 9 -7 11 -10 -13 right_child=1 2 -4 -5 -6 8 7 -9 10 -11 -12 12 -14 leaf_value=5.7673965167342385e-05 0.0048645153040535695 0.0015245760751222269 -0.0020835339018668553 -0.019274419275266002 0.0021169213867030094 0.001077698599511821 -0.0058101249557914658 0.00017760019583259784 0.00041603769465784835 -0.0010260224668809347 -0.0080091094957268245 -0.005423368697240658 0.0022388097912548312 leaf_count=768392 460 116 771 252 4401 10457 3067 1200 62426 55865 504 2287 1283 internal_value=0 -0.00484711 -0.0832494 -0.191826 -0.00421802 -0.00537458 -0.0490385 -0.0622347 -0.00382062 -0.0104724 0.00281337 0.00375738 -0.0402666 internal_count=911481 143089 1139 368 141950 137549 4727 4267 132822 66322 66500 65996 3570 shrinkage=0.0663007 Tree=115 num_leaves=14 num_cat=0 split_feature=0 15 10 28 19 7 28 29 4 23 20 21 29 split_gain=4.1213 4.42028 5.22303 7.01252 8.14262 8.0078 7.95324 7.71253 7.64167 7.18104 6.73545 8.84904 6.72638 threshold=9.0000000000000018 0.71151571326154672 0.86094226067242274 299.75000000000006 423.25000000000006 -1.0000000180025095e-35 696.25000000000011 0.22354644438402196 11.999999046325685 0.40308031175872588 0.903065345685932 5.5000000000000009 2.2283259587020656 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 10 5 7 -4 -6 -5 -9 -10 11 -2 -8 right_child=1 -3 3 4 6 -7 12 8 9 -11 -12 -13 -14 leaf_value=0.00046892282026638295 0.000279485871603712 -0.00023846456511467782 0.00092684836905368396 -0.00161542042414137 -0.00099429517691357241 -0.0090019504708369717 0.00017501201627738956 0.003877493020665253 -0.012417577189994065 0.00082082102570865678 0.00038048026060364705 -0.0012053017498025458 -0.0016023540918949206 leaf_count=74522 42302 321658 620 2976 51244 842 98913 5648 187 4893 267068 30270 10338 internal_value=0 -0.000687961 0.00112772 -0.00329921 -0.00272038 -0.0722674 -0.00471818 0.020677 0.0331718 0.00503014 0.00341732 -0.00512549 0.000102966 internal_count=911481 836959 515301 175661 174199 1462 160495 13704 10728 5080 339640 72572 109251 shrinkage=0.0663007 Tree=116 num_leaves=14 num_cat=0 split_feature=21 28 27 28 27 11 29 19 28 28 16 28 27 split_gain=4.12317 19.1925 22.656 9.59447 9.26972 8.43692 7.51116 7.46431 11.2384 8.81534 7.43046 8.3632 6.92968 threshold=9.5000000000000018 494.75000000000006 32.500000000000007 984.25000000000011 46.500000000000007 0.89424747085916512 0.63911502965030842 351.25000000000006 656.25000000000011 694.25000000000011 234.85355002983565 445.75000000000006 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 2 -2 7 12 -5 -4 8 -3 -9 11 -8 -1 right_child=1 3 6 5 -6 -7 10 9 -10 -11 -12 -13 -14 leaf_value=-8.0136466321524147e-06 0.00016826860406360617 0.0074893500386873351 0.001585564320356976 -0.0034407852941088874 -0.024893950865722235 -0.027166846470063299 -0.016247443932624454 0.00031249007385530171 -0.0061825743315681719 0.0020765927030658719 -1.0776158186599111e-05 -0.0072948874408946922 -0.0010137439116052432 leaf_count=804794 4938 1496 383 210 66 96 638 48464 321 16757 400 1632 31286 internal_value=0 0.00700606 -0.0393297 0.0125042 -0.000718081 -0.164165 -0.107048 0.0133107 0.0765301 0.0115494 -0.125834 -0.147978 -0.000688498 internal_count=911481 75335 7991 67344 836146 306 3053 67038 1817 65221 2670 2270 836080 shrinkage=0.0663007 Tree=117 num_leaves=14 num_cat=0 split_feature=33 20 18 26 30 30 10 17 22 19 26 26 11 split_gain=4.0467 7.54175 8.71852 8.38485 6.49484 8.01288 7.23215 7.495 11.0372 27.1927 17.6923 20.0503 15.8645 threshold=2.5000000000000004 0.84954940326378192 1.5000000000000002 0.77677761213378282 2.5000000000000004 1.5000000000000002 0.96603881855397133 49.58185302959199 2178.7500000000005 2718.5000000000005 0.959314504700997 1.1423580599492289 0.85009153004092919 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 5 6 -1 8 -8 10 -10 12 -12 right_child=1 2 -4 -5 -6 -7 7 -9 9 -11 11 -13 -14 leaf_value=5.5011757977581876e-05 -0.00056293967877693335 0.007629429225067241 -0.0002015435376701541 -0.0036888189706781012 0.0008459466370827393 -0.0011465668355225616 0.0013184073990399421 -0.0036858133442334764 0.00027378470303551165 -0.00060811481264686894 -0.0064849797661738606 -0.0072723310643350607 -0.039222288560704623 leaf_count=794170 25906 980 1725 4415 40766 26454 6777 4389 311 4930 89 327 242 internal_value=0 -0.0108421 0.0397515 -0.0153557 0.000433383 -0.000166452 0.000392051 -0.0199767 -0.00764494 -0.0392727 -0.192416 -0.285312 -0.458816 internal_count=911481 33026 2705 30321 878455 837689 811235 17065 12676 5899 969 658 331 shrinkage=0.0663007 Tree=118 num_leaves=14 num_cat=0 split_feature=17 19 22 0 14 1 7 26 6 12 19 25 14 split_gain=3.88047 4.44229 7.83079 5.5699 4.0796 17.7627 4.12586 5.70448 15.8001 4.00959 24.687 5.37156 3.93951 threshold=33.721742917508188 446.25000000000006 871.25000000000011 37.500000000000007 47.092664054731173 8564.5000000000018 -89.940933227539048 1.389182757549728 0.49721447803300506 381.39749262993331 4771.5000000000009 2285.5000000000005 163.39564432265368 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 9 7 -6 -9 -3 11 -11 -2 right_child=12 4 3 -5 6 -7 -8 8 -10 10 -12 -13 -14 leaf_value=0.0018084209047259838 -1.8133393646942348e-05 6.1164368018542032e-05 0.017086833515698969 -0.0017450236574676863 -0.00030593104128241418 -0.027269291839398295 0.0015663539093271257 -0.041893712301106951 0.00012749918609461936 -0.0043862850337674413 0.0056993610378993842 -0.041188219894834427 -0.002921648397684753 leaf_count=4100 871140 19785 260 94 589 106 12855 59 118 22 210 84 2059 internal_value=0 0.00990961 0.0395968 0.182295 0.00600081 -0.0030154 0.0193765 -0.051921 -0.209343 -0.000862382 -0.112617 -0.506029 -0.000376766 internal_count=911481 38282 4454 354 33828 20207 13621 766 177 20101 316 106 873199 shrinkage=0.0663007 Tree=119 num_leaves=14 num_cat=0 split_feature=2 23 4 17 8 5 26 15 26 17 10 6 22 split_gain=3.99447 7.45985 5.5588 5.79531 4.91091 5.44717 5.03467 6.99204 5.50137 5.1929 4.76796 8.29766 6.21092 threshold=1668.1928571428573 0.6147643265754783 182.99998474121097 30.468374723637943 27785.000000000004 436.47608947753912 1.1728466672395523 0.52940723090642028 1.3493756197761726 45.666716235221251 0.90651006645753718 0.68571429789989036 30276.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 4 -4 5 -1 9 -8 -9 -6 11 -5 -13 right_child=1 -3 3 10 6 -7 7 8 -10 -11 -12 12 -14 leaf_value=-1.1842946023976264e-05 0.031861884791363829 0.0022456297262956784 0.0024266222114069204 0.0027969313276118668 0.0026257955160126044 -0.024178776676450756 0.0032327482705970865 -0.042640097677514477 -0.0073615508912963342 0.010581526047499654 -0.01958423394583618 0.0017540848902227522 -0.011730036667753982 leaf_count=904596 38 2313 508 425 1382 41 468 21 260 488 103 196 642 internal_value=0 0.0410905 -0.000182344 -0.0545897 -6.99613e-05 -0.000195145 0.04317 -0.0261083 -0.150798 0.0709184 -0.0885022 -0.0716306 -0.129354 internal_count=911481 2351 909130 1874 907256 904637 2619 749 281 1870 1366 1263 838 shrinkage=0.0663007 Tree=120 num_leaves=14 num_cat=0 split_feature=13 14 17 23 12 16 8 27 17 5 14 8 5 split_gain=3.90538 10.6023 6.67956 5.71597 4.47414 5.93602 4.71655 11.8464 4.49843 9.29465 8.96824 7.29233 9.14147 threshold=277.46623706217423 15.474379422590198 52.101026674910962 0.64600950844737015 590.23201640908951 167.33855729007249 20024.500000000004 3.5000000000000004 109.36020199621227 124.27915573120119 86.993666914684084 2561.5000000000005 40.249219894409187 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 -2 3 -3 6 -6 8 -8 -1 10 11 12 -10 right_child=1 2 -4 -5 5 -7 7 -9 9 -11 -12 -13 -14 leaf_value=-8.7481843754401659e-06 -0.026243062550999244 0.022602905335602906 0.0066075165245432525 0.00073741705398501262 -0.011800144260803839 -0.0014207950731938209 0.0040961806613176027 -0.05482437219531975 0.0035502898238505901 0.01282081729127193 -0.020934500856185808 0.0075037169351246328 -0.0051886263061351068 leaf_count=895196 60 53 1061 6249 254 5218 40 24 1259 340 78 745 904 internal_value=0 0.0228427 0.0262544 0.0138959 -0.000188497 -0.0286963 -1.48971e-05 -0.271476 4.43849e-06 0.0367127 0.0188746 0.0278501 -0.00153898 internal_count=911481 7423 7363 6302 904058 5472 898586 64 898522 3326 2986 2908 2163 shrinkage=0.0663007 Tree=121 num_leaves=14 num_cat=0 split_feature=18 0 15 18 8 20 27 19 24 21 27 19 24 split_gain=3.81162 3.69006 3.79335 5.32968 10.3053 8.82987 11.1543 6.15326 7.15105 5.78275 12.0842 6.68895 6.67184 threshold=6.5000000000000009 9.0000000000000018 0.71151571326154672 4.5000000000000009 345.50000000000006 1.088869241372787 42.500000000000007 382.25000000000006 16.500000000000004 7.5000000000000009 30.500000000000004 376.25000000000006 23.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 9 7 -6 -7 -5 -9 10 -4 -12 -11 right_child=-2 2 3 4 5 6 -8 8 -10 12 11 -13 -14 leaf_value=0.00045100253826383844 0.0064694083577075505 7.5703967311780158e-05 -0.00027773592497915234 0.0013470496813890276 0.002079325587070995 -0.0050978058563040671 -0.039316238424943709 0.00077847660164989912 -0.018771574418517876 0.00061860275221010562 -0.015797942224383368 -0.0035416681142948401 -0.0017155643931111852 leaf_count=74537 401 515073 255237 142 1194 288 49 106 367 54824 209 3085 5969 internal_value=0 6.0258e-05 -0.000540473 -0.00323593 -0.0529044 -0.00898415 -0.151932 -0.162241 -0.217047 -0.00290213 -0.00496571 -0.0651473 0.00587356 internal_count=911481 911080 836543 321470 2146 1531 337 615 473 319324 258531 3294 60793 shrinkage=0.0663007 Tree=122 num_leaves=14 num_cat=0 split_feature=20 28 1 24 20 12 20 17 24 14 18 28 15 split_gain=3.72143 7.21818 6.02013 7.44338 5.39158 4.87421 4.4123 8.37681 9.32815 18.6262 11.5766 8.17379 8.97686 threshold=1.0835995848857587 1930.2500000000002 2142.5000000000005 3.5000000000000004 1.2855018069384669 242.89087296526017 0.88567271637034217 53.862877791078851 24.500000000000004 25.361023598728945 3.5000000000000004 602.25000000000011 0.77755628977067193 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 -2 3 4 -3 -4 7 8 -1 10 -10 12 -12 right_child=1 2 5 -5 -6 -7 -8 -9 9 -11 11 -13 -14 leaf_value=0.00012270015170938215 -0.00025526115687636558 -0.036036407427605902 0.004490511205325602 -0.006103025931885179 -0.0077945161553393469 -0.0064311995746573749 0.00015794886872120143 -0.00090074774944662458 0.0012868710490411964 -0.029377655613256014 0.0014819920475910289 -0.020245091472147331 -0.012931110809780919 leaf_count=146757 156663 78 309 303 48 429 549274 55193 1343 121 414 198 351 internal_value=0 -0.00443373 -0.0827887 -0.176992 -0.381257 -0.0280282 0.000906369 -0.0030603 0.000833775 -0.0606558 -0.0405884 -0.124262 -0.077391 internal_count=911481 157830 1167 429 126 738 753651 204377 149184 2427 2306 963 765 shrinkage=0.0663007 Tree=123 num_leaves=14 num_cat=0 split_feature=33 20 30 30 12 11 5 14 11 7 19 25 25 split_gain=3.58911 7.1345 5.27477 7.24548 6.50014 5.44274 7.31302 12.9248 8.15879 7.75641 8.60563 11.4902 10.9798 threshold=2.5000000000000004 0.82885921919891847 2.5000000000000004 1.5000000000000002 55.81675682618971 0.87028243021346485 49.49809646606446 21.261727727487727 0.72549847641759413 -50.194429397583001 3811.5000000000005 3273.7500000000005 11414.250000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 5 -4 6 8 -8 -1 -9 11 -11 -13 right_child=1 -3 4 -5 -6 -7 7 9 -10 10 -12 12 -14 leaf_value=0.00049587203955834343 -0.00098397075046993969 0.0023978141829628452 0.026531179109459169 -0.0010877681560324691 0.00073974175337396101 0.00032464318199015087 -0.0040923468856737116 -0.0013823034127640771 -0.00012176473018275484 -0.00028896049266393146 0.0010942167276803813 -0.0059610889970796851 0.011417008062601782 leaf_count=123943 30014 3018 43 26397 40554 204053 4459 26690 389347 40149 20199 2444 171 internal_value=0 -0.0101807 0.000437222 -0.000102172 0.0115694 0.000428217 -0.00107288 -0.00917632 0.000412886 -0.0065628 -0.000506884 -0.00854167 -0.0727699 internal_count=911481 33032 878449 837852 40597 811455 607402 94112 513290 89653 62963 42764 2615 shrinkage=0.0663007 Tree=124 num_leaves=14 num_cat=0 split_feature=16 16 12 27 27 11 25 7 21 20 24 25 17 split_gain=3.62118 8.31491 8.19054 7.04214 7.47995 7.02419 6.8072 8.06062 6.05007 5.83107 5.5052 5.51942 5.41264 threshold=107.97436475087395 145.0579801048969 442.17871555019025 3.5000000000000004 16.500000000000004 0.79045302424155051 1025.2500000000002 -48.802078247070305 4.5000000000000009 0.39527911711132541 1.5000000000000002 11414.250000000002 37.473781427886728 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 -1 5 6 7 8 -5 -7 -8 -12 -3 right_child=1 12 -4 4 -6 9 10 -9 -10 -11 11 -13 -14 leaf_value=-0.003241095749958772 -0.0014322917234389221 0.00058883195208026646 0.01035645803643203 0.020460728530459906 -0.0066716565403993925 -0.00059792139263064236 0.020326386819433575 -0.00096300220473592799 -0.0056158577557215263 0.013520118623417047 -0.0022557568223185525 0.012355972518232864 -2.1279405819116295e-05 leaf_count=1251 17519 69323 449 233 335 175 55 216 47 485 1360 124 819909 internal_value=0 -2.86086e-05 0.0277125 0.014236 0.0402968 0.0578143 0.02874 0.130618 0.242585 0.14746 -0.00409399 -0.0156081 0.000396433 internal_count=911481 906751 4730 4281 3030 2695 2035 496 280 660 1539 1484 889232 shrinkage=0.0663007 Tree=125 num_leaves=14 num_cat=0 split_feature=17 20 16 16 8 29 11 4 5 13 5 26 5 split_gain=3.52766 6.31927 5.72225 5.94431 8.43124 7.35357 9.18757 5.63244 12.119 9.88816 12.8376 9.32249 7.55731 threshold=109.36020199621227 0.63490899781222365 147.42361472042924 107.97436475087395 629.50000000000011 1.7107187388671181 0.67238880017770197 84.047454833984389 238.22664642333987 67.629256285548209 53.665790557861335 1.2026449936781047 219.63768005371097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 5 -5 -1 -7 9 12 10 -3 -10 -9 right_child=1 7 -4 4 -6 6 -8 8 11 -11 -12 -13 -14 leaf_value=0.00035186702309857038 -0.0037032810615192954 0.0029660389755066115 1.1472324512431021e-05 -0.00077740390770445996 -0.0040807756774829179 0.017624540202396333 -0.0032339721483328407 -0.0062768875074141525 0.010864714500642013 0.0089892794479238172 -0.017802874586173432 -0.032577466429391848 -0.032523813129954823 leaf_count=3688 686 1189 883887 15467 4352 249 148 155 228 1191 147 24 70 internal_value=0 0.0307423 -0.000239849 -0.0155068 -0.0226661 0.0192276 0.148544 0.050518 -0.0491468 0.0693309 0.0102689 0.101467 -0.217835 internal_count=911481 3690 907791 23904 19819 4085 397 3004 477 2527 1336 252 225 shrinkage=0.0663007 Tree=126 num_leaves=14 num_cat=0 split_feature=21 28 27 28 25 19 8 27 22 19 19 11 13 split_gain=4.03963 15.9674 21.0979 7.77085 9.25407 13.688 7.72467 7.70751 9.35035 7.662 7.49723 7.12222 6.74491 threshold=9.5000000000000018 502.25000000000006 32.500000000000007 960.25000000000011 662.25000000000011 344.25000000000006 1662.5000000000002 45.500000000000007 632.75000000000011 183.75000000000003 609.25000000000011 0.8857233044733045 28.125677906118391 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 12 4 5 9 -6 -1 -9 -3 -7 -5 -2 right_child=1 3 -4 11 6 10 -8 8 -10 -11 -12 -13 -14 leaf_value=-3.8954399351743589e-05 -0.0019716572841764575 -0.0055573278142255532 -0.0060938259939847363 -0.0028233978067369 0.0019708255479086293 0.00078487979375434713 -0.021848254449642859 0.0031700373622458168 -0.029254360758057856 0.0086658845446643297 -0.0010635248519752789 -0.023745945185561796 0.002653907963778917 leaf_count=836016 2670 193 3589 234 23995 24431 60 71 87 1212 15939 103 2881 internal_value=0 0.0070175 -0.0321609 0.0124294 0.0132048 0.00420779 0.0288295 -0.000629279 -0.221474 0.101237 0.000830871 -0.139035 0.00647107 internal_count=911481 75307 9140 66167 65830 41775 24055 836174 158 1405 40370 337 5551 shrinkage=0.0663007 Tree=127 num_leaves=14 num_cat=0 split_feature=0 26 0 1 27 13 7 24 28 18 15 27 24 split_gain=3.4517 6.14197 9.5281 8.53512 9.83337 11.1464 7.83476 6.03452 5.75874 18.6037 17.1002 11.7608 11.504 threshold=33.000000000000007 1.6080591037021004 52.500000000000007 804.50000000000011 2.5000000000000004 31.643700482058758 -88.016490936279283 4.5000000000000009 960.25000000000011 1.5000000000000002 0.33416754789416209 14.500000000000002 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 3 -3 4 5 -2 -7 -4 11 -10 -11 -1 -12 right_child=1 2 7 -5 -6 6 -8 -9 9 10 12 -13 -14 leaf_value=0.00061176051827596689 -0.00059080212992673167 -0.00055674432973823419 3.8589276064517921e-06 0.00041300636677281248 -0.00024768150891102755 -0.016422572836318951 -0.0052943863348892031 -0.0052495718496408479 2.0034439425593459e-05 0.0020045817156437852 -0.0020611049105764574 -7.7349373680194759e-05 -0.0065104153245779542 leaf_count=178516 2534 24512 1331 104740 230924 343 1470 3459 71351 2719 6207 279034 4341 internal_value=0 -0.00247696 -0.0163686 -0.00127978 -0.00462274 -0.0517429 -0.111608 -0.0571607 0.00148697 -0.00609155 -0.0404776 0.00288852 -0.0587053 internal_count=911481 369313 29302 340011 235271 4347 1813 4790 542168 84618 13267 457550 10548 shrinkage=0.0663007 Tree=128 num_leaves=14 num_cat=0 split_feature=26 4 29 4 6 9 4 23 15 27 23 14 16 split_gain=3.29363 4.396 4.38701 9.53059 10.066 9.18465 12.3617 7.47164 13.1095 11.7146 5.59031 5.79958 5.22874 threshold=6.7052527499691026 157.83525848388675 2.2283259587020656 227.94919586181643 0.53111810094387712 0.92157555357006815 20.80684852600098 1.6481275162916664 0.30772098658147096 4.5000000000000009 0.55008970380093791 53.432149807345212 107.97436475087395 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 6 -4 8 -8 -10 11 -6 -12 right_child=1 -3 3 -5 10 -7 7 -9 9 -11 12 -13 -14 leaf_value=1.7316548416571126e-05 0.0024698943562239993 -0.011245205071943943 -0.025058818933758616 -0.016132594085924504 -0.001275747129962889 -0.00048470047896552427 -0.0014283499719228167 -0.0006024826447198824 0.00050654379861862027 -0.012125621437561783 0.012830231575157159 0.017148676128873122 0.00013865727795218293 leaf_count=877630 3330 106 119 177 131 7815 1872 2405 416 1439 144 176 15721 internal_value=0 0.0308712 -0.000148002 -0.0119551 -0.0106007 -0.0301643 -0.058736 -0.0525411 -0.0805815 -0.140161 0.00641515 0.140071 0.00382882 internal_count=911481 3436 908045 30415 30238 14066 6251 6132 3727 1855 16172 307 15865 shrinkage=0.0663007 Tree=129 num_leaves=14 num_cat=0 split_feature=24 11 22 4 23 8 8 28 20 32 18 26 30 split_gain=3.22938 3.2045 4.18815 4.22584 12.0539 8.21499 7.0947 7.32529 4.57353 10.7192 15.9951 6.67236 8.21003 threshold=32.500000000000007 0.92740606305034634 280.25000000000006 11.999999046325685 0.45443095502890479 607.50000000000011 556.50000000000011 1869.2500000000002 0.78398489784690628 1.5000000000000002 1.5000000000000002 0.78171170809656176 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -4 -6 -8 11 -10 -11 -5 -13 right_child=-2 -3 3 8 6 -7 7 -9 9 10 -12 12 -14 leaf_value=-0.0013696180356190194 0.0057215486677689893 0.00055171316641855277 0.00025324430321141725 -0.00015412224847625501 0.0043285836497776462 -0.016784911460105325 -0.001203047817142408 -0.027876072534519611 -1.1703415367833375e-05 0.004592581807690478 -0.00040438454787256951 -0.00072008055259289939 -0.0035353071039393199 leaf_count=10095 434 44195 25649 82193 4758 125 236 56 707310 5533 5734 19193 5970 internal_value=0 1.53047e-05 -0.000408166 -0.00016957 0.0113267 0.0025733 0.0560017 -0.0952994 -0.000598612 0.000310944 0.0309126 -0.00668664 -0.0209349 internal_count=911481 911047 866852 856757 30824 25774 5050 292 825933 718577 11267 107356 25163 shrinkage=0.0663007 Tree=130 num_leaves=14 num_cat=0 split_feature=13 14 26 6 28 25 4 12 7 10 7 7 22 split_gain=3.12335 9.63428 5.3743 4.3318 9.39642 5.37091 8.06069 4.1932 8.56628 5.43807 6.60185 4.58325 4.4949 threshold=277.46623706217423 15.474379422590198 0.82364535272094586 0.70833333606395843 41441.000000000007 27949.500000000004 227.94919586181643 590.23201640908951 -78.667022705078111 0.79012168196909538 -89.940933227539048 -87.788871765136705 30276.500000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 -3 -4 5 -5 -7 -1 9 10 -9 -11 -10 right_child=1 2 3 4 -6 6 -8 8 12 11 -12 -13 -14 leaf_value=5.0058236551955294e-06 -0.024461132888289064 0.012296781212574281 0.0018979485646557332 -0.00015516623821079575 0.0038510944601851216 -0.03562238155341782 -0.0091803455322503023 -0.024397815055717066 -0.00014785308944764117 -0.0065901239626776449 0.0016241142656025968 -0.020207213923900184 -0.0076072381752846502 leaf_count=898545 63 200 6282 168 448 65 230 50 4308 224 300 211 387 internal_value=0 0.0204587 0.023777 0.0192811 -0.0451608 -0.145062 -0.226341 -9.26892e-05 -0.0276706 -0.124362 -0.0315729 -0.19902 -0.0115039 internal_count=911481 7456 7393 7193 911 463 295 904025 5480 785 350 435 4695 shrinkage=0.0663007 Tree=131 num_leaves=14 num_cat=0 split_feature=20 28 27 16 1 1 13 6 9 18 17 28 17 split_gain=3.0936 6.90118 5.59842 8.21438 5.29871 9.16192 5.22317 7.33907 9.48203 6.72128 10.2909 8.00211 8.63576 threshold=1.0835995848857587 2119.5000000000005 53.500000000000007 225.42064029010609 1974.5000000000002 1226.5000000000002 71.626217383844519 0.4597818887342528 0.93990541144901618 2.5000000000000004 73.167300006017697 971.75000000000011 54.032482943480964 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 6 -4 5 -3 7 8 -2 10 -9 12 -11 right_child=1 4 3 -5 -6 -7 -8 9 -10 11 -12 -13 -14 leaf_value=6.0126380553677871e-05 -0.005697738753175181 0.0035866289454710956 -0.031254691638629803 0.0041158683012183688 -0.0023350024646444909 -0.020586599406798307 0.0018269735510621063 -0.00054576489959222245 -0.00093229753917687579 -6.4267836999796786e-06 -0.009733565085171484 -0.0077456875335294726 0.0018449251939334369 leaf_count=753659 2325 101 62 54 604 217 5303 70181 8716 55333 540 539 13847 internal_value=0 -0.00396207 -0.00345516 -0.223061 -0.0902249 -0.194703 -0.00329268 -0.00437261 -0.0291972 -0.00242097 -0.00928979 0.00454657 0.00549222 internal_count=911481 157822 156900 116 922 318 156784 151481 11041 140440 70721 69719 69180 shrinkage=0.0663007 Tree=132 num_leaves=14 num_cat=0 split_feature=0 25 18 11 27 22 27 16 1 28 5 20 20 split_gain=3.15273 6.0534 9.45925 8.09974 6.89893 7.53034 6.76539 6.9264 16.2869 6.64614 12.0373 24.1888 24.8217 threshold=22.000000000000004 849.25000000000011 1.5000000000000002 0.68254773173637284 21.500000000000004 2178.7500000000005 14.500000000000002 229.29953297327722 418.50000000000006 999.25000000000011 45.000003814697273 0.87281465859771401 1.1629969295410476 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 4 -1 -3 -6 -5 8 -8 -4 11 -11 -13 right_child=-2 2 9 6 5 -7 7 -9 -10 10 -12 12 -14 leaf_value=0.001121740423087051 -0.00010020446126952867 7.6223307070806355e-05 -0.00056311278218025204 0.00063309240091635494 -0.0053243792908842314 -0.033276175997414628 0.00067186344312570234 0.00038442733743888571 -0.0012927056160942183 -0.0014923278989668858 -0.0006349968138554562 -0.018804019953657641 -0.00021377379934348629 leaf_count=43968 580477 52816 7963 77578 313 49 29818 62411 49087 2039 3527 966 469 internal_value=0 0.00235594 -0.00604329 0.00453328 0.000206693 -0.137373 0.00204544 -0.00207367 -0.00830006 -0.028254 -0.05073 -0.0925104 -0.191977 internal_count=911481 331004 68142 262862 53178 362 218894 141316 78905 14964 7001 3474 1435 shrinkage=0.0663007 Tree=133 num_leaves=14 num_cat=0 split_feature=21 25 24 4 29 23 24 19 25 19 25 23 11 split_gain=3.29838 13.6669 12.0309 8.76256 12.9786 11.2008 18.6691 14.4811 10.0049 8.44527 7.81541 7.02843 11.8495 threshold=9.5000000000000018 464.25000000000006 23.500000000000004 16.970562934875492 0.73823808578483086 0.9942229905618819 21.500000000000004 535.25000000000011 662.25000000000011 446.25000000000006 809.25000000000011 1.3411082235139686 0.613327566320646 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 5 -5 10 -7 9 -6 -8 -3 -10 -13 right_child=1 3 -4 4 8 6 7 -9 11 -11 -12 12 -14 leaf_value=-3.8563855396186829e-05 -0.0011053139448464928 2.0934187515353417e-05 -0.008577673553067133 0.0040941970049744245 -3.007483384891545e-05 0.0026257375265630769 0.0014077332057703484 -0.0040594919465677167 0.0021353961012919569 -0.028322655605100559 -0.010376557981405967 -0.0299320782021672 -0.001458449184185048 leaf_count=836199 4235 8584 1220 5335 33981 468 49 296 19258 294 330 68 1164 internal_value=0 0.00632908 -0.0418772 0.010095 0.0146805 -0.0172715 -0.112142 -0.223279 0.0100703 -0.363125 -0.00548991 0.0275233 -0.0457015 internal_count=911481 75282 5455 69827 59806 10021 1107 639 54471 343 8914 20490 1232 shrinkage=0.0663007 Tree=134 num_leaves=14 num_cat=0 split_feature=6 14 11 21 26 28 23 27 22 28 26 11 29 split_gain=3.40777 6.79214 6.89873 5.84673 9.17 5.87491 5.32586 4.89393 4.79942 4.76359 7.71134 5.97731 3.9253 threshold=0.89819684821035561 26.15497093558135 0.83631866335438654 2.5000000000000004 1.2931382740206272 411.75000000000006 1.2125577262763627 3.5000000000000004 626.25000000000011 552.25000000000011 0.60158824290039381 0.66674100505501055 0.16224587634869206 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=12 2 3 4 7 -5 -6 9 -9 10 -2 -12 -1 right_child=1 -3 -4 5 6 -7 -8 8 -10 -11 11 -13 -14 leaf_value=-0.00089234600378801756 0.026430098832379841 0.00023240014690756609 0.00012244018758490266 -0.0055137547858060089 0.0015008352497591095 -0.00082731103511434639 -0.028711147716316932 -0.0054710708429678611 -0.0006388879386854926 -0.0029913371905384459 -0.025132507356578574 0.0045789734530161151 7.9052720290776596e-05 leaf_count=18729 68 53571 24172 1216 35 35610 96 2845 1324 617 32 426 772740 internal_value=0 -0.00487283 -0.011628 -0.0193337 -0.0499254 -0.0148122 -0.311297 -0.0434797 -0.0593727 0.0144889 0.0844077 0.0377532 0.000845631 internal_count=911481 120012 66441 42269 5443 36826 131 5312 4169 1143 526 458 791469 shrinkage=0.0663007 Tree=135 num_leaves=14 num_cat=0 split_feature=18 17 20 5 16 16 9 26 4 14 21 0 20 split_gain=3.06004 3.01784 5.57099 5.62335 4.78795 6.15616 8.20424 9.03437 8.86258 7.53724 6.08731 7.44424 6.79457 threshold=6.5000000000000009 109.36020199621227 0.63490899781222365 24.000001907348636 145.0579801048969 107.97436475087395 0.95308987628876407 3.4789650309705293 39.65831375122071 21.902481683081074 1.5000000000000002 28.000000000000004 0.2616864352461285 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 4 -3 -4 5 6 7 -1 10 -7 -8 12 -12 right_child=-2 2 3 -5 -6 9 8 -9 -10 -11 11 -13 -14 leaf_value=-0.0022315161677083054 0.0057669143807129253 -0.0034695875188671768 0.023933849257209542 0.0027256321646602316 1.081855268276943e-05 -0.00087714912180463303 -0.0055318890690457673 0.015303825213385242 0.014128785540629889 -0.0044289818982714124 -0.0047495264420366959 -0.0003344969217085182 0.015018279486946489 leaf_count=2255 404 694 56 2951 886981 13003 327 137 354 3291 96 557 375 internal_value=0 -6.89173e-05 0.0284284 0.0470673 -0.000185152 -0.0153339 0.0192969 -0.0185095 0.0722125 -0.02405 0.0354046 0.0732071 0.165747 internal_count=911481 911077 3701 3007 907376 20395 4101 2392 1709 16294 1355 1028 471 shrinkage=0.0663007 Tree=136 num_leaves=14 num_cat=0 split_feature=17 16 16 8 13 29 24 13 15 4 29 4 29 split_gain=3.30757 4.46232 5.62817 7.01588 6.59885 4.36868 4.69866 5.04955 4.19403 6.20529 10.5565 10.9967 12.6391 threshold=33.721742917508188 164.61965405575737 107.97436475087395 626.50000000000011 143.15788753064729 4.7594300396494802 1.5000000000000002 107.29334132995218 0.26522665026719078 22.807894706726078 1.510522225889861 49.293704986572273 0.99999213537226439 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 4 -4 5 6 -2 -8 9 -1 11 12 -11 right_child=1 -3 3 -5 -6 -7 7 -9 -10 10 -12 -13 -14 leaf_value=0.00057571551525893272 0.010907947881926224 1.3743516942609848e-05 -0.00036794265258283495 -0.0022712366725875879 0.0090223293100983419 0.018938512387866754 0.00059463328323094262 -0.0097391745035407262 0.00089726530727595811 0.0048057738829264752 0.00080089806022373158 -0.0010041827163544818 -0.019784743589288181 leaf_count=3687 175 821722 37133 11046 502 57 2353 228 32536 115 1018 452 457 internal_value=0 -0.000358604 -0.00938893 -0.0121313 0.0304669 0.0116192 0.00595174 -0.00479984 0.00914015 -0.0158091 -0.0600323 -0.131722 -0.223841 internal_count=911481 873216 51494 48179 3315 2813 2756 2581 38265 5729 2042 1024 572 shrinkage=0.0663007 Tree=137 num_leaves=14 num_cat=0 split_feature=20 28 29 11 29 27 22 14 26 14 13 29 5 split_gain=3.13915 5.66776 6.24264 8.51782 5.47319 5.24326 15.8453 15.013 9.20638 12.3926 10.7652 12.5974 9.67188 threshold=1.0835995848857587 2119.5000000000005 0.81319566102174801 0.88383415676686528 0.20518828250787016 22.500000000000004 468.25000000000006 72.512457518286183 0.74479340639398728 19.004937666915442 40.087671410814217 1.7107187388671181 32.999374389648445 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 4 3 -3 -2 -1 -7 8 9 -8 11 12 -10 right_child=1 2 -4 -5 -6 6 7 -9 10 -11 -12 -13 -14 leaf_value=0.00014352360627402027 -0.016406321587107132 -0.0080080361110394793 -0.001059711024732199 -0.036604775225572234 -0.00023029782106648083 -0.0023913339849963296 -7.199803131246389e-05 -0.029153666889675651 -0.00025694696965396322 0.0026506110524168671 0.0007291140144079863 -0.035829045002480339 -0.0018734530911430972 leaf_count=600451 92 301 545 54 156985 14315 19799 78 54509 11687 29427 45 23193 internal_value=0 -0.00406982 -0.0832003 -0.186393 -0.00361643 0.000832933 -0.00439194 -0.0011236 -0.00087688 0.0141564 -0.00529343 -0.0114593 -0.011153 internal_count=911481 157977 900 355 157077 753504 153053 138738 138660 31486 107174 77747 77702 shrinkage=0.0663007 Tree=138 num_leaves=14 num_cat=0 split_feature=21 18 25 16 27 24 4 20 8 29 19 19 27 split_gain=3.16254 12.3488 12.3888 10.7981 10.2579 9.29515 13.9717 7.94206 7.56028 7.3482 7.92989 13.0564 8.99895 threshold=9.5000000000000018 3.5000000000000004 488.25000000000006 213.50724272366742 35.500000000000007 20.500000000000004 16.970562934875492 0.99223384739103859 1578.5000000000002 0.95487921426786071 721.25000000000011 606.75000000000011 33.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 8 4 -4 7 -5 -7 -3 -2 -8 11 -11 -13 right_child=1 2 3 5 -6 6 9 -9 -10 10 -12 12 -14 leaf_value=-3.9445747644259517e-05 0.0010067941970506179 -0.0063827995523029661 0.0024841808920025906 0.00078418943090666421 -0.0093198524146883687 -0.0091491106611309072 0.0021467507917302419 0.0011128240972123078 -0.015189326907632614 -0.00042435237081620317 0.0023414506006588917 -0.015194616820083001 -0.0051056843494932539 leaf_count=836254 52408 1052 4916 6208 1229 1227 1815 1518 127 1906 1026 569 1226 internal_value=0 0.00617422 -0.0133204 -0.00284278 -0.0654271 -0.017021 -0.0400734 -0.0294932 0.0145947 -0.0217076 -0.0424749 -0.0640402 -0.125244 internal_count=911481 75227 22692 18893 3799 13977 7769 2570 52535 6542 4727 3701 1795 shrinkage=0.0663007 Tree=139 num_leaves=14 num_cat=0 split_feature=0 15 22 21 28 28 11 25 8 23 8 5 27 split_gain=2.90312 3.27339 4.69786 18.485 9.85333 8.30714 6.23168 5.88863 5.85572 5.36871 5.09728 8.29365 20.3148 threshold=9.0000000000000018 0.71151571326154672 564.25000000000011 14.500000000000002 624.25000000000011 984.25000000000011 0.86231225676286727 493.75000000000006 279.50000000000006 0.91152091620464848 20024.500000000004 168.56526184082034 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 6 -6 -3 8 -5 -10 -4 12 -12 right_child=1 2 10 7 5 -7 -8 -9 9 -11 11 -13 -14 leaf_value=0.00039607761975531277 6.7946019144270238e-05 -0.00052324634969107677 2.7017675264639329e-05 0.0099150689249816407 -0.0024426201354967947 0.0033510882658905981 0.00062050720063192824 -0.0045765142003870796 -0.023368779694763919 -0.0093126883000215072 0.0029497349249343668 -0.0019486706185046923 -0.040238638336973796 leaf_count=74576 515358 78251 196609 41 14365 1177 28591 625 234 244 105 1217 88 internal_value=0 -0.000537354 -0.00304111 -0.00788059 -0.00669788 -0.0302238 -0.00327564 -0.134405 -0.213137 -0.244246 -2.21568e-05 -0.0599333 -0.252522 internal_count=911481 836905 321547 123528 122384 15542 106842 1144 519 478 198019 1410 193 shrinkage=0.0663007 Tree=140 num_leaves=14 num_cat=0 split_feature=17 16 11 27 8 25 7 20 24 1 4 22 25 split_gain=3.04104 5.31385 7.66605 4.33589 25.0793 15.4139 12.8768 7.48467 6.99516 8.361 6.95586 6.79066 6.54494 threshold=38.154689994950452 179.03034188034192 0.79949050387962783 2.5000000000000004 1403.5000000000002 386.25000000000006 -88.865470886230455 1.1794291820327305 1.5000000000000002 447.50000000000006 16.970562934875492 628.25000000000011 4619.5000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 -3 8 -8 -7 -10 -6 -9 -11 right_child=1 3 -4 -5 10 6 7 11 9 12 -12 -13 -14 leaf_value=0.00036265334222117994 -0.00099594507516143267 0.0045152470124645867 0.00041974313779073112 3.7728088605549345e-05 -0.012537580527743756 -0.0058035709978002574 -0.0035488645921105165 -0.00019692622543264574 -0.0068481634635712916 -0.027206951716967378 0.0012226956576992895 -0.027725973980466959 0.012024455377491975 leaf_count=90483 54570 811 24302 724385 164 367 5204 62 187 286 10532 108 20 internal_value=0 -0.000638613 -0.0084425 0.000190772 -0.0152545 -0.061582 -0.0784531 -0.060272 -0.192064 -0.269878 0.0152594 -0.266754 -0.371682 internal_count=911481 820998 78872 742126 17741 7045 6234 5374 860 493 10696 170 306 shrinkage=0.0663007 Tree=141 num_leaves=14 num_cat=0 split_feature=17 20 20 23 23 11 7 19 25 14 7 30 19 split_gain=2.89841 5.04131 4.7871 8.71276 10.7524 4.8741 4.69863 4.04762 6.32835 4.79769 13.4751 4.24349 4.23667 threshold=109.36020199621227 0.63490899781222365 0.91973881901868737 0.96710716129620078 0.33251523765930285 0.89216988884029969 -86.60848236083983 1239.2500000000002 1164.2500000000002 97.342382069868577 -57.045951843261712 2.5000000000000004 790.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -6 -5 8 11 -9 -11 -8 -10 right_child=1 2 3 6 5 -7 7 9 12 10 -12 -13 -14 leaf_value=-1.4364603398027654e-05 -0.0032441674691916704 0.0090948131836575286 0.013188720748450582 -0.011553798636136382 -0.010528036713170765 0.0082587037135016649 0.0072007299183408273 0.0093713596127220165 0.01143205705935769 -0.03662414406872614 0.0052004867713701134 -0.0085790436579266677 -0.022117868378436583 leaf_count=907769 696 479 125 79 505 69 329 938 21 39 257 97 78 internal_value=0 0.0277836 0.045487 0.0281758 -0.0668523 -0.12473 0.0643154 0.0750304 0.0014868 0.106319 -0.00467854 0.0544139 -0.22626 internal_count=911481 3712 3016 2537 699 574 1838 1759 525 1234 296 426 99 shrinkage=0.0663007 Tree=142 num_leaves=14 num_cat=0 split_feature=33 4 29 22 28 16 19 22 11 4 16 29 23 split_gain=3.07049 6.1415 4.83053 5.05092 14.068 8.52292 7.24052 6.68529 5.9993 4.82406 7.66819 4.63241 12.9417 threshold=2.5000000000000004 94.005599975585952 0.13399317310651634 1102.7500000000002 7440.2500000000009 197.35296728453463 297.25000000000006 1868.5000000000002 0.74120588282867506 12.00056314468384 171.23964192928955 0.85143047492148105 0.80421199360549001 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 9 -6 7 8 -5 -1 -11 -4 -13 right_child=1 -3 11 6 5 -7 -8 -9 -10 10 -12 12 -14 leaf_value=-0.0021606044121987729 -0.00072307687542148835 0.007462111392032688 0.00028486115572608445 -0.013751007982213603 -0.00698888755137841 -0.023159011083299545 -0.00064446938088535033 0.0015638626503675205 0.025337117907181766 -0.004983470930683789 0.014680640456546618 -0.0017292675503661667 3.9308927485535609e-06 leaf_count=3881 32573 408 255033 20 499 201 5880 213 126 157 196 19563 592731 internal_value=0 -0.00937878 0.000449439 -0.0202107 -0.0441195 -0.175443 -0.00130284 0.136567 0.301393 -0.022408 0.089514 0.000715585 -0.00077594 internal_count=911481 32981 878500 11173 4934 700 6239 359 146 4234 353 867327 612294 shrinkage=0.0663007 Tree=143 num_leaves=14 num_cat=0 split_feature=22 27 14 29 14 7 24 24 24 5 19 13 10 split_gain=2.94981 8.6088 9.45047 7.12699 13.2144 8.91065 5.33075 5.0618 6.08415 4.24755 4.29266 4.24418 3.80141 threshold=280.25000000000006 1.5000000000000002 7.392287083078334 0.71073196648563275 12.982467343444041 -51.340192794799798 3.5000000000000004 15.500000000000002 9.5000000000000018 27.737972259521488 558.75000000000011 38.595017465534511 0.78723064249214014 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 7 5 -5 -6 8 9 10 -3 -7 -10 right_child=-2 3 -4 4 6 11 -8 -9 12 -11 -12 -13 -14 leaf_value=-0.016638169578188339 1.3869425516235138e-05 -0.00023940918038852736 0.011892627923177511 0.00053466216269995766 0.0062992071327105286 -0.014354018281128728 -0.0024732390225227297 -0.015952434221796 0.00058212874982242627 -0.0070752386363466995 -0.018065597428857091 0.0035128540163558261 0.0086614388967797811 leaf_count=59 900479 5754 378 280 373 808 1658 90 514 455 60 63 510 internal_value=0 -0.0162648 0.121275 -0.0219539 -0.0615164 -0.14712 -0.0130036 -0.00490278 -0.00199404 -0.0136675 -0.00638566 -0.197007 0.0694714 internal_count=911481 11002 437 10565 3182 1151 2031 7383 7293 6269 5814 871 1024 shrinkage=0.0663007 Tree=144 num_leaves=14 num_cat=0 split_feature=18 17 16 16 5 7 4 12 9 19 10 16 0 split_gain=2.85259 2.78859 4.74736 4.85483 5.96585 9.56974 6.16607 5.93492 7.42441 4.71003 5.54754 4.77799 5.18066 threshold=6.5000000000000009 37.93339010865018 174.80187880303916 107.97436475087395 219.63768005371097 -30.127560615539547 139.81483459472659 442.17871555019025 0.9523095026908609 453.25000000000006 0.90210962123913097 107.97436475087395 29.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 3 7 -5 6 -6 8 -3 10 11 12 -1 right_child=-2 2 -4 4 5 -7 -8 -9 -10 -11 -12 -13 -14 leaf_value=0.022200214317269328 0.0055633808888072411 -0.0020483633184424539 7.067822964130345e-06 -0.00066023738318665736 -0.023421856135280604 0.0059677237612562337 0.00012327387717660251 0.0094504330004263701 0.0047454032345012739 0.00015689691437504897 0.0054792987959384988 0.00087978582877268612 -0.0017187642725018724 leaf_count=96 405 1656 757932 62315 174 122 68 402 1234 74871 1404 10734 68 internal_value=0 -3.25135e-05 -0.000601587 -0.00873788 -0.0107039 -0.138354 -0.253479 0.028694 0.0128581 0.005346 0.0234798 0.0158578 0.185256 internal_count=911481 911076 823903 65971 62679 364 242 3292 2890 87173 12302 10898 164 shrinkage=0.0663007 Tree=145 num_leaves=14 num_cat=0 split_feature=29 0 4 10 4 25 8 5 25 29 21 10 4 split_gain=3.06877 11.5302 8.84818 8.58927 7.18132 6.83274 6.80872 9.13273 8.77797 13.4748 13.1651 15.049 14.713 threshold=1.3209540726293307 51.000000000000007 227.94919586181643 0.93247243019454451 15.00000047683716 344.25000000000006 876.50000000000011 42.999996185302741 1139.2500000000002 0.18557555155066241 1.5000000000000002 0.96975441977964982 47.622680664062507 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 4 -4 5 -2 7 -1 9 -8 11 -10 -12 right_child=1 -3 3 -5 -6 -7 8 -9 10 -11 12 -13 -14 leaf_value=-4.1996614858262694e-06 -0.016297236293799842 -0.0020360561806444331 -0.0065708047893499868 -0.037184862652126692 -3.5784637508407306e-05 0.0046782791044817952 -0.019018145515156373 -0.0018116101930210559 0.0014788956023650199 0.0010778092851913546 -0.00033218354653384319 -0.0039023764669370701 -0.0043487927888256252 leaf_count=600397 225 14690 282 47 140054 98 147 12546 28562 65264 42257 2483 4429 internal_value=0 -0.00405038 -0.00126712 -0.16507 -0.000883217 -0.14982 0.000828847 -0.000621329 0.00703859 0.0155752 -0.000144999 0.0158143 -0.0107575 internal_count=911481 155396 140706 329 140377 323 756085 612943 143142 65411 77731 31045 46686 shrinkage=0.0663007 Tree=146 num_leaves=14 num_cat=0 split_feature=24 15 24 25 20 29 16 20 4 20 23 16 4 split_gain=2.6728 2.53693 5.68467 12.7421 7.59521 8.06309 6.65545 6.26052 6.43457 6.40734 12.3195 5.98189 5.5261 threshold=32.500000000000007 0.70198407808182728 23.500000000000004 493.75000000000006 0.39527911711132541 1.009823988547393 207.39765713504437 0.89726417889174703 23.962091445922855 1.2139790635175083 1.2408724873332317 226.58501937084006 25.596158981323246 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 6 -5 -6 -4 11 -9 -10 -11 -7 -8 right_child=-2 2 3 4 5 7 12 8 9 10 -12 -13 -14 leaf_value=9.4887335496732502e-05 0.0052085297411284233 -9.3136581462259496e-05 0.0029998222042803319 -0.013453296078775306 0.0015317637550194317 -0.0050045301706389961 -0.010005993690874057 -0.0092402222140960891 0.0008986657535208696 -0.026708333858898183 0.0010722234742491748 -0.035072560824576236 -0.03653629547362762 leaf_count=545187 434 358415 177 203 3718 66 835 505 1558 115 180 52 36 internal_value=0 6.41657e-05 -0.00197287 -0.0293228 -0.012578 -0.00633999 -0.131533 -0.0505524 -0.0393038 -0.0120332 -0.14717 -0.275334 -0.167457 internal_count=911481 911047 365860 7445 6397 6194 1048 2476 2358 1853 295 118 871 shrinkage=0.0663007 Tree=147 num_leaves=14 num_cat=0 split_feature=11 30 16 27 21 4 22 27 4 25 24 4 10 split_gain=2.74674 3.35794 5.69679 3.0464 3.86572 3.68451 2.9148 6.16496 7.67071 3.71817 6.08385 5.16865 5.62068 threshold=0.93944226448851798 1.0000000180025095e-35 193.33333788751989 2.5000000000000004 6.5000000000000009 10.000000953674318 280.25000000000006 1.5000000000000002 6.0041637420654306 403.25000000000006 24.500000000000004 11.999999046325685 0.96975441977964982 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 3 5 -5 -2 7 8 -1 10 11 -8 -13 right_child=1 -3 -4 4 -6 -7 9 -9 -10 -11 -12 12 -14 leaf_value=-0.015325731621767846 0.017169002957682304 -0.00078721805489456753 0.00083969755295948759 0.011291272472954736 -0.0065689894182594027 -0.0084447791171581507 0.0036831596075210526 -0.0014599617840449363 0.010495884798671497 -3.2807435707554901e-05 -0.031843030480669221 0.00057174415527491338 -0.020099021538458162 leaf_count=59 33 5622 20722 475 60 98 2556 9938 354 852364 25 19117 58 internal_value=0 0.00987427 0.0155908 0.106626 0.140093 -0.0300517 -0.000362873 -0.0170452 0.10267 -0.000165327 0.012744 0.0133111 0.00768045 internal_count=911481 27010 21388 666 535 131 884471 10351 413 874120 21756 21731 19175 shrinkage=0.0663007 Tree=148 num_leaves=14 num_cat=0 split_feature=6 22 24 28 24 16 7 1 28 4 28 18 27 split_gain=2.78555 4.70342 6.43954 6.23599 5.1743 5.12107 4.71976 8.53764 8.14327 6.91692 9.22337 5.9035 4.33479 threshold=0.88263827751056445 564.25000000000011 15.500000000000002 608.25000000000011 1.5000000000000002 225.92437664171396 -71.565052032470689 1183.5000000000002 540.25000000000011 37.611333847045906 1160.2500000000002 1.5000000000000002 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 4 -2 -5 7 -3 -9 10 -10 -12 -6 right_child=1 6 -4 5 12 -7 -8 8 9 -11 11 -13 -14 leaf_value=4.6146640228883351e-05 -0.0082361341975995244 -0.00025649281305893841 -0.00226248653592838 -0.0028714876209635751 0.0048724672199495092 0.0026312982924228102 0.00019058940950199654 -0.031229183975480704 0.0026923043704415884 -0.0032695302049161696 -0.0065311589008199191 -0.037537937597461005 -0.00010119811293152201 leaf_count=772259 338 5794 10150 6238 787 844 76874 52 70 1685 40 83 36267 internal_value=0 -0.00416351 -0.0113969 -0.00620989 -0.00105656 -0.0334188 0.000507004 -0.023057 -0.0806617 -0.069853 -0.249173 -0.414089 6.69513e-05 internal_count=911481 139222 54624 44474 37392 7082 84598 7724 1930 1878 193 123 37054 shrinkage=0.0663007 Tree=149 num_leaves=14 num_cat=0 split_feature=21 28 27 17 27 10 26 13 25 14 27 25 22 split_gain=2.88124 10.0468 13.3429 7.53774 6.92224 7.16478 7.02029 7.46655 7.67469 6.75427 6.43436 6.3797 5.89894 threshold=9.5000000000000018 494.75000000000006 32.500000000000007 47.083683216488673 52.500000000000007 0.74999804471582954 0.47828505102287572 23.776039972478213 564.25000000000011 33.650315114152399 46.500000000000007 662.25000000000011 614.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=10 2 -2 -3 6 -6 -5 8 -8 11 -1 -9 -12 right_child=1 3 -4 4 5 -7 7 9 -10 -11 12 -13 -14 leaf_value=-3.9214004999017457e-05 0.00028657417509770776 -0.00023334965736177606 -0.005303050976610134 -0.0022816880574310109 -0.017451541194106423 0.0029823876359654916 0.0018844189223815105 0.00069384282651491842 0.012759098661190701 -0.0090581187688766711 0.0080111186911041993 0.0024621347244369396 -0.034698536777554065 leaf_count=836199 4937 25982 3029 2293 176 132 638 22187 516 273 21 15054 44 internal_value=0 0.00584559 -0.0277347 0.00982324 0.0182236 -0.131132 0.0193466 0.0225346 0.101762 0.0200974 -0.000615912 0.0212463 -0.315231 internal_count=911481 75217 7966 67251 41269 308 40961 38668 1154 37514 836264 37241 65 shrinkage=0.0663007 Tree=150 num_leaves=14 num_cat=0 split_feature=26 29 15 4 25 13 18 9 28 28 24 7 26 split_gain=2.6891 3.93609 7.34871 8.00749 6.75058 5.55209 6.13247 7.17463 6.80822 8.77552 7.62445 6.77999 4.58262 threshold=6.7052527499691026 2.2283259587020656 0.37912035145866396 227.94919586181643 421.25000000000006 277.46623706217423 2.5000000000000004 0.94938489949781057 3680.5000000000005 1219.2500000000002 3.5000000000000004 -89.940933227539048 4.3298720887044917 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 -3 6 7 8 9 11 -10 -6 -13 right_child=-2 2 3 -5 5 -7 -8 -9 10 -11 -12 12 -14 leaf_value=1.4619980219003861e-05 0.0018536686356140394 -0.017724385142095546 1.9300728605699108e-05 -0.014261071040294959 -0.0320454406462123 0.002965079966364055 0.0048213286206460612 0.00056724483689439228 -0.0032761206290639125 0.00054103750314471867 -0.046134119956851113 -0.0059830779116053249 0.0015401785480306986 leaf_count=877532 3412 124 21534 174 42 844 450 1745 37 1387 36 3771 393 internal_value=0 -0.000167868 -0.0113286 -0.00143533 -0.0356532 -0.032353 -0.0406282 -0.0475107 -0.0647778 -0.0608176 -0.368195 -0.0835643 -0.079532 internal_count=911481 908069 30537 21708 8829 8705 7861 7411 5666 5593 73 4206 4164 shrinkage=0.0663007 Tree=151 num_leaves=14 num_cat=0 split_feature=27 21 17 1 14 21 29 20 17 17 16 4 17 split_gain=2.92903 6.47759 5.84682 8.58794 8.96481 7.78574 6.82153 10.1056 8.49546 7.74877 8.86437 11.8972 11.0747 threshold=14.500000000000002 2.5000000000000004 80.548526377255442 503.50000000000006 37.208335092374895 8.5000000000000018 0.7811554879433269 0.91399708454810502 58.580595918817501 55.994341332180305 210.51437237962142 21.313999176025394 51.129730444511829 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 6 5 -5 -4 8 -8 -3 10 11 -9 -12 right_child=1 2 3 4 -6 -7 7 9 -10 -11 12 -13 -14 leaf_value=0.00011797021057732207 -0.0020683768608586611 0.00050603215521513297 0.00068624073040004911 0.0031632435298293176 -0.018269852612534533 -0.0084336379603726069 -0.0011455299763368371 0.00020294642284633758 -0.0021451065908632229 0.00085444298325962733 -0.00030800509436854111 -0.0022804464402569908 0.00088628325649801562 leaf_count=456945 7377 95286 1282 6139 87 606 48798 14782 5627 32262 180299 19890 42101 internal_value=0 -0.00180593 -0.00132106 0.025278 0.0431933 -0.0338007 -0.00181263 -0.00396599 0.00540269 -0.00172088 -0.00355418 -0.0184264 -0.00123562 internal_count=911481 454536 447159 8114 6226 1888 439045 338132 100913 289334 257072 34672 222400 shrinkage=0.0663007 Tree=152 num_leaves=14 num_cat=0 split_feature=27 21 23 11 20 25 8 27 25 8 25 26 19 split_gain=2.70274 6.05992 6.67823 7.30995 7.56284 6.05682 9.48754 5.77006 11.2981 13.4477 11.711 10.6153 13.8079 threshold=14.500000000000002 2.5000000000000004 1.1861603096515283 0.86396566878312442 1.6314925654056092 1428.2500000000002 2677.5000000000005 6.5000000000000009 1164.2500000000002 2561.5000000000005 3852.2500000000005 1.98988084270008 11534.000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 2 -2 4 -4 -3 -7 -1 -9 -10 -11 -12 -13 right_child=1 5 3 -5 -6 6 -8 8 9 10 11 12 -14 leaf_value=-0.00022668244434244548 -0.00094869539801196491 -0.00010421748144177936 -0.0093591650070483836 0.002748408308763663 0.013063810053906102 0.0042600318002872888 -0.01069999601653613 0.00043925137309870182 -0.0014650963320956651 0.0019066153626858095 -0.0020142273942196825 -0.032860051038566832 0.0022519403250462161 leaf_count=149242 5805 444419 1193 347 70 2405 202 264013 30801 11071 1711 117 85 internal_value=0 -0.00176028 -0.0301137 -0.0870991 -0.122418 -0.00128997 0.0467698 0.0016837 0.00415785 -0.0107193 0.016273 -0.0559755 -0.272775 internal_count=911481 454441 7415 1610 1263 447026 2607 457040 307798 43785 12984 1913 202 shrinkage=0.0663007 Tree=153 num_leaves=14 num_cat=0 split_feature=21 18 5 24 24 27 23 15 23 8 20 1 4 split_gain=2.65373 11.1156 10.5259 6.92946 5.90856 6.49845 6.54003 6.45193 11.3609 6.01755 4.68924 10.4047 4.68387 threshold=11.500000000000002 3.5000000000000004 41.473735809326179 24.500000000000004 20.500000000000004 36.500000000000007 0.9942229905618819 0.47358471802459517 0.96950065919001827 674.50000000000011 0.88567271637034217 792.50000000000011 25.000001907348636 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 -2 4 -1 5 -3 -7 8 -6 -10 11 -5 -12 right_child=1 2 -4 10 7 6 -8 -9 9 -11 12 -13 -14 leaf_value=-8.834052005015788e-06 0.0014989763965017648 0.0014493286068491228 0.0048619235895051979 -0.0053714496469823526 -0.0015809621496516869 -0.0014612334997525043 -0.047561463534700983 -0.0018926783335657111 -0.020903699890788923 -0.0038259754048186809 -0.0032585826935707827 -0.033609144560385065 0.0042834676636967425 leaf_count=875564 21068 2629 1192 488 592 31 24 6875 300 130 2085 65 438 internal_value=0 0.00885594 -0.0157549 -0.000299696 -0.0257909 0.0147429 -0.325452 -0.0395674 -0.113703 -0.237413 -0.0476797 -0.131077 -0.0294003 internal_count=911481 32841 11773 878640 10581 2684 55 7897 1022 430 3076 553 2523 shrinkage=0.0663007 Tree=154 num_leaves=14 num_cat=0 split_feature=11 17 22 27 14 28 28 24 19 27 10 16 27 split_gain=2.59665 3.45434 3.17473 5.68698 6.74171 4.74388 8.04213 6.39971 7.19756 5.13713 4.78775 5.04967 4.55836 threshold=0.92740606305034634 44.406591196779388 280.25000000000006 1.5000000000000002 7.392287083078334 391.25000000000006 604.25000000000011 4.5000000000000009 183.75000000000003 2.5000000000000004 0.85049728352870557 173.64915156744323 9.5000000000000018 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 4 -1 7 -7 8 -5 -10 11 -11 -9 right_child=1 -3 -4 5 -6 6 -8 12 9 10 -12 -13 -14 leaf_value=-0.014822801101994848 5.3273035971491298e-05 0.0012666962732737134 -5.1176376315877466e-06 -0.0063248392215059348 0.01023343693859916 0.0011566386021332441 -0.0041909602515740694 -0.0086687843173229428 0.01364243139717454 -0.0045584900885613996 -0.0070664248272523066 0.010332820738109177 -0.0027789679069379512 leaf_count=55 27903 16359 857146 461 333 4331 1730 1068 188 154 209 286 1258 internal_value=0 0.00756776 -0.000284604 -0.0179343 0.100778 -0.0226901 -0.00557662 -0.0513118 0.00494226 0.0602063 0.0180412 0.0772369 -0.0827038 internal_count=911481 44262 867219 10073 388 9685 6061 3624 1298 837 649 440 2326 shrinkage=0.0663007 Tree=155 num_leaves=14 num_cat=0 split_feature=2 29 14 16 15 15 12 25 22 8 5 26 15 split_gain=2.52667 5.79037 2.84696 4.53296 6.03633 4.14853 5.19813 4.91346 5.4039 3.12492 4.3163 3.7044 8.71657 threshold=1668.1928571428573 0.99999213537226439 163.39564432265368 241.89057583876269 0.41520038194704995 0.69619078094977016 807.79803358707159 52007.500000000007 30276.500000000004 27785.000000000004 436.47608947753912 1.2026449936781047 0.52940723090642028 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 9 4 -4 -6 -7 8 -8 10 -1 -11 -13 right_child=1 -3 3 -5 5 6 7 -9 -10 11 -12 12 -14 leaf_value=8.7187944723100362e-07 0.010963269102516866 0.00094509737114085979 -0.020477004137016259 0.0014067235641421504 -0.00031582281576432154 0.0053751265913019276 -0.0042757677923329464 0.001722836767110396 -0.020345279735747537 0.0043003752825414628 -0.021254055841009981 0.0026034163138753982 -0.016411491769402622 leaf_count=904529 289 2071 97 926 823 112 152 113 233 1509 42 446 139 internal_value=0 0.0327583 -4.51387e-06 -0.0340053 -0.0674276 -0.0510857 -0.113583 -0.15736 -0.211173 8.75884e-05 -1.73459e-06 0.0386735 -0.0288784 internal_count=911481 2360 909121 2456 1530 1433 610 498 385 906665 904571 2094 585 shrinkage=0.0663007 Tree=156 num_leaves=14 num_cat=0 split_feature=33 4 4 4 29 13 1 6 19 22 23 13 29 split_gain=2.64767 5.5204 4.24746 5.47536 13.1278 9.66563 7.28431 6.37948 16.0519 7.45005 5.6804 6.48517 5.12595 threshold=2.5000000000000004 94.005599975585952 5.0399255752563485 13.005383014678957 1.0174556844055129 69.578366415068345 306.50000000000006 0.51025196476867751 566.75000000000011 736.25000000000011 0.16015709271097109 21.708919934149311 0.097662619970567646 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 4 5 7 -6 8 -4 -9 -11 -12 -5 right_child=1 -3 3 12 6 -7 -8 9 -10 10 11 -13 -14 leaf_value=-0.0015653020912243043 -0.00068458877133171798 0.0071325872617020352 0.002729713023787913 -0.0034656308702089344 -0.015273647675270121 -0.0075530764676805797 -0.00089904164987828416 -0.00023084024217638399 -0.0023098460095417324 0.00017951336681753353 0.0072933405135660098 -0.001347007266468267 -2.4407195575246394e-06 leaf_count=7411 32626 402 16327 1883 344 591 282 20695 3348 1793 1616 500 823663 internal_value=0 -0.00889043 0.000229795 0.000432621 0.0111126 0.013119 -0.132701 0.0148147 0.0282373 0.00408099 0.0441194 0.0792098 -0.000155955 internal_count=911481 33028 878453 871042 45496 44870 626 44279 19675 24604 3909 2116 825546 shrinkage=0.0663007 Tree=157 num_leaves=14 num_cat=0 split_feature=21 18 22 19 4 15 8 8 11 24 17 22 16 split_gain=2.55776 8.60306 8.27188 12.5489 7.53415 13.0439 8.29061 7.1526 6.63199 6.03761 7.82284 7.61498 9.01162 threshold=9.5000000000000018 3.5000000000000004 658.25000000000011 611.75000000000011 22.078345298767093 0.64372067120453302 568.50000000000011 1662.5000000000002 0.89424747085916512 14.500000000000002 56.340837074227558 693.25000000000011 228.98076187353121 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 7 3 -3 5 -5 -7 -2 -8 -1 -11 12 -12 right_child=1 2 -4 4 -6 6 8 -9 -10 10 11 -13 -14 leaf_value=3.5855806632829577e-05 0.00086712781555204721 -0.00049628161297683921 0.0015609915311183091 -0.0040328403498066934 0.001594227070807086 -0.0073694464454753441 -0.012593389342850906 -0.016212770275875664 -0.032185617780582161 -0.00066849510592457441 -0.00011150019299221276 0.0028714629979310203 -0.035358784549453987 leaf_count=715485 52430 13642 5363 2369 650 321 148 108 156 106234 8883 5660 32 internal_value=0 0.00552582 -0.0107659 -0.0214106 -0.0735428 -0.0947292 -0.223234 0.0125491 -0.341584 -0.000563279 -0.00710216 0.0146228 -0.00358999 internal_count=911481 75187 22649 17286 3644 2994 625 52538 304 836294 120809 14575 8915 shrinkage=0.0663007 Tree=158 num_leaves=14 num_cat=0 split_feature=2 29 31 24 26 4 4 20 10 28 29 20 10 split_gain=2.54372 3.55163 7.64335 4.41422 3.33351 3.35233 3.00927 2.97506 5.39403 2.95329 5.06818 9.00726 4.92359 threshold=12.404508611955423 2.0546120156307004 1.5000000000000002 9.5000000000000018 4.3298720887044917 103.12586975097658 6.0041637420654306 0.98415751769438742 0.92136399473033703 696.25000000000011 0.85143047492148105 0.80132817840368697 0.89396298422643283 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 4 -4 -6 -2 8 -3 10 -8 -12 -13 right_child=6 2 3 -5 5 -7 9 -9 -10 -11 11 12 -14 leaf_value=-7.9218312730650051e-05 0.0062340061187368149 -0.029859230899067724 -0.0030561143554342376 -0.0064985625807252416 0.0043295723641184961 -0.0056912769411079697 0.00050474174388319046 7.7373621624928079e-05 0.011393013985974199 0.00027810904339660122 -0.0022533832490810113 -2.1179951345157191e-05 -0.0013686775762299949 leaf_count=392072 352 38 2986 1324 584 196 58331 9360 22 228252 8928 196346 12690 internal_value=0 -0.00176341 -0.0171269 -0.0483499 -0.0308888 0.0273227 0.00159731 -0.000255843 -0.222221 0.00153282 -0.000666168 -0.0028818 -0.00155327 internal_count=911481 406582 14510 5090 3766 780 504899 9420 60 504547 276295 217964 209036 shrinkage=0.0663007 Tree=159 num_leaves=14 num_cat=0 split_feature=20 7 18 19 26 9 25 4 4 16 14 7 29 split_gain=2.48685 4.24042 6.07626 8.14093 5.71395 7.02877 7.15107 8.13477 6.47429 6.96915 6.29243 10.7219 5.87303 threshold=1.0835995848857587 -1.0000000180025095e-35 4.5000000000000009 431.25000000000006 1.4000402900886384 0.98273268355488297 1078.7500000000002 67.964935302734389 227.94919586181643 233.21352977744627 27.254127004252577 -70.000465393066392 2.5209812777583864 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -4 10 8 -7 -8 -6 -10 -1 12 -12 right_child=-2 -3 3 -5 5 6 7 -9 9 -11 11 -13 -14 leaf_value=0.00012555326606294984 -0.00023805390117309026 -8.7276778737213124e-05 -0.011389887506832756 0.0053003592620898526 -0.00040589728110936133 -0.0026095190810875644 -0.039077656569593146 0.0042181962158140927 -0.00033445319853842942 -0.03626741967400119 -0.00028332088448916273 0.0012782567613800406 -0.0060644408641219606 leaf_count=207787 157888 424151 139 1695 42246 141 65 27 49 46 18562 57879 806 internal_value=0 0.000774194 0.00346577 0.060865 0.00314444 -0.00766161 -0.18087 -0.397752 -0.00670845 -0.267472 0.00475848 0.0124645 -0.00790191 internal_count=911481 753593 329442 1834 327608 42574 233 92 42341 95 285034 77247 19368 shrinkage=0.0663007 Tree=160 num_leaves=14 num_cat=0 split_feature=0 28 18 15 21 22 14 20 19 8 14 26 19 split_gain=2.6521 5.60386 14.1682 14.8119 12.6712 19.4117 14.1325 21.9352 25.118 9.40602 12.0332 9.33089 9.04075 threshold=33.000000000000007 971.75000000000011 1.5000000000000002 0.33416754789416209 5.5000000000000009 1350.2500000000002 31.633836670192697 1.1670014048248005 1366.2500000000002 1464.5000000000002 24.385282409132035 1.2413141189502388 908.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 6 9 -5 8 -8 10 -6 -10 -12 right_child=-2 2 3 4 5 -7 7 -9 11 -11 12 -13 -14 leaf_value=0.000181308445007419 -0.00013976611850639409 -3.8402855559256392e-05 0.0019068542016460396 -0.00085314287844831039 -0.0074551702533937388 0.0015842900803063188 -0.024913515876366241 -0.0012394619863062434 -0.00079782071215888577 0.0026942517859138738 -0.0079657305969783338 -0.026599319829295764 -0.026603490499003662 leaf_count=459157 369181 70188 2737 6131 449 547 495 1321 466 139 154 71 445 internal_value=0 0.00136673 -0.00618753 -0.0365724 -0.0540725 -0.131966 -0.0381523 -0.104034 -0.213271 -0.203791 -0.23621 -0.0634864 -0.328983 internal_count=911481 542300 83143 12955 10218 1734 8484 2353 1032 1187 1048 537 599 shrinkage=0.0663007 Tree=161 num_leaves=14 num_cat=0 split_feature=17 27 28 7 23 21 4 4 17 15 7 1 8 split_gain=2.45637 3.24616 10.1226 10.3747 9.4589 7.4139 39.7342 14.6314 11.8928 13.8514 13.5695 12.722 11.1646 threshold=33.721742917508188 6.5000000000000009 299.75000000000006 -1.0000000180025095e-35 1.4524531787121138 1.5000000000000002 39.65831375122071 28.00000095367432 65.333986813920276 0.25317249370297762 -50.194429397583001 5911.5000000000009 3297.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 4 3 -3 5 7 -7 -2 11 -10 -11 -9 -8 right_child=1 2 -4 -5 -6 6 12 8 9 10 -12 -13 -14 leaf_value=0.00051986450547337288 -0.0012736597334563975 0.0010561512192162146 4.1076845178094352e-05 -0.010068873738422515 0.0017148482764952893 -0.00040866903044112777 -0.0027229198783117162 0.0017468763670317406 -0.027688193327354556 -0.00056833755432746764 0.0088628535101358073 -0.0011622033482876009 -0.0081386051370330153 leaf_count=38270 20144 636 744077 876 9210 60830 2988 16689 56 1026 1936 10940 3803 internal_value=0 -0.000344242 0.000453456 -0.0812857 -0.00500452 -0.00740551 -0.0142632 0.00172454 0.0154848 0.0750883 0.0844034 0.00897418 -0.0868125 internal_count=911481 873211 745589 1512 127622 118412 67621 50791 30647 3018 2962 27629 6791 shrinkage=0.0663007 Tree=162 num_leaves=14 num_cat=0 split_feature=11 30 4 26 22 1 23 24 19 17 17 22 28 split_gain=2.45532 5.23074 4.27442 5.02409 8.61748 8.45991 13.7369 6.75302 8.40063 6.65854 4.88519 4.95922 4.59425 threshold=0.87028243021346485 1.5000000000000002 6.0041637420654306 0.69164030839950119 1491.2500000000002 1008.5000000000001 0.90831857236084346 25.500000000000004 406.75000000000006 51.055590779407851 54.69896191726194 2616.5000000000005 602.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 -2 4 5 7 -7 -4 -9 -5 -6 -12 -10 right_child=1 -3 3 9 10 6 -8 8 12 -11 11 -13 -14 leaf_value=-5.9397141976080178e-05 -0.0019729212901288514 -0.0011053235127121681 0.00096093834320512106 -6.3713388407351693e-06 0.0050123339930381724 -0.037563115989164848 -0.0012288085387374946 0.0037003491676503579 -0.0072802893876820996 0.0010541067165751468 0.0037321658364440156 -0.014096913378426118 -0.028975397541664279 leaf_count=694792 3643 12773 22762 141683 3150 66 149 130 82 31883 155 123 90 internal_value=0 0.00295964 0.00418929 0.00480679 0.0175752 0.0106821 -0.186764 0.0125227 -0.136031 0.00284208 0.0643853 -0.0626877 -0.281028 internal_count=911481 216689 203916 200273 26707 23279 215 23064 302 173566 3428 278 172 shrinkage=0.0663007 Tree=163 num_leaves=14 num_cat=0 split_feature=18 33 20 30 12 18 30 15 20 27 10 6 5 split_gain=2.41275 2.29788 5.01466 4.97661 5.7019 4.77628 4.58367 5.69828 5.5374 11.5546 11.9169 7.60479 5.80724 threshold=6.5000000000000009 2.5000000000000004 0.89429846150796677 2.5000000000000004 55.81675682618971 1.5000000000000002 1.5000000000000002 0.25317249370297762 0.4095075990585994 37.500000000000007 0.9297388632346858 0.33333333770898604 12.010407447814943 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 3 -3 6 -5 -4 7 -1 9 10 -9 -10 -13 right_child=-2 2 5 4 -6 -7 -8 8 11 -11 -12 12 -14 leaf_value=-0.0012300241923628476 0.0050994614007238703 -0.00076395571828730645 0.0069076979961188965 0.024860064915493817 0.00070416821925745933 0.00028590659794729481 -0.00088058483277897014 0.0017985224396740744 0.0013508679370411024 -0.011655989659801604 -0.0039632265917992704 -0.0048709378465840777 -2.1398181733660178e-05 leaf_count=16042 407 30864 731 43 40681 1388 26401 18396 17991 307 1726 1087 755417 internal_value=0 -9.7452e-05 -0.00829174 0.000210343 0.0110055 0.0387666 -0.000314663 0.000107478 0.000484041 0.0167349 0.0196725 5.53891e-05 -0.000427844 internal_count=911481 911074 32983 878091 40724 2119 837367 810966 794924 20429 20122 774495 756504 shrinkage=0.0663007 Tree=164 num_leaves=14 num_cat=0 split_feature=24 0 6 12 1 7 26 24 1 10 22 26 27 split_gain=2.42293 2.31731 2.73824 7.32909 5.20169 8.57557 5.58767 13.7671 11.5101 8.25079 8.14858 6.15414 5.85171 threshold=32.500000000000007 9.0000000000000018 0.86956521876204507 99.169047558312158 1183.5000000000002 -53.067413330078118 1.5661932581251681 2.5000000000000004 2311.5000000000005 0.58211190608134389 1269.2500000000002 1.0339688336564203 6.5000000000000009 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 -5 6 7 -6 10 12 11 -9 -10 right_child=-2 2 3 4 5 -7 -8 8 9 -11 -12 -13 -14 leaf_value=0.00035787178596342358 0.0049359983309848953 2.6575978164356824e-05 -0.00063441601315408238 0.00077402598088502144 0.00033352859207601716 0.00015690644368005163 -0.00051429594054105629 -0.027032031602669118 -0.021026114971032756 -0.00088191307090014633 -0.00057730248115615878 -0.007923428987902114 -0.044026093665904771 leaf_count=74531 438 693313 94117 36110 762 9993 1248 117 135 57 382 202 76 internal_value=0 5.46406e-05 -0.000421412 -0.00440243 0.00550425 -0.0116717 -0.058763 -0.0955369 -0.174621 -0.350887 -0.107232 -0.225215 -0.442084 internal_count=911481 911043 836512 143199 49082 12972 2979 1731 969 268 701 319 211 shrinkage=0.0663007 Tree=165 num_leaves=14 num_cat=0 split_feature=26 16 16 22 9 22 11 20 8 24 25 11 28 split_gain=2.47315 2.78519 2.6229 4.75538 5.5205 4.79991 4.64843 5.33546 4.42292 4.27292 4.12262 5.02253 3.60403 threshold=6.7052527499691026 107.97436475087395 145.0579801048969 1613.2500000000002 0.9628257996349715 2003.7500000000002 0.58550481596147241 0.34844553765977049 635.50000000000011 4.5000000000000009 2952.7500000000005 0.8380994974018231 1402.2500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 3 8 6 9 12 -8 -1 -6 11 -10 -5 right_child=1 -3 -4 4 5 -7 7 -9 10 -11 -12 -13 -14 leaf_value=-0.00073657041786383932 0.016852009623482642 0.0015350532246073895 9.1480678026332973e-06 0.012283128032393814 0.017397424677647044 0.0027271050715082655 0.0017987569823823674 -0.0040823568990811365 -0.0035080366038608181 -0.0039361731362610513 -0.011514090020435632 0.0063087173942670055 0.0015271166985072811 leaf_count=12690 53 3394 885755 148 200 972 1095 1781 3006 52 255 248 1832 internal_value=0 0.026705 -0.000131566 -0.010848 0.0129992 0.0730178 -0.00212904 -0.0278006 -0.0197986 0.196005 -0.0512217 -0.0416264 0.0351595 internal_count=911481 3447 908034 22279 6080 1224 4856 2876 16199 252 3509 3254 1980 shrinkage=0.0663007 Tree=166 num_leaves=14 num_cat=0 split_feature=27 28 5 16 5 29 18 11 19 29 23 11 4 split_gain=2.12562 8.40867 6.89277 15.3091 8.1346 7.69326 7.65796 7.56672 10.8052 6.64013 6.92252 6.8135 6.58333 threshold=14.500000000000002 1370.7500000000002 48.000003814697273 224.41062317746682 67.977588653564467 2.7342330464627698 2.5000000000000004 0.67760987588573807 518.75000000000011 0.7811554879433269 0.78464605585274649 0.78359736077127395 16.970562934875492 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 7 4 5 -4 -6 8 -2 11 -11 -9 -13 right_child=1 -3 3 -5 6 -7 -8 9 -10 10 -12 12 -14 leaf_value=9.8171729230148616e-05 -0.0014421900008769954 0.0036117460474840795 -0.0035806471641298188 0.00020259559726813701 -0.0012306783286130157 -0.013266298832903122 0.0091505210343532026 -0.00055224918599849123 0.00126776405455836 -0.0019553075325314021 -0.00024952966509756065 4.6013175957240255e-05 0.0013631593483517815 leaf_count=457095 7922 2661 8230 15099 2098 377 367 27436 35230 10868 277337 34179 32582 internal_value=0 -0.00157352 -0.00190369 -0.0176554 -0.0458993 -0.060405 0.00474987 -0.000934984 0.0116177 -0.00235149 -0.00473378 0.00493739 0.0103895 internal_count=911481 454386 451725 26171 11072 8607 2465 425554 43152 382402 288205 94197 66761 shrinkage=0.0663007 Tree=167 num_leaves=14 num_cat=0 split_feature=17 19 26 5 13 26 6 20 28 5 9 4 5 split_gain=2.47066 3.94676 4.82303 4.76567 7.53883 6.10202 6.04875 4.67809 3.3248 3.20917 3.3857 3.15854 6.29743 threshold=109.36020199621227 358.25000000000006 0.93274595042177733 127.05727386474611 42.890738276390394 0.34066459855933545 0.47058825174523694 0.74560701754385972 628.25000000000011 90.107246398925795 0.96143121111050656 81.85913467407228 238.22664642333987 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 -3 6 -6 8 -4 10 -8 -9 -13 right_child=1 2 7 -5 5 -7 9 11 -10 -11 -12 12 -14 leaf_value=-9.8517744437132814e-06 0.023868474232453363 0.0024152524429239602 -0.03422512895658486 0.011182651551764178 -0.019103340445557931 -0.010260044040869592 -0.0048594176279484619 0.0056718727202558581 -0.0040958972147495942 0.02813122004561474 0.021327935535849066 -0.012710544992795803 0.0050973535576655351 leaf_count=907796 35 755 21 126 38 572 60 1553 69 35 34 133 254 internal_value=0 0.0257972 0.0225925 -0.018099 -0.0338503 -0.105651 0.0625214 0.0550655 -0.167812 0.165815 0.0695709 0.0654052 -0.0154248 internal_count=911481 3685 3650 1620 1494 739 167 2030 90 129 94 1940 387 shrinkage=0.0663007 Tree=168 num_leaves=14 num_cat=0 split_feature=21 28 0 17 18 21 1 13 18 23 26 19 13 split_gain=2.26566 8.62684 10.1686 6.07833 6.05449 7.05337 6.60196 6.12105 5.67415 7.34149 4.94312 7.25044 4.68817 threshold=9.5000000000000018 494.75000000000006 43.000000000000007 47.083683216488673 3.5000000000000004 15.500000000000002 566.50000000000011 36.23285952745892 1.5000000000000002 1.4975307287093944 0.47828505102287572 351.25000000000006 23.304518390578206 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 4 -3 5 8 7 -6 9 -2 -5 12 -12 right_child=1 3 -4 10 6 -7 -8 -9 -10 -11 11 -13 -14 leaf_value=-3.4061112156795581e-05 0.0029024097155573216 -0.0002035768489642411 -0.0096506729506440816 -0.0018936352976135257 -0.0037026088468733024 -0.015712510566925676 0.0034253769126812981 -0.015894309614070932 0.0014788481328580562 -0.032174634679455333 0.015873275409798143 0.0011465623776543091 0.0041903760614835136 leaf_count=836288 54 25995 652 2303 2369 113 541 196 3993 51 225 38242 459 internal_value=0 0.00521692 -0.0258929 0.0089048 -0.0152297 0.00947501 -0.0487235 -0.0698969 0.0162711 -0.213195 0.0164553 0.0191186 0.121167 internal_count=911481 75193 7969 67224 7317 4211 3106 2565 4098 105 41229 38926 684 shrinkage=0.0663007 Tree=169 num_leaves=14 num_cat=0 split_feature=20 27 4 23 13 13 14 25 18 25 13 21 4 split_gain=2.09422 4.77724 14.3248 9.57026 7.8683 11.3569 10.0338 9.62946 7.06304 6.57228 7.98083 7.15274 7.76669 threshold=1.0835995848857587 22.500000000000004 57.247821807861335 3.8098291972628684 40.087671410814217 35.153868753982849 31.141525919219447 922.25000000000011 1.5000000000000002 491.25000000000006 18.71150542894048 9.5000000000000018 16.000239372253422 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -4 5 9 -7 -8 -6 10 -3 -11 -13 right_child=-2 2 3 -5 8 6 7 -9 -10 11 -12 12 -14 leaf_value=0.00013778224450842358 -0.00021203065315306821 0.0038876836398655909 -0.032353554852366705 -0.00078254960073428502 -0.0020635585028406182 -0.0014181738973882013 -0.0063643087912426503 -0.029022842282564659 0.0010786068242712363 -0.00033097233786995404 -0.0018869376561923019 -0.0011890656885417301 0.0016176879310235539 leaf_count=600459 157941 1143 102 72 3568 29835 584 96 26502 52146 13222 5510 20301 internal_value=0 0.000806822 -0.00417991 -0.290942 -0.00385359 -0.00740278 -0.0241276 -0.144239 0.010645 -0.00187476 -0.0215301 0.0017471 0.0153621 internal_count=911481 753540 153081 174 152907 122837 30515 680 30070 92322 14365 77957 25811 shrinkage=0.0663007 Tree=170 num_leaves=14 num_cat=0 split_feature=17 27 22 28 8 21 15 16 28 28 4 6 28 split_gain=2.23954 4.331 19.6225 20.04 14.5711 12.2327 8.6419 7.35542 6.97651 5.86638 9.36985 6.13285 5.64819 threshold=38.154689994950452 2.5000000000000004 1193.2500000000002 606.25000000000011 1327.5000000000002 1.5000000000000002 0.17841322421253625 196.2805165513499 7440.2500000000009 299.75000000000006 11.999999046325685 0.33333333770898604 2902.2500000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 -2 5 6 -5 -7 12 10 -3 -12 -8 right_child=1 9 -4 4 -6 7 8 -9 -10 -11 11 -13 -14 leaf_value=0.00030824133777691479 0.00063441623541524628 -0.0065990061086201373 0.00050961836335192709 -0.021155036591006079 0.010768431263051645 -0.0060500551405754718 -0.0049983013425968321 -0.01935648064176063 -0.015204657100199425 -4.7895932815956407e-06 -0.024639506893483838 0.0028896206061799199 0.0044234800526249066 leaf_count=90560 2786 1468 13463 151 204 280 2701 525 267 797805 37 922 312 internal_value=0 -0.000590898 -0.0148759 -0.0569127 -0.0986284 -0.1112 -0.0851702 -0.222142 -0.074402 -0.000221576 -0.0493113 0.0275637 -0.060673 internal_count=911481 820921 20689 7226 4440 4236 3431 805 3280 800232 2427 959 3013 shrinkage=0.0663007 Tree=171 num_leaves=14 num_cat=0 split_feature=11 17 17 27 0 29 14 27 14 27 14 30 17 split_gain=2.28341 8.58896 10.8883 8.20982 6.35161 6.17385 7.05379 5.76787 5.58085 5.04286 5.74115 4.95044 4.95049 threshold=0.85098280691586992 59.62530583022383 80.548526377255442 11.500000000000002 31.000000000000004 1.510522225889861 16.236779676849128 3.5000000000000004 48.773806066188662 53.500000000000007 22.611256151718727 1.5000000000000002 49.729238075471272 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=9 11 4 7 8 6 -5 -4 -3 -1 -11 12 -2 right_child=1 2 3 5 -6 -7 -8 -9 -10 10 -12 -13 -14 leaf_value=-6.5165803355476994e-05 7.5622209243599595e-05 -0.010364178214531894 -0.0071736171249615534 0.003626494584777977 -0.0025855773017889505 0.012671186307392352 -0.01905190591282481 0.0088461141045958272 0.011505460923759698 0.0024509559695181531 -0.023860991866242291 -0.00090117542011739003 0.00068382642866071251 leaf_count=615188 190327 1023 117 95 1491 61 165 635 54 65 83 17031 85146 internal_value=0 0.00235225 -0.0459173 0.038682 -0.0812659 -0.0952004 -0.162375 0.0958313 -0.139782 -0.00102728 -0.185595 0.0029531 0.00397601 internal_count=911481 296145 3641 1073 2568 321 260 752 1077 615336 148 292504 275473 shrinkage=0.0663007 Tree=172 num_leaves=14 num_cat=0 split_feature=26 29 19 26 4 11 1 10 4 25 10 1 14 split_gain=2.15307 2.84906 17.3934 4.31926 3.80549 5.97099 10.641 4.89123 2.72903 2.99521 2.56375 7.60149 2.27426 threshold=6.7052527499691026 10.12391871991681 5683.5000000000009 1.7749523687677431 86.843147277832045 0.7308964385051343 9678.0000000000018 0.95329473251633734 157.83525848388675 2534.2500000000005 0.63711337372747534 23584.500000000004 163.39564432265368 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 6 7 -5 -2 12 11 -6 -10 right_child=8 2 3 4 10 -7 -8 -9 9 -11 -12 -13 -14 leaf_value=-1.1560569284145803e-06 0.0019895647011451269 -0.037421670685836385 0.0012298081417589767 -0.025665230457494498 0.0031283520570340498 0.0057302122575169784 -0.05167252425527577 0.0069419357711187615 -0.032995135290404778 0.0038670927740131495 -0.001073814382951565 -0.042920942429661289 -0.0066749192116616037 leaf_count=906212 3319 61 1076 39 40 47 37 42 27 45 479 26 31 internal_value=0 -9.74038e-05 -0.0393325 -0.0213983 -0.0819381 -0.214993 -0.335051 -0.132092 0.0250333 -0.135272 -0.0416553 -0.226427 -0.285478 internal_count=911481 908059 1847 1786 710 165 118 81 3422 103 545 66 58 shrinkage=0.0663007 Tree=173 num_leaves=14 num_cat=0 split_feature=11 20 23 5 12 25 24 20 24 23 6 14 27 split_gain=2.34241 2.41746 5.83697 3.57057 4.45354 3.70962 3.28142 3.54929 3.15782 4.73771 2.48203 2.27909 2.24204 threshold=0.93944226448851798 0.2810349529925415 0.6682946707217684 13.011823654174806 71.088834764831859 363.25000000000006 3.5000000000000004 0.95255480835293882 8.5000000000000018 0.83078095684803011 0.43178328029477347 11.252490118929341 27.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 -4 5 6 -5 -8 9 -9 -11 -7 -6 right_child=1 2 3 4 12 11 7 8 -10 10 -12 -13 -14 leaf_value=-1.6400109112347344e-05 -0.00071078214060964001 0.0035311957646992033 -0.019323324960389441 0.0084986560850908877 -6.4043838779912128e-05 0.018577873255352456 0.008152078911735014 -0.037733269589945023 0.0037262681393843353 -0.020058953212955213 3.656428760577572e-05 0.006725516629580458 0.0019207357730071028 leaf_count=884444 4971 3189 40 145 14867 85 80 29 66 44 70 443 3008 internal_value=0 0.00920175 0.0136898 0.00700497 0.00763873 0.0739187 0.00542514 -0.0561664 -0.12473 -0.208237 -0.116433 0.130218 0.00407166 internal_count=911481 27037 22066 18877 18837 962 434 289 209 143 114 528 17875 shrinkage=0.0663007 Tree=174 num_leaves=14 num_cat=0 split_feature=20 20 18 24 26 4 18 4 15 24 26 19 24 split_gain=2.23942 3.96414 4.01182 6.00005 8.03484 7.83691 6.40436 5.45106 5.21912 6.78539 5.09802 4.75397 9.03809 threshold=1.5959930047867485 1.1927383907749516 2.5000000000000004 23.500000000000004 1.1728466672395523 25.99217510223389 4.5000000000000009 19.999998092651371 0.55712422490401226 7.5000000000000009 1.5451845615800088 663.25000000000011 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 7 8 5 6 -5 -3 9 -4 -11 12 -9 right_child=-2 2 3 4 -6 -7 -8 11 -10 10 -12 -13 -14 leaf_value=3.3396689774843163e-05 0.00080191680708665083 0.00080585237464233443 -0.0073585125566177226 -0.0010336054337437288 -0.00062995971374928724 -0.027808203176378367 -0.015934531085472978 -0.014467238437130419 0.00071111155833938748 -0.0015152761873438751 0.0026202740426471342 -0.00047925258906176497 -0.0018647030161668689 leaf_count=819625 15215 6705 717 335 1355 90 204 254 25911 6018 1675 16881 16496 internal_value=0 -0.000139386 -0.00701693 0.00060919 -0.05286 -0.146263 -0.100652 -0.0138809 0.00370009 -0.0179452 -0.00927352 -0.0190716 -0.0310074 internal_count=911481 896266 76641 36305 1984 629 539 40336 34321 8410 7693 33631 16750 shrinkage=0.0663007 Tree=175 num_leaves=14 num_cat=0 split_feature=24 20 28 21 14 28 18 29 24 28 19 29 15 split_gain=2.17991 4.91837 8.72158 6.52818 6.51153 6.26845 3.7942 5.36207 3.19268 8.39911 6.4998 10.402 6.12078 threshold=28.500000000000004 0.86631415414967683 602.25000000000011 13.500000000000002 19.955944918247564 473.25000000000006 4.5000000000000009 0.65982993564160652 23.500000000000004 484.25000000000006 715.25000000000011 0.95794699546833373 0.66790290995667012 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 2 4 -4 6 -6 -2 -8 -1 -10 11 -11 -13 right_child=1 -3 3 -5 5 -7 7 -9 9 10 -12 12 -14 leaf_value=4.4710822155978865e-06 0.0060703444703407543 0.0025318454392723217 -0.029013078098687795 -0.0031727772187536943 -0.033490931195536359 -0.0032646491855655635 -0.019865575588607347 0.012500759368967612 -0.0062971113937929576 0.0007021436143290655 0.0014769490996379903 -0.0018519058521260887 -0.0065251891642141863 leaf_count=890205 457 3611 88 84 43 101 63 35 1186 5173 4946 3622 1867 internal_value=0 0.0219179 -0.0455317 -0.247258 0.0041063 -0.185376 0.0532692 -0.12528 -0.000190259 -0.01385 -0.00768533 -0.0215843 -0.0519067 internal_count=911481 4482 871 172 699 144 555 98 906999 16794 15608 10662 5489 shrinkage=0.0663007 Tree=176 num_leaves=14 num_cat=0 split_feature=0 6 14 11 21 26 28 0 28 14 5 11 22 split_gain=2.00547 2.67461 7.08626 5.95452 3.75796 6.76799 5.16473 4.94814 3.38639 3.34061 9.57488 4.96068 4.75272 threshold=9.0000000000000018 0.89819684821035561 26.15497093558135 0.83631866335438654 2.5000000000000004 1.2931382740206272 411.75000000000006 26.000000000000004 2334.7500000000005 39.951901204308093 39.999425888061531 0.76814085945028232 1294.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 5 -3 -6 -7 -8 11 12 -4 -11 right_child=1 2 9 -5 6 7 8 -9 -10 10 -12 -13 -14 leaf_value=0.00032374108638037524 1.1145054311277542e-05 -0.0026237181251697796 0.0014066959078197613 4.7572123126479211e-05 -0.0056831348448108812 -0.030940513774781454 -0.00094514491273166073 -0.0040510989967981019 0.015229311606397006 -0.020053087020708103 -0.00059169369422302348 -7.8416738236472173e-05 -0.00053850295362500562 leaf_count=74549 726243 4917 15832 22131 1031 65 32506 56 57 170 7514 26329 81 internal_value=0 -0.000529807 -0.00510884 -0.0123615 -0.0198541 -0.0453227 -0.0160347 -0.278969 -0.0138284 0.00371815 -0.0153424 0.00722861 -0.207472 internal_count=911481 836932 110689 60763 38632 5038 33594 121 32563 49926 7765 42161 251 shrinkage=0.0663007 Tree=177 num_leaves=14 num_cat=0 split_feature=17 19 25 0 7 26 25 4 4 28 26 22 15 split_gain=2.15844 4.06902 4.66437 3.54909 3.16165 7.52562 19.9487 9.99746 3.39523 3.3519 3.35987 7.69842 4.45539 threshold=38.154689994950452 453.25000000000006 1218.5000000000002 20.000000000000004 -89.940933227539048 1.4000402900886384 2285.5000000000005 70.265354156494155 139.81483459472659 2779.5000000000005 1.3785405111502615 52585.500000000007 0.83758497258922959 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 -4 5 -3 -7 -8 -9 -6 -11 12 -12 right_child=-2 4 3 -5 9 6 7 8 -10 10 11 -13 -14 leaf_value=0.001101855593117978 -3.5619906069622026e-05 -0.00046361923273569088 0.012198038999490618 0.0025587935719714352 -2.6612801705723372e-05 -0.0016154043239643865 -0.041181078002583124 0.004201466821493827 -0.025304620089101056 0.0013552530119878674 6.7615278541057754e-05 -0.030774794385426574 -0.009730421373317583 leaf_count=12048 820899 5207 296 388 52664 557 99 40 30 16476 2517 38 222 internal_value=0 0.00460648 0.0211796 0.10151 0.00189602 -0.0202914 -0.115672 -0.416607 -0.127359 0.00372644 0.0150176 -0.0171598 -0.0109581 internal_count=911481 90582 12732 684 77850 5933 726 169 70 71917 19253 2777 2739 shrinkage=0.0663007 Tree=178 num_leaves=14 num_cat=0 split_feature=16 11 32 1 11 17 8 8 7 28 20 25 26 split_gain=2.53765 4.29238 3.50583 3.91799 7.00271 5.97934 5.93724 5.30283 4.8489 4.62061 4.33169 4.30354 6.76251 threshold=151.56522686744603 0.8434138230190863 1.5000000000000002 2650.5000000000005 0.66073643157239625 58.337500628965252 641.50000000000011 3121.5000000000005 -84.775886535644517 5857.2500000000009 0.34844553765977049 11414.250000000002 0.13540687785036362 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 6 5 7 8 -5 -1 -7 -8 -12 -13 right_child=-2 -3 -4 4 -6 9 10 -9 -10 -11 11 12 -14 leaf_value=0.0040076589496455799 2.2486522588546968e-05 0.0015164132079820815 0.0010600270797862211 0.017678706214127891 -0.0049349146668929682 0.01036058751631031 0.010099217158775951 -0.0067283166577196355 -0.0010176934988141654 0.0017577954165551753 -0.0037935467934287139 -0.0067068436925221539 0.022541817338509598 leaf_count=888 878435 3834 3714 45 513 604 105 300 17037 503 5364 69 70 internal_value=0 -0.00858722 -0.0127161 -0.0168972 0.0260007 0.0614843 -0.0204791 -0.0534653 -0.0115947 0.0973087 -0.0488766 -0.0527156 0.121005 internal_count=911481 33046 29212 25498 1965 1452 23533 345 17925 1107 5608 5503 139 shrinkage=0.0663007 Tree=179 num_leaves=14 num_cat=0 split_feature=29 17 17 16 16 16 17 16 17 16 17 16 11 split_gain=2.12031 16.8505 9.76794 18.6279 17.9956 12.4273 11.4143 17.9836 9.29758 8.82271 7.80533 7.37481 33.064 threshold=0.85143047492148105 53.862877791078851 50.086424206385871 224.06312727657539 209.6039235412475 203.71171784065828 47.083683216488673 228.52693347900848 57.32283137029377 219.67992278277305 69.967759919524084 228.37287116156003 0.78704510962575491 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 4 -2 8 7 -5 -4 -3 -11 -7 -13 right_child=2 9 5 6 -6 11 -8 -9 -10 10 -12 12 -14 leaf_value=0.00045004311731619849 0.00020175633048288751 -0.00058088574344836803 -0.0010769777834170799 -0.0019047483149316174 -0.0020150260814321935 0.00063164552222178308 0.00083617589221758311 -5.2728802428663447e-05 0.00036284633740360647 -0.0042583951772396898 -0.02225152285579321 0.0011651896256515124 -0.014461563017151593 leaf_count=214079 24558 77547 44123 25741 46725 166083 51819 220256 35638 1506 114 2512 780 internal_value=0 0.00217818 -0.0010868 -0.00435247 -0.0188733 0.00375133 -0.00087687 -0.00371826 -0.00654065 -0.0102872 -0.083326 0.00859797 -0.0382708 internal_count=911481 293246 618235 369099 71283 249136 297816 245997 79761 79167 1620 169375 3292 shrinkage=0.0663007 Tree=180 num_leaves=14 num_cat=0 split_feature=21 27 4 17 20 10 27 28 10 28 15 25 25 split_gain=2.03075 11.2415 9.90018 8.85615 10.1705 7.75145 7.23666 6.82614 6.40753 10.93 9.42471 5.7146 5.4884 threshold=7.5000000000000009 29.500000000000004 39.00000190734864 47.641063121563064 0.88567271637034217 0.66791496653835936 53.500000000000007 638.25000000000011 0.62953610605574084 632.25000000000011 0.58982254681307478 922.25000000000011 403.25000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 -2 5 -5 12 -7 11 10 -10 -3 -6 right_child=2 8 -4 4 6 7 -8 -9 9 -11 -12 -13 -14 leaf_value=-4.952833877000151e-06 -0.00034900136861018956 -0.0041187376216441571 -0.014271635486142105 0.00082349987148949905 0.0053951660668878389 -0.00020333445023626434 -0.016083495370499214 -0.0030555560375233417 -0.008785903171048836 0.00046352153130240907 -0.0014190933193380267 -0.026701001222286257 0.0010115148869568437 leaf_count=734980 66880 3325 207 11670 1279 8400 108 6576 1242 6506 1981 50 68277 internal_value=0 -0.000592311 0.00329908 0.00357631 0.00971517 -0.00690069 0.0160706 -0.0219568 -0.029624 -0.0166 -0.0642215 -0.067168 0.0164722 internal_count=911481 748084 163397 163190 96310 26646 69664 14976 13104 9729 3223 3375 69556 shrinkage=0.0663007 Tree=181 num_leaves=14 num_cat=0 split_feature=18 15 6 19 26 8 22 18 9 13 25 21 17 split_gain=2.02348 2.01175 4.74369 6.74456 9.08881 8.72878 6.43273 6.57112 6.51907 11.8808 9.10915 7.69259 7.47955 threshold=6.5000000000000009 0.70198407808182728 0.51851852393797493 453.25000000000006 0.95331102609656071 84.500000000000014 515.75000000000011 3.5000000000000004 0.9289141216512754 76.973384086844248 1116.2500000000002 8.5000000000000018 59.62530583022383 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 4 5 -1 7 -5 -8 10 -10 -12 -11 right_child=-2 -3 -4 6 -6 -7 8 -9 9 12 11 -13 -14 leaf_value=-0.0034452273424467783 0.0047315347529076641 -0.00011720887269682697 0.00022856784017840655 -0.0013564502234361126 -0.0017654435554102365 0.0019817490084882553 -0.00097080236170894079 -0.0067942480525485837 -5.0157301680343935e-05 0.0008950447653585477 -0.0017024762113294579 -0.028564229422837623 0.0052387414826061632 leaf_count=1413 398 365847 352163 8986 4518 16703 38679 1096 75507 28052 16214 47 1858 internal_value=0 4.62186e-05 0.00126343 -0.00272018 0.0134987 0.0235059 -0.00487402 -0.029375 -0.00333359 0.000261261 -0.00538004 -0.0268491 0.0175695 internal_count=911481 911083 545236 193073 22634 18116 170439 10082 160357 121678 91768 16261 29910 shrinkage=0.0663007 Tree=182 num_leaves=14 num_cat=0 split_feature=0 25 18 5 28 20 20 25 16 1 12 25 6 split_gain=2.02505 5.60254 5.75213 5.12225 7.09873 14.9388 14.1226 14.0853 12.429 7.19355 8.17671 6.25723 5.52102 threshold=17.500000000000004 849.25000000000011 1.5000000000000002 44.377569198608406 960.25000000000011 0.84954940326378192 1.1473277917463436 1078.7500000000002 237.16512755102045 479.50000000000006 124.20153313703996 1465.7500000000002 0.83823534438590308 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 4 11 12 7 -7 9 -9 -11 -4 -6 right_child=-2 2 3 -5 5 6 -8 8 -10 10 -12 -13 -14 leaf_value=0.00031571762440922617 -6.028939276525131e-05 -8.296110542055871e-05 -0.0014733077594957899 -6.1424312176854842e-05 -0.0033409370016146515 -0.0043403245408450445 -0.0012883639602292358 0.0059865224693704767 -0.037612478335018094 -0.032130271354470226 -0.010032274086266375 0.017371219838217839 0.0058239128066351082 leaf_count=205532 652905 41428 3960 4693 1259 290 439 57 165 131 168 79 375 internal_value=0 0.0023972 -0.00676542 -0.0264314 -0.0437208 -0.0816158 -0.163903 -0.242106 -0.340429 -0.235277 -0.297342 -0.0166623 -0.0186668 internal_count=911481 258576 53044 11616 6923 2884 1250 811 521 356 299 4039 1634 shrinkage=0.0663007 Tree=183 num_leaves=14 num_cat=0 split_feature=16 17 6 8 11 4 4 4 16 12 9 21 25 split_gain=2.14181 3.84674 4.13973 5.84586 5.34021 4.49519 4.23864 4.03091 4.51781 4.77787 6.92735 5.35721 5.19143 threshold=155.34353731645865 109.36020199621227 0.81818182083227053 3121.5000000000005 0.79949050387962783 33.685762405395515 131.01988220214847 20.146914482116703 107.97436475087395 192.9446968344225 0.83750158477317438 1.5000000000000002 1910.7500000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 7 3 4 -3 -4 -5 -1 9 -9 -11 -12 -13 right_child=-2 2 5 6 -6 -7 -8 8 -10 10 11 12 -14 leaf_value=-0.00020309561366316738 1.4590003284079169e-05 -0.0015614509225066408 0.0026695733214445677 0.0095892583995519868 0.0088558968158225938 -0.0093803010457866268 -0.016760734956855018 -0.0024270139052010816 -0.0024700379332494747 -0.0075179876321971031 0.0097245725818117176 0.0086359426494908367 -0.0033131493155164555 leaf_count=26589 871337 951 288 645 280 258 28 1229 8378 227 584 253 434 internal_value=0 -0.00725064 0.0311457 0.053158 0.0121877 -0.0456152 0.128098 -0.00974629 -0.0257477 0.00960583 0.0475194 0.0762581 0.0163998 internal_count=911481 40144 2450 1904 1231 546 673 37694 11105 2727 1498 1271 687 shrinkage=0.0663007 Tree=184 num_leaves=14 num_cat=0 split_feature=16 16 29 32 14 12 15 24 1 19 0 6 12 split_gain=2.00463 4.13108 3.48614 3.21707 2.70477 3.72292 3.34402 3.72398 3.79315 3.75977 6.03969 3.4152 7.43928 threshold=145.0579801048969 107.97436475087395 4.7594300396494802 1.5000000000000002 97.342382069868577 442.17871555019025 0.46395665956044346 7.5000000000000009 2650.5000000000005 415.25000000000006 29.500000000000004 0.57142856872612224 137.65737725975566 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 4 -3 5 6 -1 9 -9 10 -8 -11 -13 right_child=-2 3 -4 -5 -6 -7 7 8 -10 11 -12 12 -14 leaf_value=-0.0021010234559445586 1.4345289753083559e-05 -0.0014700579607462938 0.012902466320862777 0.0010130543330279177 -0.0095664125387843954 0.0082337157333646094 0.020563347408195005 -0.0048311106519936522 0.017213656871305938 0.006276143782374715 -0.0026059633954900806 0.0052137216181140141 -0.0042813316020923675 leaf_count=1367 889198 14894 108 2711 107 300 127 472 37 628 81 719 732 internal_value=0 -0.00938658 0.0170273 -0.0164053 0.0128307 0.0165977 0.00884437 0.0286618 -0.0486969 0.0458789 0.174066 0.0330541 0.00638998 internal_count=911481 22283 4678 17605 4570 4463 4163 2796 509 2287 208 2079 1451 shrinkage=0.0663007 Tree=185 num_leaves=14 num_cat=0 split_feature=17 4 7 1 7 19 22 25 1 7 11 11 28 split_gain=1.91533 3.49888 5.5856 4.77631 3.82382 3.35613 3.90362 3.23764 6.20294 5.1257 4.20416 4.08037 3.99468 threshold=33.721742917508188 182.99998474121097 -69.417133331298814 23584.500000000004 -89.940933227539048 431.25000000000006 1269.2500000000002 27949.500000000004 42612.500000000007 -59.732074737548821 0.71949746594777031 0.4872678163499124 14829.750000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 3 4 -2 -3 6 -1 10 11 -10 -4 -9 -11 right_child=1 2 7 -5 -6 -7 -8 8 9 12 -12 -13 -14 leaf_value=0.0017681387849601867 -1.7925051442651698e-05 -0.017153561978557216 0.0045912657775517753 0.0034662312480736703 0.0065539623996009495 0.00024861412118125766 0.010772603088895286 0.0065969445454410426 -0.023855283055345147 -0.013664291929765971 -0.020365964590920181 -0.018671580816981739 -0.00012005009333429394 leaf_count=3834 869821 33 233 1733 319 34225 224 32 52 114 34 230 597 internal_value=0 -0.000252806 -0.0463426 -0.000165868 0.0653293 0.00697383 0.0341653 -0.0767671 -0.102316 -0.0567309 0.0213149 -0.235071 -0.0345652 internal_count=911481 873198 1644 871554 352 38283 4058 1292 1025 763 267 262 711 shrinkage=0.0663007 Tree=186 num_leaves=14 num_cat=0 split_feature=20 20 27 13 25 14 22 16 27 27 17 12 28 split_gain=1.93654 3.61493 4.01392 12.437 9.15757 7.05463 6.2629 5.50189 6.41698 4.66861 3.90001 3.78806 4.66802 threshold=1.5959930047867485 1.1927383907749516 39.500000000000007 38.850055546096051 752.25000000000011 19.265494244412825 439.25000000000006 224.41062317746682 44.500000000000007 23.500000000000004 55.994341332180305 86.159902576697348 299.75000000000006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 9 4 6 -5 -4 8 -8 11 -11 12 -3 right_child=-2 2 3 5 -6 -7 7 -9 -10 10 -12 -13 -14 leaf_value=3.2696052383643789e-05 0.0007448183017400422 -0.0064573429706435131 -0.023090729568006643 -0.032919151151653482 -0.03746735955952607 0.0020411652617714224 -0.0036123420082569552 0.000169092062127856 -0.023022249853378203 0.00027275971721985634 0.003680786569792616 -0.00083763727937446184 0.0013279656535399233 leaf_count=819523 15275 359 103 26 49 1051 173 350 132 15268 1634 51596 5942 internal_value=0 -0.000121201 -0.00668684 -0.0522739 -0.146136 0.0180569 -0.119051 -0.0830058 -0.181185 -0.00553861 0.00908332 -0.00980722 0.0133392 internal_count=911481 896206 76683 1884 807 1077 758 655 305 74799 16902 57897 6301 shrinkage=0.0663007 Tree=187 num_leaves=14 num_cat=0 split_feature=21 18 13 28 27 20 20 5 25 14 5 18 20 split_gain=1.99471 8.64255 8.7647 5.20724 4.31138 10.3578 7.06152 8.3098 5.42494 7.25947 5.2792 5.52573 5.30939 threshold=11.500000000000002 3.5000000000000004 45.332867313348451 939.25000000000011 39.500000000000007 0.87902778275034921 1.3709855670925724 35.921026229858406 570.25000000000011 19.50860782847575 31.9990348815918 4.5000000000000009 1.1587393551472349 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 3 4 10 8 -7 -8 -6 -10 11 -3 -12 right_child=1 2 -4 -5 5 6 7 -9 9 -11 12 -13 -14 leaf_value=-1.7351712627236847e-05 0.0013159323207070578 -0.0007220475589925111 0.0042913095297845323 -0.019838994723677322 -0.0066386932082200915 -5.1480118735366105e-05 -0.033379534131219073 0.0064459282503374045 -0.024931688549493219 0.0043639600128654449 -0.0043604336558816636 0.0042451197192681913 0.0019868261979974779 leaf_count=878666 21005 3357 1264 68 565 1739 61 37 178 47 2330 1393 771 internal_value=0 0.00767911 -0.0139641 -0.0233954 -0.0216053 -0.0566725 -0.0154948 -0.276669 -0.152424 -0.28374 -0.00987159 0.0110804 -0.0419651 internal_count=911481 32815 11810 10546 10478 2627 1837 98 790 225 7851 4750 3101 shrinkage=0.0663007 Tree=188 num_leaves=14 num_cat=0 split_feature=2 0 23 30 14 10 21 28 16 30 28 21 10 split_gain=2.11831 4.35288 4.24739 5.95384 3.6876 3.33878 3.86987 4.00548 3.25641 3.69584 3.08732 4.59691 5.73116 threshold=12.404508611955423 48.000000000000007 1.4677678496995052 1.0000000180025095e-35 57.166074436265497 0.7692176208220568 8.5000000000000018 516.75000000000011 194.55399306928089 1.5000000000000002 984.25000000000011 6.5000000000000009 0.90210962123913097 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 10 5 -4 8 -3 -7 -8 -5 -10 -1 -12 -13 right_child=-2 2 3 4 -6 6 7 -9 9 -11 11 12 -14 leaf_value=7.0563011863019636e-05 8.5825933594177659e-05 -0.00078201721686747881 -0.00064225107928762295 -0.002231943497836307 0.0028234316828372745 -0.00012079753163638253 -0.0081411207136512006 0.0031553135746138715 -0.012310219918913836 -0.0042488615356308804 -0.00044045588409529727 -0.010227913293929913 0.0022004278415075204 leaf_count=282311 504976 47074 2758 476 200 26225 146 2511 586 436 43070 459 253 internal_value=0 -0.00177241 -0.00836211 -0.0383682 -0.084954 -0.00660179 0.00186249 0.0382286 -0.101982 -0.133801 -0.000147437 -0.00796076 -0.0876561 internal_count=911481 406505 80412 4456 1698 75956 28882 2657 1498 1022 326093 43782 712 shrinkage=0.0663007 Tree=189 num_leaves=14 num_cat=0 split_feature=27 28 25 10 22 21 11 17 12 4 17 11 22 split_gain=2.07853 7.01435 5.35552 7.28814 7.74162 6.80307 7.03939 5.82682 5.3639 4.96722 4.81728 12.4199 5.91933 threshold=14.500000000000002 1370.7500000000002 1025.2500000000002 0.95329473251633734 552.75000000000011 8.5000000000000018 0.50458041958041966 57.007651229211689 294.02490962790284 84.047454833984389 80.548526377255442 0.74120588282867506 2086.5000000000005 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 10 4 -4 6 8 -8 -6 -10 -2 -12 -13 right_child=1 -3 3 -5 5 -7 7 -9 9 -11 11 12 -14 leaf_value=0.00010058789666084184 -0.00012120199114406723 0.0033118213292174644 0.015077446231856339 0.0030077291946732023 -0.026205464695052291 -0.014830081116768814 -0.0014422327108943446 -0.0081180607528203996 0.0038269493897015176 -0.025382648660740078 0.0026260564863584451 -0.0035623076690470303 -0.025996369766194551 leaf_count=456986 437025 2634 103 1082 96 215 4448 660 83 37 6844 1214 54 internal_value=0 -0.00150305 -0.00180299 -0.0298142 -0.0442317 -0.049283 -0.0422404 -0.034763 -0.219067 -0.0781189 -0.00137987 0.022766 -0.0681395 internal_count=911481 454495 451861 6724 5642 5539 5324 5108 216 120 445137 8112 1268 shrinkage=0.0663007 Tree=190 num_leaves=14 num_cat=0 split_feature=1 14 5 28 11 16 22 7 4 29 16 29 5 split_gain=2.31696 8.38352 7.88889 7.17396 6.59498 6.27577 7.05778 5.56031 7.47079 6.0867 6.3296 5.19003 5.00484 threshold=804.50000000000011 15.256956197967112 45.999996185302741 1754.2500000000002 0.80976553680635333 195.7151075331598 1193.2500000000002 -78.667022705078111 15.999999046325685 0.097662619970567646 224.5763548040419 0.27455683089317112 51.000003814697273 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 4 -1 11 -2 -5 -7 8 -3 10 -10 -4 -9 right_child=1 7 3 5 -6 6 -8 12 9 -11 -12 -13 -14 leaf_value=-4.8364987057920899e-05 -0.01520062839935719 0.014707240076042063 0.015339484988276768 -0.0027759650877860701 0.0012873661195650892 -0.024662300077579028 -0.0065092724971766505 0.00054247363927960768 -0.0069458797940391568 -0.00063073736028308996 -0.039202194194761147 -0.0019223806520643856 -4.2684103468446308e-05 leaf_count=613522 278 139 78 408 173 170 211 140384 141 33307 33 4162 118475 internal_value=0 0.00236119 -0.00105281 -0.040498 -0.133874 -0.128053 -0.220345 0.00257127 -0.00952733 -0.0104878 -0.197033 -0.0242053 0.0041426 internal_count=911481 292930 618551 5029 451 789 381 292479 33620 33481 174 4240 258859 shrinkage=0.0663007 Tree=191 num_leaves=14 num_cat=0 split_feature=27 21 23 16 27 0 27 22 1 27 13 10 16 split_gain=1.90039 4.52052 5.62758 8.14946 10.9191 4.79911 4.43499 7.00606 12.6152 7.92639 7.59025 7.35548 8.42223 threshold=14.500000000000002 2.5000000000000004 1.1861603096515283 223.72552699835833 21.500000000000004 26.000000000000004 7.5000000000000009 1051.2500000000002 2526.5000000000005 9.5000000000000018 26.552856641767633 0.77527033934757494 212.74629828844948 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=6 2 -2 5 -5 -4 -1 11 9 -9 -11 12 -8 right_child=1 -3 3 4 -6 -7 7 8 -10 10 -12 -13 -14 leaf_value=-0.00016709512246451653 -0.00077023310127743928 -7.8807576352757369e-05 -0.019614297120001921 0.0009592564526582888 -0.0280969727332788 -0.0072443152544310521 -0.00046772819688818088 0.00018542798464670583 0.0014918574011899273 0.0024995321291646643 -0.0020955404956468334 0.00087469019205839167 0.00058814322660634974 leaf_count=182883 5806 447174 188 836 61 517 61723 14729 11317 1701 22248 90417 71881 internal_value=0 -0.00159452 -0.0260951 -0.0785658 -0.0153346 -0.159017 0.00129336 0.00383863 -0.00686497 -0.0154574 -0.026684 0.00622737 0.00151351 internal_count=911481 454582 7408 1602 897 705 456899 274016 49995 38678 23949 224021 133604 shrinkage=0.0663007 Tree=192 num_leaves=14 num_cat=0 split_feature=26 4 7 25 17 11 17 7 9 25 21 17 21 split_gain=1.9036 2.33574 2.35324 2.24263 2.1457 1.84145 2.20905 1.92785 5.72821 5.32958 13.3493 5.26241 15.2374 threshold=6.7052527499691026 157.83525848388675 -75.900794982910142 2534.2500000000005 73.167300006017697 0.93944226448851798 44.311513126085259 -1.431103467941284 0.96602164629525633 244.75000000000003 4.5000000000000009 63.71669582136397 1.5000000000000002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=5 2 -2 -3 -4 7 -7 8 -1 10 -9 -11 -13 right_child=1 3 4 -5 -6 6 -8 9 -10 11 -12 12 -14 leaf_value=-8.905543728324368e-05 0.0054686198445060442 -0.016899957819776924 0.00076119511435769074 0.0028240597182455909 0.015865029702326318 0.00011779974236523266 0.0014082116570551697 1.9288546955367434e-05 0.00046640777505245311 -7.3227586134155841e-05 -0.011833079709188206 0.0060854861006480977 -0.0029065981116280643 leaf_count=261901 640 58 2654 45 42 18314 8556 1391 118552 490973 597 943 6815 internal_value=0 0.023391 0.0279703 -0.124926 0.0150299 -0.00018079 0.0079742 -0.000429464 0.00126742 -0.00171878 -0.0533931 -0.0015128 -0.027354 internal_count=911481 3439 3336 103 2696 908042 26870 881172 380453 500719 1988 498731 7758 shrinkage=0.0663007 Tree=193 num_leaves=14 num_cat=0 split_feature=5 4 29 1 22 7 12 25 26 29 27 12 16 split_gain=1.88328 2.64035 11.8345 5.86768 5.02323 5.17439 4.71643 5.93271 5.17369 4.44581 4.76218 3.88961 3.37 threshold=12.010407447814943 11.999999046325685 1.0148975812098502 521.50000000000011 2390.2500000000005 -1.0000000180025095e-35 82.887824638055193 1787.2500000000002 0.18763028760011943 0.27455683089317112 4.5000000000000009 86.988329701443533 226.58501937084006 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 3 6 5 -5 -2 9 -9 -8 -11 12 -4 right_child=1 -3 11 4 -6 -7 7 8 -10 10 -12 -13 -14 leaf_value=-0.0008124181451866345 0.00063980309935926061 -4.2189909688281746e-06 -0.010742087588786009 -0.016325613932645075 -0.020966123428553429 0.0018339849005837433 0.013096008275497147 6.8578922206015985e-05 -0.020773791718934086 -0.004692039961160353 0.0055199555478185258 0.0029709908887752957 -0.028103016577685862 leaf_count=12181 28922 867482 253 96 89 245 274 217 69 238 1282 72 61 internal_value=0 0.000264525 0.00921142 0.0113486 -0.104665 -0.0494473 0.0129577 0.058951 -0.074808 0.0802749 0.0591392 -0.164821 -0.21289 internal_count=911481 899300 31818 31432 430 341 31002 2080 286 1794 1520 386 314 shrinkage=0.0663007 Tree=194 num_leaves=14 num_cat=0 split_feature=21 24 17 8 4 17 20 19 22 22 19 22 19 split_gain=1.79999 9.93526 12.2671 11.3865 8.32031 7.9222 8.12642 7.47008 11.0603 7.38228 6.93725 6.81848 9.66718 threshold=7.5000000000000009 15.500000000000002 58.10174925903091 443.50000000000006 39.00000190734864 47.717753926250005 0.88567271637034217 624.25000000000011 459.25000000000006 683.75000000000011 453.25000000000006 815.25000000000011 776.25000000000011 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 -3 -4 5 -2 7 8 10 -9 -7 -11 -13 right_child=4 2 3 -5 -6 6 -8 9 -10 11 -12 12 -14 leaf_value=9.8912990353935413e-06 -0.00033915163841129816 -0.0013596991057348083 -0.0070833700034575696 0.0044181890810692185 -0.012871131961450155 -0.0011247169339368068 0.00097728677703228569 -0.0034395091703253917 0.0013578196414839386 0.001321476964104566 -0.0086877795412340572 -0.013809734390406817 -0.0010907657567974256 leaf_count=705569 67549 39177 437 2820 214 1718 69146 5435 12774 4292 773 333 1244 internal_value=0 -0.00074458 -0.0156057 0.043363 0.00291834 0.00317663 0.00902853 -0.00583615 0.00859306 -0.0253215 -0.0523624 -0.000729276 -0.0569603 internal_count=911481 748003 42434 3257 163478 163264 95715 26569 15265 11304 2491 5869 1577 shrinkage=0.0663007 Tree=195 num_leaves=14 num_cat=0 split_feature=1 5 14 22 11 16 19 31 12 27 25 18 12 split_gain=1.88914 7.4719 7.3421 6.91925 5.62543 4.97037 8.01251 11.0755 6.99879 4.76669 4.76626 8.65545 5.79142 threshold=804.50000000000011 42.999996185302741 15.041892368931746 584.25000000000011 0.80976553680635333 214.21357752778533 945.25000000000011 1.5000000000000002 124.20153313703996 7.5000000000000009 834.25000000000011 2.5000000000000004 121.70153313703996 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 4 -3 -2 9 10 8 -8 -5 -7 12 -12 right_child=2 3 -4 5 -6 6 7 -9 -10 -11 11 -13 -14 leaf_value=-3.322642868819012e-05 -0.014549638734682782 0.0012950263988465945 0.00015255753900655271 -0.0039722933065281857 0.0012785405183892555 -0.0023153681738973886 -0.038550988569428388 -0.0024149398511866546 -0.0073252094059442193 0.00019408014660210839 -0.001319608015675662 -0.02762936872849699 -0.015998050697430453 leaf_count=607486 263 2515 292425 1921 158 2512 96 148 47 3248 404 91 167 internal_value=0 -0.00097196 0.00211101 -0.0266256 -0.129853 -0.040071 -0.0693759 -0.22819 -0.426661 -0.0204267 -0.0548154 -0.130301 -0.0846537 internal_count=911481 618635 292846 11149 421 8634 3465 291 143 5169 3174 662 571 shrinkage=0.0663007 Tree=196 num_leaves=14 num_cat=0 split_feature=29 23 4 16 26 25 1 11 24 1 4 21 16 split_gain=2.23835 12.2356 10.1102 9.59542 7.66383 13.4607 38.0839 13.5409 10.5452 10.0067 7.34834 8.1013 10.2067 threshold=0.85143047492148105 0.80421199360549001 44.999996185302741 224.91351945854487 0.75053534172455705 8234.0000000000018 2412.5000000000005 0.7093629985479516 5.5000000000000009 659.50000000000011 41.007184982299812 2.5000000000000004 208.37023054770248 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=3 2 -2 10 5 6 8 -8 -3 -10 -1 -12 -13 right_child=1 4 -4 -5 -6 -7 7 -9 9 -11 11 12 -14 leaf_value=1.3323735192721261e-05 -0.0020009319700007053 0.0012907763202607927 0.003792994148710694 0.00094273845456919493 4.4434093897880411e-06 0.0083595818084922068 -0.043775600965630358 -0.012720449501984714 -0.0022603101703055515 -0.015701825808735751 -0.0018239972930292093 -0.0041505170009893443 -0.024898328687704942 leaf_count=235045 20146 1397 1417 55043 593745 379 136 113 615 403 2583 299 160 internal_value=0 -0.00103508 -0.0244369 0.0023199 -0.000189526 -0.0502462 -0.0753324 -0.447692 -0.0369401 -0.11435 -0.000431061 -0.0492651 -0.171685 internal_count=911481 618351 21563 293130 596788 3043 2664 249 2415 1018 238087 3042 459 shrinkage=0.0663007 Tree=197 num_leaves=14 num_cat=0 split_feature=18 27 14 22 18 28 28 29 28 16 21 23 29 split_gain=1.68901 1.70425 9.61376 8.15992 6.73622 8.1372 6.81015 6.09377 6.50499 6.84453 14.0283 9.51022 8.52217 threshold=6.5000000000000009 22.500000000000004 72.512457518286183 477.25000000000006 1.5000000000000002 847.25000000000011 692.25000000000011 1.1719412301253735 391.25000000000006 186.98152479118536 5.5000000000000009 0.93751467825270096 0.85983923517906569 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 3 7 6 -6 -5 8 -3 -10 11 -11 -13 right_child=-2 2 -4 4 5 -7 -8 -9 9 10 -12 12 -14 leaf_value=4.7775412247721531e-05 0.0043093045059018967 0.0063230972110135814 -0.023594894248065178 -0.00045194640477825237 1.2807917418231079e-05 0.0030402727842748839 -0.0042680736066388163 0.00082829791414750452 0.00040728709098510448 -0.00015692770695498816 -0.0021084948034393713 -0.019172296929538934 -0.0063365029752269738 leaf_count=713591 400 413 77 5967 161887 3999 3136 4497 3770 350 12483 474 437 internal_value=0 1.07808e-06 -0.00259872 -0.00246093 -0.000159453 0.00129396 -0.0266454 -0.0204208 -0.0286773 -0.0316025 -0.0419561 -0.142475 -0.196303 internal_count=911481 911081 197490 197413 174989 165886 9103 22424 17927 17514 13744 1261 911 shrinkage=0.0663007 Tree=198 num_leaves=14 num_cat=0 split_feature=17 22 0 16 11 7 4 17 19 5 6 8 29 split_gain=1.84208 3.73123 3.44006 3.35578 4.4614 3.91137 3.67406 4.12612 4.40947 3.19578 4.98237 3.10052 5.59633 threshold=37.93339010865018 477.25000000000006 11.500000000000002 174.80187880303916 0.79045302424155051 -89.940933227539048 21.023435592651371 99.244899935187902 419.25000000000006 60.003520965576179 0.57142857565209482 139.50000000000003 0.055699812599661815 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 -1 4 5 -2 7 -6 -9 10 -10 -5 -13 right_child=3 -3 -4 11 6 -7 -8 8 9 -11 -12 12 -14 leaf_value=0.0034094847700955073 0.0024609975788695291 0.0001332244217206001 0.00072476205994788747 -0.0011185809797708095 0.00049350943481177149 -0.00099125253587728761 -0.001771907758635232 0.023904399339101674 -0.01033426150830073 0.017611215052244562 0.0091356791603455084 -0.0069006662726628348 3.3333347533196239e-05 leaf_count=2899 1494 76450 7593 10502 18857 41973 3284 61 101 63 135 512 747557 internal_value=0 0.0044363 0.0221199 -0.000403285 -0.00724433 -0.0131612 0.00418572 0.00946812 0.115519 0.0655301 0.0121146 0.000191636 0.00043118 internal_count=911481 86942 10492 824539 65968 43467 22501 19217 360 299 236 758571 748069 shrinkage=0.0663007 Tree=199 num_leaves=14 num_cat=0 split_feature=0 15 24 25 19 20 29 20 19 25 19 27 27 split_gain=1.76365 1.77744 3.83711 8.63176 5.33262 5.04266 6.64563 8.04488 7.15064 6.98573 4.37251 3.76567 3.93984 threshold=7.5000000000000009 0.71151571326154672 23.500000000000004 493.75000000000006 319.25000000000006 0.39527911711132541 0.95189179302655236 0.82091449021756324 721.25000000000011 766.25000000000011 601.75000000000011 44.500000000000007 38.500000000000007 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 -3 4 -4 -5 -7 -8 9 -9 11 12 -6 right_child=1 2 3 5 10 6 7 8 -10 -11 -12 -13 -14 leaf_value=0.00044694483338764455 5.6484564431142588e-05 -0.00010557229386280452 0.014291855616143391 -0.011227345717546154 -0.010508158875959808 0.0020107098978116933 -0.026153137904538985 -0.0042847045226162396 0.0013233649043794219 -0.028133044998895792 -0.030568447612162365 -0.018979799458407252 -0.00057921540324549397 leaf_count=37399 539390 327845 46 196 391 2665 62 1506 1452 56 39 115 319 internal_value=0 -0.000271348 -0.00208165 -0.0255112 -0.116202 -0.0116105 -0.00622554 -0.0378942 -0.0305594 -0.077521 -0.133865 -0.118398 -0.0912075 internal_count=911481 874082 334692 6847 910 5937 5741 3076 3014 1562 864 825 710 shrinkage=0.0663007 Tree=200 num_leaves=14 num_cat=0 split_feature=29 0 4 10 17 4 0 19 23 13 23 18 10 split_gain=1.91342 8.38002 6.90699 4.7832 4.51461 4.43969 7.27901 4.76426 5.96838 6.72052 4.76783 4.68311 5.45753 threshold=1.3209540726293307 52.500000000000007 227.94919586181643 0.93247243019454451 52.522500037137441 20.88724517822266 29.500000000000004 802.25000000000011 1.1236196235891369 56.884450040995759 1.6481275162916664 2.5000000000000004 0.94407908119927575 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 2 5 -4 -3 6 -2 8 -8 -10 -9 -7 -13 right_child=1 4 3 -5 -6 11 7 10 9 -11 -12 12 -14 leaf_value=5.0009172623552776e-05 -0.00011703812366135066 -0.0037791834240049026 -0.0060903761939217213 -0.027679921419124964 -0.00086508960063522871 -0.00020059099536795841 -0.013518757926066886 0.0017841997183073134 -0.0027544525312793769 -0.015961664894210543 -0.0088582648347076028 0.00056512312749115853 0.0066759112234756552 leaf_count=756073 6004 4074 303 53 5481 99315 373 857 1495 191 236 36372 654 internal_value=0 -0.00309838 -0.00121887 -0.140339 -0.0317882 -0.000878475 -0.0221947 -0.0611091 -0.0894352 -0.0641116 -0.00774827 0.000553018 0.0101516 internal_count=911481 155408 145853 356 9555 145497 9156 3152 2059 1686 1093 136341 37026 shrinkage=0.0663007 Tree=201 num_leaves=14 num_cat=0 split_feature=2 29 4 5 10 27 31 10 6 9 11 8 5 split_gain=1.78464 5.51945 3.27135 3.28727 4.27252 3.4656 3.37414 3.37399 7.21609 4.92406 3.03864 2.50887 3.56179 threshold=1668.1928571428573 0.99999213537226439 182.99998474121097 289.53628540039068 0.90651006645753718 2.5000000000000004 1.5000000000000002 0.61016831384835968 0.92307692598528135 0.92616134255685922 0.66073643157239625 27785.000000000004 436.47608947753912 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 11 7 5 -5 -6 8 9 -4 -9 12 -1 right_child=1 -3 3 4 6 -7 -8 10 -10 -11 -12 -13 -14 leaf_value=-1.2752108566253873e-05 0.010260598837272268 0.00059822514339300437 -0.029097951842417414 0.0027036385999226311 0.0016245075636514522 -0.0088112062573666803 -0.016982293754222177 0.0008759955978685798 0.0011908264461624653 -0.0016464997234156842 -0.010399368195419548 0.0020437491897878305 -0.019797571124545464 leaf_count=904579 297 2079 109 844 69 133 113 306 100 39 160 2613 40 internal_value=0 0.0272398 -0.000202349 -0.0419514 -0.00906955 0.0171357 -0.149743 -0.0953269 -0.189557 -0.329772 -0.0451786 -0.000116157 -0.000205532 internal_count=911481 2376 909105 1873 1159 977 182 714 248 148 466 907232 904619 shrinkage=0.0663007 Tree=202 num_leaves=14 num_cat=0 split_feature=26 4 25 7 26 5 27 0 14 7 11 19 20 split_gain=1.95365 1.86573 1.904 1.83624 1.74812 7.25007 7.87259 7.95725 6.87343 6.05669 7.80469 5.62527 5.7795 threshold=6.7052527499691026 157.83525848388675 2534.2500000000005 -75.900794982910142 1.3324357041375514 154.46733093261722 5.5000000000000009 49.500000000000007 23.137732575017253 -89.940933227539048 0.68966885604816652 13726.500000000002 0.47515866029148618 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=4 3 -3 -2 -1 6 -6 8 -8 10 -7 12 -10 right_child=1 2 -4 -5 5 9 7 -9 11 -11 -12 -13 -14 leaf_value=3.8935957151143716e-05 0.0050492758607115565 -0.014824335188506562 0.0035813549826065254 0.0010974152257237932 0.0014257905421853473 -0.0005249294195858919 -0.0015777349419991156 -0.0017967819126146183 -0.0077985657522915723 -0.0020964472315466967 -0.026215557540766266 0.018390769558852164 0.00014030108415230119 leaf_count=777297 640 60 42 2686 13033 102 11953 13637 405 5629 106 74 85817 internal_value=0 0.023936 -0.109283 0.0280215 1.81909e-05 -0.00336474 -0.00175513 -0.00446456 -0.00132269 -0.0378124 -0.205386 0.00179022 0.00155369 internal_count=911481 3428 102 3326 908053 130756 124919 111886 98249 5837 208 86296 86222 shrinkage=0.0663007 Tree=203 num_leaves=14 num_cat=0 split_feature=13 8 12 7 27 26 28 26 8 8 6 8 27 split_gain=1.873 4.70143 3.81984 6.01445 6.76476 3.72679 3.70575 3.44639 3.31985 12.0889 8.75788 3.16049 9.12999 threshold=277.46623706217423 4515.5000000000009 590.23201640908951 -77.978961944580064 1.5000000000000002 0.82364535272094586 11964.750000000002 1.069179636299552 11176.500000000002 12918.500000000002 0.17449561389008286 20024.500000000004 3.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 11 4 -4 -3 7 -6 -7 10 -10 -1 -13 right_child=1 5 3 -5 6 8 -8 -9 9 -11 -12 12 -14 leaf_value=3.0146345067222141e-06 -0.019212249819845179 0.010278755258202954 0.0060386830029386307 -0.000854116064482419 0.0011617743581984652 0.0066762506566072953 -0.02019163493707565 -0.010874795551834859 -0.023436714903684559 0.0011666572799087058 0.00036531361946920838 0.0035287375684597568 -0.048223280501121568 leaf_count=898536 50 193 141 4680 145 418 126 375 155 6475 121 43 23 internal_value=0 0.0158306 -0.000130933 -0.026484 -0.107367 0.0179061 -0.150682 -0.113399 0.0142145 0.00885981 -0.196103 2.93961e-05 -0.218792 internal_count=911481 7412 904069 5467 787 7362 646 520 7169 6751 276 898602 66 shrinkage=0.0663007 Tree=204 num_leaves=14 num_cat=0 split_feature=24 23 17 19 8 14 5 26 15 7 5 5 11 split_gain=1.70222 2.16714 1.6743 3.1965 3.76189 7.08958 5.9448 6.28182 5.23205 7.10862 5.74669 5.2211 5.37748 threshold=32.500000000000007 0.63897305857905307 109.36020199621227 358.25000000000006 2561.5000000000005 86.993666914684084 238.22664642333987 1.2026449936781047 0.5693715850927904 -54.417205810546868 59.001186370849616 219.63768005371097 0.55887401543711002 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=2 -2 -1 -4 8 -6 11 -8 9 -5 -11 12 -7 right_child=1 -3 3 4 5 6 7 -9 -10 10 -12 -13 -14 leaf_value=-7.2680522079949544e-06 0.012286444624505712 0.0014623318700001003 0.021351456766521209 -0.0135985312918428 0.0067396536739459589 0.011484955221976083 0.0071261585828384291 -0.028505119726734852 0.002155962125535277 -0.005314859478706995 0.0082828710688385484 -0.026692217369125189 -0.014347535932692199 leaf_count=907368 108 329 35 265 1057 58 232 24 1247 391 210 66 91 internal_value=0 0.0624035 -2.33359e-05 0.0212753 0.0183841 0.0561831 -0.045858 0.0570993 -0.00894998 -0.0686618 -0.00850025 -0.168449 -0.0647344 internal_count=911481 437 911044 3676 3641 1528 471 256 2113 866 601 215 149 shrinkage=0.0663007 Tree=205 num_leaves=14 num_cat=0 split_feature=24 19 6 26 25 16 14 25 24 25 25 19 5 split_gain=1.6735 4.30313 5.22999 6.07761 5.8797 8.33068 4.43309 3.91148 3.72454 12.5109 7.70371 6.47412 10.7253 threshold=27.500000000000004 344.25000000000006 0.79166667036889027 0.64539378023086746 523.25000000000011 211.11300947723649 17.869940778282672 725.25000000000011 23.500000000000004 632.25000000000011 464.25000000000006 591.75000000000011 33.988233566284187 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=8 -2 3 6 5 -4 -3 -5 -1 10 -10 -12 -13 right_child=1 2 4 7 -6 -7 -8 -9 9 -11 11 12 -14 leaf_value=9.3746734860511252e-06 0.010294002556599147 -0.0049328049231156688 0.0086159484593827038 0.0029581643617563893 9.7212158807107184e-05 -0.014218872315350243 -0.030732700767788834 -0.0032668475380547676 -0.0092535909721531695 0.0011773757372579461 -0.00040625107412368776 -0.0086425884436311801 -0.0011485947807352412 leaf_count=890214 215 179 89 4070 891 333 35 498 722 6381 4390 1429 2035 internal_value=0 0.0162205 0.0113159 0.0266653 -0.0445873 -0.141823 -0.138044 0.0343815 -0.000121537 -0.0157709 -0.0407182 -0.031631 -0.0639523 internal_count=911481 6310 6095 4782 1313 422 214 4568 905171 14957 8576 7854 3464 shrinkage=0.0663007 Tree=206 num_leaves=14 num_cat=0 split_feature=33 30 1 20 18 15 28 7 27 12 1 16 12 split_gain=1.75566 5.21918 5.5195 4.76854 5.72417 4.61699 8.14092 11.0535 4.86197 4.84254 5.70376 4.40689 3.7861 threshold=2.5000000000000004 2.5000000000000004 434.50000000000006 0.82885921919891847 1.5000000000000002 0.70388054080434281 1696.2500000000002 -78.667022705078111 13.500000000000002 525.54319959113252 8564.5000000000018 213.00532437590945 55.81675682618971 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 -1 12 -2 -5 8 -7 -8 -4 -9 -11 -6 -3 right_child=3 2 5 4 11 6 7 9 -10 10 -12 -13 -14 leaf_value=-1.9732309143023751e-05 -0.00072941722711612235 0.022876996984545747 0.001611398069321861 0.0057217721930091 0.0044450943171452087 -0.00024956443452969984 -0.029489790048839511 -0.00030363101879923426 -5.9402896457265969e-05 -0.034589148603027121 -0.0072885522443283989 -0.0023999843028177635 0.0032746681218334454 leaf_count=837674 30050 44 17497 1147 608 6085 90 399 13612 42 169 1292 2772 internal_value=0 0.00023975 0.011297 -0.00717946 0.0305156 0.00812279 -0.0155126 -0.11764 0.0132778 -0.0693724 -0.191895 -0.00316074 0.0540108 internal_count=911481 878384 40710 33097 3047 37894 6785 700 31109 610 211 1900 2816 shrinkage=0.0663007 Tree=207 num_leaves=14 num_cat=0 split_feature=8 25 27 18 13 25 7 14 4 4 27 17 27 split_gain=1.73297 5.90816 5.90476 13.0835 6.93684 6.75085 5.6407 5.64217 6.06893 5.29173 6.13977 6.63215 8.54445 threshold=831.50000000000011 849.25000000000011 25.500000000000004 2.5000000000000004 21.398573813080535 1025.2500000000002 -78.667022705078111 15.041892368931746 15.999999046325685 20.989719390869144 6.5000000000000009 56.226537914176859 25.500000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 3 -3 -5 -4 7 -2 -9 -1 -11 12 -12 right_child=6 2 5 4 -6 -7 -8 8 -10 10 11 -13 -14 leaf_value=0.00016934275804834326 -0.014848732429786581 -0.00057065908026194883 0.0043077935919880123 0.0034695087649956949 -0.0053700481994784551 -0.0153670399969923 0.00022887939119480545 0.012508906822242618 -0.00068254337332594489 -0.0015378585481485919 -8.2357553732559599e-05 0.00068629250001512525 -0.0011358875682456772 leaf_count=313057 123 37619 1431 435 3793 81 263034 154 34105 15005 164917 35151 42576 internal_value=0 -0.00106327 -0.0123167 -0.0145349 -0.0672781 0.0490761 0.00187764 -0.0101679 -0.00940028 -0.000208294 -0.00356482 -0.00235089 -0.00450272 internal_count=911481 614065 43359 41847 4228 1512 297416 34382 34259 570706 257649 242644 207493 shrinkage=0.0663007 Tree=208 num_leaves=14 num_cat=0 split_feature=29 17 17 16 16 16 17 16 29 16 13 4 16 split_gain=1.72467 15.3176 7.68139 15.1163 17.4475 10.6978 9.54408 17.7318 7.35851 7.33295 7.30764 6.90432 7.03195 threshold=0.85143047492148105 49.437712434349002 50.086424206385871 224.06312727657539 209.6039235412475 201.21978043912176 46.675708586300907 228.82264577199871 0.63212841181426327 157.05350212652846 102.5378789371842 13.999999046325685 228.04634994897751 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 9 3 4 -2 -4 7 -5 10 -1 -3 -7 -13 right_child=2 8 5 6 -6 11 -8 -9 -10 -11 -12 12 -14 leaf_value=-0.00032945576893012892 0.00030775619912894766 -0.00071611844616536807 -0.00048685313685253645 -0.0020002610975169014 -0.0018740418685289954 -0.0056699846448585983 0.00067767655664038688 -5.3973246613065323e-05 0.00011696709361093134 0.00089767602185120935 -0.0068631041444947929 0.00057266792544201242 -0.0024424446372666594 leaf_count=26739 24571 74131 68267 22783 46798 797 62776 212484 83991 107324 860 176493 3467 internal_value=0 0.00197478 -0.000970402 -0.003864 -0.0169363 0.00332207 -0.000733716 -0.00365682 -0.0046643 0.00984791 -0.0118643 0.00735001 0.00776131 internal_count=911481 293045 618436 369412 71369 249024 298043 235267 158982 134063 74991 180757 179960 shrinkage=0.0663007 Tree=209 num_leaves=14 num_cat=0 split_feature=6 19 29 8 26 27 28 27 27 22 13 25 7 split_gain=1.71475 6.27699 11.9496 7.9353 6.87637 6.21191 6.04094 8.44029 6.47234 5.62691 6.27328 6.0216 6.80144 threshold=0.51851852393797493 453.25000000000006 0.95487921426786071 84.500000000000014 0.45534303569863238 32.500000000000007 696.25000000000011 28.500000000000004 6.5000000000000009 536.25000000000011 33.138734056915034 1732.2500000000002 -51.84277153015136 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=1 2 3 -1 -4 -6 8 -8 -3 -5 -11 -12 -13 right_child=-2 6 4 9 5 -7 7 -9 -10 10 11 12 -14 leaf_value=-0.003257882715678354 4.6418064130265336e-05 -0.0033744160966195304 -0.0368449483263266 0.0025612277088379824 -0.0020528288080854324 -0.018018046395834205 -0.00016309768304668683 0.0025343663728260588 -0.00067361967470712142 -0.0019480549204894076 0.004270231059708491 -0.022731901207836368 0.0043552342138884715 leaf_count=1439 718485 4216 26 13241 3073 111 108671 5350 52113 2990 1603 81 82 internal_value=0 -0.00265719 0.0129842 0.0223196 -0.0435395 -0.0393571 -0.00473654 -0.000550966 -0.013209 0.0280332 -0.00147041 0.0457866 -0.137332 internal_count=911481 192996 22646 19436 3210 3184 170350 114021 56329 17997 4756 1766 163 shrinkage=0.0663007 Tree=210 num_leaves=14 num_cat=0 split_feature=13 14 29 4 5 4 9 8 5 27 15 22 15 split_gain=1.5449 4.20609 3.81564 3.20762 20.1135 3.66049 3.36196 2.91387 8.18223 16.9054 8.76565 7.39939 7.13936 threshold=277.46623706217423 15.474379422590198 0.83073881317531584 50.281049728393562 289.53628540039068 110.01601409912111 0.89239818381948277 20024.500000000004 168.56526184082034 3.5000000000000004 0.46724920049561325 3595.0000000000005 0.40441278299599842 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=7 -2 -3 4 -4 -5 -7 -1 9 -9 12 -12 -10 right_child=1 2 3 5 -6 6 -8 8 10 -11 11 -13 -14 leaf_value=3.9132056735866734e-06 -0.0163832044487685 0.0097599413952156738 0.00513500812036636 0.0038531305013077793 -0.022137819348651406 -0.0012073899654762796 0.0022915824370501703 0.0027777010595268058 0.0011722816821528469 -0.03532373988744987 -0.03076171282425463 0.00036593567603931536 -0.022131878274798209 leaf_count=900892 61 217 350 1732 180 2786 2130 111 94 95 34 2649 150 internal_value=0 0.0144069 0.0165641 0.0126146 -0.0622536 0.0185833 0.00465518 -4.68517e-05 -0.0304908 -0.223125 -0.0169333 -0.000430248 -0.1984 internal_count=911481 7456 7395 7178 530 6648 4916 904025 3133 206 2927 2683 244 shrinkage=0.0663007 Tree=211 num_leaves=14 num_cat=0 split_feature=17 20 20 24 4 7 26 28 23 26 16 11 18 split_gain=1.76881 3.04679 4.27006 6.76225 6.41095 5.67379 5.28841 5.8908 4.28309 4.225 3.69666 3.50739 3.95732 threshold=109.36020199621227 0.63490899781222365 0.91973881901868737 5.5000000000000009 84.047454833984389 -57.045951843261712 1.1302209595101405 608.25000000000011 0.96950065919001827 1.0856073568649058 157.05350212652846 0.90460841037726358 2.5000000000000004 decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 left_child=-1 -2 9 4 -4 10 7 -5 -7 -3 -6 12 -9 right_child=1 2 3 6 5 8 -8 11 -10 -11 -12 -13 -14 leaf_value=-6.6626802204292242e-06 -0.0025365392607792363 0.0094451922402213478 0.0060902808228659351 0.0040930312745839836 0.0023319243840911321 -0.015531545345392245 0.004407344760845585 -0.020645108725717044 0.003493693094322934 -0.019671351231802907 -0.027674904922595542 0.0087173763197891628 -0.0070222961014954439 leaf_count=907787 687 461 1250 147 26 62 243 172 323 23 59 35 206 internal_value=0 0.0218263 0.0355535 0.0190486 0.0544223 -0.0451419 -0.0567207 -0.110179 0.00648392 0.121591 -0.278976 -0.171368 -0.19941 internal_count=911481 3694 3007 2523 1720 470 803 560 385 484 85 413 378 shrinkage=0.0663007 end of trees feature importances: Column_16=294 Column_17=202 Column_27=126 Column_11=119 Column_20=119 Column_29=114 Column_28=111 Column_25=102 Column_4=100 Column_0=96 Column_26=95 Column_14=88 Column_1=86 Column_21=85 Column_22=85 Column_7=73 Column_5=70 Column_18=68 Column_24=68 Column_19=67 Column_9=66 Column_8=60 Column_13=56 Column_12=54 Column_32=53 Column_6=52 Column_15=50 Column_30=49 Column_23=48 Column_10=47 Column_2=20 Column_33=18 Column_31=15 parameters: [boosting: gbdt] [objective: regression] [metric: l2] [tree_learner: serial] [device_type: cpu] [data: ] [valid: ] [num_iterations: 100] [learning_rate: 0.0663007] [num_leaves: 14] [num_threads: 16] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.95] [bagging_freq: 1] [bagging_seed: 6151] [feature_fraction: 0.686656] [feature_fraction_seed: 22398] [early_stopping_round: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 18175] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [verbosity: 0] [max_bin: 255] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [histogram_pool_size: -1] [data_random_seed: 68] [output_model: LightGBM_model.txt] [snapshot_freq: -1] [input_model: ] [output_result: LightGBM_predict_result.txt] [initscore_filename: ] [valid_data_initscores: ] [pre_partition: 0] [enable_bundle: 1] [max_conflict_rate: 0] [is_enable_sparse: 1] [sparse_threshold: 0.8] [use_missing: 1] [zero_as_missing: 0] [two_round: 0] [save_binary: 0] [enable_load_from_binary_file: 1] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: ] [predict_raw_score: 0] [predict_leaf_index: 0] [predict_contrib: 0] [num_iteration_predict: -1] [pred_early_stop: 0] [pred_early_stop_freq: 10] [pred_early_stop_margin: 10] [convert_model_language: ] [convert_model: gbdt_prediction.cpp] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [max_position: 20] [label_gain: ] [metric_freq: 1] [is_provide_training_metric: 0] [eval_at: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_use_dp: 0] end of parameters pandas_categorical:null ================================================ FILE: selim_sef/logs/.gitkeep ================================================ ================================================ FILE: selim_sef/predict.sh ================================================ #!/usr/bin/env bash #DATA_PATH=/media/selim/sota/datasets/spacenet/SpaceNet-Off-Nadir_Test/SpaceNet-Off-Nadir_Test_Public/ DATA_PATH=$1 PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/sc50.json --output-dir predictions/masks/sc50 --resume weights/all_scse_unet_seresnext50_fold_0_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161 --resume weights/all_densenet_unet_densenet161_fold_0_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121 --resume weights/all_densenet_unet_densenet121_fold_0_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/r34.json --output-dir predictions/masks/r34 --resume weights/all_resnet_unet_resnet34_fold_0_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/r101.json --output-dir predictions/masks/r101 --resume weights/all_scse_unet_seresnext101_fold_0_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161_1 --resume weights/all_densenet_unet_densenet161_fold_1_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121_1 --resume weights/all_densenet_unet_densenet121_fold_1_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161_2 --resume weights/all_densenet_unet_densenet161_fold_2_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/sc50.json --output-dir predictions/masks/sc50_1 --resume weights/all_scse_unet_seresnext50_fold_1_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121_2 --resume weights/all_densenet_unet_densenet121_fold_2_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/r34.json --output-dir predictions/masks/r34_1 --resume weights/all_resnet_unet_resnet34_fold_1_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161_3 --resume weights/all_densenet_unet_densenet161_fold_3_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121_3 --resume weights/all_densenet_unet_densenet121_fold_3_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161_4 --resume weights/all_densenet_unet_densenet161_fold_4_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/sc50.json --output-dir predictions/masks/sc50_2 --resume weights/all_scse_unet_seresnext50_fold_2_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121_4 --resume weights/all_densenet_unet_densenet121_fold_4_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/r34.json --output-dir predictions/masks/r34_2 --resume weights/all_resnet_unet_resnet34_fold_2_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/sc50.json --output-dir predictions/masks/sc50_3 --resume weights/all_scse_unet_seresnext50_fold_3_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d121.json --output-dir predictions/masks/d121_5 --resume weights/all_densenet_unet_densenet121_fold_5_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/d161.json --output-dir predictions/masks/d161_5 --resume weights/all_densenet_unet_densenet161_fold_5_3_best --data-path $DATA_PATH PYTHONPATH=. python3 inference/predict.py --gpu 0 --config configs/r34.json --output-dir predictions/masks/r34_3 --resume weights/all_resnet_unet_resnet34_fold_3_3_best --data-path $DATA_PATH ================================================ FILE: selim_sef/predict_oof.sh ================================================ #!/usr/bin/env bash DATA_PATH=$1 PYTHONPATH=. python inference/predict_oof.py --gpu 0 --folds_csv folds16.csv --fold 0 --config configs/sc50.json --output-dir oof/masks/sc50_0 --resume weights/all_scse_unet_seresnext50_fold_0_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 1 --folds_csv folds16.csv --fold 0 --config configs/d161.json --output-dir oof/masks/d161_0 --resume weights/all_densenet_unet_densenet161_fold_0_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 2 --folds_csv folds16.csv --fold 0 --config configs/d121.json --output-dir oof/masks/d121_0 --resume weights/all_densenet_unet_densenet121_fold_0_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 3 --folds_csv folds16.csv --fold 0 --config configs/r34.json --output-dir oof/masks/r34_0 --resume weights/all_resnet_unet_resnet34_fold_0_3_best --data-path $DATA_PATH & wait PYTHONPATH=. python inference/predict_oof.py --gpu 0 --folds_csv folds16.csv --fold 1 --config configs/sc50.json --output-dir oof/masks/sc50_1 --resume weights/all_scse_unet_seresnext50_fold_1_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 1 --folds_csv folds16.csv --fold 1 --config configs/d161.json --output-dir oof/masks/d161_1 --resume weights/all_densenet_unet_densenet161_fold_1_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 2 --folds_csv folds16.csv --fold 1 --config configs/d121.json --output-dir oof/masks/d121_1 --resume weights/all_densenet_unet_densenet121_fold_1_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 3 --folds_csv folds16.csv --fold 1 --config configs/r34.json --output-dir oof/masks/r34_1 --resume weights/all_resnet_unet_resnet34_fold_1_3_best --data-path $DATA_PATH & wait PYTHONPATH=. python inference/predict_oof.py --gpu 0 --folds_csv folds16.csv --fold 2 --config configs/sc50.json --output-dir oof/masks/sc50_2 --resume weights/all_scse_unet_seresnext50_fold_2_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 1 --folds_csv folds16.csv --fold 2 --config configs/d161.json --output-dir oof/masks/d161_2 --resume weights/all_densenet_unet_densenet161_fold_2_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 2 --folds_csv folds16.csv --fold 2 --config configs/d121.json --output-dir oof/masks/d121_2 --resume weights/all_densenet_unet_densenet121_fold_2_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 3 --folds_csv folds16.csv --fold 2 --config configs/r34.json --output-dir oof/masks/r34_2 --resume weights/all_resnet_unet_resnet34_fold_2_3_best --data-path $DATA_PATH & wait PYTHONPATH=. python inference/predict_oof.py --gpu 0 --folds_csv folds16.csv --fold 3 --config configs/sc50.json --output-dir oof/masks/sc50_3 --resume weights/all_scse_unet_seresnext50_fold_3_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 1 --folds_csv folds16.csv --fold 3 --config configs/d161.json --output-dir oof/masks/d161_3 --resume weights/all_densenet_unet_densenet161_fold_3_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 2 --folds_csv folds16.csv --fold 3 --config configs/d121.json --output-dir oof/masks/d121_3 --resume weights/all_densenet_unet_densenet121_fold_3_3_best --data-path $DATA_PATH & PYTHONPATH=. python inference/predict_oof.py --gpu 3 --folds_csv folds16.csv --fold 3 --config configs/r34.json --output-dir oof/masks/r34_3 --resume weights/all_resnet_unet_resnet34_fold_3_3_best --data-path $DATA_PATH & ================================================ FILE: selim_sef/predict_trees.py ================================================ # -*- coding: utf-8 -*- from os import path, listdir, mkdir import numpy as np from skimage.color import label2rgb np.random.seed(1) import random random.seed(1) import timeit import cv2 import os from multiprocessing import Pool import lightgbm as lgb from train_classifier import get_inputs pred_folder = path.join('predictions') test_pred_folder = path.join(pred_folder, 'masks/ensemble') lgbm_models_folder = 'lgbm_models' test_out_folders = ['lgbm_test_sub1'] color_out_folders = ['color_test_sub1'] DATA_THREADS = 8 num_split_iters = 1 folds_count = 30 pixels_threshold = 76 sep_count = 3 sep_thresholds = [0.6, 0.7, 0.8] best_thrs = [0.3] step_size=20 def process_images(step): gbm_models = [] for it in range(num_split_iters): for it2 in range(folds_count): gbm_models.append( lgb.Booster(model_file=path.join(lgbm_models_folder, 'gbm_model_{0}_{1}.txt'.format(it, it2)))) paramss = [] files = list(reversed(sorted(listdir(test_pred_folder)))) for filename in files[step:step + step_size]: if path.isfile(path.join(test_pred_folder, filename)) and '.png' in filename: paramss.append((filename, test_pred_folder, None)) inputs = [] inputs2 = [] labels = [] labels2 = [] separated_regions = [] results = [get_inputs(param[0], param[1]) for param in paramss] for i in range(len(results)): inp, lbl, inp2, lbl2, sep_regs = results[i] inputs.append(inp) inputs2.append(inp2) labels.append(lbl) labels2.append(lbl2) separated_regions.append(sep_regs) for sub_id in range(1): bst_k = np.zeros((sep_count + 1)) removed = 0 replaced = 0 total_cnt = 0 im_idx = 0 empty_cnt = 0 for filename in files[step:step + step_size]: if path.isfile(path.join(test_pred_folder, filename)) and '.png' in filename: img_id = filename inp = inputs[im_idx] pred = np.zeros((inp.shape[0])) pred2 = [np.zeros((inp2.shape[0])) for inp2 in inputs2[im_idx]] for m in gbm_models: if pred.shape[0] > 0: pred += m.predict(inp) for k in range(len(inputs2[im_idx])): if pred2[k].shape[0] > 0: pred2[k] += m.predict(inputs2[im_idx][k]) if pred.shape[0] > 0: pred /= len(gbm_models) for k in range(len(pred2)): if pred2[k].shape[0] > 0: pred2[k] /= len(gbm_models) pred_labels = np.zeros_like(labels[im_idx], dtype='uint16') clr = 1 for i in range(pred.shape[0]): max_sep = -1 max_pr = pred[i] for k in range(len(separated_regions[im_idx])): if len(separated_regions[im_idx][k][i]) > 0: pred_lvl2 = pred2[k][separated_regions[im_idx][k][i]] if len(pred_lvl2) > 1 and pred_lvl2.mean() > max_pr: max_sep = k max_pr = pred_lvl2.mean() break if len(pred_lvl2) > 1 and pred_lvl2.max() > max_pr: max_sep = k max_pr = pred_lvl2.max() if max_sep >= 0: pred_lvl2 = pred2[max_sep][separated_regions[im_idx][max_sep][i]] replaced += 1 for j in separated_regions[im_idx][max_sep][i]: if pred2[max_sep][j] > best_thrs[sub_id]: pred_labels[labels2[im_idx][max_sep] == j + 1] = clr clr += 1 else: removed += 1 else: if pred[i] > best_thrs[sub_id]: pred_labels[labels[im_idx] == i + 1] = clr clr += 1 else: removed += 1 bst_k[max_sep + 1] += 1 clr_labels = label2rgb(pred_labels, bg_label=0) clr_labels *= 255 clr_labels = clr_labels.astype('uint8') cv2.imwrite(path.join(pred_folder, color_out_folders[sub_id], img_id), clr_labels, [cv2.IMWRITE_PNG_COMPRESSION, 9]) total_cnt += pred_labels.max() cv2.imwrite(path.join(pred_folder, test_out_folders[sub_id], filename[:-4]+".tif"), pred_labels) im_idx += 1 print('total_cnt', total_cnt, 'removed', removed, 'replaced', replaced, 'empty:', empty_cnt) print(bst_k) if __name__ == '__main__': t0 = timeit.default_timer() os.makedirs(pred_folder, exist_ok=True) for f in test_out_folders: if not path.isdir(path.join(pred_folder, f)): mkdir(path.join(pred_folder, f)) for f in color_out_folders: if not path.isdir(path.join(pred_folder, f)): mkdir(path.join(pred_folder, f)) steps = [step for step in range(0, 940, step_size)] with Pool(processes=DATA_THREADS) as pool: results = pool.map(process_images, steps) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: selim_sef/test.sh ================================================ #!/usr/bin/env bash sh predict.sh $1 python3 ensemble.py python3 predict_trees.py python3 generate_polygons.py --output-path $2 ================================================ FILE: selim_sef/tools/__init__.py ================================================ ================================================ FILE: selim_sef/tools/adamw.py ================================================ # Based on https://github.com/pytorch/pytorch/pull/3740 import torch import math class AdamW(torch.optim.Optimizer): """Implements AdamW algorithm. It has been proposed in `Fixing Weight Decay Regularization in Adam`_. Arguments: params (iterable): iterable of parameters to optimize or dicts defining parameter groups lr (float, optional): learning rate (default: 1e-3) betas (Tuple[float, float], optional): coefficients used for computing running averages of gradient and its square (default: (0.9, 0.999)) eps (float, optional): term added to the denominator to improve numerical stability (default: 1e-8) weight_decay (float, optional): weight decay (L2 penalty) (default: 0) .. Fixing Weight Decay Regularization in Adam: https://arxiv.org/abs/1711.05101 """ def __init__(self, params, lr=1e-3, betas=(0.9, 0.999), eps=1e-8, weight_decay=0): defaults = dict(lr=lr, betas=betas, eps=eps, weight_decay=weight_decay) super(AdamW, self).__init__(params, defaults) def step(self, closure=None): """Performs a single optimization step. Arguments: closure (callable, optional): A closure that reevaluates the model and returns the loss. """ loss = None if closure is not None: loss = closure() for group in self.param_groups: for p in group['params']: if p.grad is None: continue grad = p.grad.data if grad.is_sparse: raise RuntimeError('AdamW does not support sparse gradients, please consider SparseAdam instead') state = self.state[p] # State initialization if len(state) == 0: state['step'] = 0 # Exponential moving average of gradient values state['exp_avg'] = torch.zeros_like(p.data) # Exponential moving average of squared gradient values state['exp_avg_sq'] = torch.zeros_like(p.data) exp_avg, exp_avg_sq = state['exp_avg'], state['exp_avg_sq'] beta1, beta2 = group['betas'] state['step'] += 1 # according to the paper, this penalty should come after the bias correction # if group['weight_decay'] != 0: # grad = grad.add(group['weight_decay'], p.data) # Decay the first and second moment running average coefficient exp_avg.mul_(beta1).add_(1 - beta1, grad) exp_avg_sq.mul_(beta2).addcmul_(1 - beta2, grad, grad) denom = exp_avg_sq.sqrt().add_(group['eps']) bias_correction1 = 1 - beta1 ** state['step'] bias_correction2 = 1 - beta2 ** state['step'] step_size = group['lr'] * math.sqrt(bias_correction2) / bias_correction1 # w = w - wd * lr * w if group['weight_decay'] != 0: p.data.add_(-group['weight_decay'] * group['lr'], p.data) # w = w - lr * w.grad p.data.addcdiv_(-step_size, exp_avg, denom) # w = w - wd * lr * w - lr * w.grad # See http://www.fast.ai/2018/07/02/adam-weight-decay/ return loss ================================================ FILE: selim_sef/tools/clr.py ================================================ from torch.optim import Optimizer import numpy as np class CyclicLR(object): """Sets the learning rate of each parameter group according to cyclical learning rate policy (CLR). The policy cycles the learning rate between two boundaries with a constant frequency, as detailed in the paper `Cyclical Learning Rates for Training Neural Networks`_. The distance between the two boundaries can be scaled on a per-iteration or per-cycle basis. Cyclical learning rate policy changes the learning rate after every batch. `batch_step` should be called after a batch has been used for training. To resume training, save `last_batch_iteration` and use it to instantiate `CycleLR`. This class has three built-in policies, as put forth in the paper: "triangular": A basic triangular cycle w/ no amplitude scaling. "triangular2": A basic triangular cycle that scales initial amplitude by half each cycle. "exp_range": A cycle that scales initial amplitude by gamma**(cycle iterations) at each cycle iteration. This implementation was adapted from the github repo: `bckenstler/CLR`_ Args: optimizer (Optimizer): Wrapped optimizer. base_lr (float or list): Initial learning rate which is the lower boundary in the cycle for eachparam groups. Default: 0.001 max_lr (float or list): Upper boundaries in the cycle for each parameter group. Functionally, it defines the cycle amplitude (max_lr - base_lr). The lr at any cycle is the sum of base_lr and some scaling of the amplitude; therefore max_lr may not actually be reached depending on scaling function. Default: 0.006 step_size (int): Number of training iterations per half cycle. Authors suggest setting step_size 2-8 x training iterations in epoch. Default: 2000 mode (str): One of {triangular, triangular2, exp_range}. Values correspond to policies detailed above. If scale_fn is not None, this argument is ignored. Default: 'triangular' gamma (float): Constant in 'exp_range' scaling function: gamma**(cycle iterations) Default: 1.0 scale_fn (function): Custom scaling policy defined by a single argument lambda function, where 0 <= scale_fn(x) <= 1 for all x >= 0. mode paramater is ignored Default: None scale_mode (str): {'cycle', 'iterations'}. Defines whether scale_fn is evaluated on cycle number or cycle iterations (training iterations since start of cycle). Default: 'cycle' last_batch_iteration (int): The index of the last batch. Default: -1 Example: >>> optimizer = torch.optim.SGD(model.parameters(), lr=0.1, momentum=0.9) >>> scheduler = torch.optim.CyclicLR(optimizer) >>> data_loader = torch.utils.data.DataLoader(...) >>> for epoch in range(10): >>> for batch in data_loader: >>> scheduler.step() >>> train_batch(...) .. _Cyclical Learning Rates for Training Neural Networks: https://arxiv.org/abs/1506.01186 .. _bckenstler/CLR: https://github.com/bckenstler/CLR """ def __init__(self, optimizer, base_lr=5e-5, max_lr=2e-4, step_size=1000, mode='triangular', gamma=1., scale_fn=None, scale_mode='cycle', last_batch_iteration=-1): if not isinstance(optimizer, Optimizer): raise TypeError('{} is not an Optimizer'.format( type(optimizer).__name__)) self.optimizer = optimizer if isinstance(base_lr, list) or isinstance(base_lr, tuple): if len(base_lr) != len(optimizer.param_groups): raise ValueError("expected {} base_lr, got {}".format( len(optimizer.param_groups), len(base_lr))) self.base_lrs = list(base_lr) else: self.base_lrs = [base_lr] * len(optimizer.param_groups) if isinstance(max_lr, list) or isinstance(max_lr, tuple): if len(max_lr) != len(optimizer.param_groups): raise ValueError("expected {} max_lr, got {}".format( len(optimizer.param_groups), len(max_lr))) self.max_lrs = list(max_lr) else: self.max_lrs = [max_lr] * len(optimizer.param_groups) self.step_size = step_size if mode not in ['triangular', 'triangular2', 'exp_range'] \ and scale_fn is None: raise ValueError('mode is invalid and scale_fn is None') self.mode = mode self.gamma = gamma if scale_fn is None: if self.mode == 'triangular': self.scale_fn = self._triangular_scale_fn self.scale_mode = 'cycle' elif self.mode == 'triangular2': self.scale_fn = self._triangular2_scale_fn self.scale_mode = 'cycle' elif self.mode == 'exp_range': self.scale_fn = self._exp_range_scale_fn self.scale_mode = 'iterations' else: self.scale_fn = scale_fn self.scale_mode = scale_mode self.step(last_batch_iteration + 1) self.last_batch_iteration = last_batch_iteration def step(self, batch_iteration=None): if batch_iteration is None: batch_iteration = self.last_batch_iteration + 1 self.last_batch_iteration = batch_iteration for param_group, lr in zip(self.optimizer.param_groups, self.get_lr()): param_group['lr'] = lr def _triangular_scale_fn(self, x): return 1. def _triangular2_scale_fn(self, x): return 1 / (2. ** (x - 1)) def _exp_range_scale_fn(self, x): return self.gamma**(x) def get_lr(self): step_size = float(self.step_size) cycle = np.floor(1 + self.last_batch_iteration / (2 * step_size)) x = np.abs(self.last_batch_iteration / step_size - 2 * cycle + 1) lrs = [] param_lrs = zip(self.optimizer.param_groups, self.base_lrs, self.max_lrs) for param_group, base_lr, max_lr in param_lrs: base_height = (max_lr - base_lr) * np.maximum(0, (1 - x)) if self.scale_mode == 'cycle': lr = base_lr + base_height * self.scale_fn(cycle) else: lr = base_lr + base_height * self.scale_fn(self.last_batch_iteration) lrs.append(lr) return lrs ================================================ FILE: selim_sef/tools/config.py ================================================ import json DEFAULTS = { "arch": "fpn_resnext", "segnetwork": { "backbone_arch": "resnext101", "seg_classes": 2, "ignore_index": 255, }, "network": { }, "optimizer": { "batch_size": 256, "freeze_first_epoch": False, "type": "SGD", # supported: SGD, Adam "momentum": 0.9, "weight_decay": 0, "clip": 1., "learning_rate": 0.1, "classifier_lr": -1., # If -1 use same learning rate as the rest of the network "nesterov": True, "schedule": { "type": "constant", # supported: constant, step, multistep, exponential, linear, poly "mode": "epoch", # supported: epoch, step "epochs": 10, "params": {} } }, "input": { "scale_train": -1, # If -1 do not scale "random_vh_shift": 0, "crop_train": 224, "color_jitter_train": False, "lighting_train": False, "random_crop": [202, 202], "crop_size_range": [1., 1.], "rescale_prob": 0.0, "mask_downscale_factor": 1, "padding_block": 0, "padding_mode": 'reflect', "mean": [0.485, 0.456, 0.406], "std": [0.229, 0.224, 0.225] } } def _merge(src, dst): for k, v in src.items(): if k in dst: if isinstance(v, dict): _merge(src[k], dst[k]) else: dst[k] = v def load_config(config_file, defaults=DEFAULTS): with open(config_file, "r") as fd: config = json.load(fd) _merge(defaults, config) return config ================================================ FILE: selim_sef/tools/lr_policy.py ================================================ from torch.optim.lr_scheduler import _LRScheduler class PolyLR(_LRScheduler): """Sets the learning rate of each parameter group according to poly learning rate policy """ def __init__(self, optimizer, max_iter=90000, power=0.9, last_epoch=-1): self.max_iter = max_iter self.power = power super(PolyLR, self).__init__(optimizer, last_epoch) def get_lr(self): self.last_epoch = (self.last_epoch + 1) % self.max_iter return [base_lr * ((1 - float(self.last_epoch) / self.max_iter) ** (self.power)) for base_lr in self.base_lrs] ================================================ FILE: selim_sef/tools/mask_from_geo.py ================================================ import os import click from spacenetutilities.labeltools import coreLabelTools as cLT def masks_from_geojsons(geojson_dir, im_src_dir, mask_dest_dir, skip_existing=False, verbose=False): """Create mask images from geojsons. Arguments: ---------- geojson_dir (str): Path to the directory containing geojsons. im_src_dir (str): Path to a directory containing geotiffs corresponding to each geojson. Because the georegistration information is identical across collects taken at different nadir angles, this can point to geotiffs from any collect, as long as one is present for each geojson. mask_dest_dir (str): Path to the destination directory. Creates a set of binary image tiff masks corresponding to each geojson within `mask_dest_dir`, required for creating the training dataset. """ if not os.path.exists(geojson_dir): raise NotADirectoryError( "The directory {} does not exist".format(geojson_dir)) if not os.path.exists(im_src_dir): raise NotADirectoryError( "The directory {} does not exist".format(im_src_dir)) geojsons = [f for f in os.listdir(geojson_dir) if f.endswith('json')] ims = [f for f in os.listdir(im_src_dir) if f.endswith('.tif')] for geojson in geojsons: chip_id = os.path.splitext('_'.join(geojson.split('_')[1:]))[0] dest_path = os.path.join(mask_dest_dir, 'mask_' + chip_id + '.tif') if os.path.exists(dest_path) and skip_existing: if verbose: print('{} already exists, skipping...'.format(dest_path)) continue matching_im = [i for i in ims if chip_id in i][0] # assign output below so it's silent g = cLT.createRasterFromGeoJson(os.path.join(geojson_dir, geojson), os.path.join(im_src_dir, matching_im), dest_path) @click.command() @click.option('--train-dir', type=str, help='path to dataset directory (it should include train dir)') def main(train_dir): os.makedirs(os.path.join("train_labels", "masks"), exist_ok=True) masks_from_geojsons(os.path.join(train_dir, "geojson/spacenet-buildings"), os.path.join(train_dir, "Atlanta_nadir10_catid_1030010003993E00", "Pan-Sharpen"), os.path.join("train_labels", "masks")) if __name__ == '__main__': main() ================================================ FILE: selim_sef/tools/mask_utils.py ================================================ import os import warnings os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" from skimage import measure from skimage.morphology import dilation, square, watershed from multiprocessing.pool import Pool from os import path import click import numpy as np from scipy.ndimage import binary_erosion np.random.seed(1) import random random.seed(1) import cv2 warnings.simplefilter("ignore") from scipy.ndimage import label def create_separation(labels): tmp = dilation(labels > 0, square(12)) tmp2 = watershed(tmp, labels, mask=tmp, watershed_line=True) > 0 tmp = tmp ^ tmp2 tmp = dilation(tmp, square(3)) props = measure.regionprops(labels) msk1 = np.zeros_like(labels, dtype='bool') for y0 in range(labels.shape[0]): for x0 in range(labels.shape[1]): if not tmp[y0, x0]: continue if labels[y0, x0] == 0: sz = 5 else: sz = 7 if props[labels[y0, x0] - 1].area < 300: sz = 5 elif props[labels[y0, x0] - 1].area < 2000: sz = 6 uniq = np.unique(labels[max(0, y0 - sz):min(labels.shape[0], y0 + sz + 1), max(0, x0 - sz):min(labels.shape[1], x0 + sz + 1)]) if len(uniq[uniq > 0]) > 1: msk1[y0, x0] = True return msk1 def create_mask(img_id, data_dir): labels_dir = os.path.join(data_dir, "labels") masks_dir = os.path.join(data_dir, "masks_all") os.makedirs(labels_dir, exist_ok=True) os.makedirs(masks_dir, exist_ok=True) labels = cv2.imread(path.join(labels_dir, '{0}.tif'.format(img_id)), cv2.IMREAD_UNCHANGED) final_mask = np.zeros((labels.shape[0], labels.shape[1], 3)) if np.sum(labels) == 0: cv2.imwrite(path.join(masks_dir, '{0}.png'.format(img_id)), final_mask, [cv2.IMWRITE_PNG_COMPRESSION, 9]) return final_mask ships_num = np.max(labels) if ships_num > 0: for i in range(1, ships_num + 1): ship_mask = np.zeros_like(labels, dtype='bool') ship_mask[labels == i] = 1 area = np.sum(ship_mask) if area < 200: contour_size = 1 elif area < 500: contour_size = 2 else: contour_size = 3 eroded = binary_erosion(ship_mask, iterations=contour_size) countour_mask = ship_mask ^ eroded final_mask[..., 0] += ship_mask final_mask[..., 1] += countour_mask final_mask[..., 2] = create_separation(labels) msk = np.clip(final_mask * 255, 0, 255) cv2.imwrite(path.join(masks_dir, '{0}.png'.format(img_id)), msk, [cv2.IMWRITE_PNG_COMPRESSION, 9]) def save_mask_and_label(image_name): mask_path = os.path.join("train_labels", "masks", image_name) mask = cv2.imread(mask_path, cv2.IMREAD_UNCHANGED) labeled_array, _ = label(mask) label_path = os.path.join("train_labels", "labels", image_name) os.makedirs(os.path.join("train_labels", "labels"), exist_ok=True) cv2.imwrite(label_path, labeled_array) create_mask(image_name[:-4], "train_labels") def main(): img_names = os.listdir(os.path.join("train_labels", "masks")) pool = Pool(8) pool.map(save_mask_and_label, img_names) if __name__ == '__main__': main() ================================================ FILE: selim_sef/tools/rle.py ================================================ import numpy as np def multi_rle_encode(labels): return [rle_encode(labels == k) for k in np.unique(labels[labels > 0])] def rle_encode(img): ''' img: numpy array, 1 - mask, 0 - background Returns run length as string formated ''' pixels = img.T.flatten() pixels = np.concatenate([[0], pixels, [0]]) runs = np.where(pixels[1:] != pixels[:-1])[0] + 1 runs[1::2] -= runs[::2] return ' '.join(str(x) for x in runs) def rle_decode(mask_rle, shape=(768, 768)): ''' mask_rle: run-length as string formated (start length) shape: (height,width) of array to return Returns numpy array, 1 - mask, 0 - background ''' s = mask_rle.split() starts, lengths = [np.asarray(x, dtype=int) for x in (s[0:][::2], s[1:][::2])] starts -= 1 ends = starts + lengths img = np.zeros(shape[0] * shape[1], dtype=np.uint8) for lo, hi in zip(starts, ends): img[lo:hi] = 1 return img.reshape(shape).T def masks_as_image(in_mask_list, all_masks=None, shape=(768, 768)): if all_masks is None: all_masks = np.zeros(shape, dtype=np.int16) for mask in in_mask_list: if isinstance(mask, str): all_masks += rle_decode(mask) return np.expand_dims(all_masks, -1) def masks_as_label(in_mask_list, all_masks=None, shape=(768, 768)): if all_masks is None: all_masks = np.zeros(shape, dtype=np.int16) ship_label = 0 for mask in in_mask_list: if isinstance(mask, str): ship_label += 1 all_masks += ship_label * rle_decode(mask) return np.expand_dims(all_masks, -1) ================================================ FILE: selim_sef/train.py ================================================ import argparse import os import cv2 cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) os.environ["MKL_NUM_THREADS"] = "1" os.environ["NUMEXPR_NUM_THREADS"] = "1" os.environ["OMP_NUM_THREADS"] = "1" import numpy as np import torch from torch.backends import cudnn from torch.nn import DataParallel from torch.utils.data import DataLoader from tqdm import tqdm import zoo from dataset.dense_data import DenseData from tools.config import load_config from training import utils from training.eval import validate from training.losses import dice_round, ComboLoss from training.meters import AverageMeter torch.backends.cudnn.benchmark = True def get_model_name(model, num_classes, snapshot_prefix, dataset_name): snapshot_name = "{}_{}_{}".format(model, dataset_name, num_classes) if snapshot_prefix is not None: snapshot_name = "{}_{}".format(snapshot_prefix, snapshot_name) return snapshot_name parser = argparse.ArgumentParser("PyTorch Segmentation Pipeline") arg = parser.add_argument arg('--config', metavar='CONFIG_FILE', help='path to configuration file') arg('--csv', type=str, help='path to csv folds') arg('--nadir', type=str, help='Nadir type') arg('--fold', type=int, default=0, help='fold number') arg('--data-path', type=str, default='data/mappilary', help='Path to dataset folder') arg('--resume', default='', type=str, metavar='PATH', help='path to latest checkpoint (default: none)') arg('--test-epoch', type=int, default=1, help='Test epoch') arg('--workers', type=int, default=8, help='number of cpu threads to use') arg('--gpu', type=str, default='0', help='List of GPUs for parallel training, e.g. 0,1,2,3') arg('--output-dir', type=str, default=None, help='Path for snapshot') arg('--snapshot-prefix', type=str, default=None, help='Prefix of snapshot nams') arg('--test-init', type=bool, default=False, help='Test initialization') arg('--fp16', help='Test initialization', action='store_true') args = parser.parse_args() if args.fp16: from apex import amp amp_handle = amp.init() def main(): os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID' os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu conf = load_config(args.config) num_classes = conf["segnetwork"]['seg_classes'] snapshot_name = get_model_name(conf['arch'] + "_" + conf["segnetwork"]['backbone_arch'], num_classes, args.nadir, "fold_{}".format(args.fold)) params = utils.get_model_params({**conf["segnetwork"], **conf["network"]}) model = zoo.__dict__[conf['arch']](**params) model = DataParallel(model.cuda()).cuda() loss_function = ComboLoss(**conf["loss"]).cuda() optimizer, scheduler = utils.create_optimizer(conf["optimizer"], model) miou_best = 0 start_epoch = 0 # optionally resume from a checkpoint if args.resume: if os.path.isfile(args.resume): print("=> loading checkpoint '{}'".format(args.resume)) checkpoint = torch.load(args.resume) start_epoch = checkpoint['epoch'] miou_best = checkpoint['best_miou'] state_dict = checkpoint['state_dict'] if conf['optimizer'].get('zero_decoder', False): for key in state_dict.copy().keys(): if not key.startswith("module.encoder"): del state_dict[key] for key in state_dict.keys(): print(key) model.load_state_dict(state_dict, strict=False) if not conf['optimizer'].get('start_zero', False): optimizer.load_state_dict(checkpoint['optimizer']) print("=> loaded checkpoint '{}' (epoch {})" .format(args.resume, checkpoint['epoch'])) else: print("=> no checkpoint found at '{}'".format(args.resume)) if conf['optimizer'].get('start_zero', False): start_epoch = 0 miou_best = 0 train_transforms, val_transforms = utils.create_transforms(conf["input"]) cudnn.benchmark = True batch_size = conf["optimizer"]["batch_size"] data_train = DenseData(csv_path=args.csv, data_path=args.data_path, mode='train', fold=args.fold, transform=train_transforms, nadir=args.nadir) data_val = DenseData(csv_path=args.csv, data_path=args.data_path, mode='val', fold=args.fold, transform=val_transforms, nadir=args.nadir) val_data_loader = DataLoader(data_val, batch_size=2, num_workers=args.workers, shuffle=False, pin_memory=False) current_epoch = start_epoch train_data_loader = DataLoader(data_train, batch_size=batch_size, num_workers=args.workers, shuffle=True, pin_memory=False, drop_last=True) for epoch in range(start_epoch, conf["optimizer"]["schedule"]["epochs"]): if epoch < 1 and conf['optimizer'].get('freeze_first_epoch', False): for p in model.module.encoder_stages.parameters(): p.requires_grad = False for p in model.module.encoder_stages[0].parameters(): p.requires_grad = True else: for p in model.module.encoder_stages.parameters(): p.requires_grad = True train_epoch(args, conf, current_epoch, loss_function, model, optimizer, scheduler, train_data_loader) model = model.eval() torch.save({ 'epoch': current_epoch + 1, 'arch': conf["segnetwork"]["backbone_arch"], 'state_dict': model.state_dict(), 'optimizer': optimizer.state_dict(), 'best_miou': miou_best, }, args.output_dir + snapshot_name + "_last") if args.test_epoch is not None and current_epoch % args.test_epoch == 0 and (current_epoch > 0 or args.test_epoch == 1): miou_best = evaluate_val(args, val_data_loader, miou_best, model, snapshot_name, conf, current_epoch, optimizer) current_epoch += 1 def evaluate_val(args, data_val, miou_best, model, snapshot_name, conf, current_epoch, optimizer): print("Test phase") model = model.eval() ious = validate(model, data_loader=data_val) miou = np.mean(ious) if miou > miou_best: if args.output_dir is not None: torch.save({ 'epoch': current_epoch + 1, 'arch': conf["segnetwork"]["backbone_arch"], 'state_dict': model.state_dict(), 'optimizer': optimizer.state_dict(), 'best_miou': miou, }, args.output_dir + snapshot_name + "_best") miou_best = miou torch.save({ 'epoch': current_epoch + 1, 'arch': conf["segnetwork"]["backbone_arch"], 'state_dict': model.state_dict(), 'optimizer': optimizer.state_dict(), 'best_miou': miou, }, args.output_dir + snapshot_name + "_last") print("miou: {}\tmiou_best: {}".format(miou, miou_best)) return miou_best def train_epoch(args, conf, current_epoch, loss_function, model, optimizer, scheduler, train_data_loader): losses = AverageMeter() dices = AverageMeter() iterator = tqdm(train_data_loader) model.train() if conf["optimizer"]["schedule"]["mode"] == "epoch": scheduler.step(current_epoch) for i, sample in enumerate(iterator): if conf["optimizer"]["schedule"]["mode"] in ("step", "poly"): scheduler.step(i + current_epoch * len(train_data_loader)) imgs = sample["img"].cuda(async=True) angle = sample["angle"].cuda(async=True) masks = sample["mask"].cuda(async=True) num_classes = conf['segnetwork']['seg_classes'] masks = masks[:, :num_classes] out = model((imgs, angle)) loss = loss_function(out, masks) with torch.no_grad(): dice = 1 - dice_round(torch.sigmoid(out[:,0,...]), masks[:,0,...]) losses.update(loss.item(), imgs.size(0)) dices.update(dice, imgs.size(0)) iterator.set_description( "epoch: {}; lr {:.7f}; Loss {loss.val:.4f} ({loss.avg:.4f}); Dice {dice.val:.4f} ({dice.avg:.4f})".format( current_epoch, scheduler.get_lr()[-1], loss=losses, dice=dices)) optimizer.zero_grad() if not args.fp16: loss.backward() else: with amp_handle.scale_loss(loss, optimizer) as scaled_loss: scaled_loss.backward() if conf["optimizer"]["clip"] != 0.: torch.nn.utils.clip_grad_norm_(model.parameters(), conf["optimizer"]["clip"]) optimizer.step() if __name__ == '__main__': main() ================================================ FILE: selim_sef/train.sh ================================================ #!/usr/bin/env bash PYTHONPATH=. python3 tools/mask_from_geo.py --train-dir $1 PYTHONPATH=. python3 tools/mask_utils.py sh train_all.sh $1 sh predict_oof.sh $1 python ensemble.py --ensembling_dir oof/masks/ensemble --folds_dir oof/masks --dirs_to_ensemble d121_0 d161_0 r34_0 sc50_0 python ensemble.py --ensembling_dir oof/masks/ensemble --folds_dir oof/masks --dirs_to_ensemble d121_1 d161_1 r34_1 sc50_1 python ensemble.py --ensembling_dir oof/masks/ensemble --folds_dir oof/masks --dirs_to_ensemble d121_2 d161_2 r34_2 sc50_2 python ensemble.py --ensembling_dir oof/masks/ensemble --folds_dir oof/masks --dirs_to_ensemble d121_3 d161_3 r34_3 sc50_3 python3 train_classifier.py ================================================ FILE: selim_sef/train_all.sh ================================================ #!/usr/bin/env bash DATA_PATH=$1 python train.py --gpu 0 --fold 0 --config configs/r34.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/r34_0.log & python train.py --gpu 1 --fold 1 --config configs/r34.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/r34_1.log & python train.py --gpu 2 --fold 2 --config configs/r34.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/r34_2.log & python train.py --gpu 3 --fold 3 --config configs/r34.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/r34_3.log & wait python train.py --gpu 0 --fold 0 --config configs/d121.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d121_0.log & python train.py --gpu 1 --fold 1 --config configs/d121.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d121_1.log & python train.py --gpu 2 --fold 2 --config configs/d121.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d121_2.log & python train.py --gpu 3 --fold 3 --config configs/d121.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d121_3.log & wait python train.py --gpu 0 --fold 0 --config configs/d161.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d161_0.log & python train.py --gpu 1 --fold 1 --config configs/d161.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d161_1.log & python train.py --gpu 2 --fold 2 --config configs/d161.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d161_2.log & python train.py --gpu 3 --fold 3 --config configs/d161.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d161_3.log & wait python train.py --gpu 0 --fold 0 --config configs/sc50.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/sc50_0.log & python train.py --gpu 1 --fold 1 --config configs/sc50.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/sc50_1.log & python train.py --gpu 2 --fold 2 --config configs/sc50.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/sc50_2.log & python train.py --gpu 3 --fold 3 --config configs/sc50.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/sc50_3.log & wait python train.py --gpu 0 --fold 5 --config configs/d121.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d121_5_0.log & python train.py --gpu 1 --fold 5 --config configs/d161.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/d161_5.log & python train.py --gpu 2 --fold 0 --config configs/r101.json --csv folds16.csv --nadir all --test-epoch 2 --output-dir weights/ --data-path $DATA_PATH > logs/r101_0.log & wait ================================================ FILE: selim_sef/train_classifier.py ================================================ # -*- coding: utf-8 -*- import os from os import path, mkdir import numpy as np np.random.seed(1) import random random.seed(1) import timeit import cv2 cv2.setNumThreads(0) cv2.ocl.setUseOpenCL(False) from tqdm import tqdm from skimage import measure from multiprocessing import Pool import lightgbm as lgb from sklearn.model_selection import KFold, GroupShuffleSplit from sklearn.neighbors import KDTree from skimage.morphology import watershed import warnings warnings.filterwarnings("ignore") pred_folder = 'oof/masks' masks_folder = "train_labels/labels" lgbm_models_folder = 'lgbm_models' train_pred_folder = os.path.join(pred_folder, "ensemble") DATA_THREADS = 16 LGBM_THREADS = 12 num_split_iters = 1 folds_count = 30 pixels_threshold = 76 sep_count = 3 sep_thresholds = [0.6, 0.7, 0.8] def get_nadir(f): return int(f.split("_")[2][5:]) def get_inputs(filename, pred_folder, truth_folder=None): inputs = [] pred = cv2.imread(path.join(pred_folder, filename), cv2.IMREAD_COLOR) pred_msk = pred / 255. pred_msk = pred_msk[..., 0] * (1 - pred_msk[..., 2]) pred_msk = 1 * (pred_msk > 0.7) pred_msk = pred_msk.astype(np.uint8) y_pred = measure.label(pred_msk, neighbors=8, background=0) props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < 20: y_pred[y_pred == i + 1] = 0 y_pred = measure.label(y_pred, neighbors=8, background=0) nucl_msk = (255 - pred[..., 0]) nucl_msk = nucl_msk.astype('uint8') y_pred = watershed(nucl_msk, y_pred, mask=((pred[..., 0] > pixels_threshold)), watershed_line=True) props = measure.regionprops(y_pred) for i in range(len(props)): if props[i].area < 50: y_pred[y_pred == i + 1] = 0 pred_labels = measure.label(y_pred, neighbors=8, background=0) pred_props = measure.regionprops(pred_labels) # img = cv2.imread(path.join(img_folder, filename), cv2.IMREAD_COLOR) coords = [pr.centroid for pr in pred_props] if len(coords) > 0: t = KDTree(coords) neighbors100 = t.query_radius(coords, r=50) neighbors200 = t.query_radius(coords, r=100) neighbors300 = t.query_radius(coords, r=150) neighbors400 = t.query_radius(coords, r=200) med_area = np.median(np.asarray([pr.area for pr in pred_props])) lvl2_labels = [np.zeros_like(pred_labels, dtype=np.int) for i in range(sep_count)] separated_regions = [[] for i in range(sep_count)] main_regions = [[] for i in range(sep_count)] for i in range(len(pred_props)): msk_reg = pred_labels[pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] == i + 1 pred_reg = pred[pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] contours = cv2.findContours((msk_reg * 255).astype(dtype=np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) if len(contours[1]) > 0: cnt = contours[1][0] min_area_rect = cv2.minAreaRect(cnt) inp = [] nadir = get_nadir(filename) inp.append(nadir) inp.append(pred_props[i].area) inp.append(0) if len(contours[1]) > 0: inp.append(cv2.isContourConvex(cnt) * 1.0) inp.append(min(min_area_rect[1])) inp.append(max(min_area_rect[1])) if max(min_area_rect[1]) > 0: inp.append(min(min_area_rect[1]) / max(min_area_rect[1])) else: inp.append(0) inp.append(min_area_rect[2]) else: inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(pred_props[i].convex_area) inp.append(pred_props[i].solidity) inp.append(pred_props[i].eccentricity) inp.append(pred_props[i].extent) inp.append(pred_props[i].perimeter) inp.append(pred_props[i].major_axis_length) inp.append(pred_props[i].minor_axis_length) if (pred_props[i].minor_axis_length > 0): inp.append(pred_props[i].minor_axis_length / pred_props[i].major_axis_length) else: inp.append(0) pred_values = pred_reg[..., 0][msk_reg] inp.append(pred_values.mean()) inp.append(pred_values.std()) # inp.append(neighbors100[i].shape[0]) median_area = med_area if neighbors100[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors100[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors200[i].shape[0]) median_area = med_area if neighbors200[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors200[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors300[i].shape[0]) median_area = med_area if neighbors300[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors300[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) inp.append(neighbors400[i].shape[0]) median_area = med_area if neighbors400[i].shape[0] > 0: neighbors_areas = np.asarray([pred_props[j].area for j in neighbors400[i]]) median_area = np.median(neighbors_areas) inp.append(median_area) inp.append(pred_props[i].area / median_area) bst_j = 0 pred_reg[~msk_reg] = 0 pred_reg0 = pred_reg / 255. pred_reg0 = pred_reg0[..., 0] * (1 - pred_reg0[..., 1]) max_regs = 1 for j in range(1, sep_count + 1): sep_regs = [] if bst_j > 0: separated_regions[j - 1].append(sep_regs) continue pred_reg2 = 255 * (pred_reg0 > sep_thresholds[j - 1]) pred_reg2 = pred_reg2.astype(np.uint8) if j > sep_count - 1: kernel = np.ones((3, 3), np.uint8) pred_reg2 = cv2.erode(pred_reg2, kernel, iterations=2) lbls = measure.label(pred_reg2, neighbors=4, background=False) num_regs = lbls.max() if num_regs > 1: bst_j = j max_regs = num_regs if num_regs > 1 or (j < sep_count and num_regs > 0): lbls = lbls.astype(np.int32) labels_ws = watershed((255 - pred_reg[..., 0]), lbls, mask=msk_reg) # if num_regs > 1: # labels_ws = watershed((255 - pred_reg[..., 0]), lbls, mask=msk_reg) # else: # labels_ws = lbls start_num = len(main_regions[j - 1]) labels_ws += start_num labels_ws[labels_ws == start_num] = 0 for k in range(num_regs): sep_regs.append(k + start_num) main_regions[j - 1].append(i) lvl2_labels[j - 1][pred_props[i].bbox[0]:pred_props[i].bbox[2], pred_props[i].bbox[1]:pred_props[i].bbox[3]] += labels_ws separated_regions[j - 1].append(sep_regs) inp.append(bst_j) inp.append(max_regs) inp.append(1) inp.append(0) inputs.append(np.asarray(inp)) inputs = np.asarray(inputs) all_sep_props = [] all_sep_inputs = [] for j in range(sep_count): inputs_lvl2 = [] pred_props2 = measure.regionprops(lvl2_labels[j]) for i in range(len(pred_props2)): msk_reg = lvl2_labels[j][pred_props2[i].bbox[0]:pred_props2[i].bbox[2], pred_props2[i].bbox[1]:pred_props2[i].bbox[3]] == i + 1 pred_reg = pred[pred_props2[i].bbox[0]:pred_props2[i].bbox[2], pred_props2[i].bbox[1]:pred_props2[i].bbox[3], 0] contours = cv2.findContours((msk_reg * 255).astype(dtype=np.uint8), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) if len(contours[1]) > 0: cnt = contours[1][0] min_area_rect = cv2.minAreaRect(cnt) inp = [] inp.append(nadir) inp.append(pred_props2[i].area) main_area = inputs[main_regions[j][i]][0] inp.append(pred_props2[i].area / main_area) if len(contours[1]) > 0: inp.append(cv2.isContourConvex(cnt) * 1.0) inp.append(min(min_area_rect[1])) inp.append(max(min_area_rect[1])) if max(min_area_rect[1]) > 0: inp.append(min(min_area_rect[1]) / max(min_area_rect[1])) else: inp.append(0) inp.append(min_area_rect[2]) else: inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(0) inp.append(pred_props2[i].convex_area) inp.append(pred_props2[i].solidity) inp.append(pred_props2[i].eccentricity) inp.append(pred_props2[i].extent) inp.append(pred_props2[i].perimeter) inp.append(pred_props2[i].major_axis_length) inp.append(pred_props2[i].minor_axis_length) if (pred_props2[i].minor_axis_length > 0): inp.append(pred_props2[i].minor_axis_length / pred_props2[i].major_axis_length) else: inp.append(0) pred_values = pred_reg[msk_reg] inp.append(pred_values.mean()) inp.append(pred_values.std()) # inp.append(inputs[main_regions[j][i]][-16]) median_area = inputs[main_regions[j][i]][-15] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-13]) median_area = inputs[main_regions[j][i]][-12] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-10]) median_area = inputs[main_regions[j][i]][-9] inp.append(median_area) inp.append(pred_props2[i].area / median_area) inp.append(inputs[main_regions[j][i]][-7]) median_area = inputs[main_regions[j][i]][-6] inp.append(median_area) inp.append(pred_props2[i].area / median_area) bst_j = inputs[main_regions[j][i]][-4] max_regs = inputs[main_regions[j][i]][-3] inp.append(bst_j) inp.append(max_regs) inp.append(len(separated_regions[j][main_regions[j][i]])) inp.append(j + 1) inputs_lvl2.append(np.asarray(inp)) all_sep_props.append(pred_props2) inputs_lvl2 = np.asarray(inputs_lvl2) all_sep_inputs.append(inputs_lvl2) if truth_folder is None: return inputs, pred_labels, all_sep_inputs, lvl2_labels, separated_regions else: outputs = [] truth_labels = cv2.imread(path.join(truth_folder, "mask_" + "_".join(filename[:-4].split("_")[-2:]) + ".tif"), cv2.IMREAD_GRAYSCALE) truth_labels = measure.label(truth_labels, neighbors=8, background=0) truth_props = measure.regionprops(truth_labels) m = np.zeros((len(pred_props), len(truth_props))) for x in range(pred_labels.shape[1]): for y in range(pred_labels.shape[0]): if pred_labels[y, x] > 0 and truth_labels[y, x] > 0: m[pred_labels[y, x] - 1, truth_labels[y, x] - 1] += 1 truth_used = set([]) for i in range(len(pred_props)): max_iou = 0 for j in range(len(truth_props)): if m[i, j] > 0: iou = m[i, j] / (pred_props[i].area + truth_props[j].area - m[i, j]) if iou > max_iou: max_iou = iou if iou > 0.5: truth_used.add(j) if max_iou <= 0.5: max_iou = 0 outputs.append(max_iou) outputs = np.asarray(outputs) fn = len(truth_props) - len(truth_used) all_sep_outputs = [] for k in range(sep_count): pred_props2 = all_sep_props[k] outputs_lvl2 = [] m2 = np.zeros((len(pred_props2), len(truth_props))) for x in range(lvl2_labels[k].shape[1]): for y in range(lvl2_labels[k].shape[0]): if lvl2_labels[k][y, x] > 0 and truth_labels[y, x] > 0: m2[lvl2_labels[k][y, x] - 1, truth_labels[y, x] - 1] += 1 truth_used2 = set([]) for i in range(len(pred_props2)): tp = 0 max_iou = 0 for j in range(len(truth_props)): if m2[i, j] > 0: iou = m2[i, j] / (pred_props2[i].area + truth_props[j].area - m2[i, j]) if iou > max_iou: max_iou = iou if iou > 0.5: tp = 1 truth_used2.add(j) if max_iou <= 0.5: max_iou = 0 outputs_lvl2.append(max_iou) outputs_lvl2 = np.asarray(outputs_lvl2) all_sep_outputs.append(outputs_lvl2) return inputs, all_sep_inputs, separated_regions, outputs, all_sep_outputs, fn def check_id(id: str): labels = cv2.imread(path.join(masks_folder, "mask_" + "_".join(id[:-4].split("_")[-2:]) + ".tif"), cv2.IMREAD_UNCHANGED) if np.max(labels) > 255: print("FUCK", str(np.max(labels))) mask = cv2.imread(os.path.join(train_pred_folder, id), cv2.IMREAD_COLOR)[..., 0] return id if np.max(labels) > 1 and np.sum(mask) > 200 * 255 else None def get_id(f): return "_".join(f.rstrip(".png").split("_")[-2:]) if __name__ == '__main__': t0 = timeit.default_timer() import os all_ids = np.array([f for f in os.listdir(train_pred_folder) if f.endswith("png")]) with Pool(processes=DATA_THREADS) as pool: all_ids = pool.map(check_id, all_ids) all_ids = [id for id in all_ids if id] groups = [get_id(id) for id in all_ids] if not path.isdir(lgbm_models_folder): mkdir(lgbm_models_folder) all_files = [] inputs = [] outputs = [] inputs2 = [] outputs2 = [] labels = [] labels2 = [] separated_regions = [] fns = [] paramss = [] for _i in tqdm(range(len(all_ids))): f = all_ids[_i] if path.isfile(path.join(train_pred_folder, f)) and '.png' in f: all_files.append(path.join(train_pred_folder, f)) paramss.append((f, train_pred_folder, masks_folder)) with Pool(processes=DATA_THREADS) as pool: results = pool.starmap(get_inputs, paramss) for i in range(len(results)): inp, inp2, sep_regs, otp, otp2, fn = results[i] inputs.append(inp) outputs.append(otp) inputs2.append(inp2) outputs2.append(otp2) separated_regions.append(sep_regs) fns.append(fn) gbm_models = [] train_pred = [np.zeros_like(otp) for otp in outputs] train_pred2 = [[np.zeros_like(otp) for otp in otp2] for otp2 in outputs2] for it in range(num_split_iters): kf = GroupShuffleSplit(n_splits=folds_count) it2 = -1 for train_idxs, test_idxs in kf.split(all_files, groups=groups): it2 += 1 random.seed(it * 1000 + it2) np.random.seed(it * 1000 + it2) lr = random.random() * 0.1 + 0.02 ff = random.random() * 0.5 + 0.5 nl = random.randint(6, 50) print('training lgb', it, it2, 'lr:', lr, 'ff:', ff, 'nl:', nl) train_inp = [] train_otp = [] test_inp = [] test_otp = [] for i in train_idxs: if inputs[i].shape[0] > 0: train_inp.append(inputs[i]) train_otp.append(outputs[i]) for j in range(len(inputs2[i])): if inputs2[i][j].shape[0] > 0: train_inp.append(inputs2[i][j]) train_otp.append(outputs2[i][j]) for i in test_idxs: if inputs[i].shape[0] > 0: test_inp.append(inputs[i]) test_otp.append(outputs[i]) for j in range(len(inputs2[i])): if inputs2[i][j].shape[0] > 0: test_inp.append(inputs2[i][j]) test_otp.append(outputs2[i][j]) train_inp = np.concatenate(train_inp, axis=0) test_inp = np.concatenate(test_inp, axis=0) train_otp = np.concatenate(train_otp, axis=0) test_otp = np.concatenate(test_otp, axis=0) lgb_train = lgb.Dataset(train_inp, train_otp) lgb_eval = lgb.Dataset(test_inp, test_otp, reference=lgb_train) params = { 'task': 'train', 'boosting_type': 'gbdt', 'objective': 'regression', 'metric': {'l2'}, 'num_leaves': nl, 'learning_rate': lr, 'feature_fraction': ff, 'bagging_fraction': 0.95, 'bagging_freq': 1, 'verbosity': 0, 'seed': it * 1000 + it2, 'num_threads': LGBM_THREADS } gbm = lgb.train(params, lgb_train, num_boost_round=600, valid_sets=lgb_eval, early_stopping_rounds=20) gbm.free_dataset() gbm_models.append(gbm) gbm.save_model(path.join(lgbm_models_folder, 'gbm_model_{0}_{1}.txt'.format(it, it2))) for i in test_idxs: if train_pred[i].shape[0] > 0: train_pred[i] = train_pred[i] + gbm.predict(inputs[i]) for j in range(len(train_pred2[i])): if train_pred2[i][j].shape[0] > 0: train_pred2[i][j] = train_pred2[i][j] + gbm.predict(inputs2[i][j]) elapsed = timeit.default_timer() - t0 print('Time: {:.3f} min'.format(elapsed / 60)) ================================================ FILE: selim_sef/train_labels/.gitkeep ================================================ ================================================ FILE: selim_sef/training/__init__.py ================================================ ================================================ FILE: selim_sef/training/eval.py ================================================ import os import warnings import cv2 import numpy as np import torch from torch.autograd import Variable from tqdm import tqdm from training.metric import dice warnings.simplefilter("ignore") def postprocess(mask, min_size=10): if np.sum(mask) < min_size: return np.zeros_like(mask) else: return mask pred_dir = "../spacenet_preds_d161" def validate(net, data_loader): os.makedirs(pred_dir, exist_ok=True) body_dices = [] border_dices = [] sep_dices = [] three_channels = False with torch.no_grad(): for sample in tqdm(data_loader): imgs = Variable(sample["img"]) mask = sample["mask"].numpy() img_names = sample["img_name"] imgs = imgs.cuda() logits = net((imgs, sample["angle"])) pred = torch.sigmoid(logits).cpu().numpy() three_channels = mask.shape[-3] == 3 for i in range(mask.shape[0]): pred_mask = np.zeros((928, 928, 3)) pred_mask[...,0] = pred[i][0, ...] pred_mask[...,1] = pred[i][1, ...] pred_mask[...,2] = pred[i][2, ...] path = os.path.join(pred_dir, img_names[i][:-4].split("/")[-1] + ".png") cv2.imwrite(path, pred_mask * 255) pred = 1 * (pred > 0.5) for i in range(mask.shape[0]): body_dices.append(dice(mask[i, 0, ...], postprocess(pred[i, 0, ...], 15))) border_dices.append(dice(mask[i, 1, ...], postprocess(pred[i, 1, ...], 5))) if three_channels: sep_dices.append(dice(mask[i, 2, ...], postprocess(pred[i, 2, ...], 5))) print("\nDice = {}".format(np.mean(body_dices))) print("Border Dice = {}".format(np.mean(border_dices))) if three_channels: print("Sep Dice = {}".format(np.mean(sep_dices))) score = np.mean(body_dices) return score ================================================ FILE: selim_sef/training/losses.py ================================================ import numpy as np import torch import torch.nn.functional as F from torch import nn from torch.autograd import Variable try: from itertools import ifilterfalse except ImportError: # py3k from itertools import filterfalse eps = 1e-6 def dice_round(preds, trues): preds = preds.float() return soft_dice_loss(preds, trues) def soft_dice_loss(outputs, targets, per_image=False): batch_size = outputs.size()[0] eps = 1e-5 if not per_image: batch_size = 1 dice_target = targets.contiguous().view(batch_size, -1).float() dice_output = outputs.contiguous().view(batch_size, -1) intersection = torch.sum(dice_output * dice_target, dim=1) union = torch.sum(dice_output, dim=1) + torch.sum(dice_target, dim=1) + eps loss = (1 - (2 * intersection + eps) / union).mean() return loss def jaccard(outputs, targets, per_image=False, non_empty=False, min_pixels=5): batch_size = outputs.size()[0] eps = 1e-3 if not per_image: batch_size = 1 dice_target = targets.contiguous().view(batch_size, -1).float() dice_output = outputs.contiguous().view(batch_size, -1) target_sum = torch.sum(dice_target, dim=1) intersection = torch.sum(dice_output * dice_target, dim=1) losses = 1 - (intersection + eps) / (torch.sum(dice_output + dice_target, dim=1) - intersection + eps) if non_empty: assert per_image == True non_empty_images = 0 sum_loss = 0 for i in range(batch_size): if target_sum[i] > min_pixels: sum_loss += losses[i] non_empty_images += 1 if non_empty_images == 0: return 0 else: return sum_loss / non_empty_images return losses.mean() class DiceLoss(nn.Module): def __init__(self, weight=None, size_average=True, per_image=False): super().__init__() self.size_average = size_average self.register_buffer('weight', weight) self.per_image = per_image def forward(self, input, target): return soft_dice_loss(input, target, per_image=self.per_image) class JaccardLoss(nn.Module): def __init__(self, weight=None, size_average=True, per_image=False, non_empty=False, apply_sigmoid=False, min_pixels=5): super().__init__() self.size_average = size_average self.register_buffer('weight', weight) self.per_image = per_image self.non_empty = non_empty self.apply_sigmoid = apply_sigmoid self.min_pixels = min_pixels def forward(self, input, target): if self.apply_sigmoid: input = torch.sigmoid(input) return jaccard(input, target, per_image=self.per_image, non_empty=self.non_empty, min_pixels=self.min_pixels) class StableBCELoss(nn.Module): def __init__(self): super(StableBCELoss, self).__init__() def forward(self, input, target): input = input.float().view(-1) target = target.float().view(-1) neg_abs = - input.abs() # todo check correctness loss = input.clamp(min=0) - input * target + (1 + neg_abs.exp()).log() return loss.mean() class ComboLoss(nn.Module): def __init__(self, weights, per_image=False, channel_weights=[1, 0.5, 0.5], channel_losses=None): super().__init__() self.weights = weights self.bce = StableBCELoss() self.dice = DiceLoss(per_image=False) self.jaccard = JaccardLoss(per_image=False) self.lovasz = LovaszLoss(per_image=per_image) self.lovasz_sigmoid = LovaszLossSigmoid(per_image=per_image) self.focal = FocalLoss2d() self.mapping = {'bce': self.bce, 'dice': self.dice, 'focal': self.focal, 'jaccard': self.jaccard, 'lovasz': self.lovasz, 'lovasz_sigmoid': self.lovasz_sigmoid} self.expect_sigmoid = {'dice', 'focal', 'jaccard', 'lovasz_sigmoid'} self.per_channel = {'dice', 'jaccard', 'lovasz_sigmoid'} self.values = {} self.channel_weights = channel_weights self.channel_losses = channel_losses def forward(self, outputs, targets): loss = 0 weights = self.weights sigmoid_input = torch.sigmoid(outputs) for k, v in weights.items(): if not v: continue val = 0 if k in self.per_channel: channels = targets.size(1) for c in range(channels): if not self.channel_losses or k in self.channel_losses[c]: val += self.channel_weights[c] * self.mapping[k](sigmoid_input[:, c, ...] if k in self.expect_sigmoid else outputs[:, c, ...], targets[:, c, ...]) else: val = self.mapping[k](sigmoid_input if k in self.expect_sigmoid else outputs, targets) self.values[k] = val loss += self.weights[k] * val return loss.clamp(min=1e-5) def lovasz_grad(gt_sorted): """ Computes gradient of the Lovasz extension w.r.t sorted errors See Alg. 1 in paper """ p = len(gt_sorted) gts = gt_sorted.sum() intersection = gts.float() - gt_sorted.float().cumsum(0) union = gts.float() + (1 - gt_sorted).float().cumsum(0) jaccard = 1. - intersection / union if p > 1: # cover 1-pixel case jaccard[1:p] = jaccard[1:p] - jaccard[0:-1] return jaccard def lovasz_hinge(logits, labels, per_image=True, ignore=None): """ Binary Lovasz hinge loss logits: [B, H, W] Variable, logits at each pixel (between -\infty and +\infty) labels: [B, H, W] Tensor, binary ground truth masks (0 or 1) per_image: compute the loss per image instead of per batch ignore: void class id """ if per_image: loss = mean(lovasz_hinge_flat(*flatten_binary_scores(log.unsqueeze(0), lab.unsqueeze(0), ignore)) for log, lab in zip(logits, labels)) else: loss = lovasz_hinge_flat(*flatten_binary_scores(logits, labels, ignore)) return loss def lovasz_hinge_flat(logits, labels): """ Binary Lovasz hinge loss logits: [P] Variable, logits at each prediction (between -\infty and +\infty) labels: [P] Tensor, binary ground truth labels (0 or 1) ignore: label to ignore """ if len(labels) == 0: # only void pixels, the gradients should be 0 return logits.sum() * 0. signs = 2. * labels.float() - 1. errors = (1. - logits * Variable(signs)) errors_sorted, perm = torch.sort(errors, dim=0, descending=True) perm = perm.data gt_sorted = labels[perm] grad = lovasz_grad(gt_sorted) loss = torch.dot(F.relu(errors_sorted), Variable(grad)) return loss def flatten_binary_scores(scores, labels, ignore=None): """ Flattens predictions in the batch (binary case) Remove labels equal to 'ignore' """ scores = scores.view(-1) labels = labels.view(-1) if ignore is None: return scores, labels valid = (labels != ignore) vscores = scores[valid] vlabels = labels[valid] return vscores, vlabels def lovasz_sigmoid(probas, labels, per_image=False, ignore=None): """ Multi-class Lovasz-Softmax loss probas: [B, C, H, W] Variable, class probabilities at each prediction (between 0 and 1) labels: [B, H, W] Tensor, ground truth labels (between 0 and C - 1) only_present: average only on classes present in ground truth per_image: compute the loss per image instead of per batch ignore: void class labels """ if per_image: loss = mean(lovasz_sigmoid_flat(*flatten_binary_scores(prob.unsqueeze(0), lab.unsqueeze(0), ignore)) for prob, lab in zip(probas, labels)) else: loss = lovasz_sigmoid_flat(*flatten_binary_scores(probas, labels, ignore)) return loss def lovasz_sigmoid_flat(probas, labels): """ Multi-class Lovasz-Softmax loss probas: [P, C] Variable, class probabilities at each prediction (between 0 and 1) labels: [P] Tensor, ground truth labels (between 0 and C - 1) only_present: average only on classes present in ground truth """ fg = labels.float() errors = (Variable(fg) - probas).abs() errors_sorted, perm = torch.sort(errors, 0, descending=True) perm = perm.data fg_sorted = fg[perm] loss = torch.dot(errors_sorted, Variable(lovasz_grad(fg_sorted))) return loss def symmetric_lovasz(outputs, targets, ): return (lovasz_hinge(outputs, targets) + lovasz_hinge(-outputs, 1 - targets)) / 2 def mean(l, ignore_nan=False, empty=0): """ nanmean compatible with generators. """ l = iter(l) if ignore_nan: l = ifilterfalse(np.isnan, l) try: n = 1 acc = next(l) except StopIteration: if empty == 'raise': raise ValueError('Empty mean') return empty for n, v in enumerate(l, 2): acc += v if n == 1: return acc return acc / n class LovaszLoss(nn.Module): def __init__(self, ignore_index=255, per_image=True): super().__init__() self.ignore_index = ignore_index self.per_image = per_image def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() return symmetric_lovasz(outputs, targets) class LovaszLossSigmoid(nn.Module): def __init__(self, ignore_index=255, per_image=True): super().__init__() self.ignore_index = ignore_index self.per_image = per_image def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() return lovasz_sigmoid(outputs, targets, per_image=self.per_image, ignore=self.ignore_index) class FocalLoss2d(nn.Module): def __init__(self, gamma=2, ignore_index=255): super().__init__() self.gamma = gamma self.ignore_index = ignore_index def forward(self, outputs, targets): outputs = outputs.contiguous() targets = targets.contiguous() eps = 1e-8 non_ignored = targets.view(-1) != self.ignore_index targets = targets.view(-1)[non_ignored].float() outputs = outputs.contiguous().view(-1)[non_ignored] outputs = torch.clamp(outputs, eps, 1. - eps) targets = torch.clamp(targets, eps, 1. - eps) pt = (1 - targets) * (1 - outputs) + targets * outputs return (-(1. - pt) ** self.gamma * torch.log(pt)).mean() ================================================ FILE: selim_sef/training/meters.py ================================================ class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count ================================================ FILE: selim_sef/training/metric.py ================================================ import numpy as np def miou_score(y, p): return calc_score(np.expand_dims(y, 0), np.expand_dims(p, 0)) def calc_score(labels, y_pred): if y_pred.sum() == 0 and labels.sum() == 0: return 1 if labels.sum() == 0 and y_pred.sum() > 0 or y_pred.sum() == 0 and labels.sum() > 0: return 0 true_objects = len(np.unique(labels)) pred_objects = len(np.unique(y_pred)) intersection = np.histogram2d(labels.flatten(), y_pred.flatten(), bins=(true_objects, pred_objects))[0] # Compute areas (needed for finding the union between all objects) area_true = np.histogram(labels, bins=true_objects)[0] area_pred = np.histogram(y_pred, bins=pred_objects)[0] area_true = np.expand_dims(area_true, -1) area_pred = np.expand_dims(area_pred, 0) # Compute union union = area_true + area_pred - intersection # Exclude background from the analysis intersection = intersection[1:, 1:] union = union[1:, 1:] union[union == 0] = 1e-9 # Compute the intersection over union iou = intersection / union return precision_at(0.5, iou) # Precision helper function def precision_at(threshold, iou): matches = iou > threshold true_positives = np.sum(matches, axis=1) == 1 # Correct objects false_positives = np.sum(matches, axis=0) == 0 # Missed objects false_negatives = np.sum(matches, axis=1) == 0 # Extra objects tp, fp, fn = np.sum(true_positives), np.sum(false_positives), np.sum(false_negatives) return tp, fp, fn def dice(im1, im2, empty_score=1.0): """ Computes the Dice coefficient, a measure of set similarity. Parameters ---------- im1 : array-like, bool Any array of arbitrary size. If not boolean, will be converted. im2 : array-like, bool Any other array of identical size. If not boolean, will be converted. Returns ------- dice : float Dice coefficient as a float on range [0,1]. Maximum similarity = 1 No similarity = 0 Both are empty (sum eq to zero) = empty_score Notes ----- The order of inputs for `dice` is irrelevant. The result will be identical if `im1` and `im2` are switched. """ im1 = np.asarray(im1).astype(np.bool) im2 = np.asarray(im2).astype(np.bool) if im1.shape != im2.shape: raise ValueError("Shape mismatch: im1 and im2 must have the same shape.") im_sum = im1.sum() + im2.sum() if im_sum == 0: return empty_score # Compute Dice coefficient intersection = np.logical_and(im1, im2) return 2. * intersection.sum() / im_sum ================================================ FILE: selim_sef/training/utils.py ================================================ import torch.optim as optim import torch.optim.lr_scheduler as lr_scheduler from torchvision.transforms import Compose from dataset.dense_transform import Normalize, Rotate90, VFlip, Pad, RandomRotate from dataset.dense_transform import RandomCropAndScale, HFlip, ToTensor, ColorJitterImage, LightingImage from tools.adamw import AdamW from tools.clr import CyclicLR from tools.lr_policy import PolyLR def get_model_params(network_config): """Convert a configuration to actual model parameters Parameters ---------- network_config : dict Dictionary containing the configuration options for the network. Returns ------- model_params : dict Dictionary containing the actual parameters to be passed to the `net_*` functions in `models`. """ model_params = {} model_params["seg_classes"] = network_config["seg_classes"] model_params["backbone_arch"] = network_config["backbone_arch"] return model_params def create_optimizer(optimizer_config, model, master_params=None): """Creates optimizer and schedule from configuration Parameters ---------- optimizer_config : dict Dictionary containing the configuration options for the optimizer. model : Model The network model. Returns ------- optimizer : Optimizer The optimizer. scheduler : LRScheduler The learning rate scheduler. """ if optimizer_config["classifier_lr"] != -1: # Separate classifier parameters from all others net_params = [] classifier_params = [] for k, v in model.named_parameters(): if not v.requires_grad: continue if k.find("encoder") != -1: net_params.append(v) else: classifier_params.append(v) params = [ {"params": net_params}, {"params": classifier_params, "lr": optimizer_config["classifier_lr"]}, ] else: if master_params: params = master_params else: params = model.parameters() if optimizer_config["type"] == "SGD": optimizer = optim.SGD(params, lr=optimizer_config["learning_rate"], momentum=optimizer_config["momentum"], weight_decay=optimizer_config["weight_decay"], nesterov=optimizer_config["nesterov"]) elif optimizer_config["type"] == "Adam": optimizer = optim.Adam(params, lr=optimizer_config["learning_rate"], weight_decay=optimizer_config["weight_decay"]) elif optimizer_config["type"] == "AdamW": optimizer = AdamW(params, lr=optimizer_config["learning_rate"], weight_decay=optimizer_config["weight_decay"]) elif optimizer_config["type"] == "RmsProp": optimizer = optim.Adam(params, lr=optimizer_config["learning_rate"], weight_decay=optimizer_config["weight_decay"]) else: raise KeyError("unrecognized optimizer {}".format(optimizer_config["type"])) if optimizer_config["schedule"]["type"] == "step": scheduler = lr_scheduler.StepLR(optimizer, **optimizer_config["schedule"]["params"]) elif optimizer_config["schedule"]["type"] == "multistep": scheduler = lr_scheduler.MultiStepLR(optimizer, **optimizer_config["schedule"]["params"]) elif optimizer_config["schedule"]["type"] == "exponential": scheduler = lr_scheduler.ExponentialLR(optimizer, **optimizer_config["schedule"]["params"]) elif optimizer_config["schedule"]["type"] == "poly": scheduler = PolyLR(optimizer, **optimizer_config["schedule"]["params"]) elif optimizer_config["schedule"]["type"] == "clr": scheduler = CyclicLR(optimizer, **optimizer_config["schedule"]["params"]) elif optimizer_config["schedule"]["type"] == "constant": scheduler = lr_scheduler.LambdaLR(optimizer, lambda epoch: 1.0) elif optimizer_config["schedule"]["type"] == "linear": def linear_lr(it): return it * optimizer_config["schedule"]["params"]["alpha"] + optimizer_config["schedule"]["params"]["beta"] scheduler = lr_scheduler.LambdaLR(optimizer, linear_lr) return optimizer, scheduler def create_transforms(input_config): """Create transforms from configuration Parameters ---------- input_config : dict Dictionary containing the configuration options for input pre-processing. Returns ------- train_transforms : list List of transforms to be applied to the input during training. val_transforms : list List of transforms to be applied to the input during validation. """ train_transforms = [] if input_config.get('random_rotate', None): train_transforms.append(RandomRotate(input_config['random_rotate']['angle'], input_config['random_rotate']['prob'])) if input_config.get('random_crop', None): train_transforms.append(RandomCropAndScale(input_config['random_crop'][0], input_config['random_crop'][1], scale_range=input_config['crop_size_range'], rescale_prob=input_config['rescale_prob'], prob=1)) train_transforms += [ # HFlip(), # Rotate90(), # VFlip(), ToTensor(), ] if input_config.get("color_jitter_train", False): train_transforms.append(ColorJitterImage()) val_transforms = [] val_transforms += [ Pad(), ToTensor(), ] return Compose(train_transforms), Compose(val_transforms) ================================================ FILE: selim_sef/weights/.gitkeep ================================================ ================================================ FILE: selim_sef/zoo/__init__.py ================================================ from .unet import * ================================================ FILE: selim_sef/zoo/densenet.py ================================================ import re import torch import torch.nn as nn import torch.nn.functional as F import torch.utils.model_zoo as model_zoo from collections import OrderedDict __all__ = ['DenseNet', 'densenet121', 'densenet169', 'densenet201', 'densenet161'] model_urls = { 'densenet121': 'https://download.pytorch.org/models/densenet121-a639ec97.pth', 'densenet169': 'https://download.pytorch.org/models/densenet169-b2777c0a.pth', 'densenet201': 'https://download.pytorch.org/models/densenet201-c1103571.pth', 'densenet161': 'https://download.pytorch.org/models/densenet161-8d451a50.pth', } def densenet121(pretrained=True, **kwargs): r"""Densenet-121 model from `"Densely Connected Convolutional Networks" `_ Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = DenseNet(num_init_features=64, growth_rate=32, block_config=(6, 12, 24, 16), **kwargs) if pretrained: # '.'s are no longer allowed in module names, but pervious _DenseLayer # has keys 'norm.1', 'relu.1', 'conv.1', 'norm.2', 'relu.2', 'conv.2'. # They are also in the checkpoints in model_urls. This pattern is used # to find such keys. pattern = re.compile( r'^(.*denselayer\d+\.(?:norm|relu|conv))\.((?:[12])\.(?:weight|bias|running_mean|running_var))$') state_dict = model_zoo.load_url(model_urls['densenet121']) for key in list(state_dict.keys()): res = pattern.match(key) if res: new_key = res.group(1) + res.group(2) state_dict[new_key] = state_dict[key] del state_dict[key] model.state_dict()['features.conv0.weight'][:, :3, ...] = state_dict['features.conv0.weight'].data pretrained_dict = {k: v for k, v in state_dict.items() if k != 'features.conv0.weight'} model.load_state_dict(pretrained_dict, strict=False) return model def densenet169(pretrained=True, **kwargs): r"""Densenet-169 model from `"Densely Connected Convolutional Networks" `_ Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = DenseNet(num_init_features=64, growth_rate=32, block_config=(6, 12, 32, 32), **kwargs) if pretrained: # '.'s are no longer allowed in module names, but pervious _DenseLayer # has keys 'norm.1', 'relu.1', 'conv.1', 'norm.2', 'relu.2', 'conv.2'. # They are also in the checkpoints in model_urls. This pattern is used # to find such keys. pattern = re.compile( r'^(.*denselayer\d+\.(?:norm|relu|conv))\.((?:[12])\.(?:weight|bias|running_mean|running_var))$') state_dict = model_zoo.load_url(model_urls['densenet169']) for key in list(state_dict.keys()): res = pattern.match(key) if res: new_key = res.group(1) + res.group(2) state_dict[new_key] = state_dict[key] del state_dict[key] model.state_dict()['features.conv0.weight'][:, :3, ...] = state_dict['features.conv0.weight'].data pretrained_dict = {k: v for k, v in state_dict.items() if k != 'features.conv0.weight'} model.load_state_dict(pretrained_dict, strict=False) return model def densenet201(pretrained=True, **kwargs): r"""Densenet-201 model from `"Densely Connected Convolutional Networks" `_ Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = DenseNet(num_init_features=64, growth_rate=32, block_config=(6, 12, 48, 32), **kwargs) if pretrained: # '.'s are no longer allowed in module names, but pervious _DenseLayer # has keys 'norm.1', 'relu.1', 'conv.1', 'norm.2', 'relu.2', 'conv.2'. # They are also in the checkpoints in model_urls. This pattern is used # to find such keys. pattern = re.compile( r'^(.*denselayer\d+\.(?:norm|relu|conv))\.((?:[12])\.(?:weight|bias|running_mean|running_var))$') state_dict = model_zoo.load_url(model_urls['densenet201']) for key in list(state_dict.keys()): res = pattern.match(key) if res: new_key = res.group(1) + res.group(2) state_dict[new_key] = state_dict[key] del state_dict[key] model.load_state_dict(state_dict) return model def densenet161(pretrained=True, **kwargs): r"""Densenet-161 model from `"Densely Connected Convolutional Networks" `_ Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = DenseNet(num_init_features=96, growth_rate=48, block_config=(6, 12, 36, 24), **kwargs) if pretrained: # '.'s are no longer allowed in module names, but pervious _DenseLayer # has keys 'norm.1', 'relu.1', 'conv.1', 'norm.2', 'relu.2', 'conv.2'. # They are also in the checkpoints in model_urls. This pattern is used # to find such keys. pattern = re.compile( r'^(.*denselayer\d+\.(?:norm|relu|conv))\.((?:[12])\.(?:weight|bias|running_mean|running_var))$') state_dict = model_zoo.load_url(model_urls['densenet161']) for key in list(state_dict.keys()): res = pattern.match(key) if res: new_key = res.group(1) + res.group(2) state_dict[new_key] = state_dict[key] del state_dict[key] model.state_dict()['features.conv0.weight'][:, :3, ...] = state_dict['features.conv0.weight'].data pretrained_dict = {k: v for k, v in state_dict.items() if k != 'features.conv0.weight'} model.load_state_dict(pretrained_dict, strict=False) return model class _DenseLayer(nn.Sequential): def __init__(self, num_input_features, growth_rate, bn_size, drop_rate): super(_DenseLayer, self).__init__() self.add_module('norm1', nn.BatchNorm2d(num_input_features)), self.add_module('relu1', nn.ReLU(inplace=True)), self.add_module('conv1', nn.Conv2d(num_input_features, bn_size * growth_rate, kernel_size=1, stride=1, bias=False)), self.add_module('norm2', nn.BatchNorm2d(bn_size * growth_rate)), self.add_module('relu2', nn.ReLU(inplace=True)), self.add_module('conv2', nn.Conv2d(bn_size * growth_rate, growth_rate, kernel_size=3, stride=1, padding=1, bias=False)), self.drop_rate = drop_rate def forward(self, x): new_features = super(_DenseLayer, self).forward(x) if self.drop_rate > 0: new_features = F.dropout(new_features, p=self.drop_rate, training=self.training) return torch.cat([x, new_features], 1) class _DenseBlock(nn.Sequential): def __init__(self, num_layers, num_input_features, bn_size, growth_rate, drop_rate): super(_DenseBlock, self).__init__() for i in range(num_layers): layer = _DenseLayer(num_input_features + i * growth_rate, growth_rate, bn_size, drop_rate) self.add_module('denselayer%d' % (i + 1), layer) class _Transition(nn.Sequential): def __init__(self, num_input_features, num_output_features): super(_Transition, self).__init__() self.add_module('norm', nn.BatchNorm2d(num_input_features)) self.add_module('relu', nn.ReLU(inplace=True)) self.add_module('conv', nn.Conv2d(num_input_features, num_output_features, kernel_size=1, stride=1, bias=False)) self.add_module('pool', nn.AvgPool2d(kernel_size=2, stride=2)) class DenseNet(nn.Module): r"""Densenet-BC model class, based on `"Densely Connected Convolutional Networks" `_ Args: growth_rate (int) - how many filters to add each layer (`k` in paper) block_config (list of 4 ints) - how many layers in each pooling block num_init_features (int) - the number of filters to learn in the first convolution layer bn_size (int) - multiplicative factor for number of bottle neck layers (i.e. bn_size * k features in the bottleneck layer) drop_rate (float) - dropout rate after each dense layer num_classes (int) - number of classification classes """ def __init__(self, growth_rate=32, block_config=(6, 12, 24, 16), num_init_features=64, bn_size=4, drop_rate=0, num_classes=1000): super(DenseNet, self).__init__() # First convolution self.features = nn.Sequential(OrderedDict([ ('conv0', nn.Conv2d(4, num_init_features, kernel_size=7, stride=2, padding=3, bias=False)), ('norm0', nn.BatchNorm2d(num_init_features)), ('relu0', nn.ReLU(inplace=True)), ('pool0', nn.MaxPool2d(kernel_size=3, stride=2, padding=1)), ])) # Each denseblock num_features = num_init_features for i, num_layers in enumerate(block_config): block = _DenseBlock(num_layers=num_layers, num_input_features=num_features, bn_size=bn_size, growth_rate=growth_rate, drop_rate=drop_rate) self.features.add_module('denseblock%d' % (i + 1), block) num_features = num_features + num_layers * growth_rate if i != len(block_config) - 1: trans = _Transition(num_input_features=num_features, num_output_features=num_features // 2) self.features.add_module('transition%d' % (i + 1), trans) num_features = num_features // 2 # Final batch norm self.features.add_module('norm5', nn.BatchNorm2d(num_features)) # Linear layer self.classifier = nn.Linear(num_features, num_classes) # Official init from torch repo. for m in self.modules(): if isinstance(m, nn.Conv2d): nn.init.kaiming_normal(m.weight.data) elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() elif isinstance(m, nn.Linear): m.bias.data.zero_() def forward(self, x): features = self.features(x) out = F.relu(features, inplace=True) out = F.avg_pool2d(out, kernel_size=7, stride=1).view(features.size(0), -1) out = self.classifier(out) return out ================================================ FILE: selim_sef/zoo/dpn.py ================================================ """ PyTorch implementation of DualPathNetworks Ported to PyTorch by [Ross Wightman](https://github.com/rwightman/pytorch-dpn-pretrained) Based on original MXNet implementation https://github.com/cypw/DPNs with many ideas from another PyTorch implementation https://github.com/oyam/pytorch-DPNs. This implementation is compatible with the pretrained weights from cypw's MXNet implementation. """ import os import torch import torch.nn as nn import torch.nn.functional as F import torch.utils.model_zoo as model_zoo from collections import OrderedDict __all__ = ['DPN', 'dpn68', 'dpn68b', 'dpn92', 'dpn98', 'dpn131', 'dpn107'] pretrained_settings = { 'dpn68': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68-66bebafa7.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn68b': { 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68b_extra-84854c156.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn92': { # 'imagenet': { # 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn68-66bebafa7.pth', # 'input_space': 'RGB', # 'input_size': [3, 224, 224], # 'input_range': [0, 1], # 'mean': [124 / 255, 117 / 255, 104 / 255], # 'std': [1 / (.0167 * 255)] * 3, # 'num_classes': 1000 # }, 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn92_extra-b040e4a9b.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn98': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn98-5b90dec4d.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn131': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn131-71dfe43e0.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } }, 'dpn107': { 'imagenet+5k': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn107_extra-1ac7121e2.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [124 / 255, 117 / 255, 104 / 255], 'std': [1 / (.0167 * 255)] * 3, 'num_classes': 1000 } } } def dpn68(num_classes=1000, pretrained='imagenet'): model = DPN( small=True, num_init_features=10, k_r=128, groups=32, k_sec=(3, 4, 12, 3), inc_sec=(16, 32, 32, 64), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn68'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn68b(num_classes=1000, pretrained='imagenet+5k'): model = DPN( small=True, num_init_features=10, k_r=128, groups=32, b=True, k_sec=(3, 4, 12, 3), inc_sec=(16, 32, 32, 64), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn68b'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn92(num_classes=1000, pretrained='imagenet+5k'): model = DPN( num_init_features=64, k_r=96, groups=32, k_sec=(3, 4, 20, 3), inc_sec=(16, 32, 24, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn92'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) #model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn98(num_classes=1000, pretrained='imagenet'): model = DPN( num_init_features=96, k_r=160, groups=40, k_sec=(3, 6, 20, 3), inc_sec=(16, 32, 32, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn98'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn131(num_classes=1000, pretrained='imagenet'): model = DPN( num_init_features=128, k_r=160, groups=40, k_sec=(4, 8, 28, 3), inc_sec=(16, 32, 32, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn131'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model def dpn107(num_classes=1000, pretrained='imagenet+5k'): model = DPN( num_init_features=128, k_r=200, groups=50, k_sec=(4, 8, 20, 3), inc_sec=(20, 64, 64, 128), num_classes=num_classes, test_time_pool=True) if pretrained: settings = pretrained_settings['dpn107'][pretrained] assert num_classes == settings['num_classes'], \ "num_classes should be {}, but is {}".format(settings['num_classes'], num_classes) model.load_state_dict(model_zoo.load_url(settings['url'])) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] return model class CatBnAct(nn.Module): def __init__(self, in_chs, activation_fn=nn.ReLU(inplace=True)): super(CatBnAct, self).__init__() self.bn = nn.BatchNorm2d(in_chs, eps=0.001) self.act = activation_fn def forward(self, x): x = torch.cat(x, dim=1) if isinstance(x, tuple) else x return self.act(self.bn(x)) class BnActConv2d(nn.Module): def __init__(self, in_chs, out_chs, kernel_size, stride, padding=0, groups=1, activation_fn=nn.ReLU(inplace=True)): super(BnActConv2d, self).__init__() self.bn = nn.BatchNorm2d(in_chs, eps=0.001) self.act = activation_fn self.conv = nn.Conv2d(in_chs, out_chs, kernel_size, stride, padding, groups=groups, bias=False) def forward(self, x): return self.conv(self.act(self.bn(x))) class InputBlock(nn.Module): def __init__(self, num_init_features, kernel_size=7, padding=3, activation_fn=nn.ReLU(inplace=True)): super(InputBlock, self).__init__() self.conv = nn.Conv2d( 4, num_init_features, kernel_size=kernel_size, stride=2, padding=padding, bias=False) self.bn = nn.BatchNorm2d(num_init_features, eps=0.001) self.act = activation_fn self.pool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1) def forward(self, x): x = self.conv(x) x = self.bn(x) x = self.act(x) x = self.pool(x) return x class DualPathBlock(nn.Module): def __init__( self, in_chs, num_1x1_a, num_3x3_b, num_1x1_c, inc, groups, block_type='normal', b=False): super(DualPathBlock, self).__init__() self.num_1x1_c = num_1x1_c self.inc = inc self.b = b if block_type is 'proj': self.key_stride = 1 self.has_proj = True elif block_type is 'down': self.key_stride = 2 self.has_proj = True else: assert block_type is 'normal' self.key_stride = 1 self.has_proj = False if self.has_proj: # Using different member names here to allow easier parameter key matching for conversion if self.key_stride == 2: self.c1x1_w_s2 = BnActConv2d( in_chs=in_chs, out_chs=num_1x1_c + 2 * inc, kernel_size=1, stride=2) else: self.c1x1_w_s1 = BnActConv2d( in_chs=in_chs, out_chs=num_1x1_c + 2 * inc, kernel_size=1, stride=1) self.c1x1_a = BnActConv2d(in_chs=in_chs, out_chs=num_1x1_a, kernel_size=1, stride=1) self.c3x3_b = BnActConv2d( in_chs=num_1x1_a, out_chs=num_3x3_b, kernel_size=3, stride=self.key_stride, padding=1, groups=groups) if b: self.c1x1_c = CatBnAct(in_chs=num_3x3_b) self.c1x1_c1 = nn.Conv2d(num_3x3_b, num_1x1_c, kernel_size=1, bias=False) self.c1x1_c2 = nn.Conv2d(num_3x3_b, inc, kernel_size=1, bias=False) else: self.c1x1_c = BnActConv2d(in_chs=num_3x3_b, out_chs=num_1x1_c + inc, kernel_size=1, stride=1) def forward(self, x): x_in = torch.cat(x, dim=1) if isinstance(x, tuple) else x if self.has_proj: if self.key_stride == 2: x_s = self.c1x1_w_s2(x_in) else: x_s = self.c1x1_w_s1(x_in) x_s1 = x_s[:, :self.num_1x1_c, :, :] x_s2 = x_s[:, self.num_1x1_c:, :, :] else: x_s1 = x[0] x_s2 = x[1] x_in = self.c1x1_a(x_in) x_in = self.c3x3_b(x_in) if self.b: x_in = self.c1x1_c(x_in) out1 = self.c1x1_c1(x_in) out2 = self.c1x1_c2(x_in) else: x_in = self.c1x1_c(x_in) out1 = x_in[:, :self.num_1x1_c, :, :] out2 = x_in[:, self.num_1x1_c:, :, :] resid = x_s1 + out1 dense = torch.cat([x_s2, out2], dim=1) return resid, dense class DPN(nn.Module): def __init__(self, small=False, num_init_features=64, k_r=96, groups=32, b=False, k_sec=(3, 4, 20, 3), inc_sec=(16, 32, 24, 128), num_classes=1000, test_time_pool=False): super(DPN, self).__init__() self.test_time_pool = test_time_pool self.b = b bw_factor = 1 if small else 4 self.k_sec = k_sec self.out_channels = [] self.blocks = OrderedDict() # conv1 if small: self.blocks['conv1_1'] = InputBlock(num_init_features, kernel_size=3, padding=1) else: self.blocks['conv1_1'] = InputBlock(num_init_features, kernel_size=7, padding=3) self.out_channels.append(num_init_features) # conv2 bw = 64 * bw_factor inc = inc_sec[0] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv2_1'] = DualPathBlock(num_init_features, r, r, bw, inc, groups, 'proj', b) in_chs = bw + 3 * inc for i in range(2, k_sec[0] + 1): self.blocks['conv2_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv3 bw = 128 * bw_factor inc = inc_sec[1] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv3_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[1] + 1): self.blocks['conv3_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv4 bw = 256 * bw_factor inc = inc_sec[2] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv4_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[2] + 1): self.blocks['conv4_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.out_channels.append(in_chs) # conv5 bw = 512 * bw_factor inc = inc_sec[3] r = (k_r * bw) // (64 * bw_factor) self.blocks['conv5_1'] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'down', b) in_chs = bw + 3 * inc for i in range(2, k_sec[3] + 1): self.blocks['conv5_' + str(i)] = DualPathBlock(in_chs, r, r, bw, inc, groups, 'normal', b) in_chs += inc self.blocks['conv5_bn_ac'] = CatBnAct(in_chs) self.out_channels.append(in_chs) self.features = nn.Sequential(self.blocks) # Using 1x1 conv for the FC layer to allow the extra pooling scheme self.classifier = nn.Conv2d(in_chs, num_classes, kernel_size=1, bias=True) def logits(self, features): if not self.training and self.test_time_pool: x = F.avg_pool2d(features, kernel_size=7, stride=1) out = self.classifier(x) # The extra test time pool should be pooling an img_size//32 - 6 size patch out = adaptive_avgmax_pool2d(out, pool_type='avgmax') else: x = adaptive_avgmax_pool2d(features, pool_type='avg') out = self.classifier(x) return out.view(out.size(0), -1) def forward(self, input): x = self.features(input) x = self.logits(x) return x """ PyTorch selectable adaptive pooling Adaptive pooling with the ability to select the type of pooling from: * 'avg' - Average pooling * 'max' - Max pooling * 'avgmax' - Sum of average and max pooling re-scaled by 0.5 * 'avgmaxc' - Concatenation of average and max pooling along feature dim, doubles feature dim Both a functional and a nn.Module version of the pooling is provided. Author: Ross Wightman (rwightman) """ def pooling_factor(pool_type='avg'): return 2 if pool_type == 'avgmaxc' else 1 def adaptive_avgmax_pool2d(x, pool_type='avg', padding=0, count_include_pad=False): """Selectable global pooling function with dynamic input kernel size """ if pool_type == 'avgmaxc': x = torch.cat([ F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad), F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) ], dim=1) elif pool_type == 'avgmax': x_avg = F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad) x_max = F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) x = 0.5 * (x_avg + x_max) elif pool_type == 'max': x = F.max_pool2d(x, kernel_size=(x.size(2), x.size(3)), padding=padding) else: if pool_type != 'avg': print('Invalid pool type %s specified. Defaulting to average pooling.' % pool_type) x = F.avg_pool2d( x, kernel_size=(x.size(2), x.size(3)), padding=padding, count_include_pad=count_include_pad) return x class AdaptiveAvgMaxPool2d(torch.nn.Module): """Selectable global pooling layer with dynamic input kernel size """ def __init__(self, output_size=1, pool_type='avg'): super(AdaptiveAvgMaxPool2d, self).__init__() self.output_size = output_size self.pool_type = pool_type if pool_type == 'avgmaxc' or pool_type == 'avgmax': self.pool = nn.ModuleList([nn.AdaptiveAvgPool2d(output_size), nn.AdaptiveMaxPool2d(output_size)]) elif pool_type == 'max': self.pool = nn.AdaptiveMaxPool2d(output_size) else: if pool_type != 'avg': print('Invalid pool type %s specified. Defaulting to average pooling.' % pool_type) self.pool = nn.AdaptiveAvgPool2d(output_size) def forward(self, x): if self.pool_type == 'avgmaxc': x = torch.cat([p(x) for p in self.pool], dim=1) elif self.pool_type == 'avgmax': x = 0.5 * torch.sum(torch.stack([p(x) for p in self.pool]), 0).squeeze(dim=0) else: x = self.pool(x) return x def factor(self): return pooling_factor(self.pool_type) def __repr__(self): return self.__class__.__name__ + ' (' \ + 'output_size=' + str(self.output_size) \ + ', pool_type=' + self.pool_type + ')' if __name__ == "__main__": model = dpn131() print(model.features, len(model.features)) print(model.features[2]) ================================================ FILE: selim_sef/zoo/resnet.py ================================================ import torch.nn as nn import math import torch.utils.model_zoo as model_zoo __all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101', 'resnet152'] model_urls = { 'resnet18': 'https://download.pytorch.org/models/resnet18-5c106cde.pth', 'resnet34': 'https://download.pytorch.org/models/resnet34-333f7ec4.pth', 'resnet50': 'https://download.pytorch.org/models/resnet50-19c8e357.pth', 'resnet101': 'https://download.pytorch.org/models/resnet101-5d3b4d8f.pth', 'resnet152': 'https://download.pytorch.org/models/resnet152-b121ed2d.pth', } def conv3x3(in_planes, out_planes, stride=1): "3x3 convolution with padding" return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride, padding=1, bias=False) class BasicBlock(nn.Module): expansion = 1 def __init__(self, inplanes, planes, stride=1, downsample=None): super(BasicBlock, self).__init__() self.conv1 = conv3x3(inplanes, planes, stride) self.bn1 = nn.BatchNorm2d(planes) self.relu = nn.ReLU(inplace=True) self.conv2 = conv3x3(planes, planes) self.bn2 = nn.BatchNorm2d(planes) self.downsample = downsample self.stride = stride def forward(self, x): residual = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) if self.downsample is not None: residual = self.downsample(x) out += residual out = self.relu(out) return out class Bottleneck(nn.Module): expansion = 4 def __init__(self, inplanes, planes, stride=1, downsample=None): super(Bottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False) self.bn1 = nn.BatchNorm2d(planes) self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride, padding=1, bias=False) self.bn2 = nn.BatchNorm2d(planes) self.conv3 = nn.Conv2d(planes, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.downsample = downsample self.stride = stride def forward(self, x): residual = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) out = self.relu(out) out = self.conv3(out) out = self.bn3(out) if self.downsample is not None: residual = self.downsample(x) out += residual out = self.relu(out) return out class ResNet(nn.Module): def __init__(self, block, layers, in_channels=3): self.inplanes = 64 super(ResNet, self).__init__() self.conv1 = nn.Conv2d(in_channels, 64, kernel_size=7, stride=2, padding=3, bias=False) self.bn1 = nn.BatchNorm2d(64) self.relu = nn.ReLU(inplace=True) self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1) self.layer1 = self._make_layer(block, 64, layers[0]) self.layer2 = self._make_layer(block, 128, layers[1], stride=2) self.layer3 = self._make_layer(block, 256, layers[2], stride=2) self.layer4 = self._make_layer(block, 512, layers[3], stride=2) for m in self.modules(): if isinstance(m, nn.Conv2d): n = m.kernel_size[0] * m.kernel_size[1] * m.out_channels m.weight.data.normal_(0, math.sqrt(2. / n)) elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() def _make_layer(self, block, planes, blocks, stride=1): downsample = None if stride != 1 or self.inplanes != planes * block.expansion: downsample = nn.Sequential( nn.Conv2d(self.inplanes, planes * block.expansion, kernel_size=1, stride=stride, bias=False), nn.BatchNorm2d(planes * block.expansion), ) layers = [] layers.append(block(self.inplanes, planes, stride, downsample)) self.inplanes = planes * block.expansion for i in range(1, blocks): layers.append(block(self.inplanes, planes)) return nn.Sequential(*layers) def forward(self, x): x = self.conv1(x) x = self.bn1(x) x = self.relu(x) x = self.maxpool(x) x = self.layer1(x) x = self.layer2(x) x = self.layer3(x) x = self.layer4(x) return x def resnet18(**kwargs): """Constructs a ResNet-18 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = ResNet(BasicBlock, [2, 2, 2, 2], **kwargs) return model def resnet34(**kwargs): """Constructs a ResNet-34 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = ResNet(BasicBlock, [3, 4, 6, 3], **kwargs) return model def resnet50(**kwargs): """Constructs a ResNet-50 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = ResNet(Bottleneck, [3, 4, 6, 3], **kwargs) return model def resnet101(**kwargs): """Constructs a ResNet-101 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = ResNet(Bottleneck, [3, 4, 23, 3], **kwargs) return model def resnet152(**kwargs): """Constructs a ResNet-152 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = ResNet(Bottleneck, [3, 8, 36, 3], **kwargs) return model ================================================ FILE: selim_sef/zoo/senet.py ================================================ """ ResNet code gently borrowed from https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py """ from collections import OrderedDict import math import torch import torch.nn as nn from torch.utils import model_zoo #from sync_batchnorm import SynchronizedBatchNorm2d as BatchNorm2d from torch.nn import BatchNorm2d __all__ = ['SENet', 'senet154', 'se_resnet50', 'se_resnet101', 'se_resnet152', 'se_resnext50_32x4d', 'se_resnext101_32x4d'] pretrained_settings = { 'senet154': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/senet154-c7b49a05.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet50': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet50-ce0d4300.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet101': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet101-7e38fcc6.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnet152': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnet152-d17c99b7.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnext50_32x4d': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext50_32x4d-a260b3a4.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, 'se_resnext101_32x4d': { 'imagenet': { 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext101_32x4d-3b2fe3d8.pth', 'input_space': 'RGB', 'input_size': [3, 224, 224], 'input_range': [0, 1], 'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225], 'num_classes': 1000 } }, } class SEModule(nn.Module): def __init__(self, channels, reduction, concat=False): super(SEModule, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc1 = nn.Conv2d(channels, channels // reduction, kernel_size=1, padding=0) self.relu = nn.ReLU(inplace=True) self.fc2 = nn.Conv2d(channels // reduction, channels, kernel_size=1, padding=0) self.sigmoid = nn.Sigmoid() def forward(self, x): module_input = x x = self.avg_pool(x) x = self.fc1(x) x = self.relu(x) x = self.fc2(x) x = self.sigmoid(x) return module_input * x class SCSEModule(nn.Module): # according to https://arxiv.org/pdf/1808.08127.pdf concat is better def __init__(self, channels, reduction=16, mode='concat'): super(SCSEModule, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc1 = nn.Conv2d(channels, channels // reduction, kernel_size=1, padding=0) self.relu = nn.ReLU(inplace=True) self.fc2 = nn.Conv2d(channels // reduction, channels, kernel_size=1, padding=0) self.sigmoid = nn.Sigmoid() self.spatial_se = nn.Sequential(nn.Conv2d(channels, 1, kernel_size=1, stride=1, padding=0, bias=False), nn.Sigmoid()) self.mode = mode def forward(self, x): module_input = x x = self.avg_pool(x) x = self.fc1(x) x = self.relu(x) x = self.fc2(x) chn_se = self.sigmoid(x) chn_se = chn_se * module_input spa_se = self.spatial_se(module_input) spa_se = module_input * spa_se if self.mode == 'concat': return torch.cat([chn_se, spa_se], dim=1) elif self.mode == 'maxout': return torch.max(chn_se, spa_se) else: return chn_se + spa_se class Bottleneck(nn.Module): """ Base class for bottlenecks that implements `forward()` method. """ def forward(self, x): residual = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) out = self.relu(out) out = self.conv3(out) out = self.bn3(out) if self.downsample is not None: residual = self.downsample(x) out = self.se_module(out) + residual out = self.relu(out) return out class SEBottleneck(Bottleneck): """ Bottleneck for SENet154. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SEBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes * 2, kernel_size=1, bias=False) self.bn1 = BatchNorm2d(planes * 2) self.conv2 = nn.Conv2d(planes * 2, planes * 4, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = BatchNorm2d(planes * 4) self.conv3 = nn.Conv2d(planes * 4, planes * 4, kernel_size=1, bias=False) self.bn3 = BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SCSEBottleneck(Bottleneck): """ Bottleneck for SENet154. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SCSEBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes * 2, kernel_size=1, bias=False) self.bn1 = BatchNorm2d(planes * 2) self.conv2 = nn.Conv2d(planes * 2, planes * 4, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = BatchNorm2d(planes * 4) self.conv3 = nn.Conv2d(planes * 4, planes * 4, kernel_size=1, bias=False) self.bn3 = BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SCSEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SEResNetBottleneck(Bottleneck): """ ResNet bottleneck with a Squeeze-and-Excitation module. It follows Caffe implementation and uses `stride=stride` in `conv1` and not in `conv2` (the latter is used in the torchvision implementation of ResNet). """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None): super(SEResNetBottleneck, self).__init__() self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False, stride=stride) self.bn1 = BatchNorm2d(planes) self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, padding=1, groups=groups, bias=False) self.bn2 = BatchNorm2d(planes) self.conv3 = nn.Conv2d(planes, planes * 4, kernel_size=1, bias=False) self.bn3 = BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SEResNeXtBottleneck(Bottleneck): """ ResNeXt bottleneck type C with a Squeeze-and-Excitation module. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None, base_width=4): super(SEResNeXtBottleneck, self).__init__() width = math.floor(planes * (base_width / 64)) * groups self.conv1 = nn.Conv2d(inplanes, width, kernel_size=1, bias=False, stride=1) self.bn1 = BatchNorm2d(width) self.conv2 = nn.Conv2d(width, width, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = BatchNorm2d(width) self.conv3 = nn.Conv2d(width, planes * 4, kernel_size=1, bias=False) self.bn3 = BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SCSEResNeXtBottleneck(Bottleneck): """ ResNeXt bottleneck type C with a Concurrent Spatial Squeeze-and-Excitation module. """ expansion = 4 def __init__(self, inplanes, planes, groups, reduction, stride=1, downsample=None, base_width=4, final=False): super(SCSEResNeXtBottleneck, self).__init__() width = math.floor(planes * (base_width / 64)) * groups self.conv1 = nn.Conv2d(inplanes, width, kernel_size=1, bias=False, stride=1) self.bn1 = BatchNorm2d(width) self.conv2 = nn.Conv2d(width, width, kernel_size=3, stride=stride, padding=1, groups=groups, bias=False) self.bn2 = BatchNorm2d(width) self.conv3 = nn.Conv2d(width, planes * 4, kernel_size=1, bias=False) self.bn3 = BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.se_module = SCSEModule(planes * 4, reduction=reduction) self.downsample = downsample self.stride = stride class SENet(nn.Module): def __init__(self, block, layers, groups, reduction, dropout_p=0.2, inplanes=128, input_3x3=True, downsample_kernel_size=3, downsample_padding=1, num_classes=1000): """ Parameters ---------- block (nn.Module): Bottleneck class. - For SENet154: SEBottleneck - For SE-ResNet models: SEResNetBottleneck - For SE-ResNeXt models: SEResNeXtBottleneck layers (list of ints): Number of residual blocks for 4 layers of the network (layer1...layer4). groups (int): Number of groups for the 3x3 convolution in each bottleneck block. - For SENet154: 64 - For SE-ResNet models: 1 - For SE-ResNeXt models: 32 reduction (int): Reduction ratio for Squeeze-and-Excitation modules. - For all models: 16 dropout_p (float or None): Drop probability for the Dropout layer. If `None` the Dropout layer is not used. - For SENet154: 0.2 - For SE-ResNet models: None - For SE-ResNeXt models: None inplanes (int): Number of input channels for layer1. - For SENet154: 128 - For SE-ResNet models: 64 - For SE-ResNeXt models: 64 input_3x3 (bool): If `True`, use three 3x3 convolutions instead of a single 7x7 convolution in layer0. - For SENet154: True - For SE-ResNet models: False - For SE-ResNeXt models: False downsample_kernel_size (int): Kernel size for downsampling convolutions in layer2, layer3 and layer4. - For SENet154: 3 - For SE-ResNet models: 1 - For SE-ResNeXt models: 1 downsample_padding (int): Padding for downsampling convolutions in layer2, layer3 and layer4. - For SENet154: 1 - For SE-ResNet models: 0 - For SE-ResNeXt models: 0 num_classes (int): Number of outputs in `last_linear` layer. - For all models: 1000 """ super(SENet, self).__init__() self.inplanes = inplanes if input_3x3: layer0_modules = [ ('conv1', nn.Conv2d(4, 64, 3, stride=2, padding=1, bias=False)), ('bn1', BatchNorm2d(64)), ('relu1', nn.ReLU(inplace=True)), ('conv2', nn.Conv2d(64, 64, 3, stride=1, padding=1, bias=False)), ('bn2', BatchNorm2d(64)), ('relu2', nn.ReLU(inplace=True)), ('conv3', nn.Conv2d(64, inplanes, 3, stride=1, padding=1, bias=False)), ('bn3', BatchNorm2d(inplanes)), ('relu3', nn.ReLU(inplace=True)), ] else: layer0_modules = [ ('conv1', nn.Conv2d(4, inplanes, kernel_size=7, stride=2, padding=3, bias=False)), ('bn1', BatchNorm2d(inplanes)), ('relu1', nn.ReLU(inplace=True)), ] # To preserve compatibility with Caffe weights `ceil_mode=True` # is used instead of `padding=1`. self.pool = nn.MaxPool2d(3, stride=2, ceil_mode=True) self.layer0 = nn.Sequential(OrderedDict(layer0_modules)) self.layer1 = self._make_layer( block, planes=64, blocks=layers[0], groups=groups, reduction=reduction, downsample_kernel_size=1, downsample_padding=0 ) self.layer2 = self._make_layer( block, planes=128, blocks=layers[1], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.layer3 = self._make_layer( block, planes=256, blocks=layers[2], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.layer4 = self._make_layer( block, planes=512, blocks=layers[3], stride=2, groups=groups, reduction=reduction, downsample_kernel_size=downsample_kernel_size, downsample_padding=downsample_padding ) self.avg_pool = nn.AvgPool2d(7, stride=1) self.dropout = nn.Dropout(dropout_p) if dropout_p is not None else None self.last_linear = nn.Linear(512 * block.expansion, num_classes) self._initialize_weights() def _make_layer(self, block, planes, blocks, groups, reduction, stride=1, downsample_kernel_size=1, downsample_padding=0): downsample = None if stride != 1 or self.inplanes != planes * block.expansion: downsample = nn.Sequential( nn.Conv2d(self.inplanes, planes * block.expansion, kernel_size=downsample_kernel_size, stride=stride, padding=downsample_padding, bias=False), BatchNorm2d(planes * block.expansion), ) layers = [] layers.append(block(self.inplanes, planes, groups, reduction, stride, downsample)) self.inplanes = planes * block.expansion for i in range(1, blocks): layers.append(block(self.inplanes, planes, groups, reduction)) return nn.Sequential(*layers) def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() def features(self, x): x = self.layer0(x) x = self.pool(x) x = self.layer1(x) x = self.layer2(x) x = self.layer3(x) x = self.layer4(x) return x def logits(self, x): x = self.avg_pool(x) if self.dropout is not None: x = self.dropout(x) x = x.view(x.size(0), -1) x = self.last_linear(x) return x def forward(self, x): x = self.features(x) x = self.logits(x) return x def initialize_pretrained_model(model, num_classes, settings): assert num_classes == settings['num_classes'], \ 'num_classes should be {}, but is {}'.format( settings['num_classes'], num_classes) #model.load_state_dict(model_zoo.load_url(settings['url']), strict=False) model.input_space = settings['input_space'] model.input_size = settings['input_size'] model.input_range = settings['input_range'] model.mean = settings['mean'] model.std = settings['std'] def senet154(num_classes=1000, pretrained='imagenet'): model = SENet(SEBottleneck, [3, 8, 36, 3], groups=64, reduction=16, dropout_p=0.2, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['senet154'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def scsenet154(num_classes=1000, pretrained='imagenet'): print("scsenet154") model = SENet(SCSEBottleneck, [3, 8, 36, 3], groups=64, reduction=16, dropout_p=0.2, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['senet154'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet50(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 4, 6, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet50'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet101(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 4, 23, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet101'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnet152(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNetBottleneck, [3, 8, 36, 3], groups=1, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnet152'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnext50_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNeXtBottleneck, [3, 4, 6, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext50_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def scse_resnext50_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SCSEResNeXtBottleneck, [3, 4, 6, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext50_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model def se_resnext101_32x4d(num_classes=1000, pretrained='imagenet'): model = SENet(SEResNeXtBottleneck, [3, 4, 23, 3], groups=32, reduction=16, dropout_p=None, inplanes=64, input_3x3=False, downsample_kernel_size=1, downsample_padding=0, num_classes=num_classes) if pretrained is not None: settings = pretrained_settings['se_resnext101_32x4d'][pretrained] initialize_pretrained_model(model, num_classes, settings) return model if __name__ == '__main__': s = se_resnext50_32x4d(pretrained=None) print(s) ================================================ FILE: selim_sef/zoo/unet.py ================================================ import os import sys from functools import partial from pretrainedmodels.models.xception import Xception from torch.utils import model_zoo from zoo.densenet import densenet121, densenet169, densenet161 from zoo import resnet from zoo.dpn import dpn92 from zoo.senet import se_resnext50_32x4d, se_resnext101_32x4d, SCSEModule, senet154 encoder_params = { 'dpn92': {'filters': [64, 336, 704, 1552, 2688 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'init_op': dpn92, 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/dpn92_extra-b040e4a9b.pth'}, 'resnet34': {'filters': [64, 64, 128, 256, 512 + 27], 'decoder_filters': [64, 128, 256, 512], 'last_upsample': 64, 'init_op': partial(resnet.resnet34, in_channels=4), 'url': resnet.model_urls['resnet34']}, 'resnet101': {'filters': [64, 256, 512, 1024, 2048 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'init_op': partial(resnet.resnet101, in_channels=4), 'url': resnet.model_urls['resnet101']}, 'resnet50': {'filters': [64, 256, 512, 1024, 2048 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'init_op': partial(resnet.resnet50, in_channels=4), 'url': resnet.model_urls['resnet50']}, 'densenet121': {'filters': [64, 256, 512, 1024, 1024 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'url': None, 'init_op': densenet121}, 'densenet169': {'filters': [64, 256, 512, 1280, 1664 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'url': None, 'init_op': densenet169}, 'densenet161': {'filters': [96, 384, 768, 2112, 2208 + 27], 'decoder_filters': [64, 128, 256, 256], 'last_upsample': 64, 'url': None, 'init_op': densenet161}, 'seresnext50': {'filters': [64, 256, 512, 1024, 2048 + 27], 'decoder_filters': [64, 128, 256, 384], 'init_op': se_resnext50_32x4d, 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext50_32x4d-a260b3a4.pth'}, 'senet154': {'filters': [128, 256, 512, 1024, 2048 + 27], 'decoder_filters': [64, 128, 256, 384], 'init_op': senet154, 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/senet154-c7b49a05.pth'}, 'seresnext101': {'filters': [64, 256, 512, 1024, 2048 + 27], 'decoder_filters': [64, 128, 256, 384], 'last_upsample': 64, 'init_op': se_resnext101_32x4d, 'url': 'http://data.lip6.fr/cadene/pretrainedmodels/se_resnext101_32x4d-3b2fe3d8.pth'}, } import torch from torch import nn import torch.nn.functional as F class BasicConvAct(nn.Module): def __init__(self, in_channels, out_channels, kernel_size=1, dilation=1, activation=nn.ReLU, bias=True): super().__init__() padding = int((kernel_size - 1) / 2) * dilation self.op = nn.Conv2d(in_channels, out_channels, kernel_size=kernel_size, padding=padding, dilation=dilation, bias=bias) self.use_act = activation is not None if self.use_act: self.act = activation() def forward(self, x): x = self.op(x) if self.use_act: x = self.act(x) return x class Conv1x1(BasicConvAct): def __init__(self, in_channels, out_channels, dilation=1, bias=True): super().__init__(in_channels, out_channels, kernel_size=1, dilation=dilation, activation=None, bias=bias) class Conv3x3(BasicConvAct): def __init__(self, in_channels, out_channels, dilation=1): super().__init__(in_channels, out_channels, kernel_size=3, dilation=dilation, activation=None) class ConvReLu1x1(BasicConvAct): def __init__(self, in_channels, out_channels, dilation=1): super().__init__(in_channels, out_channels, kernel_size=1, dilation=dilation, activation=nn.ReLU) class ConvReLu3x3(BasicConvAct): def __init__(self, in_channels, out_channels, dilation=1): super().__init__(in_channels, out_channels, kernel_size=3, dilation=dilation, activation=nn.ReLU) class BasicUpBlock(nn.Module): def __init__(self, in_channels, out_channels, kernel_size=3, activation=nn.ReLU, mode='nearest'): super().__init__() padding = int((kernel_size - 1) / 2) * 1 self.op = nn.Conv2d(in_channels, out_channels, kernel_size=kernel_size, padding=padding, dilation=1) self.use_act = activation is not None self.mode = mode if self.use_act: self.act = activation() def forward(self, x): x = F.upsample(x, scale_factor=2, mode=self.mode) x = self.op(x) if self.use_act: x = self.act(x) return x class AbstractModel(nn.Module): def _initialize_weights(self): for m in self.modules(): if isinstance(m, nn.Conv2d) or isinstance(m, nn.ConvTranspose2d): m.weight.data = nn.init.kaiming_normal_(m.weight.data) if m.bias is not None: m.bias.data.zero_() elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() def initialize_encoder(self, model, model_url, num_channels_changed=False): if os.path.isfile(model_url): pretrained_dict = torch.load(model_url) else: pretrained_dict = model_zoo.load_url(model_url) if 'state_dict' in pretrained_dict: pretrained_dict = pretrained_dict['state_dict'] pretrained_dict = {k.replace("module.", ""): v for k, v in pretrained_dict.items()} model_dict = model.state_dict() pretrained_dict = {k: v for k, v in pretrained_dict.items() if k in model_dict} if num_channels_changed: model.state_dict()[self.first_layer_params_name + '.weight'][:, :3, ...] = pretrained_dict[self.first_layer_params_name + '.weight'].data skip_layers = [self.first_layer_params_name, self.first_layer_params_name + ".weight"] pretrained_dict = {k: v for k, v in pretrained_dict.items() if not any(k.startswith(s) for s in skip_layers)} model.load_state_dict(pretrained_dict, strict=False) @property def first_layer_params_name(self): return 'conv1' class EncoderDecoder(AbstractModel): def __init__(self, num_classes, num_channels=3, encoder_name='resnet34'): if not hasattr(self, 'first_layer_stride_two'): self.first_layer_stride_two = False if not hasattr(self, 'decoder_block'): self.decoder_block = UnetDecoderBlock if not hasattr(self, 'bottleneck_type'): self.bottleneck_type = ConvBottleneck self.filters = encoder_params[encoder_name]['filters'] self.decoder_filters = encoder_params[encoder_name].get('decoder_filters', self.filters[:-1]) self.last_upsample_filters = encoder_params[encoder_name].get('last_upsample', self.decoder_filters[0]//2) super().__init__() self.num_channels = num_channels self.num_classes = num_classes self.bottlenecks = nn.ModuleList([self.bottleneck_type(self.filters[-i - 2] + f, f) for i, f in enumerate(reversed(self.decoder_filters[:]))]) self.decoder_stages = nn.ModuleList([self.get_decoder(idx) for idx in range(0, len(self.decoder_filters))]) if self.first_layer_stride_two: self.last_upsample = self.decoder_block(self.decoder_filters[0], self.last_upsample_filters, self.last_upsample_filters) self.final = self.make_final_classifier( self.last_upsample_filters if self.first_layer_stride_two else self.decoder_filters[0], num_classes) self._initialize_weights() encoder = encoder_params[encoder_name]['init_op']() self.encoder_stages = nn.ModuleList([self.get_encoder(encoder, idx) for idx in range(len(self.filters))]) if encoder_params[encoder_name]['url'] is not None: self.initialize_encoder(encoder, encoder_params[encoder_name]['url'], num_channels != 3) # noinspection PyCallingNonCallable def forward(self, x): x, angles = x enc_results = [] for stage in self.encoder_stages: x = stage(x) enc_results.append(torch.cat(x, dim=1) if isinstance(x, tuple) else x.clone()) last_dec_out = enc_results[-1] size = last_dec_out.size(2) last_dec_out = torch.cat([last_dec_out, F.upsample(angles, size=(size, size), mode="nearest")], dim=1) x = last_dec_out for idx, bottleneck in enumerate(self.bottlenecks): rev_idx = - (idx + 1) x = self.decoder_stages[rev_idx](x) x = bottleneck(x, enc_results[rev_idx - 1]) if self.first_layer_stride_two: x = self.last_upsample(x) f = self.final(x) return f def get_decoder(self, layer): in_channels = self.filters[layer + 1] if layer + 1 == len(self.decoder_filters) else self.decoder_filters[ layer + 1] return self.decoder_block(in_channels, self.decoder_filters[layer], self.decoder_filters[max(layer, 0)]) def make_final_classifier(self, in_filters, num_classes): return nn.Sequential( nn.Conv2d(in_filters, num_classes, 1, padding=0) ) def get_encoder(self, encoder, layer): raise NotImplementedError @property def first_layer_params(self): return _get_layers_params([self.encoder_stages[0]]) @property def layers_except_first_params(self): layers = get_slice(self.encoder_stages, 1, -1) + [self.bottlenecks, self.decoder_stages, self.final] return _get_layers_params(layers) def _get_layers_params(layers): return sum((list(l.parameters()) for l in layers), []) def get_slice(features, start, end): if end == -1: end = len(features) return [features[i] for i in range(start, end)] class ConvBottleneck(nn.Module): def __init__(self, in_channels, out_channels): super().__init__() self.seq = nn.Sequential( nn.Conv2d(in_channels, out_channels, 3, padding=1), nn.ReLU(inplace=True) ) def forward(self, dec, enc): x = torch.cat([dec, enc], dim=1) return self.seq(x) class UnetDecoderBlock(nn.Module): def __init__(self, in_channels, middle_channels, out_channels): super().__init__() self.layer = nn.Sequential( nn.Upsample(scale_factor=2), nn.Conv2d(in_channels, out_channels, 3, padding=1), nn.ReLU(inplace=True) ) def forward(self, x): return self.layer(x) class Resnet(EncoderDecoder): def __init__(self, seg_classes, backbone_arch): self.first_layer_stride_two = True super().__init__(seg_classes, 4, backbone_arch) def get_encoder(self, encoder, layer): if layer == 0: return nn.Sequential( encoder.conv1, encoder.bn1, encoder.relu) elif layer == 1: return nn.Sequential( encoder.maxpool, encoder.layer1) elif layer == 2: return encoder.layer2 elif layer == 3: return encoder.layer3 elif layer == 4: return encoder.layer4 class DPNUnet(EncoderDecoder): def __init__(self, seg_classes, backbone_arch='dpn92'): self.first_layer_stride_two = True super().__init__(seg_classes, 4, backbone_arch) def get_encoder(self, encoder, layer): if layer == 0: return nn.Sequential( encoder.blocks['conv1_1'].conv, # conv encoder.blocks['conv1_1'].bn, # bn encoder.blocks['conv1_1'].act, # relu ) elif layer == 1: return nn.Sequential( encoder.blocks['conv1_1'].pool, # maxpool *[b for k, b in encoder.blocks.items() if k.startswith('conv2_')] ) elif layer == 2: return nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv3_')]) elif layer == 3: return nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv4_')]) elif layer == 4: return nn.Sequential(*[b for k, b in encoder.blocks.items() if k.startswith('conv5_')]) @property def first_layer_params_name(self): return "features.conv1_1.conv" class DensenetUnet(EncoderDecoder): def __init__(self, seg_classes, backbone_arch='densenet121'): self.first_layer_stride_two = True super().__init__(seg_classes, 3, backbone_arch) def get_encoder(self, encoder, layer): if layer == 0: return nn.Sequential( encoder.features.conv0, # conv encoder.features.norm0, # bn encoder.features.relu0 # relu ) elif layer == 1: return nn.Sequential(encoder.features.pool0, encoder.features.denseblock1) elif layer == 2: return nn.Sequential(encoder.features.transition1, encoder.features.denseblock2) elif layer == 3: return nn.Sequential(encoder.features.transition2, encoder.features.denseblock3) elif layer == 4: return nn.Sequential(encoder.features.transition3, encoder.features.denseblock4, encoder.features.norm5, nn.ReLU()) class SEUnet(EncoderDecoder): def __init__(self, seg_classes, backbone_arch='senet154'): self.first_layer_stride_two = True super().__init__(seg_classes, 4, backbone_arch) def get_encoder(self, encoder, layer): if layer == 0: return encoder.layer0 elif layer == 1: return nn.Sequential( encoder.pool, encoder.layer1) elif layer == 2: return encoder.layer2 elif layer == 3: return encoder.layer3 elif layer == 4: return encoder.layer4 @property def first_layer_params_name(self): return "layer0.conv1" class ConvSCSEBottleneckNoBn(nn.Module): def __init__(self, in_channels, out_channels, reduction=2): print("bottleneck ", in_channels, out_channels) super().__init__() self.seq = nn.Sequential( nn.Conv2d(in_channels, out_channels, 3, padding=1), nn.ReLU(inplace=True), SCSEModule(out_channels, reduction=reduction, mode='maxout') ) def forward(self, dec, enc): x = torch.cat([dec, enc], dim=1) return self.seq(x) class SCSEUnet(SEUnet): def __init__(self, seg_classes, backbone_arch='seresnext50'): self.bottleneck_type = ConvSCSEBottleneckNoBn super().__init__(seg_classes, backbone_arch=backbone_arch) setattr(sys.modules[__name__], 'resnet_unet', partial(Resnet)) setattr(sys.modules[__name__], 'dpn_unet', partial(DPNUnet)) setattr(sys.modules[__name__], 'densenet_unet', partial(DensenetUnet)) setattr(sys.modules[__name__], 'se_unet', partial(SEUnet)) setattr(sys.modules[__name__], 'scse_unet', partial(SCSEUnet)) __all__ = [ 'resnet_unet', 'dpn_unet', 'densenet_unet', 'se_unet', 'scse_unet', ] if __name__ == '__main__': d = SCSEUnet(4, backbone_arch="seresnext50") d.eval() import numpy as np with torch.no_grad(): images = torch.from_numpy(np.zeros((16, 4, 256, 256), dtype="float32")) angles = torch.from_numpy(np.zeros((16, 27, 1, 1), dtype="float32")) i = d((images, angles)) print(d)